From f657a9f9899f05022d1a9f3b001b554fd4dffa3b Mon Sep 17 00:00:00 2001 From: root Date: Wed, 4 Dec 2019 09:55:28 -0500 Subject: [PATCH] Final result brutus --- ...)-LeNet)-150epochs(dataug:0)-1in_it-0.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-1.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-2.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-0.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-1.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-2.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-0.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-1.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-2.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-0.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-1.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-2.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-0.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-1.json | 12180 ++++++++++++++++ ...)-LeNet)-150epochs(dataug:0)-1in_it-2.json | 12180 ++++++++++++++++ higher/train_utils.py | 8 +- 16 files changed, 182704 insertions(+), 4 deletions(-) create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json new file mode 100644 index 0000000..2c0f844 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.49, + "Time": [ + 152.11718400391334, + 7.898921727588958 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.287940263748169, + "val_loss": 2.27378249168396, + "acc": 17.55, + "time": 140.818137589, + "param": [ + { + "p": 0.06559870392084122, + "m": 1.0 + }, + { + "p": 0.05575719103217125, + "m": 1.0 + }, + { + "p": 0.0601443350315094, + "m": 1.0 + }, + { + "p": 0.07462961226701736, + "m": 0.996879518032074 + }, + { + "p": 0.060447465628385544, + "m": 0.9715244770050049 + }, + { + "p": 0.01872226595878601, + "m": 1.0 + }, + { + "p": 0.08434642106294632, + "m": 0.9975908994674683 + }, + { + "p": 0.05946928262710571, + "m": 0.9923940896987915 + }, + { + "p": 0.04588120058178902, + "m": 0.9961284399032593 + }, + { + "p": 0.08460532873868942, + "m": 1.0 + }, + { + "p": 0.045061882585287094, + "m": 0.9903556704521179 + }, + { + "p": 0.08466845750808716, + "m": 0.999718189239502 + }, + { + "p": 0.06814142316579819, + "m": 1.0 + }, + { + "p": 0.00426722364500165, + "m": 1.0 + }, + { + "p": 0.07739870250225067, + "m": 1.0 + }, + { + "p": 0.06488724052906036, + "m": 1.0 + }, + { + "p": 0.045973267406225204, + "m": 0.9933987855911255 + }, + { + "p": 0.0, + "m": 0.9874047040939331 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1767218112945557, + "val_loss": 2.054124593734741, + "acc": 26.2, + "time": 155.59959494799998, + "param": [ + { + "p": 0.05378367006778717, + "m": 1.0 + }, + { + "p": 0.0019748772028833628, + "m": 1.0 + }, + { + "p": 0.048793990164995193, + "m": 1.0 + }, + { + "p": 0.06488314270973206, + "m": 0.9944093823432922 + }, + { + "p": 0.1082373782992363, + "m": 0.8603827357292175 + }, + { + "p": 0.012858477421104908, + "m": 0.9854554533958435 + }, + { + "p": 0.08976443111896515, + "m": 0.8129175305366516 + }, + { + "p": 0.028237007558345795, + "m": 0.935392439365387 + }, + { + "p": 0.07165255397558212, + "m": 1.0 + }, + { + "p": 0.011762146838009357, + "m": 0.9487416744232178 + }, + { + "p": 0.11798162013292313, + "m": 1.0 + }, + { + "p": 0.023441290482878685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04571367800235748, + "m": 1.0 + }, + { + "p": 0.18025097250938416, + "m": 0.7668536305427551 + }, + { + "p": 0.03878938406705856, + "m": 1.0 + }, + { + "p": 0.03451286628842354, + "m": 0.9434792995452881 + }, + { + "p": 0.06736253947019577, + "m": 0.9186376333236694 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1337966918945312, + "val_loss": 2.0200188159942627, + "acc": 29.63, + "time": 138.91516753899998, + "param": [ + { + "p": 0.0361599437892437, + "m": 1.0 + }, + { + "p": 0.003688060212880373, + "m": 1.0 + }, + { + "p": 0.10499991476535797, + "m": 1.0 + }, + { + "p": 0.02839173749089241, + "m": 0.9133735299110413 + }, + { + "p": 0.11756452172994614, + "m": 0.7168161869049072 + }, + { + "p": 0.07843107730150223, + "m": 0.9488620162010193 + }, + { + "p": 0.014049707911908627, + "m": 1.0 + }, + { + "p": 0.002425136975944042, + "m": 0.9294166564941406 + }, + { + "p": 0.057616181671619415, + "m": 1.0 + }, + { + "p": 0.04386572539806366, + "m": 0.8541743159294128 + }, + { + "p": 0.06010909378528595, + "m": 0.9855208396911621 + }, + { + "p": 0.10349907726049423, + "m": 1.0 + }, + { + "p": 0.08274911344051361, + "m": 1.0 + }, + { + "p": 0.024024723097682, + "m": 1.0 + }, + { + "p": 0.056054435670375824, + "m": 0.5988236665725708 + }, + { + "p": 0.10667919367551804, + "m": 1.0 + }, + { + "p": 0.03487396985292435, + "m": 0.9820147752761841 + }, + { + "p": 0.044818371534347534, + "m": 0.9369209408760071 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.082472085952759, + "val_loss": 1.7672134637832642, + "acc": 35.45, + "time": 150.22499843000003, + "param": [ + { + "p": 0.07179085910320282, + "m": 1.0 + }, + { + "p": 0.042568277567625046, + "m": 1.0 + }, + { + "p": 0.06276693195104599, + "m": 1.0 + }, + { + "p": 0.06054285913705826, + "m": 0.8535119891166687 + }, + { + "p": 0.06589391827583313, + "m": 0.5080211162567139 + }, + { + "p": 0.05090466886758804, + "m": 0.658649742603302 + }, + { + "p": 0.07232954353094101, + "m": 0.9373526573181152 + }, + { + "p": 0.05594289302825928, + "m": 1.0 + }, + { + "p": 0.05064630135893822, + "m": 0.9976416826248169 + }, + { + "p": 0.05475615710020065, + "m": 0.6867448687553406 + }, + { + "p": 0.0811467245221138, + "m": 1.0 + }, + { + "p": 0.04962380975484848, + "m": 1.0 + }, + { + "p": 0.06116722524166107, + "m": 1.0 + }, + { + "p": 0.023505479097366333, + "m": 1.0 + }, + { + "p": 0.07975225895643234, + "m": 0.490155965089798 + }, + { + "p": 0.07405074685811996, + "m": 1.0 + }, + { + "p": 0.018423277884721756, + "m": 0.9679908156394958 + }, + { + "p": 0.024188049137592316, + "m": 0.948324978351593 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.8399512767791748, + "val_loss": 1.6835616827011108, + "acc": 39.72, + "time": 140.14675852699997, + "param": [ + { + "p": 0.04223696142435074, + "m": 1.0 + }, + { + "p": 0.00028702887357212603, + "m": 1.0 + }, + { + "p": 0.0795542523264885, + "m": 1.0 + }, + { + "p": 0.060508787631988525, + "m": 0.845221221446991 + }, + { + "p": 0.06975696235895157, + "m": 0.40133434534072876 + }, + { + "p": 0.04287164658308029, + "m": 0.7256444692611694 + }, + { + "p": 0.10084833204746246, + "m": 0.9388909339904785 + }, + { + "p": 0.07090678066015244, + "m": 1.0 + }, + { + "p": 0.05199460685253143, + "m": 0.998316764831543 + }, + { + "p": 0.04438215494155884, + "m": 0.5606387853622437 + }, + { + "p": 0.04014325141906738, + "m": 0.9891892671585083 + }, + { + "p": 0.10478779673576355, + "m": 1.0 + }, + { + "p": 0.04515576362609863, + "m": 1.0 + }, + { + "p": 0.011067861691117287, + "m": 1.0 + }, + { + "p": 0.10494912415742874, + "m": 0.5151335597038269 + }, + { + "p": 0.08917143940925598, + "m": 1.0 + }, + { + "p": 0.02780790999531746, + "m": 1.0 + }, + { + "p": 0.013569272123277187, + "m": 0.953231692314148 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.770806074142456, + "val_loss": 1.7108639478683472, + "acc": 42.26, + "time": 166.7679030459999, + "param": [ + { + "p": 0.03572152554988861, + "m": 1.0 + }, + { + "p": 0.06301650404930115, + "m": 1.0 + }, + { + "p": 0.08999602496623993, + "m": 1.0 + }, + { + "p": 0.036883555352687836, + "m": 0.8227247595787048 + }, + { + "p": 0.05375484749674797, + "m": 0.20447394251823425 + }, + { + "p": 0.06077413260936737, + "m": 0.5946677923202515 + }, + { + "p": 0.07369320094585419, + "m": 0.8851829171180725 + }, + { + "p": 0.07358301430940628, + "m": 0.9624572396278381 + }, + { + "p": 0.03745586425065994, + "m": 1.0 + }, + { + "p": 0.040953703224658966, + "m": 0.4032094180583954 + }, + { + "p": 0.07764466851949692, + "m": 0.9981306195259094 + }, + { + "p": 0.07055649161338806, + "m": 1.0 + }, + { + "p": 0.08874130249023438, + "m": 1.0 + }, + { + "p": 0.04803978651762009, + "m": 1.0 + }, + { + "p": 0.036388248205184937, + "m": 0.3499840199947357 + }, + { + "p": 0.07383129000663757, + "m": 1.0 + }, + { + "p": 0.02110462822020054, + "m": 0.9824221134185791 + }, + { + "p": 0.01786121353507042, + "m": 0.9171433448791504 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7972997426986694, + "val_loss": 1.6171810626983643, + "acc": 44.45, + "time": 159.36899106599992, + "param": [ + { + "p": 0.05048470199108124, + "m": 1.0 + }, + { + "p": 0.02126173861324787, + "m": 1.0 + }, + { + "p": 0.08568946272134781, + "m": 1.0 + }, + { + "p": 0.03856020048260689, + "m": 0.8921313285827637 + }, + { + "p": 0.027976101264357567, + "m": 0.3065207898616791 + }, + { + "p": 0.0, + "m": 0.7205856442451477 + }, + { + "p": 0.12143818289041519, + "m": 0.963586151599884 + }, + { + "p": 0.07488514482975006, + "m": 0.9928154349327087 + }, + { + "p": 0.05277612805366516, + "m": 0.9175036549568176 + }, + { + "p": 0.06338062882423401, + "m": 0.5486357808113098 + }, + { + "p": 4.2626390495570377e-05, + "m": 0.8737061023712158 + }, + { + "p": 0.03687680512666702, + "m": 0.9977595806121826 + }, + { + "p": 0.09787158668041229, + "m": 1.0 + }, + { + "p": 0.08877497166395187, + "m": 1.0 + }, + { + "p": 0.1626960188150406, + "m": 0.42143040895462036 + }, + { + "p": 0.07485373318195343, + "m": 0.9591590166091919 + }, + { + "p": 0.0, + "m": 0.7925501465797424 + }, + { + "p": 0.002431937027722597, + "m": 0.864651083946228 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.627829909324646, + "val_loss": 1.5948415994644165, + "acc": 46.76, + "time": 149.5885961659999, + "param": [ + { + "p": 0.059217389672994614, + "m": 1.0 + }, + { + "p": 0.023047015070915222, + "m": 1.0 + }, + { + "p": 0.062177885323762894, + "m": 1.0 + }, + { + "p": 0.06771940737962723, + "m": 0.9095985889434814 + }, + { + "p": 0.05958062782883644, + "m": 0.37018823623657227 + }, + { + "p": 0.0608954094350338, + "m": 0.6443395614624023 + }, + { + "p": 0.08738815784454346, + "m": 0.9444780945777893 + }, + { + "p": 0.04061951860785484, + "m": 0.9470229744911194 + }, + { + "p": 0.05560760945081711, + "m": 0.9741153120994568 + }, + { + "p": 0.05758323520421982, + "m": 0.6290461421012878 + }, + { + "p": 0.05057268217206001, + "m": 1.0 + }, + { + "p": 0.0481811948120594, + "m": 0.9972097277641296 + }, + { + "p": 0.06334143131971359, + "m": 1.0 + }, + { + "p": 0.057875655591487885, + "m": 1.0 + }, + { + "p": 0.07997944205999374, + "m": 0.3715672791004181 + }, + { + "p": 0.0671103373169899, + "m": 0.9947353601455688 + }, + { + "p": 0.02538321167230606, + "m": 0.8930434584617615 + }, + { + "p": 0.033719826489686966, + "m": 0.9529823064804077 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7385482788085938, + "val_loss": 1.4883935451507568, + "acc": 47.99, + "time": 139.77178414499986, + "param": [ + { + "p": 0.10282626003026962, + "m": 1.0 + }, + { + "p": 0.03274421766400337, + "m": 1.0 + }, + { + "p": 0.038221389055252075, + "m": 1.0 + }, + { + "p": 0.036465488374233246, + "m": 0.9163368940353394 + }, + { + "p": 0.057568516582250595, + "m": 0.20936831831932068 + }, + { + "p": 0.06497203558683395, + "m": 0.6034599542617798 + }, + { + "p": 0.07380010932683945, + "m": 0.7796002626419067 + }, + { + "p": 0.07579811662435532, + "m": 0.945875346660614 + }, + { + "p": 0.05536225438117981, + "m": 1.0 + }, + { + "p": 0.08298502117395401, + "m": 0.6011634469032288 + }, + { + "p": 0.05738065764307976, + "m": 1.0 + }, + { + "p": 0.07163412123918533, + "m": 1.0 + }, + { + "p": 0.05295434594154358, + "m": 1.0 + }, + { + "p": 0.028971664607524872, + "m": 1.0 + }, + { + "p": 0.021592270582914352, + "m": 0.5101681351661682 + }, + { + "p": 0.09159422665834427, + "m": 1.0 + }, + { + "p": 0.028217151761054993, + "m": 0.9429138898849487 + }, + { + "p": 0.026912197470664978, + "m": 0.9362689852714539 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.644378662109375, + "val_loss": 1.4545232057571411, + "acc": 49.28, + "time": 161.99119075399994, + "param": [ + { + "p": 0.10201539099216461, + "m": 1.0 + }, + { + "p": 0.02666495181620121, + "m": 1.0 + }, + { + "p": 0.04373180493712425, + "m": 1.0 + }, + { + "p": 0.035607799887657166, + "m": 0.9534385800361633 + }, + { + "p": 0.07565934956073761, + "m": 0.1639830321073532 + }, + { + "p": 0.06773804128170013, + "m": 0.6527374982833862 + }, + { + "p": 0.11527078598737717, + "m": 0.885202944278717 + }, + { + "p": 0.014844988472759724, + "m": 0.902854323387146 + }, + { + "p": 0.04090673848986626, + "m": 0.9985346794128418 + }, + { + "p": 0.1316208839416504, + "m": 0.6207605600357056 + }, + { + "p": 0.050217896699905396, + "m": 0.9780506491661072 + }, + { + "p": 0.04335932061076164, + "m": 1.0 + }, + { + "p": 0.07563105970621109, + "m": 1.0 + }, + { + "p": 0.05586723983287811, + "m": 1.0 + }, + { + "p": 0.040938057005405426, + "m": 0.6606358289718628 + }, + { + "p": 0.05563363432884216, + "m": 1.0 + }, + { + "p": 0.01770418882369995, + "m": 0.8724040985107422 + }, + { + "p": 0.006587781012058258, + "m": 0.7984024286270142 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6551576852798462, + "val_loss": 1.482709288597107, + "acc": 52.03, + "time": 157.09128745199996, + "param": [ + { + "p": 0.07449231296777725, + "m": 1.0 + }, + { + "p": 0.021233977749943733, + "m": 1.0 + }, + { + "p": 0.04048405960202217, + "m": 1.0 + }, + { + "p": 0.07194142043590546, + "m": 1.0 + }, + { + "p": 0.04055291414260864, + "m": 0.22405512630939484 + }, + { + "p": 0.02081497758626938, + "m": 0.7248356938362122 + }, + { + "p": 0.08263681828975677, + "m": 1.0 + }, + { + "p": 0.07992088049650192, + "m": 0.930864691734314 + }, + { + "p": 0.047031234949827194, + "m": 0.958631694316864 + }, + { + "p": 0.06955578923225403, + "m": 0.603501558303833 + }, + { + "p": 0.08545511960983276, + "m": 1.0 + }, + { + "p": 0.08403060585260391, + "m": 1.0 + }, + { + "p": 0.09444046020507812, + "m": 1.0 + }, + { + "p": 0.027415145188570023, + "m": 1.0 + }, + { + "p": 0.04433806613087654, + "m": 0.7625142931938171 + }, + { + "p": 0.07483676820993423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7878535389900208 + }, + { + "p": 0.04081939160823822, + "m": 0.7921456694602966 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.5896819829940796, + "val_loss": 1.4768396615982056, + "acc": 49.65, + "time": 147.16534010100008, + "param": [ + { + "p": 0.07344020158052444, + "m": 1.0 + }, + { + "p": 0.056563545018434525, + "m": 1.0 + }, + { + "p": 0.05938773974776268, + "m": 1.0 + }, + { + "p": 0.08067420870065689, + "m": 0.9407974481582642 + }, + { + "p": 0.036318086087703705, + "m": 0.24671009182929993 + }, + { + "p": 0.05134992301464081, + "m": 0.6794631481170654 + }, + { + "p": 0.0601191483438015, + "m": 0.9994606971740723 + }, + { + "p": 0.030841950327157974, + "m": 0.9987993836402893 + }, + { + "p": 0.07273954153060913, + "m": 1.0 + }, + { + "p": 0.055396709591150284, + "m": 0.6693121194839478 + }, + { + "p": 0.03264263644814491, + "m": 0.996791422367096 + }, + { + "p": 0.03486787527799606, + "m": 1.0 + }, + { + "p": 0.05195388197898865, + "m": 1.0 + }, + { + "p": 0.06814266741275787, + "m": 1.0 + }, + { + "p": 0.05127336084842682, + "m": 0.8156554102897644 + }, + { + "p": 0.07482786476612091, + "m": 1.0 + }, + { + "p": 0.04142993688583374, + "m": 0.7370964288711548 + }, + { + "p": 0.0680307075381279, + "m": 0.8061425685882568 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6887969970703125, + "val_loss": 1.4304193258285522, + "acc": 52.65, + "time": 156.0880451019998, + "param": [ + { + "p": 0.07838218659162521, + "m": 1.0 + }, + { + "p": 0.04890519753098488, + "m": 1.0 + }, + { + "p": 0.0662725642323494, + "m": 1.0 + }, + { + "p": 0.07257220149040222, + "m": 0.9711613059043884 + }, + { + "p": 0.04266685992479324, + "m": 0.24424491822719574 + }, + { + "p": 0.02967977337539196, + "m": 0.669823408126831 + }, + { + "p": 0.031051822006702423, + "m": 0.9742918014526367 + }, + { + "p": 0.08760561048984528, + "m": 0.9954358339309692 + }, + { + "p": 0.02068549208343029, + "m": 0.9342936277389526 + }, + { + "p": 0.06753695756196976, + "m": 0.6855419278144836 + }, + { + "p": 0.10343428701162338, + "m": 0.9916541576385498 + }, + { + "p": 0.07118511199951172, + "m": 0.9833148121833801 + }, + { + "p": 0.08054670691490173, + "m": 1.0 + }, + { + "p": 0.02064736746251583, + "m": 1.0 + }, + { + "p": 0.07959287613630295, + "m": 0.844828724861145 + }, + { + "p": 0.08293750137090683, + "m": 0.9890758991241455 + }, + { + "p": 0.0, + "m": 0.735812783241272 + }, + { + "p": 0.01629740558564663, + "m": 0.8137167096138 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.57261323928833, + "val_loss": 1.295095682144165, + "acc": 53.49, + "time": 170.75082566600008, + "param": [ + { + "p": 0.07907764613628387, + "m": 1.0 + }, + { + "p": 0.05045032873749733, + "m": 1.0 + }, + { + "p": 0.044427841901779175, + "m": 1.0 + }, + { + "p": 0.041497502475976944, + "m": 0.8764970302581787 + }, + { + "p": 0.07956694811582565, + "m": 0.17155887186527252 + }, + { + "p": 0.05496184900403023, + "m": 0.6462032794952393 + }, + { + "p": 0.03851262480020523, + "m": 0.999280571937561 + }, + { + "p": 0.056436873972415924, + "m": 1.0 + }, + { + "p": 0.0543687529861927, + "m": 0.9855527877807617 + }, + { + "p": 0.055985912680625916, + "m": 0.7351829409599304 + }, + { + "p": 0.07524251937866211, + "m": 1.0 + }, + { + "p": 0.07630965113639832, + "m": 0.9947335124015808 + }, + { + "p": 0.08550737053155899, + "m": 1.0 + }, + { + "p": 0.036106713116168976, + "m": 1.0 + }, + { + "p": 0.06680652499198914, + "m": 0.9126440286636353 + }, + { + "p": 0.04987344145774841, + "m": 0.9827558994293213 + }, + { + "p": 0.03530188649892807, + "m": 0.7922325134277344 + }, + { + "p": 0.019565561786293983, + "m": 0.8051394820213318 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.587188720703125, + "val_loss": 1.2503273487091064, + "acc": 55.55, + "time": 158.00324863900005, + "param": [ + { + "p": 0.057835452258586884, + "m": 1.0 + }, + { + "p": 0.03275010734796524, + "m": 1.0 + }, + { + "p": 0.06982289254665375, + "m": 1.0 + }, + { + "p": 0.06195928156375885, + "m": 0.907047688961029 + }, + { + "p": 0.055947091430425644, + "m": 0.2585686445236206 + }, + { + "p": 0.04127487167716026, + "m": 0.612338662147522 + }, + { + "p": 0.07776635140180588, + "m": 0.9696940183639526 + }, + { + "p": 0.060951605439186096, + "m": 0.9383432865142822 + }, + { + "p": 0.06002064794301987, + "m": 1.0 + }, + { + "p": 0.03805531561374664, + "m": 0.8003833889961243 + }, + { + "p": 0.07127542048692703, + "m": 1.0 + }, + { + "p": 0.06049932911992073, + "m": 0.9978991150856018 + }, + { + "p": 0.06311129778623581, + "m": 1.0 + }, + { + "p": 0.080486960709095, + "m": 1.0 + }, + { + "p": 0.062255408614873886, + "m": 0.8968475461006165 + }, + { + "p": 0.04630819708108902, + "m": 0.9732814431190491 + }, + { + "p": 0.031550947576761246, + "m": 0.7841402888298035 + }, + { + "p": 0.028128771111369133, + "m": 0.7584884166717529 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.3706839084625244, + "val_loss": 1.3015333414077759, + "acc": 55.38, + "time": 156.896272554, + "param": [ + { + "p": 0.07556367665529251, + "m": 1.0 + }, + { + "p": 0.05326471105217934, + "m": 1.0 + }, + { + "p": 0.05524090304970741, + "m": 1.0 + }, + { + "p": 0.056314852088689804, + "m": 0.9930731058120728 + }, + { + "p": 0.05847976356744766, + "m": 0.2353527694940567 + }, + { + "p": 0.058196891099214554, + "m": 0.6410175561904907 + }, + { + "p": 0.06325637549161911, + "m": 0.9888166785240173 + }, + { + "p": 0.037136711180210114, + "m": 0.9998149871826172 + }, + { + "p": 0.05015247315168381, + "m": 1.0 + }, + { + "p": 0.047973498702049255, + "m": 0.8064132928848267 + }, + { + "p": 0.056509848684072495, + "m": 1.0 + }, + { + "p": 0.06499452143907547, + "m": 0.9979803562164307 + }, + { + "p": 0.08904771506786346, + "m": 1.0 + }, + { + "p": 0.03369596228003502, + "m": 1.0 + }, + { + "p": 0.05639810487627983, + "m": 0.9599630832672119 + }, + { + "p": 0.05251636356115341, + "m": 0.9941181540489197 + }, + { + "p": 0.04531880095601082, + "m": 0.8692706823348999 + }, + { + "p": 0.04593886807560921, + "m": 0.8563446402549744 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6589159965515137, + "val_loss": 1.378050684928894, + "acc": 52.39, + "time": 151.1824925650003, + "param": [ + { + "p": 0.05335766077041626, + "m": 1.0 + }, + { + "p": 0.022297494113445282, + "m": 1.0 + }, + { + "p": 0.07261944562196732, + "m": 1.0 + }, + { + "p": 0.043925583362579346, + "m": 0.9559891223907471 + }, + { + "p": 0.04569309577345848, + "m": 0.2503931522369385 + }, + { + "p": 0.04586869105696678, + "m": 0.6556551456451416 + }, + { + "p": 0.08750394731760025, + "m": 0.9658167362213135 + }, + { + "p": 0.05911220982670784, + "m": 0.9022282958030701 + }, + { + "p": 0.05584920570254326, + "m": 0.9925159215927124 + }, + { + "p": 0.06127627566456795, + "m": 0.7349026203155518 + }, + { + "p": 0.04964844509959221, + "m": 1.0 + }, + { + "p": 0.07601867616176605, + "m": 1.0 + }, + { + "p": 0.089798204600811, + "m": 1.0 + }, + { + "p": 0.049079351127147675, + "m": 1.0 + }, + { + "p": 0.07723992317914963, + "m": 0.9022569060325623 + }, + { + "p": 0.059640899300575256, + "m": 0.9801250100135803 + }, + { + "p": 0.012397401034832, + "m": 0.9991154074668884 + }, + { + "p": 0.03867350146174431, + "m": 0.9156864881515503 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.3207448720932007, + "val_loss": 1.2481036186218262, + "acc": 57.68, + "time": 142.12152057499998, + "param": [ + { + "p": 0.07280850410461426, + "m": 1.0 + }, + { + "p": 0.031194915995001793, + "m": 1.0 + }, + { + "p": 0.0856354683637619, + "m": 1.0 + }, + { + "p": 0.07115595787763596, + "m": 0.9813317656517029 + }, + { + "p": 0.057043589651584625, + "m": 0.24731852114200592 + }, + { + "p": 0.04686623811721802, + "m": 0.7382100820541382 + }, + { + "p": 0.06618839502334595, + "m": 0.8253477811813354 + }, + { + "p": 0.08208297193050385, + "m": 0.9149125814437866 + }, + { + "p": 0.06659836322069168, + "m": 1.0 + }, + { + "p": 0.07016817480325699, + "m": 0.6819384098052979 + }, + { + "p": 0.049510784447193146, + "m": 0.9812520146369934 + }, + { + "p": 0.0642549991607666, + "m": 1.0 + }, + { + "p": 0.06579569727182388, + "m": 1.0 + }, + { + "p": 0.03569263592362404, + "m": 1.0 + }, + { + "p": 0.03370657563209534, + "m": 0.8996913433074951 + }, + { + "p": 0.07512693852186203, + "m": 1.0 + }, + { + "p": 0.0023868936114013195, + "m": 0.9173231720924377 + }, + { + "p": 0.0237828828394413, + "m": 0.8656774163246155 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7933480739593506, + "val_loss": 1.2385576963424683, + "acc": 57.07, + "time": 143.85015989099975, + "param": [ + { + "p": 0.059846971184015274, + "m": 1.0 + }, + { + "p": 0.037222087383270264, + "m": 1.0 + }, + { + "p": 0.06591132283210754, + "m": 1.0 + }, + { + "p": 0.04901755601167679, + "m": 0.9184114336967468 + }, + { + "p": 0.06502999365329742, + "m": 0.2888801395893097 + }, + { + "p": 0.05015433579683304, + "m": 0.7530272603034973 + }, + { + "p": 0.05237710475921631, + "m": 0.7986453771591187 + }, + { + "p": 0.04060039669275284, + "m": 0.8833889365196228 + }, + { + "p": 0.06285586953163147, + "m": 1.0 + }, + { + "p": 0.07168357819318771, + "m": 0.7768157720565796 + }, + { + "p": 0.06842636317014694, + "m": 0.9999443888664246 + }, + { + "p": 0.06241786852478981, + "m": 0.9963627457618713 + }, + { + "p": 0.053650327026844025, + "m": 1.0 + }, + { + "p": 0.0594591461122036, + "m": 1.0 + }, + { + "p": 0.06635487824678421, + "m": 0.9214770793914795 + }, + { + "p": 0.06615501642227173, + "m": 1.0 + }, + { + "p": 0.03766597434878349, + "m": 0.8947758674621582 + }, + { + "p": 0.031171143054962158, + "m": 0.8377417922019958 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.338373064994812, + "val_loss": 1.219155192375183, + "acc": 56.92, + "time": 140.95533531399997, + "param": [ + { + "p": 0.04299823194742203, + "m": 1.0 + }, + { + "p": 0.014690417796373367, + "m": 1.0 + }, + { + "p": 0.07314392179250717, + "m": 1.0 + }, + { + "p": 0.06758209317922592, + "m": 0.9874279499053955 + }, + { + "p": 0.036489784717559814, + "m": 0.299788236618042 + }, + { + "p": 0.05822470039129257, + "m": 0.6102582812309265 + }, + { + "p": 0.06846999377012253, + "m": 0.9261929392814636 + }, + { + "p": 0.044559579342603683, + "m": 0.9522290229797363 + }, + { + "p": 0.06627718359231949, + "m": 1.0 + }, + { + "p": 0.07301449775695801, + "m": 0.7833165526390076 + }, + { + "p": 0.04751712828874588, + "m": 0.9610077738761902 + }, + { + "p": 0.07848379760980606, + "m": 1.0 + }, + { + "p": 0.07916522771120071, + "m": 1.0 + }, + { + "p": 0.05999985337257385, + "m": 1.0 + }, + { + "p": 0.056694794446229935, + "m": 0.8720646500587463 + }, + { + "p": 0.0613136924803257, + "m": 0.9950878620147705 + }, + { + "p": 0.030714701861143112, + "m": 0.9033288359642029 + }, + { + "p": 0.04066034033894539, + "m": 0.8260859847068787 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4493846893310547, + "val_loss": 1.1673595905303955, + "acc": 57.46, + "time": 157.9189685460001, + "param": [ + { + "p": 0.07348892837762833, + "m": 1.0 + }, + { + "p": 0.002414528513327241, + "m": 1.0 + }, + { + "p": 0.09487253427505493, + "m": 1.0 + }, + { + "p": 0.07558609545230865, + "m": 0.99176424741745 + }, + { + "p": 0.08663299679756165, + "m": 0.2523004412651062 + }, + { + "p": 0.0336957648396492, + "m": 0.5710698962211609 + }, + { + "p": 0.050146233290433884, + "m": 0.9720122814178467 + }, + { + "p": 0.048601388931274414, + "m": 1.0 + }, + { + "p": 0.07435572147369385, + "m": 1.0 + }, + { + "p": 0.05542004108428955, + "m": 0.7874377369880676 + }, + { + "p": 0.06991585344076157, + "m": 0.9994151592254639 + }, + { + "p": 0.07465063035488129, + "m": 1.0 + }, + { + "p": 0.05313623324036598, + "m": 1.0 + }, + { + "p": 0.014909002929925919, + "m": 1.0 + }, + { + "p": 0.056299321353435516, + "m": 0.8473899960517883 + }, + { + "p": 0.07911842316389084, + "m": 1.0 + }, + { + "p": 0.02276388183236122, + "m": 0.909879207611084 + }, + { + "p": 0.03399233520030975, + "m": 0.9460885524749756 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3910033702850342, + "val_loss": 1.180643081665039, + "acc": 58.51, + "time": 160.05389829000023, + "param": [ + { + "p": 0.08477737754583359, + "m": 1.0 + }, + { + "p": 0.044863637536764145, + "m": 1.0 + }, + { + "p": 0.0894138440489769, + "m": 1.0 + }, + { + "p": 0.048939649015665054, + "m": 0.998900830745697 + }, + { + "p": 0.05719209462404251, + "m": 0.2430807501077652 + }, + { + "p": 0.06620194017887115, + "m": 0.6468038558959961 + }, + { + "p": 0.05944175273180008, + "m": 0.9320163726806641 + }, + { + "p": 0.05593445152044296, + "m": 0.9769749641418457 + }, + { + "p": 0.07685712724924088, + "m": 1.0 + }, + { + "p": 0.05190492048859596, + "m": 0.7461777925491333 + }, + { + "p": 0.05553102865815163, + "m": 1.0 + }, + { + "p": 0.03694832697510719, + "m": 0.9639703631401062 + }, + { + "p": 0.06484648585319519, + "m": 1.0 + }, + { + "p": 0.039564330130815506, + "m": 1.0 + }, + { + "p": 0.06598193198442459, + "m": 0.9016655087471008 + }, + { + "p": 0.06963243335485458, + "m": 1.0 + }, + { + "p": 0.0049918461591005325, + "m": 0.9216562509536743 + }, + { + "p": 0.026976825669407845, + "m": 0.9312596321105957 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5242304801940918, + "val_loss": 1.0845462083816528, + "acc": 60.44, + "time": 158.6529981660001, + "param": [ + { + "p": 0.05822078511118889, + "m": 1.0 + }, + { + "p": 0.042204488068819046, + "m": 1.0 + }, + { + "p": 0.0606594979763031, + "m": 1.0 + }, + { + "p": 0.06973229348659515, + "m": 1.0 + }, + { + "p": 0.05661047622561455, + "m": 0.2507621645927429 + }, + { + "p": 0.03793877363204956, + "m": 0.6548402309417725 + }, + { + "p": 0.05586056038737297, + "m": 0.8776227235794067 + }, + { + "p": 0.07589786499738693, + "m": 1.0 + }, + { + "p": 0.06533689051866531, + "m": 0.999890148639679 + }, + { + "p": 0.05026010051369667, + "m": 0.7845403552055359 + }, + { + "p": 0.037639159709215164, + "m": 0.9956293702125549 + }, + { + "p": 0.0828496590256691, + "m": 1.0 + }, + { + "p": 0.08289144933223724, + "m": 1.0 + }, + { + "p": 0.03305116295814514, + "m": 1.0 + }, + { + "p": 0.08082542568445206, + "m": 1.0 + }, + { + "p": 0.05737416818737984, + "m": 1.0 + }, + { + "p": 0.022899474948644638, + "m": 0.8575105667114258 + }, + { + "p": 0.029747825115919113, + "m": 0.9156855940818787 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5499927997589111, + "val_loss": 1.1605509519577026, + "acc": 59.05, + "time": 150.43734373000007, + "param": [ + { + "p": 0.06138448417186737, + "m": 1.0 + }, + { + "p": 0.06020475551486015, + "m": 1.0 + }, + { + "p": 0.0768967941403389, + "m": 1.0 + }, + { + "p": 0.045501284301280975, + "m": 1.0 + }, + { + "p": 0.053445760160684586, + "m": 0.3244689106941223 + }, + { + "p": 0.052296265959739685, + "m": 0.7210503816604614 + }, + { + "p": 0.05298275500535965, + "m": 0.817988932132721 + }, + { + "p": 0.06348412483930588, + "m": 1.0 + }, + { + "p": 0.05612187832593918, + "m": 1.0 + }, + { + "p": 0.0636431947350502, + "m": 0.7783247232437134 + }, + { + "p": 0.06225819140672684, + "m": 1.0 + }, + { + "p": 0.05907820910215378, + "m": 1.0 + }, + { + "p": 0.06989609450101852, + "m": 1.0 + }, + { + "p": 0.04344813898205757, + "m": 1.0 + }, + { + "p": 0.0489971898496151, + "m": 0.9873701930046082 + }, + { + "p": 0.06409182399511337, + "m": 1.0 + }, + { + "p": 0.03342859447002411, + "m": 0.9304884672164917 + }, + { + "p": 0.03284047171473503, + "m": 0.9805029630661011 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.388357162475586, + "val_loss": 1.0683906078338623, + "acc": 60.54, + "time": 141.8416025470001, + "param": [ + { + "p": 0.07251312583684921, + "m": 1.0 + }, + { + "p": 0.07807207852602005, + "m": 1.0 + }, + { + "p": 0.04651899263262749, + "m": 1.0 + }, + { + "p": 0.06550652533769608, + "m": 0.9930136799812317 + }, + { + "p": 0.05902790278196335, + "m": 0.3104071021080017 + }, + { + "p": 0.0393330454826355, + "m": 0.7259047627449036 + }, + { + "p": 0.05582774430513382, + "m": 0.8178451657295227 + }, + { + "p": 0.07586044818162918, + "m": 0.9964763522148132 + }, + { + "p": 0.05771954357624054, + "m": 0.994819164276123 + }, + { + "p": 0.043638210743665695, + "m": 0.7269240617752075 + }, + { + "p": 0.07635922729969025, + "m": 1.0 + }, + { + "p": 0.08534222096204758, + "m": 1.0 + }, + { + "p": 0.07465533167123795, + "m": 1.0 + }, + { + "p": 0.0340779572725296, + "m": 1.0 + }, + { + "p": 0.038482606410980225, + "m": 0.9970909953117371 + }, + { + "p": 0.04360874369740486, + "m": 1.0 + }, + { + "p": 0.025662384927272797, + "m": 0.9603165984153748 + }, + { + "p": 0.02779392898082733, + "m": 0.9851148724555969 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4048420190811157, + "val_loss": 1.1387908458709717, + "acc": 58.61, + "time": 142.6874492920001, + "param": [ + { + "p": 0.06078757345676422, + "m": 1.0 + }, + { + "p": 0.03138834238052368, + "m": 1.0 + }, + { + "p": 0.07069548964500427, + "m": 1.0 + }, + { + "p": 0.07158321142196655, + "m": 0.962393581867218 + }, + { + "p": 0.06901900470256805, + "m": 0.30358046293258667 + }, + { + "p": 0.04308388754725456, + "m": 0.6809917092323303 + }, + { + "p": 0.05909523740410805, + "m": 0.7619092464447021 + }, + { + "p": 0.05853212624788284, + "m": 0.9954001903533936 + }, + { + "p": 0.0459224097430706, + "m": 1.0 + }, + { + "p": 0.052357904613018036, + "m": 0.6318029761314392 + }, + { + "p": 0.07275596261024475, + "m": 0.9976364970207214 + }, + { + "p": 0.05304417014122009, + "m": 1.0 + }, + { + "p": 0.06497430801391602, + "m": 1.0 + }, + { + "p": 0.03719978779554367, + "m": 1.0 + }, + { + "p": 0.06575380265712738, + "m": 0.9759616851806641 + }, + { + "p": 0.05331771448254585, + "m": 0.9998205900192261 + }, + { + "p": 0.0407223254442215, + "m": 0.9876348376274109 + }, + { + "p": 0.049766652286052704, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6465193033218384, + "val_loss": 1.0778462886810303, + "acc": 60.71, + "time": 151.05802467899957, + "param": [ + { + "p": 0.08600033819675446, + "m": 1.0 + }, + { + "p": 0.04161158576607704, + "m": 1.0 + }, + { + "p": 0.08180009573698044, + "m": 1.0 + }, + { + "p": 0.07647956162691116, + "m": 0.9489467740058899 + }, + { + "p": 0.04018125310540199, + "m": 0.40835970640182495 + }, + { + "p": 0.039091646671295166, + "m": 0.8124326467514038 + }, + { + "p": 0.05195657163858414, + "m": 0.6934080123901367 + }, + { + "p": 0.03128539398312569, + "m": 0.9209792017936707 + }, + { + "p": 0.0726533755660057, + "m": 1.0 + }, + { + "p": 0.030018454417586327, + "m": 0.7492688894271851 + }, + { + "p": 0.07712876796722412, + "m": 1.0 + }, + { + "p": 0.08195964992046356, + "m": 1.0 + }, + { + "p": 0.07475769519805908, + "m": 1.0 + }, + { + "p": 0.03348864987492561, + "m": 1.0 + }, + { + "p": 0.09555287659168243, + "m": 0.9923468828201294 + }, + { + "p": 0.05808054655790329, + "m": 0.9983744621276855 + }, + { + "p": 0.0, + "m": 0.9862765073776245 + }, + { + "p": 0.027953483164310455, + "m": 0.9340851306915283 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.2893579006195068, + "val_loss": 1.0780315399169922, + "acc": 61.55, + "time": 140.11827428700053, + "param": [ + { + "p": 0.049756404012441635, + "m": 1.0 + }, + { + "p": 0.04799714684486389, + "m": 1.0 + }, + { + "p": 0.06556029617786407, + "m": 1.0 + }, + { + "p": 0.05003660172224045, + "m": 1.0 + }, + { + "p": 0.05985429883003235, + "m": 0.42880454659461975 + }, + { + "p": 0.05918208137154579, + "m": 0.8601909875869751 + }, + { + "p": 0.04504915699362755, + "m": 0.7750906348228455 + }, + { + "p": 0.04636286944150925, + "m": 0.8147030472755432 + }, + { + "p": 0.09510437399148941, + "m": 1.0 + }, + { + "p": 0.06818538904190063, + "m": 0.7967249155044556 + }, + { + "p": 0.05583534389734268, + "m": 0.9944106936454773 + }, + { + "p": 0.05870519205927849, + "m": 0.9711602330207825 + }, + { + "p": 0.0675935298204422, + "m": 1.0 + }, + { + "p": 0.03380659222602844, + "m": 1.0 + }, + { + "p": 0.033388495445251465, + "m": 0.9974644780158997 + }, + { + "p": 0.08019661158323288, + "m": 0.9602639675140381 + }, + { + "p": 0.04777340963482857, + "m": 0.9999326467514038 + }, + { + "p": 0.03561225160956383, + "m": 0.972141444683075 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.2572896480560303, + "val_loss": 1.1086411476135254, + "acc": 61.13, + "time": 142.7159160350002, + "param": [ + { + "p": 0.06052375212311745, + "m": 1.0 + }, + { + "p": 0.04520360007882118, + "m": 1.0 + }, + { + "p": 0.04500899091362953, + "m": 1.0 + }, + { + "p": 0.04366159811615944, + "m": 0.9729370474815369 + }, + { + "p": 0.04334122687578201, + "m": 0.48054587841033936 + }, + { + "p": 0.062424059957265854, + "m": 0.991552472114563 + }, + { + "p": 0.060494158416986465, + "m": 0.9482531547546387 + }, + { + "p": 0.05487215146422386, + "m": 0.8746787905693054 + }, + { + "p": 0.050268590450286865, + "m": 1.0 + }, + { + "p": 0.0784931480884552, + "m": 0.7543126940727234 + }, + { + "p": 0.06533204764127731, + "m": 1.0 + }, + { + "p": 0.07383841276168823, + "m": 1.0 + }, + { + "p": 0.053648386150598526, + "m": 1.0 + }, + { + "p": 0.06388930976390839, + "m": 1.0 + }, + { + "p": 0.05849141627550125, + "m": 0.9994142055511475 + }, + { + "p": 0.05058005452156067, + "m": 0.981071412563324 + }, + { + "p": 0.043867841362953186, + "m": 1.0 + }, + { + "p": 0.04606127738952637, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.2806942462921143, + "val_loss": 1.1392887830734253, + "acc": 62.76, + "time": 158.3868418689999, + "param": [ + { + "p": 0.07403220981359482, + "m": 1.0 + }, + { + "p": 0.03204958140850067, + "m": 1.0 + }, + { + "p": 0.06829999387264252, + "m": 1.0 + }, + { + "p": 0.05806806683540344, + "m": 0.9324778318405151 + }, + { + "p": 0.036211609840393066, + "m": 0.5377380847930908 + }, + { + "p": 0.05695653706789017, + "m": 0.9817221760749817 + }, + { + "p": 0.07240726053714752, + "m": 0.8736249208450317 + }, + { + "p": 0.05713529884815216, + "m": 0.9367913603782654 + }, + { + "p": 0.06949406862258911, + "m": 0.9979569315910339 + }, + { + "p": 0.05733019858598709, + "m": 0.7697199583053589 + }, + { + "p": 0.07056714594364166, + "m": 1.0 + }, + { + "p": 0.055514030158519745, + "m": 1.0 + }, + { + "p": 0.05993153154850006, + "m": 1.0 + }, + { + "p": 0.027707576751708984, + "m": 1.0 + }, + { + "p": 0.05027631297707558, + "m": 0.9461338520050049 + }, + { + "p": 0.06918606907129288, + "m": 1.0 + }, + { + "p": 0.039143532514572144, + "m": 1.0 + }, + { + "p": 0.04568895325064659, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.447277545928955, + "val_loss": 1.0137639045715332, + "acc": 62.49, + "time": 147.0971786249993, + "param": [ + { + "p": 0.07122678309679031, + "m": 1.0 + }, + { + "p": 0.02681371383368969, + "m": 1.0 + }, + { + "p": 0.07285945117473602, + "m": 1.0 + }, + { + "p": 0.04602440446615219, + "m": 0.887322187423706 + }, + { + "p": 0.05272781476378441, + "m": 0.5000548958778381 + }, + { + "p": 0.08104724436998367, + "m": 0.9151080846786499 + }, + { + "p": 0.04891662672162056, + "m": 0.8397658467292786 + }, + { + "p": 0.04778683930635452, + "m": 0.9989855289459229 + }, + { + "p": 0.06957369297742844, + "m": 1.0 + }, + { + "p": 0.05412724241614342, + "m": 0.7314975261688232 + }, + { + "p": 0.06494296342134476, + "m": 1.0 + }, + { + "p": 0.06066104397177696, + "m": 1.0 + }, + { + "p": 0.04774224013090134, + "m": 1.0 + }, + { + "p": 0.03651712089776993, + "m": 1.0 + }, + { + "p": 0.053826965391635895, + "m": 1.0 + }, + { + "p": 0.05176982656121254, + "m": 1.0 + }, + { + "p": 0.059702664613723755, + "m": 1.0 + }, + { + "p": 0.05373333767056465, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.344037652015686, + "val_loss": 1.0853129625320435, + "acc": 63.48, + "time": 142.63901047400032, + "param": [ + { + "p": 0.08760999143123627, + "m": 1.0 + }, + { + "p": 0.0042051817290484905, + "m": 1.0 + }, + { + "p": 0.0778503268957138, + "m": 1.0 + }, + { + "p": 0.045082077383995056, + "m": 0.8316053748130798 + }, + { + "p": 0.03355120122432709, + "m": 0.5240507125854492 + }, + { + "p": 0.018171396106481552, + "m": 1.0 + }, + { + "p": 0.09118196368217468, + "m": 0.6946164965629578 + }, + { + "p": 0.06231551989912987, + "m": 1.0 + }, + { + "p": 0.08460980653762817, + "m": 1.0 + }, + { + "p": 0.04810447245836258, + "m": 0.7756935358047485 + }, + { + "p": 0.05979040265083313, + "m": 1.0 + }, + { + "p": 0.07390537858009338, + "m": 0.999043881893158 + }, + { + "p": 0.0764157846570015, + "m": 1.0 + }, + { + "p": 0.02979789488017559, + "m": 1.0 + }, + { + "p": 0.06533091515302658, + "m": 0.9958187937736511 + }, + { + "p": 0.06825604289770126, + "m": 0.9979386329650879 + }, + { + "p": 0.03071410581469536, + "m": 1.0 + }, + { + "p": 0.043107494711875916, + "m": 0.9209091663360596 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.2706868648529053, + "val_loss": 1.1095199584960938, + "acc": 62.56, + "time": 145.63897721299963, + "param": [ + { + "p": 0.08269298076629639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05529562383890152, + "m": 1.0 + }, + { + "p": 0.048246823251247406, + "m": 0.8656958937644958 + }, + { + "p": 0.026057375594973564, + "m": 0.5305714011192322 + }, + { + "p": 0.01381150633096695, + "m": 0.9498044848442078 + }, + { + "p": 0.08104834705591202, + "m": 0.5709583759307861 + }, + { + "p": 0.0701620951294899, + "m": 0.9889755249023438 + }, + { + "p": 0.07555225491523743, + "m": 0.9868479371070862 + }, + { + "p": 0.060746658593416214, + "m": 0.8338174819946289 + }, + { + "p": 0.07405887544155121, + "m": 1.0 + }, + { + "p": 0.0754777118563652, + "m": 1.0 + }, + { + "p": 0.09193964302539825, + "m": 1.0 + }, + { + "p": 0.06880665570497513, + "m": 1.0 + }, + { + "p": 0.05204170197248459, + "m": 0.9316673874855042 + }, + { + "p": 0.05555947870016098, + "m": 1.0 + }, + { + "p": 0.027915634214878082, + "m": 0.961755633354187 + }, + { + "p": 0.04058660566806793, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.399106740951538, + "val_loss": 1.035677194595337, + "acc": 63.41, + "time": 154.29119296099998, + "param": [ + { + "p": 0.0805201306939125, + "m": 1.0 + }, + { + "p": 0.0452788881957531, + "m": 1.0 + }, + { + "p": 0.056058626621961594, + "m": 1.0 + }, + { + "p": 0.0618794821202755, + "m": 0.899659276008606 + }, + { + "p": 0.0523635558784008, + "m": 0.5199985504150391 + }, + { + "p": 0.0373217836022377, + "m": 0.8831820487976074 + }, + { + "p": 0.06624782830476761, + "m": 0.6929880380630493 + }, + { + "p": 0.05744364857673645, + "m": 0.9764726161956787 + }, + { + "p": 0.06348463147878647, + "m": 1.0 + }, + { + "p": 0.055852096527814865, + "m": 0.8660628795623779 + }, + { + "p": 0.06343652307987213, + "m": 1.0 + }, + { + "p": 0.0416303314268589, + "m": 0.9446687698364258 + }, + { + "p": 0.07229068130254745, + "m": 1.0 + }, + { + "p": 0.060261789709329605, + "m": 1.0 + }, + { + "p": 0.06574779748916626, + "m": 1.0 + }, + { + "p": 0.06398867815732956, + "m": 0.9947131276130676 + }, + { + "p": 0.015961619094014168, + "m": 0.9752539396286011 + }, + { + "p": 0.040231768041849136, + "m": 0.9738501310348511 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2688145637512207, + "val_loss": 0.9924600720405579, + "acc": 63.61, + "time": 152.92728287299997, + "param": [ + { + "p": 0.06768889725208282, + "m": 1.0 + }, + { + "p": 0.021103467792272568, + "m": 1.0 + }, + { + "p": 0.08071685582399368, + "m": 1.0 + }, + { + "p": 0.06484881043434143, + "m": 0.8494969010353088 + }, + { + "p": 0.05739110708236694, + "m": 0.5098623633384705 + }, + { + "p": 0.05616474524140358, + "m": 0.9415172934532166 + }, + { + "p": 0.05063287168741226, + "m": 0.7794504761695862 + }, + { + "p": 0.04955211281776428, + "m": 0.9642776846885681 + }, + { + "p": 0.0663682073354721, + "m": 1.0 + }, + { + "p": 0.0532284714281559, + "m": 0.861058235168457 + }, + { + "p": 0.0660003274679184, + "m": 0.8833315372467041 + }, + { + "p": 0.08274774253368378, + "m": 1.0 + }, + { + "p": 0.059719134122133255, + "m": 1.0 + }, + { + "p": 0.05234576389193535, + "m": 1.0 + }, + { + "p": 0.0706106424331665, + "m": 1.0 + }, + { + "p": 0.04091659560799599, + "m": 1.0 + }, + { + "p": 0.0247694943100214, + "m": 0.9760092496871948 + }, + { + "p": 0.03519469127058983, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.1696972846984863, + "val_loss": 1.0720986127853394, + "acc": 64.04, + "time": 142.28130007300024, + "param": [ + { + "p": 0.05841977521777153, + "m": 1.0 + }, + { + "p": 0.026772400364279747, + "m": 1.0 + }, + { + "p": 0.06824523955583572, + "m": 1.0 + }, + { + "p": 0.021103201434016228, + "m": 0.8829336166381836 + }, + { + "p": 0.033605147153139114, + "m": 0.5014375448226929 + }, + { + "p": 0.042170450091362, + "m": 0.9113247394561768 + }, + { + "p": 0.07820592820644379, + "m": 0.9062514305114746 + }, + { + "p": 0.06176738068461418, + "m": 0.9953318238258362 + }, + { + "p": 0.08263731747865677, + "m": 1.0 + }, + { + "p": 0.06222229823470116, + "m": 0.8216950297355652 + }, + { + "p": 0.06380646675825119, + "m": 0.9856231212615967 + }, + { + "p": 0.05248930677771568, + "m": 1.0 + }, + { + "p": 0.09925916790962219, + "m": 1.0 + }, + { + "p": 0.04325031861662865, + "m": 1.0 + }, + { + "p": 0.07101999968290329, + "m": 1.0 + }, + { + "p": 0.07049080729484558, + "m": 0.9657771587371826 + }, + { + "p": 0.056128550320863724, + "m": 1.0 + }, + { + "p": 0.008406114764511585, + "m": 0.9524164795875549 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4014739990234375, + "val_loss": 1.0334529876708984, + "acc": 64.18, + "time": 138.9722857680008, + "param": [ + { + "p": 0.07174228876829147, + "m": 1.0 + }, + { + "p": 0.029059823602437973, + "m": 1.0 + }, + { + "p": 0.04289655014872551, + "m": 1.0 + }, + { + "p": 0.06055107340216637, + "m": 0.9085673689842224 + }, + { + "p": 0.06413909792900085, + "m": 0.49616894125938416 + }, + { + "p": 0.046420495957136154, + "m": 0.8845165967941284 + }, + { + "p": 0.05957423150539398, + "m": 0.9072850346565247 + }, + { + "p": 0.047625478357076645, + "m": 0.9398186206817627 + }, + { + "p": 0.0811322033405304, + "m": 1.0 + }, + { + "p": 0.04985501989722252, + "m": 0.9102093577384949 + }, + { + "p": 0.06823568791151047, + "m": 0.9472305178642273 + }, + { + "p": 0.05223383381962776, + "m": 0.9953927397727966 + }, + { + "p": 0.07885152101516724, + "m": 1.0 + }, + { + "p": 0.03872021660208702, + "m": 1.0 + }, + { + "p": 0.09521527588367462, + "m": 1.0 + }, + { + "p": 0.08057703077793121, + "m": 0.9985426068305969 + }, + { + "p": 0.03203994780778885, + "m": 0.9060146808624268 + }, + { + "p": 0.0011302719358354807, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.2128713130950928, + "val_loss": 1.0210814476013184, + "acc": 63.56, + "time": 151.11942395700044, + "param": [ + { + "p": 0.07780100405216217, + "m": 1.0 + }, + { + "p": 0.04654670134186745, + "m": 1.0 + }, + { + "p": 0.0612562894821167, + "m": 1.0 + }, + { + "p": 0.05971933528780937, + "m": 0.8701296448707581 + }, + { + "p": 0.042003534734249115, + "m": 0.5983710885047913 + }, + { + "p": 0.04880684241652489, + "m": 0.7643967866897583 + }, + { + "p": 0.04164722561836243, + "m": 1.0 + }, + { + "p": 0.06966017931699753, + "m": 1.0 + }, + { + "p": 0.07830018550157547, + "m": 1.0 + }, + { + "p": 0.05474892258644104, + "m": 0.915460467338562 + }, + { + "p": 0.051170915365219116, + "m": 0.9862014651298523 + }, + { + "p": 0.035699523985385895, + "m": 1.0 + }, + { + "p": 0.08409177511930466, + "m": 1.0 + }, + { + "p": 0.06020752340555191, + "m": 1.0 + }, + { + "p": 0.04819974675774574, + "m": 1.0 + }, + { + "p": 0.05316811054944992, + "m": 0.9969873428344727 + }, + { + "p": 0.037717681378126144, + "m": 0.9911779165267944 + }, + { + "p": 0.049254633486270905, + "m": 0.9374417662620544 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2512067556381226, + "val_loss": 1.0656137466430664, + "acc": 65.0, + "time": 151.13670907600044, + "param": [ + { + "p": 0.05675620585680008, + "m": 1.0 + }, + { + "p": 0.04665333777666092, + "m": 1.0 + }, + { + "p": 0.07787978649139404, + "m": 1.0 + }, + { + "p": 0.03780215233564377, + "m": 0.8962953090667725 + }, + { + "p": 0.05139249935746193, + "m": 0.5928630828857422 + }, + { + "p": 0.03651299327611923, + "m": 0.7736654877662659 + }, + { + "p": 0.06541372835636139, + "m": 1.0 + }, + { + "p": 0.06993736326694489, + "m": 0.97320556640625 + }, + { + "p": 0.06601693481206894, + "m": 1.0 + }, + { + "p": 0.035782694816589355, + "m": 0.9319022297859192 + }, + { + "p": 0.07253090292215347, + "m": 1.0 + }, + { + "p": 0.0653802752494812, + "m": 1.0 + }, + { + "p": 0.06728161126375198, + "m": 1.0 + }, + { + "p": 0.061630792915821075, + "m": 1.0 + }, + { + "p": 0.03057573363184929, + "m": 0.9959415793418884 + }, + { + "p": 0.08602727949619293, + "m": 1.0 + }, + { + "p": 0.03599337115883827, + "m": 0.9365463256835938 + }, + { + "p": 0.03643229231238365, + "m": 0.8795624375343323 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1417789459228516, + "val_loss": 1.103691816329956, + "acc": 64.07, + "time": 141.3015605950004, + "param": [ + { + "p": 0.07636487483978271, + "m": 1.0 + }, + { + "p": 0.04661010950803757, + "m": 1.0 + }, + { + "p": 0.0850212350487709, + "m": 1.0 + }, + { + "p": 0.03865464776754379, + "m": 0.8152244091033936 + }, + { + "p": 0.046844109892845154, + "m": 0.5980249047279358 + }, + { + "p": 0.029541565105319023, + "m": 0.7231690883636475 + }, + { + "p": 0.0677025094628334, + "m": 0.9961655735969543 + }, + { + "p": 0.05765334889292717, + "m": 1.0 + }, + { + "p": 0.04921291768550873, + "m": 1.0 + }, + { + "p": 0.06122749298810959, + "m": 0.9334107637405396 + }, + { + "p": 0.07384127378463745, + "m": 1.0 + }, + { + "p": 0.07292374223470688, + "m": 1.0 + }, + { + "p": 0.07068312168121338, + "m": 1.0 + }, + { + "p": 0.054614633321762085, + "m": 1.0 + }, + { + "p": 0.04237328842282295, + "m": 0.9967201352119446 + }, + { + "p": 0.051727164536714554, + "m": 1.0 + }, + { + "p": 0.04254263639450073, + "m": 0.8847959041595459 + }, + { + "p": 0.03246144950389862, + "m": 0.9720931649208069 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3346307277679443, + "val_loss": 0.9696054458618164, + "acc": 65.27, + "time": 137.85765742900003, + "param": [ + { + "p": 0.07592368125915527, + "m": 1.0 + }, + { + "p": 0.036891400814056396, + "m": 1.0 + }, + { + "p": 0.0582236610352993, + "m": 1.0 + }, + { + "p": 0.06496625393629074, + "m": 0.883246123790741 + }, + { + "p": 0.04080162197351456, + "m": 0.6078547835350037 + }, + { + "p": 0.053331419825553894, + "m": 0.7737440466880798 + }, + { + "p": 0.056008368730545044, + "m": 1.0 + }, + { + "p": 0.05909006670117378, + "m": 1.0 + }, + { + "p": 0.06469585746526718, + "m": 0.9915066957473755 + }, + { + "p": 0.06022876501083374, + "m": 0.8638715147972107 + }, + { + "p": 0.07008108496665955, + "m": 1.0 + }, + { + "p": 0.049772147089242935, + "m": 0.9954752922058105 + }, + { + "p": 0.06994742900133133, + "m": 1.0 + }, + { + "p": 0.04270866885781288, + "m": 1.0 + }, + { + "p": 0.04940704256296158, + "m": 1.0 + }, + { + "p": 0.05323019623756409, + "m": 0.9868931174278259 + }, + { + "p": 0.06107565015554428, + "m": 0.9347146153450012 + }, + { + "p": 0.033616673201322556, + "m": 0.955572247505188 + } + ] + }, + { + "epoch": 42, + "train_loss": 0.9787832498550415, + "val_loss": 0.9500665664672852, + "acc": 64.75, + "time": 141.90311522799948, + "param": [ + { + "p": 0.06787420064210892, + "m": 1.0 + }, + { + "p": 0.038525667041540146, + "m": 1.0 + }, + { + "p": 0.06418472528457642, + "m": 1.0 + }, + { + "p": 0.06099866330623627, + "m": 0.8137795329093933 + }, + { + "p": 0.0455201119184494, + "m": 0.5018303990364075 + }, + { + "p": 0.03727598860859871, + "m": 0.7531492114067078 + }, + { + "p": 0.06623443216085434, + "m": 0.9462693929672241 + }, + { + "p": 0.05597095564007759, + "m": 0.9918292760848999 + }, + { + "p": 0.0662151426076889, + "m": 1.0 + }, + { + "p": 0.047384634613990784, + "m": 0.8933998346328735 + }, + { + "p": 0.07815207540988922, + "m": 1.0 + }, + { + "p": 0.06180272251367569, + "m": 0.9957205057144165 + }, + { + "p": 0.06808658689260483, + "m": 1.0 + }, + { + "p": 0.05539356917142868, + "m": 1.0 + }, + { + "p": 0.045599788427352905, + "m": 1.0 + }, + { + "p": 0.053445614874362946, + "m": 1.0 + }, + { + "p": 0.04375217854976654, + "m": 0.9935293793678284 + }, + { + "p": 0.04358300939202309, + "m": 0.9765298366546631 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2434929609298706, + "val_loss": 0.9660253524780273, + "acc": 65.16, + "time": 158.19842487699952, + "param": [ + { + "p": 0.08591236174106598, + "m": 1.0 + }, + { + "p": 0.04168310388922691, + "m": 1.0 + }, + { + "p": 0.05687503144145012, + "m": 1.0 + }, + { + "p": 0.059136345982551575, + "m": 0.8243926763534546 + }, + { + "p": 0.034106895327568054, + "m": 0.442358136177063 + }, + { + "p": 0.042430996894836426, + "m": 0.7374427914619446 + }, + { + "p": 0.05593423917889595, + "m": 0.9542733430862427 + }, + { + "p": 0.03675258904695511, + "m": 0.9938690662384033 + }, + { + "p": 0.0711134672164917, + "m": 1.0 + }, + { + "p": 0.05095669627189636, + "m": 0.9485053420066833 + }, + { + "p": 0.070094034075737, + "m": 1.0 + }, + { + "p": 0.06373702734708786, + "m": 0.9997328519821167 + }, + { + "p": 0.07164739817380905, + "m": 1.0 + }, + { + "p": 0.03348740562796593, + "m": 1.0 + }, + { + "p": 0.08047161251306534, + "m": 0.9978142976760864 + }, + { + "p": 0.05850379541516304, + "m": 0.9998210072517395 + }, + { + "p": 0.03770287707448006, + "m": 1.0 + }, + { + "p": 0.04945405200123787, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2469482421875, + "val_loss": 0.9651733636856079, + "acc": 65.14, + "time": 164.26368521099994, + "param": [ + { + "p": 0.07518306374549866, + "m": 1.0 + }, + { + "p": 0.027069713920354843, + "m": 1.0 + }, + { + "p": 0.07616230845451355, + "m": 1.0 + }, + { + "p": 0.039285216480493546, + "m": 0.822206437587738 + }, + { + "p": 0.03910740837454796, + "m": 0.45048344135284424 + }, + { + "p": 0.06298915296792984, + "m": 0.8151257634162903 + }, + { + "p": 0.05062095448374748, + "m": 0.9305572509765625 + }, + { + "p": 0.03400614857673645, + "m": 0.9678018689155579 + }, + { + "p": 0.07132142782211304, + "m": 1.0 + }, + { + "p": 0.061237335205078125, + "m": 0.8986729979515076 + }, + { + "p": 0.05546214431524277, + "m": 0.9978817105293274 + }, + { + "p": 0.07121434807777405, + "m": 1.0 + }, + { + "p": 0.09273625165224075, + "m": 1.0 + }, + { + "p": 0.037902846932411194, + "m": 1.0 + }, + { + "p": 0.08246418088674545, + "m": 0.9974197745323181 + }, + { + "p": 0.06454014033079147, + "m": 1.0 + }, + { + "p": 0.04778071120381355, + "m": 1.0 + }, + { + "p": 0.01091657392680645, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.0493983030319214, + "val_loss": 0.9484879374504089, + "acc": 66.15, + "time": 167.20950280499983, + "param": [ + { + "p": 0.08813557028770447, + "m": 1.0 + }, + { + "p": 0.020442701876163483, + "m": 1.0 + }, + { + "p": 0.06875701248645782, + "m": 1.0 + }, + { + "p": 0.06031803414225578, + "m": 0.795070469379425 + }, + { + "p": 0.05213472247123718, + "m": 0.4441766142845154 + }, + { + "p": 0.04584990441799164, + "m": 0.7066192030906677 + }, + { + "p": 0.054241977632045746, + "m": 0.8753189444541931 + }, + { + "p": 0.06548299640417099, + "m": 1.0 + }, + { + "p": 0.07753876596689224, + "m": 1.0 + }, + { + "p": 0.0326511487364769, + "m": 0.8575152158737183 + }, + { + "p": 0.04999171569943428, + "m": 1.0 + }, + { + "p": 0.06658674031496048, + "m": 1.0 + }, + { + "p": 0.06895411759614944, + "m": 1.0 + }, + { + "p": 0.04482637345790863, + "m": 1.0 + }, + { + "p": 0.06722921133041382, + "m": 0.9986600875854492 + }, + { + "p": 0.06677113473415375, + "m": 0.991363525390625 + }, + { + "p": 0.035350967198610306, + "m": 0.9900555610656738 + }, + { + "p": 0.0347369909286499, + "m": 0.998339831829071 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.1070319414138794, + "val_loss": 0.9898413419723511, + "acc": 66.09, + "time": 138.49873524300074, + "param": [ + { + "p": 0.06821511685848236, + "m": 1.0 + }, + { + "p": 0.026751471683382988, + "m": 1.0 + }, + { + "p": 0.05639517679810524, + "m": 1.0 + }, + { + "p": 0.05400923639535904, + "m": 0.7668286561965942 + }, + { + "p": 0.05937662348151207, + "m": 0.4664914906024933 + }, + { + "p": 0.03146251291036606, + "m": 0.7233861088752747 + }, + { + "p": 0.07875087857246399, + "m": 0.9185026288032532 + }, + { + "p": 0.06439148634672165, + "m": 0.9982413649559021 + }, + { + "p": 0.04593295231461525, + "m": 1.0 + }, + { + "p": 0.048412252217531204, + "m": 0.906531572341919 + }, + { + "p": 0.052027247846126556, + "m": 0.9890062212944031 + }, + { + "p": 0.06054602190852165, + "m": 1.0 + }, + { + "p": 0.06803703308105469, + "m": 1.0 + }, + { + "p": 0.06265893578529358, + "m": 1.0 + }, + { + "p": 0.07559598237276077, + "m": 1.0 + }, + { + "p": 0.06481057405471802, + "m": 1.0 + }, + { + "p": 0.051129065454006195, + "m": 0.9952316284179688 + }, + { + "p": 0.03149748966097832, + "m": 0.9677991271018982 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2421547174453735, + "val_loss": 0.8588367104530334, + "acc": 66.4, + "time": 153.1617228539999, + "param": [ + { + "p": 0.05975383520126343, + "m": 1.0 + }, + { + "p": 0.03540816903114319, + "m": 1.0 + }, + { + "p": 0.05115004628896713, + "m": 1.0 + }, + { + "p": 0.08233651518821716, + "m": 0.8162446618080139 + }, + { + "p": 0.05097406730055809, + "m": 0.5438230037689209 + }, + { + "p": 0.0487968735396862, + "m": 0.7184140682220459 + }, + { + "p": 0.06306639313697815, + "m": 0.9497435092926025 + }, + { + "p": 0.05595250055193901, + "m": 0.977648913860321 + }, + { + "p": 0.05834527313709259, + "m": 1.0 + }, + { + "p": 0.05475221574306488, + "m": 0.8913792371749878 + }, + { + "p": 0.06601756066083908, + "m": 1.0 + }, + { + "p": 0.05511745810508728, + "m": 1.0 + }, + { + "p": 0.06147423014044762, + "m": 1.0 + }, + { + "p": 0.05424055457115173, + "m": 1.0 + }, + { + "p": 0.0493505634367466, + "m": 0.9942572116851807 + }, + { + "p": 0.06710284948348999, + "m": 1.0 + }, + { + "p": 0.0316137932240963, + "m": 0.996062159538269 + }, + { + "p": 0.054547131061553955, + "m": 0.9248243570327759 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2821333408355713, + "val_loss": 0.8927192687988281, + "acc": 67.06, + "time": 155.9804425020002, + "param": [ + { + "p": 0.056676194071769714, + "m": 1.0 + }, + { + "p": 0.03402766212821007, + "m": 1.0 + }, + { + "p": 0.03756353259086609, + "m": 1.0 + }, + { + "p": 0.06771904975175858, + "m": 0.8643381595611572 + }, + { + "p": 0.044475384056568146, + "m": 0.5563021898269653 + }, + { + "p": 0.04418100789189339, + "m": 0.7099730968475342 + }, + { + "p": 0.056113481521606445, + "m": 0.9610574245452881 + }, + { + "p": 0.06575081497430801, + "m": 0.9788187742233276 + }, + { + "p": 0.06355521827936172, + "m": 0.995829701423645 + }, + { + "p": 0.05462295189499855, + "m": 0.9338611364364624 + }, + { + "p": 0.05498494952917099, + "m": 0.9974740147590637 + }, + { + "p": 0.07369605451822281, + "m": 0.9948599338531494 + }, + { + "p": 0.06687133759260178, + "m": 1.0 + }, + { + "p": 0.056995853781700134, + "m": 1.0 + }, + { + "p": 0.0637861043214798, + "m": 0.9906916618347168 + }, + { + "p": 0.07030465453863144, + "m": 1.0 + }, + { + "p": 0.038487426936626434, + "m": 0.9950761795043945 + }, + { + "p": 0.05018838122487068, + "m": 0.8912661075592041 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3431308269500732, + "val_loss": 0.8782187104225159, + "acc": 67.1, + "time": 144.68051950599965, + "param": [ + { + "p": 0.05672058090567589, + "m": 1.0 + }, + { + "p": 0.04673740267753601, + "m": 1.0 + }, + { + "p": 0.04730203375220299, + "m": 1.0 + }, + { + "p": 0.037950221449136734, + "m": 0.8170645236968994 + }, + { + "p": 0.0536893792450428, + "m": 0.667136013507843 + }, + { + "p": 0.04890524223446846, + "m": 0.8782151341438293 + }, + { + "p": 0.06062988564372063, + "m": 0.9083155989646912 + }, + { + "p": 0.05267217010259628, + "m": 0.970102846622467 + }, + { + "p": 0.05315515026450157, + "m": 0.9355189204216003 + }, + { + "p": 0.07253525406122208, + "m": 0.9397748112678528 + }, + { + "p": 0.06389319151639938, + "m": 0.999800443649292 + }, + { + "p": 0.06947155296802521, + "m": 1.0 + }, + { + "p": 0.08298203349113464, + "m": 1.0 + }, + { + "p": 0.04682809114456177, + "m": 1.0 + }, + { + "p": 0.058713510632514954, + "m": 1.0 + }, + { + "p": 0.061424627900123596, + "m": 0.9998922944068909 + }, + { + "p": 0.04294157400727272, + "m": 0.9145229458808899 + }, + { + "p": 0.04344802349805832, + "m": 0.7673054337501526 + } + ] + }, + { + "epoch": 50, + "train_loss": 0.9809385538101196, + "val_loss": 0.8831419348716736, + "acc": 67.9, + "time": 155.1226289059996, + "param": [ + { + "p": 0.06598236411809921, + "m": 1.0 + }, + { + "p": 0.02214367315173149, + "m": 1.0 + }, + { + "p": 0.0754055380821228, + "m": 1.0 + }, + { + "p": 0.064523845911026, + "m": 0.7909896373748779 + }, + { + "p": 0.05030038207769394, + "m": 0.6625639796257019 + }, + { + "p": 0.040971480309963226, + "m": 0.7436913251876831 + }, + { + "p": 0.03636247664690018, + "m": 0.9344321489334106 + }, + { + "p": 0.07086531072854996, + "m": 1.0 + }, + { + "p": 0.0560094453394413, + "m": 1.0 + }, + { + "p": 0.0797533169388771, + "m": 0.9008607268333435 + }, + { + "p": 0.07203291356563568, + "m": 1.0 + }, + { + "p": 0.07935933023691177, + "m": 0.9910010695457458 + }, + { + "p": 0.058845724910497665, + "m": 1.0 + }, + { + "p": 0.05244505777955055, + "m": 1.0 + }, + { + "p": 0.06957995891571045, + "m": 0.9867441058158875 + }, + { + "p": 0.04376337304711342, + "m": 0.9962785243988037 + }, + { + "p": 0.030654119327664375, + "m": 1.0 + }, + { + "p": 0.031001761555671692, + "m": 0.785114049911499 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.0266112089157104, + "val_loss": 0.9949452877044678, + "acc": 65.49, + "time": 158.6691645209994, + "param": [ + { + "p": 0.07801022380590439, + "m": 1.0 + }, + { + "p": 0.043848540633916855, + "m": 1.0 + }, + { + "p": 0.06019429489970207, + "m": 1.0 + }, + { + "p": 0.04180331900715828, + "m": 0.6998702883720398 + }, + { + "p": 0.06526007503271103, + "m": 0.7603047490119934 + }, + { + "p": 0.04912744462490082, + "m": 0.813831627368927 + }, + { + "p": 0.03254517912864685, + "m": 1.0 + }, + { + "p": 0.041124869138002396, + "m": 0.9937052726745605 + }, + { + "p": 0.08526891469955444, + "m": 1.0 + }, + { + "p": 0.07830534875392914, + "m": 0.8018528819084167 + }, + { + "p": 0.07354353368282318, + "m": 0.9987722635269165 + }, + { + "p": 0.05541912466287613, + "m": 1.0 + }, + { + "p": 0.06542864441871643, + "m": 1.0 + }, + { + "p": 0.04595879465341568, + "m": 1.0 + }, + { + "p": 0.0603063702583313, + "m": 0.9792852401733398 + }, + { + "p": 0.06791955232620239, + "m": 1.0 + }, + { + "p": 0.020226212218403816, + "m": 0.9845844507217407 + }, + { + "p": 0.035709530115127563, + "m": 0.854472279548645 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.9769563674926758, + "val_loss": 0.9627911448478699, + "acc": 67.87, + "time": 151.22159962000023, + "param": [ + { + "p": 0.06821916997432709, + "m": 1.0 + }, + { + "p": 0.03548141568899155, + "m": 1.0 + }, + { + "p": 0.059973329305648804, + "m": 1.0 + }, + { + "p": 0.057740285992622375, + "m": 0.7243294715881348 + }, + { + "p": 0.05296557396650314, + "m": 0.7532987594604492 + }, + { + "p": 0.03785531595349312, + "m": 0.9863885045051575 + }, + { + "p": 0.07326842099428177, + "m": 1.0 + }, + { + "p": 0.046201180666685104, + "m": 0.9755005240440369 + }, + { + "p": 0.08489859849214554, + "m": 1.0 + }, + { + "p": 0.07127052545547485, + "m": 0.913965106010437 + }, + { + "p": 0.057474590837955475, + "m": 0.9939695000648499 + }, + { + "p": 0.05491362512111664, + "m": 1.0 + }, + { + "p": 0.055737998336553574, + "m": 1.0 + }, + { + "p": 0.037376921623945236, + "m": 1.0 + }, + { + "p": 0.06324919313192368, + "m": 1.0 + }, + { + "p": 0.05923134833574295, + "m": 1.0 + }, + { + "p": 0.0532023087143898, + "m": 1.0 + }, + { + "p": 0.030940135940909386, + "m": 0.9999458193778992 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.8880024552345276, + "val_loss": 0.999714732170105, + "acc": 67.08, + "time": 162.06987853699957, + "param": [ + { + "p": 0.08655379712581635, + "m": 1.0 + }, + { + "p": 0.019738979637622833, + "m": 1.0 + }, + { + "p": 0.07278205454349518, + "m": 1.0 + }, + { + "p": 0.04541048780083656, + "m": 0.625220537185669 + }, + { + "p": 0.044031523168087006, + "m": 0.6361942887306213 + }, + { + "p": 0.04875371605157852, + "m": 0.8155538439750671 + }, + { + "p": 0.08411529660224915, + "m": 0.995195209980011 + }, + { + "p": 0.04432385042309761, + "m": 1.0 + }, + { + "p": 0.0629848912358284, + "m": 0.9981212615966797 + }, + { + "p": 0.05572269484400749, + "m": 0.9913997650146484 + }, + { + "p": 0.05048510432243347, + "m": 0.9962480068206787 + }, + { + "p": 0.09004521369934082, + "m": 1.0 + }, + { + "p": 0.061355143785476685, + "m": 1.0 + }, + { + "p": 0.006940808612853289, + "m": 1.0 + }, + { + "p": 0.0666588693857193, + "m": 0.9917038679122925 + }, + { + "p": 0.07907451689243317, + "m": 1.0 + }, + { + "p": 0.036007363349199295, + "m": 0.9608819484710693 + }, + { + "p": 0.04501572623848915, + "m": 0.9994486570358276 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.9335764646530151, + "val_loss": 0.9213457703590393, + "acc": 67.06, + "time": 145.36069733599925, + "param": [ + { + "p": 0.05644312873482704, + "m": 1.0 + }, + { + "p": 0.01732105389237404, + "m": 1.0 + }, + { + "p": 0.06480659544467926, + "m": 1.0 + }, + { + "p": 0.05608811229467392, + "m": 0.6730811595916748 + }, + { + "p": 0.04049444943666458, + "m": 0.7764536738395691 + }, + { + "p": 0.05012713745236397, + "m": 0.9276535511016846 + }, + { + "p": 0.06252217292785645, + "m": 0.9605926871299744 + }, + { + "p": 0.06403394043445587, + "m": 0.9940389394760132 + }, + { + "p": 0.07580343633890152, + "m": 1.0 + }, + { + "p": 0.06238323822617531, + "m": 0.9470525979995728 + }, + { + "p": 0.04715217277407646, + "m": 1.0 + }, + { + "p": 0.055150676518678665, + "m": 1.0 + }, + { + "p": 0.057400427758693695, + "m": 1.0 + }, + { + "p": 0.043904758989810944, + "m": 1.0 + }, + { + "p": 0.06480935215950012, + "m": 1.0 + }, + { + "p": 0.07612468302249908, + "m": 1.0 + }, + { + "p": 0.04358924925327301, + "m": 0.9711254239082336 + }, + { + "p": 0.06184547394514084, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1260322332382202, + "val_loss": 0.891045093536377, + "acc": 68.21, + "time": 160.27960437099864, + "param": [ + { + "p": 0.062265779823064804, + "m": 1.0 + }, + { + "p": 0.03740434721112251, + "m": 1.0 + }, + { + "p": 0.06743636727333069, + "m": 1.0 + }, + { + "p": 0.030130403116345406, + "m": 0.707503616809845 + }, + { + "p": 0.022949954494833946, + "m": 0.7344748973846436 + }, + { + "p": 0.051848895847797394, + "m": 0.9453659653663635 + }, + { + "p": 0.041385795921087265, + "m": 0.9264630079269409 + }, + { + "p": 0.07239855080842972, + "m": 1.0 + }, + { + "p": 0.048808056861162186, + "m": 0.9849416613578796 + }, + { + "p": 0.07421286404132843, + "m": 0.9877496361732483 + }, + { + "p": 0.05828283727169037, + "m": 0.9998105764389038 + }, + { + "p": 0.04872169718146324, + "m": 1.0 + }, + { + "p": 0.08027371764183044, + "m": 1.0 + }, + { + "p": 0.03195405378937721, + "m": 1.0 + }, + { + "p": 0.07260363548994064, + "m": 0.9932128190994263 + }, + { + "p": 0.0737680196762085, + "m": 0.9961214661598206 + }, + { + "p": 0.052747566252946854, + "m": 0.997692883014679 + }, + { + "p": 0.07280761003494263, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.114547848701477, + "val_loss": 0.9247452020645142, + "acc": 66.99, + "time": 159.5879500830015, + "param": [ + { + "p": 0.05710405856370926, + "m": 1.0 + }, + { + "p": 0.026578960940241814, + "m": 1.0 + }, + { + "p": 0.07052545994520187, + "m": 1.0 + }, + { + "p": 0.062393009662628174, + "m": 0.7252699732780457 + }, + { + "p": 0.02823079563677311, + "m": 0.7356536388397217 + }, + { + "p": 0.034746866673231125, + "m": 0.9465271830558777 + }, + { + "p": 0.05872819200158119, + "m": 0.9690985679626465 + }, + { + "p": 0.07508707046508789, + "m": 0.9131773710250854 + }, + { + "p": 0.07812988758087158, + "m": 1.0 + }, + { + "p": 0.0485151931643486, + "m": 0.7916522026062012 + }, + { + "p": 0.05096033588051796, + "m": 1.0 + }, + { + "p": 0.06574633717536926, + "m": 1.0 + }, + { + "p": 0.07005582749843597, + "m": 1.0 + }, + { + "p": 0.05987956002354622, + "m": 1.0 + }, + { + "p": 0.05369625985622406, + "m": 0.966790497303009 + }, + { + "p": 0.066924087703228, + "m": 1.0 + }, + { + "p": 0.042473215609788895, + "m": 0.9820753931999207 + }, + { + "p": 0.05022497847676277, + "m": 0.8329929709434509 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0066773891448975, + "val_loss": 0.9499809145927429, + "acc": 67.23, + "time": 140.06636495600105, + "param": [ + { + "p": 0.05889173969626427, + "m": 1.0 + }, + { + "p": 0.049428701400756836, + "m": 1.0 + }, + { + "p": 0.055426452308893204, + "m": 1.0 + }, + { + "p": 0.059723369777202606, + "m": 0.7425399422645569 + }, + { + "p": 0.028536999598145485, + "m": 0.7637909054756165 + }, + { + "p": 0.028270946815609932, + "m": 1.0 + }, + { + "p": 0.052956707775592804, + "m": 0.8673251867294312 + }, + { + "p": 0.04967448487877846, + "m": 0.940719485282898 + }, + { + "p": 0.06126243248581886, + "m": 1.0 + }, + { + "p": 0.06494410336017609, + "m": 0.8841316103935242 + }, + { + "p": 0.07753480970859528, + "m": 1.0 + }, + { + "p": 0.07325790822505951, + "m": 1.0 + }, + { + "p": 0.055714599788188934, + "m": 1.0 + }, + { + "p": 0.04678504541516304, + "m": 1.0 + }, + { + "p": 0.07444684207439423, + "m": 1.0 + }, + { + "p": 0.06590510159730911, + "m": 1.0 + }, + { + "p": 0.053310051560401917, + "m": 0.999705970287323 + }, + { + "p": 0.04392969608306885, + "m": 0.7787024974822998 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3242700099945068, + "val_loss": 0.9069668650627136, + "acc": 68.13, + "time": 146.50877010000113, + "param": [ + { + "p": 0.08302392810583115, + "m": 1.0 + }, + { + "p": 0.02956569194793701, + "m": 1.0 + }, + { + "p": 0.054536107927560806, + "m": 1.0 + }, + { + "p": 0.05901402235031128, + "m": 0.7674574255943298 + }, + { + "p": 0.055509526282548904, + "m": 0.8162876963615417 + }, + { + "p": 0.03091523051261902, + "m": 0.9483572840690613 + }, + { + "p": 0.04639506712555885, + "m": 0.9911796450614929 + }, + { + "p": 0.043527599424123764, + "m": 0.9803735613822937 + }, + { + "p": 0.06951696425676346, + "m": 1.0 + }, + { + "p": 0.061362799257040024, + "m": 0.9141932129859924 + }, + { + "p": 0.08117450028657913, + "m": 0.9951383471488953 + }, + { + "p": 0.059740565717220306, + "m": 1.0 + }, + { + "p": 0.06425778567790985, + "m": 1.0 + }, + { + "p": 0.036821555346250534, + "m": 1.0 + }, + { + "p": 0.07801931351423264, + "m": 1.0 + }, + { + "p": 0.051777247339487076, + "m": 0.9945438504219055 + }, + { + "p": 0.0340949185192585, + "m": 1.0 + }, + { + "p": 0.060747239738702774, + "m": 0.8329853415489197 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.0584325790405273, + "val_loss": 0.9948037266731262, + "acc": 68.35, + "time": 156.42145067099955, + "param": [ + { + "p": 0.053393688052892685, + "m": 1.0 + }, + { + "p": 0.027360839769244194, + "m": 1.0 + }, + { + "p": 0.07213714718818665, + "m": 1.0 + }, + { + "p": 0.049268268048763275, + "m": 0.6946071982383728 + }, + { + "p": 0.05604935437440872, + "m": 0.8642299175262451 + }, + { + "p": 0.051759399473667145, + "m": 0.9422796368598938 + }, + { + "p": 0.035999033600091934, + "m": 1.0 + }, + { + "p": 0.041781410574913025, + "m": 0.933590292930603 + }, + { + "p": 0.05497201159596443, + "m": 0.9933477640151978 + }, + { + "p": 0.04877762869000435, + "m": 0.8814943432807922 + }, + { + "p": 0.05504675582051277, + "m": 1.0 + }, + { + "p": 0.061036817729473114, + "m": 1.0 + }, + { + "p": 0.09248335659503937, + "m": 1.0 + }, + { + "p": 0.04166285693645477, + "m": 1.0 + }, + { + "p": 0.06317317485809326, + "m": 0.9805978536605835 + }, + { + "p": 0.07514563947916031, + "m": 1.0 + }, + { + "p": 0.05777925252914429, + "m": 0.9997990131378174 + }, + { + "p": 0.062173400074243546, + "m": 0.9700756072998047 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0479954481124878, + "val_loss": 0.8412172794342041, + "acc": 68.01, + "time": 154.83222781900076, + "param": [ + { + "p": 0.0474141389131546, + "m": 1.0 + }, + { + "p": 0.033885784447193146, + "m": 1.0 + }, + { + "p": 0.0743708461523056, + "m": 1.0 + }, + { + "p": 0.05291268974542618, + "m": 0.7024688720703125 + }, + { + "p": 0.0679798349738121, + "m": 0.9136636853218079 + }, + { + "p": 0.027343571186065674, + "m": 0.8981656432151794 + }, + { + "p": 0.04636678844690323, + "m": 0.9570124745368958 + }, + { + "p": 0.05576622486114502, + "m": 0.9866061210632324 + }, + { + "p": 0.053357984870672226, + "m": 1.0 + }, + { + "p": 0.045982617884874344, + "m": 0.9502902030944824 + }, + { + "p": 0.04307039454579353, + "m": 1.0 + }, + { + "p": 0.07336965948343277, + "m": 1.0 + }, + { + "p": 0.08648613840341568, + "m": 1.0 + }, + { + "p": 0.04505719989538193, + "m": 1.0 + }, + { + "p": 0.06625301390886307, + "m": 1.0 + }, + { + "p": 0.054986391216516495, + "m": 1.0 + }, + { + "p": 0.06530774384737015, + "m": 0.987339198589325 + }, + { + "p": 0.06008889153599739, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9864019751548767, + "val_loss": 0.920418381690979, + "acc": 68.41, + "time": 156.50791606500024, + "param": [ + { + "p": 0.07488972693681717, + "m": 1.0 + }, + { + "p": 0.03394214063882828, + "m": 1.0 + }, + { + "p": 0.05030355602502823, + "m": 1.0 + }, + { + "p": 0.04851754754781723, + "m": 0.7034022212028503 + }, + { + "p": 0.046311017125844955, + "m": 0.8667991161346436 + }, + { + "p": 0.03780044987797737, + "m": 0.7670926451683044 + }, + { + "p": 0.06444036215543747, + "m": 0.9073691368103027 + }, + { + "p": 0.06003831699490547, + "m": 0.9897270202636719 + }, + { + "p": 0.04997587203979492, + "m": 1.0 + }, + { + "p": 0.07287164032459259, + "m": 0.966928243637085 + }, + { + "p": 0.042959995567798615, + "m": 1.0 + }, + { + "p": 0.05081542581319809, + "m": 1.0 + }, + { + "p": 0.07654379308223724, + "m": 1.0 + }, + { + "p": 0.04736378416419029, + "m": 1.0 + }, + { + "p": 0.08438995480537415, + "m": 1.0 + }, + { + "p": 0.07582332193851471, + "m": 1.0 + }, + { + "p": 0.037421926856040955, + "m": 0.9188968539237976 + }, + { + "p": 0.04559113457798958, + "m": 0.9421330690383911 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0702235698699951, + "val_loss": 1.0444310903549194, + "acc": 67.74, + "time": 153.056042264001, + "param": [ + { + "p": 0.06861340254545212, + "m": 1.0 + }, + { + "p": 0.046052590012550354, + "m": 1.0 + }, + { + "p": 0.06265369802713394, + "m": 1.0 + }, + { + "p": 0.03852946311235428, + "m": 0.7607651948928833 + }, + { + "p": 0.05074583739042282, + "m": 0.751336932182312 + }, + { + "p": 0.04282506927847862, + "m": 0.7379439473152161 + }, + { + "p": 0.05219469591975212, + "m": 0.9368780851364136 + }, + { + "p": 0.06707040965557098, + "m": 0.9969308972358704 + }, + { + "p": 0.06408830732107162, + "m": 1.0 + }, + { + "p": 0.05220567062497139, + "m": 0.9717561602592468 + }, + { + "p": 0.061723578721284866, + "m": 1.0 + }, + { + "p": 0.0657404363155365, + "m": 0.9826043248176575 + }, + { + "p": 0.0807001069188118, + "m": 1.0 + }, + { + "p": 0.054157231003046036, + "m": 1.0 + }, + { + "p": 0.062381040304899216, + "m": 1.0 + }, + { + "p": 0.0377972349524498, + "m": 0.9535015225410461 + }, + { + "p": 0.041075777262449265, + "m": 0.9060471057891846 + }, + { + "p": 0.05144551768898964, + "m": 0.9818079471588135 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.0609118938446045, + "val_loss": 1.0052191019058228, + "acc": 68.57, + "time": 164.89817522000158, + "param": [ + { + "p": 0.07101945579051971, + "m": 1.0 + }, + { + "p": 0.0285923033952713, + "m": 1.0 + }, + { + "p": 0.07441272586584091, + "m": 1.0 + }, + { + "p": 0.06467031687498093, + "m": 0.8326085209846497 + }, + { + "p": 0.047988131642341614, + "m": 0.8469589948654175 + }, + { + "p": 0.02621437795460224, + "m": 0.7338489890098572 + }, + { + "p": 0.05848865211009979, + "m": 0.9351716041564941 + }, + { + "p": 0.06452666223049164, + "m": 1.0 + }, + { + "p": 0.08255553245544434, + "m": 0.996106743812561 + }, + { + "p": 0.039553478360176086, + "m": 0.9244874119758606 + }, + { + "p": 0.0627581924200058, + "m": 1.0 + }, + { + "p": 0.07021071761846542, + "m": 1.0 + }, + { + "p": 0.06803901493549347, + "m": 1.0 + }, + { + "p": 0.04409197345376015, + "m": 1.0 + }, + { + "p": 0.06363722681999207, + "m": 1.0 + }, + { + "p": 0.0542701818048954, + "m": 0.9952813982963562 + }, + { + "p": 0.03211285546422005, + "m": 0.9096109867095947 + }, + { + "p": 0.0468582808971405, + "m": 0.9158316850662231 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1573173999786377, + "val_loss": 0.8613086938858032, + "acc": 68.47, + "time": 163.43784214799962, + "param": [ + { + "p": 0.06277035176753998, + "m": 1.0 + }, + { + "p": 0.02896212972700596, + "m": 1.0 + }, + { + "p": 0.07846665382385254, + "m": 1.0 + }, + { + "p": 0.048087410628795624, + "m": 0.7462521195411682 + }, + { + "p": 0.05702425166964531, + "m": 0.9210560917854309 + }, + { + "p": 0.05504386126995087, + "m": 0.7673251032829285 + }, + { + "p": 0.04560384526848793, + "m": 1.0 + }, + { + "p": 0.04914010688662529, + "m": 0.8396579027175903 + }, + { + "p": 0.05185415968298912, + "m": 1.0 + }, + { + "p": 0.061371784657239914, + "m": 0.9321463108062744 + }, + { + "p": 0.05699622258543968, + "m": 1.0 + }, + { + "p": 0.0570053830742836, + "m": 1.0 + }, + { + "p": 0.07072455435991287, + "m": 1.0 + }, + { + "p": 0.048938218504190445, + "m": 1.0 + }, + { + "p": 0.06886088103055954, + "m": 0.9956463575363159 + }, + { + "p": 0.06860369443893433, + "m": 1.0 + }, + { + "p": 0.03401336073875427, + "m": 0.9667655229568481 + }, + { + "p": 0.05653313174843788, + "m": 0.9127839207649231 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0598845481872559, + "val_loss": 0.8862563371658325, + "acc": 69.16, + "time": 164.70090414900005, + "param": [ + { + "p": 0.0522531233727932, + "m": 1.0 + }, + { + "p": 0.04451311007142067, + "m": 1.0 + }, + { + "p": 0.05029471218585968, + "m": 1.0 + }, + { + "p": 0.04268648475408554, + "m": 0.722728967666626 + }, + { + "p": 0.043814223259687424, + "m": 0.8716118335723877 + }, + { + "p": 0.049170929938554764, + "m": 0.8511977195739746 + }, + { + "p": 0.061120036989450455, + "m": 0.9291460514068604 + }, + { + "p": 0.05109608918428421, + "m": 0.9257845878601074 + }, + { + "p": 0.05738276243209839, + "m": 0.9857800006866455 + }, + { + "p": 0.048095978796482086, + "m": 0.9611549377441406 + }, + { + "p": 0.07462786883115768, + "m": 1.0 + }, + { + "p": 0.05620471015572548, + "m": 1.0 + }, + { + "p": 0.08340775221586227, + "m": 1.0 + }, + { + "p": 0.04013945162296295, + "m": 1.0 + }, + { + "p": 0.0634937733411789, + "m": 0.957737386226654 + }, + { + "p": 0.07890148460865021, + "m": 1.0 + }, + { + "p": 0.055397212505340576, + "m": 0.937957227230072 + }, + { + "p": 0.047400329262018204, + "m": 0.9282500147819519 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1083143949508667, + "val_loss": 0.8505516648292542, + "acc": 68.71, + "time": 155.23343795100118, + "param": [ + { + "p": 0.048115141689777374, + "m": 1.0 + }, + { + "p": 0.04988376423716545, + "m": 1.0 + }, + { + "p": 0.07155469059944153, + "m": 1.0 + }, + { + "p": 0.04254498332738876, + "m": 0.7244126796722412 + }, + { + "p": 0.03543630614876747, + "m": 0.8327724933624268 + }, + { + "p": 0.05392587557435036, + "m": 0.9668576717376709 + }, + { + "p": 0.06498286873102188, + "m": 0.8972264528274536 + }, + { + "p": 0.049802377820014954, + "m": 0.9673688411712646 + }, + { + "p": 0.068438820540905, + "m": 0.9932703375816345 + }, + { + "p": 0.07806205749511719, + "m": 0.8975503444671631 + }, + { + "p": 0.06637902557849884, + "m": 0.9798887372016907 + }, + { + "p": 0.06786947697401047, + "m": 1.0 + }, + { + "p": 0.06384182721376419, + "m": 1.0 + }, + { + "p": 0.027077598497271538, + "m": 1.0 + }, + { + "p": 0.05753178149461746, + "m": 1.0 + }, + { + "p": 0.051917869597673416, + "m": 1.0 + }, + { + "p": 0.040710702538490295, + "m": 0.839130699634552 + }, + { + "p": 0.06192484498023987, + "m": 0.9147933125495911 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2605302333831787, + "val_loss": 0.8018818497657776, + "acc": 68.46, + "time": 154.2226989239989, + "param": [ + { + "p": 0.055642854422330856, + "m": 1.0 + }, + { + "p": 0.036075495183467865, + "m": 1.0 + }, + { + "p": 0.060894571244716644, + "m": 1.0 + }, + { + "p": 0.0419430136680603, + "m": 0.7489477396011353 + }, + { + "p": 0.04792249947786331, + "m": 0.8289991617202759 + }, + { + "p": 0.0512111634016037, + "m": 0.984771192073822 + }, + { + "p": 0.06920434534549713, + "m": 0.9344793558120728 + }, + { + "p": 0.03877218812704086, + "m": 1.0 + }, + { + "p": 0.08303411304950714, + "m": 1.0 + }, + { + "p": 0.06902199238538742, + "m": 0.9196084141731262 + }, + { + "p": 0.04454885795712471, + "m": 0.9985533952713013 + }, + { + "p": 0.05668323114514351, + "m": 0.9924460053443909 + }, + { + "p": 0.05811232328414917, + "m": 1.0 + }, + { + "p": 0.04270058497786522, + "m": 1.0 + }, + { + "p": 0.06784828007221222, + "m": 1.0 + }, + { + "p": 0.05862412974238396, + "m": 0.9953231811523438 + }, + { + "p": 0.056448258459568024, + "m": 0.9294325113296509 + }, + { + "p": 0.06131213903427124, + "m": 0.8808985352516174 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9251334071159363, + "val_loss": 0.8704158067703247, + "acc": 68.83, + "time": 159.86007704000076, + "param": [ + { + "p": 0.06067689508199692, + "m": 1.0 + }, + { + "p": 0.006947191897779703, + "m": 1.0 + }, + { + "p": 0.02817126177251339, + "m": 1.0 + }, + { + "p": 0.05325675010681152, + "m": 0.7756964564323425 + }, + { + "p": 0.044486358761787415, + "m": 0.8666267991065979 + }, + { + "p": 0.046767063438892365, + "m": 0.9994269609451294 + }, + { + "p": 0.07960507273674011, + "m": 0.9250710606575012 + }, + { + "p": 0.05354286730289459, + "m": 0.9226577281951904 + }, + { + "p": 0.06561154872179031, + "m": 0.9975978136062622 + }, + { + "p": 0.0556587278842926, + "m": 0.9983575940132141 + }, + { + "p": 0.08474002778530121, + "m": 1.0 + }, + { + "p": 0.06776474416255951, + "m": 1.0 + }, + { + "p": 0.05144646763801575, + "m": 1.0 + }, + { + "p": 0.04503687471151352, + "m": 1.0 + }, + { + "p": 0.0910959541797638, + "m": 1.0 + }, + { + "p": 0.07934432476758957, + "m": 0.9997813701629639 + }, + { + "p": 0.0432417169213295, + "m": 0.8377773761749268 + }, + { + "p": 0.042606107890605927, + "m": 0.9038125276565552 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.0308870077133179, + "val_loss": 0.8157556056976318, + "acc": 68.43, + "time": 158.28782948900152, + "param": [ + { + "p": 0.07363326847553253, + "m": 1.0 + }, + { + "p": 0.03907262533903122, + "m": 1.0 + }, + { + "p": 0.05848000943660736, + "m": 1.0 + }, + { + "p": 0.060308173298835754, + "m": 0.6988783478736877 + }, + { + "p": 0.020420733839273453, + "m": 0.9540451169013977 + }, + { + "p": 0.05830034986138344, + "m": 0.9441565871238708 + }, + { + "p": 0.055972564965486526, + "m": 1.0 + }, + { + "p": 0.07209045439958572, + "m": 0.9034560918807983 + }, + { + "p": 0.05466078966856003, + "m": 0.9971215724945068 + }, + { + "p": 0.04774685949087143, + "m": 0.8855400681495667 + }, + { + "p": 0.08429563045501709, + "m": 0.9996652007102966 + }, + { + "p": 0.05338004603981972, + "m": 0.9987623691558838 + }, + { + "p": 0.044535085558891296, + "m": 1.0 + }, + { + "p": 0.039689429104328156, + "m": 1.0 + }, + { + "p": 0.0575038306415081, + "m": 0.9748889207839966 + }, + { + "p": 0.060237862169742584, + "m": 1.0 + }, + { + "p": 0.061333704739809036, + "m": 0.9764140844345093 + }, + { + "p": 0.05833863839507103, + "m": 0.9851284623146057 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.9585604667663574, + "val_loss": 0.8400201797485352, + "acc": 68.99, + "time": 155.43160785600048, + "param": [ + { + "p": 0.054678402841091156, + "m": 1.0 + }, + { + "p": 0.01830746978521347, + "m": 1.0 + }, + { + "p": 0.056909553706645966, + "m": 1.0 + }, + { + "p": 0.04268037527799606, + "m": 0.8498252630233765 + }, + { + "p": 0.03613889217376709, + "m": 0.986088216304779 + }, + { + "p": 0.03720860555768013, + "m": 0.8996469378471375 + }, + { + "p": 0.06441635638475418, + "m": 0.9635918736457825 + }, + { + "p": 0.06009726598858833, + "m": 0.9060629606246948 + }, + { + "p": 0.0802701860666275, + "m": 1.0 + }, + { + "p": 0.05761680006980896, + "m": 0.9476640224456787 + }, + { + "p": 0.053833432495594025, + "m": 0.9967138767242432 + }, + { + "p": 0.06863096356391907, + "m": 0.9926390051841736 + }, + { + "p": 0.07222949713468552, + "m": 1.0 + }, + { + "p": 0.07019492983818054, + "m": 1.0 + }, + { + "p": 0.0634162425994873, + "m": 0.9944396018981934 + }, + { + "p": 0.06876195222139359, + "m": 1.0 + }, + { + "p": 0.03574316203594208, + "m": 0.947113573551178 + }, + { + "p": 0.05886586382985115, + "m": 0.9970569014549255 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.9374546408653259, + "val_loss": 0.7792105674743652, + "acc": 69.62, + "time": 161.21100053699956, + "param": [ + { + "p": 0.06757566332817078, + "m": 1.0 + }, + { + "p": 0.029408814385533333, + "m": 1.0 + }, + { + "p": 0.05731111764907837, + "m": 1.0 + }, + { + "p": 0.055840373039245605, + "m": 0.6841081380844116 + }, + { + "p": 0.05163880065083504, + "m": 0.9532473087310791 + }, + { + "p": 0.02304989844560623, + "m": 0.8096390962600708 + }, + { + "p": 0.07797835767269135, + "m": 0.9969111680984497 + }, + { + "p": 0.042062293738126755, + "m": 0.9617961645126343 + }, + { + "p": 0.0528269000351429, + "m": 1.0 + }, + { + "p": 0.05369621515274048, + "m": 0.9666902422904968 + }, + { + "p": 0.07811020314693451, + "m": 1.0 + }, + { + "p": 0.08049081265926361, + "m": 1.0 + }, + { + "p": 0.061587002128362656, + "m": 1.0 + }, + { + "p": 0.06503017246723175, + "m": 1.0 + }, + { + "p": 0.055257707834243774, + "m": 1.0 + }, + { + "p": 0.05737200751900673, + "m": 1.0 + }, + { + "p": 0.037922076880931854, + "m": 0.99064701795578 + }, + { + "p": 0.052841562777757645, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.8867504596710205, + "val_loss": 0.890576958656311, + "acc": 68.53, + "time": 156.95663723600046, + "param": [ + { + "p": 0.0710025504231453, + "m": 1.0 + }, + { + "p": 0.023791270330548286, + "m": 1.0 + }, + { + "p": 0.06622125953435898, + "m": 1.0 + }, + { + "p": 0.036671511828899384, + "m": 0.7232680916786194 + }, + { + "p": 0.04515867680311203, + "m": 0.9764463305473328 + }, + { + "p": 0.037695687264204025, + "m": 0.7844008207321167 + }, + { + "p": 0.06381066143512726, + "m": 1.0 + }, + { + "p": 0.04733641445636749, + "m": 1.0 + }, + { + "p": 0.072517991065979, + "m": 0.9972297549247742 + }, + { + "p": 0.0701444149017334, + "m": 0.9442723989486694 + }, + { + "p": 0.05206112191081047, + "m": 0.9983075857162476 + }, + { + "p": 0.08923911303281784, + "m": 0.9990437030792236 + }, + { + "p": 0.055602967739105225, + "m": 1.0 + }, + { + "p": 0.041795019060373306, + "m": 1.0 + }, + { + "p": 0.05947598069906235, + "m": 0.9796590805053711 + }, + { + "p": 0.07088946551084518, + "m": 1.0 + }, + { + "p": 0.042390502989292145, + "m": 0.9652290940284729 + }, + { + "p": 0.05419545620679855, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.0630682706832886, + "val_loss": 0.8810297250747681, + "acc": 69.12, + "time": 148.97997579099865, + "param": [ + { + "p": 0.06063520163297653, + "m": 1.0 + }, + { + "p": 0.030109312385320663, + "m": 1.0 + }, + { + "p": 0.032066989690065384, + "m": 1.0 + }, + { + "p": 0.04700084030628204, + "m": 0.7751103639602661 + }, + { + "p": 0.04043326526880264, + "m": 0.9169560670852661 + }, + { + "p": 0.02669106051325798, + "m": 0.9137113094329834 + }, + { + "p": 0.06404387950897217, + "m": 0.9507611393928528 + }, + { + "p": 0.07875648885965347, + "m": 0.9885469675064087 + }, + { + "p": 0.06131472438573837, + "m": 1.0 + }, + { + "p": 0.07996036112308502, + "m": 0.9946615099906921 + }, + { + "p": 0.07788354903459549, + "m": 0.9874297380447388 + }, + { + "p": 0.0602792389690876, + "m": 0.9943641424179077 + }, + { + "p": 0.049011074006557465, + "m": 1.0 + }, + { + "p": 0.07647768408060074, + "m": 1.0 + }, + { + "p": 0.07022622972726822, + "m": 0.8740622997283936 + }, + { + "p": 0.06343545764684677, + "m": 0.9992461204528809 + }, + { + "p": 0.0368739515542984, + "m": 0.861519455909729 + }, + { + "p": 0.044800616800785065, + "m": 0.9683948755264282 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.9823490977287292, + "val_loss": 0.9332804679870605, + "acc": 69.42, + "time": 158.68606283899862, + "param": [ + { + "p": 0.06402037292718887, + "m": 1.0 + }, + { + "p": 0.018793994560837746, + "m": 1.0 + }, + { + "p": 0.07920068502426147, + "m": 1.0 + }, + { + "p": 0.05839739367365837, + "m": 0.816337525844574 + }, + { + "p": 0.04894652217626572, + "m": 0.9918466806411743 + }, + { + "p": 0.043386608362197876, + "m": 0.9832244515419006 + }, + { + "p": 0.06529343873262405, + "m": 1.0 + }, + { + "p": 0.06782764941453934, + "m": 1.0 + }, + { + "p": 0.07198940962553024, + "m": 1.0 + }, + { + "p": 0.05498657375574112, + "m": 0.9927079677581787 + }, + { + "p": 0.05848735198378563, + "m": 0.9907089471817017 + }, + { + "p": 0.06285261362791061, + "m": 1.0 + }, + { + "p": 0.0566614605486393, + "m": 1.0 + }, + { + "p": 0.04418206959962845, + "m": 1.0 + }, + { + "p": 0.04839983955025673, + "m": 0.9449818134307861 + }, + { + "p": 0.04813222587108612, + "m": 1.0 + }, + { + "p": 0.060491763055324554, + "m": 0.8132674694061279 + }, + { + "p": 0.04794999957084656, + "m": 0.9440348148345947 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.0187270641326904, + "val_loss": 0.8143263459205627, + "acc": 69.7, + "time": 152.0141745510009, + "param": [ + { + "p": 0.06431300938129425, + "m": 1.0 + }, + { + "p": 0.014214219525456429, + "m": 1.0 + }, + { + "p": 0.07876910269260406, + "m": 1.0 + }, + { + "p": 0.046482108533382416, + "m": 0.8198472261428833 + }, + { + "p": 0.04499775916337967, + "m": 0.9704765677452087 + }, + { + "p": 0.0383543036878109, + "m": 1.0 + }, + { + "p": 0.07721452414989471, + "m": 0.9130027890205383 + }, + { + "p": 0.051822349429130554, + "m": 0.9625521898269653 + }, + { + "p": 0.07681991904973984, + "m": 1.0 + }, + { + "p": 0.039898473769426346, + "m": 0.9463643431663513 + }, + { + "p": 0.062368184328079224, + "m": 1.0 + }, + { + "p": 0.05527438968420029, + "m": 1.0 + }, + { + "p": 0.07332798093557358, + "m": 1.0 + }, + { + "p": 0.040431324392557144, + "m": 1.0 + }, + { + "p": 0.06675157696008682, + "m": 0.9983137249946594 + }, + { + "p": 0.06933591514825821, + "m": 1.0 + }, + { + "p": 0.060619011521339417, + "m": 0.9552370309829712 + }, + { + "p": 0.03900584205985069, + "m": 0.9439489841461182 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0903222560882568, + "val_loss": 0.9547497630119324, + "acc": 68.27, + "time": 163.4576361419986, + "param": [ + { + "p": 0.05314822494983673, + "m": 1.0 + }, + { + "p": 0.030292527750134468, + "m": 1.0 + }, + { + "p": 0.07450708746910095, + "m": 1.0 + }, + { + "p": 0.042159561067819595, + "m": 0.8896965980529785 + }, + { + "p": 0.0387851856648922, + "m": 0.8528438210487366 + }, + { + "p": 0.06203684210777283, + "m": 0.895709216594696 + }, + { + "p": 0.053785644471645355, + "m": 0.7630183100700378 + }, + { + "p": 0.06329040229320526, + "m": 0.9104258418083191 + }, + { + "p": 0.04979623854160309, + "m": 0.9938057661056519 + }, + { + "p": 0.056977592408657074, + "m": 0.8849211931228638 + }, + { + "p": 0.05205637589097023, + "m": 1.0 + }, + { + "p": 0.054783646017313004, + "m": 1.0 + }, + { + "p": 0.05903731286525726, + "m": 1.0 + }, + { + "p": 0.0490858219563961, + "m": 1.0 + }, + { + "p": 0.07117172330617905, + "m": 0.9815188646316528 + }, + { + "p": 0.09624118357896805, + "m": 1.0 + }, + { + "p": 0.04034271463751793, + "m": 0.9160460829734802 + }, + { + "p": 0.05250193923711777, + "m": 0.9980090856552124 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.7812495827674866, + "val_loss": 0.8241948485374451, + "acc": 69.79, + "time": 156.26170656400063, + "param": [ + { + "p": 0.07265093177556992, + "m": 1.0 + }, + { + "p": 0.03411258012056351, + "m": 1.0 + }, + { + "p": 0.05516757071018219, + "m": 1.0 + }, + { + "p": 0.07666744291782379, + "m": 0.8352057337760925 + }, + { + "p": 0.044464703649282455, + "m": 0.935824453830719 + }, + { + "p": 0.07448619604110718, + "m": 0.7058488726615906 + }, + { + "p": 0.025890983641147614, + "m": 0.7170368432998657 + }, + { + "p": 0.05819861590862274, + "m": 0.9976391196250916 + }, + { + "p": 0.0717972069978714, + "m": 1.0 + }, + { + "p": 0.036045484244823456, + "m": 0.9073776602745056 + }, + { + "p": 0.05550112947821617, + "m": 0.9756022691726685 + }, + { + "p": 0.07234670221805573, + "m": 1.0 + }, + { + "p": 0.06312238425016403, + "m": 1.0 + }, + { + "p": 0.0395648330450058, + "m": 1.0 + }, + { + "p": 0.05751630291342735, + "m": 1.0 + }, + { + "p": 0.08352823555469513, + "m": 1.0 + }, + { + "p": 0.04639779403805733, + "m": 0.8975480198860168 + }, + { + "p": 0.03254087641835213, + "m": 0.9620320796966553 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1219165325164795, + "val_loss": 0.9429740905761719, + "acc": 69.04, + "time": 147.93843873399965, + "param": [ + { + "p": 0.06367435306310654, + "m": 1.0 + }, + { + "p": 0.038455963134765625, + "m": 1.0 + }, + { + "p": 0.08280069380998611, + "m": 1.0 + }, + { + "p": 0.04765651747584343, + "m": 0.7513437867164612 + }, + { + "p": 0.015755081549286842, + "m": 1.0 + }, + { + "p": 0.07120680809020996, + "m": 0.7578815817832947 + }, + { + "p": 0.0535070039331913, + "m": 0.7192986607551575 + }, + { + "p": 0.05399644747376442, + "m": 0.9289494156837463 + }, + { + "p": 0.057995691895484924, + "m": 1.0 + }, + { + "p": 0.0670333281159401, + "m": 0.9012437462806702 + }, + { + "p": 0.02982618845999241, + "m": 0.9441917538642883 + }, + { + "p": 0.06127908453345299, + "m": 1.0 + }, + { + "p": 0.06428182870149612, + "m": 1.0 + }, + { + "p": 0.06323293596506119, + "m": 1.0 + }, + { + "p": 0.05425532907247543, + "m": 1.0 + }, + { + "p": 0.08955764770507812, + "m": 1.0 + }, + { + "p": 0.05220884829759598, + "m": 0.9147577881813049 + }, + { + "p": 0.033276356756687164, + "m": 0.9437685608863831 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.8846991658210754, + "val_loss": 0.8726844191551208, + "acc": 70.09, + "time": 138.82078160499987, + "param": [ + { + "p": 0.06933966279029846, + "m": 1.0 + }, + { + "p": 0.014542194083333015, + "m": 1.0 + }, + { + "p": 0.07573466747999191, + "m": 1.0 + }, + { + "p": 0.07046906650066376, + "m": 0.914702296257019 + }, + { + "p": 0.04447435960173607, + "m": 1.0 + }, + { + "p": 0.024884788319468498, + "m": 0.8757666349411011 + }, + { + "p": 0.04969305545091629, + "m": 0.8281385898590088 + }, + { + "p": 0.030768124386668205, + "m": 1.0 + }, + { + "p": 0.06473921239376068, + "m": 1.0 + }, + { + "p": 0.08246254175901413, + "m": 1.0 + }, + { + "p": 0.043367400765419006, + "m": 0.9910184741020203 + }, + { + "p": 0.054062362760305405, + "m": 1.0 + }, + { + "p": 0.08057853579521179, + "m": 1.0 + }, + { + "p": 0.055835045874118805, + "m": 1.0 + }, + { + "p": 0.07227203994989395, + "m": 1.0 + }, + { + "p": 0.06703734397888184, + "m": 1.0 + }, + { + "p": 0.052530113607645035, + "m": 0.9057540893554688 + }, + { + "p": 0.047209516167640686, + "m": 0.9997725486755371 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.2132344245910645, + "val_loss": 0.8897441029548645, + "acc": 69.25, + "time": 144.93176221400063, + "param": [ + { + "p": 0.07321344316005707, + "m": 1.0 + }, + { + "p": 0.04361126571893692, + "m": 1.0 + }, + { + "p": 0.0597548633813858, + "m": 1.0 + }, + { + "p": 0.029030995443463326, + "m": 0.72246253490448 + }, + { + "p": 0.023976661264896393, + "m": 0.9245818853378296 + }, + { + "p": 0.0471489280462265, + "m": 0.8675009608268738 + }, + { + "p": 0.07549266517162323, + "m": 0.8817782402038574 + }, + { + "p": 0.04387042298913002, + "m": 0.9891441464424133 + }, + { + "p": 0.05709970369935036, + "m": 0.981256902217865 + }, + { + "p": 0.03834041953086853, + "m": 0.9493329524993896 + }, + { + "p": 0.0928073525428772, + "m": 1.0 + }, + { + "p": 0.06697361171245575, + "m": 0.9884207844734192 + }, + { + "p": 0.07245557755231857, + "m": 1.0 + }, + { + "p": 0.03312801197171211, + "m": 1.0 + }, + { + "p": 0.04373125731945038, + "m": 1.0 + }, + { + "p": 0.05897439271211624, + "m": 1.0 + }, + { + "p": 0.07650843262672424, + "m": 0.9756614565849304 + }, + { + "p": 0.06388205289840698, + "m": 0.9997866153717041 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.9285301566123962, + "val_loss": 0.8899047374725342, + "acc": 69.45, + "time": 151.47500100499929, + "param": [ + { + "p": 0.06824962049722672, + "m": 1.0 + }, + { + "p": 0.04162866994738579, + "m": 1.0 + }, + { + "p": 0.059677302837371826, + "m": 1.0 + }, + { + "p": 0.05943755805492401, + "m": 0.6597358584403992 + }, + { + "p": 0.030855925753712654, + "m": 0.9853484630584717 + }, + { + "p": 0.054509520530700684, + "m": 0.9791831970214844 + }, + { + "p": 0.06474639475345612, + "m": 0.9860870242118835 + }, + { + "p": 0.0436689518392086, + "m": 0.9890716075897217 + }, + { + "p": 0.07328330725431442, + "m": 0.9708167910575867 + }, + { + "p": 0.06073186546564102, + "m": 0.8575528860092163 + }, + { + "p": 0.037232525646686554, + "m": 0.9979307651519775 + }, + { + "p": 0.06087712198495865, + "m": 1.0 + }, + { + "p": 0.0767163559794426, + "m": 1.0 + }, + { + "p": 0.053816795349121094, + "m": 1.0 + }, + { + "p": 0.06546895205974579, + "m": 0.9918524622917175 + }, + { + "p": 0.0638263076543808, + "m": 0.9230684041976929 + }, + { + "p": 0.027196232229471207, + "m": 0.9146560430526733 + }, + { + "p": 0.05807655304670334, + "m": 0.9953476190567017 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9265854358673096, + "val_loss": 0.7986845374107361, + "acc": 69.96, + "time": 158.22258618399974, + "param": [ + { + "p": 0.04569941759109497, + "m": 1.0 + }, + { + "p": 0.04075654223561287, + "m": 1.0 + }, + { + "p": 0.032404858618974686, + "m": 1.0 + }, + { + "p": 0.0569414347410202, + "m": 0.8144536018371582 + }, + { + "p": 0.06168120354413986, + "m": 0.8150926828384399 + }, + { + "p": 0.058272767812013626, + "m": 0.9168069362640381 + }, + { + "p": 0.046516302973032, + "m": 0.9129156470298767 + }, + { + "p": 0.049318522214889526, + "m": 1.0 + }, + { + "p": 0.08236867934465408, + "m": 0.9927030205726624 + }, + { + "p": 0.07936616986989975, + "m": 0.8974254131317139 + }, + { + "p": 0.06830796599388123, + "m": 1.0 + }, + { + "p": 0.0406961552798748, + "m": 1.0 + }, + { + "p": 0.07617952674627304, + "m": 1.0 + }, + { + "p": 0.06023921072483063, + "m": 1.0 + }, + { + "p": 0.07404124736785889, + "m": 1.0 + }, + { + "p": 0.029908232390880585, + "m": 0.9831588268280029 + }, + { + "p": 0.054525069892406464, + "m": 0.9514264464378357 + }, + { + "p": 0.042776644229888916, + "m": 0.9561216235160828 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.204478144645691, + "val_loss": 0.8547631502151489, + "acc": 70.05, + "time": 154.71648449699933, + "param": [ + { + "p": 0.06246558576822281, + "m": 1.0 + }, + { + "p": 0.03694896399974823, + "m": 1.0 + }, + { + "p": 0.06528479605913162, + "m": 1.0 + }, + { + "p": 0.05072079226374626, + "m": 0.8416629433631897 + }, + { + "p": 0.045151952654123306, + "m": 0.9852223992347717 + }, + { + "p": 0.0543387345969677, + "m": 0.9869567155838013 + }, + { + "p": 0.0615958571434021, + "m": 1.0 + }, + { + "p": 0.059207525104284286, + "m": 1.0 + }, + { + "p": 0.04906269907951355, + "m": 0.9899925589561462 + }, + { + "p": 0.05979171395301819, + "m": 0.7669427394866943 + }, + { + "p": 0.049043890088796616, + "m": 1.0 + }, + { + "p": 0.06997345387935638, + "m": 1.0 + }, + { + "p": 0.06505174934864044, + "m": 1.0 + }, + { + "p": 0.05002821609377861, + "m": 1.0 + }, + { + "p": 0.05352329462766647, + "m": 0.988772988319397 + }, + { + "p": 0.05789737403392792, + "m": 1.0 + }, + { + "p": 0.07239675521850586, + "m": 0.9783328771591187 + }, + { + "p": 0.0375165231525898, + "m": 0.985080361366272 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9586695432662964, + "val_loss": 0.9110608696937561, + "acc": 70.17, + "time": 152.4306327610011, + "param": [ + { + "p": 0.07277852296829224, + "m": 1.0 + }, + { + "p": 0.04134826362133026, + "m": 1.0 + }, + { + "p": 0.060486551374197006, + "m": 1.0 + }, + { + "p": 0.06363055109977722, + "m": 0.864268958568573 + }, + { + "p": 0.05250449478626251, + "m": 0.9998061060905457 + }, + { + "p": 0.05508401244878769, + "m": 0.9750186800956726 + }, + { + "p": 0.0466524139046669, + "m": 0.998180627822876 + }, + { + "p": 0.04429946839809418, + "m": 0.9987150430679321 + }, + { + "p": 0.0391605980694294, + "m": 0.9865899085998535 + }, + { + "p": 0.06403492391109467, + "m": 0.8771243691444397 + }, + { + "p": 0.05996019020676613, + "m": 0.9872043132781982 + }, + { + "p": 0.0585673563182354, + "m": 1.0 + }, + { + "p": 0.07912769913673401, + "m": 1.0 + }, + { + "p": 0.049430880695581436, + "m": 1.0 + }, + { + "p": 0.05877905711531639, + "m": 0.9901446104049683 + }, + { + "p": 0.05390530079603195, + "m": 1.0 + }, + { + "p": 0.04994127154350281, + "m": 1.0 + }, + { + "p": 0.05030843988060951, + "m": 0.959709107875824 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1570087671279907, + "val_loss": 0.7624773383140564, + "acc": 69.7, + "time": 155.6747956319996, + "param": [ + { + "p": 0.04448288306593895, + "m": 1.0 + }, + { + "p": 0.05443374812602997, + "m": 1.0 + }, + { + "p": 0.06360102444887161, + "m": 1.0 + }, + { + "p": 0.06319012492895126, + "m": 0.8199243545532227 + }, + { + "p": 0.04220302775502205, + "m": 0.9930112957954407 + }, + { + "p": 0.04063595458865166, + "m": 0.9446608424186707 + }, + { + "p": 0.05459040403366089, + "m": 0.9039092063903809 + }, + { + "p": 0.053324904292821884, + "m": 1.0 + }, + { + "p": 0.057232532650232315, + "m": 1.0 + }, + { + "p": 0.05396944284439087, + "m": 0.9952957034111023 + }, + { + "p": 0.05616793781518936, + "m": 1.0 + }, + { + "p": 0.057301998138427734, + "m": 1.0 + }, + { + "p": 0.059930190443992615, + "m": 1.0 + }, + { + "p": 0.035699717700481415, + "m": 1.0 + }, + { + "p": 0.07208596169948578, + "m": 0.9976473450660706 + }, + { + "p": 0.06847589462995529, + "m": 1.0 + }, + { + "p": 0.05490785092115402, + "m": 1.0 + }, + { + "p": 0.06776650249958038, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0295807123184204, + "val_loss": 0.8386685848236084, + "acc": 70.94, + "time": 157.95707385999958, + "param": [ + { + "p": 0.08512488752603531, + "m": 1.0 + }, + { + "p": 0.0655035674571991, + "m": 1.0 + }, + { + "p": 0.04743347689509392, + "m": 1.0 + }, + { + "p": 0.043855585157871246, + "m": 0.858225405216217 + }, + { + "p": 0.038220737129449844, + "m": 0.918229341506958 + }, + { + "p": 0.04574111849069595, + "m": 0.8849413394927979 + }, + { + "p": 0.060817651450634, + "m": 0.8466649055480957 + }, + { + "p": 0.043260667473077774, + "m": 0.9975711107254028 + }, + { + "p": 0.06174381449818611, + "m": 1.0 + }, + { + "p": 0.05845712125301361, + "m": 0.9970452189445496 + }, + { + "p": 0.044062040746212006, + "m": 0.9777514934539795 + }, + { + "p": 0.07903853058815002, + "m": 0.9952600002288818 + }, + { + "p": 0.07124936580657959, + "m": 1.0 + }, + { + "p": 0.03575918450951576, + "m": 1.0 + }, + { + "p": 0.07129388302564621, + "m": 0.9441540241241455 + }, + { + "p": 0.05310523509979248, + "m": 1.0 + }, + { + "p": 0.0526675209403038, + "m": 0.9587472677230835 + }, + { + "p": 0.04266560822725296, + "m": 0.9292302131652832 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.9145969748497009, + "val_loss": 0.7863542437553406, + "acc": 70.56, + "time": 154.54277391300093, + "param": [ + { + "p": 0.05607803165912628, + "m": 1.0 + }, + { + "p": 0.03610587865114212, + "m": 1.0 + }, + { + "p": 0.07629814743995667, + "m": 1.0 + }, + { + "p": 0.06268768012523651, + "m": 0.8161412477493286 + }, + { + "p": 0.04055887460708618, + "m": 0.8230016231536865 + }, + { + "p": 0.056696418672800064, + "m": 0.9281529188156128 + }, + { + "p": 0.04130025580525398, + "m": 0.9641765356063843 + }, + { + "p": 0.06614962965250015, + "m": 0.9154592156410217 + }, + { + "p": 0.06806407123804092, + "m": 1.0 + }, + { + "p": 0.05553635209798813, + "m": 0.8132046461105347 + }, + { + "p": 0.06800441443920135, + "m": 1.0 + }, + { + "p": 0.053690068423748016, + "m": 0.9738683104515076 + }, + { + "p": 0.055562470108270645, + "m": 1.0 + }, + { + "p": 0.06497582793235779, + "m": 1.0 + }, + { + "p": 0.0531129352748394, + "m": 0.97519850730896 + }, + { + "p": 0.05948425456881523, + "m": 1.0 + }, + { + "p": 0.047986820340156555, + "m": 1.0 + }, + { + "p": 0.037707775831222534, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.970984935760498, + "val_loss": 0.9003240466117859, + "acc": 69.69, + "time": 155.39551211300022, + "param": [ + { + "p": 0.03143060952425003, + "m": 1.0 + }, + { + "p": 0.06533443927764893, + "m": 1.0 + }, + { + "p": 0.06826677173376083, + "m": 1.0 + }, + { + "p": 0.05434594675898552, + "m": 0.7883929014205933 + }, + { + "p": 0.03608822450041771, + "m": 0.7469785809516907 + }, + { + "p": 0.037888944149017334, + "m": 0.9992155432701111 + }, + { + "p": 0.043217677623033524, + "m": 0.8569054007530212 + }, + { + "p": 0.06668753921985626, + "m": 0.9962130188941956 + }, + { + "p": 0.05560845136642456, + "m": 1.0 + }, + { + "p": 0.08778547495603561, + "m": 0.8821773529052734 + }, + { + "p": 0.08241817355155945, + "m": 1.0 + }, + { + "p": 0.07175586372613907, + "m": 0.9966040849685669 + }, + { + "p": 0.05091985687613487, + "m": 1.0 + }, + { + "p": 0.0508493036031723, + "m": 1.0 + }, + { + "p": 0.04896893352270126, + "m": 0.87654709815979 + }, + { + "p": 0.04779408499598503, + "m": 0.9897270798683167 + }, + { + "p": 0.06011229753494263, + "m": 0.979711651802063 + }, + { + "p": 0.040527332574129105, + "m": 0.9238206744194031 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9432601928710938, + "val_loss": 0.7958182692527771, + "acc": 70.46, + "time": 157.1643007670009, + "param": [ + { + "p": 0.05095910653471947, + "m": 1.0 + }, + { + "p": 0.06550654768943787, + "m": 1.0 + }, + { + "p": 0.054198939353227615, + "m": 1.0 + }, + { + "p": 0.060741085559129715, + "m": 0.7766034603118896 + }, + { + "p": 0.06337173283100128, + "m": 0.5493745803833008 + }, + { + "p": 0.05072655901312828, + "m": 0.9806719422340393 + }, + { + "p": 0.05337792634963989, + "m": 0.8156979084014893 + }, + { + "p": 0.039410386234521866, + "m": 0.9554868936538696 + }, + { + "p": 0.06230005621910095, + "m": 0.9259735941886902 + }, + { + "p": 0.03557923063635826, + "m": 0.9404937624931335 + }, + { + "p": 0.05824217200279236, + "m": 1.0 + }, + { + "p": 0.06966066360473633, + "m": 1.0 + }, + { + "p": 0.07510565966367722, + "m": 1.0 + }, + { + "p": 0.04165069758892059, + "m": 1.0 + }, + { + "p": 0.04978838562965393, + "m": 0.9387983679771423 + }, + { + "p": 0.06875432282686234, + "m": 0.9915373921394348 + }, + { + "p": 0.03980659693479538, + "m": 0.9998928308486938 + }, + { + "p": 0.06081992760300636, + "m": 0.8887863159179688 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8562512993812561, + "val_loss": 0.8869873285293579, + "acc": 69.36, + "time": 150.0217568500011, + "param": [ + { + "p": 0.07976458966732025, + "m": 1.0 + }, + { + "p": 0.03818897157907486, + "m": 1.0 + }, + { + "p": 0.0523235909640789, + "m": 1.0 + }, + { + "p": 0.06845354288816452, + "m": 0.8064376711845398 + }, + { + "p": 0.045600246638059616, + "m": 0.38417235016822815 + }, + { + "p": 0.042205117642879486, + "m": 0.9005546569824219 + }, + { + "p": 0.08689723163843155, + "m": 0.7941382527351379 + }, + { + "p": 0.04967661201953888, + "m": 0.9026272296905518 + }, + { + "p": 0.05215336009860039, + "m": 0.9920418858528137 + }, + { + "p": 0.05107608437538147, + "m": 0.9562560319900513 + }, + { + "p": 0.05061209946870804, + "m": 1.0 + }, + { + "p": 0.05240900069475174, + "m": 1.0 + }, + { + "p": 0.07421740889549255, + "m": 1.0 + }, + { + "p": 0.043348219245672226, + "m": 1.0 + }, + { + "p": 0.08512444794178009, + "m": 1.0 + }, + { + "p": 0.04953458160161972, + "m": 0.999995768070221 + }, + { + "p": 0.04708190634846687, + "m": 0.9397181868553162 + }, + { + "p": 0.03133297711610794, + "m": 0.8756271600723267 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9272375106811523, + "val_loss": 0.9194428324699402, + "acc": 70.46, + "time": 153.5669694040007, + "param": [ + { + "p": 0.06514648348093033, + "m": 1.0 + }, + { + "p": 0.033982690423727036, + "m": 1.0 + }, + { + "p": 0.06705111265182495, + "m": 1.0 + }, + { + "p": 0.07777538150548935, + "m": 0.6632118225097656 + }, + { + "p": 0.04190651327371597, + "m": 0.44978928565979004 + }, + { + "p": 0.04092947766184807, + "m": 0.8426154851913452 + }, + { + "p": 0.04705534502863884, + "m": 0.8381096720695496 + }, + { + "p": 0.05978258699178696, + "m": 0.877634584903717 + }, + { + "p": 0.04774809628725052, + "m": 0.9594898819923401 + }, + { + "p": 0.06413301825523376, + "m": 1.0 + }, + { + "p": 0.048243410885334015, + "m": 0.9833775758743286 + }, + { + "p": 0.07531629502773285, + "m": 1.0 + }, + { + "p": 0.059960197657346725, + "m": 1.0 + }, + { + "p": 0.05516304448246956, + "m": 1.0 + }, + { + "p": 0.044611137360334396, + "m": 0.9787980914115906 + }, + { + "p": 0.07691948115825653, + "m": 1.0 + }, + { + "p": 0.037831660360097885, + "m": 0.965670645236969 + }, + { + "p": 0.05644404888153076, + "m": 0.8347657322883606 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.6917616724967957, + "val_loss": 0.8731529116630554, + "acc": 70.64, + "time": 158.84694019000017, + "param": [ + { + "p": 0.042878199368715286, + "m": 1.0 + }, + { + "p": 0.041886139661073685, + "m": 1.0 + }, + { + "p": 0.07237288355827332, + "m": 1.0 + }, + { + "p": 0.08002608269453049, + "m": 0.6815868020057678 + }, + { + "p": 0.06923352181911469, + "m": 0.5940736532211304 + }, + { + "p": 0.021192926913499832, + "m": 0.7971318364143372 + }, + { + "p": 0.0553152970969677, + "m": 0.9467424154281616 + }, + { + "p": 0.04181348532438278, + "m": 0.8192763328552246 + }, + { + "p": 0.07328412681818008, + "m": 0.9418783783912659 + }, + { + "p": 0.04214071109890938, + "m": 0.9961752891540527 + }, + { + "p": 0.06098627671599388, + "m": 0.9762197732925415 + }, + { + "p": 0.07630947232246399, + "m": 1.0 + }, + { + "p": 0.057724691927433014, + "m": 1.0 + }, + { + "p": 0.06034358590841293, + "m": 1.0 + }, + { + "p": 0.07047058641910553, + "m": 0.978007972240448 + }, + { + "p": 0.07250674813985825, + "m": 0.999607264995575 + }, + { + "p": 0.027563225477933884, + "m": 0.8712210655212402 + }, + { + "p": 0.0339520201086998, + "m": 0.7227894067764282 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9197484850883484, + "val_loss": 0.9247332215309143, + "acc": 71.07, + "time": 158.45113024499915, + "param": [ + { + "p": 0.06827844679355621, + "m": 1.0 + }, + { + "p": 0.023691793903708458, + "m": 1.0 + }, + { + "p": 0.05795054882764816, + "m": 1.0 + }, + { + "p": 0.06762166321277618, + "m": 0.6508145928382874 + }, + { + "p": 0.04598399996757507, + "m": 0.8373769521713257 + }, + { + "p": 0.06658662855625153, + "m": 0.7836198210716248 + }, + { + "p": 0.051689308136701584, + "m": 0.9946410655975342 + }, + { + "p": 0.05518041178584099, + "m": 0.7723268270492554 + }, + { + "p": 0.06416339427232742, + "m": 1.0 + }, + { + "p": 0.049450699239969254, + "m": 0.9586644172668457 + }, + { + "p": 0.0665159523487091, + "m": 1.0 + }, + { + "p": 0.04960990324616432, + "m": 0.9994648098945618 + }, + { + "p": 0.07457726448774338, + "m": 1.0 + }, + { + "p": 0.05679715797305107, + "m": 1.0 + }, + { + "p": 0.04803033545613289, + "m": 0.9904674887657166 + }, + { + "p": 0.03958607837557793, + "m": 0.9968893527984619 + }, + { + "p": 0.05094768479466438, + "m": 0.9807945489883423 + }, + { + "p": 0.06333879381418228, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9367374777793884, + "val_loss": 0.8336437940597534, + "acc": 71.45, + "time": 160.5502018040006, + "param": [ + { + "p": 0.06356023252010345, + "m": 1.0 + }, + { + "p": 0.034322358667850494, + "m": 1.0 + }, + { + "p": 0.04870114102959633, + "m": 1.0 + }, + { + "p": 0.046004582196474075, + "m": 0.8464406132698059 + }, + { + "p": 0.05981128290295601, + "m": 0.7793221473693848 + }, + { + "p": 0.061213500797748566, + "m": 0.7664086818695068 + }, + { + "p": 0.047620974481105804, + "m": 0.9504098892211914 + }, + { + "p": 0.0734015703201294, + "m": 0.84257972240448 + }, + { + "p": 0.050905048847198486, + "m": 0.9852945804595947 + }, + { + "p": 0.054715145379304886, + "m": 0.9943378567695618 + }, + { + "p": 0.0711023285984993, + "m": 0.9877042770385742 + }, + { + "p": 0.0511934757232666, + "m": 1.0 + }, + { + "p": 0.08419723808765411, + "m": 1.0 + }, + { + "p": 0.055965155363082886, + "m": 1.0 + }, + { + "p": 0.07476062327623367, + "m": 1.0 + }, + { + "p": 0.06411799788475037, + "m": 1.0 + }, + { + "p": 0.03835773095488548, + "m": 0.8916316032409668 + }, + { + "p": 0.020049629732966423, + "m": 0.9628730416297913 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9369319081306458, + "val_loss": 0.8821018934249878, + "acc": 70.64, + "time": 149.36000850500022, + "param": [ + { + "p": 0.06400774419307709, + "m": 1.0 + }, + { + "p": 0.06932119280099869, + "m": 1.0 + }, + { + "p": 0.04237475246191025, + "m": 1.0 + }, + { + "p": 0.060921236872673035, + "m": 0.8151946067810059 + }, + { + "p": 0.029753848910331726, + "m": 0.6772556900978088 + }, + { + "p": 0.03365986794233322, + "m": 0.834719181060791 + }, + { + "p": 0.06212584301829338, + "m": 0.8586694598197937 + }, + { + "p": 0.06834873557090759, + "m": 0.8973295092582703 + }, + { + "p": 0.0711698904633522, + "m": 1.0 + }, + { + "p": 0.07777225226163864, + "m": 0.8694148659706116 + }, + { + "p": 0.05854998156428337, + "m": 1.0 + }, + { + "p": 0.0593784935772419, + "m": 1.0 + }, + { + "p": 0.05890525132417679, + "m": 1.0 + }, + { + "p": 0.05374832823872566, + "m": 1.0 + }, + { + "p": 0.07173145562410355, + "m": 1.0 + }, + { + "p": 0.039933279156684875, + "m": 1.0 + }, + { + "p": 0.04290979355573654, + "m": 0.7774559259414673 + }, + { + "p": 0.035388123244047165, + "m": 0.9696011543273926 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.7297255396842957, + "val_loss": 0.7577741742134094, + "acc": 71.15, + "time": 139.43589266699928, + "param": [ + { + "p": 0.05348704755306244, + "m": 1.0 + }, + { + "p": 0.005219309125095606, + "m": 1.0 + }, + { + "p": 0.07040859013795853, + "m": 1.0 + }, + { + "p": 0.04595428332686424, + "m": 0.9238319396972656 + }, + { + "p": 0.06324861943721771, + "m": 0.695158839225769 + }, + { + "p": 0.032960936427116394, + "m": 0.8739984631538391 + }, + { + "p": 0.0793967917561531, + "m": 0.947353184223175 + }, + { + "p": 0.04688578471541405, + "m": 0.88808274269104 + }, + { + "p": 0.03483549505472183, + "m": 0.9033558964729309 + }, + { + "p": 0.06544376909732819, + "m": 0.9717554450035095 + }, + { + "p": 0.08616451919078827, + "m": 0.9919950366020203 + }, + { + "p": 0.06787850707769394, + "m": 1.0 + }, + { + "p": 0.046474821865558624, + "m": 1.0 + }, + { + "p": 0.04831709712743759, + "m": 1.0 + }, + { + "p": 0.034388840198516846, + "m": 0.9689888954162598 + }, + { + "p": 0.08467972278594971, + "m": 1.0 + }, + { + "p": 0.07959399372339249, + "m": 0.7010822296142578 + }, + { + "p": 0.05466189980506897, + "m": 0.932074785232544 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.900425910949707, + "val_loss": 0.9790803790092468, + "acc": 70.21, + "time": 144.531936854999, + "param": [ + { + "p": 0.07245083153247833, + "m": 1.0 + }, + { + "p": 0.04578584432601929, + "m": 1.0 + }, + { + "p": 0.03153802454471588, + "m": 1.0 + }, + { + "p": 0.047059815376996994, + "m": 0.8768197298049927 + }, + { + "p": 0.06335342675447464, + "m": 0.7177367210388184 + }, + { + "p": 0.06500685214996338, + "m": 0.9224639534950256 + }, + { + "p": 0.045395683497190475, + "m": 0.9421986937522888 + }, + { + "p": 0.07525213062763214, + "m": 0.7839929461479187 + }, + { + "p": 0.05593907833099365, + "m": 0.9948278069496155 + }, + { + "p": 0.04710908234119415, + "m": 0.961524248123169 + }, + { + "p": 0.06701122969388962, + "m": 0.9945051074028015 + }, + { + "p": 0.09130984544754028, + "m": 0.9658759236335754 + }, + { + "p": 0.060491543263196945, + "m": 1.0 + }, + { + "p": 0.05075238272547722, + "m": 1.0 + }, + { + "p": 0.06732887029647827, + "m": 0.9370033144950867 + }, + { + "p": 0.04421646147966385, + "m": 1.0 + }, + { + "p": 0.03030381165444851, + "m": 0.5399365425109863 + }, + { + "p": 0.039695121347904205, + "m": 0.8898652195930481 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.0197463035583496, + "val_loss": 0.9044680595397949, + "acc": 70.67, + "time": 165.78479865200097, + "param": [ + { + "p": 0.052239883691072464, + "m": 1.0 + }, + { + "p": 0.03702526539564133, + "m": 1.0 + }, + { + "p": 0.03560080751776695, + "m": 1.0 + }, + { + "p": 0.039354629814624786, + "m": 0.8306238055229187 + }, + { + "p": 0.07539180666208267, + "m": 0.652633786201477 + }, + { + "p": 0.0631197839975357, + "m": 1.0 + }, + { + "p": 0.042209066450595856, + "m": 0.9546301960945129 + }, + { + "p": 0.06037700176239014, + "m": 0.9524375796318054 + }, + { + "p": 0.08815640211105347, + "m": 0.9665189385414124 + }, + { + "p": 0.05483347922563553, + "m": 0.960316002368927 + }, + { + "p": 0.05886972323060036, + "m": 0.9991439580917358 + }, + { + "p": 0.07009415328502655, + "m": 1.0 + }, + { + "p": 0.07774201035499573, + "m": 1.0 + }, + { + "p": 0.06393610686063766, + "m": 1.0 + }, + { + "p": 0.029726551845669746, + "m": 0.9917828440666199 + }, + { + "p": 0.04945611208677292, + "m": 0.9978432655334473 + }, + { + "p": 0.04336870089173317, + "m": 0.4984714984893799 + }, + { + "p": 0.05849846825003624, + "m": 0.7697603702545166 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9538230895996094, + "val_loss": 0.8789739012718201, + "acc": 70.48, + "time": 143.7865412170013, + "param": [ + { + "p": 0.061759091913700104, + "m": 1.0 + }, + { + "p": 0.06740900874137878, + "m": 1.0 + }, + { + "p": 0.06253252923488617, + "m": 1.0 + }, + { + "p": 0.04226464405655861, + "m": 0.9604128003120422 + }, + { + "p": 0.06924676150083542, + "m": 0.642261803150177 + }, + { + "p": 0.027651606127619743, + "m": 1.0 + }, + { + "p": 0.05711950734257698, + "m": 1.0 + }, + { + "p": 0.0689411461353302, + "m": 0.8696325421333313 + }, + { + "p": 0.035208433866500854, + "m": 0.9922837615013123 + }, + { + "p": 0.06155114248394966, + "m": 0.9786832332611084 + }, + { + "p": 0.0436953641474247, + "m": 0.9899227023124695 + }, + { + "p": 0.032616253942251205, + "m": 1.0 + }, + { + "p": 0.07275152951478958, + "m": 1.0 + }, + { + "p": 0.044707972556352615, + "m": 1.0 + }, + { + "p": 0.06579065322875977, + "m": 0.9967716932296753 + }, + { + "p": 0.052228789776563644, + "m": 1.0 + }, + { + "p": 0.06558044254779816, + "m": 0.5488210320472717 + }, + { + "p": 0.06894504278898239, + "m": 0.8767592906951904 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.8755692839622498, + "val_loss": 0.8211941719055176, + "acc": 70.45, + "time": 158.56764265700076, + "param": [ + { + "p": 0.06841827929019928, + "m": 1.0 + }, + { + "p": 0.04871503263711929, + "m": 1.0 + }, + { + "p": 0.06766330450773239, + "m": 1.0 + }, + { + "p": 0.05041923373937607, + "m": 0.9789490103721619 + }, + { + "p": 0.0423351489007473, + "m": 0.7790007591247559 + }, + { + "p": 0.02939959615468979, + "m": 0.8348812460899353 + }, + { + "p": 0.07034878432750702, + "m": 0.9919654726982117 + }, + { + "p": 0.058184992522001266, + "m": 0.987769603729248 + }, + { + "p": 0.05637824535369873, + "m": 1.0 + }, + { + "p": 0.06265702098608017, + "m": 0.9064576029777527 + }, + { + "p": 0.0412704236805439, + "m": 1.0 + }, + { + "p": 0.06445109099149704, + "m": 1.0 + }, + { + "p": 0.06604335457086563, + "m": 1.0 + }, + { + "p": 0.04369180649518967, + "m": 1.0 + }, + { + "p": 0.05911815166473389, + "m": 0.9874531626701355 + }, + { + "p": 0.06054642051458359, + "m": 0.9929435849189758 + }, + { + "p": 0.034019939601421356, + "m": 0.6956892609596252 + }, + { + "p": 0.07633915543556213, + "m": 0.8789656162261963 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.9746078252792358, + "val_loss": 0.8796099424362183, + "acc": 70.73, + "time": 144.73108979099925, + "param": [ + { + "p": 0.056368160992860794, + "m": 1.0 + }, + { + "p": 0.017881877720355988, + "m": 1.0 + }, + { + "p": 0.05213338881731033, + "m": 1.0 + }, + { + "p": 0.04134581238031387, + "m": 0.9918650984764099 + }, + { + "p": 0.0766604021191597, + "m": 0.7517351508140564 + }, + { + "p": 0.029243387281894684, + "m": 0.8622050285339355 + }, + { + "p": 0.07288830727338791, + "m": 1.0 + }, + { + "p": 0.06210896000266075, + "m": 1.0 + }, + { + "p": 0.047820523381233215, + "m": 1.0 + }, + { + "p": 0.054527051746845245, + "m": 0.9954642057418823 + }, + { + "p": 0.05169954150915146, + "m": 0.9841782450675964 + }, + { + "p": 0.05930221453309059, + "m": 1.0 + }, + { + "p": 0.06416608393192291, + "m": 1.0 + }, + { + "p": 0.03867340832948685, + "m": 1.0 + }, + { + "p": 0.06866038590669632, + "m": 1.0 + }, + { + "p": 0.08675232529640198, + "m": 1.0 + }, + { + "p": 0.057925764471292496, + "m": 0.7257584929466248 + }, + { + "p": 0.061842359602451324, + "m": 0.9795643091201782 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.859939455986023, + "val_loss": 0.7866223454475403, + "acc": 70.98, + "time": 149.95657450999897, + "param": [ + { + "p": 0.06492141634225845, + "m": 1.0 + }, + { + "p": 0.0332404188811779, + "m": 1.0 + }, + { + "p": 0.0815158262848854, + "m": 1.0 + }, + { + "p": 0.053712259978055954, + "m": 0.8909845352172852 + }, + { + "p": 0.04814354330301285, + "m": 0.7351508736610413 + }, + { + "p": 0.04716669023036957, + "m": 0.7077901363372803 + }, + { + "p": 0.027607783675193787, + "m": 0.9613755941390991 + }, + { + "p": 0.0544024296104908, + "m": 0.9958221316337585 + }, + { + "p": 0.0870802253484726, + "m": 0.9886425137519836 + }, + { + "p": 0.034307025372982025, + "m": 0.9692552089691162 + }, + { + "p": 0.06806173920631409, + "m": 0.9991680383682251 + }, + { + "p": 0.04333840683102608, + "m": 0.9973762631416321 + }, + { + "p": 0.08388826251029968, + "m": 1.0 + }, + { + "p": 0.052287813276052475, + "m": 1.0 + }, + { + "p": 0.07628753036260605, + "m": 1.0 + }, + { + "p": 0.04157661646604538, + "m": 1.0 + }, + { + "p": 0.04796792194247246, + "m": 0.8205782175064087 + }, + { + "p": 0.05449402332305908, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.844154417514801, + "val_loss": 0.8425356149673462, + "acc": 70.24, + "time": 159.3493937080002, + "param": [ + { + "p": 0.06745333969593048, + "m": 1.0 + }, + { + "p": 0.05132332816720009, + "m": 1.0 + }, + { + "p": 0.05974186211824417, + "m": 1.0 + }, + { + "p": 0.040443047881126404, + "m": 0.805250883102417 + }, + { + "p": 0.04562406986951828, + "m": 0.6424394845962524 + }, + { + "p": 0.07355596870183945, + "m": 0.7398431897163391 + }, + { + "p": 0.05192885175347328, + "m": 0.971070408821106 + }, + { + "p": 0.05123256891965866, + "m": 0.9195778965950012 + }, + { + "p": 0.05326315388083458, + "m": 0.9848386645317078 + }, + { + "p": 0.050459958612918854, + "m": 0.9741050601005554 + }, + { + "p": 0.04037266597151756, + "m": 0.9829387664794922 + }, + { + "p": 0.07312730699777603, + "m": 0.960318386554718 + }, + { + "p": 0.06522750854492188, + "m": 1.0 + }, + { + "p": 0.05444558709859848, + "m": 1.0 + }, + { + "p": 0.0772673636674881, + "m": 0.9490536451339722 + }, + { + "p": 0.039397817105054855, + "m": 0.9517776370048523 + }, + { + "p": 0.043249137699604034, + "m": 0.7285796403884888 + }, + { + "p": 0.06188643351197243, + "m": 0.9809421896934509 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8968020677566528, + "val_loss": 0.8724815249443054, + "acc": 70.96, + "time": 147.85242586099957, + "param": [ + { + "p": 0.06905923783779144, + "m": 1.0 + }, + { + "p": 0.05332966521382332, + "m": 1.0 + }, + { + "p": 0.06250592321157455, + "m": 1.0 + }, + { + "p": 0.049685314297676086, + "m": 0.7724241614341736 + }, + { + "p": 0.04140741005539894, + "m": 0.6907798647880554 + }, + { + "p": 0.06000238656997681, + "m": 0.7031258940696716 + }, + { + "p": 0.06456106156110764, + "m": 0.9994553327560425 + }, + { + "p": 0.05822170898318291, + "m": 0.8887360692024231 + }, + { + "p": 0.06153281405568123, + "m": 1.0 + }, + { + "p": 0.06263521313667297, + "m": 0.8482868671417236 + }, + { + "p": 0.04943963140249252, + "m": 0.9927653074264526 + }, + { + "p": 0.056805308908224106, + "m": 0.9973576068878174 + }, + { + "p": 0.05930666625499725, + "m": 1.0 + }, + { + "p": 0.06537771970033646, + "m": 1.0 + }, + { + "p": 0.0394153892993927, + "m": 0.9604949951171875 + }, + { + "p": 0.05521715059876442, + "m": 1.0 + }, + { + "p": 0.04959125071763992, + "m": 0.7535766363143921 + }, + { + "p": 0.04190607741475105, + "m": 0.8542857766151428 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.880091667175293, + "val_loss": 0.8800663948059082, + "acc": 70.77, + "time": 139.15368599900103, + "param": [ + { + "p": 0.06911633163690567, + "m": 1.0 + }, + { + "p": 0.04292115941643715, + "m": 1.0 + }, + { + "p": 0.06062289699912071, + "m": 1.0 + }, + { + "p": 0.014229831285774708, + "m": 0.8525210618972778 + }, + { + "p": 0.0659102126955986, + "m": 0.7509540915489197 + }, + { + "p": 0.035516515374183655, + "m": 0.689809262752533 + }, + { + "p": 0.021549483761191368, + "m": 0.8523146510124207 + }, + { + "p": 0.06247614696621895, + "m": 0.9826364517211914 + }, + { + "p": 0.039805591106414795, + "m": 0.9798257350921631 + }, + { + "p": 0.07429511845111847, + "m": 0.8987701535224915 + }, + { + "p": 0.06317044049501419, + "m": 0.9986065030097961 + }, + { + "p": 0.0820283591747284, + "m": 0.9873480200767517 + }, + { + "p": 0.042255859822034836, + "m": 1.0 + }, + { + "p": 0.051110487431287766, + "m": 1.0 + }, + { + "p": 0.05805530399084091, + "m": 0.9567013382911682 + }, + { + "p": 0.06967560201883316, + "m": 1.0 + }, + { + "p": 0.05915447697043419, + "m": 0.8373232483863831 + }, + { + "p": 0.08810635656118393, + "m": 0.84457927942276 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8684254884719849, + "val_loss": 0.7486251592636108, + "acc": 71.08, + "time": 151.6434197790004, + "param": [ + { + "p": 0.04269997403025627, + "m": 1.0 + }, + { + "p": 0.030348649248480797, + "m": 1.0 + }, + { + "p": 0.045229747891426086, + "m": 1.0 + }, + { + "p": 0.0796823799610138, + "m": 0.9733768701553345 + }, + { + "p": 0.0623214989900589, + "m": 0.810538113117218 + }, + { + "p": 0.03889445960521698, + "m": 0.6149917840957642 + }, + { + "p": 0.0334281288087368, + "m": 0.9502547979354858 + }, + { + "p": 0.04346746206283569, + "m": 0.8539812564849854 + }, + { + "p": 0.09232936799526215, + "m": 0.9873972535133362 + }, + { + "p": 0.06651532649993896, + "m": 1.0 + }, + { + "p": 0.07712052762508392, + "m": 0.9802822470664978 + }, + { + "p": 0.055452924221754074, + "m": 1.0 + }, + { + "p": 0.059808891266584396, + "m": 1.0 + }, + { + "p": 0.05267208442091942, + "m": 1.0 + }, + { + "p": 0.061112336814403534, + "m": 0.8640534281730652 + }, + { + "p": 0.07948305457830429, + "m": 1.0 + }, + { + "p": 0.05644406005740166, + "m": 0.8414315581321716 + }, + { + "p": 0.02298911102116108, + "m": 0.8197628259658813 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8647434711456299, + "val_loss": 0.8437988758087158, + "acc": 70.58, + "time": 145.52731541900175, + "param": [ + { + "p": 0.040346257388591766, + "m": 1.0 + }, + { + "p": 0.04833965376019478, + "m": 1.0 + }, + { + "p": 0.050757668912410736, + "m": 1.0 + }, + { + "p": 0.038403842598199844, + "m": 0.9256501793861389 + }, + { + "p": 0.05721714720129967, + "m": 0.8377118706703186 + }, + { + "p": 0.05770450085401535, + "m": 0.6608043313026428 + }, + { + "p": 0.05210430547595024, + "m": 0.9867537021636963 + }, + { + "p": 0.06526034325361252, + "m": 0.9546216726303101 + }, + { + "p": 0.050646089017391205, + "m": 0.9854674339294434 + }, + { + "p": 0.06138806790113449, + "m": 0.9270839095115662 + }, + { + "p": 0.06770786643028259, + "m": 1.0 + }, + { + "p": 0.07000324130058289, + "m": 1.0 + }, + { + "p": 0.05927538126707077, + "m": 1.0 + }, + { + "p": 0.06354421377182007, + "m": 1.0 + }, + { + "p": 0.054019588977098465, + "m": 1.0 + }, + { + "p": 0.057761337608098984, + "m": 1.0 + }, + { + "p": 0.05811776593327522, + "m": 0.9889785647392273 + }, + { + "p": 0.04740271344780922, + "m": 0.7934851050376892 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.940715491771698, + "val_loss": 0.7410916090011597, + "acc": 70.16, + "time": 160.98885143999723, + "param": [ + { + "p": 0.06929171085357666, + "m": 1.0 + }, + { + "p": 0.03596695885062218, + "m": 1.0 + }, + { + "p": 0.08670534938573837, + "m": 1.0 + }, + { + "p": 0.03294724225997925, + "m": 0.8624075651168823 + }, + { + "p": 0.05707841366529465, + "m": 0.8295112252235413 + }, + { + "p": 0.04315829277038574, + "m": 0.9181641936302185 + }, + { + "p": 0.03463347256183624, + "m": 0.9520341157913208 + }, + { + "p": 0.05269791558384895, + "m": 0.8718713521957397 + }, + { + "p": 0.07485977560281754, + "m": 0.9979129433631897 + }, + { + "p": 0.06258217990398407, + "m": 0.900733470916748 + }, + { + "p": 0.0732695460319519, + "m": 0.9915614724159241 + }, + { + "p": 0.07599636167287827, + "m": 1.0 + }, + { + "p": 0.06313993781805038, + "m": 1.0 + }, + { + "p": 0.06588975340127945, + "m": 1.0 + }, + { + "p": 0.02418619394302368, + "m": 0.9549259543418884 + }, + { + "p": 0.05723608657717705, + "m": 0.9490141272544861 + }, + { + "p": 0.06158037111163139, + "m": 0.929512083530426 + }, + { + "p": 0.028780357912182808, + "m": 0.7508070468902588 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9836626052856445, + "val_loss": 0.7911137342453003, + "acc": 71.63, + "time": 163.64525588099787, + "param": [ + { + "p": 0.09633011370897293, + "m": 1.0 + }, + { + "p": 0.011782146990299225, + "m": 1.0 + }, + { + "p": 0.07580027729272842, + "m": 1.0 + }, + { + "p": 0.08398735523223877, + "m": 0.9511722326278687 + }, + { + "p": 0.022870821878314018, + "m": 0.8935142755508423 + }, + { + "p": 0.03066517971456051, + "m": 0.9291754364967346 + }, + { + "p": 0.04152347519993782, + "m": 0.9227181077003479 + }, + { + "p": 0.05316838249564171, + "m": 0.8452117443084717 + }, + { + "p": 0.06840763986110687, + "m": 1.0 + }, + { + "p": 0.05962800979614258, + "m": 1.0 + }, + { + "p": 0.05234988406300545, + "m": 1.0 + }, + { + "p": 0.062045808881521225, + "m": 1.0 + }, + { + "p": 0.053912218660116196, + "m": 1.0 + }, + { + "p": 0.049210626631975174, + "m": 1.0 + }, + { + "p": 0.06880278140306473, + "m": 0.995187520980835 + }, + { + "p": 0.06650113314390182, + "m": 0.992057740688324 + }, + { + "p": 0.04672883823513985, + "m": 0.8383116126060486 + }, + { + "p": 0.056285310536623, + "m": 0.9172276854515076 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.7350680232048035, + "val_loss": 0.9481455087661743, + "acc": 71.11, + "time": 158.1412412810023, + "param": [ + { + "p": 0.06599196046590805, + "m": 1.0 + }, + { + "p": 0.02229335345327854, + "m": 1.0 + }, + { + "p": 0.06809213757514954, + "m": 1.0 + }, + { + "p": 0.06554748862981796, + "m": 0.8060846924781799 + }, + { + "p": 0.07334209978580475, + "m": 0.8047122359275818 + }, + { + "p": 0.07637385278940201, + "m": 0.936894416809082 + }, + { + "p": 0.05441700667142868, + "m": 0.9469412565231323 + }, + { + "p": 0.06260694563388824, + "m": 0.7377429604530334 + }, + { + "p": 0.03803818300366402, + "m": 0.9503374099731445 + }, + { + "p": 0.04297111928462982, + "m": 0.9473984241485596 + }, + { + "p": 0.050475917756557465, + "m": 0.9699159860610962 + }, + { + "p": 0.06355030089616776, + "m": 0.9907721877098083 + }, + { + "p": 0.07308446615934372, + "m": 1.0 + }, + { + "p": 0.08263346552848816, + "m": 1.0 + }, + { + "p": 0.04345333203673363, + "m": 0.9295842051506042 + }, + { + "p": 0.041985660791397095, + "m": 0.9869421720504761 + }, + { + "p": 0.024709202349185944, + "m": 0.7121598124504089 + }, + { + "p": 0.050433408468961716, + "m": 0.9237791299819946 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8385613560676575, + "val_loss": 0.8282389640808105, + "acc": 71.5, + "time": 156.2636778570013, + "param": [ + { + "p": 0.05457334220409393, + "m": 1.0 + }, + { + "p": 0.03838413581252098, + "m": 1.0 + }, + { + "p": 0.06412635743618011, + "m": 1.0 + }, + { + "p": 0.060317087918519974, + "m": 0.792371928691864 + }, + { + "p": 0.045748185366392136, + "m": 0.6309399604797363 + }, + { + "p": 0.05427764728665352, + "m": 1.0 + }, + { + "p": 0.06465140730142593, + "m": 0.9462013244628906 + }, + { + "p": 0.07038208097219467, + "m": 0.8272441029548645 + }, + { + "p": 0.047443900257349014, + "m": 1.0 + }, + { + "p": 0.04513442516326904, + "m": 0.9741750359535217 + }, + { + "p": 0.03678398206830025, + "m": 0.8921875357627869 + }, + { + "p": 0.06119376793503761, + "m": 1.0 + }, + { + "p": 0.05682741850614548, + "m": 1.0 + }, + { + "p": 0.0650504007935524, + "m": 1.0 + }, + { + "p": 0.06101562827825546, + "m": 1.0 + }, + { + "p": 0.06377109885215759, + "m": 1.0 + }, + { + "p": 0.05596199259161949, + "m": 0.7228208184242249 + }, + { + "p": 0.05435706302523613, + "m": 0.8958882689476013 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.7067158222198486, + "val_loss": 0.9678488373756409, + "acc": 71.2, + "time": 145.94138238600135, + "param": [ + { + "p": 0.059649255126714706, + "m": 1.0 + }, + { + "p": 0.026777511462569237, + "m": 1.0 + }, + { + "p": 0.07358735054731369, + "m": 1.0 + }, + { + "p": 0.055922430008649826, + "m": 0.7446167469024658 + }, + { + "p": 0.037014592438936234, + "m": 0.6693916916847229 + }, + { + "p": 0.01343087200075388, + "m": 1.0 + }, + { + "p": 0.04792976379394531, + "m": 0.8789021968841553 + }, + { + "p": 0.06754889339208603, + "m": 0.7574226260185242 + }, + { + "p": 0.06081594154238701, + "m": 1.0 + }, + { + "p": 0.042373526841402054, + "m": 0.8086451888084412 + }, + { + "p": 0.11430303752422333, + "m": 0.7968858480453491 + }, + { + "p": 0.045368701219558716, + "m": 0.9966909289360046 + }, + { + "p": 0.06674272567033768, + "m": 1.0 + }, + { + "p": 0.0501105897128582, + "m": 1.0 + }, + { + "p": 0.03776050731539726, + "m": 0.9497536420822144 + }, + { + "p": 0.06886396557092667, + "m": 1.0 + }, + { + "p": 0.0683591216802597, + "m": 0.7958417534828186 + }, + { + "p": 0.06344126164913177, + "m": 0.7995281219482422 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.862529456615448, + "val_loss": 0.8576746582984924, + "acc": 71.44, + "time": 143.9681573199996, + "param": [ + { + "p": 0.07588303834199905, + "m": 1.0 + }, + { + "p": 0.05046016722917557, + "m": 1.0 + }, + { + "p": 0.0724606141448021, + "m": 1.0 + }, + { + "p": 0.06658919155597687, + "m": 0.8200899362564087 + }, + { + "p": 0.05232542008161545, + "m": 0.486465722322464 + }, + { + "p": 0.06099988520145416, + "m": 0.9589892625808716 + }, + { + "p": 0.06678713858127594, + "m": 0.9085228443145752 + }, + { + "p": 0.04580249264836311, + "m": 0.7472305297851562 + }, + { + "p": 0.049481101334095, + "m": 0.9688341617584229 + }, + { + "p": 0.06484474241733551, + "m": 0.9811026453971863 + }, + { + "p": 0.06228731945157051, + "m": 0.916393518447876 + }, + { + "p": 0.06651817262172699, + "m": 1.0 + }, + { + "p": 0.06769251078367233, + "m": 1.0 + }, + { + "p": 0.03163978457450867, + "m": 1.0 + }, + { + "p": 0.028696270659565926, + "m": 0.99573814868927 + }, + { + "p": 0.03418721631169319, + "m": 1.0 + }, + { + "p": 0.06112983822822571, + "m": 0.7668216228485107 + }, + { + "p": 0.042215149849653244, + "m": 0.8313289880752563 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.045587182044983, + "val_loss": 0.8778510093688965, + "acc": 71.0, + "time": 144.013787287, + "param": [ + { + "p": 0.06542081385850906, + "m": 1.0 + }, + { + "p": 0.03018820658326149, + "m": 1.0 + }, + { + "p": 0.08633523434400558, + "m": 1.0 + }, + { + "p": 0.035902272909879684, + "m": 0.7829882502555847 + }, + { + "p": 0.03886701539158821, + "m": 0.7084895372390747 + }, + { + "p": 0.047590892761945724, + "m": 0.9877133965492249 + }, + { + "p": 0.04844869300723076, + "m": 0.797875165939331 + }, + { + "p": 0.05908137559890747, + "m": 0.7370381355285645 + }, + { + "p": 0.04804874584078789, + "m": 0.9687616229057312 + }, + { + "p": 0.05582476779818535, + "m": 1.0 + }, + { + "p": 0.04654277488589287, + "m": 0.9970985054969788 + }, + { + "p": 0.07177359610795975, + "m": 1.0 + }, + { + "p": 0.056399472057819366, + "m": 1.0 + }, + { + "p": 0.07761146873235703, + "m": 1.0 + }, + { + "p": 0.05026434734463692, + "m": 0.9758732318878174 + }, + { + "p": 0.06602604687213898, + "m": 1.0 + }, + { + "p": 0.050400860607624054, + "m": 0.7430104613304138 + }, + { + "p": 0.06527338922023773, + "m": 0.8052882552146912 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.7749386429786682, + "val_loss": 1.0811924934387207, + "acc": 71.35, + "time": 154.9963713549987, + "param": [ + { + "p": 0.08635811507701874, + "m": 1.0 + }, + { + "p": 0.014672407880425453, + "m": 1.0 + }, + { + "p": 0.04527490213513374, + "m": 1.0 + }, + { + "p": 0.07275491952896118, + "m": 0.782467246055603 + }, + { + "p": 0.07377944886684418, + "m": 0.7169533967971802 + }, + { + "p": 0.049038320779800415, + "m": 1.0 + }, + { + "p": 0.06694014370441437, + "m": 0.7912693023681641 + }, + { + "p": 0.057817794382572174, + "m": 0.8209621906280518 + }, + { + "p": 0.05183400213718414, + "m": 1.0 + }, + { + "p": 0.04667874798178673, + "m": 0.999472975730896 + }, + { + "p": 0.04061203822493553, + "m": 0.9826608300209045 + }, + { + "p": 0.037550099194049835, + "m": 1.0 + }, + { + "p": 0.05183699354529381, + "m": 1.0 + }, + { + "p": 0.05251280590891838, + "m": 1.0 + }, + { + "p": 0.06207634508609772, + "m": 0.813846230506897 + }, + { + "p": 0.07561266422271729, + "m": 1.0 + }, + { + "p": 0.056555092334747314, + "m": 0.8370914459228516 + }, + { + "p": 0.05809510871767998, + "m": 0.6800986528396606 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.7364695072174072, + "val_loss": 0.83334881067276, + "acc": 71.49, + "time": 149.8451732379981, + "param": [ + { + "p": 0.0712834894657135, + "m": 1.0 + }, + { + "p": 0.04015147313475609, + "m": 1.0 + }, + { + "p": 0.06181882694363594, + "m": 1.0 + }, + { + "p": 0.029412563890218735, + "m": 0.937228798866272 + }, + { + "p": 0.040758874267339706, + "m": 0.7375872135162354 + }, + { + "p": 0.05241122841835022, + "m": 0.9710148572921753 + }, + { + "p": 0.06674111634492874, + "m": 0.6908784508705139 + }, + { + "p": 0.031255997717380524, + "m": 0.862837016582489 + }, + { + "p": 0.07229705154895782, + "m": 1.0 + }, + { + "p": 0.07528570294380188, + "m": 0.9875676035881042 + }, + { + "p": 0.05379918962717056, + "m": 0.9585215449333191 + }, + { + "p": 0.05827803537249565, + "m": 1.0 + }, + { + "p": 0.0770161971449852, + "m": 1.0 + }, + { + "p": 0.05854638293385506, + "m": 1.0 + }, + { + "p": 0.06594201922416687, + "m": 1.0 + }, + { + "p": 0.06142619252204895, + "m": 0.9997100234031677 + }, + { + "p": 0.03594459965825081, + "m": 0.8491063714027405 + }, + { + "p": 0.04763117432594299, + "m": 0.6330781579017639 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0194159746170044, + "val_loss": 0.8146355748176575, + "acc": 70.6, + "time": 161.8061458910015, + "param": [ + { + "p": 0.065615214407444, + "m": 1.0 + }, + { + "p": 0.0474119670689106, + "m": 1.0 + }, + { + "p": 0.0646604374051094, + "m": 1.0 + }, + { + "p": 0.06382430344820023, + "m": 0.9495466947555542 + }, + { + "p": 0.02320975437760353, + "m": 0.6259846091270447 + }, + { + "p": 0.0447196364402771, + "m": 0.987905740737915 + }, + { + "p": 0.05262785032391548, + "m": 0.8073789477348328 + }, + { + "p": 0.06313905864953995, + "m": 0.9495436549186707 + }, + { + "p": 0.09373003244400024, + "m": 0.9934779405593872 + }, + { + "p": 0.07386504858732224, + "m": 0.9984049201011658 + }, + { + "p": 0.07024931907653809, + "m": 0.9844334125518799 + }, + { + "p": 0.02019234374165535, + "m": 1.0 + }, + { + "p": 0.050535108894109726, + "m": 1.0 + }, + { + "p": 0.04912373051047325, + "m": 1.0 + }, + { + "p": 0.048471998423337936, + "m": 0.9711840152740479 + }, + { + "p": 0.056894637644290924, + "m": 0.9641547799110413 + }, + { + "p": 0.05492251366376877, + "m": 0.7216590642929077 + }, + { + "p": 0.056807100772857666, + "m": 0.638384222984314 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8190183639526367, + "val_loss": 0.8335358500480652, + "acc": 71.17, + "time": 161.29346278400044, + "param": [ + { + "p": 0.07195165008306503, + "m": 1.0 + }, + { + "p": 0.03141769394278526, + "m": 1.0 + }, + { + "p": 0.0700966864824295, + "m": 1.0 + }, + { + "p": 0.0812610611319542, + "m": 0.9407544732093811 + }, + { + "p": 0.06473203003406525, + "m": 0.5770576596260071 + }, + { + "p": 0.04441986605525017, + "m": 0.9875055551528931 + }, + { + "p": 0.054979484528303146, + "m": 0.910895586013794 + }, + { + "p": 0.039556846022605896, + "m": 0.9216359853744507 + }, + { + "p": 0.05139901861548424, + "m": 0.9969248175621033 + }, + { + "p": 0.059467341750860214, + "m": 0.9788830280303955 + }, + { + "p": 0.07221455872058868, + "m": 0.9964591860771179 + }, + { + "p": 0.043011199682950974, + "m": 1.0 + }, + { + "p": 0.05255378782749176, + "m": 1.0 + }, + { + "p": 0.04165596142411232, + "m": 1.0 + }, + { + "p": 0.052851635962724686, + "m": 0.9101719856262207 + }, + { + "p": 0.06259692460298538, + "m": 0.9976391196250916 + }, + { + "p": 0.033721182495355606, + "m": 0.7129464149475098 + }, + { + "p": 0.07211305946111679, + "m": 0.6891112327575684 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8913372755050659, + "val_loss": 0.6687363386154175, + "acc": 71.12, + "time": 161.12887089099968, + "param": [ + { + "p": 0.051553189754486084, + "m": 1.0 + }, + { + "p": 0.038548026233911514, + "m": 1.0 + }, + { + "p": 0.05681028962135315, + "m": 1.0 + }, + { + "p": 0.06409905850887299, + "m": 0.8838351368904114 + }, + { + "p": 0.07361970841884613, + "m": 0.5083943009376526 + }, + { + "p": 0.022988062351942062, + "m": 0.9007889628410339 + }, + { + "p": 0.06484813243150711, + "m": 1.0 + }, + { + "p": 0.06994996219873428, + "m": 0.8989135026931763 + }, + { + "p": 0.03434993699193001, + "m": 0.8969487547874451 + }, + { + "p": 0.06348597258329391, + "m": 0.9788408875465393 + }, + { + "p": 0.0476539172232151, + "m": 0.927241861820221 + }, + { + "p": 0.07265738397836685, + "m": 1.0 + }, + { + "p": 0.04460880905389786, + "m": 1.0 + }, + { + "p": 0.03486020117998123, + "m": 1.0 + }, + { + "p": 0.06092562898993492, + "m": 0.9991520643234253 + }, + { + "p": 0.04998737946152687, + "m": 1.0 + }, + { + "p": 0.07414490729570389, + "m": 0.9086356163024902 + }, + { + "p": 0.07490940392017365, + "m": 0.8022747039794922 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.6728065609931946, + "val_loss": 0.7987832427024841, + "acc": 71.44, + "time": 142.0554645509983, + "param": [ + { + "p": 0.04412410035729408, + "m": 1.0 + }, + { + "p": 0.04678814485669136, + "m": 1.0 + }, + { + "p": 0.050549112260341644, + "m": 1.0 + }, + { + "p": 0.06457456946372986, + "m": 1.0 + }, + { + "p": 0.058196619153022766, + "m": 0.5071651935577393 + }, + { + "p": 0.02195148542523384, + "m": 0.951637327671051 + }, + { + "p": 0.06926658004522324, + "m": 0.8782680630683899 + }, + { + "p": 0.0653432235121727, + "m": 0.8640279769897461 + }, + { + "p": 0.04327193647623062, + "m": 1.0 + }, + { + "p": 0.06328974664211273, + "m": 0.8949082493782043 + }, + { + "p": 0.04827238246798515, + "m": 0.9768328666687012 + }, + { + "p": 0.052691493183374405, + "m": 1.0 + }, + { + "p": 0.07945220917463303, + "m": 1.0 + }, + { + "p": 0.06144064664840698, + "m": 1.0 + }, + { + "p": 0.05771222338080406, + "m": 0.9756004214286804 + }, + { + "p": 0.07504104822874069, + "m": 1.0 + }, + { + "p": 0.04590529203414917, + "m": 0.8467614650726318 + }, + { + "p": 0.05212927609682083, + "m": 0.8540123701095581 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9502614140510559, + "val_loss": 0.8369566798210144, + "acc": 70.31, + "time": 150.75459849599793, + "param": [ + { + "p": 0.05533970519900322, + "m": 1.0 + }, + { + "p": 0.03035413846373558, + "m": 1.0 + }, + { + "p": 0.04792724549770355, + "m": 1.0 + }, + { + "p": 0.048975758254528046, + "m": 0.9450063705444336 + }, + { + "p": 0.04735875502228737, + "m": 0.46121588349342346 + }, + { + "p": 0.05968419462442398, + "m": 0.8856970071792603 + }, + { + "p": 0.06828706711530685, + "m": 0.89198899269104 + }, + { + "p": 0.055861011147499084, + "m": 0.8873238563537598 + }, + { + "p": 0.06046254187822342, + "m": 1.0 + }, + { + "p": 0.057812415063381195, + "m": 0.983873724937439 + }, + { + "p": 0.07936659455299377, + "m": 1.0 + }, + { + "p": 0.062234628945589066, + "m": 1.0 + }, + { + "p": 0.05775109678506851, + "m": 1.0 + }, + { + "p": 0.047867774963378906, + "m": 1.0 + }, + { + "p": 0.07264847308397293, + "m": 1.0 + }, + { + "p": 0.06885692477226257, + "m": 1.0 + }, + { + "p": 0.046090830117464066, + "m": 0.7852362394332886 + }, + { + "p": 0.033120736479759216, + "m": 0.7883418202400208 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7208126783370972, + "val_loss": 0.9212924242019653, + "acc": 71.57, + "time": 138.00724800899843, + "param": [ + { + "p": 0.06702766567468643, + "m": 1.0 + }, + { + "p": 0.03671486675739288, + "m": 1.0 + }, + { + "p": 0.05474063754081726, + "m": 1.0 + }, + { + "p": 0.05221853032708168, + "m": 0.9841670393943787 + }, + { + "p": 0.03964558616280556, + "m": 0.4853842556476593 + }, + { + "p": 0.04924893006682396, + "m": 0.867777407169342 + }, + { + "p": 0.06637553870677948, + "m": 0.8612633943557739 + }, + { + "p": 0.06448723375797272, + "m": 0.9541522264480591 + }, + { + "p": 0.06447961181402206, + "m": 0.9998181462287903 + }, + { + "p": 0.049674101173877716, + "m": 0.9913350343704224 + }, + { + "p": 0.0670766830444336, + "m": 1.0 + }, + { + "p": 0.07049257308244705, + "m": 1.0 + }, + { + "p": 0.043811749666929245, + "m": 1.0 + }, + { + "p": 0.06780925393104553, + "m": 1.0 + }, + { + "p": 0.050575293600559235, + "m": 0.9992281198501587 + }, + { + "p": 0.04848119989037514, + "m": 1.0 + }, + { + "p": 0.05531683936715126, + "m": 0.8421252965927124 + }, + { + "p": 0.05182366073131561, + "m": 0.8134259581565857 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7489218711853027, + "val_loss": 0.8244782090187073, + "acc": 70.61, + "time": 152.30436232599823, + "param": [ + { + "p": 0.06009742617607117, + "m": 1.0 + }, + { + "p": 0.03576428443193436, + "m": 1.0 + }, + { + "p": 0.07696127891540527, + "m": 1.0 + }, + { + "p": 0.036321382969617844, + "m": 0.9107463359832764 + }, + { + "p": 0.023318512365221977, + "m": 0.6707298755645752 + }, + { + "p": 0.06900312751531601, + "m": 0.8711473941802979 + }, + { + "p": 0.06512028723955154, + "m": 0.7248001098632812 + }, + { + "p": 0.06004112586379051, + "m": 0.9034950733184814 + }, + { + "p": 0.05816778540611267, + "m": 0.9989078640937805 + }, + { + "p": 0.0879921168088913, + "m": 0.920570969581604 + }, + { + "p": 0.07346337288618088, + "m": 0.9931103587150574 + }, + { + "p": 0.05948050320148468, + "m": 1.0 + }, + { + "p": 0.06367608159780502, + "m": 1.0 + }, + { + "p": 0.03062688373029232, + "m": 1.0 + }, + { + "p": 0.056661710143089294, + "m": 0.9637709856033325 + }, + { + "p": 0.04457634687423706, + "m": 1.0 + }, + { + "p": 0.04956260323524475, + "m": 0.8514252305030823 + }, + { + "p": 0.04916523024439812, + "m": 0.8501787781715393 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9475739002227783, + "val_loss": 0.9721797704696655, + "acc": 70.76, + "time": 144.84326375899764, + "param": [ + { + "p": 0.07657068222761154, + "m": 1.0 + }, + { + "p": 0.06817709654569626, + "m": 1.0 + }, + { + "p": 0.039637476205825806, + "m": 1.0 + }, + { + "p": 0.02860165573656559, + "m": 0.7575181126594543 + }, + { + "p": 0.034523289650678635, + "m": 0.655889093875885 + }, + { + "p": 0.07824419438838959, + "m": 0.9832504391670227 + }, + { + "p": 0.07587984204292297, + "m": 0.7656782269477844 + }, + { + "p": 0.07342956960201263, + "m": 0.9006724953651428 + }, + { + "p": 0.04481440410017967, + "m": 0.999457597732544 + }, + { + "p": 0.04068100079894066, + "m": 0.8856072425842285 + }, + { + "p": 0.06659436970949173, + "m": 1.0 + }, + { + "p": 0.056512054055929184, + "m": 1.0 + }, + { + "p": 0.0663144513964653, + "m": 1.0 + }, + { + "p": 0.03836219757795334, + "m": 1.0 + }, + { + "p": 0.07429805397987366, + "m": 1.0 + }, + { + "p": 0.055766090750694275, + "m": 1.0 + }, + { + "p": 0.03666215017437935, + "m": 0.7572152018547058 + }, + { + "p": 0.044931501150131226, + "m": 0.7728652358055115 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7940609455108643, + "val_loss": 0.8005906343460083, + "acc": 71.41, + "time": 140.26340136200088, + "param": [ + { + "p": 0.04825242608785629, + "m": 1.0 + }, + { + "p": 0.04400281608104706, + "m": 1.0 + }, + { + "p": 0.05584771931171417, + "m": 1.0 + }, + { + "p": 0.05335947871208191, + "m": 0.920831561088562 + }, + { + "p": 0.04888768866658211, + "m": 0.5671040415763855 + }, + { + "p": 0.06770803034305573, + "m": 0.8997742533683777 + }, + { + "p": 0.04847561568021774, + "m": 0.8102713227272034 + }, + { + "p": 0.05079672485589981, + "m": 0.8333802223205566 + }, + { + "p": 0.05983978882431984, + "m": 1.0 + }, + { + "p": 0.05290038138628006, + "m": 1.0 + }, + { + "p": 0.05812644213438034, + "m": 0.9951557517051697 + }, + { + "p": 0.01893230527639389, + "m": 1.0 + }, + { + "p": 0.0917748212814331, + "m": 1.0 + }, + { + "p": 0.062229808419942856, + "m": 1.0 + }, + { + "p": 0.056837938725948334, + "m": 0.9242962598800659 + }, + { + "p": 0.05440910905599594, + "m": 0.9796158671379089 + }, + { + "p": 0.06239631026983261, + "m": 0.645241916179657 + }, + { + "p": 0.06522266566753387, + "m": 0.6952456831932068 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.7121159434318542, + "val_loss": 0.8967626094818115, + "acc": 70.93, + "time": 157.97290772999986, + "param": [ + { + "p": 0.06338392943143845, + "m": 1.0 + }, + { + "p": 0.05101556330919266, + "m": 1.0 + }, + { + "p": 0.07040626555681229, + "m": 1.0 + }, + { + "p": 0.05267265811562538, + "m": 0.8835691213607788 + }, + { + "p": 0.044563256204128265, + "m": 0.46053826808929443 + }, + { + "p": 0.05339321121573448, + "m": 0.8710286617279053 + }, + { + "p": 0.07177382707595825, + "m": 0.8018215298652649 + }, + { + "p": 0.04985208436846733, + "m": 0.9071956276893616 + }, + { + "p": 0.06679494678974152, + "m": 1.0 + }, + { + "p": 0.04250839725136757, + "m": 0.8849488496780396 + }, + { + "p": 0.06021218001842499, + "m": 0.985588788986206 + }, + { + "p": 0.04372773319482803, + "m": 1.0 + }, + { + "p": 0.05536117032170296, + "m": 1.0 + }, + { + "p": 0.06538727879524231, + "m": 1.0 + }, + { + "p": 0.052228108048439026, + "m": 0.9371216297149658 + }, + { + "p": 0.07145948708057404, + "m": 1.0 + }, + { + "p": 0.03802606090903282, + "m": 0.5691894292831421 + }, + { + "p": 0.047233860939741135, + "m": 0.6904850602149963 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.7223966121673584, + "val_loss": 0.7759444117546082, + "acc": 71.02, + "time": 160.87699352100026, + "param": [ + { + "p": 0.057944368571043015, + "m": 1.0 + }, + { + "p": 0.04303023964166641, + "m": 1.0 + }, + { + "p": 0.07662864029407501, + "m": 1.0 + }, + { + "p": 0.051562514156103134, + "m": 1.0 + }, + { + "p": 0.030186213552951813, + "m": 0.4566715359687805 + }, + { + "p": 0.06488887220621109, + "m": 0.8024662733078003 + }, + { + "p": 0.03351869434118271, + "m": 0.80016028881073 + }, + { + "p": 0.0585910938680172, + "m": 0.999947726726532 + }, + { + "p": 0.06384430080652237, + "m": 1.0 + }, + { + "p": 0.05026368796825409, + "m": 0.8159463405609131 + }, + { + "p": 0.06383666396141052, + "m": 0.9484984874725342 + }, + { + "p": 0.04481127858161926, + "m": 1.0 + }, + { + "p": 0.06097418814897537, + "m": 1.0 + }, + { + "p": 0.04526304081082344, + "m": 1.0 + }, + { + "p": 0.05611998587846756, + "m": 0.9705339074134827 + }, + { + "p": 0.05801752582192421, + "m": 1.0 + }, + { + "p": 0.08034421503543854, + "m": 0.6979551911354065 + }, + { + "p": 0.06017446890473366, + "m": 0.7920233607292175 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.6705500483512878, + "val_loss": 0.9245090484619141, + "acc": 71.27, + "time": 153.60956608799825, + "param": [ + { + "p": 0.047272633761167526, + "m": 1.0 + }, + { + "p": 0.07040384411811829, + "m": 1.0 + }, + { + "p": 0.028615305200219154, + "m": 1.0 + }, + { + "p": 0.07896766066551208, + "m": 0.8944602012634277 + }, + { + "p": 0.06832291930913925, + "m": 0.4816223084926605 + }, + { + "p": 0.055402807891368866, + "m": 0.897325336933136 + }, + { + "p": 0.018568918108940125, + "m": 0.9481284022331238 + }, + { + "p": 0.04234996810555458, + "m": 0.9986998438835144 + }, + { + "p": 0.066567063331604, + "m": 0.9086393713951111 + }, + { + "p": 0.08244069665670395, + "m": 0.7898702025413513 + }, + { + "p": 0.084001824259758, + "m": 0.9649103879928589 + }, + { + "p": 0.07062572985887527, + "m": 1.0 + }, + { + "p": 0.06604723632335663, + "m": 1.0 + }, + { + "p": 0.06324588507413864, + "m": 1.0 + }, + { + "p": 0.04457221180200577, + "m": 0.9257354736328125 + }, + { + "p": 0.05934630334377289, + "m": 1.0 + }, + { + "p": 0.009178679436445236, + "m": 0.8100237250328064 + }, + { + "p": 0.044070299714803696, + "m": 0.7750341892242432 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.8212308883666992, + "val_loss": 0.8741048574447632, + "acc": 71.6, + "time": 140.4909390540015, + "param": [ + { + "p": 0.0548800528049469, + "m": 1.0 + }, + { + "p": 0.04484448954463005, + "m": 1.0 + }, + { + "p": 0.070052869617939, + "m": 1.0 + }, + { + "p": 0.07671578228473663, + "m": 0.9600858688354492 + }, + { + "p": 0.042678121477365494, + "m": 0.6248719692230225 + }, + { + "p": 0.05746672675013542, + "m": 0.9503251314163208 + }, + { + "p": 0.05686670169234276, + "m": 1.0 + }, + { + "p": 0.04824467748403549, + "m": 0.9348549246788025 + }, + { + "p": 0.07939716428518295, + "m": 0.9399551749229431 + }, + { + "p": 0.06401807069778442, + "m": 0.8007227778434753 + }, + { + "p": 0.07215271890163422, + "m": 0.939723014831543 + }, + { + "p": 0.05361964926123619, + "m": 1.0 + }, + { + "p": 0.05835682898759842, + "m": 1.0 + }, + { + "p": 0.04662729799747467, + "m": 1.0 + }, + { + "p": 0.056509118527173996, + "m": 0.8520378470420837 + }, + { + "p": 0.039406828582286835, + "m": 0.998832106590271 + }, + { + "p": 0.04581458866596222, + "m": 0.8827778697013855 + }, + { + "p": 0.0323483869433403, + "m": 0.7596666216850281 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.6869955062866211, + "val_loss": 0.853904128074646, + "acc": 71.25, + "time": 148.51123252800244, + "param": [ + { + "p": 0.0821792334318161, + "m": 1.0 + }, + { + "p": 0.03351147472858429, + "m": 1.0 + }, + { + "p": 0.038858573883771896, + "m": 1.0 + }, + { + "p": 0.08356171101331711, + "m": 0.9643791913986206 + }, + { + "p": 0.03812841698527336, + "m": 0.6305262446403503 + }, + { + "p": 0.04331131651997566, + "m": 0.929209291934967 + }, + { + "p": 0.04363499954342842, + "m": 0.9946619868278503 + }, + { + "p": 0.0560375452041626, + "m": 0.9386895298957825 + }, + { + "p": 0.051159314811229706, + "m": 0.9976691603660583 + }, + { + "p": 0.05478588119149208, + "m": 0.8909271955490112 + }, + { + "p": 0.05110614001750946, + "m": 0.7911115288734436 + }, + { + "p": 0.050470270216464996, + "m": 1.0 + }, + { + "p": 0.05021478235721588, + "m": 1.0 + }, + { + "p": 0.040090832859277725, + "m": 1.0 + }, + { + "p": 0.07874096184968948, + "m": 0.9654377102851868 + }, + { + "p": 0.08340898156166077, + "m": 1.0 + }, + { + "p": 0.05041738972067833, + "m": 0.8811526894569397 + }, + { + "p": 0.07038209587335587, + "m": 0.6957483887672424 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6565321087837219, + "val_loss": 0.8117486238479614, + "acc": 72.02, + "time": 159.65611437299958, + "param": [ + { + "p": 0.047666244208812714, + "m": 1.0 + }, + { + "p": 0.03581716865301132, + "m": 1.0 + }, + { + "p": 0.07263318449258804, + "m": 1.0 + }, + { + "p": 0.03649505600333214, + "m": 0.8514924049377441 + }, + { + "p": 0.05545845255255699, + "m": 0.5057371854782104 + }, + { + "p": 0.028275709599256516, + "m": 0.8083486557006836 + }, + { + "p": 0.06767842918634415, + "m": 0.9676189422607422 + }, + { + "p": 0.06280825287103653, + "m": 0.9835246205329895 + }, + { + "p": 0.03944221884012222, + "m": 0.9959149956703186 + }, + { + "p": 0.054677434265613556, + "m": 0.8529653549194336 + }, + { + "p": 0.06844685971736908, + "m": 0.8719149231910706 + }, + { + "p": 0.07277204096317291, + "m": 1.0 + }, + { + "p": 0.07919666171073914, + "m": 1.0 + }, + { + "p": 0.04340432584285736, + "m": 1.0 + }, + { + "p": 0.06734103709459305, + "m": 0.9852973818778992 + }, + { + "p": 0.048019662499427795, + "m": 1.0 + }, + { + "p": 0.06292962282896042, + "m": 0.8285898566246033 + }, + { + "p": 0.056937675923109055, + "m": 0.921963095664978 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.5840680003166199, + "val_loss": 0.9297235012054443, + "acc": 71.67, + "time": 156.78498420899996, + "param": [ + { + "p": 0.05587133765220642, + "m": 1.0 + }, + { + "p": 0.04096343368291855, + "m": 1.0 + }, + { + "p": 0.05539129674434662, + "m": 1.0 + }, + { + "p": 0.025407183915376663, + "m": 0.7283822298049927 + }, + { + "p": 0.06149226799607277, + "m": 0.3896561861038208 + }, + { + "p": 0.061517778784036636, + "m": 0.8173236846923828 + }, + { + "p": 0.052840594202280045, + "m": 0.9305267333984375 + }, + { + "p": 0.0753406435251236, + "m": 1.0 + }, + { + "p": 0.048780545592308044, + "m": 1.0 + }, + { + "p": 0.07179489731788635, + "m": 0.9177752733230591 + }, + { + "p": 0.05286360904574394, + "m": 0.8909885287284851 + }, + { + "p": 0.032321490347385406, + "m": 0.9983025193214417 + }, + { + "p": 0.08021286875009537, + "m": 1.0 + }, + { + "p": 0.039272718131542206, + "m": 1.0 + }, + { + "p": 0.06942759454250336, + "m": 0.9419171214103699 + }, + { + "p": 0.07102750986814499, + "m": 0.9857074022293091 + }, + { + "p": 0.05484146997332573, + "m": 0.796428918838501 + }, + { + "p": 0.05063287168741226, + "m": 0.895822286605835 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.6880995035171509, + "val_loss": 0.7639340758323669, + "acc": 72.23, + "time": 157.46857372100203, + "param": [ + { + "p": 0.07847656309604645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06607524305582047, + "m": 1.0 + }, + { + "p": 0.05258722975850105, + "m": 0.8063242435455322 + }, + { + "p": 0.03702261298894882, + "m": 0.3116082549095154 + }, + { + "p": 0.058642853051424026, + "m": 0.7583999037742615 + }, + { + "p": 0.06037171557545662, + "m": 0.9335746169090271 + }, + { + "p": 0.04974464699625969, + "m": 0.9657989740371704 + }, + { + "p": 0.08854860067367554, + "m": 1.0 + }, + { + "p": 0.045164138078689575, + "m": 0.9769550561904907 + }, + { + "p": 0.07666689902544022, + "m": 1.0 + }, + { + "p": 0.06353791058063507, + "m": 0.9920274019241333 + }, + { + "p": 0.05871128290891647, + "m": 1.0 + }, + { + "p": 0.05846300721168518, + "m": 1.0 + }, + { + "p": 0.03455302491784096, + "m": 0.934836745262146 + }, + { + "p": 0.05090727284550667, + "m": 1.0 + }, + { + "p": 0.04522014781832695, + "m": 0.8825468420982361 + }, + { + "p": 0.07530687749385834, + "m": 0.8732680082321167 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8608540296554565, + "val_loss": 0.7313351035118103, + "acc": 71.94, + "time": 160.14187713399951, + "param": [ + { + "p": 0.053818196058273315, + "m": 1.0 + }, + { + "p": 0.03714355081319809, + "m": 1.0 + }, + { + "p": 0.08723542094230652, + "m": 1.0 + }, + { + "p": 0.05609194561839104, + "m": 0.7709373235702515 + }, + { + "p": 0.05803294479846954, + "m": 0.23661962151527405 + }, + { + "p": 0.04913461208343506, + "m": 0.7475904822349548 + }, + { + "p": 0.06275542080402374, + "m": 0.9371744394302368 + }, + { + "p": 0.04887674003839493, + "m": 0.8951345086097717 + }, + { + "p": 0.04405168816447258, + "m": 0.9676638841629028 + }, + { + "p": 0.05975580960512161, + "m": 0.9797712564468384 + }, + { + "p": 0.06817501038312912, + "m": 0.9411319494247437 + }, + { + "p": 0.04477010667324066, + "m": 0.999959409236908 + }, + { + "p": 0.05649764463305473, + "m": 1.0 + }, + { + "p": 0.04429889842867851, + "m": 1.0 + }, + { + "p": 0.06188255548477173, + "m": 1.0 + }, + { + "p": 0.06084638088941574, + "m": 1.0 + }, + { + "p": 0.058621034026145935, + "m": 0.9037434458732605 + }, + { + "p": 0.04801204055547714, + "m": 0.8106808662414551 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.6724668741226196, + "val_loss": 0.8395564556121826, + "acc": 71.6, + "time": 140.93822930199894, + "param": [ + { + "p": 0.07659604400396347, + "m": 1.0 + }, + { + "p": 0.033442772924900055, + "m": 1.0 + }, + { + "p": 0.07188974320888519, + "m": 1.0 + }, + { + "p": 0.06142544746398926, + "m": 0.8694270253181458 + }, + { + "p": 0.06023012474179268, + "m": 0.31554168462753296 + }, + { + "p": 0.0676284208893776, + "m": 0.6481608152389526 + }, + { + "p": 0.03523731604218483, + "m": 0.8661288619041443 + }, + { + "p": 0.03646507114171982, + "m": 0.9539329409599304 + }, + { + "p": 0.04749869182705879, + "m": 0.9891757965087891 + }, + { + "p": 0.06934507191181183, + "m": 1.0 + }, + { + "p": 0.04084903001785278, + "m": 0.9551990032196045 + }, + { + "p": 0.060182735323905945, + "m": 1.0 + }, + { + "p": 0.03855697810649872, + "m": 1.0 + }, + { + "p": 0.06262240558862686, + "m": 1.0 + }, + { + "p": 0.07107806205749512, + "m": 0.9682677984237671 + }, + { + "p": 0.06552862375974655, + "m": 1.0 + }, + { + "p": 0.06235082820057869, + "m": 0.8787637948989868 + }, + { + "p": 0.0390726700425148, + "m": 0.8149058222770691 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7405215501785278, + "val_loss": 0.9298864603042603, + "acc": 72.03, + "time": 148.9391412570003, + "param": [ + { + "p": 0.07668403536081314, + "m": 1.0 + }, + { + "p": 0.053436022251844406, + "m": 1.0 + }, + { + "p": 0.06003963202238083, + "m": 1.0 + }, + { + "p": 0.047812432050704956, + "m": 0.8335942625999451 + }, + { + "p": 0.057541050016880035, + "m": 0.36418163776397705 + }, + { + "p": 0.05828293412923813, + "m": 0.7859372496604919 + }, + { + "p": 0.06515977531671524, + "m": 0.8812726140022278 + }, + { + "p": 0.06820656359195709, + "m": 0.85914146900177 + }, + { + "p": 0.05092315748333931, + "m": 0.9979094862937927 + }, + { + "p": 0.0499965101480484, + "m": 0.8730179071426392 + }, + { + "p": 0.0492049977183342, + "m": 1.0 + }, + { + "p": 0.049050223082304, + "m": 1.0 + }, + { + "p": 0.03370219096541405, + "m": 1.0 + }, + { + "p": 0.05295446887612343, + "m": 1.0 + }, + { + "p": 0.04137153550982475, + "m": 0.9814870953559875 + }, + { + "p": 0.06158886477351189, + "m": 1.0 + }, + { + "p": 0.06790230423212051, + "m": 0.9396790862083435 + }, + { + "p": 0.05614333599805832, + "m": 0.8752970695495605 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.6278438568115234, + "val_loss": 0.9004899859428406, + "acc": 71.77, + "time": 165.52754802100026, + "param": [ + { + "p": 0.07338272035121918, + "m": 1.0 + }, + { + "p": 0.041107408702373505, + "m": 1.0 + }, + { + "p": 0.076768659055233, + "m": 1.0 + }, + { + "p": 0.06979541480541229, + "m": 0.7822815775871277 + }, + { + "p": 0.04091223329305649, + "m": 0.25826916098594666 + }, + { + "p": 0.041236765682697296, + "m": 0.7307343482971191 + }, + { + "p": 0.055682625621557236, + "m": 0.8667009472846985 + }, + { + "p": 0.0571574904024601, + "m": 0.7338572144508362 + }, + { + "p": 0.07423552870750427, + "m": 0.9514148831367493 + }, + { + "p": 0.038084305822849274, + "m": 0.9194966554641724 + }, + { + "p": 0.05958119407296181, + "m": 0.9992940425872803 + }, + { + "p": 0.04481332749128342, + "m": 1.0 + }, + { + "p": 0.0613643117249012, + "m": 1.0 + }, + { + "p": 0.046107061207294464, + "m": 1.0 + }, + { + "p": 0.04470464587211609, + "m": 0.9294721484184265 + }, + { + "p": 0.08806754648685455, + "m": 1.0 + }, + { + "p": 0.03823480010032654, + "m": 0.8735761642456055 + }, + { + "p": 0.048763927072286606, + "m": 0.8200827240943909 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.5790828466415405, + "val_loss": 0.9217483401298523, + "acc": 72.49, + "time": 151.4632422759969, + "param": [ + { + "p": 0.03231550753116608, + "m": 1.0 + }, + { + "p": 0.03752018138766289, + "m": 1.0 + }, + { + "p": 0.052339453250169754, + "m": 1.0 + }, + { + "p": 0.05888831615447998, + "m": 0.7356892228126526 + }, + { + "p": 0.042024604976177216, + "m": 0.32074087858200073 + }, + { + "p": 0.05357484892010689, + "m": 0.6709449291229248 + }, + { + "p": 0.05711895599961281, + "m": 0.9130985736846924 + }, + { + "p": 0.06360220909118652, + "m": 0.6898924708366394 + }, + { + "p": 0.076143279671669, + "m": 0.9204947352409363 + }, + { + "p": 0.0436357818543911, + "m": 1.0 + }, + { + "p": 0.060288410633802414, + "m": 0.9998481869697571 + }, + { + "p": 0.06865844875574112, + "m": 0.9191257953643799 + }, + { + "p": 0.05684389919042587, + "m": 1.0 + }, + { + "p": 0.05968647077679634, + "m": 1.0 + }, + { + "p": 0.053733646869659424, + "m": 0.9050272107124329 + }, + { + "p": 0.06339523941278458, + "m": 0.9983457326889038 + }, + { + "p": 0.051346465945243835, + "m": 0.7966066598892212 + }, + { + "p": 0.06888432055711746, + "m": 0.8442815542221069 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.5930615663528442, + "val_loss": 0.9065600037574768, + "acc": 72.07, + "time": 142.53045148100136, + "param": [ + { + "p": 0.05597415566444397, + "m": 1.0 + }, + { + "p": 0.04407201334834099, + "m": 1.0 + }, + { + "p": 0.07488220930099487, + "m": 1.0 + }, + { + "p": 0.038861703127622604, + "m": 0.7073500752449036 + }, + { + "p": 0.055784378200769424, + "m": 0.3097168207168579 + }, + { + "p": 0.049427855759859085, + "m": 0.7722651362419128 + }, + { + "p": 0.04361595958471298, + "m": 0.9259933233261108 + }, + { + "p": 0.06465635448694229, + "m": 0.7061274647712708 + }, + { + "p": 0.05782404541969299, + "m": 0.7616243958473206 + }, + { + "p": 0.04215511679649353, + "m": 1.0 + }, + { + "p": 0.053001366555690765, + "m": 0.9605625867843628 + }, + { + "p": 0.06929119676351547, + "m": 1.0 + }, + { + "p": 0.06524228304624557, + "m": 1.0 + }, + { + "p": 0.0608300156891346, + "m": 1.0 + }, + { + "p": 0.042035993188619614, + "m": 0.8626853227615356 + }, + { + "p": 0.07457392662763596, + "m": 1.0 + }, + { + "p": 0.04974886775016785, + "m": 0.702751100063324 + }, + { + "p": 0.058022528886795044, + "m": 0.9481253623962402 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7256132364273071, + "val_loss": 0.832247793674469, + "acc": 71.93, + "time": 157.16622632299914, + "param": [ + { + "p": 0.08225750923156738, + "m": 1.0 + }, + { + "p": 0.05229417234659195, + "m": 1.0 + }, + { + "p": 0.0634031891822815, + "m": 1.0 + }, + { + "p": 0.05355114862322807, + "m": 0.7337700724601746 + }, + { + "p": 0.054919421672821045, + "m": 0.27947890758514404 + }, + { + "p": 0.06782539188861847, + "m": 0.7513802647590637 + }, + { + "p": 0.07101382315158844, + "m": 0.9621594548225403 + }, + { + "p": 0.05049018934369087, + "m": 0.7417227029800415 + }, + { + "p": 0.06193806976079941, + "m": 0.8660852909088135 + }, + { + "p": 0.05884536728262901, + "m": 0.8449444770812988 + }, + { + "p": 0.03729209303855896, + "m": 0.9825387597084045 + }, + { + "p": 0.055050078779459, + "m": 0.9659141302108765 + }, + { + "p": 0.06715577840805054, + "m": 1.0 + }, + { + "p": 0.023871829733252525, + "m": 1.0 + }, + { + "p": 0.04301918298006058, + "m": 0.9791056513786316 + }, + { + "p": 0.06446978449821472, + "m": 1.0 + }, + { + "p": 0.021257689222693443, + "m": 0.7314104437828064 + }, + { + "p": 0.07134516537189484, + "m": 0.9044308662414551 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.7815293669700623, + "val_loss": 0.826791524887085, + "acc": 70.65, + "time": 141.401841212999, + "param": [ + { + "p": 0.08335307240486145, + "m": 1.0 + }, + { + "p": 0.035514190793037415, + "m": 1.0 + }, + { + "p": 0.05951104313135147, + "m": 1.0 + }, + { + "p": 0.06369509547948837, + "m": 0.6261193752288818 + }, + { + "p": 0.06654039770364761, + "m": 0.060099005699157715 + }, + { + "p": 0.05612810701131821, + "m": 0.7073600888252258 + }, + { + "p": 0.031074821949005127, + "m": 1.0 + }, + { + "p": 0.06468109786510468, + "m": 0.7833899259567261 + }, + { + "p": 0.046738188713788986, + "m": 0.8326235413551331 + }, + { + "p": 0.042831577360630035, + "m": 0.8292726874351501 + }, + { + "p": 0.08906540274620056, + "m": 0.9782525897026062 + }, + { + "p": 0.0674029067158699, + "m": 1.0 + }, + { + "p": 0.075455442070961, + "m": 1.0 + }, + { + "p": 0.04964166134595871, + "m": 1.0 + }, + { + "p": 0.05857612192630768, + "m": 1.0 + }, + { + "p": 0.05478546395897865, + "m": 1.0 + }, + { + "p": 0.03386569023132324, + "m": 0.7580171227455139 + }, + { + "p": 0.021139735355973244, + "m": 0.815040647983551 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.6515768766403198, + "val_loss": 0.8090725541114807, + "acc": 72.0, + "time": 142.82279618399843, + "param": [ + { + "p": 0.05440915375947952, + "m": 1.0 + }, + { + "p": 0.00339334923774004, + "m": 1.0 + }, + { + "p": 0.0591852068901062, + "m": 1.0 + }, + { + "p": 0.0387737900018692, + "m": 0.6629736423492432 + }, + { + "p": 0.0947289988398552, + "m": 0.14369480311870575 + }, + { + "p": 0.07913180440664291, + "m": 0.6339791417121887 + }, + { + "p": 0.06091369688510895, + "m": 0.9951532483100891 + }, + { + "p": 0.04213552549481392, + "m": 0.825615406036377 + }, + { + "p": 0.08386313170194626, + "m": 0.7719133496284485 + }, + { + "p": 0.06409484148025513, + "m": 0.9278050065040588 + }, + { + "p": 0.05596243217587471, + "m": 0.7738884687423706 + }, + { + "p": 0.04340191185474396, + "m": 0.9924291372299194 + }, + { + "p": 0.0492367185652256, + "m": 1.0 + }, + { + "p": 0.06719963997602463, + "m": 1.0 + }, + { + "p": 0.058660224080085754, + "m": 0.810038149356842 + }, + { + "p": 0.06337030977010727, + "m": 0.9644982218742371 + }, + { + "p": 0.052518781274557114, + "m": 0.7568826079368591 + }, + { + "p": 0.029020458459854126, + "m": 0.8268529772758484 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.7763547897338867, + "val_loss": 0.8960997462272644, + "acc": 72.01, + "time": 151.41869964899888, + "param": [ + { + "p": 0.04755863547325134, + "m": 1.0 + }, + { + "p": 0.04956173896789551, + "m": 1.0 + }, + { + "p": 0.060878731310367584, + "m": 1.0 + }, + { + "p": 0.04762328043580055, + "m": 0.6792536377906799 + }, + { + "p": 0.049223627895116806, + "m": 0.2493533492088318 + }, + { + "p": 0.06511396169662476, + "m": 0.5772168040275574 + }, + { + "p": 0.06516306102275848, + "m": 0.9825848340988159 + }, + { + "p": 0.02808494120836258, + "m": 0.7611765265464783 + }, + { + "p": 0.04614005610346794, + "m": 0.9207671880722046 + }, + { + "p": 0.05920460820198059, + "m": 0.9960734248161316 + }, + { + "p": 0.06055307015776634, + "m": 0.8069526553153992 + }, + { + "p": 0.07130247354507446, + "m": 0.9933228492736816 + }, + { + "p": 0.055676382035017014, + "m": 1.0 + }, + { + "p": 0.05596773698925972, + "m": 1.0 + }, + { + "p": 0.04168915003538132, + "m": 0.8334496021270752 + }, + { + "p": 0.10402288287878036, + "m": 1.0 + }, + { + "p": 0.043159276247024536, + "m": 0.6261965036392212 + }, + { + "p": 0.049076251685619354, + "m": 0.8790225982666016 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.6183903217315674, + "val_loss": 0.9167903065681458, + "acc": 71.94, + "time": 139.98680240400063, + "param": [ + { + "p": 0.05686572566628456, + "m": 1.0 + }, + { + "p": 0.06766973435878754, + "m": 1.0 + }, + { + "p": 0.058893896639347076, + "m": 1.0 + }, + { + "p": 0.048138577491045, + "m": 0.6179306507110596 + }, + { + "p": 0.05718110501766205, + "m": 0.32222241163253784 + }, + { + "p": 0.052612267434597015, + "m": 0.6596513986587524 + }, + { + "p": 0.06409552693367004, + "m": 0.9874101281166077 + }, + { + "p": 0.02732544206082821, + "m": 0.7861648797988892 + }, + { + "p": 0.03152765333652496, + "m": 0.9939846992492676 + }, + { + "p": 0.0866338312625885, + "m": 0.9022311568260193 + }, + { + "p": 0.04732177406549454, + "m": 0.8725410103797913 + }, + { + "p": 0.05104583874344826, + "m": 1.0 + }, + { + "p": 0.07982250303030014, + "m": 1.0 + }, + { + "p": 0.06522103399038315, + "m": 1.0 + }, + { + "p": 0.053412776440382004, + "m": 0.8593857884407043 + }, + { + "p": 0.05597132444381714, + "m": 0.9909995198249817 + }, + { + "p": 0.0450519435107708, + "m": 0.7126624584197998 + }, + { + "p": 0.05120900645852089, + "m": 0.8422211408615112 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.7110598683357239, + "val_loss": 0.8780862092971802, + "acc": 71.86, + "time": 158.86415192399727, + "param": [ + { + "p": 0.06709747761487961, + "m": 1.0 + }, + { + "p": 0.04778052866458893, + "m": 1.0 + }, + { + "p": 0.04982606694102287, + "m": 1.0 + }, + { + "p": 0.04706277325749397, + "m": 0.6564367413520813 + }, + { + "p": 0.06108080595731735, + "m": 0.35915660858154297 + }, + { + "p": 0.05343849956989288, + "m": 0.7299491167068481 + }, + { + "p": 0.0432528480887413, + "m": 0.972862958908081 + }, + { + "p": 0.047995246946811676, + "m": 0.7498171329498291 + }, + { + "p": 0.0703689232468605, + "m": 0.9641315937042236 + }, + { + "p": 0.05888496711850166, + "m": 0.8906527161598206 + }, + { + "p": 0.07939160615205765, + "m": 0.9432922601699829 + }, + { + "p": 0.06130378320813179, + "m": 1.0 + }, + { + "p": 0.0540120005607605, + "m": 1.0 + }, + { + "p": 0.04916694387793541, + "m": 1.0 + }, + { + "p": 0.048879411071538925, + "m": 0.876835823059082 + }, + { + "p": 0.06911901384592056, + "m": 0.9968737959861755 + }, + { + "p": 0.03567890077829361, + "m": 0.8390440344810486 + }, + { + "p": 0.0556601881980896, + "m": 0.9387897849082947 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.723928689956665, + "val_loss": 0.8943827152252197, + "acc": 71.88, + "time": 155.85194948700155, + "param": [ + { + "p": 0.061140820384025574, + "m": 1.0 + }, + { + "p": 0.030975237488746643, + "m": 1.0 + }, + { + "p": 0.08607217669487, + "m": 1.0 + }, + { + "p": 0.05867304280400276, + "m": 0.7098243236541748 + }, + { + "p": 0.05373316630721092, + "m": 0.32011428475379944 + }, + { + "p": 0.06532396376132965, + "m": 0.8043342232704163 + }, + { + "p": 0.04287147894501686, + "m": 0.8706066012382507 + }, + { + "p": 0.0682610496878624, + "m": 0.8585976362228394 + }, + { + "p": 0.0733514130115509, + "m": 0.9341777563095093 + }, + { + "p": 0.06617701798677444, + "m": 0.9957549571990967 + }, + { + "p": 0.04139029607176781, + "m": 0.9990680813789368 + }, + { + "p": 0.053827062249183655, + "m": 1.0 + }, + { + "p": 0.05161971598863602, + "m": 1.0 + }, + { + "p": 0.058172084391117096, + "m": 1.0 + }, + { + "p": 0.0652061477303505, + "m": 0.9888333678245544 + }, + { + "p": 0.044288285076618195, + "m": 1.0 + }, + { + "p": 0.04868733510375023, + "m": 0.7976199388504028 + }, + { + "p": 0.030229764059185982, + "m": 0.9234921336174011 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.6425383687019348, + "val_loss": 0.8113265037536621, + "acc": 72.02, + "time": 159.35139772299954, + "param": [ + { + "p": 0.0684828981757164, + "m": 1.0 + }, + { + "p": 0.011754470877349377, + "m": 1.0 + }, + { + "p": 0.05528250336647034, + "m": 1.0 + }, + { + "p": 0.06375285238027573, + "m": 0.7827590107917786 + }, + { + "p": 0.050905704498291016, + "m": 0.33289769291877747 + }, + { + "p": 0.07664088159799576, + "m": 0.7866011261940002 + }, + { + "p": 0.03389548510313034, + "m": 0.8119057416915894 + }, + { + "p": 0.02724830061197281, + "m": 0.9476833343505859 + }, + { + "p": 0.07438864558935165, + "m": 0.988477885723114 + }, + { + "p": 0.057901665568351746, + "m": 0.8872689008712769 + }, + { + "p": 0.0674753487110138, + "m": 0.9640913605690002 + }, + { + "p": 0.06295157968997955, + "m": 0.998993456363678 + }, + { + "p": 0.07284053415060043, + "m": 1.0 + }, + { + "p": 0.048822175711393356, + "m": 1.0 + }, + { + "p": 0.07014048844575882, + "m": 0.9407301545143127 + }, + { + "p": 0.053101230412721634, + "m": 1.0 + }, + { + "p": 0.06422523409128189, + "m": 0.8762800097465515 + }, + { + "p": 0.0401899553835392, + "m": 0.8936002850532532 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.8234357237815857, + "val_loss": 0.7573226690292358, + "acc": 71.8, + "time": 153.27383017000102, + "param": [ + { + "p": 0.05000009387731552, + "m": 1.0 + }, + { + "p": 0.0572589710354805, + "m": 1.0 + }, + { + "p": 0.06538111716508865, + "m": 1.0 + }, + { + "p": 0.06477077305316925, + "m": 0.840234637260437 + }, + { + "p": 0.06274604797363281, + "m": 0.16973000764846802 + }, + { + "p": 0.05133499577641487, + "m": 0.701884388923645 + }, + { + "p": 0.052531540393829346, + "m": 0.7629517912864685 + }, + { + "p": 0.048646461218595505, + "m": 0.8320121765136719 + }, + { + "p": 0.06160890683531761, + "m": 0.9725142121315002 + }, + { + "p": 0.04998663440346718, + "m": 0.96512371301651 + }, + { + "p": 0.05560684576630592, + "m": 1.0 + }, + { + "p": 0.06283935904502869, + "m": 0.9808405637741089 + }, + { + "p": 0.06732445955276489, + "m": 1.0 + }, + { + "p": 0.06555338203907013, + "m": 1.0 + }, + { + "p": 0.03387950360774994, + "m": 0.8668479919433594 + }, + { + "p": 0.03179957717657089, + "m": 0.9717548489570618 + }, + { + "p": 0.06300859153270721, + "m": 0.9101881384849548 + }, + { + "p": 0.055722806602716446, + "m": 0.9600528478622437 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.6100223660469055, + "val_loss": 0.9812077879905701, + "acc": 71.89, + "time": 142.16732727000272, + "param": [ + { + "p": 0.05048451945185661, + "m": 1.0 + }, + { + "p": 0.016901858150959015, + "m": 1.0 + }, + { + "p": 0.07669316232204437, + "m": 1.0 + }, + { + "p": 0.03334802761673927, + "m": 0.9257587194442749 + }, + { + "p": 0.06483963876962662, + "m": 0.1370166838169098 + }, + { + "p": 0.0400930717587471, + "m": 0.7627133131027222 + }, + { + "p": 0.03265606239438057, + "m": 0.8086407780647278 + }, + { + "p": 0.035744987428188324, + "m": 0.6785726547241211 + }, + { + "p": 0.057707447558641434, + "m": 0.9855509400367737 + }, + { + "p": 0.07891637831926346, + "m": 0.9956238865852356 + }, + { + "p": 0.04814298450946808, + "m": 0.9885512590408325 + }, + { + "p": 0.06485076993703842, + "m": 1.0 + }, + { + "p": 0.09241661429405212, + "m": 1.0 + }, + { + "p": 0.0767681747674942, + "m": 1.0 + }, + { + "p": 0.06633790582418442, + "m": 0.881894588470459 + }, + { + "p": 0.08008138090372086, + "m": 0.998153030872345 + }, + { + "p": 0.0401705801486969, + "m": 0.9686254262924194 + }, + { + "p": 0.04384637251496315, + "m": 0.9197080135345459 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.6487492322921753, + "val_loss": 0.9887093305587769, + "acc": 71.65, + "time": 156.04043756700048, + "param": [ + { + "p": 0.04861454665660858, + "m": 1.0 + }, + { + "p": 0.042267072945833206, + "m": 1.0 + }, + { + "p": 0.05423881486058235, + "m": 1.0 + }, + { + "p": 0.07374884188175201, + "m": 0.9865684509277344 + }, + { + "p": 0.038792166858911514, + "m": 0.16403117775917053 + }, + { + "p": 0.037945497781038284, + "m": 0.7925020456314087 + }, + { + "p": 0.028206026181578636, + "m": 0.7239295244216919 + }, + { + "p": 0.05865542218089104, + "m": 0.7392093539237976 + }, + { + "p": 0.059842560440301895, + "m": 0.995903730392456 + }, + { + "p": 0.03374441713094711, + "m": 0.9920544028282166 + }, + { + "p": 0.08038777112960815, + "m": 0.9957588911056519 + }, + { + "p": 0.06340101361274719, + "m": 1.0 + }, + { + "p": 0.0787893682718277, + "m": 1.0 + }, + { + "p": 0.061905328184366226, + "m": 1.0 + }, + { + "p": 0.07415614277124405, + "m": 1.0 + }, + { + "p": 0.050506122410297394, + "m": 1.0 + }, + { + "p": 0.06062636151909828, + "m": 0.9054303169250488 + }, + { + "p": 0.054172582924366, + "m": 0.9555191397666931 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json new file mode 100644 index 0000000..a45b39a --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.57, + "Time": [ + 150.4524884508798, + 6.736997010580189 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.26101016998291, + "val_loss": 2.283108711242676, + "acc": 20.32, + "time": 145.55116618000102, + "param": [ + { + "p": 0.05883720517158508, + "m": 1.0 + }, + { + "p": 0.019946947693824768, + "m": 1.0 + }, + { + "p": 0.07244377583265305, + "m": 1.0 + }, + { + "p": 0.06450948119163513, + "m": 0.9964838027954102 + }, + { + "p": 0.04042694717645645, + "m": 1.0 + }, + { + "p": 0.01881702058017254, + "m": 0.9990328550338745 + }, + { + "p": 0.06953180581331253, + "m": 0.992279589176178 + }, + { + "p": 0.08090290427207947, + "m": 1.0 + }, + { + "p": 0.047953736037015915, + "m": 1.0 + }, + { + "p": 0.08820128440856934, + "m": 1.0 + }, + { + "p": 0.07122432440519333, + "m": 1.0 + }, + { + "p": 0.07788972556591034, + "m": 1.0 + }, + { + "p": 0.10545603185892105, + "m": 1.0 + }, + { + "p": 0.003293071174994111, + "m": 1.0 + }, + { + "p": 0.12423636019229889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9963374733924866 + }, + { + "p": 0.03928651288151741, + "m": 0.9977613091468811 + }, + { + "p": 0.017042819410562515, + "m": 0.9938637614250183 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1060173511505127, + "val_loss": 2.0131423473358154, + "acc": 25.33, + "time": 139.4755186959992, + "param": [ + { + "p": 0.12613774836063385, + "m": 1.0 + }, + { + "p": 0.05480973795056343, + "m": 1.0 + }, + { + "p": 0.11778505146503448, + "m": 1.0 + }, + { + "p": 0.0472908578813076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6290385723114014 + }, + { + "p": 0.051699522882699966, + "m": 0.6579312086105347 + }, + { + "p": 0.0700870156288147, + "m": 0.9174367785453796 + }, + { + "p": 0.05579923465847969, + "m": 0.8894414901733398 + }, + { + "p": 0.056339506059885025, + "m": 0.9972273707389832 + }, + { + "p": 0.056793443858623505, + "m": 0.9905611872673035 + }, + { + "p": 0.06418170034885406, + "m": 1.0 + }, + { + "p": 0.06268534809350967, + "m": 0.8866098523139954 + }, + { + "p": 0.04445396736264229, + "m": 1.0 + }, + { + "p": 0.05466664209961891, + "m": 1.0 + }, + { + "p": 0.08041162043809891, + "m": 0.8836797475814819 + }, + { + "p": 0.01813611388206482, + "m": 0.9364426732063293 + }, + { + "p": 0.03872252628207207, + "m": 0.8302919864654541 + }, + { + "p": 0.0, + "m": 0.9318298697471619 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0246193408966064, + "val_loss": 1.8590445518493652, + "acc": 33.61, + "time": 150.31618057800006, + "param": [ + { + "p": 0.08734926581382751, + "m": 1.0 + }, + { + "p": 0.03616398200392723, + "m": 1.0 + }, + { + "p": 0.06227637827396393, + "m": 1.0 + }, + { + "p": 0.05487466976046562, + "m": 0.9842916131019592 + }, + { + "p": 0.08274441957473755, + "m": 0.5084071755409241 + }, + { + "p": 0.015030249953269958, + "m": 0.5984869003295898 + }, + { + "p": 0.05459648743271828, + "m": 1.0 + }, + { + "p": 0.08307333290576935, + "m": 0.9452396035194397 + }, + { + "p": 0.09424711018800735, + "m": 1.0 + }, + { + "p": 0.0361248217523098, + "m": 0.8613723516464233 + }, + { + "p": 0.06258365511894226, + "m": 0.9711982607841492 + }, + { + "p": 0.058682333678007126, + "m": 1.0 + }, + { + "p": 0.04158295318484306, + "m": 1.0 + }, + { + "p": 0.04593491554260254, + "m": 1.0 + }, + { + "p": 0.054299551993608475, + "m": 0.9833391904830933 + }, + { + "p": 0.06285388767719269, + "m": 1.0 + }, + { + "p": 0.03903333842754364, + "m": 0.9417271018028259 + }, + { + "p": 0.028548669070005417, + "m": 0.8777512311935425 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.05419921875, + "val_loss": 1.7399179935455322, + "acc": 36.76, + "time": 140.06886365100218, + "param": [ + { + "p": 0.07610670477151871, + "m": 1.0 + }, + { + "p": 0.0040501500479876995, + "m": 1.0 + }, + { + "p": 0.08558835834264755, + "m": 1.0 + }, + { + "p": 0.06373241543769836, + "m": 0.8368261456489563 + }, + { + "p": 0.07280869781970978, + "m": 0.5375514626502991 + }, + { + "p": 0.0634680911898613, + "m": 0.7482774257659912 + }, + { + "p": 0.05696460232138634, + "m": 1.0 + }, + { + "p": 0.04161689057946205, + "m": 0.9910942316055298 + }, + { + "p": 0.06982450932264328, + "m": 1.0 + }, + { + "p": 0.06158917397260666, + "m": 0.6518621444702148 + }, + { + "p": 0.0567796528339386, + "m": 0.9946550130844116 + }, + { + "p": 0.07603900134563446, + "m": 1.0 + }, + { + "p": 0.06087349355220795, + "m": 1.0 + }, + { + "p": 0.037573881447315216, + "m": 1.0 + }, + { + "p": 0.061477676033973694, + "m": 0.9560266733169556 + }, + { + "p": 0.046749960631132126, + "m": 1.0 + }, + { + "p": 0.024157056584954262, + "m": 0.9859215617179871 + }, + { + "p": 0.04059977829456329, + "m": 0.9398400783538818 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.884746789932251, + "val_loss": 1.8340481519699097, + "acc": 36.38, + "time": 149.32471481500033, + "param": [ + { + "p": 0.05881611630320549, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09285566210746765, + "m": 1.0 + }, + { + "p": 0.07829537987709045, + "m": 0.8266497850418091 + }, + { + "p": 0.06139129400253296, + "m": 0.6247026920318604 + }, + { + "p": 0.04390411078929901, + "m": 0.8345447182655334 + }, + { + "p": 0.11469165980815887, + "m": 0.7907186150550842 + }, + { + "p": 0.017398441210389137, + "m": 0.9747101068496704 + }, + { + "p": 0.055496785789728165, + "m": 1.0 + }, + { + "p": 0.07028982788324356, + "m": 0.4045528173446655 + }, + { + "p": 0.08115693181753159, + "m": 1.0 + }, + { + "p": 0.08185146003961563, + "m": 1.0 + }, + { + "p": 0.09624569863080978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0256437286734581, + "m": 0.9878770112991333 + }, + { + "p": 0.08914531022310257, + "m": 0.9992972612380981 + }, + { + "p": 0.01721620187163353, + "m": 1.0 + }, + { + "p": 0.015601454302668571, + "m": 0.9204553365707397 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8894217014312744, + "val_loss": 1.7255696058273315, + "acc": 42.13, + "time": 149.25081465900075, + "param": [ + { + "p": 0.045951392501592636, + "m": 1.0 + }, + { + "p": 0.03371630609035492, + "m": 1.0 + }, + { + "p": 0.05991027504205704, + "m": 1.0 + }, + { + "p": 0.0711766704916954, + "m": 0.7407889366149902 + }, + { + "p": 0.03536504879593849, + "m": 0.31109923124313354 + }, + { + "p": 0.04645879194140434, + "m": 0.6610902547836304 + }, + { + "p": 0.061486274003982544, + "m": 0.8720988035202026 + }, + { + "p": 0.06056307628750801, + "m": 0.929689347743988 + }, + { + "p": 0.0859721302986145, + "m": 1.0 + }, + { + "p": 0.07337716966867447, + "m": 0.3363891541957855 + }, + { + "p": 0.05916886776685715, + "m": 1.0 + }, + { + "p": 0.07007381319999695, + "m": 1.0 + }, + { + "p": 0.06624207645654678, + "m": 1.0 + }, + { + "p": 0.017877183854579926, + "m": 1.0 + }, + { + "p": 0.06570491939783096, + "m": 0.9299474358558655 + }, + { + "p": 0.07377535104751587, + "m": 1.0 + }, + { + "p": 0.023693233728408813, + "m": 1.0 + }, + { + "p": 0.04948732629418373, + "m": 0.9830292463302612 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7612086534500122, + "val_loss": 1.5507456064224243, + "acc": 44.84, + "time": 150.4767044379987, + "param": [ + { + "p": 0.08312568813562393, + "m": 1.0 + }, + { + "p": 0.04832123592495918, + "m": 1.0 + }, + { + "p": 0.03732931986451149, + "m": 1.0 + }, + { + "p": 0.0955880731344223, + "m": 0.9066941142082214 + }, + { + "p": 0.06637031584978104, + "m": 0.27715229988098145 + }, + { + "p": 0.027031604200601578, + "m": 0.6299411654472351 + }, + { + "p": 0.06168944761157036, + "m": 0.8848568797111511 + }, + { + "p": 0.06048096343874931, + "m": 0.9907053709030151 + }, + { + "p": 0.06052276864647865, + "m": 0.9995032548904419 + }, + { + "p": 0.05318034440279007, + "m": 0.3900879919528961 + }, + { + "p": 0.07861576229333878, + "m": 0.9758265018463135 + }, + { + "p": 0.06368064135313034, + "m": 0.9707165360450745 + }, + { + "p": 0.09058050066232681, + "m": 1.0 + }, + { + "p": 0.000550390628632158, + "m": 1.0 + }, + { + "p": 0.06547827273607254, + "m": 0.849521279335022 + }, + { + "p": 0.060292091220617294, + "m": 0.9989855289459229 + }, + { + "p": 0.026673872023820877, + "m": 0.9030938148498535 + }, + { + "p": 0.02048867754638195, + "m": 0.9570653438568115 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7190346717834473, + "val_loss": 1.5015380382537842, + "acc": 46.1, + "time": 151.41755004900187, + "param": [ + { + "p": 0.06647203862667084, + "m": 1.0 + }, + { + "p": 0.02142510935664177, + "m": 1.0 + }, + { + "p": 0.09375444054603577, + "m": 1.0 + }, + { + "p": 0.031646907329559326, + "m": 0.9402543306350708 + }, + { + "p": 0.07109201699495316, + "m": 0.30207356810569763 + }, + { + "p": 0.02690030075609684, + "m": 0.6908652186393738 + }, + { + "p": 0.0840047150850296, + "m": 0.935764491558075 + }, + { + "p": 0.05961121246218681, + "m": 0.9971911907196045 + }, + { + "p": 0.06521058082580566, + "m": 1.0 + }, + { + "p": 0.059225741773843765, + "m": 0.42582032084465027 + }, + { + "p": 0.08578366786241531, + "m": 1.0 + }, + { + "p": 0.03478826582431793, + "m": 0.9992480278015137 + }, + { + "p": 0.05593591928482056, + "m": 1.0 + }, + { + "p": 0.026316365227103233, + "m": 1.0 + }, + { + "p": 0.09251205623149872, + "m": 1.0 + }, + { + "p": 0.06776191294193268, + "m": 0.9971327781677246 + }, + { + "p": 0.03503391891717911, + "m": 0.9569624066352844 + }, + { + "p": 0.022524818778038025, + "m": 0.9956986308097839 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7327139377593994, + "val_loss": 1.433957815170288, + "acc": 48.32, + "time": 156.46846409299906, + "param": [ + { + "p": 0.05901634320616722, + "m": 1.0 + }, + { + "p": 0.01613929681479931, + "m": 1.0 + }, + { + "p": 0.09032553434371948, + "m": 1.0 + }, + { + "p": 0.0658615231513977, + "m": 1.0 + }, + { + "p": 0.03139888867735863, + "m": 0.40064775943756104 + }, + { + "p": 0.03201143443584442, + "m": 0.7079498171806335 + }, + { + "p": 0.10406193137168884, + "m": 0.8551744222640991 + }, + { + "p": 0.07016566395759583, + "m": 1.0 + }, + { + "p": 0.04741644859313965, + "m": 0.9993473887443542 + }, + { + "p": 0.06336180865764618, + "m": 0.4419935643672943 + }, + { + "p": 0.054334718734025955, + "m": 0.9969968199729919 + }, + { + "p": 0.05868598073720932, + "m": 0.9959146976470947 + }, + { + "p": 0.0660797506570816, + "m": 1.0 + }, + { + "p": 0.04270673543214798, + "m": 1.0 + }, + { + "p": 0.06678158044815063, + "m": 0.9221509695053101 + }, + { + "p": 0.0672454908490181, + "m": 0.9978877902030945 + }, + { + "p": 0.026367468759417534, + "m": 0.9819005131721497 + }, + { + "p": 0.03803940862417221, + "m": 0.9760780334472656 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7730364799499512, + "val_loss": 1.4440611600875854, + "acc": 48.06, + "time": 144.05929441499757, + "param": [ + { + "p": 0.06476037949323654, + "m": 1.0 + }, + { + "p": 0.03794816508889198, + "m": 1.0 + }, + { + "p": 0.08690491318702698, + "m": 1.0 + }, + { + "p": 0.07270292937755585, + "m": 0.9362103343009949 + }, + { + "p": 0.044812388718128204, + "m": 0.3828023672103882 + }, + { + "p": 0.027551379054784775, + "m": 0.710930585861206 + }, + { + "p": 0.06325174123048782, + "m": 0.9552180171012878 + }, + { + "p": 0.06576453149318695, + "m": 0.978202223777771 + }, + { + "p": 0.06476842612028122, + "m": 1.0 + }, + { + "p": 0.0677880197763443, + "m": 0.4948475956916809 + }, + { + "p": 0.051525164395570755, + "m": 0.9931392073631287 + }, + { + "p": 0.04344264417886734, + "m": 0.9994732141494751 + }, + { + "p": 0.08140873908996582, + "m": 1.0 + }, + { + "p": 0.04257845878601074, + "m": 1.0 + }, + { + "p": 0.058463189750909805, + "m": 0.9641431570053101 + }, + { + "p": 0.061758533120155334, + "m": 0.988983154296875 + }, + { + "p": 0.026039129123091698, + "m": 1.0 + }, + { + "p": 0.03853137418627739, + "m": 0.9826580286026001 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8003478050231934, + "val_loss": 1.5474053621292114, + "acc": 47.35, + "time": 162.70618995100085, + "param": [ + { + "p": 0.07826349884271622, + "m": 1.0 + }, + { + "p": 0.04646884649991989, + "m": 1.0 + }, + { + "p": 0.06050265580415726, + "m": 1.0 + }, + { + "p": 0.04407172650098801, + "m": 0.9929163455963135 + }, + { + "p": 0.05347674340009689, + "m": 0.33156847953796387 + }, + { + "p": 0.022350111976265907, + "m": 0.7530837655067444 + }, + { + "p": 0.06013208255171776, + "m": 0.8449633717536926 + }, + { + "p": 0.06266768276691437, + "m": 1.0 + }, + { + "p": 0.0689704567193985, + "m": 1.0 + }, + { + "p": 0.05812190845608711, + "m": 0.4769704043865204 + }, + { + "p": 0.06702792644500732, + "m": 0.9995481967926025 + }, + { + "p": 0.06420571357011795, + "m": 0.9957197904586792 + }, + { + "p": 0.055109795182943344, + "m": 1.0 + }, + { + "p": 0.05934802070260048, + "m": 1.0 + }, + { + "p": 0.060560643672943115, + "m": 0.9580926895141602 + }, + { + "p": 0.07843790203332901, + "m": 1.0 + }, + { + "p": 0.03814999759197235, + "m": 0.9786670804023743 + }, + { + "p": 0.022134313359856606, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7367663383483887, + "val_loss": 1.3962247371673584, + "acc": 51.14, + "time": 160.3211973139987, + "param": [ + { + "p": 0.058044470846652985, + "m": 1.0 + }, + { + "p": 0.05217978358268738, + "m": 1.0 + }, + { + "p": 0.05456088110804558, + "m": 1.0 + }, + { + "p": 0.030624423176050186, + "m": 0.9920027256011963 + }, + { + "p": 0.05828730762004852, + "m": 0.3130004107952118 + }, + { + "p": 0.05147174000740051, + "m": 0.7317022085189819 + }, + { + "p": 0.06678825616836548, + "m": 0.9025031924247742 + }, + { + "p": 0.06061219051480293, + "m": 1.0 + }, + { + "p": 0.05288918688893318, + "m": 1.0 + }, + { + "p": 0.07557187974452972, + "m": 0.45831143856048584 + }, + { + "p": 0.07108980417251587, + "m": 1.0 + }, + { + "p": 0.06553510576486588, + "m": 1.0 + }, + { + "p": 0.09781962633132935, + "m": 1.0 + }, + { + "p": 0.03775036334991455, + "m": 1.0 + }, + { + "p": 0.05522719770669937, + "m": 0.9761594533920288 + }, + { + "p": 0.04980683699250221, + "m": 0.9996692538261414 + }, + { + "p": 0.02648949809372425, + "m": 0.9703884124755859 + }, + { + "p": 0.0352514423429966, + "m": 0.9353070259094238 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6311007738113403, + "val_loss": 1.3867051601409912, + "acc": 51.97, + "time": 159.65217613799905, + "param": [ + { + "p": 0.058433450758457184, + "m": 1.0 + }, + { + "p": 0.028712088242173195, + "m": 1.0 + }, + { + "p": 0.09587967395782471, + "m": 1.0 + }, + { + "p": 0.06100437417626381, + "m": 0.9799032807350159 + }, + { + "p": 0.053926464170217514, + "m": 0.3223716616630554 + }, + { + "p": 0.02184620499610901, + "m": 0.7208327651023865 + }, + { + "p": 0.04805469140410423, + "m": 0.9281970262527466 + }, + { + "p": 0.08252432942390442, + "m": 0.9709472060203552 + }, + { + "p": 0.06663921475410461, + "m": 1.0 + }, + { + "p": 0.0678044855594635, + "m": 0.5062076449394226 + }, + { + "p": 0.06080455705523491, + "m": 0.998590886592865 + }, + { + "p": 0.0873260572552681, + "m": 0.9580849409103394 + }, + { + "p": 0.08102433383464813, + "m": 1.0 + }, + { + "p": 0.013592242263257504, + "m": 1.0 + }, + { + "p": 0.05595124140381813, + "m": 0.9914426207542419 + }, + { + "p": 0.06725367158651352, + "m": 0.9881378412246704 + }, + { + "p": 0.006213047541677952, + "m": 0.9741697311401367 + }, + { + "p": 0.04300981014966965, + "m": 0.8369927406311035 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6201351881027222, + "val_loss": 1.4435021877288818, + "acc": 52.46, + "time": 157.62870534800095, + "param": [ + { + "p": 0.06876378506422043, + "m": 1.0 + }, + { + "p": 0.05200059339404106, + "m": 1.0 + }, + { + "p": 0.08846040815114975, + "m": 1.0 + }, + { + "p": 0.06508567929267883, + "m": 0.9905346632003784 + }, + { + "p": 0.04241934046149254, + "m": 0.3716217577457428 + }, + { + "p": 0.0783492848277092, + "m": 0.6529843807220459 + }, + { + "p": 0.06333688646554947, + "m": 1.0 + }, + { + "p": 0.06662847846746445, + "m": 0.9495571255683899 + }, + { + "p": 0.0483577586710453, + "m": 1.0 + }, + { + "p": 0.04925360158085823, + "m": 0.529525101184845 + }, + { + "p": 0.053185828030109406, + "m": 1.0 + }, + { + "p": 0.07147830724716187, + "m": 1.0 + }, + { + "p": 0.08124139159917831, + "m": 1.0 + }, + { + "p": 0.021288380026817322, + "m": 1.0 + }, + { + "p": 0.04315907135605812, + "m": 0.901127278804779 + }, + { + "p": 0.07083871215581894, + "m": 1.0 + }, + { + "p": 0.014103392139077187, + "m": 0.9970330595970154 + }, + { + "p": 0.022049102932214737, + "m": 0.8683684468269348 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.615904688835144, + "val_loss": 1.267777681350708, + "acc": 53.56, + "time": 146.32728618799956, + "param": [ + { + "p": 0.07868088781833649, + "m": 1.0 + }, + { + "p": 0.027122894302010536, + "m": 1.0 + }, + { + "p": 0.047973234206438065, + "m": 1.0 + }, + { + "p": 0.07067340612411499, + "m": 0.998128354549408 + }, + { + "p": 0.05397963896393776, + "m": 0.31699109077453613 + }, + { + "p": 0.06845157593488693, + "m": 0.6558628082275391 + }, + { + "p": 0.06373947858810425, + "m": 0.8855437636375427 + }, + { + "p": 0.05848591774702072, + "m": 0.9894072413444519 + }, + { + "p": 0.07880537211894989, + "m": 1.0 + }, + { + "p": 0.06235349178314209, + "m": 0.5011746287345886 + }, + { + "p": 0.05763743072748184, + "m": 1.0 + }, + { + "p": 0.05969450995326042, + "m": 1.0 + }, + { + "p": 0.057283904403448105, + "m": 1.0 + }, + { + "p": 0.039057180285453796, + "m": 1.0 + }, + { + "p": 0.04158177226781845, + "m": 0.9270397424697876 + }, + { + "p": 0.07582129538059235, + "m": 1.0 + }, + { + "p": 0.026171009987592697, + "m": 0.8867791295051575 + }, + { + "p": 0.03248694911599159, + "m": 0.8500472903251648 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5450713634490967, + "val_loss": 1.2702000141143799, + "acc": 54.71, + "time": 149.49878611099848, + "param": [ + { + "p": 0.047591809183359146, + "m": 1.0 + }, + { + "p": 0.06647679209709167, + "m": 1.0 + }, + { + "p": 0.07594405114650726, + "m": 1.0 + }, + { + "p": 0.05417589843273163, + "m": 0.9932806491851807 + }, + { + "p": 0.04339663311839104, + "m": 0.30562496185302734 + }, + { + "p": 0.04325694963335991, + "m": 0.6678296327590942 + }, + { + "p": 0.05169541761279106, + "m": 0.8881695866584778 + }, + { + "p": 0.09276141971349716, + "m": 1.0 + }, + { + "p": 0.06530982255935669, + "m": 1.0 + }, + { + "p": 0.05621634051203728, + "m": 0.5795947313308716 + }, + { + "p": 0.05923684686422348, + "m": 1.0 + }, + { + "p": 0.04442291706800461, + "m": 1.0 + }, + { + "p": 0.04711011052131653, + "m": 1.0 + }, + { + "p": 0.04246848076581955, + "m": 1.0 + }, + { + "p": 0.061650581657886505, + "m": 1.0 + }, + { + "p": 0.06283340603113174, + "m": 0.9982364773750305 + }, + { + "p": 0.034479573369026184, + "m": 0.8727207779884338 + }, + { + "p": 0.050972942262887955, + "m": 0.912846565246582 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.4041802883148193, + "val_loss": 1.2753907442092896, + "acc": 55.4, + "time": 158.44094441999914, + "param": [ + { + "p": 0.047111764550209045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061420295387506485, + "m": 1.0 + }, + { + "p": 0.07885345071554184, + "m": 1.0 + }, + { + "p": 0.054070308804512024, + "m": 0.22778767347335815 + }, + { + "p": 0.04948248714208603, + "m": 0.702641487121582 + }, + { + "p": 0.045777104794979095, + "m": 0.9095228910446167 + }, + { + "p": 0.0438695065677166, + "m": 0.9983092546463013 + }, + { + "p": 0.07072670757770538, + "m": 1.0 + }, + { + "p": 0.05217290669679642, + "m": 0.6095991134643555 + }, + { + "p": 0.055338140577077866, + "m": 1.0 + }, + { + "p": 0.07322655618190765, + "m": 0.9934954047203064 + }, + { + "p": 0.08495144546031952, + "m": 1.0 + }, + { + "p": 0.05314168334007263, + "m": 1.0 + }, + { + "p": 0.06958044320344925, + "m": 0.9327069520950317 + }, + { + "p": 0.07869172841310501, + "m": 0.9997844696044922 + }, + { + "p": 0.02716963365674019, + "m": 0.9440574645996094 + }, + { + "p": 0.05441567674279213, + "m": 0.9290947914123535 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.430246353149414, + "val_loss": 1.3301074504852295, + "acc": 57.12, + "time": 151.464241529, + "param": [ + { + "p": 0.056491270661354065, + "m": 1.0 + }, + { + "p": 0.018545957282185555, + "m": 1.0 + }, + { + "p": 0.04281013458967209, + "m": 1.0 + }, + { + "p": 0.07063774019479752, + "m": 0.9923064112663269 + }, + { + "p": 0.041152775287628174, + "m": 0.19021551311016083 + }, + { + "p": 0.07255788147449493, + "m": 0.6080400347709656 + }, + { + "p": 0.06192939728498459, + "m": 0.7860105633735657 + }, + { + "p": 0.04928123578429222, + "m": 0.8200861215591431 + }, + { + "p": 0.10608252882957458, + "m": 1.0 + }, + { + "p": 0.05413120239973068, + "m": 0.7196969389915466 + }, + { + "p": 0.0998162254691124, + "m": 1.0 + }, + { + "p": 0.07154016196727753, + "m": 0.9888349771499634 + }, + { + "p": 0.04064813628792763, + "m": 1.0 + }, + { + "p": 0.03829406946897507, + "m": 1.0 + }, + { + "p": 0.06105377525091171, + "m": 0.9504266977310181 + }, + { + "p": 0.05541708320379257, + "m": 1.0 + }, + { + "p": 0.03136751800775528, + "m": 0.9070509672164917 + }, + { + "p": 0.028242867439985275, + "m": 0.9183240532875061 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6845964193344116, + "val_loss": 1.2620816230773926, + "acc": 56.31, + "time": 167.02454762399793, + "param": [ + { + "p": 0.06179334595799446, + "m": 1.0 + }, + { + "p": 0.055000048130750656, + "m": 1.0 + }, + { + "p": 0.06043415516614914, + "m": 1.0 + }, + { + "p": 0.0518830381333828, + "m": 1.0 + }, + { + "p": 0.06355594843626022, + "m": 0.22117212414741516 + }, + { + "p": 0.05286061018705368, + "m": 0.604508101940155 + }, + { + "p": 0.06192678585648537, + "m": 1.0 + }, + { + "p": 0.06969159841537476, + "m": 0.9854719042778015 + }, + { + "p": 0.056812502443790436, + "m": 0.9925135374069214 + }, + { + "p": 0.04731694608926773, + "m": 0.7668179869651794 + }, + { + "p": 0.057129740715026855, + "m": 0.9998355507850647 + }, + { + "p": 0.08630214631557465, + "m": 1.0 + }, + { + "p": 0.08118702471256256, + "m": 1.0 + }, + { + "p": 0.013220124877989292, + "m": 1.0 + }, + { + "p": 0.03512892127037048, + "m": 0.9529218077659607 + }, + { + "p": 0.06673044711351395, + "m": 1.0 + }, + { + "p": 0.034414682537317276, + "m": 0.8661779165267944 + }, + { + "p": 0.044612035155296326, + "m": 0.9799420237541199 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.3345941305160522, + "val_loss": 1.2705745697021484, + "acc": 57.73, + "time": 150.18069440199906, + "param": [ + { + "p": 0.08215956389904022, + "m": 1.0 + }, + { + "p": 0.03232113644480705, + "m": 1.0 + }, + { + "p": 0.06445687264204025, + "m": 1.0 + }, + { + "p": 0.05612250044941902, + "m": 1.0 + }, + { + "p": 0.05959995090961456, + "m": 0.3563041090965271 + }, + { + "p": 0.056094616651535034, + "m": 0.5696970224380493 + }, + { + "p": 0.04902917146682739, + "m": 1.0 + }, + { + "p": 0.06715966016054153, + "m": 1.0 + }, + { + "p": 0.05843483656644821, + "m": 0.9993302822113037 + }, + { + "p": 0.04397549480199814, + "m": 0.7298942804336548 + }, + { + "p": 0.048845384269952774, + "m": 0.9974949955940247 + }, + { + "p": 0.07697074860334396, + "m": 1.0 + }, + { + "p": 0.07032399624586105, + "m": 1.0 + }, + { + "p": 0.03484443575143814, + "m": 1.0 + }, + { + "p": 0.08432868123054504, + "m": 0.9156250357627869 + }, + { + "p": 0.05868353322148323, + "m": 1.0 + }, + { + "p": 0.028635995462536812, + "m": 0.9794614315032959 + }, + { + "p": 0.02801344357430935, + "m": 0.806323766708374 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4218536615371704, + "val_loss": 1.3164341449737549, + "acc": 58.41, + "time": 158.72722892299862, + "param": [ + { + "p": 0.06913405656814575, + "m": 1.0 + }, + { + "p": 0.019633984193205833, + "m": 1.0 + }, + { + "p": 0.06971333175897598, + "m": 1.0 + }, + { + "p": 0.05966995283961296, + "m": 1.0 + }, + { + "p": 0.05160723999142647, + "m": 0.4686698317527771 + }, + { + "p": 0.05944694206118584, + "m": 0.6306791305541992 + }, + { + "p": 0.023683421313762665, + "m": 0.9163984656333923 + }, + { + "p": 0.07978060096502304, + "m": 1.0 + }, + { + "p": 0.04528150334954262, + "m": 0.9684943556785583 + }, + { + "p": 0.08286073803901672, + "m": 0.7322633862495422 + }, + { + "p": 0.06771398335695267, + "m": 0.9753585457801819 + }, + { + "p": 0.08419962972402573, + "m": 0.9880279898643494 + }, + { + "p": 0.053116828203201294, + "m": 1.0 + }, + { + "p": 0.04793552681803703, + "m": 1.0 + }, + { + "p": 0.043594520539045334, + "m": 0.9484947919845581 + }, + { + "p": 0.06421315670013428, + "m": 0.9735115766525269 + }, + { + "p": 0.021710271015763283, + "m": 0.942218542098999 + }, + { + "p": 0.05670449137687683, + "m": 0.7769779562950134 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4459006786346436, + "val_loss": 1.1887099742889404, + "acc": 58.74, + "time": 157.75171363100162, + "param": [ + { + "p": 0.06465797126293182, + "m": 1.0 + }, + { + "p": 0.037698499858379364, + "m": 1.0 + }, + { + "p": 0.07639053463935852, + "m": 1.0 + }, + { + "p": 0.06834644079208374, + "m": 0.9050237536430359 + }, + { + "p": 0.05791836604475975, + "m": 0.501135528087616 + }, + { + "p": 0.05296636372804642, + "m": 0.5876952409744263 + }, + { + "p": 0.06197908893227577, + "m": 0.9505288600921631 + }, + { + "p": 0.054889220744371414, + "m": 0.9555462598800659 + }, + { + "p": 0.07920962572097778, + "m": 1.0 + }, + { + "p": 0.04350576549768448, + "m": 0.7150673270225525 + }, + { + "p": 0.059078656136989594, + "m": 0.9981649518013 + }, + { + "p": 0.0638500228524208, + "m": 0.9977270364761353 + }, + { + "p": 0.06139898672699928, + "m": 1.0 + }, + { + "p": 0.04171280935406685, + "m": 1.0 + }, + { + "p": 0.0539359487593174, + "m": 0.9806777834892273 + }, + { + "p": 0.039792656898498535, + "m": 0.9934828877449036 + }, + { + "p": 0.03747675195336342, + "m": 0.9661406874656677 + }, + { + "p": 0.04519237205386162, + "m": 0.791080117225647 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6987186670303345, + "val_loss": 1.2107023000717163, + "acc": 58.67, + "time": 152.72261619799974, + "param": [ + { + "p": 0.06767452508211136, + "m": 1.0 + }, + { + "p": 0.041249848902225494, + "m": 1.0 + }, + { + "p": 0.05020119249820709, + "m": 1.0 + }, + { + "p": 0.06516335159540176, + "m": 0.92451012134552 + }, + { + "p": 0.03759691119194031, + "m": 0.4792494773864746 + }, + { + "p": 0.06528661400079727, + "m": 0.7036309242248535 + }, + { + "p": 0.061905454844236374, + "m": 0.8855263590812683 + }, + { + "p": 0.06088792905211449, + "m": 0.8786962032318115 + }, + { + "p": 0.0640358254313469, + "m": 0.9957451224327087 + }, + { + "p": 0.05935610830783844, + "m": 0.7415686249732971 + }, + { + "p": 0.0453154630959034, + "m": 0.9989081621170044 + }, + { + "p": 0.07074401527643204, + "m": 1.0 + }, + { + "p": 0.06466386467218399, + "m": 1.0 + }, + { + "p": 0.054740145802497864, + "m": 1.0 + }, + { + "p": 0.055422741919755936, + "m": 1.0 + }, + { + "p": 0.047505155205726624, + "m": 1.0 + }, + { + "p": 0.0392632819712162, + "m": 0.9412453174591064 + }, + { + "p": 0.04898744076490402, + "m": 0.8900979161262512 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.480316162109375, + "val_loss": 1.09968900680542, + "acc": 60.05, + "time": 158.41332163699917, + "param": [ + { + "p": 0.07569525390863419, + "m": 1.0 + }, + { + "p": 0.04722173884510994, + "m": 1.0 + }, + { + "p": 0.07008218765258789, + "m": 1.0 + }, + { + "p": 0.04810778424143791, + "m": 0.9154521822929382 + }, + { + "p": 0.052180156111717224, + "m": 0.43864235281944275 + }, + { + "p": 0.0528453029692173, + "m": 0.7747557759284973 + }, + { + "p": 0.07534641027450562, + "m": 0.9124346971511841 + }, + { + "p": 0.047286566346883774, + "m": 0.9493802785873413 + }, + { + "p": 0.05359030142426491, + "m": 1.0 + }, + { + "p": 0.060965828597545624, + "m": 0.7164026498794556 + }, + { + "p": 0.03922974318265915, + "m": 1.0 + }, + { + "p": 0.07825907319784164, + "m": 1.0 + }, + { + "p": 0.0810890793800354, + "m": 1.0 + }, + { + "p": 0.05077454075217247, + "m": 1.0 + }, + { + "p": 0.05234416946768761, + "m": 0.9680322408676147 + }, + { + "p": 0.041995640844106674, + "m": 0.9840853810310364 + }, + { + "p": 0.03181164339184761, + "m": 1.0 + }, + { + "p": 0.04117465764284134, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.3721429109573364, + "val_loss": 1.1811132431030273, + "acc": 59.31, + "time": 149.18808139799876, + "param": [ + { + "p": 0.0665896013379097, + "m": 1.0 + }, + { + "p": 0.04487938806414604, + "m": 1.0 + }, + { + "p": 0.08562475442886353, + "m": 1.0 + }, + { + "p": 0.05875953659415245, + "m": 0.9894720315933228 + }, + { + "p": 0.049371205270290375, + "m": 0.4728897511959076 + }, + { + "p": 0.0455307774245739, + "m": 0.9317682385444641 + }, + { + "p": 0.06821971386671066, + "m": 0.9348323941230774 + }, + { + "p": 0.06225482374429703, + "m": 0.9948424696922302 + }, + { + "p": 0.06483250111341476, + "m": 1.0 + }, + { + "p": 0.05985911935567856, + "m": 0.6826344728469849 + }, + { + "p": 0.05379072204232216, + "m": 0.9946759939193726 + }, + { + "p": 0.06819681823253632, + "m": 1.0 + }, + { + "p": 0.06358037889003754, + "m": 1.0 + }, + { + "p": 0.036495011299848557, + "m": 1.0 + }, + { + "p": 0.04190404713153839, + "m": 0.9745961427688599 + }, + { + "p": 0.05912027135491371, + "m": 0.9984285235404968 + }, + { + "p": 0.0380275696516037, + "m": 1.0 + }, + { + "p": 0.032963745296001434, + "m": 0.9862281680107117 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4419039487838745, + "val_loss": 1.095768928527832, + "acc": 59.05, + "time": 157.53182790600113, + "param": [ + { + "p": 0.04676324874162674, + "m": 1.0 + }, + { + "p": 0.04463357850909233, + "m": 1.0 + }, + { + "p": 0.05827096477150917, + "m": 1.0 + }, + { + "p": 0.07214628159999847, + "m": 0.9603220820426941 + }, + { + "p": 0.054761406034231186, + "m": 0.4942060708999634 + }, + { + "p": 0.04098358005285263, + "m": 0.8305338025093079 + }, + { + "p": 0.054803598672151566, + "m": 0.9974864721298218 + }, + { + "p": 0.057800088077783585, + "m": 0.9737597107887268 + }, + { + "p": 0.06457557529211044, + "m": 1.0 + }, + { + "p": 0.08384823799133301, + "m": 0.6156224608421326 + }, + { + "p": 0.04667934402823448, + "m": 1.0 + }, + { + "p": 0.0703490749001503, + "m": 0.972532331943512 + }, + { + "p": 0.058376871049404144, + "m": 1.0 + }, + { + "p": 0.03886584937572479, + "m": 1.0 + }, + { + "p": 0.055470190942287445, + "m": 0.9973171353340149 + }, + { + "p": 0.05751769244670868, + "m": 0.9973240494728088 + }, + { + "p": 0.039979491382837296, + "m": 1.0 + }, + { + "p": 0.05417487025260925, + "m": 0.9976429343223572 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.604187250137329, + "val_loss": 1.2198034524917603, + "acc": 60.49, + "time": 150.85059720699792, + "param": [ + { + "p": 0.0890078917145729, + "m": 1.0 + }, + { + "p": 0.019403574988245964, + "m": 1.0 + }, + { + "p": 0.020083831623196602, + "m": 1.0 + }, + { + "p": 0.03919950872659683, + "m": 0.9516754746437073 + }, + { + "p": 0.043974217027425766, + "m": 0.5637282133102417 + }, + { + "p": 0.06589202582836151, + "m": 0.8078804612159729 + }, + { + "p": 0.048878539353609085, + "m": 0.8994917869567871 + }, + { + "p": 0.09275307506322861, + "m": 0.9871572256088257 + }, + { + "p": 0.060050804167985916, + "m": 1.0 + }, + { + "p": 0.04697780683636665, + "m": 0.4655147194862366 + }, + { + "p": 0.06060190498828888, + "m": 1.0 + }, + { + "p": 0.06930849701166153, + "m": 0.9915549755096436 + }, + { + "p": 0.071133092045784, + "m": 1.0 + }, + { + "p": 0.02615499310195446, + "m": 1.0 + }, + { + "p": 0.09528712183237076, + "m": 1.0 + }, + { + "p": 0.05045917257666588, + "m": 0.9999712109565735 + }, + { + "p": 0.04610959067940712, + "m": 0.9973993301391602 + }, + { + "p": 0.054724305868148804, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.3048430681228638, + "val_loss": 1.1469814777374268, + "acc": 60.46, + "time": 143.32745954500206, + "param": [ + { + "p": 0.0502384752035141, + "m": 1.0 + }, + { + "p": 0.039366647601127625, + "m": 1.0 + }, + { + "p": 0.07240112870931625, + "m": 1.0 + }, + { + "p": 0.06556010991334915, + "m": 0.8692730069160461 + }, + { + "p": 0.04524552822113037, + "m": 0.6141217947006226 + }, + { + "p": 0.07928493618965149, + "m": 0.7214269638061523 + }, + { + "p": 0.06702667474746704, + "m": 0.8295653462409973 + }, + { + "p": 0.030249416828155518, + "m": 0.9829155206680298 + }, + { + "p": 0.035252951085567474, + "m": 0.9958728551864624 + }, + { + "p": 0.07983297854661942, + "m": 0.4972755014896393 + }, + { + "p": 0.08275681734085083, + "m": 1.0 + }, + { + "p": 0.04726720228791237, + "m": 0.9918870329856873 + }, + { + "p": 0.08135983347892761, + "m": 1.0 + }, + { + "p": 0.04359287768602371, + "m": 1.0 + }, + { + "p": 0.05783240869641304, + "m": 1.0 + }, + { + "p": 0.05644479766488075, + "m": 1.0 + }, + { + "p": 0.045425619930028915, + "m": 0.9888610243797302 + }, + { + "p": 0.020861616358160973, + "m": 0.9958664774894714 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.2460590600967407, + "val_loss": 1.1244930028915405, + "acc": 61.63, + "time": 145.13679259499986, + "param": [ + { + "p": 0.063520148396492, + "m": 1.0 + }, + { + "p": 0.025814438238739967, + "m": 1.0 + }, + { + "p": 0.06757752597332001, + "m": 1.0 + }, + { + "p": 0.020294835790991783, + "m": 0.8735124468803406 + }, + { + "p": 0.03846532851457596, + "m": 0.6155425906181335 + }, + { + "p": 0.06418514996767044, + "m": 0.6238172650337219 + }, + { + "p": 0.06716233491897583, + "m": 0.8534532785415649 + }, + { + "p": 0.0661809891462326, + "m": 0.9575953483581543 + }, + { + "p": 0.06256776303052902, + "m": 1.0 + }, + { + "p": 0.056746553629636765, + "m": 0.5597652792930603 + }, + { + "p": 0.05931166559457779, + "m": 1.0 + }, + { + "p": 0.0702921599149704, + "m": 0.9751459956169128 + }, + { + "p": 0.08932437747716904, + "m": 1.0 + }, + { + "p": 0.046680085361003876, + "m": 1.0 + }, + { + "p": 0.05919884145259857, + "m": 0.9920762181282043 + }, + { + "p": 0.05619680881500244, + "m": 1.0 + }, + { + "p": 0.0392790362238884, + "m": 0.9955383539199829 + }, + { + "p": 0.04720208793878555, + "m": 0.9838671684265137 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.2974404096603394, + "val_loss": 1.1199190616607666, + "acc": 61.67, + "time": 157.24036157299997, + "param": [ + { + "p": 0.04964793100953102, + "m": 1.0 + }, + { + "p": 0.025598468258976936, + "m": 1.0 + }, + { + "p": 0.06484804302453995, + "m": 1.0 + }, + { + "p": 0.0666874349117279, + "m": 0.7764268517494202 + }, + { + "p": 0.046564433723688126, + "m": 0.6222610473632812 + }, + { + "p": 0.08620616048574448, + "m": 0.7131652235984802 + }, + { + "p": 0.04917452856898308, + "m": 0.9616542458534241 + }, + { + "p": 0.05343005433678627, + "m": 1.0 + }, + { + "p": 0.06478980928659439, + "m": 1.0 + }, + { + "p": 0.04602200165390968, + "m": 0.5699625015258789 + }, + { + "p": 0.06516242027282715, + "m": 1.0 + }, + { + "p": 0.08222034573554993, + "m": 1.0 + }, + { + "p": 0.058568600565195084, + "m": 1.0 + }, + { + "p": 0.058020178228616714, + "m": 1.0 + }, + { + "p": 0.04872968792915344, + "m": 0.95383620262146 + }, + { + "p": 0.06422241777181625, + "m": 1.0 + }, + { + "p": 0.03843060880899429, + "m": 0.9863728284835815 + }, + { + "p": 0.031676892191171646, + "m": 0.9337767362594604 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.402436375617981, + "val_loss": 1.0543198585510254, + "acc": 62.02, + "time": 148.81394944099884, + "param": [ + { + "p": 0.0750444307923317, + "m": 1.0 + }, + { + "p": 0.029133066534996033, + "m": 1.0 + }, + { + "p": 0.07254144549369812, + "m": 1.0 + }, + { + "p": 0.08246840536594391, + "m": 0.6952436566352844 + }, + { + "p": 0.030604010447859764, + "m": 0.6356602907180786 + }, + { + "p": 0.08354831486940384, + "m": 0.9095939993858337 + }, + { + "p": 0.055340033024549484, + "m": 0.92593914270401 + }, + { + "p": 0.04157143458724022, + "m": 0.8815712332725525 + }, + { + "p": 0.0689208135008812, + "m": 0.9964087009429932 + }, + { + "p": 0.05559816583991051, + "m": 0.6483246684074402 + }, + { + "p": 0.06216699630022049, + "m": 1.0 + }, + { + "p": 0.06094136834144592, + "m": 1.0 + }, + { + "p": 0.05845087394118309, + "m": 1.0 + }, + { + "p": 0.05459628999233246, + "m": 1.0 + }, + { + "p": 0.059341464191675186, + "m": 0.9969409108161926 + }, + { + "p": 0.06114858761429787, + "m": 1.0 + }, + { + "p": 0.027785170823335648, + "m": 0.9280698895454407 + }, + { + "p": 0.020799200981855392, + "m": 0.8442937135696411 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.384904146194458, + "val_loss": 1.1007474660873413, + "acc": 62.07, + "time": 146.34186500800206, + "param": [ + { + "p": 0.06605415791273117, + "m": 1.0 + }, + { + "p": 0.03398507460951805, + "m": 1.0 + }, + { + "p": 0.06805304437875748, + "m": 1.0 + }, + { + "p": 0.05724243074655533, + "m": 0.8260517716407776 + }, + { + "p": 0.047471076250076294, + "m": 0.6269563436508179 + }, + { + "p": 0.04068615287542343, + "m": 0.9701117277145386 + }, + { + "p": 0.048789892345666885, + "m": 0.9261212348937988 + }, + { + "p": 0.06595716625452042, + "m": 0.9913330078125 + }, + { + "p": 0.05826874449849129, + "m": 0.9988837242126465 + }, + { + "p": 0.06102805212140083, + "m": 0.5321897268295288 + }, + { + "p": 0.057936299592256546, + "m": 1.0 + }, + { + "p": 0.07315454632043839, + "m": 1.0 + }, + { + "p": 0.06901866942644119, + "m": 1.0 + }, + { + "p": 0.04550507292151451, + "m": 1.0 + }, + { + "p": 0.0742025151848793, + "m": 1.0 + }, + { + "p": 0.06686301529407501, + "m": 1.0 + }, + { + "p": 0.02727402001619339, + "m": 0.9982699751853943 + }, + { + "p": 0.03850998356938362, + "m": 0.9694008231163025 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3546072244644165, + "val_loss": 1.0425630807876587, + "acc": 63.86, + "time": 162.9350797929983, + "param": [ + { + "p": 0.046375200152397156, + "m": 1.0 + }, + { + "p": 0.023286527022719383, + "m": 1.0 + }, + { + "p": 0.08468319475650787, + "m": 1.0 + }, + { + "p": 0.06155352294445038, + "m": 0.8757526874542236 + }, + { + "p": 0.052991319447755814, + "m": 0.6162977814674377 + }, + { + "p": 0.04412289708852768, + "m": 0.975204586982727 + }, + { + "p": 0.07202628999948502, + "m": 0.7872961759567261 + }, + { + "p": 0.06298024207353592, + "m": 0.9729112982749939 + }, + { + "p": 0.0511629618704319, + "m": 1.0 + }, + { + "p": 0.06440789997577667, + "m": 0.6325721144676208 + }, + { + "p": 0.07469981163740158, + "m": 1.0 + }, + { + "p": 0.04587453603744507, + "m": 0.9984262585639954 + }, + { + "p": 0.06545179337263107, + "m": 1.0 + }, + { + "p": 0.05081820487976074, + "m": 1.0 + }, + { + "p": 0.07728531956672668, + "m": 1.0 + }, + { + "p": 0.061190925538539886, + "m": 0.9892839789390564 + }, + { + "p": 0.026612525805830956, + "m": 0.9130073189735413 + }, + { + "p": 0.03447667881846428, + "m": 0.964368999004364 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.461039662361145, + "val_loss": 1.0174933671951294, + "acc": 62.37, + "time": 150.96867830400151, + "param": [ + { + "p": 0.06015601009130478, + "m": 1.0 + }, + { + "p": 0.024804215878248215, + "m": 1.0 + }, + { + "p": 0.060504000633955, + "m": 1.0 + }, + { + "p": 0.0739155188202858, + "m": 0.9309462904930115 + }, + { + "p": 0.062104664742946625, + "m": 0.6502112150192261 + }, + { + "p": 0.051110900938510895, + "m": 0.9808191061019897 + }, + { + "p": 0.0767563208937645, + "m": 0.6216754913330078 + }, + { + "p": 0.0630543902516365, + "m": 0.8664615154266357 + }, + { + "p": 0.06834656745195389, + "m": 0.9982604384422302 + }, + { + "p": 0.04141562059521675, + "m": 0.6658250093460083 + }, + { + "p": 0.05327260494232178, + "m": 0.9948167204856873 + }, + { + "p": 0.05173565447330475, + "m": 1.0 + }, + { + "p": 0.06429914385080338, + "m": 1.0 + }, + { + "p": 0.05498968064785004, + "m": 1.0 + }, + { + "p": 0.04528360813856125, + "m": 0.9463765621185303 + }, + { + "p": 0.05901850759983063, + "m": 1.0 + }, + { + "p": 0.04581362009048462, + "m": 0.9768015146255493 + }, + { + "p": 0.04341893270611763, + "m": 0.9738328456878662 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2655401229858398, + "val_loss": 1.1577867269515991, + "acc": 62.76, + "time": 154.6614567860015, + "param": [ + { + "p": 0.061679061502218246, + "m": 1.0 + }, + { + "p": 0.048341237008571625, + "m": 1.0 + }, + { + "p": 0.06883835047483444, + "m": 1.0 + }, + { + "p": 0.044118739664554596, + "m": 0.8416362404823303 + }, + { + "p": 0.05132738873362541, + "m": 0.6349647641181946 + }, + { + "p": 0.07909755408763885, + "m": 0.9810484051704407 + }, + { + "p": 0.06620984524488449, + "m": 0.6760427355766296 + }, + { + "p": 0.019725797697901726, + "m": 0.9115195870399475 + }, + { + "p": 0.06695985794067383, + "m": 1.0 + }, + { + "p": 0.05946294590830803, + "m": 0.7497861385345459 + }, + { + "p": 0.05296628922224045, + "m": 1.0 + }, + { + "p": 0.06734039634466171, + "m": 1.0 + }, + { + "p": 0.0412139929831028, + "m": 1.0 + }, + { + "p": 0.03507455438375473, + "m": 1.0 + }, + { + "p": 0.07204368710517883, + "m": 0.9641885161399841 + }, + { + "p": 0.057046469300985336, + "m": 1.0 + }, + { + "p": 0.036389920860528946, + "m": 1.0 + }, + { + "p": 0.07216381281614304, + "m": 0.9985050559043884 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3165291547775269, + "val_loss": 1.1131525039672852, + "acc": 63.22, + "time": 150.7803352560004, + "param": [ + { + "p": 0.04285281151533127, + "m": 1.0 + }, + { + "p": 0.04297611862421036, + "m": 1.0 + }, + { + "p": 0.05375126004219055, + "m": 1.0 + }, + { + "p": 0.05652426928281784, + "m": 0.8844832181930542 + }, + { + "p": 0.03520277887582779, + "m": 0.7172026038169861 + }, + { + "p": 0.06437854468822479, + "m": 0.8382464647293091 + }, + { + "p": 0.059823162853717804, + "m": 0.8106913566589355 + }, + { + "p": 0.07022795081138611, + "m": 0.9758474826812744 + }, + { + "p": 0.06042809784412384, + "m": 1.0 + }, + { + "p": 0.06777648627758026, + "m": 0.7693271040916443 + }, + { + "p": 0.05750210955739021, + "m": 1.0 + }, + { + "p": 0.07246068120002747, + "m": 0.995675265789032 + }, + { + "p": 0.06101200729608536, + "m": 1.0 + }, + { + "p": 0.05237735062837601, + "m": 1.0 + }, + { + "p": 0.07097150385379791, + "m": 1.0 + }, + { + "p": 0.05545266717672348, + "m": 1.0 + }, + { + "p": 0.03830132260918617, + "m": 0.9792032241821289 + }, + { + "p": 0.037980690598487854, + "m": 0.9992185831069946 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2712029218673706, + "val_loss": 0.989753007888794, + "acc": 64.07, + "time": 156.28727066400097, + "param": [ + { + "p": 0.07011206448078156, + "m": 1.0 + }, + { + "p": 0.02437964826822281, + "m": 1.0 + }, + { + "p": 0.06348197162151337, + "m": 1.0 + }, + { + "p": 0.06286824494600296, + "m": 0.8273084759712219 + }, + { + "p": 0.04886622354388237, + "m": 0.6953575015068054 + }, + { + "p": 0.05344328284263611, + "m": 0.8239524960517883 + }, + { + "p": 0.0782230943441391, + "m": 0.9697630405426025 + }, + { + "p": 0.044571902602910995, + "m": 0.9664270281791687 + }, + { + "p": 0.06989257037639618, + "m": 1.0 + }, + { + "p": 0.055700890719890594, + "m": 0.8318818211555481 + }, + { + "p": 0.055813267827034, + "m": 1.0 + }, + { + "p": 0.0669044703245163, + "m": 1.0 + }, + { + "p": 0.07672169804573059, + "m": 1.0 + }, + { + "p": 0.01184366550296545, + "m": 1.0 + }, + { + "p": 0.06504985690116882, + "m": 1.0 + }, + { + "p": 0.06037169322371483, + "m": 1.0 + }, + { + "p": 0.04009658098220825, + "m": 0.9869063496589661 + }, + { + "p": 0.05165877565741539, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4174474477767944, + "val_loss": 1.115157961845398, + "acc": 64.07, + "time": 150.2997009489991, + "param": [ + { + "p": 0.021826278418302536, + "m": 1.0 + }, + { + "p": 0.04157669469714165, + "m": 1.0 + }, + { + "p": 0.07943225651979446, + "m": 1.0 + }, + { + "p": 0.04698197543621063, + "m": 0.8819301724433899 + }, + { + "p": 0.06192066892981529, + "m": 0.604128897190094 + }, + { + "p": 0.0494464635848999, + "m": 0.8539256453514099 + }, + { + "p": 0.06338830292224884, + "m": 0.8486871123313904 + }, + { + "p": 0.0300738587975502, + "m": 0.8190514445304871 + }, + { + "p": 0.05670026317238808, + "m": 1.0 + }, + { + "p": 0.06907937675714493, + "m": 0.8894005417823792 + }, + { + "p": 0.0579410158097744, + "m": 0.9738025665283203 + }, + { + "p": 0.04411335289478302, + "m": 0.9991117715835571 + }, + { + "p": 0.09834562242031097, + "m": 1.0 + }, + { + "p": 0.06385906040668488, + "m": 1.0 + }, + { + "p": 0.061409980058670044, + "m": 1.0 + }, + { + "p": 0.056181952357292175, + "m": 1.0 + }, + { + "p": 0.04604614898562431, + "m": 0.9924917221069336 + }, + { + "p": 0.051676735281944275, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5193212032318115, + "val_loss": 0.98478102684021, + "acc": 64.72, + "time": 146.24686421799925, + "param": [ + { + "p": 0.06906771659851074, + "m": 1.0 + }, + { + "p": 0.021260451525449753, + "m": 1.0 + }, + { + "p": 0.05345713347196579, + "m": 1.0 + }, + { + "p": 0.06643308699131012, + "m": 0.9237213134765625 + }, + { + "p": 0.06592956930398941, + "m": 0.6231172680854797 + }, + { + "p": 0.04701080545783043, + "m": 0.8598669767379761 + }, + { + "p": 0.04967981576919556, + "m": 1.0 + }, + { + "p": 0.04910634085536003, + "m": 0.9996823072433472 + }, + { + "p": 0.06307201087474823, + "m": 1.0 + }, + { + "p": 0.054788753390312195, + "m": 0.8464760780334473 + }, + { + "p": 0.0704876184463501, + "m": 1.0 + }, + { + "p": 0.06207263469696045, + "m": 1.0 + }, + { + "p": 0.05389866605401039, + "m": 1.0 + }, + { + "p": 0.05577510595321655, + "m": 1.0 + }, + { + "p": 0.07357796281576157, + "m": 0.94649738073349 + }, + { + "p": 0.05251456797122955, + "m": 1.0 + }, + { + "p": 0.024823179468512535, + "m": 0.9684126377105713 + }, + { + "p": 0.06704462319612503, + "m": 0.9943149089813232 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.150638222694397, + "val_loss": 1.0344748497009277, + "acc": 65.36, + "time": 137.77060868600165, + "param": [ + { + "p": 0.08280555158853531, + "m": 1.0 + }, + { + "p": 0.017043301835656166, + "m": 1.0 + }, + { + "p": 0.04810221865773201, + "m": 1.0 + }, + { + "p": 0.03364789858460426, + "m": 0.8466076850891113 + }, + { + "p": 0.06123603135347366, + "m": 0.6269701719284058 + }, + { + "p": 0.04719552770256996, + "m": 0.8793498277664185 + }, + { + "p": 0.07836774736642838, + "m": 0.9740440249443054 + }, + { + "p": 0.057852379977703094, + "m": 1.0 + }, + { + "p": 0.04055064544081688, + "m": 1.0 + }, + { + "p": 0.05843334272503853, + "m": 0.9032975435256958 + }, + { + "p": 0.07295136898756027, + "m": 1.0 + }, + { + "p": 0.060577139258384705, + "m": 1.0 + }, + { + "p": 0.07228131592273712, + "m": 1.0 + }, + { + "p": 0.05864076688885689, + "m": 1.0 + }, + { + "p": 0.050992824137210846, + "m": 1.0 + }, + { + "p": 0.07120765000581741, + "m": 1.0 + }, + { + "p": 0.04204898327589035, + "m": 1.0 + }, + { + "p": 0.046065330505371094, + "m": 0.9835163950920105 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.298043966293335, + "val_loss": 0.9837677478790283, + "acc": 65.14, + "time": 154.60913158699987, + "param": [ + { + "p": 0.0489424504339695, + "m": 1.0 + }, + { + "p": 0.005275989416986704, + "m": 1.0 + }, + { + "p": 0.06360902637243271, + "m": 1.0 + }, + { + "p": 0.0535106435418129, + "m": 0.8001986742019653 + }, + { + "p": 0.04077470675110817, + "m": 0.5860074162483215 + }, + { + "p": 0.05003632605075836, + "m": 0.9047608375549316 + }, + { + "p": 0.06668389588594437, + "m": 0.8895536065101624 + }, + { + "p": 0.06739550828933716, + "m": 0.8978894352912903 + }, + { + "p": 0.08188338577747345, + "m": 1.0 + }, + { + "p": 0.0684155523777008, + "m": 0.832916259765625 + }, + { + "p": 0.07325997948646545, + "m": 1.0 + }, + { + "p": 0.06685972958803177, + "m": 1.0 + }, + { + "p": 0.07465965300798416, + "m": 1.0 + }, + { + "p": 0.0587848462164402, + "m": 1.0 + }, + { + "p": 0.06721808761358261, + "m": 0.9974031448364258 + }, + { + "p": 0.057877857238054276, + "m": 1.0 + }, + { + "p": 0.03276310861110687, + "m": 1.0 + }, + { + "p": 0.022049108520150185, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.210302710533142, + "val_loss": 0.9799678921699524, + "acc": 63.91, + "time": 148.56729396599985, + "param": [ + { + "p": 0.05598163977265358, + "m": 1.0 + }, + { + "p": 0.035948123782873154, + "m": 1.0 + }, + { + "p": 0.06619120389223099, + "m": 1.0 + }, + { + "p": 0.04630473256111145, + "m": 0.775661051273346 + }, + { + "p": 0.053693823516368866, + "m": 0.7251060009002686 + }, + { + "p": 0.04333791881799698, + "m": 1.0 + }, + { + "p": 0.06447383761405945, + "m": 0.9679848551750183 + }, + { + "p": 0.07358860969543457, + "m": 0.9420668482780457 + }, + { + "p": 0.06482274830341339, + "m": 1.0 + }, + { + "p": 0.07154813408851624, + "m": 0.8094626069068909 + }, + { + "p": 0.047324519604444504, + "m": 0.9772403836250305 + }, + { + "p": 0.08683603256940842, + "m": 1.0 + }, + { + "p": 0.06246715784072876, + "m": 1.0 + }, + { + "p": 0.043878473341464996, + "m": 1.0 + }, + { + "p": 0.04238792508840561, + "m": 0.952686607837677 + }, + { + "p": 0.06790181249380112, + "m": 1.0 + }, + { + "p": 0.03954553231596947, + "m": 0.9961290955543518 + }, + { + "p": 0.03376783803105354, + "m": 0.9135199785232544 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.1778441667556763, + "val_loss": 1.0482145547866821, + "acc": 64.81, + "time": 149.43266977700114, + "param": [ + { + "p": 0.05523967370390892, + "m": 1.0 + }, + { + "p": 0.05326887220144272, + "m": 1.0 + }, + { + "p": 0.06503789871931076, + "m": 1.0 + }, + { + "p": 0.0410366952419281, + "m": 0.8871185183525085 + }, + { + "p": 0.04767357185482979, + "m": 0.74161696434021 + }, + { + "p": 0.05549962818622589, + "m": 0.9687346816062927 + }, + { + "p": 0.0748012363910675, + "m": 0.8501569628715515 + }, + { + "p": 0.057855162769556046, + "m": 0.9999529719352722 + }, + { + "p": 0.04919945448637009, + "m": 0.9995365738868713 + }, + { + "p": 0.06333540380001068, + "m": 0.8555666208267212 + }, + { + "p": 0.04061904177069664, + "m": 0.9965808391571045 + }, + { + "p": 0.06886329501867294, + "m": 0.9980180859565735 + }, + { + "p": 0.04812527820467949, + "m": 1.0 + }, + { + "p": 0.051902662962675095, + "m": 1.0 + }, + { + "p": 0.07119950652122498, + "m": 1.0 + }, + { + "p": 0.06921643763780594, + "m": 0.9996014833450317 + }, + { + "p": 0.033066507428884506, + "m": 0.919346034526825 + }, + { + "p": 0.0540597066283226, + "m": 0.8433171510696411 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.1287246942520142, + "val_loss": 1.0025441646575928, + "acc": 66.12, + "time": 158.2400968539987, + "param": [ + { + "p": 0.050095122307538986, + "m": 1.0 + }, + { + "p": 0.02860877476632595, + "m": 1.0 + }, + { + "p": 0.07401517033576965, + "m": 1.0 + }, + { + "p": 0.04640224203467369, + "m": 0.7829189300537109 + }, + { + "p": 0.03287839889526367, + "m": 0.7813292145729065 + }, + { + "p": 0.05899177864193916, + "m": 0.9649348258972168 + }, + { + "p": 0.0739661231637001, + "m": 0.814812958240509 + }, + { + "p": 0.0760137215256691, + "m": 0.9976343512535095 + }, + { + "p": 0.06848296523094177, + "m": 1.0 + }, + { + "p": 0.06224093213677406, + "m": 0.919441819190979 + }, + { + "p": 0.033825017511844635, + "m": 0.9976054430007935 + }, + { + "p": 0.05097535252571106, + "m": 1.0 + }, + { + "p": 0.07419246435165405, + "m": 1.0 + }, + { + "p": 0.04342110455036163, + "m": 1.0 + }, + { + "p": 0.0779837891459465, + "m": 1.0 + }, + { + "p": 0.06180804967880249, + "m": 0.9985254406929016 + }, + { + "p": 0.040384549647569656, + "m": 0.9115050435066223 + }, + { + "p": 0.045714475214481354, + "m": 0.8692392706871033 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1041815280914307, + "val_loss": 1.1695419549942017, + "acc": 63.23, + "time": 158.28052389300137, + "param": [ + { + "p": 0.044751495122909546, + "m": 1.0 + }, + { + "p": 0.02197953872382641, + "m": 1.0 + }, + { + "p": 0.07948803901672363, + "m": 1.0 + }, + { + "p": 0.07497517764568329, + "m": 0.7695475816726685 + }, + { + "p": 0.028700003400444984, + "m": 0.8266909122467041 + }, + { + "p": 0.049991413950920105, + "m": 0.9141771197319031 + }, + { + "p": 0.057422034442424774, + "m": 0.8847752809524536 + }, + { + "p": 0.06518203020095825, + "m": 1.0 + }, + { + "p": 0.0753563866019249, + "m": 0.998069167137146 + }, + { + "p": 0.058117933571338654, + "m": 0.960204541683197 + }, + { + "p": 0.07768118381500244, + "m": 0.9998120069503784 + }, + { + "p": 0.03265196084976196, + "m": 1.0 + }, + { + "p": 0.08330817520618439, + "m": 1.0 + }, + { + "p": 0.03668449819087982, + "m": 1.0 + }, + { + "p": 0.06553062051534653, + "m": 1.0 + }, + { + "p": 0.04543502256274223, + "m": 0.9962572455406189 + }, + { + "p": 0.052733443677425385, + "m": 0.9404124617576599 + }, + { + "p": 0.050011053681373596, + "m": 0.8196125030517578 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2097374200820923, + "val_loss": 0.9228422045707703, + "acc": 66.68, + "time": 152.9163064860004, + "param": [ + { + "p": 0.07356905937194824, + "m": 1.0 + }, + { + "p": 0.024823101237416267, + "m": 1.0 + }, + { + "p": 0.0660681277513504, + "m": 1.0 + }, + { + "p": 0.059884488582611084, + "m": 0.7476655840873718 + }, + { + "p": 0.05409097671508789, + "m": 0.8152207136154175 + }, + { + "p": 0.05282052978873253, + "m": 0.835634171962738 + }, + { + "p": 0.08276253938674927, + "m": 0.780608594417572 + }, + { + "p": 0.03168276697397232, + "m": 0.9552037715911865 + }, + { + "p": 0.04338601231575012, + "m": 0.9921929836273193 + }, + { + "p": 0.06275047361850739, + "m": 0.9345847368240356 + }, + { + "p": 0.048763759434223175, + "m": 0.9847452044487 + }, + { + "p": 0.06560765951871872, + "m": 1.0 + }, + { + "p": 0.07116265594959259, + "m": 1.0 + }, + { + "p": 0.03477708250284195, + "m": 1.0 + }, + { + "p": 0.04726817458868027, + "m": 1.0 + }, + { + "p": 0.07431168109178543, + "m": 1.0 + }, + { + "p": 0.05955461412668228, + "m": 1.0 + }, + { + "p": 0.04671633616089821, + "m": 0.8770371079444885 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1506415605545044, + "val_loss": 0.8867343068122864, + "acc": 65.28, + "time": 157.51392628600297, + "param": [ + { + "p": 0.05849413946270943, + "m": 1.0 + }, + { + "p": 0.02684270776808262, + "m": 1.0 + }, + { + "p": 0.06538588553667068, + "m": 1.0 + }, + { + "p": 0.04339470714330673, + "m": 0.7591132521629333 + }, + { + "p": 0.06074662506580353, + "m": 0.8435659408569336 + }, + { + "p": 0.06670248508453369, + "m": 0.9177300333976746 + }, + { + "p": 0.07105479389429092, + "m": 0.8040099740028381 + }, + { + "p": 0.016791416332125664, + "m": 1.0 + }, + { + "p": 0.06391233205795288, + "m": 1.0 + }, + { + "p": 0.05429632589221001, + "m": 0.9100503921508789 + }, + { + "p": 0.07124584913253784, + "m": 1.0 + }, + { + "p": 0.07893482595682144, + "m": 0.9949584603309631 + }, + { + "p": 0.06779392808675766, + "m": 1.0 + }, + { + "p": 0.04680957272648811, + "m": 1.0 + }, + { + "p": 0.04947292059659958, + "m": 0.9984257817268372 + }, + { + "p": 0.055380161851644516, + "m": 1.0 + }, + { + "p": 0.044634588062763214, + "m": 1.0 + }, + { + "p": 0.058106690645217896, + "m": 0.9053725004196167 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.08820641040802, + "val_loss": 0.967624306678772, + "acc": 66.2, + "time": 146.59238371799802, + "param": [ + { + "p": 0.057468246668577194, + "m": 1.0 + }, + { + "p": 0.05536600574851036, + "m": 1.0 + }, + { + "p": 0.07250913977622986, + "m": 1.0 + }, + { + "p": 0.0341421514749527, + "m": 0.8384103178977966 + }, + { + "p": 0.052981968969106674, + "m": 0.889957845211029 + }, + { + "p": 0.0452033169567585, + "m": 0.8653995990753174 + }, + { + "p": 0.03250878304243088, + "m": 0.9504454135894775 + }, + { + "p": 0.05993165075778961, + "m": 0.99166339635849 + }, + { + "p": 0.05847828462719917, + "m": 1.0 + }, + { + "p": 0.07102591544389725, + "m": 0.8431637287139893 + }, + { + "p": 0.07553846389055252, + "m": 1.0 + }, + { + "p": 0.051737230271101, + "m": 1.0 + }, + { + "p": 0.04893294349312782, + "m": 1.0 + }, + { + "p": 0.052161723375320435, + "m": 1.0 + }, + { + "p": 0.057935137301683426, + "m": 1.0 + }, + { + "p": 0.06383439898490906, + "m": 1.0 + }, + { + "p": 0.06371325999498367, + "m": 1.0 + }, + { + "p": 0.04653150588274002, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.180131196975708, + "val_loss": 0.9707198739051819, + "acc": 67.03, + "time": 157.12589813199884, + "param": [ + { + "p": 0.05855204537510872, + "m": 1.0 + }, + { + "p": 0.037248849868774414, + "m": 1.0 + }, + { + "p": 0.055284496396780014, + "m": 1.0 + }, + { + "p": 0.04324807971715927, + "m": 0.8471016883850098 + }, + { + "p": 0.05364131182432175, + "m": 0.901199221611023 + }, + { + "p": 0.06039419025182724, + "m": 0.7075268030166626 + }, + { + "p": 0.058161430060863495, + "m": 0.9310309886932373 + }, + { + "p": 0.07501718401908875, + "m": 0.9067779183387756 + }, + { + "p": 0.0672566145658493, + "m": 1.0 + }, + { + "p": 0.0633234977722168, + "m": 0.6415588855743408 + }, + { + "p": 0.04878265783190727, + "m": 0.9939603209495544 + }, + { + "p": 0.06301937997341156, + "m": 1.0 + }, + { + "p": 0.05976935848593712, + "m": 1.0 + }, + { + "p": 0.04073262959718704, + "m": 1.0 + }, + { + "p": 0.06011846289038658, + "m": 0.9932340383529663 + }, + { + "p": 0.06537435203790665, + "m": 1.0 + }, + { + "p": 0.04648725315928459, + "m": 0.9906541705131531 + }, + { + "p": 0.043588247150182724, + "m": 0.967473030090332 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1808642148971558, + "val_loss": 0.9729010462760925, + "acc": 67.05, + "time": 155.8499264680031, + "param": [ + { + "p": 0.06383925676345825, + "m": 1.0 + }, + { + "p": 0.021086055785417557, + "m": 1.0 + }, + { + "p": 0.06124050170183182, + "m": 1.0 + }, + { + "p": 0.056767333298921585, + "m": 0.9625147581100464 + }, + { + "p": 0.03750693425536156, + "m": 0.7839992046356201 + }, + { + "p": 0.040109943598508835, + "m": 0.737797737121582 + }, + { + "p": 0.05431332811713219, + "m": 0.9982354640960693 + }, + { + "p": 0.06087123975157738, + "m": 0.8984640836715698 + }, + { + "p": 0.06733696907758713, + "m": 1.0 + }, + { + "p": 0.05149880424141884, + "m": 0.7204719185829163 + }, + { + "p": 0.07415587455034256, + "m": 1.0 + }, + { + "p": 0.07213994860649109, + "m": 1.0 + }, + { + "p": 0.08204817771911621, + "m": 1.0 + }, + { + "p": 0.04755331203341484, + "m": 1.0 + }, + { + "p": 0.062250033020973206, + "m": 1.0 + }, + { + "p": 0.06762254238128662, + "m": 1.0 + }, + { + "p": 0.03210103139281273, + "m": 0.8889514207839966 + }, + { + "p": 0.0475587472319603, + "m": 0.9408325552940369 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1618419885635376, + "val_loss": 0.8877191543579102, + "acc": 66.91, + "time": 138.69926198900066, + "param": [ + { + "p": 0.06835570186376572, + "m": 1.0 + }, + { + "p": 0.04736647382378578, + "m": 1.0 + }, + { + "p": 0.05397123098373413, + "m": 1.0 + }, + { + "p": 0.055421363562345505, + "m": 0.9186528325080872 + }, + { + "p": 0.04931420832872391, + "m": 0.9111939072608948 + }, + { + "p": 0.05958760157227516, + "m": 0.7588772177696228 + }, + { + "p": 0.0642080157995224, + "m": 0.9864050149917603 + }, + { + "p": 0.06347891688346863, + "m": 1.0 + }, + { + "p": 0.058833442628383636, + "m": 0.9768160581588745 + }, + { + "p": 0.05004364997148514, + "m": 0.8110211491584778 + }, + { + "p": 0.06253306567668915, + "m": 1.0 + }, + { + "p": 0.06513485312461853, + "m": 1.0 + }, + { + "p": 0.0698854923248291, + "m": 1.0 + }, + { + "p": 0.048995811492204666, + "m": 1.0 + }, + { + "p": 0.0727873370051384, + "m": 1.0 + }, + { + "p": 0.03562900796532631, + "m": 0.9912678599357605 + }, + { + "p": 0.03825721517205238, + "m": 0.8987130522727966 + }, + { + "p": 0.03619656711816788, + "m": 0.9524809122085571 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.333191156387329, + "val_loss": 0.846341073513031, + "acc": 67.76, + "time": 147.93489145400235, + "param": [ + { + "p": 0.05609815940260887, + "m": 1.0 + }, + { + "p": 0.05962531268596649, + "m": 1.0 + }, + { + "p": 0.08120989054441452, + "m": 1.0 + }, + { + "p": 0.054723627865314484, + "m": 0.9638137817382812 + }, + { + "p": 0.03163909539580345, + "m": 0.83955979347229 + }, + { + "p": 0.029118681326508522, + "m": 0.9094511866569519 + }, + { + "p": 0.0680328756570816, + "m": 0.9421414136886597 + }, + { + "p": 0.057057734578847885, + "m": 0.9589999318122864 + }, + { + "p": 0.06066017970442772, + "m": 1.0 + }, + { + "p": 0.06495338678359985, + "m": 0.7946314215660095 + }, + { + "p": 0.02717885561287403, + "m": 0.9850308895111084 + }, + { + "p": 0.07484091073274612, + "m": 1.0 + }, + { + "p": 0.06155185028910637, + "m": 1.0 + }, + { + "p": 0.04691481217741966, + "m": 1.0 + }, + { + "p": 0.06482473760843277, + "m": 1.0 + }, + { + "p": 0.08157818764448166, + "m": 1.0 + }, + { + "p": 0.037441592663526535, + "m": 0.840777575969696 + }, + { + "p": 0.042550135403871536, + "m": 0.9862343072891235 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2244892120361328, + "val_loss": 0.9622645378112793, + "acc": 67.22, + "time": 159.0965471160016, + "param": [ + { + "p": 0.0661870688199997, + "m": 1.0 + }, + { + "p": 0.0443439856171608, + "m": 1.0 + }, + { + "p": 0.06717345863580704, + "m": 1.0 + }, + { + "p": 0.046849511563777924, + "m": 0.9029428362846375 + }, + { + "p": 0.05086600407958031, + "m": 0.816095232963562 + }, + { + "p": 0.04250184819102287, + "m": 0.8732878565788269 + }, + { + "p": 0.05988488346338272, + "m": 0.8896634578704834 + }, + { + "p": 0.06504271924495697, + "m": 0.944271445274353 + }, + { + "p": 0.07117874920368195, + "m": 1.0 + }, + { + "p": 0.059510424733161926, + "m": 0.8723117709159851 + }, + { + "p": 0.04493243619799614, + "m": 0.9404819011688232 + }, + { + "p": 0.04694950953125954, + "m": 1.0 + }, + { + "p": 0.05064045265316963, + "m": 1.0 + }, + { + "p": 0.042245786637067795, + "m": 1.0 + }, + { + "p": 0.06886259466409683, + "m": 1.0 + }, + { + "p": 0.07556354999542236, + "m": 1.0 + }, + { + "p": 0.03376258164644241, + "m": 0.9480915665626526 + }, + { + "p": 0.0635044202208519, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.1064889430999756, + "val_loss": 0.9353628158569336, + "acc": 67.83, + "time": 147.03461393399994, + "param": [ + { + "p": 0.06369650363922119, + "m": 1.0 + }, + { + "p": 0.03387899324297905, + "m": 1.0 + }, + { + "p": 0.06672263890504837, + "m": 1.0 + }, + { + "p": 0.048275358974933624, + "m": 0.9199246168136597 + }, + { + "p": 0.01995966210961342, + "m": 0.9209749102592468 + }, + { + "p": 0.07472582906484604, + "m": 0.8819588422775269 + }, + { + "p": 0.05399641767144203, + "m": 0.8960232138633728 + }, + { + "p": 0.054533958435058594, + "m": 0.8835586309432983 + }, + { + "p": 0.09380115568637848, + "m": 1.0 + }, + { + "p": 0.06159074604511261, + "m": 1.0 + }, + { + "p": 0.05910545215010643, + "m": 1.0 + }, + { + "p": 0.04674677550792694, + "m": 1.0 + }, + { + "p": 0.057816289365291595, + "m": 1.0 + }, + { + "p": 0.0515713095664978, + "m": 1.0 + }, + { + "p": 0.04962272197008133, + "m": 1.0 + }, + { + "p": 0.05803215876221657, + "m": 1.0 + }, + { + "p": 0.05252167955040932, + "m": 0.877001166343689 + }, + { + "p": 0.05340229347348213, + "m": 0.8764289021492004 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1679884195327759, + "val_loss": 1.1017067432403564, + "acc": 66.83, + "time": 158.54955560899907, + "param": [ + { + "p": 0.055582329630851746, + "m": 1.0 + }, + { + "p": 0.02662237547338009, + "m": 1.0 + }, + { + "p": 0.05402502417564392, + "m": 1.0 + }, + { + "p": 0.059874001890420914, + "m": 0.8613580465316772 + }, + { + "p": 0.054769836366176605, + "m": 0.9626544117927551 + }, + { + "p": 0.06250406801700592, + "m": 1.0 + }, + { + "p": 0.05608553811907768, + "m": 0.9818598628044128 + }, + { + "p": 0.05761412903666496, + "m": 0.9629437327384949 + }, + { + "p": 0.06949620693922043, + "m": 1.0 + }, + { + "p": 0.059037573635578156, + "m": 0.9411324858665466 + }, + { + "p": 0.06325966119766235, + "m": 1.0 + }, + { + "p": 0.07425331324338913, + "m": 1.0 + }, + { + "p": 0.07066146284341812, + "m": 1.0 + }, + { + "p": 0.020560307428240776, + "m": 1.0 + }, + { + "p": 0.045857470482587814, + "m": 0.9903361201286316 + }, + { + "p": 0.0570419579744339, + "m": 1.0 + }, + { + "p": 0.045427411794662476, + "m": 1.0 + }, + { + "p": 0.06732736527919769, + "m": 0.9457911849021912 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.19830322265625, + "val_loss": 0.9259757995605469, + "acc": 67.48, + "time": 138.72921357000087, + "param": [ + { + "p": 0.05811423435807228, + "m": 1.0 + }, + { + "p": 0.05362328141927719, + "m": 1.0 + }, + { + "p": 0.05190260708332062, + "m": 1.0 + }, + { + "p": 0.05827561765909195, + "m": 0.8084076642990112 + }, + { + "p": 0.0394284687936306, + "m": 0.9047412276268005 + }, + { + "p": 0.05058857426047325, + "m": 0.9687858819961548 + }, + { + "p": 0.05803669989109039, + "m": 0.9647708535194397 + }, + { + "p": 0.02608690783381462, + "m": 0.9595933556556702 + }, + { + "p": 0.057842809706926346, + "m": 1.0 + }, + { + "p": 0.058566443622112274, + "m": 0.9492305517196655 + }, + { + "p": 0.0663747787475586, + "m": 1.0 + }, + { + "p": 0.05428217723965645, + "m": 1.0 + }, + { + "p": 0.060068048536777496, + "m": 1.0 + }, + { + "p": 0.0619940347969532, + "m": 1.0 + }, + { + "p": 0.05726093798875809, + "m": 1.0 + }, + { + "p": 0.07813752442598343, + "m": 1.0 + }, + { + "p": 0.044361431151628494, + "m": 0.9997552633285522 + }, + { + "p": 0.06505550444126129, + "m": 0.983745276927948 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.9674264192581177, + "val_loss": 0.8498428463935852, + "acc": 67.96, + "time": 147.97017446300015, + "param": [ + { + "p": 0.056787192821502686, + "m": 1.0 + }, + { + "p": 0.039983123540878296, + "m": 1.0 + }, + { + "p": 0.05882662907242775, + "m": 1.0 + }, + { + "p": 0.05132882297039032, + "m": 0.8705739378929138 + }, + { + "p": 0.04767269268631935, + "m": 0.8909928202629089 + }, + { + "p": 0.047710880637168884, + "m": 1.0 + }, + { + "p": 0.04595449939370155, + "m": 0.9853010177612305 + }, + { + "p": 0.060238443315029144, + "m": 1.0 + }, + { + "p": 0.06269844621419907, + "m": 1.0 + }, + { + "p": 0.06570812314748764, + "m": 0.9691873788833618 + }, + { + "p": 0.061436284333467484, + "m": 1.0 + }, + { + "p": 0.08441378176212311, + "m": 1.0 + }, + { + "p": 0.055067554116249084, + "m": 1.0 + }, + { + "p": 0.044572360813617706, + "m": 1.0 + }, + { + "p": 0.06560055911540985, + "m": 1.0 + }, + { + "p": 0.0704125389456749, + "m": 1.0 + }, + { + "p": 0.046524159610271454, + "m": 0.9908349514007568 + }, + { + "p": 0.035063862800598145, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1255942583084106, + "val_loss": 0.7911911010742188, + "acc": 68.01, + "time": 159.19800069199846, + "param": [ + { + "p": 0.08547331392765045, + "m": 1.0 + }, + { + "p": 0.011511784978210926, + "m": 1.0 + }, + { + "p": 0.08315775543451309, + "m": 1.0 + }, + { + "p": 0.04489344730973244, + "m": 0.8672690987586975 + }, + { + "p": 0.04954016953706741, + "m": 0.9392318725585938 + }, + { + "p": 0.04310939460992813, + "m": 0.9737269282341003 + }, + { + "p": 0.050804007798433304, + "m": 0.8837540149688721 + }, + { + "p": 0.06761831790208817, + "m": 0.9531516432762146 + }, + { + "p": 0.04303370788693428, + "m": 0.9989176392555237 + }, + { + "p": 0.06457354873418808, + "m": 0.9533228278160095 + }, + { + "p": 0.08643672615289688, + "m": 1.0 + }, + { + "p": 0.04154349863529205, + "m": 1.0 + }, + { + "p": 0.05143978074193001, + "m": 1.0 + }, + { + "p": 0.04169139638543129, + "m": 1.0 + }, + { + "p": 0.06836025416851044, + "m": 0.998264729976654 + }, + { + "p": 0.07759016007184982, + "m": 1.0 + }, + { + "p": 0.043585825711488724, + "m": 0.9724292159080505 + }, + { + "p": 0.04563682898879051, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.0289210081100464, + "val_loss": 0.9814099073410034, + "acc": 67.6, + "time": 158.99754407899673, + "param": [ + { + "p": 0.04379076883196831, + "m": 1.0 + }, + { + "p": 0.02231229655444622, + "m": 1.0 + }, + { + "p": 0.07042460888624191, + "m": 1.0 + }, + { + "p": 0.07832558453083038, + "m": 0.888212263584137 + }, + { + "p": 0.03250952810049057, + "m": 0.9972227811813354 + }, + { + "p": 0.026494896039366722, + "m": 0.9569756388664246 + }, + { + "p": 0.05199116840958595, + "m": 0.9674059152603149 + }, + { + "p": 0.06833811104297638, + "m": 0.9112968444824219 + }, + { + "p": 0.08805767446756363, + "m": 1.0 + }, + { + "p": 0.07311593741178513, + "m": 1.0 + }, + { + "p": 0.04213954508304596, + "m": 0.9906363487243652 + }, + { + "p": 0.05786140635609627, + "m": 1.0 + }, + { + "p": 0.08122585713863373, + "m": 1.0 + }, + { + "p": 0.05002807825803757, + "m": 1.0 + }, + { + "p": 0.07221148163080215, + "m": 0.9973211884498596 + }, + { + "p": 0.06342978775501251, + "m": 0.9923918843269348 + }, + { + "p": 0.03342052921652794, + "m": 0.7771939039230347 + }, + { + "p": 0.04432270675897598, + "m": 0.886406660079956 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0215716361999512, + "val_loss": 0.9081934094429016, + "acc": 68.02, + "time": 147.31269745700047, + "param": [ + { + "p": 0.05879957228899002, + "m": 1.0 + }, + { + "p": 0.022833174094557762, + "m": 1.0 + }, + { + "p": 0.06994405388832092, + "m": 1.0 + }, + { + "p": 0.07244224846363068, + "m": 0.7864567041397095 + }, + { + "p": 0.035400792956352234, + "m": 0.8857885599136353 + }, + { + "p": 0.03641839325428009, + "m": 0.9115275740623474 + }, + { + "p": 0.06340917944908142, + "m": 1.0 + }, + { + "p": 0.0765395537018776, + "m": 0.9183599352836609 + }, + { + "p": 0.07170858234167099, + "m": 0.9997007250785828 + }, + { + "p": 0.0681561753153801, + "m": 1.0 + }, + { + "p": 0.04027878865599632, + "m": 1.0 + }, + { + "p": 0.057137779891490936, + "m": 1.0 + }, + { + "p": 0.056144315749406815, + "m": 1.0 + }, + { + "p": 0.04324675723910332, + "m": 1.0 + }, + { + "p": 0.06591455638408661, + "m": 0.9983378052711487 + }, + { + "p": 0.08107592910528183, + "m": 0.9999127388000488 + }, + { + "p": 0.03937860578298569, + "m": 0.8217048048973083 + }, + { + "p": 0.04117155075073242, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.0590848922729492, + "val_loss": 0.9641358852386475, + "acc": 68.73, + "time": 158.40780277200247, + "param": [ + { + "p": 0.06608215719461441, + "m": 1.0 + }, + { + "p": 0.04012772813439369, + "m": 1.0 + }, + { + "p": 0.08090567588806152, + "m": 1.0 + }, + { + "p": 0.05953984335064888, + "m": 0.7509821653366089 + }, + { + "p": 0.03960005193948746, + "m": 0.8584811687469482 + }, + { + "p": 0.0534614622592926, + "m": 0.8817806243896484 + }, + { + "p": 0.04256515949964523, + "m": 1.0 + }, + { + "p": 0.05839555338025093, + "m": 0.8793912529945374 + }, + { + "p": 0.055106211453676224, + "m": 1.0 + }, + { + "p": 0.04216505587100983, + "m": 0.9999019503593445 + }, + { + "p": 0.06818471103906631, + "m": 1.0 + }, + { + "p": 0.0744260624051094, + "m": 1.0 + }, + { + "p": 0.054302435368299484, + "m": 1.0 + }, + { + "p": 0.056534405797719955, + "m": 1.0 + }, + { + "p": 0.05597401037812233, + "m": 1.0 + }, + { + "p": 0.08753106743097305, + "m": 1.0 + }, + { + "p": 0.036895982921123505, + "m": 0.8035760521888733 + }, + { + "p": 0.028202323243021965, + "m": 0.8336673974990845 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.9577881693840027, + "val_loss": 0.8874818682670593, + "acc": 68.63, + "time": 150.31993268400038, + "param": [ + { + "p": 0.06279487907886505, + "m": 1.0 + }, + { + "p": 0.026964358985424042, + "m": 1.0 + }, + { + "p": 0.05290988087654114, + "m": 1.0 + }, + { + "p": 0.05899623781442642, + "m": 0.7109101414680481 + }, + { + "p": 0.036793388426303864, + "m": 0.8684046864509583 + }, + { + "p": 0.06814686954021454, + "m": 0.9978719353675842 + }, + { + "p": 0.061507128179073334, + "m": 1.0 + }, + { + "p": 0.06330856680870056, + "m": 0.8722348213195801 + }, + { + "p": 0.05182139575481415, + "m": 1.0 + }, + { + "p": 0.04919302836060524, + "m": 0.9208371043205261 + }, + { + "p": 0.06848162412643433, + "m": 1.0 + }, + { + "p": 0.04862252250313759, + "m": 1.0 + }, + { + "p": 0.055974576622247696, + "m": 1.0 + }, + { + "p": 0.044645678251981735, + "m": 1.0 + }, + { + "p": 0.07080263644456863, + "m": 0.9980392456054688 + }, + { + "p": 0.06332263350486755, + "m": 1.0 + }, + { + "p": 0.06289613991975784, + "m": 0.8917621374130249 + }, + { + "p": 0.05281838774681091, + "m": 0.8234167098999023 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2135089635849, + "val_loss": 0.9532623291015625, + "acc": 67.64, + "time": 141.07932411500224, + "param": [ + { + "p": 0.0811329111456871, + "m": 1.0 + }, + { + "p": 0.026860471814870834, + "m": 1.0 + }, + { + "p": 0.06132478266954422, + "m": 1.0 + }, + { + "p": 0.04980608820915222, + "m": 0.6620765328407288 + }, + { + "p": 0.05762120336294174, + "m": 0.9794792532920837 + }, + { + "p": 0.029111895710229874, + "m": 0.8405647277832031 + }, + { + "p": 0.07074573636054993, + "m": 0.973131537437439 + }, + { + "p": 0.06585375964641571, + "m": 0.9101141095161438 + }, + { + "p": 0.047694604843854904, + "m": 0.9879840016365051 + }, + { + "p": 0.08337614685297012, + "m": 0.919933557510376 + }, + { + "p": 0.05250135809183121, + "m": 1.0 + }, + { + "p": 0.05597418174147606, + "m": 1.0 + }, + { + "p": 0.044665202498435974, + "m": 1.0 + }, + { + "p": 0.04400543496012688, + "m": 1.0 + }, + { + "p": 0.07708706706762314, + "m": 1.0 + }, + { + "p": 0.05857120826840401, + "m": 0.9875381588935852 + }, + { + "p": 0.048884086310863495, + "m": 1.0 + }, + { + "p": 0.044783804565668106, + "m": 0.9974926114082336 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.8984857201576233, + "val_loss": 0.8291656970977783, + "acc": 68.44, + "time": 150.62665313099933, + "param": [ + { + "p": 0.07167825847864151, + "m": 1.0 + }, + { + "p": 0.025245770812034607, + "m": 1.0 + }, + { + "p": 0.0670129805803299, + "m": 1.0 + }, + { + "p": 0.05595680698752403, + "m": 0.7716140747070312 + }, + { + "p": 0.04709549620747566, + "m": 0.8870887756347656 + }, + { + "p": 0.028532862663269043, + "m": 0.7080520987510681 + }, + { + "p": 0.05822828412055969, + "m": 0.9963486194610596 + }, + { + "p": 0.08014963567256927, + "m": 0.7932058572769165 + }, + { + "p": 0.07601747661828995, + "m": 0.9957976937294006 + }, + { + "p": 0.08584331721067429, + "m": 0.9363687634468079 + }, + { + "p": 0.03601611405611038, + "m": 1.0 + }, + { + "p": 0.07051131874322891, + "m": 1.0 + }, + { + "p": 0.038223493844270706, + "m": 1.0 + }, + { + "p": 0.03530397266149521, + "m": 1.0 + }, + { + "p": 0.08265689760446548, + "m": 0.9989827871322632 + }, + { + "p": 0.06744896620512009, + "m": 1.0 + }, + { + "p": 0.03421108424663544, + "m": 0.9393332004547119 + }, + { + "p": 0.03986724466085434, + "m": 0.9616255760192871 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.156082034111023, + "val_loss": 0.9082772731781006, + "acc": 68.16, + "time": 141.15144865099865, + "param": [ + { + "p": 0.0414707250893116, + "m": 1.0 + }, + { + "p": 0.027050942182540894, + "m": 1.0 + }, + { + "p": 0.07193117588758469, + "m": 1.0 + }, + { + "p": 0.06534525752067566, + "m": 0.8042280673980713 + }, + { + "p": 0.04456989839673042, + "m": 0.8961296081542969 + }, + { + "p": 0.05436278507113457, + "m": 0.7324687838554382 + }, + { + "p": 0.06277762353420258, + "m": 0.9518659710884094 + }, + { + "p": 0.06573586910963058, + "m": 0.9132709503173828 + }, + { + "p": 0.07134514302015305, + "m": 1.0 + }, + { + "p": 0.055472444742918015, + "m": 1.0 + }, + { + "p": 0.0683797225356102, + "m": 1.0 + }, + { + "p": 0.05348043516278267, + "m": 1.0 + }, + { + "p": 0.05915514752268791, + "m": 1.0 + }, + { + "p": 0.05575230345129967, + "m": 1.0 + }, + { + "p": 0.05683037266135216, + "m": 1.0 + }, + { + "p": 0.057436443865299225, + "m": 1.0 + }, + { + "p": 0.041074637323617935, + "m": 0.8988897204399109 + }, + { + "p": 0.04782912880182266, + "m": 0.9693214297294617 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.8909292221069336, + "val_loss": 0.985611617565155, + "acc": 68.37, + "time": 155.89752325000154, + "param": [ + { + "p": 0.05787641927599907, + "m": 1.0 + }, + { + "p": 0.030925767496228218, + "m": 1.0 + }, + { + "p": 0.04008954018354416, + "m": 1.0 + }, + { + "p": 0.059115372598171234, + "m": 0.871103823184967 + }, + { + "p": 0.05713498592376709, + "m": 0.9324489235877991 + }, + { + "p": 0.03917795792222023, + "m": 0.7399353981018066 + }, + { + "p": 0.05471840500831604, + "m": 0.9894071817398071 + }, + { + "p": 0.041038837283849716, + "m": 0.7859960198402405 + }, + { + "p": 0.07339152693748474, + "m": 1.0 + }, + { + "p": 0.051581017673015594, + "m": 0.9132660031318665 + }, + { + "p": 0.06573645025491714, + "m": 0.9798448085784912 + }, + { + "p": 0.061596956104040146, + "m": 1.0 + }, + { + "p": 0.06040221452713013, + "m": 1.0 + }, + { + "p": 0.08320754021406174, + "m": 1.0 + }, + { + "p": 0.04904894530773163, + "m": 0.9601880311965942 + }, + { + "p": 0.06478695571422577, + "m": 1.0 + }, + { + "p": 0.055846650153398514, + "m": 0.7592651844024658 + }, + { + "p": 0.05432451143860817, + "m": 0.9960928559303284 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9124348163604736, + "val_loss": 0.9746336936950684, + "acc": 68.65, + "time": 142.20704750200093, + "param": [ + { + "p": 0.059797342866659164, + "m": 1.0 + }, + { + "p": 0.014174923300743103, + "m": 1.0 + }, + { + "p": 0.05662249028682709, + "m": 1.0 + }, + { + "p": 0.05958212539553642, + "m": 0.8833735585212708 + }, + { + "p": 0.06920648366212845, + "m": 0.8430467247962952 + }, + { + "p": 0.05105084553360939, + "m": 0.7560763359069824 + }, + { + "p": 0.07763314992189407, + "m": 0.9630984663963318 + }, + { + "p": 0.057602133601903915, + "m": 0.8597025275230408 + }, + { + "p": 0.059250425547361374, + "m": 0.99904865026474 + }, + { + "p": 0.05858259275555611, + "m": 0.8527968525886536 + }, + { + "p": 0.07602046430110931, + "m": 1.0 + }, + { + "p": 0.05432482063770294, + "m": 0.981440007686615 + }, + { + "p": 0.09273429960012436, + "m": 1.0 + }, + { + "p": 0.042015381157398224, + "m": 1.0 + }, + { + "p": 0.048362504690885544, + "m": 0.9982538223266602 + }, + { + "p": 0.044412076473236084, + "m": 1.0 + }, + { + "p": 0.032626863569021225, + "m": 0.8978378772735596 + }, + { + "p": 0.04600103572010994, + "m": 0.9980509281158447 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.0262451171875, + "val_loss": 0.8803075551986694, + "acc": 68.89, + "time": 141.7961318020025, + "param": [ + { + "p": 0.05869874730706215, + "m": 1.0 + }, + { + "p": 0.010138860903680325, + "m": 1.0 + }, + { + "p": 0.0733979269862175, + "m": 1.0 + }, + { + "p": 0.057252079248428345, + "m": 0.8403743505477905 + }, + { + "p": 0.0417434424161911, + "m": 0.6295785903930664 + }, + { + "p": 0.03889128938317299, + "m": 0.7364721894264221 + }, + { + "p": 0.04665624350309372, + "m": 0.8739244341850281 + }, + { + "p": 0.0459996834397316, + "m": 0.9164347648620605 + }, + { + "p": 0.07719563692808151, + "m": 1.0 + }, + { + "p": 0.082059845328331, + "m": 0.7810275554656982 + }, + { + "p": 0.05859255790710449, + "m": 0.996978759765625 + }, + { + "p": 0.09962010383605957, + "m": 1.0 + }, + { + "p": 0.04312591254711151, + "m": 1.0 + }, + { + "p": 0.053655415773391724, + "m": 1.0 + }, + { + "p": 0.07191713899374008, + "m": 1.0 + }, + { + "p": 0.04122186079621315, + "m": 1.0 + }, + { + "p": 0.048431750386953354, + "m": 0.9510489702224731 + }, + { + "p": 0.05140144005417824, + "m": 0.9817996025085449 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.0841652154922485, + "val_loss": 0.8784475326538086, + "acc": 69.14, + "time": 152.15444510000088, + "param": [ + { + "p": 0.08188717067241669, + "m": 1.0 + }, + { + "p": 0.04682478308677673, + "m": 1.0 + }, + { + "p": 0.039518166333436966, + "m": 1.0 + }, + { + "p": 0.02706282213330269, + "m": 0.7396286725997925 + }, + { + "p": 0.03138003125786781, + "m": 0.5149876475334167 + }, + { + "p": 0.05983980745077133, + "m": 0.7271127104759216 + }, + { + "p": 0.05550604686141014, + "m": 0.8062418699264526 + }, + { + "p": 0.0655263364315033, + "m": 0.989085853099823 + }, + { + "p": 0.04522642493247986, + "m": 1.0 + }, + { + "p": 0.04963091388344765, + "m": 0.9527539014816284 + }, + { + "p": 0.0775057002902031, + "m": 1.0 + }, + { + "p": 0.0682905837893486, + "m": 1.0 + }, + { + "p": 0.03522543981671333, + "m": 1.0 + }, + { + "p": 0.06733077764511108, + "m": 1.0 + }, + { + "p": 0.08314744383096695, + "m": 0.9982368350028992 + }, + { + "p": 0.06696535646915436, + "m": 0.996671736240387 + }, + { + "p": 0.04033036530017853, + "m": 0.9459586143493652 + }, + { + "p": 0.058801762759685516, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.1237138509750366, + "val_loss": 0.8847820162773132, + "acc": 68.9, + "time": 157.613212354001, + "param": [ + { + "p": 0.052488263696432114, + "m": 1.0 + }, + { + "p": 0.055510323494672775, + "m": 1.0 + }, + { + "p": 0.06976492702960968, + "m": 1.0 + }, + { + "p": 0.04850548133254051, + "m": 0.7122592329978943 + }, + { + "p": 0.056116849184036255, + "m": 0.5179972648620605 + }, + { + "p": 0.04750975966453552, + "m": 0.8655070066452026 + }, + { + "p": 0.08614236861467361, + "m": 0.9248777031898499 + }, + { + "p": 0.08343582600355148, + "m": 1.0 + }, + { + "p": 0.03156963363289833, + "m": 0.9675624370574951 + }, + { + "p": 0.0661659687757492, + "m": 0.8906652927398682 + }, + { + "p": 0.05984722450375557, + "m": 1.0 + }, + { + "p": 0.053540121763944626, + "m": 1.0 + }, + { + "p": 0.055165451020002365, + "m": 1.0 + }, + { + "p": 0.04796399921178818, + "m": 1.0 + }, + { + "p": 0.04804186150431633, + "m": 0.9638406038284302 + }, + { + "p": 0.05370615795254707, + "m": 1.0 + }, + { + "p": 0.03635162115097046, + "m": 0.9949239492416382 + }, + { + "p": 0.04817427322268486, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.0216387510299683, + "val_loss": 0.9587677121162415, + "acc": 69.06, + "time": 158.23268480799743, + "param": [ + { + "p": 0.05727716162800789, + "m": 1.0 + }, + { + "p": 0.030278999358415604, + "m": 1.0 + }, + { + "p": 0.07989826053380966, + "m": 1.0 + }, + { + "p": 0.04406209662556648, + "m": 0.8207077980041504 + }, + { + "p": 0.04675813764333725, + "m": 0.4589669704437256 + }, + { + "p": 0.040684036910533905, + "m": 0.9570721387863159 + }, + { + "p": 0.05752148851752281, + "m": 0.9884404540061951 + }, + { + "p": 0.06280771642923355, + "m": 1.0 + }, + { + "p": 0.035800959914922714, + "m": 0.9642617106437683 + }, + { + "p": 0.06416943669319153, + "m": 0.9902299642562866 + }, + { + "p": 0.08133228868246078, + "m": 1.0 + }, + { + "p": 0.06643684953451157, + "m": 1.0 + }, + { + "p": 0.05380755290389061, + "m": 1.0 + }, + { + "p": 0.06792371720075607, + "m": 1.0 + }, + { + "p": 0.06344424188137054, + "m": 0.9734742045402527 + }, + { + "p": 0.05149006098508835, + "m": 1.0 + }, + { + "p": 0.04081696271896362, + "m": 0.9781621098518372 + }, + { + "p": 0.05549000948667526, + "m": 0.9846241474151611 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9410452246665955, + "val_loss": 0.8743477463722229, + "acc": 69.32, + "time": 156.50510932500038, + "param": [ + { + "p": 0.06830555945634842, + "m": 1.0 + }, + { + "p": 0.039222605526447296, + "m": 1.0 + }, + { + "p": 0.06854935735464096, + "m": 1.0 + }, + { + "p": 0.045621391385793686, + "m": 0.8500886559486389 + }, + { + "p": 0.038217753171920776, + "m": 0.5010280609130859 + }, + { + "p": 0.04299841821193695, + "m": 0.8257662653923035 + }, + { + "p": 0.06516160070896149, + "m": 0.9749947190284729 + }, + { + "p": 0.03919944167137146, + "m": 1.0 + }, + { + "p": 0.07072452455759048, + "m": 1.0 + }, + { + "p": 0.049916673451662064, + "m": 1.0 + }, + { + "p": 0.07480008155107498, + "m": 0.9993410110473633 + }, + { + "p": 0.06136156618595123, + "m": 1.0 + }, + { + "p": 0.052728235721588135, + "m": 1.0 + }, + { + "p": 0.07762006670236588, + "m": 1.0 + }, + { + "p": 0.03635483980178833, + "m": 0.99152672290802 + }, + { + "p": 0.07503665238618851, + "m": 1.0 + }, + { + "p": 0.03443038836121559, + "m": 0.9948564767837524 + }, + { + "p": 0.059750813990831375, + "m": 0.9667026400566101 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.7677861452102661, + "val_loss": 0.8653439283370972, + "acc": 68.71, + "time": 148.79000676400028, + "param": [ + { + "p": 0.0698094516992569, + "m": 1.0 + }, + { + "p": 0.03660062327980995, + "m": 1.0 + }, + { + "p": 0.06616220623254776, + "m": 1.0 + }, + { + "p": 0.04063050448894501, + "m": 0.7027816772460938 + }, + { + "p": 0.06876654177904129, + "m": 0.6554233431816101 + }, + { + "p": 0.05757663771510124, + "m": 0.7941596508026123 + }, + { + "p": 0.014971058815717697, + "m": 0.9811803102493286 + }, + { + "p": 0.06614302843809128, + "m": 0.9632901549339294 + }, + { + "p": 0.051511991769075394, + "m": 0.9954718947410583 + }, + { + "p": 0.03112861141562462, + "m": 1.0 + }, + { + "p": 0.05419205129146576, + "m": 1.0 + }, + { + "p": 0.07843469828367233, + "m": 1.0 + }, + { + "p": 0.08117189258337021, + "m": 1.0 + }, + { + "p": 0.060285478830337524, + "m": 1.0 + }, + { + "p": 0.06200236827135086, + "m": 0.98647540807724 + }, + { + "p": 0.0810096263885498, + "m": 1.0 + }, + { + "p": 0.03153414651751518, + "m": 0.9308996200561523 + }, + { + "p": 0.04806913807988167, + "m": 0.7774797081947327 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.9797772169113159, + "val_loss": 0.8879933953285217, + "acc": 70.03, + "time": 146.52164135199564, + "param": [ + { + "p": 0.04248617962002754, + "m": 1.0 + }, + { + "p": 0.05225985124707222, + "m": 1.0 + }, + { + "p": 0.041004229336977005, + "m": 1.0 + }, + { + "p": 0.06057536602020264, + "m": 0.6253834366798401 + }, + { + "p": 0.054414067417383194, + "m": 0.5602055191993713 + }, + { + "p": 0.06700547784566879, + "m": 0.747414767742157 + }, + { + "p": 0.0448007695376873, + "m": 0.9962112307548523 + }, + { + "p": 0.04328744858503342, + "m": 0.9701862335205078 + }, + { + "p": 0.07069758325815201, + "m": 1.0 + }, + { + "p": 0.04338553920388222, + "m": 0.9914786219596863 + }, + { + "p": 0.044726453721523285, + "m": 0.9899089336395264 + }, + { + "p": 0.07536114007234573, + "m": 1.0 + }, + { + "p": 0.06816291064023972, + "m": 1.0 + }, + { + "p": 0.06251887232065201, + "m": 1.0 + }, + { + "p": 0.059377435594797134, + "m": 0.9865607619285583 + }, + { + "p": 0.07450073212385178, + "m": 1.0 + }, + { + "p": 0.03424784541130066, + "m": 0.925674557685852 + }, + { + "p": 0.061188239604234695, + "m": 0.7925904393196106 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.035292148590088, + "val_loss": 0.9017987847328186, + "acc": 69.31, + "time": 157.99819560899778, + "param": [ + { + "p": 0.05223695561289787, + "m": 1.0 + }, + { + "p": 0.04517243430018425, + "m": 1.0 + }, + { + "p": 0.049098990857601166, + "m": 1.0 + }, + { + "p": 0.06719949096441269, + "m": 0.7762288451194763 + }, + { + "p": 0.05513687804341316, + "m": 0.5535939931869507 + }, + { + "p": 0.05476123467087746, + "m": 0.8000215888023376 + }, + { + "p": 0.06587117910385132, + "m": 0.910685658454895 + }, + { + "p": 0.0632224902510643, + "m": 0.9637869000434875 + }, + { + "p": 0.04211447760462761, + "m": 0.9859203100204468 + }, + { + "p": 0.06578665971755981, + "m": 1.0 + }, + { + "p": 0.05292043089866638, + "m": 0.9662527441978455 + }, + { + "p": 0.07322458922863007, + "m": 1.0 + }, + { + "p": 0.07501482218503952, + "m": 1.0 + }, + { + "p": 0.03868107125163078, + "m": 1.0 + }, + { + "p": 0.05214160680770874, + "m": 0.9678442478179932 + }, + { + "p": 0.06411286443471909, + "m": 1.0 + }, + { + "p": 0.046963367611169815, + "m": 0.9721380472183228 + }, + { + "p": 0.036340489983558655, + "m": 0.850624144077301 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.8971166610717773, + "val_loss": 0.7829521894454956, + "acc": 69.58, + "time": 155.84027198200056, + "param": [ + { + "p": 0.04897229000926018, + "m": 1.0 + }, + { + "p": 0.05064158886671066, + "m": 1.0 + }, + { + "p": 0.052959032356739044, + "m": 1.0 + }, + { + "p": 0.0368451289832592, + "m": 0.7791070938110352 + }, + { + "p": 0.06683523952960968, + "m": 0.40174171328544617 + }, + { + "p": 0.04002150148153305, + "m": 0.8944591283798218 + }, + { + "p": 0.06330300867557526, + "m": 0.9955450296401978 + }, + { + "p": 0.05617187172174454, + "m": 0.8397629857063293 + }, + { + "p": 0.06521673500537872, + "m": 1.0 + }, + { + "p": 0.05093938857316971, + "m": 0.9544813632965088 + }, + { + "p": 0.07713449001312256, + "m": 1.0 + }, + { + "p": 0.06858599931001663, + "m": 0.989440381526947 + }, + { + "p": 0.07127399742603302, + "m": 1.0 + }, + { + "p": 0.0470784567296505, + "m": 1.0 + }, + { + "p": 0.05338640511035919, + "m": 0.98967444896698 + }, + { + "p": 0.04965188354253769, + "m": 1.0 + }, + { + "p": 0.05739523842930794, + "m": 0.9574745297431946 + }, + { + "p": 0.04358763247728348, + "m": 0.8122389316558838 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.0303080081939697, + "val_loss": 0.8952127695083618, + "acc": 69.21, + "time": 155.40766785500455, + "param": [ + { + "p": 0.06906966865062714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037761058658361435, + "m": 1.0 + }, + { + "p": 0.05895756185054779, + "m": 0.7941476702690125 + }, + { + "p": 0.050111301243305206, + "m": 0.38363584876060486 + }, + { + "p": 0.06404241174459457, + "m": 1.0 + }, + { + "p": 0.04046659171581268, + "m": 0.9688969850540161 + }, + { + "p": 0.07258515059947968, + "m": 0.8880952000617981 + }, + { + "p": 0.08201140910387039, + "m": 0.984099268913269 + }, + { + "p": 0.04328707978129387, + "m": 0.9614364504814148 + }, + { + "p": 0.06327606737613678, + "m": 0.992070198059082 + }, + { + "p": 0.04483293741941452, + "m": 1.0 + }, + { + "p": 0.05464714765548706, + "m": 1.0 + }, + { + "p": 0.07175759971141815, + "m": 1.0 + }, + { + "p": 0.06218210607767105, + "m": 0.9512272477149963 + }, + { + "p": 0.07104990631341934, + "m": 1.0 + }, + { + "p": 0.06150272861123085, + "m": 0.9109013676643372 + }, + { + "p": 0.052459217607975006, + "m": 0.6908790469169617 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.8775534629821777, + "val_loss": 0.8383009433746338, + "acc": 69.38, + "time": 154.2270831029964, + "param": [ + { + "p": 0.0493890643119812, + "m": 1.0 + }, + { + "p": 0.036530595272779465, + "m": 1.0 + }, + { + "p": 0.060865819454193115, + "m": 1.0 + }, + { + "p": 0.04899097606539726, + "m": 0.861134946346283 + }, + { + "p": 0.05230947211384773, + "m": 0.3950660526752472 + }, + { + "p": 0.06230194494128227, + "m": 0.9150072932243347 + }, + { + "p": 0.028063954785466194, + "m": 0.9526241421699524 + }, + { + "p": 0.05545933172106743, + "m": 0.9145792722702026 + }, + { + "p": 0.08422243595123291, + "m": 0.9999366998672485 + }, + { + "p": 0.03557370975613594, + "m": 0.9657254219055176 + }, + { + "p": 0.08306675404310226, + "m": 1.0 + }, + { + "p": 0.03639650344848633, + "m": 1.0 + }, + { + "p": 0.06883519887924194, + "m": 1.0 + }, + { + "p": 0.07036007940769196, + "m": 1.0 + }, + { + "p": 0.06495200842618942, + "m": 0.8863996267318726 + }, + { + "p": 0.0666218101978302, + "m": 1.0 + }, + { + "p": 0.049710553139448166, + "m": 0.8766099214553833 + }, + { + "p": 0.04634973034262657, + "m": 0.7812743782997131 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.9176695942878723, + "val_loss": 0.8210980296134949, + "acc": 69.13, + "time": 153.65988019700308, + "param": [ + { + "p": 0.05236373469233513, + "m": 1.0 + }, + { + "p": 0.04443255811929703, + "m": 1.0 + }, + { + "p": 0.03234918415546417, + "m": 1.0 + }, + { + "p": 0.05961434915661812, + "m": 0.817570686340332 + }, + { + "p": 0.06073082238435745, + "m": 0.30701982975006104 + }, + { + "p": 0.06614956259727478, + "m": 0.9840170741081238 + }, + { + "p": 0.061723727732896805, + "m": 0.9023669362068176 + }, + { + "p": 0.046131253242492676, + "m": 0.8755956292152405 + }, + { + "p": 0.0675673708319664, + "m": 1.0 + }, + { + "p": 0.068245530128479, + "m": 0.9996337294578552 + }, + { + "p": 0.07102615386247635, + "m": 1.0 + }, + { + "p": 0.06679663807153702, + "m": 1.0 + }, + { + "p": 0.049763891845941544, + "m": 1.0 + }, + { + "p": 0.05887170135974884, + "m": 1.0 + }, + { + "p": 0.0420982725918293, + "m": 0.9885157942771912 + }, + { + "p": 0.06989802420139313, + "m": 1.0 + }, + { + "p": 0.0362585075199604, + "m": 0.8052085041999817 + }, + { + "p": 0.04597865790128708, + "m": 0.7318375706672668 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.942987322807312, + "val_loss": 0.8746172785758972, + "acc": 69.56, + "time": 148.7836527420004, + "param": [ + { + "p": 0.05246777832508087, + "m": 1.0 + }, + { + "p": 0.051787637174129486, + "m": 1.0 + }, + { + "p": 0.06819319725036621, + "m": 1.0 + }, + { + "p": 0.053824152797460556, + "m": 0.8510004878044128 + }, + { + "p": 0.04006065055727959, + "m": 0.3022611737251282 + }, + { + "p": 0.04450428485870361, + "m": 0.9419896602630615 + }, + { + "p": 0.04342886805534363, + "m": 0.9666478633880615 + }, + { + "p": 0.04760882630944252, + "m": 0.9755734205245972 + }, + { + "p": 0.07671646773815155, + "m": 1.0 + }, + { + "p": 0.06983522325754166, + "m": 0.9968662261962891 + }, + { + "p": 0.06593500077724457, + "m": 1.0 + }, + { + "p": 0.05920645594596863, + "m": 1.0 + }, + { + "p": 0.06585872173309326, + "m": 1.0 + }, + { + "p": 0.06046020984649658, + "m": 1.0 + }, + { + "p": 0.046930354088544846, + "m": 0.9713287353515625 + }, + { + "p": 0.05864618346095085, + "m": 1.0 + }, + { + "p": 0.05178508907556534, + "m": 0.7558584213256836 + }, + { + "p": 0.042750921100378036, + "m": 0.7956528067588806 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.8363154530525208, + "val_loss": 0.9921546578407288, + "acc": 68.5, + "time": 151.54591592299403, + "param": [ + { + "p": 0.06874305754899979, + "m": 1.0 + }, + { + "p": 0.04142371565103531, + "m": 1.0 + }, + { + "p": 0.06317940354347229, + "m": 1.0 + }, + { + "p": 0.058214377611875534, + "m": 0.875818133354187 + }, + { + "p": 0.08441727608442307, + "m": 0.2098197191953659 + }, + { + "p": 0.03566001355648041, + "m": 0.8247413635253906 + }, + { + "p": 0.05443695932626724, + "m": 0.8649671673774719 + }, + { + "p": 0.06253665685653687, + "m": 0.8740612864494324 + }, + { + "p": 0.06677643209695816, + "m": 1.0 + }, + { + "p": 0.042899828404188156, + "m": 0.9968650341033936 + }, + { + "p": 0.04932849854230881, + "m": 0.9967182874679565 + }, + { + "p": 0.07236815243959427, + "m": 1.0 + }, + { + "p": 0.04482225701212883, + "m": 1.0 + }, + { + "p": 0.02998698316514492, + "m": 1.0 + }, + { + "p": 0.06410017609596252, + "m": 0.9599502086639404 + }, + { + "p": 0.06539043039083481, + "m": 1.0 + }, + { + "p": 0.05880104377865791, + "m": 0.7557451128959656 + }, + { + "p": 0.0369146466255188, + "m": 0.8310521841049194 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9508378505706787, + "val_loss": 0.9702605605125427, + "acc": 69.94, + "time": 157.52082113299548, + "param": [ + { + "p": 0.05119083821773529, + "m": 1.0 + }, + { + "p": 0.05445662885904312, + "m": 1.0 + }, + { + "p": 0.049713995307683945, + "m": 1.0 + }, + { + "p": 0.04924364015460014, + "m": 0.7126615643501282 + }, + { + "p": 0.05936170741915703, + "m": 0.37066152691841125 + }, + { + "p": 0.0377814881503582, + "m": 0.8223661184310913 + }, + { + "p": 0.06858986616134644, + "m": 0.7772473096847534 + }, + { + "p": 0.05932407081127167, + "m": 0.8314066529273987 + }, + { + "p": 0.056350912898778915, + "m": 0.9995580315589905 + }, + { + "p": 0.06027485802769661, + "m": 0.9582540988922119 + }, + { + "p": 0.05671767517924309, + "m": 0.9890559911727905 + }, + { + "p": 0.058132804930210114, + "m": 1.0 + }, + { + "p": 0.06676778197288513, + "m": 1.0 + }, + { + "p": 0.0506649985909462, + "m": 1.0 + }, + { + "p": 0.0764991044998169, + "m": 0.9823203086853027 + }, + { + "p": 0.06505608558654785, + "m": 1.0 + }, + { + "p": 0.03992338851094246, + "m": 0.7450268864631653 + }, + { + "p": 0.039950184524059296, + "m": 0.8212167024612427 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8889485597610474, + "val_loss": 0.8655090928077698, + "acc": 69.68, + "time": 158.45716604300105, + "param": [ + { + "p": 0.04258490726351738, + "m": 1.0 + }, + { + "p": 0.03351140022277832, + "m": 1.0 + }, + { + "p": 0.05157490074634552, + "m": 1.0 + }, + { + "p": 0.06663955003023148, + "m": 0.822805643081665 + }, + { + "p": 0.051452938467264175, + "m": 0.5526116490364075 + }, + { + "p": 0.04944766312837601, + "m": 0.7677699327468872 + }, + { + "p": 0.06204390153288841, + "m": 0.8857650756835938 + }, + { + "p": 0.06829150021076202, + "m": 0.7270533442497253 + }, + { + "p": 0.04627560079097748, + "m": 0.9742528796195984 + }, + { + "p": 0.054571762681007385, + "m": 1.0 + }, + { + "p": 0.059105854481458664, + "m": 0.9451795816421509 + }, + { + "p": 0.060465019196271896, + "m": 1.0 + }, + { + "p": 0.05975279211997986, + "m": 1.0 + }, + { + "p": 0.030171217396855354, + "m": 1.0 + }, + { + "p": 0.06645231693983078, + "m": 1.0 + }, + { + "p": 0.07215467095375061, + "m": 1.0 + }, + { + "p": 0.06161728501319885, + "m": 0.6683502793312073 + }, + { + "p": 0.06388667970895767, + "m": 0.670442521572113 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.915806233882904, + "val_loss": 0.9171046614646912, + "acc": 68.76, + "time": 154.30698422300338, + "param": [ + { + "p": 0.045814573764801025, + "m": 1.0 + }, + { + "p": 0.05842931196093559, + "m": 1.0 + }, + { + "p": 0.057991474866867065, + "m": 1.0 + }, + { + "p": 0.04433521628379822, + "m": 1.0 + }, + { + "p": 0.02885729819536209, + "m": 0.6710214614868164 + }, + { + "p": 0.05917145311832428, + "m": 0.8459224700927734 + }, + { + "p": 0.07860801368951797, + "m": 0.9259434342384338 + }, + { + "p": 0.0531441792845726, + "m": 0.7993896007537842 + }, + { + "p": 0.055331647396087646, + "m": 0.9894058704376221 + }, + { + "p": 0.0349145345389843, + "m": 0.9337489604949951 + }, + { + "p": 0.07047954201698303, + "m": 0.9863103628158569 + }, + { + "p": 0.02421877346932888, + "m": 0.9957199096679688 + }, + { + "p": 0.060017433017492294, + "m": 1.0 + }, + { + "p": 0.0712713822722435, + "m": 1.0 + }, + { + "p": 0.05176820233464241, + "m": 0.9898238778114319 + }, + { + "p": 0.06846803426742554, + "m": 1.0 + }, + { + "p": 0.07616835087537766, + "m": 0.7683447599411011 + }, + { + "p": 0.06101059168577194, + "m": 0.7076511383056641 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.957499086856842, + "val_loss": 0.9187272787094116, + "acc": 70.43, + "time": 156.164744032998, + "param": [ + { + "p": 0.07855986058712006, + "m": 1.0 + }, + { + "p": 0.037756286561489105, + "m": 1.0 + }, + { + "p": 0.04515808820724487, + "m": 1.0 + }, + { + "p": 0.06864631921052933, + "m": 1.0 + }, + { + "p": 0.05752771720290184, + "m": 0.60666823387146 + }, + { + "p": 0.05967801436781883, + "m": 0.808299720287323 + }, + { + "p": 0.06347771733999252, + "m": 0.9855028390884399 + }, + { + "p": 0.065595842897892, + "m": 0.8658425807952881 + }, + { + "p": 0.04808191582560539, + "m": 0.9588124752044678 + }, + { + "p": 0.04791991785168648, + "m": 1.0 + }, + { + "p": 0.050480421632528305, + "m": 0.9642514586448669 + }, + { + "p": 0.056849054992198944, + "m": 0.9903694987297058 + }, + { + "p": 0.060606617480516434, + "m": 1.0 + }, + { + "p": 0.06079661473631859, + "m": 1.0 + }, + { + "p": 0.05430809408426285, + "m": 0.9956992864608765 + }, + { + "p": 0.07159791141748428, + "m": 0.9886901378631592 + }, + { + "p": 0.023176753893494606, + "m": 0.9082319140434265 + }, + { + "p": 0.04978281259536743, + "m": 0.739122748374939 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.9103685021400452, + "val_loss": 0.8976878523826599, + "acc": 70.49, + "time": 155.55209625000134, + "param": [ + { + "p": 0.06700533628463745, + "m": 1.0 + }, + { + "p": 0.058802492916584015, + "m": 1.0 + }, + { + "p": 0.06758217513561249, + "m": 1.0 + }, + { + "p": 0.040360286831855774, + "m": 0.9171658158302307 + }, + { + "p": 0.0342646986246109, + "m": 0.5404244661331177 + }, + { + "p": 0.04754234850406647, + "m": 0.8677166700363159 + }, + { + "p": 0.058755096048116684, + "m": 0.8864416480064392 + }, + { + "p": 0.04959402605891228, + "m": 0.7662428617477417 + }, + { + "p": 0.07297627627849579, + "m": 1.0 + }, + { + "p": 0.05503480136394501, + "m": 0.797551155090332 + }, + { + "p": 0.055481791496276855, + "m": 0.9824609756469727 + }, + { + "p": 0.07816924899816513, + "m": 1.0 + }, + { + "p": 0.042949117720127106, + "m": 1.0 + }, + { + "p": 0.08363261073827744, + "m": 1.0 + }, + { + "p": 0.04938087612390518, + "m": 1.0 + }, + { + "p": 0.04567062109708786, + "m": 1.0 + }, + { + "p": 0.037591904401779175, + "m": 0.9541150331497192 + }, + { + "p": 0.05520649254322052, + "m": 0.7701367735862732 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.948858380317688, + "val_loss": 0.7646263241767883, + "acc": 69.17, + "time": 154.01774981500057, + "param": [ + { + "p": 0.045313116163015366, + "m": 1.0 + }, + { + "p": 0.044186435639858246, + "m": 1.0 + }, + { + "p": 0.09915301203727722, + "m": 1.0 + }, + { + "p": 0.0634649395942688, + "m": 0.9870165586471558 + }, + { + "p": 0.06570300459861755, + "m": 0.5433070659637451 + }, + { + "p": 0.0628480538725853, + "m": 0.8606548309326172 + }, + { + "p": 0.041051898151636124, + "m": 0.978615403175354 + }, + { + "p": 0.04327372834086418, + "m": 0.8104783892631531 + }, + { + "p": 0.06844672560691833, + "m": 0.9685848355293274 + }, + { + "p": 0.07065880298614502, + "m": 0.8527029752731323 + }, + { + "p": 0.06273053586483002, + "m": 0.9587581753730774 + }, + { + "p": 0.06397600471973419, + "m": 1.0 + }, + { + "p": 0.06998354196548462, + "m": 1.0 + }, + { + "p": 0.033875204622745514, + "m": 1.0 + }, + { + "p": 0.06020798906683922, + "m": 1.0 + }, + { + "p": 0.04477369785308838, + "m": 0.9582169651985168 + }, + { + "p": 0.03595193475484848, + "m": 0.9823072552680969 + }, + { + "p": 0.02440141886472702, + "m": 0.8767903447151184 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9646417498588562, + "val_loss": 0.8480058312416077, + "acc": 69.0, + "time": 152.8380696940003, + "param": [ + { + "p": 0.050216834992170334, + "m": 1.0 + }, + { + "p": 0.049641236662864685, + "m": 1.0 + }, + { + "p": 0.08169925957918167, + "m": 1.0 + }, + { + "p": 0.07395433634519577, + "m": 0.9456842541694641 + }, + { + "p": 0.046333033591508865, + "m": 0.7197167277336121 + }, + { + "p": 0.03383728116750717, + "m": 0.7776533961296082 + }, + { + "p": 0.0462239533662796, + "m": 0.9958529472351074 + }, + { + "p": 0.03993219509720802, + "m": 0.9570549726486206 + }, + { + "p": 0.07022257894277573, + "m": 1.0 + }, + { + "p": 0.07346884161233902, + "m": 0.7410367131233215 + }, + { + "p": 0.05991419032216072, + "m": 0.9991176724433899 + }, + { + "p": 0.04027355834841728, + "m": 1.0 + }, + { + "p": 0.052588287740945816, + "m": 1.0 + }, + { + "p": 0.05859561264514923, + "m": 1.0 + }, + { + "p": 0.06055554375052452, + "m": 1.0 + }, + { + "p": 0.0676175132393837, + "m": 1.0 + }, + { + "p": 0.04213358461856842, + "m": 0.9711555242538452 + }, + { + "p": 0.05279216915369034, + "m": 0.8135827779769897 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.92634117603302, + "val_loss": 0.7565281391143799, + "acc": 70.41, + "time": 148.95400453500042, + "param": [ + { + "p": 0.0467720627784729, + "m": 1.0 + }, + { + "p": 0.022571587935090065, + "m": 1.0 + }, + { + "p": 0.05567855387926102, + "m": 1.0 + }, + { + "p": 0.048847123980522156, + "m": 0.9849695563316345 + }, + { + "p": 0.05770377442240715, + "m": 0.8869105577468872 + }, + { + "p": 0.06004643440246582, + "m": 0.864838719367981 + }, + { + "p": 0.05441141128540039, + "m": 0.998591959476471 + }, + { + "p": 0.05962907522916794, + "m": 0.8662354350090027 + }, + { + "p": 0.05317565053701401, + "m": 0.9996563196182251 + }, + { + "p": 0.07292197644710541, + "m": 0.801012396812439 + }, + { + "p": 0.050074998289346695, + "m": 1.0 + }, + { + "p": 0.07210433483123779, + "m": 1.0 + }, + { + "p": 0.07502762228250504, + "m": 1.0 + }, + { + "p": 0.05462547019124031, + "m": 1.0 + }, + { + "p": 0.06342637538909912, + "m": 0.9617951512336731 + }, + { + "p": 0.0762878954410553, + "m": 1.0 + }, + { + "p": 0.04024607315659523, + "m": 0.8452091217041016 + }, + { + "p": 0.036449678242206573, + "m": 0.7406057715415955 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.9579717516899109, + "val_loss": 0.9607440829277039, + "acc": 70.11, + "time": 140.94294310700207, + "param": [ + { + "p": 0.06565353274345398, + "m": 1.0 + }, + { + "p": 0.05362916737794876, + "m": 1.0 + }, + { + "p": 0.06108585745096207, + "m": 1.0 + }, + { + "p": 0.05506335198879242, + "m": 0.9223819375038147 + }, + { + "p": 0.05596276372671127, + "m": 0.8715521097183228 + }, + { + "p": 0.02752934955060482, + "m": 0.9257503151893616 + }, + { + "p": 0.053209088742733, + "m": 0.8899673819541931 + }, + { + "p": 0.055044986307621, + "m": 0.8066645860671997 + }, + { + "p": 0.06823299825191498, + "m": 0.9749359488487244 + }, + { + "p": 0.049001116305589676, + "m": 0.9439010620117188 + }, + { + "p": 0.04706451669335365, + "m": 0.96863853931427 + }, + { + "p": 0.0521763414144516, + "m": 1.0 + }, + { + "p": 0.09116778522729874, + "m": 1.0 + }, + { + "p": 0.08232954889535904, + "m": 1.0 + }, + { + "p": 0.039412252604961395, + "m": 0.9577057957649231 + }, + { + "p": 0.0663410946726799, + "m": 1.0 + }, + { + "p": 0.036655932664871216, + "m": 0.686029314994812 + }, + { + "p": 0.040440261363983154, + "m": 0.6316967010498047 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9928396940231323, + "val_loss": 0.9123522639274597, + "acc": 71.13, + "time": 141.99147085100412, + "param": [ + { + "p": 0.05922353267669678, + "m": 1.0 + }, + { + "p": 0.04709610342979431, + "m": 1.0 + }, + { + "p": 0.07337358593940735, + "m": 1.0 + }, + { + "p": 0.05777934193611145, + "m": 0.9687839150428772 + }, + { + "p": 0.05340823158621788, + "m": 0.8388102650642395 + }, + { + "p": 0.05425848439335823, + "m": 0.9807620644569397 + }, + { + "p": 0.031597018241882324, + "m": 0.7537707686424255 + }, + { + "p": 0.05492977797985077, + "m": 0.7253322601318359 + }, + { + "p": 0.06917733699083328, + "m": 0.9808617234230042 + }, + { + "p": 0.05856281518936157, + "m": 0.7864734530448914 + }, + { + "p": 0.08269084244966507, + "m": 1.0 + }, + { + "p": 0.04211757704615593, + "m": 1.0 + }, + { + "p": 0.07178431004285812, + "m": 1.0 + }, + { + "p": 0.04740467295050621, + "m": 1.0 + }, + { + "p": 0.045980729162693024, + "m": 0.9303114414215088 + }, + { + "p": 0.06150921434164047, + "m": 1.0 + }, + { + "p": 0.036440517753362656, + "m": 0.6868464946746826 + }, + { + "p": 0.0526660718023777, + "m": 0.7918336391448975 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.9087324142456055, + "val_loss": 0.9110177755355835, + "acc": 69.89, + "time": 138.13443055099924, + "param": [ + { + "p": 0.07597974687814713, + "m": 1.0 + }, + { + "p": 0.059547364711761475, + "m": 1.0 + }, + { + "p": 0.05158219859004021, + "m": 1.0 + }, + { + "p": 0.050022829324007034, + "m": 1.0 + }, + { + "p": 0.037408601492643356, + "m": 0.8532521724700928 + }, + { + "p": 0.05702107399702072, + "m": 0.8839920163154602 + }, + { + "p": 0.0374840684235096, + "m": 0.5377538204193115 + }, + { + "p": 0.05990523099899292, + "m": 0.8930679559707642 + }, + { + "p": 0.05718233436346054, + "m": 1.0 + }, + { + "p": 0.05873540788888931, + "m": 0.8052226305007935 + }, + { + "p": 0.06252526491880417, + "m": 0.9423549771308899 + }, + { + "p": 0.06504444032907486, + "m": 1.0 + }, + { + "p": 0.06985665112733841, + "m": 1.0 + }, + { + "p": 0.04720132052898407, + "m": 1.0 + }, + { + "p": 0.05281081050634384, + "m": 0.9975684285163879 + }, + { + "p": 0.07134260982275009, + "m": 1.0 + }, + { + "p": 0.050324998795986176, + "m": 0.6912500262260437 + }, + { + "p": 0.03602495789527893, + "m": 0.7104149460792542 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.7831036448478699, + "val_loss": 0.8173056244850159, + "acc": 70.07, + "time": 149.41373368500354, + "param": [ + { + "p": 0.062072545289993286, + "m": 1.0 + }, + { + "p": 0.03769712522625923, + "m": 1.0 + }, + { + "p": 0.03933217003941536, + "m": 1.0 + }, + { + "p": 0.0529029481112957, + "m": 1.0 + }, + { + "p": 0.048684462904930115, + "m": 0.8233467936515808 + }, + { + "p": 0.037257302552461624, + "m": 0.8034694790840149 + }, + { + "p": 0.04486110433936119, + "m": 0.6825509667396545 + }, + { + "p": 0.06772480905056, + "m": 0.939550518989563 + }, + { + "p": 0.05643169954419136, + "m": 0.9978678226470947 + }, + { + "p": 0.08151502162218094, + "m": 0.9353674650192261 + }, + { + "p": 0.05455128848552704, + "m": 1.0 + }, + { + "p": 0.04223370552062988, + "m": 1.0 + }, + { + "p": 0.05752498283982277, + "m": 1.0 + }, + { + "p": 0.06796937435865402, + "m": 1.0 + }, + { + "p": 0.053957749158144, + "m": 1.0 + }, + { + "p": 0.05931927636265755, + "m": 1.0 + }, + { + "p": 0.07180283218622208, + "m": 0.8565521240234375 + }, + { + "p": 0.06416163593530655, + "m": 0.6592170596122742 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9684546589851379, + "val_loss": 0.774826169013977, + "acc": 70.9, + "time": 145.13910659599787, + "param": [ + { + "p": 0.05982138589024544, + "m": 1.0 + }, + { + "p": 0.05119631439447403, + "m": 1.0 + }, + { + "p": 0.05222790315747261, + "m": 1.0 + }, + { + "p": 0.04010435566306114, + "m": 0.9033120274543762 + }, + { + "p": 0.06543995440006256, + "m": 0.9359732866287231 + }, + { + "p": 0.054835643619298935, + "m": 0.9149578213691711 + }, + { + "p": 0.05300498008728027, + "m": 0.8104727268218994 + }, + { + "p": 0.04384954273700714, + "m": 0.7983328104019165 + }, + { + "p": 0.06068391725420952, + "m": 1.0 + }, + { + "p": 0.06599897891283035, + "m": 0.9589225649833679 + }, + { + "p": 0.06007352098822594, + "m": 1.0 + }, + { + "p": 0.07589390873908997, + "m": 1.0 + }, + { + "p": 0.05963016673922539, + "m": 1.0 + }, + { + "p": 0.06429080665111542, + "m": 1.0 + }, + { + "p": 0.04166508838534355, + "m": 0.9987223744392395 + }, + { + "p": 0.06004200875759125, + "m": 1.0 + }, + { + "p": 0.04283832758665085, + "m": 0.7483916282653809 + }, + { + "p": 0.04840309917926788, + "m": 0.5952460765838623 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1235038042068481, + "val_loss": 0.8136253952980042, + "acc": 70.56, + "time": 155.10724324899638, + "param": [ + { + "p": 0.06420736014842987, + "m": 1.0 + }, + { + "p": 0.04736130312085152, + "m": 1.0 + }, + { + "p": 0.08036952465772629, + "m": 1.0 + }, + { + "p": 0.04215108975768089, + "m": 0.7683945894241333 + }, + { + "p": 0.058556824922561646, + "m": 0.9230524897575378 + }, + { + "p": 0.06299712508916855, + "m": 0.9201176166534424 + }, + { + "p": 0.057365406304597855, + "m": 0.8725329041481018 + }, + { + "p": 0.053969573229551315, + "m": 0.8386692404747009 + }, + { + "p": 0.045533664524555206, + "m": 0.9877862334251404 + }, + { + "p": 0.049612369388341904, + "m": 0.8797320127487183 + }, + { + "p": 0.05327408015727997, + "m": 1.0 + }, + { + "p": 0.05173378065228462, + "m": 1.0 + }, + { + "p": 0.0631503090262413, + "m": 1.0 + }, + { + "p": 0.05486150458455086, + "m": 1.0 + }, + { + "p": 0.04935088008642197, + "m": 0.9520353078842163 + }, + { + "p": 0.08195298165082932, + "m": 1.0 + }, + { + "p": 0.038068048655986786, + "m": 0.7106032371520996 + }, + { + "p": 0.04548414424061775, + "m": 0.48013654351234436 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9099244475364685, + "val_loss": 0.8220802545547485, + "acc": 70.68, + "time": 138.23958194100123, + "param": [ + { + "p": 0.06709803640842438, + "m": 1.0 + }, + { + "p": 0.047572530806064606, + "m": 1.0 + }, + { + "p": 0.07292594760656357, + "m": 1.0 + }, + { + "p": 0.04006343334913254, + "m": 0.7307567596435547 + }, + { + "p": 0.033514268696308136, + "m": 0.8305701017379761 + }, + { + "p": 0.03855530917644501, + "m": 0.8695691823959351 + }, + { + "p": 0.05747029557824135, + "m": 0.9380200505256653 + }, + { + "p": 0.05828132852911949, + "m": 0.920272946357727 + }, + { + "p": 0.0723317414522171, + "m": 0.9822689294815063 + }, + { + "p": 0.04978129267692566, + "m": 0.9144995808601379 + }, + { + "p": 0.06233856454491615, + "m": 1.0 + }, + { + "p": 0.05496833845973015, + "m": 0.9989030957221985 + }, + { + "p": 0.07791227847337723, + "m": 1.0 + }, + { + "p": 0.06409751623868942, + "m": 1.0 + }, + { + "p": 0.04475569725036621, + "m": 0.880878746509552 + }, + { + "p": 0.058314528316259384, + "m": 1.0 + }, + { + "p": 0.060686856508255005, + "m": 0.6550444960594177 + }, + { + "p": 0.03933210298418999, + "m": 0.5745805501937866 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.8778773546218872, + "val_loss": 0.8648958206176758, + "acc": 70.4, + "time": 137.12872289700317, + "param": [ + { + "p": 0.07390014082193375, + "m": 1.0 + }, + { + "p": 0.06027121841907501, + "m": 1.0 + }, + { + "p": 0.0730317085981369, + "m": 1.0 + }, + { + "p": 0.012197492644190788, + "m": 0.7970300316810608 + }, + { + "p": 0.054251838475465775, + "m": 0.7779889702796936 + }, + { + "p": 0.07140705734491348, + "m": 0.9123097658157349 + }, + { + "p": 0.07686617970466614, + "m": 0.9674580693244934 + }, + { + "p": 0.04674380645155907, + "m": 0.8129870891571045 + }, + { + "p": 0.04546848684549332, + "m": 0.9654118418693542 + }, + { + "p": 0.04149528965353966, + "m": 0.9487681984901428 + }, + { + "p": 0.06064307689666748, + "m": 1.0 + }, + { + "p": 0.06566796451807022, + "m": 0.9977647662162781 + }, + { + "p": 0.06993742287158966, + "m": 1.0 + }, + { + "p": 0.05312793701887131, + "m": 1.0 + }, + { + "p": 0.06405531615018845, + "m": 0.8092517852783203 + }, + { + "p": 0.04480927437543869, + "m": 1.0 + }, + { + "p": 0.05956583470106125, + "m": 0.6950396299362183 + }, + { + "p": 0.02655995450913906, + "m": 0.5325635075569153 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.8985487222671509, + "val_loss": 0.8314042687416077, + "acc": 70.69, + "time": 154.50634399800037, + "param": [ + { + "p": 0.06027264520525932, + "m": 1.0 + }, + { + "p": 0.05020902305841446, + "m": 1.0 + }, + { + "p": 0.07176892459392548, + "m": 1.0 + }, + { + "p": 0.03318076953291893, + "m": 0.8448960781097412 + }, + { + "p": 0.057577189058065414, + "m": 0.8220490217208862 + }, + { + "p": 0.06252080947160721, + "m": 0.9420577883720398 + }, + { + "p": 0.05863308161497116, + "m": 0.9074302911758423 + }, + { + "p": 0.04968240484595299, + "m": 0.8009299635887146 + }, + { + "p": 0.045384664088487625, + "m": 0.9963186383247375 + }, + { + "p": 0.038605596870183945, + "m": 0.9244039058685303 + }, + { + "p": 0.06697428971529007, + "m": 0.9462271332740784 + }, + { + "p": 0.07324632257223129, + "m": 1.0 + }, + { + "p": 0.04480758681893349, + "m": 1.0 + }, + { + "p": 0.06623921543359756, + "m": 1.0 + }, + { + "p": 0.06673094630241394, + "m": 0.8490334749221802 + }, + { + "p": 0.05706646665930748, + "m": 0.9971042275428772 + }, + { + "p": 0.042003486305475235, + "m": 0.6288698315620422 + }, + { + "p": 0.055096592754125595, + "m": 0.5629525780677795 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.8834041953086853, + "val_loss": 0.757280707359314, + "acc": 71.14, + "time": 149.83188818499912, + "param": [ + { + "p": 0.05260492488741875, + "m": 1.0 + }, + { + "p": 0.05421565845608711, + "m": 1.0 + }, + { + "p": 0.07573319226503372, + "m": 1.0 + }, + { + "p": 0.08704056590795517, + "m": 0.9434435963630676 + }, + { + "p": 0.020388580858707428, + "m": 0.6574692726135254 + }, + { + "p": 0.03651111572980881, + "m": 0.9876400232315063 + }, + { + "p": 0.07959239929914474, + "m": 0.9439675211906433 + }, + { + "p": 0.03883473947644234, + "m": 0.8010951280593872 + }, + { + "p": 0.07071468979120255, + "m": 0.9291018843650818 + }, + { + "p": 0.05467043071985245, + "m": 0.896994948387146 + }, + { + "p": 0.052692774683237076, + "m": 0.7996929287910461 + }, + { + "p": 0.07583222538232803, + "m": 1.0 + }, + { + "p": 0.04290608689188957, + "m": 1.0 + }, + { + "p": 0.05074036121368408, + "m": 1.0 + }, + { + "p": 0.0617545023560524, + "m": 0.8567503094673157 + }, + { + "p": 0.07359591871500015, + "m": 0.999230682849884 + }, + { + "p": 0.03543125465512276, + "m": 0.6803362965583801 + }, + { + "p": 0.03674048185348511, + "m": 0.5258507132530212 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.8936075568199158, + "val_loss": 0.8683764934539795, + "acc": 70.75, + "time": 148.40001642199786, + "param": [ + { + "p": 0.05287179723381996, + "m": 1.0 + }, + { + "p": 0.04087670519948006, + "m": 1.0 + }, + { + "p": 0.06475255638360977, + "m": 1.0 + }, + { + "p": 0.05780484527349472, + "m": 0.9963937997817993 + }, + { + "p": 0.04370918124914169, + "m": 0.5690035223960876 + }, + { + "p": 0.06232977658510208, + "m": 1.0 + }, + { + "p": 0.0437687449157238, + "m": 0.9617159366607666 + }, + { + "p": 0.0608278289437294, + "m": 0.8124234676361084 + }, + { + "p": 0.05952915549278259, + "m": 0.946009635925293 + }, + { + "p": 0.049188386648893356, + "m": 0.8914560675621033 + }, + { + "p": 0.06652852892875671, + "m": 0.9869085550308228 + }, + { + "p": 0.05193979665637016, + "m": 1.0 + }, + { + "p": 0.04190288111567497, + "m": 1.0 + }, + { + "p": 0.07578110694885254, + "m": 1.0 + }, + { + "p": 0.04575996473431587, + "m": 0.9254631996154785 + }, + { + "p": 0.07296022027730942, + "m": 1.0 + }, + { + "p": 0.05619704723358154, + "m": 0.5829023718833923 + }, + { + "p": 0.05327141657471657, + "m": 0.5602391958236694 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.9018376469612122, + "val_loss": 1.0697788000106812, + "acc": 70.18, + "time": 157.68610204500146, + "param": [ + { + "p": 0.057480406016111374, + "m": 1.0 + }, + { + "p": 0.02196863479912281, + "m": 1.0 + }, + { + "p": 0.06911718845367432, + "m": 1.0 + }, + { + "p": 0.045971885323524475, + "m": 0.9720737934112549 + }, + { + "p": 0.06569861620664597, + "m": 0.5761672258377075 + }, + { + "p": 0.07052656263113022, + "m": 0.9291495680809021 + }, + { + "p": 0.05978145822882652, + "m": 0.9271891713142395 + }, + { + "p": 0.042402997612953186, + "m": 0.8667136430740356 + }, + { + "p": 0.06104741990566254, + "m": 0.9852674603462219 + }, + { + "p": 0.05059777572751045, + "m": 0.7421980500221252 + }, + { + "p": 0.05492590740323067, + "m": 1.0 + }, + { + "p": 0.07030634582042694, + "m": 1.0 + }, + { + "p": 0.057347845286130905, + "m": 1.0 + }, + { + "p": 0.07722963392734528, + "m": 1.0 + }, + { + "p": 0.08110253512859344, + "m": 0.8685006499290466 + }, + { + "p": 0.07161596417427063, + "m": 0.9993605613708496 + }, + { + "p": 0.018565157428383827, + "m": 0.5521170496940613 + }, + { + "p": 0.024313610047101974, + "m": 0.6482972502708435 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.814738929271698, + "val_loss": 0.8892920613288879, + "acc": 71.51, + "time": 155.16045486600342, + "param": [ + { + "p": 0.05960649624466896, + "m": 1.0 + }, + { + "p": 0.061934467405080795, + "m": 1.0 + }, + { + "p": 0.052316442131996155, + "m": 1.0 + }, + { + "p": 0.062251340597867966, + "m": 0.904836893081665 + }, + { + "p": 0.04912424832582474, + "m": 0.5649183988571167 + }, + { + "p": 0.03368242084980011, + "m": 0.9505611062049866 + }, + { + "p": 0.06343366205692291, + "m": 1.0 + }, + { + "p": 0.05283020809292793, + "m": 0.7408676147460938 + }, + { + "p": 0.06227554380893707, + "m": 1.0 + }, + { + "p": 0.051684148609638214, + "m": 0.9228953719139099 + }, + { + "p": 0.03826143592596054, + "m": 1.0 + }, + { + "p": 0.06456850469112396, + "m": 1.0 + }, + { + "p": 0.0734337568283081, + "m": 1.0 + }, + { + "p": 0.06314069777727127, + "m": 1.0 + }, + { + "p": 0.059701140969991684, + "m": 1.0 + }, + { + "p": 0.06558581441640854, + "m": 1.0 + }, + { + "p": 0.050454989075660706, + "m": 0.5453121662139893 + }, + { + "p": 0.0357147641479969, + "m": 0.6205592751502991 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.7940200567245483, + "val_loss": 0.8771321177482605, + "acc": 70.34, + "time": 145.65748916399752, + "param": [ + { + "p": 0.031283900141716, + "m": 1.0 + }, + { + "p": 0.05272145941853523, + "m": 1.0 + }, + { + "p": 0.07150818407535553, + "m": 1.0 + }, + { + "p": 0.03222813457250595, + "m": 0.8584763407707214 + }, + { + "p": 0.06385287642478943, + "m": 0.4631538391113281 + }, + { + "p": 0.04943940043449402, + "m": 1.0 + }, + { + "p": 0.060018330812454224, + "m": 0.988815188407898 + }, + { + "p": 0.05922102555632591, + "m": 0.7693224549293518 + }, + { + "p": 0.08212323486804962, + "m": 0.9850497245788574 + }, + { + "p": 0.0671202540397644, + "m": 0.9931402802467346 + }, + { + "p": 0.05442655831575394, + "m": 0.983654797077179 + }, + { + "p": 0.05909097567200661, + "m": 0.9830328226089478 + }, + { + "p": 0.06389401108026505, + "m": 1.0 + }, + { + "p": 0.02967427857220173, + "m": 1.0 + }, + { + "p": 0.03249730169773102, + "m": 0.917187511920929 + }, + { + "p": 0.05954376608133316, + "m": 1.0 + }, + { + "p": 0.06558765470981598, + "m": 0.611672043800354 + }, + { + "p": 0.06576862186193466, + "m": 0.7938920259475708 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8943217396736145, + "val_loss": 0.8316331505775452, + "acc": 70.7, + "time": 150.7933378040034, + "param": [ + { + "p": 0.0723588615655899, + "m": 1.0 + }, + { + "p": 0.058158036321401596, + "m": 1.0 + }, + { + "p": 0.0432991199195385, + "m": 1.0 + }, + { + "p": 0.03814040496945381, + "m": 0.8759433031082153 + }, + { + "p": 0.05841701477766037, + "m": 0.556813657283783 + }, + { + "p": 0.05568181350827217, + "m": 0.986156702041626 + }, + { + "p": 0.04001352936029434, + "m": 0.9704591035842896 + }, + { + "p": 0.08147428929805756, + "m": 0.8542584180831909 + }, + { + "p": 0.06771668791770935, + "m": 0.9952265620231628 + }, + { + "p": 0.0645889863371849, + "m": 1.0 + }, + { + "p": 0.04962814971804619, + "m": 0.9742445349693298 + }, + { + "p": 0.03998112678527832, + "m": 1.0 + }, + { + "p": 0.09588666260242462, + "m": 1.0 + }, + { + "p": 0.0569487027823925, + "m": 1.0 + }, + { + "p": 0.05442357808351517, + "m": 0.8915320634841919 + }, + { + "p": 0.07155554741621017, + "m": 0.996139645576477 + }, + { + "p": 0.0390901118516922, + "m": 0.698880136013031 + }, + { + "p": 0.012637319974601269, + "m": 0.867054283618927 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.844214916229248, + "val_loss": 0.7942145466804504, + "acc": 71.01, + "time": 150.83762528100488, + "param": [ + { + "p": 0.023236628621816635, + "m": 1.0 + }, + { + "p": 0.06749209761619568, + "m": 1.0 + }, + { + "p": 0.07083738595247269, + "m": 1.0 + }, + { + "p": 0.09040375798940659, + "m": 0.8974118232727051 + }, + { + "p": 0.04976847395300865, + "m": 0.5395498275756836 + }, + { + "p": 0.03750595822930336, + "m": 0.9907852411270142 + }, + { + "p": 0.031828783452510834, + "m": 1.0 + }, + { + "p": 0.0994352176785469, + "m": 0.7974826097488403 + }, + { + "p": 0.06094875931739807, + "m": 0.9712269902229309 + }, + { + "p": 0.048570677638053894, + "m": 0.9857006072998047 + }, + { + "p": 0.03352763131260872, + "m": 0.9614226818084717 + }, + { + "p": 0.0767332911491394, + "m": 1.0 + }, + { + "p": 0.06371038407087326, + "m": 1.0 + }, + { + "p": 0.06159459799528122, + "m": 1.0 + }, + { + "p": 0.05183785781264305, + "m": 0.897479772567749 + }, + { + "p": 0.07049679011106491, + "m": 1.0 + }, + { + "p": 0.02801164984703064, + "m": 0.7060214281082153 + }, + { + "p": 0.034060001373291016, + "m": 0.8170241117477417 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8240803480148315, + "val_loss": 0.8503583669662476, + "acc": 71.0, + "time": 140.62274352499662, + "param": [ + { + "p": 0.04983777180314064, + "m": 1.0 + }, + { + "p": 0.0451948307454586, + "m": 1.0 + }, + { + "p": 0.07605406641960144, + "m": 1.0 + }, + { + "p": 0.060178764164447784, + "m": 0.9863580465316772 + }, + { + "p": 0.061944376677274704, + "m": 0.6164320707321167 + }, + { + "p": 0.04924079403281212, + "m": 0.8735283017158508 + }, + { + "p": 0.04742974042892456, + "m": 0.9586408138275146 + }, + { + "p": 0.05210096761584282, + "m": 0.8192901015281677 + }, + { + "p": 0.06928406655788422, + "m": 0.9950556755065918 + }, + { + "p": 0.059129223227500916, + "m": 1.0 + }, + { + "p": 0.054150354117155075, + "m": 0.965962827205658 + }, + { + "p": 0.06194499507546425, + "m": 1.0 + }, + { + "p": 0.06058197841048241, + "m": 1.0 + }, + { + "p": 0.05278285592794418, + "m": 1.0 + }, + { + "p": 0.06530740857124329, + "m": 0.9683074951171875 + }, + { + "p": 0.06640660017728806, + "m": 0.9982845783233643 + }, + { + "p": 0.05005115270614624, + "m": 0.6940618753433228 + }, + { + "p": 0.018380245193839073, + "m": 0.8530852794647217 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8528556823730469, + "val_loss": 0.9101003408432007, + "acc": 70.69, + "time": 157.9208658810021, + "param": [ + { + "p": 0.08140219002962112, + "m": 1.0 + }, + { + "p": 0.0146798649802804, + "m": 1.0 + }, + { + "p": 0.04515516012907028, + "m": 1.0 + }, + { + "p": 0.0521630123257637, + "m": 0.9940670728683472 + }, + { + "p": 0.053380947560071945, + "m": 0.6319831609725952 + }, + { + "p": 0.038009073585271835, + "m": 0.792436957359314 + }, + { + "p": 0.041686128824949265, + "m": 0.9910685420036316 + }, + { + "p": 0.08035203814506531, + "m": 0.7858763337135315 + }, + { + "p": 0.04045235738158226, + "m": 0.9985478520393372 + }, + { + "p": 0.06646694988012314, + "m": 0.8938285708427429 + }, + { + "p": 0.06581203639507294, + "m": 1.0 + }, + { + "p": 0.061485983431339264, + "m": 1.0 + }, + { + "p": 0.06979444622993469, + "m": 1.0 + }, + { + "p": 0.0500519685447216, + "m": 1.0 + }, + { + "p": 0.05600555241107941, + "m": 0.9332830309867859 + }, + { + "p": 0.0673823282122612, + "m": 1.0 + }, + { + "p": 0.03653053566813469, + "m": 0.5806687474250793 + }, + { + "p": 0.07918939739465714, + "m": 0.8274348974227905 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.8532223105430603, + "val_loss": 0.893856406211853, + "acc": 71.12, + "time": 152.45698675099993, + "param": [ + { + "p": 0.07031270116567612, + "m": 1.0 + }, + { + "p": 0.05329068750143051, + "m": 1.0 + }, + { + "p": 0.03076626919209957, + "m": 1.0 + }, + { + "p": 0.049756038933992386, + "m": 0.8932219743728638 + }, + { + "p": 0.0663674995303154, + "m": 0.5026286840438843 + }, + { + "p": 0.042719218879938126, + "m": 0.9099510908126831 + }, + { + "p": 0.06382634490728378, + "m": 0.9848840236663818 + }, + { + "p": 0.07804899662733078, + "m": 0.850067138671875 + }, + { + "p": 0.059832893311977386, + "m": 0.9996918439865112 + }, + { + "p": 0.05183221399784088, + "m": 0.9348462224006653 + }, + { + "p": 0.05507184937596321, + "m": 1.0 + }, + { + "p": 0.06464409828186035, + "m": 1.0 + }, + { + "p": 0.06185281649231911, + "m": 1.0 + }, + { + "p": 0.0680290162563324, + "m": 1.0 + }, + { + "p": 0.02352912724018097, + "m": 0.8792480230331421 + }, + { + "p": 0.05356495454907417, + "m": 0.9997464418411255 + }, + { + "p": 0.059375494718551636, + "m": 0.6325020790100098 + }, + { + "p": 0.04717982932925224, + "m": 0.8039281368255615 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7884958982467651, + "val_loss": 0.890617311000824, + "acc": 70.8, + "time": 159.30321143900073, + "param": [ + { + "p": 0.06647954881191254, + "m": 1.0 + }, + { + "p": 0.03916693106293678, + "m": 1.0 + }, + { + "p": 0.054984986782073975, + "m": 1.0 + }, + { + "p": 0.04883359372615814, + "m": 0.7839236855506897 + }, + { + "p": 0.05661178380250931, + "m": 0.33729907870292664 + }, + { + "p": 0.0367032065987587, + "m": 0.9438267350196838 + }, + { + "p": 0.03978746756911278, + "m": 1.0 + }, + { + "p": 0.06338535994291306, + "m": 0.8115257024765015 + }, + { + "p": 0.08806704729795456, + "m": 0.9972268342971802 + }, + { + "p": 0.06046641245484352, + "m": 0.8670457601547241 + }, + { + "p": 0.029819201678037643, + "m": 0.9146032929420471 + }, + { + "p": 0.06906460970640182, + "m": 1.0 + }, + { + "p": 0.06639095395803452, + "m": 1.0 + }, + { + "p": 0.050652582198381424, + "m": 1.0 + }, + { + "p": 0.03788337484002113, + "m": 0.9549199938774109 + }, + { + "p": 0.07284058630466461, + "m": 1.0 + }, + { + "p": 0.06960193812847137, + "m": 0.7525726556777954 + }, + { + "p": 0.04926037788391113, + "m": 0.8402716517448425 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8286038637161255, + "val_loss": 0.8443534970283508, + "acc": 70.93, + "time": 142.50166488000104, + "param": [ + { + "p": 0.0659966841340065, + "m": 1.0 + }, + { + "p": 0.06245613843202591, + "m": 1.0 + }, + { + "p": 0.0735510066151619, + "m": 1.0 + }, + { + "p": 0.05976042523980141, + "m": 0.7514795064926147 + }, + { + "p": 0.04752939194440842, + "m": 0.3569689095020294 + }, + { + "p": 0.04942860081791878, + "m": 1.0 + }, + { + "p": 0.03216082975268364, + "m": 0.9607048630714417 + }, + { + "p": 0.02957312762737274, + "m": 0.799141526222229 + }, + { + "p": 0.057733044028282166, + "m": 0.945736825466156 + }, + { + "p": 0.07567541301250458, + "m": 0.7969925999641418 + }, + { + "p": 0.026503805071115494, + "m": 0.8857656121253967 + }, + { + "p": 0.0790749043226242, + "m": 1.0 + }, + { + "p": 0.06484067440032959, + "m": 1.0 + }, + { + "p": 0.04944964498281479, + "m": 1.0 + }, + { + "p": 0.03896954655647278, + "m": 0.9294081926345825 + }, + { + "p": 0.07590307295322418, + "m": 1.0 + }, + { + "p": 0.05283653736114502, + "m": 0.8009604811668396 + }, + { + "p": 0.058557286858558655, + "m": 0.8386762142181396 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.9488229155540466, + "val_loss": 0.9310882091522217, + "acc": 71.09, + "time": 139.94599044499773, + "param": [ + { + "p": 0.05755167081952095, + "m": 1.0 + }, + { + "p": 0.041333477944135666, + "m": 1.0 + }, + { + "p": 0.0374886654317379, + "m": 1.0 + }, + { + "p": 0.06254705786705017, + "m": 0.7586515545845032 + }, + { + "p": 0.05444682016968727, + "m": 0.29430052638053894 + }, + { + "p": 0.04253291338682175, + "m": 0.9594131708145142 + }, + { + "p": 0.07252010703086853, + "m": 0.9660444259643555 + }, + { + "p": 0.05100023373961449, + "m": 0.8453384637832642 + }, + { + "p": 0.03561936318874359, + "m": 1.0 + }, + { + "p": 0.04368823766708374, + "m": 0.8514419794082642 + }, + { + "p": 0.06490536034107208, + "m": 0.9944676160812378 + }, + { + "p": 0.057297904044389725, + "m": 1.0 + }, + { + "p": 0.04345013201236725, + "m": 1.0 + }, + { + "p": 0.06683997064828873, + "m": 1.0 + }, + { + "p": 0.05343453958630562, + "m": 0.8102138042449951 + }, + { + "p": 0.07529635727405548, + "m": 1.0 + }, + { + "p": 0.06541784107685089, + "m": 0.7439805865287781 + }, + { + "p": 0.07462938129901886, + "m": 0.7782829403877258 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9521198868751526, + "val_loss": 0.8724969029426575, + "acc": 71.09, + "time": 143.55174777699722, + "param": [ + { + "p": 0.057151518762111664, + "m": 1.0 + }, + { + "p": 0.058475106954574585, + "m": 1.0 + }, + { + "p": 0.05117848888039589, + "m": 1.0 + }, + { + "p": 0.059031978249549866, + "m": 0.7235766649246216 + }, + { + "p": 0.06545675545930862, + "m": 0.20995619893074036 + }, + { + "p": 0.0343172624707222, + "m": 0.9159713983535767 + }, + { + "p": 0.05044594034552574, + "m": 0.9738115072250366 + }, + { + "p": 0.06640733778476715, + "m": 0.80551677942276 + }, + { + "p": 0.06490079313516617, + "m": 1.0 + }, + { + "p": 0.059300314635038376, + "m": 0.9127622246742249 + }, + { + "p": 0.06428534537553787, + "m": 0.9952074885368347 + }, + { + "p": 0.05666535347700119, + "m": 1.0 + }, + { + "p": 0.06262470036745071, + "m": 1.0 + }, + { + "p": 0.06596001237630844, + "m": 1.0 + }, + { + "p": 0.0549314022064209, + "m": 0.7870774269104004 + }, + { + "p": 0.06505527347326279, + "m": 0.9989897608757019 + }, + { + "p": 0.025852233171463013, + "m": 0.5368894934654236 + }, + { + "p": 0.03796009719371796, + "m": 0.707306981086731 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.6322280168533325, + "val_loss": 0.8658576011657715, + "acc": 71.96, + "time": 153.67132439000125, + "param": [ + { + "p": 0.06722908467054367, + "m": 1.0 + }, + { + "p": 0.02757350541651249, + "m": 1.0 + }, + { + "p": 0.05570153519511223, + "m": 1.0 + }, + { + "p": 0.05484224855899811, + "m": 0.8079056739807129 + }, + { + "p": 0.04482292756438255, + "m": 0.27513420581817627 + }, + { + "p": 0.04786868393421173, + "m": 0.8772028088569641 + }, + { + "p": 0.07181207835674286, + "m": 0.9918593168258667 + }, + { + "p": 0.07700993865728378, + "m": 0.7247241735458374 + }, + { + "p": 0.04306787624955177, + "m": 0.9068643450737 + }, + { + "p": 0.04578594118356705, + "m": 0.9328746199607849 + }, + { + "p": 0.06198561564087868, + "m": 0.9119472503662109 + }, + { + "p": 0.044901154935359955, + "m": 1.0 + }, + { + "p": 0.04417017847299576, + "m": 1.0 + }, + { + "p": 0.07007026672363281, + "m": 1.0 + }, + { + "p": 0.0812237560749054, + "m": 0.7600471377372742 + }, + { + "p": 0.08039902150630951, + "m": 1.0 + }, + { + "p": 0.048742420971393585, + "m": 0.49934157729148865 + }, + { + "p": 0.03279377892613411, + "m": 0.6555172204971313 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8523833751678467, + "val_loss": 1.014440655708313, + "acc": 70.69, + "time": 157.55310728699988, + "param": [ + { + "p": 0.0442938394844532, + "m": 1.0 + }, + { + "p": 0.037649281322956085, + "m": 1.0 + }, + { + "p": 0.0738479346036911, + "m": 1.0 + }, + { + "p": 0.05126291140913963, + "m": 0.9567806124687195 + }, + { + "p": 0.04062224552035332, + "m": 0.2254018634557724 + }, + { + "p": 0.06334196031093597, + "m": 0.7876276969909668 + }, + { + "p": 0.05052110552787781, + "m": 0.9776225090026855 + }, + { + "p": 0.07560785859823227, + "m": 0.6707408428192139 + }, + { + "p": 0.049991585314273834, + "m": 0.957423210144043 + }, + { + "p": 0.05822457745671272, + "m": 0.9460863471031189 + }, + { + "p": 0.04907933995127678, + "m": 1.0 + }, + { + "p": 0.0687502771615982, + "m": 1.0 + }, + { + "p": 0.05829455703496933, + "m": 1.0 + }, + { + "p": 0.038667432963848114, + "m": 1.0 + }, + { + "p": 0.060839489102363586, + "m": 0.9219300746917725 + }, + { + "p": 0.08053033798933029, + "m": 1.0 + }, + { + "p": 0.05643581971526146, + "m": 0.737068235874176 + }, + { + "p": 0.04203956574201584, + "m": 0.7636185884475708 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.8549683094024658, + "val_loss": 0.931118905544281, + "acc": 71.02, + "time": 155.99245582399453, + "param": [ + { + "p": 0.05860074982047081, + "m": 1.0 + }, + { + "p": 0.054408568888902664, + "m": 1.0 + }, + { + "p": 0.07641765475273132, + "m": 1.0 + }, + { + "p": 0.03730994462966919, + "m": 0.8379967212677002 + }, + { + "p": 0.05059726908802986, + "m": 0.19166819751262665 + }, + { + "p": 0.052698779851198196, + "m": 0.6854562759399414 + }, + { + "p": 0.04979576915502548, + "m": 0.9133263826370239 + }, + { + "p": 0.051994334906339645, + "m": 0.7462803721427917 + }, + { + "p": 0.06334223598241806, + "m": 1.0 + }, + { + "p": 0.05221441760659218, + "m": 0.9735926389694214 + }, + { + "p": 0.05211416259407997, + "m": 0.9742868542671204 + }, + { + "p": 0.056485578417778015, + "m": 0.9992734789848328 + }, + { + "p": 0.06427311897277832, + "m": 1.0 + }, + { + "p": 0.06242255121469498, + "m": 1.0 + }, + { + "p": 0.05323157086968422, + "m": 0.8486288785934448 + }, + { + "p": 0.06889621913433075, + "m": 1.0 + }, + { + "p": 0.04371918737888336, + "m": 0.7841114401817322 + }, + { + "p": 0.05147792398929596, + "m": 0.7978441119194031 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0482795238494873, + "val_loss": 0.9353625178337097, + "acc": 70.13, + "time": 153.05315945399343, + "param": [ + { + "p": 0.036276448518037796, + "m": 1.0 + }, + { + "p": 0.05944281443953514, + "m": 1.0 + }, + { + "p": 0.056582167744636536, + "m": 1.0 + }, + { + "p": 0.056890640407800674, + "m": 0.8858780264854431 + }, + { + "p": 0.0490557923913002, + "m": 0.10271086543798447 + }, + { + "p": 0.0693642720580101, + "m": 0.8181288242340088 + }, + { + "p": 0.04486226662993431, + "m": 0.892662525177002 + }, + { + "p": 0.08933907747268677, + "m": 0.8005173802375793 + }, + { + "p": 0.04237428307533264, + "m": 0.9387354254722595 + }, + { + "p": 0.07608603686094284, + "m": 1.0 + }, + { + "p": 0.07013456523418427, + "m": 1.0 + }, + { + "p": 0.04757079482078552, + "m": 1.0 + }, + { + "p": 0.04823502525687218, + "m": 1.0 + }, + { + "p": 0.06810189038515091, + "m": 1.0 + }, + { + "p": 0.03486519306898117, + "m": 0.9982075095176697 + }, + { + "p": 0.0686662569642067, + "m": 1.0 + }, + { + "p": 0.045538581907749176, + "m": 0.7659326195716858 + }, + { + "p": 0.036613963544368744, + "m": 0.7003701329231262 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.7576825022697449, + "val_loss": 0.8642631769180298, + "acc": 70.77, + "time": 152.93243359500048, + "param": [ + { + "p": 0.069446861743927, + "m": 1.0 + }, + { + "p": 0.0365324392914772, + "m": 1.0 + }, + { + "p": 0.07160171866416931, + "m": 1.0 + }, + { + "p": 0.03981737419962883, + "m": 0.8288547992706299 + }, + { + "p": 0.04897938296198845, + "m": 0.11887571215629578 + }, + { + "p": 0.019477400928735733, + "m": 0.9010389447212219 + }, + { + "p": 0.06056923791766167, + "m": 0.8956073522567749 + }, + { + "p": 0.0452391691505909, + "m": 0.7774004340171814 + }, + { + "p": 0.0717238262295723, + "m": 0.9998923540115356 + }, + { + "p": 0.06622091680765152, + "m": 0.9820306897163391 + }, + { + "p": 0.07927565276622772, + "m": 0.986023485660553 + }, + { + "p": 0.06703562289476395, + "m": 1.0 + }, + { + "p": 0.0476929135620594, + "m": 1.0 + }, + { + "p": 0.07437244057655334, + "m": 1.0 + }, + { + "p": 0.07687642425298691, + "m": 0.9941275715827942 + }, + { + "p": 0.0765640065073967, + "m": 1.0 + }, + { + "p": 0.048574674874544144, + "m": 0.7120622992515564 + }, + { + "p": 0.0, + "m": 0.6216859817504883 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.7534618377685547, + "val_loss": 0.8733121752738953, + "acc": 71.38, + "time": 140.19068574399716, + "param": [ + { + "p": 0.045733142644166946, + "m": 1.0 + }, + { + "p": 0.03135138750076294, + "m": 1.0 + }, + { + "p": 0.05134006217122078, + "m": 1.0 + }, + { + "p": 0.051763053983449936, + "m": 0.7386561036109924 + }, + { + "p": 0.06639529019594193, + "m": 0.15934383869171143 + }, + { + "p": 0.06824540346860886, + "m": 0.8969007134437561 + }, + { + "p": 0.06423458456993103, + "m": 0.7973472476005554 + }, + { + "p": 0.01889217458665371, + "m": 0.6837473511695862 + }, + { + "p": 0.06887269765138626, + "m": 0.8970465660095215 + }, + { + "p": 0.05495044216513634, + "m": 1.0 + }, + { + "p": 0.04015354439616203, + "m": 0.953016459941864 + }, + { + "p": 0.0684150978922844, + "m": 1.0 + }, + { + "p": 0.05800136923789978, + "m": 1.0 + }, + { + "p": 0.0701838955283165, + "m": 1.0 + }, + { + "p": 0.06662104278802872, + "m": 0.988254964351654 + }, + { + "p": 0.064973384141922, + "m": 0.9889374375343323 + }, + { + "p": 0.041455622762441635, + "m": 0.6836659908294678 + }, + { + "p": 0.06841789931058884, + "m": 0.6318933963775635 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8607417941093445, + "val_loss": 0.8477835059165955, + "acc": 71.05, + "time": 145.4009859630023, + "param": [ + { + "p": 0.06457161903381348, + "m": 1.0 + }, + { + "p": 0.07071756571531296, + "m": 1.0 + }, + { + "p": 0.0647539272904396, + "m": 1.0 + }, + { + "p": 0.0520218163728714, + "m": 0.8361331224441528 + }, + { + "p": 0.06335439532995224, + "m": 0.14604884386062622 + }, + { + "p": 0.04855737090110779, + "m": 0.8689252734184265 + }, + { + "p": 0.06801310926675797, + "m": 0.7165812253952026 + }, + { + "p": 0.07644127309322357, + "m": 0.9041219353675842 + }, + { + "p": 0.0625309944152832, + "m": 0.8672781586647034 + }, + { + "p": 0.046478334814310074, + "m": 0.9515722990036011 + }, + { + "p": 0.06685110926628113, + "m": 0.9710419178009033 + }, + { + "p": 0.052288495004177094, + "m": 1.0 + }, + { + "p": 0.05889889597892761, + "m": 1.0 + }, + { + "p": 0.06300873309373856, + "m": 1.0 + }, + { + "p": 0.03725399449467659, + "m": 0.8920270204544067 + }, + { + "p": 0.07094509899616241, + "m": 0.9976562261581421 + }, + { + "p": 0.016720494255423546, + "m": 0.5949260592460632 + }, + { + "p": 0.0165928415954113, + "m": 0.5779402256011963 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.759621798992157, + "val_loss": 0.9189585447311401, + "acc": 71.42, + "time": 161.53906682699744, + "param": [ + { + "p": 0.05614708736538887, + "m": 1.0 + }, + { + "p": 0.03860002011060715, + "m": 1.0 + }, + { + "p": 0.07972781360149384, + "m": 1.0 + }, + { + "p": 0.0532379075884819, + "m": 0.9043214917182922 + }, + { + "p": 0.05562480539083481, + "m": 0.1252022385597229 + }, + { + "p": 0.0551384873688221, + "m": 0.9215855002403259 + }, + { + "p": 0.054109588265419006, + "m": 0.6853041052818298 + }, + { + "p": 0.06651758402585983, + "m": 0.9234092831611633 + }, + { + "p": 0.06987656652927399, + "m": 1.0 + }, + { + "p": 0.04170181229710579, + "m": 1.0 + }, + { + "p": 0.06326456367969513, + "m": 1.0 + }, + { + "p": 0.04785720631480217, + "m": 1.0 + }, + { + "p": 0.04043445363640785, + "m": 1.0 + }, + { + "p": 0.09081478416919708, + "m": 1.0 + }, + { + "p": 0.05329432338476181, + "m": 0.8842824101448059 + }, + { + "p": 0.05264987424015999, + "m": 0.9891554713249207 + }, + { + "p": 0.046317193657159805, + "m": 0.5508180260658264 + }, + { + "p": 0.034685950726270676, + "m": 0.45693424344062805 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.7915762066841125, + "val_loss": 0.7978422045707703, + "acc": 71.47, + "time": 138.70173914000043, + "param": [ + { + "p": 0.075151227414608, + "m": 1.0 + }, + { + "p": 0.07348788529634476, + "m": 1.0 + }, + { + "p": 0.07177184522151947, + "m": 1.0 + }, + { + "p": 0.059075720608234406, + "m": 0.8890617489814758 + }, + { + "p": 0.05401851609349251, + "m": 0.2565312683582306 + }, + { + "p": 0.04158778116106987, + "m": 0.8991823792457581 + }, + { + "p": 0.06528712064027786, + "m": 0.8058391809463501 + }, + { + "p": 0.033970676362514496, + "m": 1.0 + }, + { + "p": 0.070021852850914, + "m": 1.0 + }, + { + "p": 0.04331939294934273, + "m": 1.0 + }, + { + "p": 0.04706087335944176, + "m": 0.9898691773414612 + }, + { + "p": 0.06763239204883575, + "m": 1.0 + }, + { + "p": 0.07613085955381393, + "m": 1.0 + }, + { + "p": 0.040803395211696625, + "m": 1.0 + }, + { + "p": 0.011234243400394917, + "m": 0.8146840929985046 + }, + { + "p": 0.05916385352611542, + "m": 1.0 + }, + { + "p": 0.05592243745923042, + "m": 0.41023993492126465 + }, + { + "p": 0.05435984209179878, + "m": 0.4611707329750061 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.6997266411781311, + "val_loss": 0.6842320561408997, + "acc": 70.84, + "time": 146.5486234669952, + "param": [ + { + "p": 0.0617220439016819, + "m": 1.0 + }, + { + "p": 0.04056748375296593, + "m": 1.0 + }, + { + "p": 0.057376306504011154, + "m": 1.0 + }, + { + "p": 0.03612668439745903, + "m": 0.8796730041503906 + }, + { + "p": 0.04200910031795502, + "m": 0.17919661104679108 + }, + { + "p": 0.07683641463518143, + "m": 0.7740184664726257 + }, + { + "p": 0.05843609571456909, + "m": 0.7913252711296082 + }, + { + "p": 0.09435714036226273, + "m": 0.8634284138679504 + }, + { + "p": 0.07657971233129501, + "m": 0.9312143325805664 + }, + { + "p": 0.05050037056207657, + "m": 0.971779465675354 + }, + { + "p": 0.09343639761209488, + "m": 1.0 + }, + { + "p": 0.06066339462995529, + "m": 0.9988768100738525 + }, + { + "p": 0.06819690018892288, + "m": 1.0 + }, + { + "p": 0.04031726345419884, + "m": 1.0 + }, + { + "p": 0.059028320014476776, + "m": 0.9449483752250671 + }, + { + "p": 0.026795249432325363, + "m": 0.9944810271263123 + }, + { + "p": 0.03201008588075638, + "m": 0.44951435923576355 + }, + { + "p": 0.02504105307161808, + "m": 0.392270028591156 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7190847396850586, + "val_loss": 0.8168562054634094, + "acc": 70.65, + "time": 138.21400766499573, + "param": [ + { + "p": 0.0677650049328804, + "m": 1.0 + }, + { + "p": 0.05093616619706154, + "m": 1.0 + }, + { + "p": 0.05062171444296837, + "m": 1.0 + }, + { + "p": 0.009534522891044617, + "m": 0.9436597228050232 + }, + { + "p": 0.05599922314286232, + "m": 0.152632936835289 + }, + { + "p": 0.05912790074944496, + "m": 0.8576503396034241 + }, + { + "p": 0.05005425214767456, + "m": 0.694047212600708 + }, + { + "p": 0.08046052604913712, + "m": 0.8585767149925232 + }, + { + "p": 0.060622863471508026, + "m": 0.98542320728302 + }, + { + "p": 0.05868867039680481, + "m": 0.9235565662384033 + }, + { + "p": 0.04149046167731285, + "m": 1.0 + }, + { + "p": 0.06420237571001053, + "m": 1.0 + }, + { + "p": 0.0628260150551796, + "m": 1.0 + }, + { + "p": 0.051666952669620514, + "m": 1.0 + }, + { + "p": 0.055164456367492676, + "m": 0.935285747051239 + }, + { + "p": 0.07199793308973312, + "m": 1.0 + }, + { + "p": 0.051251962780952454, + "m": 0.5269728302955627 + }, + { + "p": 0.0575890876352787, + "m": 0.5043066143989563 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.71253901720047, + "val_loss": 0.7950619459152222, + "acc": 71.18, + "time": 143.56792921599845, + "param": [ + { + "p": 0.03855157643556595, + "m": 1.0 + }, + { + "p": 0.06885203719139099, + "m": 1.0 + }, + { + "p": 0.053408894687891006, + "m": 1.0 + }, + { + "p": 0.06453747302293777, + "m": 0.9356312155723572 + }, + { + "p": 0.04308699071407318, + "m": 0.1080038994550705 + }, + { + "p": 0.06165770813822746, + "m": 0.8594488501548767 + }, + { + "p": 0.043602656573057175, + "m": 0.6421875357627869 + }, + { + "p": 0.08780448138713837, + "m": 0.7926753163337708 + }, + { + "p": 0.04207859933376312, + "m": 1.0 + }, + { + "p": 0.044815707951784134, + "m": 0.9958120584487915 + }, + { + "p": 0.03218645229935646, + "m": 0.9870287775993347 + }, + { + "p": 0.04303830862045288, + "m": 1.0 + }, + { + "p": 0.06394828110933304, + "m": 1.0 + }, + { + "p": 0.051946982741355896, + "m": 1.0 + }, + { + "p": 0.06425409764051437, + "m": 0.8610884547233582 + }, + { + "p": 0.07188943028450012, + "m": 0.9997512698173523 + }, + { + "p": 0.06355056911706924, + "m": 0.4834274649620056 + }, + { + "p": 0.060789771378040314, + "m": 0.48197704553604126 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7729631662368774, + "val_loss": 0.816596269607544, + "acc": 71.85, + "time": 137.5715188759932, + "param": [ + { + "p": 0.038389887660741806, + "m": 1.0 + }, + { + "p": 0.045005183666944504, + "m": 1.0 + }, + { + "p": 0.05803269147872925, + "m": 1.0 + }, + { + "p": 0.06882260739803314, + "m": 0.9548690915107727 + }, + { + "p": 0.04463720694184303, + "m": 0.041031613945961 + }, + { + "p": 0.06872290372848511, + "m": 0.823937714099884 + }, + { + "p": 0.057571738958358765, + "m": 0.7099409103393555 + }, + { + "p": 0.08418986201286316, + "m": 0.7256101965904236 + }, + { + "p": 0.04398476704955101, + "m": 0.8742380738258362 + }, + { + "p": 0.043487802147865295, + "m": 1.0 + }, + { + "p": 0.058074675500392914, + "m": 0.9357457160949707 + }, + { + "p": 0.03641645237803459, + "m": 0.9958610534667969 + }, + { + "p": 0.08390073478221893, + "m": 1.0 + }, + { + "p": 0.06910928338766098, + "m": 1.0 + }, + { + "p": 0.06565970182418823, + "m": 0.8718857765197754 + }, + { + "p": 0.06656093895435333, + "m": 0.998643696308136 + }, + { + "p": 0.02808147668838501, + "m": 0.3725687861442566 + }, + { + "p": 0.039352111518383026, + "m": 0.45199495553970337 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.6843023300170898, + "val_loss": 1.0470826625823975, + "acc": 71.31, + "time": 144.5742853030024, + "param": [ + { + "p": 0.059473562985658646, + "m": 1.0 + }, + { + "p": 0.0476369671523571, + "m": 1.0 + }, + { + "p": 0.07640069723129272, + "m": 1.0 + }, + { + "p": 0.03726080805063248, + "m": 0.9047656059265137 + }, + { + "p": 0.052582379430532455, + "m": 0.08229885250329971 + }, + { + "p": 0.0632549300789833, + "m": 0.8854762315750122 + }, + { + "p": 0.04724260792136192, + "m": 0.874605119228363 + }, + { + "p": 0.06160484626889229, + "m": 0.8106589317321777 + }, + { + "p": 0.06909865140914917, + "m": 0.8561347723007202 + }, + { + "p": 0.05288630723953247, + "m": 0.9804933071136475 + }, + { + "p": 0.06639118492603302, + "m": 0.9807590842247009 + }, + { + "p": 0.059700123965740204, + "m": 1.0 + }, + { + "p": 0.06741581112146378, + "m": 1.0 + }, + { + "p": 0.04681197926402092, + "m": 1.0 + }, + { + "p": 0.04621106758713722, + "m": 0.8463216423988342 + }, + { + "p": 0.054437458515167236, + "m": 0.9923475980758667 + }, + { + "p": 0.05407312512397766, + "m": 0.39232251048088074 + }, + { + "p": 0.037517644464969635, + "m": 0.5301804542541504 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.627532958984375, + "val_loss": 0.9165011048316956, + "acc": 72.25, + "time": 149.56203770200227, + "param": [ + { + "p": 0.06065094843506813, + "m": 1.0 + }, + { + "p": 0.0645008385181427, + "m": 1.0 + }, + { + "p": 0.047968242317438126, + "m": 1.0 + }, + { + "p": 0.05132878199219704, + "m": 0.8433892130851746 + }, + { + "p": 0.06530772894620895, + "m": 0.19872809946537018 + }, + { + "p": 0.028707895427942276, + "m": 0.6508118510246277 + }, + { + "p": 0.06265238672494888, + "m": 0.8084793090820312 + }, + { + "p": 0.05157296359539032, + "m": 0.6925426721572876 + }, + { + "p": 0.06546588987112045, + "m": 0.9368196129798889 + }, + { + "p": 0.05451994016766548, + "m": 0.9130551218986511 + }, + { + "p": 0.05677288398146629, + "m": 0.9896693229675293 + }, + { + "p": 0.050720714032649994, + "m": 1.0 + }, + { + "p": 0.07676517218351364, + "m": 1.0 + }, + { + "p": 0.05208612233400345, + "m": 1.0 + }, + { + "p": 0.06086394563317299, + "m": 0.9880530834197998 + }, + { + "p": 0.05251774191856384, + "m": 1.0 + }, + { + "p": 0.04084375500679016, + "m": 0.3161626160144806 + }, + { + "p": 0.05675395205616951, + "m": 0.5896255970001221 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.5384650826454163, + "val_loss": 0.8276426196098328, + "acc": 71.97, + "time": 138.457139938997, + "param": [ + { + "p": 0.07290171831846237, + "m": 1.0 + }, + { + "p": 0.05276703089475632, + "m": 1.0 + }, + { + "p": 0.03978760167956352, + "m": 1.0 + }, + { + "p": 0.03310859575867653, + "m": 0.9307935833930969 + }, + { + "p": 0.06359058618545532, + "m": 0.24141497910022736 + }, + { + "p": 0.06341341137886047, + "m": 0.6299552321434021 + }, + { + "p": 0.07184876501560211, + "m": 0.8312407732009888 + }, + { + "p": 0.05216209590435028, + "m": 0.6641097664833069 + }, + { + "p": 0.058048151433467865, + "m": 0.9848163723945618 + }, + { + "p": 0.03946423903107643, + "m": 0.9892216324806213 + }, + { + "p": 0.0403561145067215, + "m": 0.9659436941146851 + }, + { + "p": 0.045182421803474426, + "m": 1.0 + }, + { + "p": 0.07389955967664719, + "m": 1.0 + }, + { + "p": 0.08333244919776917, + "m": 1.0 + }, + { + "p": 0.027819113805890083, + "m": 0.9282392263412476 + }, + { + "p": 0.08883168548345566, + "m": 1.0 + }, + { + "p": 0.0379246361553669, + "m": 0.3362879157066345 + }, + { + "p": 0.05556175112724304, + "m": 0.503646969795227 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.6266918778419495, + "val_loss": 0.7034695148468018, + "acc": 71.71, + "time": 147.9662590959997, + "param": [ + { + "p": 0.06422088295221329, + "m": 1.0 + }, + { + "p": 0.0406879298388958, + "m": 1.0 + }, + { + "p": 0.07613996416330338, + "m": 1.0 + }, + { + "p": 0.08010592311620712, + "m": 1.0 + }, + { + "p": 0.027295485138893127, + "m": 0.18702270090579987 + }, + { + "p": 0.07688482850790024, + "m": 0.6732718348503113 + }, + { + "p": 0.07001117616891861, + "m": 0.8461836576461792 + }, + { + "p": 0.06862016767263412, + "m": 0.7885739803314209 + }, + { + "p": 0.044622648507356644, + "m": 0.8843798637390137 + }, + { + "p": 0.05131789296865463, + "m": 1.0 + }, + { + "p": 0.06854582577943802, + "m": 1.0 + }, + { + "p": 0.04822821542620659, + "m": 1.0 + }, + { + "p": 0.03311662748456001, + "m": 1.0 + }, + { + "p": 0.049367453902959824, + "m": 1.0 + }, + { + "p": 0.03943099081516266, + "m": 1.0 + }, + { + "p": 0.06980124115943909, + "m": 1.0 + }, + { + "p": 0.03917714208364487, + "m": 0.31466418504714966 + }, + { + "p": 0.0524255596101284, + "m": 0.3590925931930542 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.8026237487792969, + "val_loss": 0.8883048892021179, + "acc": 72.04, + "time": 156.60061542900075, + "param": [ + { + "p": 0.04065805301070213, + "m": 1.0 + }, + { + "p": 0.0455406978726387, + "m": 1.0 + }, + { + "p": 0.05886297672986984, + "m": 1.0 + }, + { + "p": 0.07731621712446213, + "m": 1.0 + }, + { + "p": 0.06730897724628448, + "m": 0.19965963065624237 + }, + { + "p": 0.05297081544995308, + "m": 0.6806339621543884 + }, + { + "p": 0.041921477764844894, + "m": 0.9664474129676819 + }, + { + "p": 0.05018300563097, + "m": 0.7774744033813477 + }, + { + "p": 0.05418426916003227, + "m": 0.9473118782043457 + }, + { + "p": 0.050971418619155884, + "m": 0.9596167206764221 + }, + { + "p": 0.05817348137497902, + "m": 0.942745566368103 + }, + { + "p": 0.04822514206171036, + "m": 1.0 + }, + { + "p": 0.059768300503492355, + "m": 1.0 + }, + { + "p": 0.0581483468413353, + "m": 1.0 + }, + { + "p": 0.06349606066942215, + "m": 0.9505415558815002 + }, + { + "p": 0.09059697389602661, + "m": 1.0 + }, + { + "p": 0.054327018558979034, + "m": 0.4491838216781616 + }, + { + "p": 0.027346832677721977, + "m": 0.3717883825302124 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6761085391044617, + "val_loss": 0.7185831069946289, + "acc": 71.42, + "time": 158.3856386089974, + "param": [ + { + "p": 0.037962254136800766, + "m": 1.0 + }, + { + "p": 0.0423600971698761, + "m": 1.0 + }, + { + "p": 0.06729726493358612, + "m": 1.0 + }, + { + "p": 0.07281578332185745, + "m": 0.9131984114646912 + }, + { + "p": 0.06181909888982773, + "m": 0.3636001646518707 + }, + { + "p": 0.06281593441963196, + "m": 0.6475971937179565 + }, + { + "p": 0.06794948875904083, + "m": 1.0 + }, + { + "p": 0.054244235157966614, + "m": 0.7957475185394287 + }, + { + "p": 0.06731396913528442, + "m": 0.9862731695175171 + }, + { + "p": 0.05200991779565811, + "m": 1.0 + }, + { + "p": 0.07841677963733673, + "m": 0.8960555195808411 + }, + { + "p": 0.056937649846076965, + "m": 1.0 + }, + { + "p": 0.07735489308834076, + "m": 1.0 + }, + { + "p": 0.010188623331487179, + "m": 1.0 + }, + { + "p": 0.03239660710096359, + "m": 0.9758288860321045 + }, + { + "p": 0.06762997061014175, + "m": 0.9988484978675842 + }, + { + "p": 0.039445143193006516, + "m": 0.40701425075531006 + }, + { + "p": 0.05104231461882591, + "m": 0.4194532632827759 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.534727156162262, + "val_loss": 0.8635330200195312, + "acc": 71.91, + "time": 147.34570336799516, + "param": [ + { + "p": 0.06577912718057632, + "m": 1.0 + }, + { + "p": 0.03727036342024803, + "m": 1.0 + }, + { + "p": 0.06968776136636734, + "m": 1.0 + }, + { + "p": 0.042308539152145386, + "m": 0.9404867887496948 + }, + { + "p": 0.057159990072250366, + "m": 0.24131576716899872 + }, + { + "p": 0.05323180556297302, + "m": 0.6743162274360657 + }, + { + "p": 0.06915850192308426, + "m": 0.7708364725112915 + }, + { + "p": 0.050889428704977036, + "m": 0.8433836102485657 + }, + { + "p": 0.057216621935367584, + "m": 0.8927178978919983 + }, + { + "p": 0.06326296180486679, + "m": 0.9787635207176208 + }, + { + "p": 0.06125121936202049, + "m": 0.8966684937477112 + }, + { + "p": 0.06297434121370316, + "m": 1.0 + }, + { + "p": 0.058727193623781204, + "m": 1.0 + }, + { + "p": 0.060927022248506546, + "m": 1.0 + }, + { + "p": 0.0585811510682106, + "m": 0.9575256109237671 + }, + { + "p": 0.052342936396598816, + "m": 1.0 + }, + { + "p": 0.04077691212296486, + "m": 0.26966747641563416 + }, + { + "p": 0.03845413401722908, + "m": 0.49419525265693665 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.3846401572227478, + "val_loss": 0.7768009305000305, + "acc": 72.19, + "time": 145.0233626160043, + "param": [ + { + "p": 0.04392272233963013, + "m": 1.0 + }, + { + "p": 0.0541972778737545, + "m": 1.0 + }, + { + "p": 0.0700339749455452, + "m": 1.0 + }, + { + "p": 0.03022145666182041, + "m": 0.8814805746078491 + }, + { + "p": 0.048086993396282196, + "m": 0.04907318949699402 + }, + { + "p": 0.04962674155831337, + "m": 0.7261863350868225 + }, + { + "p": 0.06632330268621445, + "m": 0.7049002051353455 + }, + { + "p": 0.04806972295045853, + "m": 0.7818681597709656 + }, + { + "p": 0.06411771476268768, + "m": 0.9436389207839966 + }, + { + "p": 0.05841488391160965, + "m": 0.9379448890686035 + }, + { + "p": 0.05923103168606758, + "m": 0.9258375763893127 + }, + { + "p": 0.072921521961689, + "m": 1.0 + }, + { + "p": 0.05618254467844963, + "m": 1.0 + }, + { + "p": 0.055377159267663956, + "m": 1.0 + }, + { + "p": 0.05154900252819061, + "m": 0.9291518330574036 + }, + { + "p": 0.07761330157518387, + "m": 0.9991902709007263 + }, + { + "p": 0.05431758984923363, + "m": 0.40714603662490845 + }, + { + "p": 0.03979301452636719, + "m": 0.43587982654571533 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.4483892023563385, + "val_loss": 0.8459368944168091, + "acc": 71.32, + "time": 138.21999389600387, + "param": [ + { + "p": 0.06623345613479614, + "m": 1.0 + }, + { + "p": 0.06005106121301651, + "m": 1.0 + }, + { + "p": 0.04836375266313553, + "m": 1.0 + }, + { + "p": 0.05735277011990547, + "m": 0.9734842777252197 + }, + { + "p": 0.05470670759677887, + "m": 0.1491284817457199 + }, + { + "p": 0.04423809051513672, + "m": 0.6643068790435791 + }, + { + "p": 0.06642968952655792, + "m": 0.7470881342887878 + }, + { + "p": 0.06281375139951706, + "m": 0.7507349252700806 + }, + { + "p": 0.05503895506262779, + "m": 0.969745397567749 + }, + { + "p": 0.0657312422990799, + "m": 0.9640569090843201 + }, + { + "p": 0.05504069849848747, + "m": 0.8936372399330139 + }, + { + "p": 0.059743281453847885, + "m": 1.0 + }, + { + "p": 0.0426240935921669, + "m": 1.0 + }, + { + "p": 0.05039926618337631, + "m": 1.0 + }, + { + "p": 0.0594048872590065, + "m": 0.8915513753890991 + }, + { + "p": 0.0572381466627121, + "m": 1.0 + }, + { + "p": 0.028507456183433533, + "m": 0.5234216451644897 + }, + { + "p": 0.06608257442712784, + "m": 0.5169328451156616 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.6342619061470032, + "val_loss": 0.9936596751213074, + "acc": 71.36, + "time": 152.08739038599742, + "param": [ + { + "p": 0.06306976079940796, + "m": 1.0 + }, + { + "p": 0.06280935555696487, + "m": 1.0 + }, + { + "p": 0.06524618715047836, + "m": 1.0 + }, + { + "p": 0.06410146504640579, + "m": 1.0 + }, + { + "p": 0.02550840564072132, + "m": 0.23571394383907318 + }, + { + "p": 0.06649859994649887, + "m": 0.3208006024360657 + }, + { + "p": 0.07084786891937256, + "m": 0.9073233008384705 + }, + { + "p": 0.06348955631256104, + "m": 0.8087778091430664 + }, + { + "p": 0.03611241653561592, + "m": 0.9646657109260559 + }, + { + "p": 0.052364155650138855, + "m": 0.9292371869087219 + }, + { + "p": 0.0355820432305336, + "m": 0.9278293251991272 + }, + { + "p": 0.060336291790008545, + "m": 0.9960252046585083 + }, + { + "p": 0.07825334370136261, + "m": 1.0 + }, + { + "p": 0.06422198563814163, + "m": 1.0 + }, + { + "p": 0.04496582970023155, + "m": 0.9264424443244934 + }, + { + "p": 0.050147224217653275, + "m": 0.9693426489830017 + }, + { + "p": 0.033725444227457047, + "m": 0.4457103908061981 + }, + { + "p": 0.06272010505199432, + "m": 0.5333312153816223 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.6276323199272156, + "val_loss": 0.8691768646240234, + "acc": 72.27, + "time": 148.58712094699877, + "param": [ + { + "p": 0.07494418323040009, + "m": 1.0 + }, + { + "p": 0.037724483758211136, + "m": 1.0 + }, + { + "p": 0.06294067203998566, + "m": 1.0 + }, + { + "p": 0.053059838712215424, + "m": 0.9975386261940002 + }, + { + "p": 0.05891578644514084, + "m": 0.11915024369955063 + }, + { + "p": 0.037461236119270325, + "m": 0.12375260889530182 + }, + { + "p": 0.06281586736440659, + "m": 0.8549396395683289 + }, + { + "p": 0.04960310086607933, + "m": 0.8618200421333313 + }, + { + "p": 0.062135446816682816, + "m": 0.8923184871673584 + }, + { + "p": 0.05928894877433777, + "m": 1.0 + }, + { + "p": 0.06551102548837662, + "m": 0.8563189506530762 + }, + { + "p": 0.054924722760915756, + "m": 0.994562566280365 + }, + { + "p": 0.0391591340303421, + "m": 1.0 + }, + { + "p": 0.0723332017660141, + "m": 1.0 + }, + { + "p": 0.05803868919610977, + "m": 0.9267166256904602 + }, + { + "p": 0.03786877915263176, + "m": 1.0 + }, + { + "p": 0.046296846121549606, + "m": 0.4163208305835724 + }, + { + "p": 0.06697806715965271, + "m": 0.5283945798873901 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.5610311627388, + "val_loss": 0.6759433746337891, + "acc": 71.66, + "time": 152.97015395799826, + "param": [ + { + "p": 0.05694020539522171, + "m": 1.0 + }, + { + "p": 0.06465990096330643, + "m": 1.0 + }, + { + "p": 0.031316209584474564, + "m": 1.0 + }, + { + "p": 0.05042598024010658, + "m": 0.9861766695976257 + }, + { + "p": 0.06453169137239456, + "m": 0.09165547043085098 + }, + { + "p": 0.061471179127693176, + "m": 0.20465418696403503 + }, + { + "p": 0.06427960097789764, + "m": 0.9808217883110046 + }, + { + "p": 0.048939380794763565, + "m": 0.9336196184158325 + }, + { + "p": 0.04808633029460907, + "m": 0.9433419704437256 + }, + { + "p": 0.057095907628536224, + "m": 0.9963634014129639 + }, + { + "p": 0.06284989416599274, + "m": 0.9330822229385376 + }, + { + "p": 0.050929371267557144, + "m": 1.0 + }, + { + "p": 0.08084035664796829, + "m": 1.0 + }, + { + "p": 0.053279515355825424, + "m": 1.0 + }, + { + "p": 0.04097907990217209, + "m": 1.0 + }, + { + "p": 0.053856924176216125, + "m": 0.9979299902915955 + }, + { + "p": 0.08156681060791016, + "m": 0.4787503182888031 + }, + { + "p": 0.027951668947935104, + "m": 0.6317400932312012 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.6682007312774658, + "val_loss": 0.7335331439971924, + "acc": 72.07, + "time": 147.73373902700405, + "param": [ + { + "p": 0.05065511539578438, + "m": 1.0 + }, + { + "p": 0.05603926256299019, + "m": 1.0 + }, + { + "p": 0.06304112821817398, + "m": 1.0 + }, + { + "p": 0.037603095173835754, + "m": 0.9663040637969971 + }, + { + "p": 0.053258948028087616, + "m": 0.09630407392978668 + }, + { + "p": 0.0364767387509346, + "m": 0.26084452867507935 + }, + { + "p": 0.060094792395830154, + "m": 0.9232329726219177 + }, + { + "p": 0.0604693740606308, + "m": 0.9764377474784851 + }, + { + "p": 0.0646493136882782, + "m": 0.8538397550582886 + }, + { + "p": 0.047022901475429535, + "m": 0.971223771572113 + }, + { + "p": 0.05831563100218773, + "m": 0.816764771938324 + }, + { + "p": 0.05657827854156494, + "m": 0.9860591292381287 + }, + { + "p": 0.07144149392843246, + "m": 1.0 + }, + { + "p": 0.0697716549038887, + "m": 1.0 + }, + { + "p": 0.04432569816708565, + "m": 0.9099351763725281 + }, + { + "p": 0.04902820661664009, + "m": 1.0 + }, + { + "p": 0.07430829107761383, + "m": 0.5515390634536743 + }, + { + "p": 0.04691997915506363, + "m": 0.603211522102356 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.6212741732597351, + "val_loss": 0.7962471842765808, + "acc": 70.54, + "time": 144.93496131899883, + "param": [ + { + "p": 0.0911903977394104, + "m": 1.0 + }, + { + "p": 0.034371063113212585, + "m": 1.0 + }, + { + "p": 0.04550965130329132, + "m": 1.0 + }, + { + "p": 0.060481131076812744, + "m": 0.9359005093574524 + }, + { + "p": 0.05414758622646332, + "m": 0.10807990282773972 + }, + { + "p": 0.05563116818666458, + "m": 0.2904300391674042 + }, + { + "p": 0.03559090197086334, + "m": 0.8489032983779907 + }, + { + "p": 0.07358602434396744, + "m": 1.0 + }, + { + "p": 0.06711068749427795, + "m": 0.9269168972969055 + }, + { + "p": 0.04925922304391861, + "m": 0.8988860249519348 + }, + { + "p": 0.0653587058186531, + "m": 0.8669215440750122 + }, + { + "p": 0.052815619856119156, + "m": 1.0 + }, + { + "p": 0.040562912821769714, + "m": 1.0 + }, + { + "p": 0.06806652247905731, + "m": 1.0 + }, + { + "p": 0.05736279860138893, + "m": 0.9341387748718262 + }, + { + "p": 0.06494162976741791, + "m": 1.0 + }, + { + "p": 0.04878144711256027, + "m": 0.6131439208984375 + }, + { + "p": 0.03523259982466698, + "m": 0.5602390170097351 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.5487064719200134, + "val_loss": 0.9343300461769104, + "acc": 71.59, + "time": 151.39054263499565, + "param": [ + { + "p": 0.05354292318224907, + "m": 1.0 + }, + { + "p": 0.05431053042411804, + "m": 1.0 + }, + { + "p": 0.04303261637687683, + "m": 1.0 + }, + { + "p": 0.03075520321726799, + "m": 0.92025226354599 + }, + { + "p": 0.06823571026325226, + "m": 0.09125557541847229 + }, + { + "p": 0.053740859031677246, + "m": 0.34607642889022827 + }, + { + "p": 0.06051771342754364, + "m": 0.8483136892318726 + }, + { + "p": 0.03438547998666763, + "m": 0.744953453540802 + }, + { + "p": 0.06367233395576477, + "m": 0.8366215825080872 + }, + { + "p": 0.08931690454483032, + "m": 0.8182743787765503 + }, + { + "p": 0.06693447381258011, + "m": 0.9881954789161682 + }, + { + "p": 0.06709212809801102, + "m": 0.9978081583976746 + }, + { + "p": 0.044565193355083466, + "m": 1.0 + }, + { + "p": 0.053239207714796066, + "m": 1.0 + }, + { + "p": 0.057571373879909515, + "m": 0.9944860935211182 + }, + { + "p": 0.07263240963220596, + "m": 1.0 + }, + { + "p": 0.059725724160671234, + "m": 0.6624011397361755 + }, + { + "p": 0.026729173958301544, + "m": 0.6216650009155273 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.4639393389225006, + "val_loss": 0.9246035814285278, + "acc": 72.13, + "time": 140.67390088799584, + "param": [ + { + "p": 0.08896849304437637, + "m": 1.0 + }, + { + "p": 0.0329449363052845, + "m": 1.0 + }, + { + "p": 0.05844871327280998, + "m": 1.0 + }, + { + "p": 0.051429830491542816, + "m": 0.8889808654785156 + }, + { + "p": 0.05741081386804581, + "m": 0.11781167984008789 + }, + { + "p": 0.06922471523284912, + "m": 0.1398053914308548 + }, + { + "p": 0.03690306842327118, + "m": 0.9915236830711365 + }, + { + "p": 0.02711385488510132, + "m": 0.6702880859375 + }, + { + "p": 0.07506486028432846, + "m": 0.9096428751945496 + }, + { + "p": 0.05801074951887131, + "m": 0.8391944766044617 + }, + { + "p": 0.02745036594569683, + "m": 0.9683436155319214 + }, + { + "p": 0.047333329916000366, + "m": 1.0 + }, + { + "p": 0.07278924435377121, + "m": 1.0 + }, + { + "p": 0.06449613720178604, + "m": 1.0 + }, + { + "p": 0.0798424631357193, + "m": 0.9564582109451294 + }, + { + "p": 0.06177446246147156, + "m": 1.0 + }, + { + "p": 0.04392204433679581, + "m": 0.6038668155670166 + }, + { + "p": 0.04687211290001869, + "m": 0.5222796201705933 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.5743733644485474, + "val_loss": 0.7255651950836182, + "acc": 71.12, + "time": 150.02832540799864, + "param": [ + { + "p": 0.04876392334699631, + "m": 1.0 + }, + { + "p": 0.05060277506709099, + "m": 1.0 + }, + { + "p": 0.0471067912876606, + "m": 1.0 + }, + { + "p": 0.06569558382034302, + "m": 0.8064759373664856 + }, + { + "p": 0.05710439756512642, + "m": 0.18411406874656677 + }, + { + "p": 0.05514273792505264, + "m": 0.08434893935918808 + }, + { + "p": 0.06462301313877106, + "m": 0.9980512857437134 + }, + { + "p": 0.05623682960867882, + "m": 0.6656705737113953 + }, + { + "p": 0.0713110938668251, + "m": 0.943861722946167 + }, + { + "p": 0.04983511567115784, + "m": 0.8647134304046631 + }, + { + "p": 0.07682614773511887, + "m": 1.0 + }, + { + "p": 0.04279349371790886, + "m": 0.9984161257743835 + }, + { + "p": 0.06616208702325821, + "m": 1.0 + }, + { + "p": 0.0643710270524025, + "m": 1.0 + }, + { + "p": 0.03719145804643631, + "m": 0.8357908129692078 + }, + { + "p": 0.06941597163677216, + "m": 0.9619521498680115 + }, + { + "p": 0.041864585131406784, + "m": 0.5452097654342651 + }, + { + "p": 0.03495311737060547, + "m": 0.5670719146728516 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.569143533706665, + "val_loss": 0.8090662360191345, + "acc": 72.57, + "time": 157.71779381899978, + "param": [ + { + "p": 0.07657220959663391, + "m": 1.0 + }, + { + "p": 0.0330018550157547, + "m": 1.0 + }, + { + "p": 0.06933638453483582, + "m": 1.0 + }, + { + "p": 0.020477762445807457, + "m": 0.7615863680839539 + }, + { + "p": 0.05549135431647301, + "m": 0.1375085562467575 + }, + { + "p": 0.05169684812426567, + "m": 0.14785560965538025 + }, + { + "p": 0.06498661637306213, + "m": 0.8992769122123718 + }, + { + "p": 0.06215442344546318, + "m": 0.4572847783565521 + }, + { + "p": 0.08155202120542526, + "m": 0.9335969090461731 + }, + { + "p": 0.0666644275188446, + "m": 0.9615749716758728 + }, + { + "p": 0.059032097458839417, + "m": 0.9161654114723206 + }, + { + "p": 0.045001208782196045, + "m": 1.0 + }, + { + "p": 0.059523675590753555, + "m": 1.0 + }, + { + "p": 0.04110647737979889, + "m": 1.0 + }, + { + "p": 0.035371094942092896, + "m": 0.7555209994316101 + }, + { + "p": 0.09059928357601166, + "m": 1.0 + }, + { + "p": 0.028710614889860153, + "m": 0.39885297417640686 + }, + { + "p": 0.058721572160720825, + "m": 0.43073904514312744 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.6639214158058167, + "val_loss": 0.9247792959213257, + "acc": 70.83, + "time": 147.5685635990012, + "param": [ + { + "p": 0.056482959538698196, + "m": 1.0 + }, + { + "p": 0.01449177972972393, + "m": 1.0 + }, + { + "p": 0.08522342145442963, + "m": 1.0 + }, + { + "p": 0.07304862141609192, + "m": 0.8936464190483093 + }, + { + "p": 0.048797909170389175, + "m": 0.3790479004383087 + }, + { + "p": 0.06555834412574768, + "m": 0.14221638441085815 + }, + { + "p": 0.06025107577443123, + "m": 0.8677672147750854 + }, + { + "p": 0.04265015572309494, + "m": 0.5705441832542419 + }, + { + "p": 0.08018970489501953, + "m": 0.9200370907783508 + }, + { + "p": 0.037993159145116806, + "m": 0.8882266283035278 + }, + { + "p": 0.04627448692917824, + "m": 0.9437741637229919 + }, + { + "p": 0.039294879883527756, + "m": 1.0 + }, + { + "p": 0.07847685366868973, + "m": 1.0 + }, + { + "p": 0.0846252292394638, + "m": 1.0 + }, + { + "p": 0.05585617572069168, + "m": 0.9352807402610779 + }, + { + "p": 0.05393373593688011, + "m": 1.0 + }, + { + "p": 0.04419137164950371, + "m": 0.2133590131998062 + }, + { + "p": 0.032660145312547684, + "m": 0.39551210403442383 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.45984166860580444, + "val_loss": 0.9185371398925781, + "acc": 72.05, + "time": 143.98900056200364, + "param": [ + { + "p": 0.05959087982773781, + "m": 1.0 + }, + { + "p": 0.04635376110672951, + "m": 1.0 + }, + { + "p": 0.0656735897064209, + "m": 1.0 + }, + { + "p": 0.03480613976716995, + "m": 0.9710297584533691 + }, + { + "p": 0.062475431710481644, + "m": 0.3348240256309509 + }, + { + "p": 0.05651120841503143, + "m": 0.038696326315402985 + }, + { + "p": 0.06339848786592484, + "m": 0.8530721068382263 + }, + { + "p": 0.04085247963666916, + "m": 0.6133450269699097 + }, + { + "p": 0.06437714397907257, + "m": 0.9530338644981384 + }, + { + "p": 0.069796621799469, + "m": 0.9130067229270935 + }, + { + "p": 0.0743979886174202, + "m": 1.0 + }, + { + "p": 0.05741408094763756, + "m": 0.9994001984596252 + }, + { + "p": 0.07223229855298996, + "m": 1.0 + }, + { + "p": 0.047947049140930176, + "m": 1.0 + }, + { + "p": 0.042328160256147385, + "m": 0.796172022819519 + }, + { + "p": 0.04719584435224533, + "m": 1.0 + }, + { + "p": 0.04731907695531845, + "m": 0.21533873677253723 + }, + { + "p": 0.04732970893383026, + "m": 0.5457943677902222 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.6337645053863525, + "val_loss": 0.9788069128990173, + "acc": 71.57, + "time": 136.92053547199612, + "param": [ + { + "p": 0.0739777460694313, + "m": 1.0 + }, + { + "p": 0.04691847041249275, + "m": 1.0 + }, + { + "p": 0.0742511972784996, + "m": 1.0 + }, + { + "p": 0.08211077749729156, + "m": 0.9889681935310364 + }, + { + "p": 0.04516150429844856, + "m": 0.32087242603302 + }, + { + "p": 0.021651936694979668, + "m": 0.170260950922966 + }, + { + "p": 0.07054465264081955, + "m": 0.8918455243110657 + }, + { + "p": 0.0749928206205368, + "m": 0.6375317573547363 + }, + { + "p": 0.07324451953172684, + "m": 1.0 + }, + { + "p": 0.03898247331380844, + "m": 0.993450939655304 + }, + { + "p": 0.04886440560221672, + "m": 0.963484525680542 + }, + { + "p": 0.06867193430662155, + "m": 1.0 + }, + { + "p": 0.051350854337215424, + "m": 1.0 + }, + { + "p": 0.06818445026874542, + "m": 1.0 + }, + { + "p": 0.02168055810034275, + "m": 0.8227959871292114 + }, + { + "p": 0.056488171219825745, + "m": 1.0 + }, + { + "p": 0.06110348924994469, + "m": 0.21501591801643372 + }, + { + "p": 0.021820057183504105, + "m": 0.49854323267936707 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.4716263711452484, + "val_loss": 0.8677235841751099, + "acc": 72.38, + "time": 147.7490221449989, + "param": [ + { + "p": 0.06088639423251152, + "m": 1.0 + }, + { + "p": 0.06191559508442879, + "m": 1.0 + }, + { + "p": 0.039447300136089325, + "m": 1.0 + }, + { + "p": 0.029835382476449013, + "m": 0.7856639623641968 + }, + { + "p": 0.07332319021224976, + "m": 0.11177201569080353 + }, + { + "p": 0.06347043067216873, + "m": 0.17969083786010742 + }, + { + "p": 0.04382963478565216, + "m": 0.9403008818626404 + }, + { + "p": 0.07561024278402328, + "m": 0.7472944259643555 + }, + { + "p": 0.0404525026679039, + "m": 0.9951282143592834 + }, + { + "p": 0.06261039525270462, + "m": 0.935032069683075 + }, + { + "p": 0.05571722611784935, + "m": 1.0 + }, + { + "p": 0.05341693386435509, + "m": 0.997673511505127 + }, + { + "p": 0.05722109600901604, + "m": 1.0 + }, + { + "p": 0.05574168637394905, + "m": 1.0 + }, + { + "p": 0.05380987375974655, + "m": 0.7473099827766418 + }, + { + "p": 0.06487350165843964, + "m": 1.0 + }, + { + "p": 0.04694392904639244, + "m": 0.265828013420105 + }, + { + "p": 0.060894664376974106, + "m": 0.4171797037124634 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.4880315959453583, + "val_loss": 0.869528591632843, + "acc": 72.13, + "time": 150.0607878469964, + "param": [ + { + "p": 0.06476512551307678, + "m": 1.0 + }, + { + "p": 0.047293368726968765, + "m": 1.0 + }, + { + "p": 0.08649357408285141, + "m": 1.0 + }, + { + "p": 0.0530499704182148, + "m": 0.8942736387252808 + }, + { + "p": 0.07408560812473297, + "m": 0.054171524941921234 + }, + { + "p": 0.017116593196988106, + "m": 0.1482691466808319 + }, + { + "p": 0.053522393107414246, + "m": 0.7368631362915039 + }, + { + "p": 0.014212541282176971, + "m": 0.6197055578231812 + }, + { + "p": 0.03819645568728447, + "m": 0.9522558450698853 + }, + { + "p": 0.07932843267917633, + "m": 0.9960058331489563 + }, + { + "p": 0.07056774199008942, + "m": 1.0 + }, + { + "p": 0.06695958971977234, + "m": 1.0 + }, + { + "p": 0.06838713586330414, + "m": 1.0 + }, + { + "p": 0.06027735397219658, + "m": 1.0 + }, + { + "p": 0.06659155339002609, + "m": 0.8679264783859253 + }, + { + "p": 0.0415731742978096, + "m": 0.9860164523124695 + }, + { + "p": 0.06018229201436043, + "m": 0.34252193570137024 + }, + { + "p": 0.03739708662033081, + "m": 0.5163443684577942 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.5715845823287964, + "val_loss": 0.7999563217163086, + "acc": 71.87, + "time": 157.76785050200124, + "param": [ + { + "p": 0.059452205896377563, + "m": 1.0 + }, + { + "p": 0.04411248117685318, + "m": 1.0 + }, + { + "p": 0.07337144762277603, + "m": 1.0 + }, + { + "p": 0.06285903602838516, + "m": 0.9771046042442322 + }, + { + "p": 0.06518882513046265, + "m": 0.17497551441192627 + }, + { + "p": 0.04709929600358009, + "m": 0.19912829995155334 + }, + { + "p": 0.04161285236477852, + "m": 0.7152814269065857 + }, + { + "p": 0.06277591735124588, + "m": 0.5942198038101196 + }, + { + "p": 0.0906229242682457, + "m": 0.9348050951957703 + }, + { + "p": 0.04203792288899422, + "m": 1.0 + }, + { + "p": 0.06246430426836014, + "m": 0.906467854976654 + }, + { + "p": 0.0661412701010704, + "m": 1.0 + }, + { + "p": 0.057280413806438446, + "m": 1.0 + }, + { + "p": 0.05215345323085785, + "m": 1.0 + }, + { + "p": 0.08743764460086823, + "m": 0.9553731083869934 + }, + { + "p": 0.04450000450015068, + "m": 0.9941473007202148 + }, + { + "p": 0.04089002683758736, + "m": 0.2692300081253052 + }, + { + "p": 0.0, + "m": 0.4690857231616974 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.43235287070274353, + "val_loss": 0.8712838292121887, + "acc": 71.87, + "time": 156.47002977800003, + "param": [ + { + "p": 0.05937416851520538, + "m": 1.0 + }, + { + "p": 0.050150755792856216, + "m": 1.0 + }, + { + "p": 0.060773007571697235, + "m": 1.0 + }, + { + "p": 0.029224803671240807, + "m": 0.9865292310714722 + }, + { + "p": 0.05873708426952362, + "m": 0.178160160779953 + }, + { + "p": 0.04327627271413803, + "m": 0.14111986756324768 + }, + { + "p": 0.057824138551950455, + "m": 0.91197270154953 + }, + { + "p": 0.041738804429769516, + "m": 0.5971347689628601 + }, + { + "p": 0.02892833575606346, + "m": 0.7458934187889099 + }, + { + "p": 0.05733581632375717, + "m": 0.8950381875038147 + }, + { + "p": 0.06304661184549332, + "m": 0.9399524331092834 + }, + { + "p": 0.06314335018396378, + "m": 1.0 + }, + { + "p": 0.04798642173409462, + "m": 1.0 + }, + { + "p": 0.06220623478293419, + "m": 1.0 + }, + { + "p": 0.0830414667725563, + "m": 0.8124837279319763 + }, + { + "p": 0.08751567453145981, + "m": 1.0 + }, + { + "p": 0.03179318830370903, + "m": 0.307181715965271 + }, + { + "p": 0.0739038959145546, + "m": 0.44520047307014465 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json new file mode 100644 index 0000000..de69f84 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 73.31, + "Time": [ + 206.57558270933353, + 97.65465076751846 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.206024408340454, + "val_loss": 2.240813970565796, + "acc": 17.29, + "time": 145.81783315999928, + "param": [ + { + "p": 0.0689040943980217, + "m": 1.0 + }, + { + "p": 0.07367665320634842, + "m": 1.0 + }, + { + "p": 0.08763394504785538, + "m": 1.0 + }, + { + "p": 0.026199614629149437, + "m": 1.0 + }, + { + "p": 0.05508177727460861, + "m": 1.0 + }, + { + "p": 0.03992600739002228, + "m": 0.9830881953239441 + }, + { + "p": 0.07174395024776459, + "m": 0.9998754858970642 + }, + { + "p": 0.05585441365838051, + "m": 0.9970254302024841 + }, + { + "p": 0.020491186529397964, + "m": 0.9742900729179382 + }, + { + "p": 0.05790036916732788, + "m": 1.0 + }, + { + "p": 0.06121046841144562, + "m": 0.9898143410682678 + }, + { + "p": 0.09580060839653015, + "m": 1.0 + }, + { + "p": 0.05030181258916855, + "m": 1.0 + }, + { + "p": 0.006530527025461197, + "m": 1.0 + }, + { + "p": 0.08809749782085419, + "m": 1.0 + }, + { + "p": 0.11844585090875626, + "m": 0.9925529360771179 + }, + { + "p": 0.0, + "m": 0.9816661477088928 + }, + { + "p": 0.022201167419552803, + "m": 0.9625791311264038 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2090041637420654, + "val_loss": 2.042426347732544, + "acc": 27.83, + "time": 158.11137375299586, + "param": [ + { + "p": 0.02352350577712059, + "m": 1.0 + }, + { + "p": 0.07066793739795685, + "m": 1.0 + }, + { + "p": 0.042001500725746155, + "m": 1.0 + }, + { + "p": 0.04554425925016403, + "m": 1.0 + }, + { + "p": 0.05070147290825844, + "m": 0.8702689409255981 + }, + { + "p": 0.06175418570637703, + "m": 0.8334588408470154 + }, + { + "p": 0.07388308644294739, + "m": 0.8970690369606018 + }, + { + "p": 0.06825502216815948, + "m": 0.9288936853408813 + }, + { + "p": 0.07758833467960358, + "m": 1.0 + }, + { + "p": 0.07243802398443222, + "m": 0.9715530872344971 + }, + { + "p": 0.04196791350841522, + "m": 0.8843699097633362 + }, + { + "p": 0.08401336520910263, + "m": 0.9426238536834717 + }, + { + "p": 0.0714263767004013, + "m": 1.0 + }, + { + "p": 0.04197308048605919, + "m": 1.0 + }, + { + "p": 0.016754090785980225, + "m": 0.8683902621269226 + }, + { + "p": 0.08250652998685837, + "m": 0.9468818306922913 + }, + { + "p": 0.016908518970012665, + "m": 0.6930176615715027 + }, + { + "p": 0.05809277668595314, + "m": 0.7746469378471375 + } + ] + }, + { + "epoch": 3, + "train_loss": 1.9700216054916382, + "val_loss": 1.8984146118164062, + "acc": 33.18, + "time": 153.6437895650015, + "param": [ + { + "p": 0.06415478140115738, + "m": 1.0 + }, + { + "p": 0.058563631027936935, + "m": 1.0 + }, + { + "p": 0.05761072412133217, + "m": 1.0 + }, + { + "p": 0.07960639894008636, + "m": 0.9318993091583252 + }, + { + "p": 0.0267417524009943, + "m": 0.8654903173446655 + }, + { + "p": 0.0698702409863472, + "m": 0.802371084690094 + }, + { + "p": 0.04727543890476227, + "m": 0.9824482202529907 + }, + { + "p": 0.0712478831410408, + "m": 0.9045817852020264 + }, + { + "p": 0.0987185537815094, + "m": 1.0 + }, + { + "p": 0.06279733777046204, + "m": 0.9181521534919739 + }, + { + "p": 0.07066261768341064, + "m": 0.9838927388191223 + }, + { + "p": 0.05268188193440437, + "m": 1.0 + }, + { + "p": 0.04876524582505226, + "m": 1.0 + }, + { + "p": 0.050889045000076294, + "m": 1.0 + }, + { + "p": 0.034287113696336746, + "m": 0.8774111866950989 + }, + { + "p": 0.04834279045462608, + "m": 1.0 + }, + { + "p": 0.041432853788137436, + "m": 0.6917520761489868 + }, + { + "p": 0.016351833939552307, + "m": 0.7583537697792053 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0440123081207275, + "val_loss": 1.8560361862182617, + "acc": 34.18, + "time": 158.0379953160009, + "param": [ + { + "p": 0.07035389542579651, + "m": 1.0 + }, + { + "p": 0.037699658423662186, + "m": 1.0 + }, + { + "p": 0.08678533136844635, + "m": 1.0 + }, + { + "p": 0.08940915018320084, + "m": 0.9959240555763245 + }, + { + "p": 0.06603090465068817, + "m": 0.8159353733062744 + }, + { + "p": 0.04258796200156212, + "m": 0.6972920298576355 + }, + { + "p": 0.0681970864534378, + "m": 0.8975151777267456 + }, + { + "p": 0.03773533180356026, + "m": 1.0 + }, + { + "p": 0.020161673426628113, + "m": 0.9986139535903931 + }, + { + "p": 0.06133871152997017, + "m": 0.8406580686569214 + }, + { + "p": 0.06090486794710159, + "m": 1.0 + }, + { + "p": 0.047238800674676895, + "m": 0.9971612095832825 + }, + { + "p": 0.05500054731965065, + "m": 1.0 + }, + { + "p": 0.07659722864627838, + "m": 1.0 + }, + { + "p": 0.05789179727435112, + "m": 0.7705171704292297 + }, + { + "p": 0.029292406514286995, + "m": 0.9749142527580261 + }, + { + "p": 0.04809239134192467, + "m": 0.732934296131134 + }, + { + "p": 0.04468228295445442, + "m": 0.7437893748283386 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9139673709869385, + "val_loss": 1.6007483005523682, + "acc": 40.84, + "time": 154.02848250500392, + "param": [ + { + "p": 0.09218411147594452, + "m": 1.0 + }, + { + "p": 0.031554631888866425, + "m": 1.0 + }, + { + "p": 0.051604002714157104, + "m": 1.0 + }, + { + "p": 0.06658933311700821, + "m": 0.9711781144142151 + }, + { + "p": 0.07199365645647049, + "m": 0.6374707221984863 + }, + { + "p": 0.09614136815071106, + "m": 0.721057116985321 + }, + { + "p": 0.024119876325130463, + "m": 0.9652233123779297 + }, + { + "p": 0.038414038717746735, + "m": 0.955308735370636 + }, + { + "p": 0.060569245368242264, + "m": 1.0 + }, + { + "p": 0.06621957570314407, + "m": 0.7692721486091614 + }, + { + "p": 0.08113589137792587, + "m": 0.9969909191131592 + }, + { + "p": 0.07326693087816238, + "m": 1.0 + }, + { + "p": 0.050171878188848495, + "m": 1.0 + }, + { + "p": 0.07344826310873032, + "m": 1.0 + }, + { + "p": 0.006324997171759605, + "m": 0.7735195159912109 + }, + { + "p": 0.08746742457151413, + "m": 1.0 + }, + { + "p": 0.004672372713685036, + "m": 0.7332189679145813 + }, + { + "p": 0.024122413247823715, + "m": 0.677916407585144 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7275365591049194, + "val_loss": 1.5813066959381104, + "acc": 41.6, + "time": 147.56159514200408, + "param": [ + { + "p": 0.06500222533941269, + "m": 1.0 + }, + { + "p": 0.042229074984788895, + "m": 1.0 + }, + { + "p": 0.07079561054706573, + "m": 1.0 + }, + { + "p": 0.06880765408277512, + "m": 0.969299852848053 + }, + { + "p": 0.03797095641493797, + "m": 0.5085613131523132 + }, + { + "p": 0.05585981160402298, + "m": 0.47433748841285706 + }, + { + "p": 0.05465935543179512, + "m": 1.0 + }, + { + "p": 0.04443426430225372, + "m": 0.8812860250473022 + }, + { + "p": 0.07303888350725174, + "m": 0.953228771686554 + }, + { + "p": 0.05981231853365898, + "m": 0.6891002655029297 + }, + { + "p": 0.043470919132232666, + "m": 1.0 + }, + { + "p": 0.05740882083773613, + "m": 1.0 + }, + { + "p": 0.05736968666315079, + "m": 1.0 + }, + { + "p": 0.07088714092969894, + "m": 1.0 + }, + { + "p": 0.07377871870994568, + "m": 0.8907829523086548 + }, + { + "p": 0.0760871171951294, + "m": 0.9931347370147705 + }, + { + "p": 0.038770370185375214, + "m": 0.8364974856376648 + }, + { + "p": 0.009617140516638756, + "m": 0.7599557042121887 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.5902150869369507, + "val_loss": 1.6322828531265259, + "acc": 44.16, + "time": 158.9664796750003, + "param": [ + { + "p": 0.13475102186203003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07730468362569809, + "m": 1.0 + }, + { + "p": 0.060499157756567, + "m": 0.8475872278213501 + }, + { + "p": 0.0, + "m": 0.31210437417030334 + }, + { + "p": 0.0650336891412735, + "m": 0.5120563507080078 + }, + { + "p": 0.11785166710615158, + "m": 0.9468387365341187 + }, + { + "p": 0.05863511562347412, + "m": 0.9405121803283691 + }, + { + "p": 0.09374053031206131, + "m": 0.9633679389953613 + }, + { + "p": 0.03375159204006195, + "m": 0.6728518009185791 + }, + { + "p": 0.0470399409532547, + "m": 0.956224262714386 + }, + { + "p": 0.054352324455976486, + "m": 1.0 + }, + { + "p": 0.08994937688112259, + "m": 1.0 + }, + { + "p": 0.030695827677845955, + "m": 1.0 + }, + { + "p": 0.11478440463542938, + "m": 0.9166672825813293 + }, + { + "p": 0.011348082683980465, + "m": 0.9998078942298889 + }, + { + "p": 0.0075927735306322575, + "m": 0.7280858755111694 + }, + { + "p": 0.002669746521860361, + "m": 0.7718483209609985 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.69261634349823, + "val_loss": 1.5373848676681519, + "acc": 46.51, + "time": 149.46947300899774, + "param": [ + { + "p": 0.08425160497426987, + "m": 1.0 + }, + { + "p": 0.009088775143027306, + "m": 1.0 + }, + { + "p": 0.03869050741195679, + "m": 1.0 + }, + { + "p": 0.05427471920847893, + "m": 0.8368743062019348 + }, + { + "p": 0.0424211248755455, + "m": 0.3360523581504822 + }, + { + "p": 0.061671242117881775, + "m": 0.44545412063598633 + }, + { + "p": 0.061717502772808075, + "m": 0.8928651809692383 + }, + { + "p": 0.06610976904630661, + "m": 0.876531720161438 + }, + { + "p": 0.08122886717319489, + "m": 1.0 + }, + { + "p": 0.07336484640836716, + "m": 0.6248530745506287 + }, + { + "p": 0.05215203016996384, + "m": 1.0 + }, + { + "p": 0.07649176567792892, + "m": 1.0 + }, + { + "p": 0.07426333427429199, + "m": 1.0 + }, + { + "p": 0.044298771768808365, + "m": 1.0 + }, + { + "p": 0.07969270646572113, + "m": 0.9538678526878357 + }, + { + "p": 0.022940227761864662, + "m": 0.9901029467582703 + }, + { + "p": 0.03128747642040253, + "m": 0.774674654006958 + }, + { + "p": 0.046054817736148834, + "m": 0.7201741337776184 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.685917615890503, + "val_loss": 1.392811894416809, + "acc": 46.65, + "time": 159.62799744399672, + "param": [ + { + "p": 0.051495861262083054, + "m": 1.0 + }, + { + "p": 0.046552032232284546, + "m": 1.0 + }, + { + "p": 0.08421561121940613, + "m": 1.0 + }, + { + "p": 0.07393646240234375, + "m": 0.8699971437454224 + }, + { + "p": 0.045987583696842194, + "m": 0.26893332600593567 + }, + { + "p": 0.07118970155715942, + "m": 0.4940761625766754 + }, + { + "p": 0.058506328612565994, + "m": 0.8860359191894531 + }, + { + "p": 0.04388866946101189, + "m": 0.9936513900756836 + }, + { + "p": 0.059138648211956024, + "m": 1.0 + }, + { + "p": 0.055817611515522, + "m": 0.5314998030662537 + }, + { + "p": 0.07359535247087479, + "m": 1.0 + }, + { + "p": 0.06441131979227066, + "m": 1.0 + }, + { + "p": 0.04915063828229904, + "m": 1.0 + }, + { + "p": 0.0406777523458004, + "m": 1.0 + }, + { + "p": 0.04893983528017998, + "m": 0.9750756025314331 + }, + { + "p": 0.06329026073217392, + "m": 1.0 + }, + { + "p": 0.028742272406816483, + "m": 0.8432621359825134 + }, + { + "p": 0.040463950484991074, + "m": 0.7378734946250916 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8389873504638672, + "val_loss": 1.4533698558807373, + "acc": 47.76, + "time": 159.41437265100103, + "param": [ + { + "p": 0.05027342960238457, + "m": 1.0 + }, + { + "p": 0.017896020784974098, + "m": 1.0 + }, + { + "p": 0.08362854272127151, + "m": 1.0 + }, + { + "p": 0.04968496784567833, + "m": 0.8760250806808472 + }, + { + "p": 0.038602229207754135, + "m": 0.3064306080341339 + }, + { + "p": 0.0664268508553505, + "m": 0.5890781283378601 + }, + { + "p": 0.06794754415750504, + "m": 0.7756542563438416 + }, + { + "p": 0.05038107559084892, + "m": 1.0 + }, + { + "p": 0.06294125318527222, + "m": 0.9674240946769714 + }, + { + "p": 0.04127759113907814, + "m": 0.5742795467376709 + }, + { + "p": 0.0511309877038002, + "m": 1.0 + }, + { + "p": 0.04051584377884865, + "m": 0.9994826912879944 + }, + { + "p": 0.08897733688354492, + "m": 1.0 + }, + { + "p": 0.09523466229438782, + "m": 1.0 + }, + { + "p": 0.08488352596759796, + "m": 0.9881271123886108 + }, + { + "p": 0.05811126530170441, + "m": 1.0 + }, + { + "p": 0.019474806264042854, + "m": 0.8309898972511292 + }, + { + "p": 0.03261203691363335, + "m": 0.7477078437805176 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6825364828109741, + "val_loss": 1.3546571731567383, + "acc": 51.01, + "time": 154.56783236599586, + "param": [ + { + "p": 0.07157613337039948, + "m": 1.0 + }, + { + "p": 0.01791192777454853, + "m": 1.0 + }, + { + "p": 0.056686706840991974, + "m": 1.0 + }, + { + "p": 0.061071839183568954, + "m": 0.9287430047988892 + }, + { + "p": 0.05134806036949158, + "m": 0.2765033543109894 + }, + { + "p": 0.03431481495499611, + "m": 0.5816246271133423 + }, + { + "p": 0.07617515325546265, + "m": 0.8568398952484131 + }, + { + "p": 0.05703580379486084, + "m": 0.9921510219573975 + }, + { + "p": 0.0624639131128788, + "m": 1.0 + }, + { + "p": 0.04790610820055008, + "m": 0.5796799063682556 + }, + { + "p": 0.07464314252138138, + "m": 1.0 + }, + { + "p": 0.07331456989049911, + "m": 0.9952948689460754 + }, + { + "p": 0.0808405727148056, + "m": 1.0 + }, + { + "p": 0.06129986792802811, + "m": 1.0 + }, + { + "p": 0.05846955254673958, + "m": 0.9470812678337097 + }, + { + "p": 0.04869580268859863, + "m": 0.9972143173217773 + }, + { + "p": 0.03603283688426018, + "m": 0.8608927726745605 + }, + { + "p": 0.030213160440325737, + "m": 0.8182228803634644 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.5685181617736816, + "val_loss": 1.409840703010559, + "acc": 51.07, + "time": 150.68009647599683, + "param": [ + { + "p": 0.09688519686460495, + "m": 1.0 + }, + { + "p": 0.037948090583086014, + "m": 1.0 + }, + { + "p": 0.07634871453046799, + "m": 1.0 + }, + { + "p": 0.05209967866539955, + "m": 0.9123772978782654 + }, + { + "p": 0.045652423053979874, + "m": 0.18316678702831268 + }, + { + "p": 0.03511197865009308, + "m": 0.5766595602035522 + }, + { + "p": 0.04049265384674072, + "m": 0.8012421131134033 + }, + { + "p": 0.08211185038089752, + "m": 1.0 + }, + { + "p": 0.04911750182509422, + "m": 1.0 + }, + { + "p": 0.07597324252128601, + "m": 0.587325930595398 + }, + { + "p": 0.031193671748042107, + "m": 0.9744473099708557 + }, + { + "p": 0.06487813591957092, + "m": 1.0 + }, + { + "p": 0.07596412301063538, + "m": 1.0 + }, + { + "p": 0.045881010591983795, + "m": 1.0 + }, + { + "p": 0.07313026487827301, + "m": 0.9015264511108398 + }, + { + "p": 0.05765274167060852, + "m": 1.0 + }, + { + "p": 0.0274259801954031, + "m": 0.9294591546058655 + }, + { + "p": 0.03213265910744667, + "m": 0.7955033779144287 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6135860681533813, + "val_loss": 1.4051249027252197, + "acc": 52.58, + "time": 142.93757058600022, + "param": [ + { + "p": 0.04403242841362953, + "m": 1.0 + }, + { + "p": 0.052199412137269974, + "m": 1.0 + }, + { + "p": 0.05691474676132202, + "m": 1.0 + }, + { + "p": 0.05793093144893646, + "m": 1.0 + }, + { + "p": 0.06565649807453156, + "m": 0.10474229604005814 + }, + { + "p": 0.06627137213945389, + "m": 0.5389174222946167 + }, + { + "p": 0.06833095103502274, + "m": 0.9006938338279724 + }, + { + "p": 0.05771999806165695, + "m": 1.0 + }, + { + "p": 0.034810587763786316, + "m": 1.0 + }, + { + "p": 0.07027418911457062, + "m": 0.664146900177002 + }, + { + "p": 0.07478392869234085, + "m": 1.0 + }, + { + "p": 0.06963500380516052, + "m": 0.994306206703186 + }, + { + "p": 0.05654431879520416, + "m": 1.0 + }, + { + "p": 0.031563326716423035, + "m": 1.0 + }, + { + "p": 0.06772656738758087, + "m": 0.9124578237533569 + }, + { + "p": 0.06876769661903381, + "m": 1.0 + }, + { + "p": 0.028544975444674492, + "m": 0.9037756323814392 + }, + { + "p": 0.02829314023256302, + "m": 0.7695603966712952 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.4878225326538086, + "val_loss": 1.3004637956619263, + "acc": 54.07, + "time": 147.35544025600393, + "param": [ + { + "p": 0.061795640736818314, + "m": 1.0 + }, + { + "p": 0.02962217666208744, + "m": 1.0 + }, + { + "p": 0.06902823597192764, + "m": 1.0 + }, + { + "p": 0.053325314074754715, + "m": 1.0 + }, + { + "p": 0.06363531947135925, + "m": 0.19293712079524994 + }, + { + "p": 0.054913535714149475, + "m": 0.4857403039932251 + }, + { + "p": 0.06413060426712036, + "m": 0.9881658554077148 + }, + { + "p": 0.05365429446101189, + "m": 0.9987323880195618 + }, + { + "p": 0.05669621005654335, + "m": 0.9808422923088074 + }, + { + "p": 0.07066119462251663, + "m": 0.7410666942596436 + }, + { + "p": 0.04758535698056221, + "m": 1.0 + }, + { + "p": 0.06340465694665909, + "m": 1.0 + }, + { + "p": 0.07137864828109741, + "m": 1.0 + }, + { + "p": 0.05170931667089462, + "m": 1.0 + }, + { + "p": 0.08170526474714279, + "m": 0.9114413857460022 + }, + { + "p": 0.07009701430797577, + "m": 0.9972760677337646 + }, + { + "p": 0.01696363091468811, + "m": 0.8806384801864624 + }, + { + "p": 0.019693614915013313, + "m": 0.694385290145874 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.623228907585144, + "val_loss": 1.3146347999572754, + "acc": 54.22, + "time": 157.57887635599764, + "param": [ + { + "p": 0.07470151036977768, + "m": 1.0 + }, + { + "p": 0.030275726690888405, + "m": 1.0 + }, + { + "p": 0.06988698244094849, + "m": 1.0 + }, + { + "p": 0.06781671196222305, + "m": 0.9815738201141357 + }, + { + "p": 0.04302886500954628, + "m": 0.15941880643367767 + }, + { + "p": 0.04130103811621666, + "m": 0.4681865870952606 + }, + { + "p": 0.08897464722394943, + "m": 0.9460110664367676 + }, + { + "p": 0.05959109216928482, + "m": 0.9999659061431885 + }, + { + "p": 0.07387924194335938, + "m": 1.0 + }, + { + "p": 0.060850873589515686, + "m": 0.7649528980255127 + }, + { + "p": 0.06586333364248276, + "m": 1.0 + }, + { + "p": 0.027773261070251465, + "m": 0.9917201995849609 + }, + { + "p": 0.03993143513798714, + "m": 1.0 + }, + { + "p": 0.05318697541952133, + "m": 1.0 + }, + { + "p": 0.06889882683753967, + "m": 0.9353689551353455 + }, + { + "p": 0.0465453676879406, + "m": 0.9903432726860046 + }, + { + "p": 0.04586195573210716, + "m": 0.8647072315216064 + }, + { + "p": 0.041632212698459625, + "m": 0.8528503775596619 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5976147651672363, + "val_loss": 1.2812318801879883, + "acc": 54.77, + "time": 146.96673134499724, + "param": [ + { + "p": 0.05634022876620293, + "m": 1.0 + }, + { + "p": 0.020249219611287117, + "m": 1.0 + }, + { + "p": 0.07898405939340591, + "m": 1.0 + }, + { + "p": 0.07839983701705933, + "m": 0.9991698861122131 + }, + { + "p": 0.06636346876621246, + "m": 0.14227336645126343 + }, + { + "p": 0.04796069487929344, + "m": 0.5930913686752319 + }, + { + "p": 0.05989720672369003, + "m": 0.8938199281692505 + }, + { + "p": 0.06737303733825684, + "m": 1.0 + }, + { + "p": 0.07475239038467407, + "m": 1.0 + }, + { + "p": 0.05165044590830803, + "m": 0.7708777785301208 + }, + { + "p": 0.0670563131570816, + "m": 1.0 + }, + { + "p": 0.06898143142461777, + "m": 0.99507075548172 + }, + { + "p": 0.047944847494363785, + "m": 1.0 + }, + { + "p": 0.03829561173915863, + "m": 1.0 + }, + { + "p": 0.05729520693421364, + "m": 0.9283111095428467 + }, + { + "p": 0.07622498273849487, + "m": 0.9994450211524963 + }, + { + "p": 0.02211487479507923, + "m": 0.7796574234962463 + }, + { + "p": 0.020116159692406654, + "m": 0.8422360420227051 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.486992359161377, + "val_loss": 1.258217215538025, + "acc": 53.72, + "time": 140.66997172999982, + "param": [ + { + "p": 0.06587032228708267, + "m": 1.0 + }, + { + "p": 0.04341818764805794, + "m": 1.0 + }, + { + "p": 0.07754603028297424, + "m": 1.0 + }, + { + "p": 0.051163531839847565, + "m": 0.9447567462921143 + }, + { + "p": 0.0959707498550415, + "m": 0.1618700623512268 + }, + { + "p": 0.05974239483475685, + "m": 0.5005903840065002 + }, + { + "p": 0.0790817141532898, + "m": 0.9651225805282593 + }, + { + "p": 0.04486801475286484, + "m": 0.9638648629188538 + }, + { + "p": 0.043983884155750275, + "m": 0.9997020959854126 + }, + { + "p": 0.04941071569919586, + "m": 0.8243996500968933 + }, + { + "p": 0.04439007118344307, + "m": 0.9993859529495239 + }, + { + "p": 0.03519516438245773, + "m": 0.9649357199668884 + }, + { + "p": 0.07728593051433563, + "m": 1.0 + }, + { + "p": 0.03541098162531853, + "m": 1.0 + }, + { + "p": 0.06567516922950745, + "m": 0.9183428883552551 + }, + { + "p": 0.0536324568092823, + "m": 0.9985225796699524 + }, + { + "p": 0.03374285623431206, + "m": 0.7420947551727295 + }, + { + "p": 0.043611809611320496, + "m": 0.883487343788147 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.4588898420333862, + "val_loss": 1.2314680814743042, + "acc": 56.51, + "time": 142.81170902300073, + "param": [ + { + "p": 0.07348433136940002, + "m": 1.0 + }, + { + "p": 0.03622530773282051, + "m": 1.0 + }, + { + "p": 0.06378941982984543, + "m": 1.0 + }, + { + "p": 0.044453710317611694, + "m": 1.0 + }, + { + "p": 0.06213696673512459, + "m": 0.23075824975967407 + }, + { + "p": 0.06376537680625916, + "m": 0.3977619707584381 + }, + { + "p": 0.06712640821933746, + "m": 1.0 + }, + { + "p": 0.06255609542131424, + "m": 1.0 + }, + { + "p": 0.058403972536325455, + "m": 0.9954096674919128 + }, + { + "p": 0.05420480668544769, + "m": 0.8696595430374146 + }, + { + "p": 0.060910630971193314, + "m": 0.9992862343788147 + }, + { + "p": 0.061998140066862106, + "m": 0.9979667663574219 + }, + { + "p": 0.08255649358034134, + "m": 1.0 + }, + { + "p": 0.015711359679698944, + "m": 1.0 + }, + { + "p": 0.061490606516599655, + "m": 0.9485775828361511 + }, + { + "p": 0.057059746235609055, + "m": 0.9911125898361206 + }, + { + "p": 0.03148999065160751, + "m": 0.7853506207466125 + }, + { + "p": 0.04263656586408615, + "m": 0.8834802508354187 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.469991683959961, + "val_loss": 1.1786346435546875, + "acc": 54.92, + "time": 156.7121946519983, + "param": [ + { + "p": 0.06469758599996567, + "m": 1.0 + }, + { + "p": 0.04495033621788025, + "m": 1.0 + }, + { + "p": 0.03647621348500252, + "m": 1.0 + }, + { + "p": 0.03510618582367897, + "m": 0.9909639358520508 + }, + { + "p": 0.04833308234810829, + "m": 0.12422408908605576 + }, + { + "p": 0.05921172723174095, + "m": 0.47998225688934326 + }, + { + "p": 0.0620645210146904, + "m": 1.0 + }, + { + "p": 0.07620544731616974, + "m": 0.9717869758605957 + }, + { + "p": 0.0693146139383316, + "m": 1.0 + }, + { + "p": 0.071299247443676, + "m": 0.8231917023658752 + }, + { + "p": 0.04937594756484032, + "m": 1.0 + }, + { + "p": 0.06852443516254425, + "m": 0.9752585887908936 + }, + { + "p": 0.05577613040804863, + "m": 1.0 + }, + { + "p": 0.048476096242666245, + "m": 1.0 + }, + { + "p": 0.06259001046419144, + "m": 0.8949460983276367 + }, + { + "p": 0.05640557408332825, + "m": 0.9928401708602905 + }, + { + "p": 0.05008931830525398, + "m": 0.8654598593711853 + }, + { + "p": 0.04110358655452728, + "m": 0.8811723589897156 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.458862066268921, + "val_loss": 1.2274479866027832, + "acc": 56.91, + "time": 159.40274785699876, + "param": [ + { + "p": 0.06468066573143005, + "m": 1.0 + }, + { + "p": 0.031910065561532974, + "m": 1.0 + }, + { + "p": 0.049568548798561096, + "m": 1.0 + }, + { + "p": 0.06265444308519363, + "m": 0.9409751892089844 + }, + { + "p": 0.04836912080645561, + "m": 0.19195859134197235 + }, + { + "p": 0.060618769377470016, + "m": 0.4030650854110718 + }, + { + "p": 0.07751274108886719, + "m": 0.8593875169754028 + }, + { + "p": 0.05550285056233406, + "m": 0.9646682739257812 + }, + { + "p": 0.04469797760248184, + "m": 1.0 + }, + { + "p": 0.06372145563364029, + "m": 0.8203242421150208 + }, + { + "p": 0.07154591381549835, + "m": 1.0 + }, + { + "p": 0.06392643600702286, + "m": 1.0 + }, + { + "p": 0.05940711870789528, + "m": 1.0 + }, + { + "p": 0.07388636469841003, + "m": 1.0 + }, + { + "p": 0.0617591068148613, + "m": 0.9920170903205872 + }, + { + "p": 0.053101930767297745, + "m": 1.0 + }, + { + "p": 0.03415547311306, + "m": 0.9205933213233948 + }, + { + "p": 0.0229809507727623, + "m": 0.9218133687973022 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.3353238105773926, + "val_loss": 1.1538623571395874, + "acc": 56.1, + "time": 158.90068882599735, + "param": [ + { + "p": 0.056769080460071564, + "m": 1.0 + }, + { + "p": 0.030220352113246918, + "m": 1.0 + }, + { + "p": 0.06283293664455414, + "m": 1.0 + }, + { + "p": 0.05985654518008232, + "m": 0.8923726677894592 + }, + { + "p": 0.07887446880340576, + "m": 0.11123295873403549 + }, + { + "p": 0.03461390733718872, + "m": 0.46572157740592957 + }, + { + "p": 0.058475788682699203, + "m": 0.9893089532852173 + }, + { + "p": 0.05667446181178093, + "m": 0.9971649050712585 + }, + { + "p": 0.06826131790876389, + "m": 0.9971154928207397 + }, + { + "p": 0.071847103536129, + "m": 0.7688555717468262 + }, + { + "p": 0.07536730170249939, + "m": 1.0 + }, + { + "p": 0.047456249594688416, + "m": 0.9920626282691956 + }, + { + "p": 0.049251336604356766, + "m": 1.0 + }, + { + "p": 0.04439361393451691, + "m": 1.0 + }, + { + "p": 0.06106722354888916, + "m": 1.0 + }, + { + "p": 0.05372177064418793, + "m": 1.0 + }, + { + "p": 0.03367072716355324, + "m": 0.9491848945617676 + }, + { + "p": 0.05664598569273949, + "m": 0.954761266708374 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3775722980499268, + "val_loss": 1.1054837703704834, + "acc": 60.01, + "time": 146.17681865300256, + "param": [ + { + "p": 0.0605708546936512, + "m": 1.0 + }, + { + "p": 0.037907615303993225, + "m": 1.0 + }, + { + "p": 0.055862970650196075, + "m": 1.0 + }, + { + "p": 0.050203558057546616, + "m": 0.8099280595779419 + }, + { + "p": 0.06854064017534256, + "m": 0.1885201334953308 + }, + { + "p": 0.04097609966993332, + "m": 0.4050289988517761 + }, + { + "p": 0.050963107496500015, + "m": 0.9703904986381531 + }, + { + "p": 0.06338407844305038, + "m": 1.0 + }, + { + "p": 0.0616174079477787, + "m": 0.9841761589050293 + }, + { + "p": 0.05743115395307541, + "m": 0.8129082918167114 + }, + { + "p": 0.06493497639894485, + "m": 0.9732018709182739 + }, + { + "p": 0.07484273612499237, + "m": 1.0 + }, + { + "p": 0.06744706630706787, + "m": 1.0 + }, + { + "p": 0.0478266216814518, + "m": 1.0 + }, + { + "p": 0.06053055077791214, + "m": 0.9863400459289551 + }, + { + "p": 0.07770144194364548, + "m": 1.0 + }, + { + "p": 0.01423107460141182, + "m": 0.9014334678649902 + }, + { + "p": 0.04502807930111885, + "m": 0.9673337936401367 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.3722498416900635, + "val_loss": 1.151553988456726, + "acc": 58.05, + "time": 159.49817120600346, + "param": [ + { + "p": 0.0477403849363327, + "m": 1.0 + }, + { + "p": 0.011053236201405525, + "m": 1.0 + }, + { + "p": 0.07548017799854279, + "m": 1.0 + }, + { + "p": 0.05614936724305153, + "m": 0.8970304727554321 + }, + { + "p": 0.06280350685119629, + "m": 0.19981549680233002 + }, + { + "p": 0.046745073050260544, + "m": 0.37001752853393555 + }, + { + "p": 0.05597749724984169, + "m": 0.9433152675628662 + }, + { + "p": 0.043972644954919815, + "m": 0.9505410194396973 + }, + { + "p": 0.0688362717628479, + "m": 1.0 + }, + { + "p": 0.0593879334628582, + "m": 0.8408997058868408 + }, + { + "p": 0.03631124645471573, + "m": 0.9531633853912354 + }, + { + "p": 0.051260627806186676, + "m": 1.0 + }, + { + "p": 0.0866442397236824, + "m": 1.0 + }, + { + "p": 0.06637941300868988, + "m": 1.0 + }, + { + "p": 0.07135782390832901, + "m": 1.0 + }, + { + "p": 0.07419487833976746, + "m": 0.9958570003509521 + }, + { + "p": 0.04298286512494087, + "m": 0.8789089322090149 + }, + { + "p": 0.042722903192043304, + "m": 0.9363313317298889 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.2259643077850342, + "val_loss": 1.1177799701690674, + "acc": 60.48, + "time": 143.37716614999954, + "param": [ + { + "p": 0.06372785568237305, + "m": 1.0 + }, + { + "p": 0.011404533870518208, + "m": 1.0 + }, + { + "p": 0.0711248368024826, + "m": 1.0 + }, + { + "p": 0.049411751329898834, + "m": 0.9022020697593689 + }, + { + "p": 0.054548706859350204, + "m": 0.30521160364151 + }, + { + "p": 0.06292511522769928, + "m": 0.4578023850917816 + }, + { + "p": 0.09575512260198593, + "m": 0.9930375814437866 + }, + { + "p": 0.0666755735874176, + "m": 0.961493194103241 + }, + { + "p": 0.0691036581993103, + "m": 0.9425259232521057 + }, + { + "p": 0.05987923964858055, + "m": 0.9147289395332336 + }, + { + "p": 0.04913778603076935, + "m": 0.9477017521858215 + }, + { + "p": 0.07457563281059265, + "m": 0.9919750094413757 + }, + { + "p": 0.07269992679357529, + "m": 1.0 + }, + { + "p": 0.05727626383304596, + "m": 1.0 + }, + { + "p": 0.0379185751080513, + "m": 0.9948323369026184 + }, + { + "p": 0.05455632135272026, + "m": 0.9910290837287903 + }, + { + "p": 0.0259674284607172, + "m": 0.840232253074646 + }, + { + "p": 0.023311739787459373, + "m": 0.90911465883255 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.2412712574005127, + "val_loss": 1.2278612852096558, + "acc": 57.58, + "time": 155.39797068799817, + "param": [ + { + "p": 0.060533881187438965, + "m": 1.0 + }, + { + "p": 0.056375883519649506, + "m": 1.0 + }, + { + "p": 0.05886773020029068, + "m": 1.0 + }, + { + "p": 0.07039371877908707, + "m": 0.8546020984649658 + }, + { + "p": 0.05942589044570923, + "m": 0.341602087020874 + }, + { + "p": 0.05906384810805321, + "m": 0.5344257354736328 + }, + { + "p": 0.06253671646118164, + "m": 0.9702954292297363 + }, + { + "p": 0.05393880605697632, + "m": 0.9055119156837463 + }, + { + "p": 0.06873215734958649, + "m": 1.0 + }, + { + "p": 0.06619362533092499, + "m": 0.9669331312179565 + }, + { + "p": 0.049739014357328415, + "m": 1.0 + }, + { + "p": 0.05128834769129753, + "m": 0.9714447855949402 + }, + { + "p": 0.05753058195114136, + "m": 1.0 + }, + { + "p": 0.05148809775710106, + "m": 1.0 + }, + { + "p": 0.0560176782310009, + "m": 1.0 + }, + { + "p": 0.043909795582294464, + "m": 0.9922495484352112 + }, + { + "p": 0.034806281328201294, + "m": 0.9174530506134033 + }, + { + "p": 0.03915800899267197, + "m": 0.9407925009727478 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.502584457397461, + "val_loss": 1.2083754539489746, + "acc": 60.45, + "time": 144.7327891370005, + "param": [ + { + "p": 0.04915948584675789, + "m": 1.0 + }, + { + "p": 0.03705378994345665, + "m": 1.0 + }, + { + "p": 0.07756388932466507, + "m": 1.0 + }, + { + "p": 0.05887759104371071, + "m": 0.8694632649421692 + }, + { + "p": 0.05976049602031708, + "m": 0.324856698513031 + }, + { + "p": 0.05173861235380173, + "m": 0.5417512655258179 + }, + { + "p": 0.06145709753036499, + "m": 0.9961925148963928 + }, + { + "p": 0.059277091175317764, + "m": 1.0 + }, + { + "p": 0.042335063219070435, + "m": 1.0 + }, + { + "p": 0.04464751109480858, + "m": 0.8842000961303711 + }, + { + "p": 0.06341484934091568, + "m": 1.0 + }, + { + "p": 0.0637914314866066, + "m": 0.9766072630882263 + }, + { + "p": 0.05878236144781113, + "m": 1.0 + }, + { + "p": 0.04260733723640442, + "m": 1.0 + }, + { + "p": 0.07714257389307022, + "m": 0.9967408776283264 + }, + { + "p": 0.07033868879079819, + "m": 1.0 + }, + { + "p": 0.029782846570014954, + "m": 0.984002411365509 + }, + { + "p": 0.05226936936378479, + "m": 0.9895238280296326 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5222185850143433, + "val_loss": 1.0830185413360596, + "acc": 62.0, + "time": 150.10348983299627, + "param": [ + { + "p": 0.07366838306188583, + "m": 1.0 + }, + { + "p": 0.02459842711687088, + "m": 1.0 + }, + { + "p": 0.05628293380141258, + "m": 1.0 + }, + { + "p": 0.04267705976963043, + "m": 0.9329044222831726 + }, + { + "p": 0.03614522144198418, + "m": 0.40176352858543396 + }, + { + "p": 0.05906973406672478, + "m": 0.6357050538063049 + }, + { + "p": 0.050942350178956985, + "m": 0.9259666204452515 + }, + { + "p": 0.057518120855093, + "m": 0.9844481348991394 + }, + { + "p": 0.07152047008275986, + "m": 1.0 + }, + { + "p": 0.07238619029521942, + "m": 0.8726854920387268 + }, + { + "p": 0.06728938221931458, + "m": 1.0 + }, + { + "p": 0.08006034046411514, + "m": 0.9849329590797424 + }, + { + "p": 0.0644945278763771, + "m": 1.0 + }, + { + "p": 0.0394507572054863, + "m": 1.0 + }, + { + "p": 0.06550266593694687, + "m": 0.9329812526702881 + }, + { + "p": 0.07459046691656113, + "m": 1.0 + }, + { + "p": 0.03061351738870144, + "m": 0.9276453256607056 + }, + { + "p": 0.0331895612180233, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.3451735973358154, + "val_loss": 1.1640355587005615, + "acc": 61.24, + "time": 144.45381034000457, + "param": [ + { + "p": 0.06096690520644188, + "m": 1.0 + }, + { + "p": 0.05290019139647484, + "m": 1.0 + }, + { + "p": 0.04918808490037918, + "m": 1.0 + }, + { + "p": 0.03166988492012024, + "m": 0.8795093894004822 + }, + { + "p": 0.03203263878822327, + "m": 0.33142995834350586 + }, + { + "p": 0.06393655389547348, + "m": 0.6184816360473633 + }, + { + "p": 0.05430474132299423, + "m": 0.8862909078598022 + }, + { + "p": 0.06446900963783264, + "m": 1.0 + }, + { + "p": 0.04615733399987221, + "m": 0.9985592365264893 + }, + { + "p": 0.0740329921245575, + "m": 0.925774097442627 + }, + { + "p": 0.07557644695043564, + "m": 1.0 + }, + { + "p": 0.07294543832540512, + "m": 1.0 + }, + { + "p": 0.0759747102856636, + "m": 1.0 + }, + { + "p": 0.07379934191703796, + "m": 1.0 + }, + { + "p": 0.05164014920592308, + "m": 0.9772037863731384 + }, + { + "p": 0.05593123286962509, + "m": 1.0 + }, + { + "p": 0.035286225378513336, + "m": 0.9295432567596436 + }, + { + "p": 0.029188206419348717, + "m": 0.9974228739738464 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.378248929977417, + "val_loss": 1.1636205911636353, + "acc": 61.42, + "time": 157.67098781400273, + "param": [ + { + "p": 0.08542411029338837, + "m": 1.0 + }, + { + "p": 0.029290160164237022, + "m": 1.0 + }, + { + "p": 0.05688451603055, + "m": 1.0 + }, + { + "p": 0.051683034747838974, + "m": 0.8710203170776367 + }, + { + "p": 0.04148166626691818, + "m": 0.32131829857826233 + }, + { + "p": 0.0719015821814537, + "m": 0.7413071393966675 + }, + { + "p": 0.03184422105550766, + "m": 1.0 + }, + { + "p": 0.0587901845574379, + "m": 0.996478259563446 + }, + { + "p": 0.07524809241294861, + "m": 0.999078631401062 + }, + { + "p": 0.04512270912528038, + "m": 0.8940944075584412 + }, + { + "p": 0.06982038170099258, + "m": 1.0 + }, + { + "p": 0.06600453704595566, + "m": 1.0 + }, + { + "p": 0.07177870720624924, + "m": 1.0 + }, + { + "p": 0.061279844492673874, + "m": 1.0 + }, + { + "p": 0.05458461865782738, + "m": 0.9210335612297058 + }, + { + "p": 0.06854423135519028, + "m": 0.9994274973869324 + }, + { + "p": 0.03616644814610481, + "m": 0.9681928157806396 + }, + { + "p": 0.02415088564157486, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3517812490463257, + "val_loss": 1.1998668909072876, + "acc": 61.86, + "time": 158.70156208699336, + "param": [ + { + "p": 0.05503113940358162, + "m": 1.0 + }, + { + "p": 0.00970258004963398, + "m": 1.0 + }, + { + "p": 0.06719581037759781, + "m": 1.0 + }, + { + "p": 0.05477019026875496, + "m": 0.9169369339942932 + }, + { + "p": 0.06888347864151001, + "m": 0.32486215233802795 + }, + { + "p": 0.07805192470550537, + "m": 0.8040159344673157 + }, + { + "p": 0.06637826561927795, + "m": 0.9487979412078857 + }, + { + "p": 0.046653568744659424, + "m": 0.977724015712738 + }, + { + "p": 0.05356912687420845, + "m": 1.0 + }, + { + "p": 0.06368850916624069, + "m": 0.897295355796814 + }, + { + "p": 0.05743349716067314, + "m": 0.9941555857658386 + }, + { + "p": 0.05510251596570015, + "m": 0.9848535060882568 + }, + { + "p": 0.044037774205207825, + "m": 1.0 + }, + { + "p": 0.05297637730836868, + "m": 1.0 + }, + { + "p": 0.060406144708395004, + "m": 0.9990841746330261 + }, + { + "p": 0.08352603763341904, + "m": 0.9925653338432312 + }, + { + "p": 0.0535975806415081, + "m": 0.9832486510276794 + }, + { + "p": 0.02899538353085518, + "m": 0.9820120334625244 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.183000087738037, + "val_loss": 1.1657261848449707, + "acc": 62.37, + "time": 155.34723525400477, + "param": [ + { + "p": 0.043308768421411514, + "m": 1.0 + }, + { + "p": 0.03708749637007713, + "m": 1.0 + }, + { + "p": 0.0949445366859436, + "m": 1.0 + }, + { + "p": 0.04474487528204918, + "m": 0.7832638025283813 + }, + { + "p": 0.05000423267483711, + "m": 0.3484695553779602 + }, + { + "p": 0.05638666823506355, + "m": 0.8724234104156494 + }, + { + "p": 0.052626144140958786, + "m": 0.9210922122001648 + }, + { + "p": 0.04777532070875168, + "m": 0.9470927715301514 + }, + { + "p": 0.03373253345489502, + "m": 1.0 + }, + { + "p": 0.06424757838249207, + "m": 0.9174817204475403 + }, + { + "p": 0.0538397915661335, + "m": 1.0 + }, + { + "p": 0.06882205605506897, + "m": 1.0 + }, + { + "p": 0.0936010405421257, + "m": 1.0 + }, + { + "p": 0.03407054394483566, + "m": 1.0 + }, + { + "p": 0.07794346660375595, + "m": 0.9789148569107056 + }, + { + "p": 0.06297063082456589, + "m": 0.9922566413879395 + }, + { + "p": 0.036005545407533646, + "m": 0.9387121200561523 + }, + { + "p": 0.04788878932595253, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.2736107110977173, + "val_loss": 1.0009181499481201, + "acc": 63.7, + "time": 145.4169261930001, + "param": [ + { + "p": 0.047607697546482086, + "m": 1.0 + }, + { + "p": 0.038716401904821396, + "m": 1.0 + }, + { + "p": 0.05607713758945465, + "m": 1.0 + }, + { + "p": 0.06791279464960098, + "m": 0.8592633008956909 + }, + { + "p": 0.0683513879776001, + "m": 0.3935258090496063 + }, + { + "p": 0.050361268222332, + "m": 0.8360055685043335 + }, + { + "p": 0.04646766185760498, + "m": 1.0 + }, + { + "p": 0.07402845472097397, + "m": 1.0 + }, + { + "p": 0.06583623588085175, + "m": 0.999463677406311 + }, + { + "p": 0.05661508068442345, + "m": 0.7498167753219604 + }, + { + "p": 0.05802435427904129, + "m": 1.0 + }, + { + "p": 0.05372939258813858, + "m": 1.0 + }, + { + "p": 0.055471986532211304, + "m": 1.0 + }, + { + "p": 0.06191011890769005, + "m": 1.0 + }, + { + "p": 0.06532344222068787, + "m": 0.9298328161239624 + }, + { + "p": 0.04358556866645813, + "m": 1.0 + }, + { + "p": 0.052566271275281906, + "m": 0.9240903854370117 + }, + { + "p": 0.03741475194692612, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.1212459802627563, + "val_loss": 0.9890381097793579, + "acc": 63.04, + "time": 161.62212375699892, + "param": [ + { + "p": 0.0747402012348175, + "m": 1.0 + }, + { + "p": 0.043634239584207535, + "m": 1.0 + }, + { + "p": 0.06632418930530548, + "m": 1.0 + }, + { + "p": 0.0638592466711998, + "m": 0.8172476887702942 + }, + { + "p": 0.07436838746070862, + "m": 0.39947274327278137 + }, + { + "p": 0.033930204808712006, + "m": 0.8848119378089905 + }, + { + "p": 0.052619464695453644, + "m": 0.9641355276107788 + }, + { + "p": 0.057347871363162994, + "m": 1.0 + }, + { + "p": 0.07289993762969971, + "m": 1.0 + }, + { + "p": 0.06384726613759995, + "m": 0.659477949142456 + }, + { + "p": 0.07246199995279312, + "m": 1.0 + }, + { + "p": 0.052666425704956055, + "m": 0.9645299911499023 + }, + { + "p": 0.044319648295640945, + "m": 1.0 + }, + { + "p": 0.022013526409864426, + "m": 1.0 + }, + { + "p": 0.052866674959659576, + "m": 0.9330103993415833 + }, + { + "p": 0.07971568405628204, + "m": 1.0 + }, + { + "p": 0.04538411647081375, + "m": 1.0 + }, + { + "p": 0.0270010307431221, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2026551961898804, + "val_loss": 1.0687845945358276, + "acc": 64.43, + "time": 149.9654223990001, + "param": [ + { + "p": 0.041292913258075714, + "m": 1.0 + }, + { + "p": 0.035731662064790726, + "m": 1.0 + }, + { + "p": 0.05452367290854454, + "m": 1.0 + }, + { + "p": 0.046269677579402924, + "m": 0.8412927985191345 + }, + { + "p": 0.0573759526014328, + "m": 0.39745789766311646 + }, + { + "p": 0.04361370950937271, + "m": 0.8793252110481262 + }, + { + "p": 0.060216207057237625, + "m": 0.9247325658798218 + }, + { + "p": 0.07467224448919296, + "m": 0.9581846594810486 + }, + { + "p": 0.07329872250556946, + "m": 1.0 + }, + { + "p": 0.06838038563728333, + "m": 0.654474139213562 + }, + { + "p": 0.055783357471227646, + "m": 1.0 + }, + { + "p": 0.07659799605607986, + "m": 0.9634513854980469 + }, + { + "p": 0.07333864271640778, + "m": 1.0 + }, + { + "p": 0.03809228911995888, + "m": 1.0 + }, + { + "p": 0.07837332785129547, + "m": 1.0 + }, + { + "p": 0.057392530143260956, + "m": 1.0 + }, + { + "p": 0.03868824243545532, + "m": 0.9941027164459229 + }, + { + "p": 0.026358535513281822, + "m": 0.9997017979621887 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3300362825393677, + "val_loss": 0.9996991753578186, + "acc": 63.12, + "time": 149.99911451200023, + "param": [ + { + "p": 0.07973580062389374, + "m": 1.0 + }, + { + "p": 0.017685409635305405, + "m": 1.0 + }, + { + "p": 0.0530172660946846, + "m": 1.0 + }, + { + "p": 0.04362478479743004, + "m": 0.8592981696128845 + }, + { + "p": 0.0709652528166771, + "m": 0.38395580649375916 + }, + { + "p": 0.06592833995819092, + "m": 0.889419436454773 + }, + { + "p": 0.05009632930159569, + "m": 0.8715102672576904 + }, + { + "p": 0.04915302246809006, + "m": 0.978615403175354 + }, + { + "p": 0.07214619964361191, + "m": 1.0 + }, + { + "p": 0.057456839829683304, + "m": 0.7728031277656555 + }, + { + "p": 0.056777473539114, + "m": 0.968571126461029 + }, + { + "p": 0.055582497268915176, + "m": 0.9996258616447449 + }, + { + "p": 0.08219778537750244, + "m": 1.0 + }, + { + "p": 0.050494272261857986, + "m": 1.0 + }, + { + "p": 0.04075296223163605, + "m": 1.0 + }, + { + "p": 0.07882308959960938, + "m": 0.9973320960998535 + }, + { + "p": 0.037262652069330215, + "m": 0.9435972571372986 + }, + { + "p": 0.03829998895525932, + "m": 0.9566614627838135 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.421091914176941, + "val_loss": 1.0277405977249146, + "acc": 64.89, + "time": 165.4722475870003, + "param": [ + { + "p": 0.05777822807431221, + "m": 1.0 + }, + { + "p": 0.015804991126060486, + "m": 1.0 + }, + { + "p": 0.08476994186639786, + "m": 1.0 + }, + { + "p": 0.07172974944114685, + "m": 0.7814419269561768 + }, + { + "p": 0.03443430736660957, + "m": 0.4606565833091736 + }, + { + "p": 0.06276605278253555, + "m": 1.0 + }, + { + "p": 0.06552857160568237, + "m": 0.8983064293861389 + }, + { + "p": 0.05512866750359535, + "m": 1.0 + }, + { + "p": 0.0774727538228035, + "m": 1.0 + }, + { + "p": 0.06522863358259201, + "m": 0.7058624029159546 + }, + { + "p": 0.05358562618494034, + "m": 1.0 + }, + { + "p": 0.06072663515806198, + "m": 0.9525763392448425 + }, + { + "p": 0.05117562785744667, + "m": 1.0 + }, + { + "p": 0.05675090104341507, + "m": 1.0 + }, + { + "p": 0.06007068604230881, + "m": 1.0 + }, + { + "p": 0.03838334605097771, + "m": 0.9993634819984436 + }, + { + "p": 0.039739567786455154, + "m": 1.0 + }, + { + "p": 0.04892581328749657, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4014946222305298, + "val_loss": 1.0650943517684937, + "acc": 63.66, + "time": 146.39790271300444, + "param": [ + { + "p": 0.051687125116586685, + "m": 1.0 + }, + { + "p": 0.02164405770599842, + "m": 1.0 + }, + { + "p": 0.05804194509983063, + "m": 1.0 + }, + { + "p": 0.04964834451675415, + "m": 0.7976166605949402 + }, + { + "p": 0.05383665859699249, + "m": 0.45347246527671814 + }, + { + "p": 0.05649246275424957, + "m": 0.9439467191696167 + }, + { + "p": 0.07456880807876587, + "m": 0.9374583959579468 + }, + { + "p": 0.04955216124653816, + "m": 0.8837393522262573 + }, + { + "p": 0.07374759763479233, + "m": 1.0 + }, + { + "p": 0.05779562145471573, + "m": 0.6821820735931396 + }, + { + "p": 0.06817676872015, + "m": 1.0 + }, + { + "p": 0.061042044311761856, + "m": 1.0 + }, + { + "p": 0.05533777177333832, + "m": 1.0 + }, + { + "p": 0.06339256465435028, + "m": 1.0 + }, + { + "p": 0.0683269202709198, + "m": 1.0 + }, + { + "p": 0.04965195432305336, + "m": 1.0 + }, + { + "p": 0.04876058176159859, + "m": 1.0 + }, + { + "p": 0.03829662874341011, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.152816653251648, + "val_loss": 0.9803726673126221, + "acc": 65.37, + "time": 145.68814773299528, + "param": [ + { + "p": 0.05358609929680824, + "m": 1.0 + }, + { + "p": 0.03515355661511421, + "m": 1.0 + }, + { + "p": 0.053225211799144745, + "m": 1.0 + }, + { + "p": 0.06922155618667603, + "m": 0.8148160576820374 + }, + { + "p": 0.052050571888685226, + "m": 0.42139551043510437 + }, + { + "p": 0.03251025080680847, + "m": 0.9990044832229614 + }, + { + "p": 0.07044728845357895, + "m": 0.8707931041717529 + }, + { + "p": 0.05812063068151474, + "m": 0.9872819185256958 + }, + { + "p": 0.07005680352449417, + "m": 1.0 + }, + { + "p": 0.058895185589790344, + "m": 0.7711561918258667 + }, + { + "p": 0.0639718547463417, + "m": 1.0 + }, + { + "p": 0.03590093553066254, + "m": 0.9957644939422607 + }, + { + "p": 0.07240384817123413, + "m": 1.0 + }, + { + "p": 0.036272235214710236, + "m": 1.0 + }, + { + "p": 0.09107029438018799, + "m": 1.0 + }, + { + "p": 0.04911886900663376, + "m": 1.0 + }, + { + "p": 0.039024997502565384, + "m": 1.0 + }, + { + "p": 0.05896984413266182, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.16260826587677, + "val_loss": 1.0409914255142212, + "acc": 63.9, + "time": 140.36381918300322, + "param": [ + { + "p": 0.06772446632385254, + "m": 1.0 + }, + { + "p": 0.035368356853723526, + "m": 1.0 + }, + { + "p": 0.06217173859477043, + "m": 1.0 + }, + { + "p": 0.07308423519134521, + "m": 0.7477105855941772 + }, + { + "p": 0.04288278520107269, + "m": 0.3961491286754608 + }, + { + "p": 0.06863062083721161, + "m": 0.915804386138916 + }, + { + "p": 0.0523768812417984, + "m": 0.917154848575592 + }, + { + "p": 0.04489050805568695, + "m": 1.0 + }, + { + "p": 0.05239945650100708, + "m": 1.0 + }, + { + "p": 0.06848658621311188, + "m": 0.7317694425582886 + }, + { + "p": 0.07652781903743744, + "m": 0.9986220002174377 + }, + { + "p": 0.06209158897399902, + "m": 0.9912458658218384 + }, + { + "p": 0.061845045536756516, + "m": 1.0 + }, + { + "p": 0.03926386311650276, + "m": 1.0 + }, + { + "p": 0.060835402458906174, + "m": 0.9996039271354675 + }, + { + "p": 0.048420123755931854, + "m": 1.0 + }, + { + "p": 0.03622349351644516, + "m": 0.9780318737030029 + }, + { + "p": 0.04677710682153702, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.0196914672851562, + "val_loss": 0.9136900901794434, + "acc": 65.24, + "time": 155.01218807799887, + "param": [ + { + "p": 0.09221324324607849, + "m": 1.0 + }, + { + "p": 0.033268727362155914, + "m": 1.0 + }, + { + "p": 0.07164249569177628, + "m": 1.0 + }, + { + "p": 0.0554518885910511, + "m": 0.8333078622817993 + }, + { + "p": 0.05437151715159416, + "m": 0.4435335099697113 + }, + { + "p": 0.035551659762859344, + "m": 0.9706601500511169 + }, + { + "p": 0.046569932252168655, + "m": 1.0 + }, + { + "p": 0.0544423945248127, + "m": 0.9812650680541992 + }, + { + "p": 0.07884538173675537, + "m": 0.9897347092628479 + }, + { + "p": 0.06466177850961685, + "m": 0.8351832032203674 + }, + { + "p": 0.045396361500024796, + "m": 0.9920914173126221 + }, + { + "p": 0.07948499917984009, + "m": 0.9993641376495361 + }, + { + "p": 0.049581583589315414, + "m": 1.0 + }, + { + "p": 0.04365318641066551, + "m": 1.0 + }, + { + "p": 0.05909101292490959, + "m": 0.9981681108474731 + }, + { + "p": 0.04911799356341362, + "m": 1.0 + }, + { + "p": 0.04808979853987694, + "m": 0.9981225728988647 + }, + { + "p": 0.03856610879302025, + "m": 0.9951575994491577 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.169276237487793, + "val_loss": 0.9246499538421631, + "acc": 66.29, + "time": 138.29992479799694, + "param": [ + { + "p": 0.05540388450026512, + "m": 1.0 + }, + { + "p": 0.02699929289519787, + "m": 1.0 + }, + { + "p": 0.07220618426799774, + "m": 1.0 + }, + { + "p": 0.06176035851240158, + "m": 0.8663398623466492 + }, + { + "p": 0.07820083945989609, + "m": 0.42142120003700256 + }, + { + "p": 0.050570957362651825, + "m": 1.0 + }, + { + "p": 0.06356728076934814, + "m": 0.957916796207428 + }, + { + "p": 0.05606384202837944, + "m": 0.9495590925216675 + }, + { + "p": 0.08095380663871765, + "m": 1.0 + }, + { + "p": 0.05721024423837662, + "m": 0.8296828269958496 + }, + { + "p": 0.07685428857803345, + "m": 0.9990758895874023 + }, + { + "p": 0.06246604397892952, + "m": 0.9611160755157471 + }, + { + "p": 0.05561865121126175, + "m": 1.0 + }, + { + "p": 0.027180511504411697, + "m": 1.0 + }, + { + "p": 0.04810561239719391, + "m": 0.953808605670929 + }, + { + "p": 0.0457199402153492, + "m": 0.9767014384269714 + }, + { + "p": 0.046372994780540466, + "m": 1.0 + }, + { + "p": 0.03474527597427368, + "m": 0.9952669739723206 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.2985098361968994, + "val_loss": 0.9338572025299072, + "acc": 65.92, + "time": 148.54652044999966, + "param": [ + { + "p": 0.031275589019060135, + "m": 1.0 + }, + { + "p": 0.07001961022615433, + "m": 1.0 + }, + { + "p": 0.08161371946334839, + "m": 1.0 + }, + { + "p": 0.03601836785674095, + "m": 0.7467236518859863 + }, + { + "p": 0.047504059970378876, + "m": 0.4197574257850647 + }, + { + "p": 0.04618428274989128, + "m": 0.9991697072982788 + }, + { + "p": 0.057651448994874954, + "m": 0.8777972459793091 + }, + { + "p": 0.053169820457696915, + "m": 1.0 + }, + { + "p": 0.10205739736557007, + "m": 1.0 + }, + { + "p": 0.0684579461812973, + "m": 0.8445329070091248 + }, + { + "p": 0.058864932507276535, + "m": 1.0 + }, + { + "p": 0.05380750820040703, + "m": 1.0 + }, + { + "p": 0.06121688336133957, + "m": 1.0 + }, + { + "p": 0.06257689744234085, + "m": 1.0 + }, + { + "p": 0.038006749004125595, + "m": 0.859040379524231 + }, + { + "p": 0.059404946863651276, + "m": 1.0 + }, + { + "p": 0.039815738797187805, + "m": 1.0 + }, + { + "p": 0.03235409036278725, + "m": 0.991480827331543 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2723608016967773, + "val_loss": 1.0290714502334595, + "acc": 66.53, + "time": 140.06958470799873, + "param": [ + { + "p": 0.06854653358459473, + "m": 1.0 + }, + { + "p": 0.04077023267745972, + "m": 1.0 + }, + { + "p": 0.0835021585226059, + "m": 1.0 + }, + { + "p": 0.06140896677970886, + "m": 0.725805401802063 + }, + { + "p": 0.04973098263144493, + "m": 0.4319525361061096 + }, + { + "p": 0.07220738381147385, + "m": 0.8365756869316101 + }, + { + "p": 0.06318355351686478, + "m": 1.0 + }, + { + "p": 0.06487342715263367, + "m": 0.9642572999000549 + }, + { + "p": 0.0452641099691391, + "m": 1.0 + }, + { + "p": 0.060534991323947906, + "m": 0.8165735006332397 + }, + { + "p": 0.03894750773906708, + "m": 1.0 + }, + { + "p": 0.056490372866392136, + "m": 0.9992677569389343 + }, + { + "p": 0.09318814426660538, + "m": 1.0 + }, + { + "p": 0.04211738705635071, + "m": 1.0 + }, + { + "p": 0.062448468059301376, + "m": 0.9104774594306946 + }, + { + "p": 0.03161851316690445, + "m": 1.0 + }, + { + "p": 0.03264591470360756, + "m": 1.0 + }, + { + "p": 0.03252135217189789, + "m": 0.9480900764465332 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2821415662765503, + "val_loss": 0.9454044103622437, + "acc": 66.73, + "time": 151.48489110000082, + "param": [ + { + "p": 0.06397243589162827, + "m": 1.0 + }, + { + "p": 0.011152051389217377, + "m": 1.0 + }, + { + "p": 0.040715113282203674, + "m": 1.0 + }, + { + "p": 0.0629141703248024, + "m": 0.8298131823539734 + }, + { + "p": 0.05940137058496475, + "m": 0.38705936074256897 + }, + { + "p": 0.048526581376791, + "m": 0.9994586110115051 + }, + { + "p": 0.04508736729621887, + "m": 0.8886436223983765 + }, + { + "p": 0.06584002822637558, + "m": 0.9692511558532715 + }, + { + "p": 0.06303729116916656, + "m": 1.0 + }, + { + "p": 0.07143943756818771, + "m": 0.739692211151123 + }, + { + "p": 0.042037483304739, + "m": 1.0 + }, + { + "p": 0.060570526868104935, + "m": 0.9933362007141113 + }, + { + "p": 0.0827123299241066, + "m": 1.0 + }, + { + "p": 0.07161059230566025, + "m": 1.0 + }, + { + "p": 0.0703515037894249, + "m": 0.9805581569671631 + }, + { + "p": 0.05814070999622345, + "m": 0.9970250129699707 + }, + { + "p": 0.024641407653689384, + "m": 0.9999828934669495 + }, + { + "p": 0.05784956365823746, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1814299821853638, + "val_loss": 1.080551266670227, + "acc": 65.31, + "time": 187.43381854300242, + "param": [ + { + "p": 0.04498223215341568, + "m": 1.0 + }, + { + "p": 0.03231915831565857, + "m": 1.0 + }, + { + "p": 0.05571551248431206, + "m": 1.0 + }, + { + "p": 0.06477537006139755, + "m": 0.9531996250152588 + }, + { + "p": 0.071293406188488, + "m": 0.3619513213634491 + }, + { + "p": 0.04726614058017731, + "m": 0.9770594239234924 + }, + { + "p": 0.07354690879583359, + "m": 0.9024768471717834 + }, + { + "p": 0.052436817437410355, + "m": 0.9546898007392883 + }, + { + "p": 0.05202867090702057, + "m": 0.9883837699890137 + }, + { + "p": 0.044211048632860184, + "m": 0.8848795890808105 + }, + { + "p": 0.0564911887049675, + "m": 0.9708268046379089 + }, + { + "p": 0.06961575895547867, + "m": 1.0 + }, + { + "p": 0.07362625002861023, + "m": 1.0 + }, + { + "p": 0.059736717492341995, + "m": 1.0 + }, + { + "p": 0.06422237306833267, + "m": 0.97786945104599 + }, + { + "p": 0.06851460039615631, + "m": 1.0 + }, + { + "p": 0.03143228217959404, + "m": 0.9164420366287231 + }, + { + "p": 0.03778548911213875, + "m": 0.9933415055274963 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2177181243896484, + "val_loss": 0.9840795993804932, + "acc": 66.0, + "time": 158.33053429800202, + "param": [ + { + "p": 0.08295615017414093, + "m": 1.0 + }, + { + "p": 0.04291978105902672, + "m": 1.0 + }, + { + "p": 0.05366763100028038, + "m": 1.0 + }, + { + "p": 0.044081732630729675, + "m": 0.9946959614753723 + }, + { + "p": 0.05281214043498039, + "m": 0.38994428515434265 + }, + { + "p": 0.03491612896323204, + "m": 0.955189049243927 + }, + { + "p": 0.06492147594690323, + "m": 0.9702562093734741 + }, + { + "p": 0.06594270467758179, + "m": 0.9487701058387756 + }, + { + "p": 0.07620283216238022, + "m": 1.0 + }, + { + "p": 0.04302297160029411, + "m": 0.8401994109153748 + }, + { + "p": 0.070450559258461, + "m": 0.9993218183517456 + }, + { + "p": 0.044466082006692886, + "m": 0.9898378849029541 + }, + { + "p": 0.06834957748651505, + "m": 1.0 + }, + { + "p": 0.030987899750471115, + "m": 1.0 + }, + { + "p": 0.06507214903831482, + "m": 1.0 + }, + { + "p": 0.0563594289124012, + "m": 0.9711052775382996 + }, + { + "p": 0.05664411187171936, + "m": 0.9369013905525208 + }, + { + "p": 0.0462266243994236, + "m": 0.9772377610206604 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1882290840148926, + "val_loss": 0.936347246170044, + "acc": 66.64, + "time": 157.20186468499742, + "param": [ + { + "p": 0.06361725181341171, + "m": 1.0 + }, + { + "p": 0.024548744782805443, + "m": 1.0 + }, + { + "p": 0.05600910633802414, + "m": 1.0 + }, + { + "p": 0.06236067786812782, + "m": 0.9951668381690979 + }, + { + "p": 0.04008051007986069, + "m": 0.2964344322681427 + }, + { + "p": 0.03112521953880787, + "m": 0.8831579685211182 + }, + { + "p": 0.07703152298927307, + "m": 0.9910019636154175 + }, + { + "p": 0.04812532663345337, + "m": 0.9877053499221802 + }, + { + "p": 0.05026363581418991, + "m": 0.96134352684021 + }, + { + "p": 0.06592981517314911, + "m": 0.9216668605804443 + }, + { + "p": 0.048055537045001984, + "m": 0.9960663318634033 + }, + { + "p": 0.07907456159591675, + "m": 0.9960853457450867 + }, + { + "p": 0.08841841667890549, + "m": 1.0 + }, + { + "p": 0.05539517477154732, + "m": 1.0 + }, + { + "p": 0.09163966029882431, + "m": 0.9864287376403809 + }, + { + "p": 0.059066034853458405, + "m": 1.0 + }, + { + "p": 0.017413917928934097, + "m": 0.8548761010169983 + }, + { + "p": 0.0418449342250824, + "m": 0.8971979022026062 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.0267070531845093, + "val_loss": 1.0700726509094238, + "acc": 64.49, + "time": 166.55218754799716, + "param": [ + { + "p": 0.054611433297395706, + "m": 1.0 + }, + { + "p": 0.027711128816008568, + "m": 1.0 + }, + { + "p": 0.05523017421364784, + "m": 1.0 + }, + { + "p": 0.05944620445370674, + "m": 0.9342405200004578 + }, + { + "p": 0.0717349573969841, + "m": 0.3394598662853241 + }, + { + "p": 0.04511433094739914, + "m": 0.9844347238540649 + }, + { + "p": 0.06246381253004074, + "m": 0.9810278415679932 + }, + { + "p": 0.04397530108690262, + "m": 0.992948591709137 + }, + { + "p": 0.061709024012088776, + "m": 1.0 + }, + { + "p": 0.08033149689435959, + "m": 0.9242786169052124 + }, + { + "p": 0.06231497973203659, + "m": 1.0 + }, + { + "p": 0.059925615787506104, + "m": 1.0 + }, + { + "p": 0.06507724523544312, + "m": 1.0 + }, + { + "p": 0.047931939363479614, + "m": 1.0 + }, + { + "p": 0.0646224319934845, + "m": 0.9999376535415649 + }, + { + "p": 0.05324936658143997, + "m": 1.0 + }, + { + "p": 0.052217837423086166, + "m": 0.8208414316177368 + }, + { + "p": 0.03233268857002258, + "m": 0.8273764848709106 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0127683877944946, + "val_loss": 0.8699924945831299, + "acc": 67.43, + "time": 183.48041968100006, + "param": [ + { + "p": 0.060459431260824203, + "m": 1.0 + }, + { + "p": 0.030047398060560226, + "m": 1.0 + }, + { + "p": 0.0492735430598259, + "m": 1.0 + }, + { + "p": 0.04948782920837402, + "m": 0.9138369560241699 + }, + { + "p": 0.0533985011279583, + "m": 0.47176772356033325 + }, + { + "p": 0.03193539008498192, + "m": 0.9544649124145508 + }, + { + "p": 0.053241144865751266, + "m": 0.9248543977737427 + }, + { + "p": 0.06905913352966309, + "m": 0.9463611245155334 + }, + { + "p": 0.049698010087013245, + "m": 0.9695916771888733 + }, + { + "p": 0.06216425821185112, + "m": 0.9643876552581787 + }, + { + "p": 0.06607472151517868, + "m": 1.0 + }, + { + "p": 0.07099460810422897, + "m": 0.9997430443763733 + }, + { + "p": 0.0768776535987854, + "m": 1.0 + }, + { + "p": 0.06657678633928299, + "m": 1.0 + }, + { + "p": 0.0601368173956871, + "m": 0.9702392816543579 + }, + { + "p": 0.05158283933997154, + "m": 0.9852749705314636 + }, + { + "p": 0.03958500549197197, + "m": 0.888799786567688 + }, + { + "p": 0.05940695479512215, + "m": 0.9286693334579468 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3107284307479858, + "val_loss": 0.9031380414962769, + "acc": 67.83, + "time": 170.50564650600427, + "param": [ + { + "p": 0.049843255430459976, + "m": 1.0 + }, + { + "p": 0.032535843551158905, + "m": 1.0 + }, + { + "p": 0.06166259944438934, + "m": 1.0 + }, + { + "p": 0.05668710544705391, + "m": 0.8416421413421631 + }, + { + "p": 0.03864911571145058, + "m": 0.43424656987190247 + }, + { + "p": 0.0499853678047657, + "m": 0.973619818687439 + }, + { + "p": 0.0724090039730072, + "m": 0.998111367225647 + }, + { + "p": 0.052268315106630325, + "m": 0.9819965958595276 + }, + { + "p": 0.060127079486846924, + "m": 0.9986634850502014 + }, + { + "p": 0.0592169389128685, + "m": 0.9764715433120728 + }, + { + "p": 0.06909725815057755, + "m": 0.9971722960472107 + }, + { + "p": 0.07417751103639603, + "m": 1.0 + }, + { + "p": 0.06073947250843048, + "m": 1.0 + }, + { + "p": 0.04563844949007034, + "m": 1.0 + }, + { + "p": 0.06793931126594543, + "m": 1.0 + }, + { + "p": 0.0699942335486412, + "m": 1.0 + }, + { + "p": 0.033726003021001816, + "m": 0.986725926399231 + }, + { + "p": 0.04530324786901474, + "m": 0.9757683277130127 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.0283927917480469, + "val_loss": 0.9138249754905701, + "acc": 66.41, + "time": 163.44503883400466, + "param": [ + { + "p": 0.07244500517845154, + "m": 1.0 + }, + { + "p": 0.03133326396346092, + "m": 1.0 + }, + { + "p": 0.056841395795345306, + "m": 1.0 + }, + { + "p": 0.07247043401002884, + "m": 0.8183204531669617 + }, + { + "p": 0.04862393066287041, + "m": 0.4892984926700592 + }, + { + "p": 0.047722481191158295, + "m": 0.9727665185928345 + }, + { + "p": 0.05280075594782829, + "m": 0.9782153367996216 + }, + { + "p": 0.060995910316705704, + "m": 0.9748800992965698 + }, + { + "p": 0.07232178002595901, + "m": 1.0 + }, + { + "p": 0.04880083352327347, + "m": 0.9822849631309509 + }, + { + "p": 0.04648976027965546, + "m": 1.0 + }, + { + "p": 0.0655815526843071, + "m": 0.9786226749420166 + }, + { + "p": 0.06137165427207947, + "m": 1.0 + }, + { + "p": 0.0501721017062664, + "m": 1.0 + }, + { + "p": 0.06192312762141228, + "m": 1.0 + }, + { + "p": 0.07583080232143402, + "m": 1.0 + }, + { + "p": 0.04086364060640335, + "m": 1.0 + }, + { + "p": 0.033411648124456406, + "m": 0.9791182279586792 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.99033123254776, + "val_loss": 0.9282661080360413, + "acc": 68.39, + "time": 184.2893184659988, + "param": [ + { + "p": 0.05146970972418785, + "m": 1.0 + }, + { + "p": 0.03120093047618866, + "m": 1.0 + }, + { + "p": 0.07072308659553528, + "m": 1.0 + }, + { + "p": 0.046015504747629166, + "m": 0.787214994430542 + }, + { + "p": 0.04772833734750748, + "m": 0.3643181025981903 + }, + { + "p": 0.031263481825590134, + "m": 0.9096834063529968 + }, + { + "p": 0.07032851129770279, + "m": 0.9995558857917786 + }, + { + "p": 0.05852239578962326, + "m": 0.9379985332489014 + }, + { + "p": 0.06989865005016327, + "m": 1.0 + }, + { + "p": 0.07444622367620468, + "m": 0.9858923554420471 + }, + { + "p": 0.08510877192020416, + "m": 0.949099063873291 + }, + { + "p": 0.056290674954652786, + "m": 0.9995267987251282 + }, + { + "p": 0.057870522141456604, + "m": 1.0 + }, + { + "p": 0.05867912992835045, + "m": 1.0 + }, + { + "p": 0.06299532949924469, + "m": 1.0 + }, + { + "p": 0.05523456260561943, + "m": 0.99952632188797 + }, + { + "p": 0.0314868725836277, + "m": 0.9524635076522827 + }, + { + "p": 0.04073720797896385, + "m": 0.9466423988342285 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.9941800236701965, + "val_loss": 0.8973391652107239, + "acc": 68.43, + "time": 157.95613096699526, + "param": [ + { + "p": 0.07591093331575394, + "m": 1.0 + }, + { + "p": 0.022236483171582222, + "m": 1.0 + }, + { + "p": 0.05549270287156105, + "m": 1.0 + }, + { + "p": 0.05465640500187874, + "m": 0.8168469667434692 + }, + { + "p": 0.05132926627993584, + "m": 0.4385339319705963 + }, + { + "p": 0.025452768430113792, + "m": 0.9156270623207092 + }, + { + "p": 0.06783638894557953, + "m": 1.0 + }, + { + "p": 0.08055555820465088, + "m": 1.0 + }, + { + "p": 0.03228974714875221, + "m": 0.9951032996177673 + }, + { + "p": 0.07204373180866241, + "m": 0.9382638931274414 + }, + { + "p": 0.0684472844004631, + "m": 1.0 + }, + { + "p": 0.051458582282066345, + "m": 1.0 + }, + { + "p": 0.081461600959301, + "m": 1.0 + }, + { + "p": 0.048665404319763184, + "m": 1.0 + }, + { + "p": 0.054139308631420135, + "m": 1.0 + }, + { + "p": 0.08563143759965897, + "m": 1.0 + }, + { + "p": 0.04392386972904205, + "m": 0.9707006216049194 + }, + { + "p": 0.028468599542975426, + "m": 0.9762651324272156 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.310276746749878, + "val_loss": 0.924980640411377, + "acc": 67.54, + "time": 179.7224332199985, + "param": [ + { + "p": 0.07191720604896545, + "m": 1.0 + }, + { + "p": 0.040442872792482376, + "m": 1.0 + }, + { + "p": 0.04313076287508011, + "m": 1.0 + }, + { + "p": 0.04160808026790619, + "m": 0.8778358697891235 + }, + { + "p": 0.04907197877764702, + "m": 0.4374687969684601 + }, + { + "p": 0.02766471356153488, + "m": 0.931985080242157 + }, + { + "p": 0.07262615859508514, + "m": 0.9614970684051514 + }, + { + "p": 0.07626540958881378, + "m": 1.0 + }, + { + "p": 0.059056174010038376, + "m": 1.0 + }, + { + "p": 0.08232436329126358, + "m": 0.9416088461875916 + }, + { + "p": 0.07563415914773941, + "m": 1.0 + }, + { + "p": 0.038693033158779144, + "m": 0.9917066693305969 + }, + { + "p": 0.0570840984582901, + "m": 1.0 + }, + { + "p": 0.07437746971845627, + "m": 1.0 + }, + { + "p": 0.041984546929597855, + "m": 0.9491324424743652 + }, + { + "p": 0.059169843792915344, + "m": 0.9994578957557678 + }, + { + "p": 0.04736803472042084, + "m": 1.0 + }, + { + "p": 0.04158112779259682, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 0.9012683033943176, + "val_loss": 0.8316308259963989, + "acc": 67.77, + "time": 137.58284082599857, + "param": [ + { + "p": 0.05998249724507332, + "m": 1.0 + }, + { + "p": 0.023659992963075638, + "m": 1.0 + }, + { + "p": 0.0748978927731514, + "m": 1.0 + }, + { + "p": 0.042681317776441574, + "m": 0.8648358583450317 + }, + { + "p": 0.09449109435081482, + "m": 0.5076847672462463 + }, + { + "p": 0.05343276262283325, + "m": 0.9681590795516968 + }, + { + "p": 0.06736951321363449, + "m": 0.9402797222137451 + }, + { + "p": 0.07345639914274216, + "m": 0.9515324234962463 + }, + { + "p": 0.06580518931150436, + "m": 1.0 + }, + { + "p": 0.04601001739501953, + "m": 0.955256998538971 + }, + { + "p": 0.0620909258723259, + "m": 1.0 + }, + { + "p": 0.03278487175703049, + "m": 0.9930886626243591 + }, + { + "p": 0.06099793314933777, + "m": 1.0 + }, + { + "p": 0.04724902659654617, + "m": 1.0 + }, + { + "p": 0.057817403227090836, + "m": 0.9612533450126648 + }, + { + "p": 0.05213598534464836, + "m": 1.0 + }, + { + "p": 0.034018807113170624, + "m": 0.9979104995727539 + }, + { + "p": 0.05111830681562424, + "m": 0.9332321882247925 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2712175846099854, + "val_loss": 1.032753586769104, + "acc": 67.33, + "time": 154.9149993300016, + "param": [ + { + "p": 0.049132488667964935, + "m": 1.0 + }, + { + "p": 0.04488987475633621, + "m": 1.0 + }, + { + "p": 0.07734620571136475, + "m": 1.0 + }, + { + "p": 0.06792723387479782, + "m": 0.9314479231834412 + }, + { + "p": 0.04111378267407417, + "m": 0.5974813103675842 + }, + { + "p": 0.059848442673683167, + "m": 0.9921835660934448 + }, + { + "p": 0.053741976618766785, + "m": 0.9409278035163879 + }, + { + "p": 0.07471103966236115, + "m": 0.9821652770042419 + }, + { + "p": 0.04465629160404205, + "m": 0.946945309638977 + }, + { + "p": 0.05797477811574936, + "m": 0.9785662293434143 + }, + { + "p": 0.056123945862054825, + "m": 0.9959796071052551 + }, + { + "p": 0.064076729118824, + "m": 0.9925647974014282 + }, + { + "p": 0.08475252240896225, + "m": 1.0 + }, + { + "p": 0.0572824589908123, + "m": 1.0 + }, + { + "p": 0.04263455048203468, + "m": 0.9996288418769836 + }, + { + "p": 0.05728912726044655, + "m": 1.0 + }, + { + "p": 0.025280525907874107, + "m": 0.946929395198822 + }, + { + "p": 0.041217975318431854, + "m": 0.9720198512077332 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2010328769683838, + "val_loss": 0.9208554625511169, + "acc": 67.75, + "time": 165.2286312360011, + "param": [ + { + "p": 0.03437322750687599, + "m": 1.0 + }, + { + "p": 0.05162540450692177, + "m": 1.0 + }, + { + "p": 0.06038593128323555, + "m": 1.0 + }, + { + "p": 0.05637842044234276, + "m": 0.9300978183746338 + }, + { + "p": 0.05786500871181488, + "m": 0.6584813594818115 + }, + { + "p": 0.031441882252693176, + "m": 0.9202080368995667 + }, + { + "p": 0.05865524336695671, + "m": 0.9155592918395996 + }, + { + "p": 0.067610003054142, + "m": 1.0 + }, + { + "p": 0.06552354991436005, + "m": 1.0 + }, + { + "p": 0.05951762571930885, + "m": 1.0 + }, + { + "p": 0.06467761099338531, + "m": 1.0 + }, + { + "p": 0.06458425521850586, + "m": 1.0 + }, + { + "p": 0.05937844142317772, + "m": 1.0 + }, + { + "p": 0.0553743802011013, + "m": 1.0 + }, + { + "p": 0.05499490723013878, + "m": 0.9970093965530396 + }, + { + "p": 0.06220262870192528, + "m": 1.0 + }, + { + "p": 0.051535896956920624, + "m": 0.819998562335968 + }, + { + "p": 0.04387557506561279, + "m": 0.9362102746963501 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.080338478088379, + "val_loss": 1.018404483795166, + "acc": 68.05, + "time": 162.44864725400112, + "param": [ + { + "p": 0.07194741815328598, + "m": 1.0 + }, + { + "p": 0.055622611194849014, + "m": 1.0 + }, + { + "p": 0.042096976190805435, + "m": 1.0 + }, + { + "p": 0.04995538666844368, + "m": 0.8902024030685425 + }, + { + "p": 0.03142354637384415, + "m": 0.5929145812988281 + }, + { + "p": 0.0569998063147068, + "m": 1.0 + }, + { + "p": 0.07486402243375778, + "m": 0.863146960735321 + }, + { + "p": 0.04183689504861832, + "m": 0.9370407462120056 + }, + { + "p": 0.06660521030426025, + "m": 1.0 + }, + { + "p": 0.05422983691096306, + "m": 0.9969654679298401 + }, + { + "p": 0.05106217786669731, + "m": 1.0 + }, + { + "p": 0.05293799191713333, + "m": 0.9993320107460022 + }, + { + "p": 0.04783838614821434, + "m": 1.0 + }, + { + "p": 0.04396573826670647, + "m": 1.0 + }, + { + "p": 0.08858638256788254, + "m": 1.0 + }, + { + "p": 0.05402681976556778, + "m": 0.999789834022522 + }, + { + "p": 0.06570567935705185, + "m": 0.9417301416397095 + }, + { + "p": 0.05029502883553505, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.065316915512085, + "val_loss": 0.9589896202087402, + "acc": 68.78, + "time": 156.53943024800537, + "param": [ + { + "p": 0.05848504230380058, + "m": 1.0 + }, + { + "p": 0.010280760005116463, + "m": 1.0 + }, + { + "p": 0.04967083781957626, + "m": 1.0 + }, + { + "p": 0.026037730276584625, + "m": 0.9224972128868103 + }, + { + "p": 0.04020881652832031, + "m": 0.6816489100456238 + }, + { + "p": 0.05709049105644226, + "m": 0.9739278554916382 + }, + { + "p": 0.07172323763370514, + "m": 0.8934944272041321 + }, + { + "p": 0.057740479707717896, + "m": 0.9970738887786865 + }, + { + "p": 0.06098037585616112, + "m": 0.9923385381698608 + }, + { + "p": 0.0594010092318058, + "m": 0.9823811054229736 + }, + { + "p": 0.09136541187763214, + "m": 1.0 + }, + { + "p": 0.06689932197332382, + "m": 1.0 + }, + { + "p": 0.05951742082834244, + "m": 1.0 + }, + { + "p": 0.060313981026411057, + "m": 1.0 + }, + { + "p": 0.07485470175743103, + "m": 1.0 + }, + { + "p": 0.07929059863090515, + "m": 1.0 + }, + { + "p": 0.04140884801745415, + "m": 0.971509575843811 + }, + { + "p": 0.034730903804302216, + "m": 0.9983648061752319 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.017430067062378, + "val_loss": 0.9658327698707581, + "acc": 68.65, + "time": 160.71797619900462, + "param": [ + { + "p": 0.07714999467134476, + "m": 1.0 + }, + { + "p": 0.05348889157176018, + "m": 1.0 + }, + { + "p": 0.055699605494737625, + "m": 1.0 + }, + { + "p": 0.07191678136587143, + "m": 0.9743596315383911 + }, + { + "p": 0.028564322739839554, + "m": 0.6253732442855835 + }, + { + "p": 0.028821591287851334, + "m": 0.9853443503379822 + }, + { + "p": 0.06437081843614578, + "m": 0.9744492769241333 + }, + { + "p": 0.05610990896821022, + "m": 0.9300551414489746 + }, + { + "p": 0.06962405890226364, + "m": 0.999640703201294 + }, + { + "p": 0.05371643975377083, + "m": 0.9994434118270874 + }, + { + "p": 0.06429173052310944, + "m": 1.0 + }, + { + "p": 0.055071793496608734, + "m": 0.9858048558235168 + }, + { + "p": 0.06562405079603195, + "m": 1.0 + }, + { + "p": 0.04465637728571892, + "m": 1.0 + }, + { + "p": 0.04871182143688202, + "m": 0.9259843826293945 + }, + { + "p": 0.07886283099651337, + "m": 1.0 + }, + { + "p": 0.057619448751211166, + "m": 0.9475961923599243 + }, + { + "p": 0.025699619203805923, + "m": 0.9292622804641724 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.1836456060409546, + "val_loss": 0.9190018773078918, + "acc": 69.29, + "time": 157.49153893600305, + "param": [ + { + "p": 0.05828328803181648, + "m": 1.0 + }, + { + "p": 0.0384097546339035, + "m": 1.0 + }, + { + "p": 0.08957847207784653, + "m": 1.0 + }, + { + "p": 0.04704669117927551, + "m": 1.0 + }, + { + "p": 0.039963942021131516, + "m": 0.6464500427246094 + }, + { + "p": 0.05078702047467232, + "m": 0.998862087726593 + }, + { + "p": 0.0644998848438263, + "m": 1.0 + }, + { + "p": 0.04270031675696373, + "m": 0.9477432370185852 + }, + { + "p": 0.05528760328888893, + "m": 1.0 + }, + { + "p": 0.05373907461762428, + "m": 0.9736543297767639 + }, + { + "p": 0.06764114648103714, + "m": 1.0 + }, + { + "p": 0.06235902011394501, + "m": 1.0 + }, + { + "p": 0.0725453644990921, + "m": 1.0 + }, + { + "p": 0.046955883502960205, + "m": 1.0 + }, + { + "p": 0.05302039533853531, + "m": 0.8335752487182617 + }, + { + "p": 0.05646694451570511, + "m": 1.0 + }, + { + "p": 0.05040311813354492, + "m": 0.8703866004943848 + }, + { + "p": 0.0503120981156826, + "m": 0.8197892904281616 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.109419345855713, + "val_loss": 0.9395477175712585, + "acc": 68.86, + "time": 162.52363662399875, + "param": [ + { + "p": 0.09716751426458359, + "m": 1.0 + }, + { + "p": 0.04788303002715111, + "m": 1.0 + }, + { + "p": 0.06030045077204704, + "m": 1.0 + }, + { + "p": 0.050028152763843536, + "m": 0.9747607707977295 + }, + { + "p": 0.05718802660703659, + "m": 0.5941599607467651 + }, + { + "p": 0.028980722650885582, + "m": 0.9155514240264893 + }, + { + "p": 0.0551312118768692, + "m": 0.9061104655265808 + }, + { + "p": 0.05517909303307533, + "m": 0.9563367962837219 + }, + { + "p": 0.07323046773672104, + "m": 0.9971154928207397 + }, + { + "p": 0.05028035491704941, + "m": 0.9966025352478027 + }, + { + "p": 0.07426699995994568, + "m": 0.9879516363143921 + }, + { + "p": 0.06101008504629135, + "m": 0.9817835092544556 + }, + { + "p": 0.07094376534223557, + "m": 1.0 + }, + { + "p": 0.04100649803876877, + "m": 1.0 + }, + { + "p": 0.043833862990140915, + "m": 0.8358483910560608 + }, + { + "p": 0.05939622223377228, + "m": 0.9994669556617737 + }, + { + "p": 0.046303220093250275, + "m": 0.8025616407394409 + }, + { + "p": 0.027870360761880875, + "m": 0.8065522909164429 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.1682460308074951, + "val_loss": 0.9142363667488098, + "acc": 68.63, + "time": 155.49972961899766, + "param": [ + { + "p": 0.07151012867689133, + "m": 1.0 + }, + { + "p": 0.031098565086722374, + "m": 1.0 + }, + { + "p": 0.07415031641721725, + "m": 1.0 + }, + { + "p": 0.0514143742620945, + "m": 0.9520819187164307 + }, + { + "p": 0.039305515587329865, + "m": 0.6025261878967285 + }, + { + "p": 0.026362920179963112, + "m": 0.8634365200996399 + }, + { + "p": 0.05504542961716652, + "m": 0.8822658658027649 + }, + { + "p": 0.03868907690048218, + "m": 0.8508477807044983 + }, + { + "p": 0.06929776817560196, + "m": 1.0 + }, + { + "p": 0.04354168102145195, + "m": 0.9781429171562195 + }, + { + "p": 0.07487644255161285, + "m": 0.9799193143844604 + }, + { + "p": 0.07284867018461227, + "m": 1.0 + }, + { + "p": 0.048403989523649216, + "m": 1.0 + }, + { + "p": 0.08749652653932571, + "m": 1.0 + }, + { + "p": 0.06523802876472473, + "m": 0.9963268041610718 + }, + { + "p": 0.07451865077018738, + "m": 1.0 + }, + { + "p": 0.03457564115524292, + "m": 0.8025155663490295 + }, + { + "p": 0.041626300662755966, + "m": 0.7481216192245483 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.8455356955528259, + "val_loss": 0.9069432616233826, + "acc": 68.66, + "time": 158.33238826999877, + "param": [ + { + "p": 0.06578171998262405, + "m": 1.0 + }, + { + "p": 0.023377826437354088, + "m": 1.0 + }, + { + "p": 0.055101972073316574, + "m": 1.0 + }, + { + "p": 0.04949846863746643, + "m": 0.9997822642326355 + }, + { + "p": 0.05188031867146492, + "m": 0.6918043494224548 + }, + { + "p": 0.06084168702363968, + "m": 0.8028676509857178 + }, + { + "p": 0.06913093477487564, + "m": 0.9724650382995605 + }, + { + "p": 0.0571538470685482, + "m": 0.8750459551811218 + }, + { + "p": 0.05840195715427399, + "m": 0.9562713503837585 + }, + { + "p": 0.06789854168891907, + "m": 0.9734592437744141 + }, + { + "p": 0.0730038732290268, + "m": 1.0 + }, + { + "p": 0.058347880840301514, + "m": 1.0 + }, + { + "p": 0.0636715516448021, + "m": 1.0 + }, + { + "p": 0.04097370058298111, + "m": 1.0 + }, + { + "p": 0.06432293355464935, + "m": 0.9459381103515625 + }, + { + "p": 0.08348284661769867, + "m": 1.0 + }, + { + "p": 0.02607819251716137, + "m": 0.7084152102470398 + }, + { + "p": 0.03105178475379944, + "m": 0.612704336643219 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.14322030544281, + "val_loss": 0.9325460195541382, + "acc": 68.93, + "time": 163.06488990700018, + "param": [ + { + "p": 0.04902356117963791, + "m": 1.0 + }, + { + "p": 0.05555250868201256, + "m": 1.0 + }, + { + "p": 0.06648625433444977, + "m": 1.0 + }, + { + "p": 0.05990995839238167, + "m": 0.9698822498321533 + }, + { + "p": 0.037316080182790756, + "m": 0.6877474188804626 + }, + { + "p": 0.05587222799658775, + "m": 0.8484877943992615 + }, + { + "p": 0.05086209997534752, + "m": 1.0 + }, + { + "p": 0.06287471950054169, + "m": 0.9469538331031799 + }, + { + "p": 0.0611848384141922, + "m": 1.0 + }, + { + "p": 0.07070564478635788, + "m": 0.9060016870498657 + }, + { + "p": 0.04759450629353523, + "m": 0.9974212050437927 + }, + { + "p": 0.056272950023412704, + "m": 0.9901144504547119 + }, + { + "p": 0.06457613408565521, + "m": 1.0 + }, + { + "p": 0.06635408848524094, + "m": 1.0 + }, + { + "p": 0.04922446608543396, + "m": 0.9833090305328369 + }, + { + "p": 0.06088919937610626, + "m": 0.9969000816345215 + }, + { + "p": 0.036693401634693146, + "m": 0.8359713554382324 + }, + { + "p": 0.048607416450977325, + "m": 0.6696481704711914 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1166014671325684, + "val_loss": 0.9850326180458069, + "acc": 68.83, + "time": 181.596119834001, + "param": [ + { + "p": 0.06460747122764587, + "m": 1.0 + }, + { + "p": 0.028739051893353462, + "m": 1.0 + }, + { + "p": 0.07738567888736725, + "m": 1.0 + }, + { + "p": 0.0894477516412735, + "m": 0.8625737428665161 + }, + { + "p": 0.027740132063627243, + "m": 0.6759375929832458 + }, + { + "p": 0.021477369591593742, + "m": 0.7701371312141418 + }, + { + "p": 0.04494353383779526, + "m": 0.995520830154419 + }, + { + "p": 0.08125124126672745, + "m": 0.9141402244567871 + }, + { + "p": 0.0517297238111496, + "m": 0.9702115654945374 + }, + { + "p": 0.045949649065732956, + "m": 1.0 + }, + { + "p": 0.06589027494192123, + "m": 0.9432815909385681 + }, + { + "p": 0.03923473134636879, + "m": 0.9677383303642273 + }, + { + "p": 0.06243038550019264, + "m": 1.0 + }, + { + "p": 0.0658477172255516, + "m": 1.0 + }, + { + "p": 0.07116414606571198, + "m": 1.0 + }, + { + "p": 0.06440357118844986, + "m": 0.9771633148193359 + }, + { + "p": 0.04729898273944855, + "m": 0.9303277730941772 + }, + { + "p": 0.0504586286842823, + "m": 0.6917505264282227 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.032748818397522, + "val_loss": 0.8328824043273926, + "acc": 69.58, + "time": 143.8672596050019, + "param": [ + { + "p": 0.05400296300649643, + "m": 1.0 + }, + { + "p": 0.05506715923547745, + "m": 1.0 + }, + { + "p": 0.05099664255976677, + "m": 1.0 + }, + { + "p": 0.05268425494432449, + "m": 0.827401876449585 + }, + { + "p": 0.04553159326314926, + "m": 0.6030489802360535 + }, + { + "p": 0.05718864127993584, + "m": 0.7062522172927856 + }, + { + "p": 0.04714825376868248, + "m": 0.9453684687614441 + }, + { + "p": 0.05256493389606476, + "m": 0.8737848997116089 + }, + { + "p": 0.06772474944591522, + "m": 0.9981626868247986 + }, + { + "p": 0.06817758083343506, + "m": 0.9875254034996033 + }, + { + "p": 0.047482650727033615, + "m": 1.0 + }, + { + "p": 0.06092098727822304, + "m": 1.0 + }, + { + "p": 0.05208192393183708, + "m": 1.0 + }, + { + "p": 0.0612068735063076, + "m": 1.0 + }, + { + "p": 0.07801368087530136, + "m": 0.968908965587616 + }, + { + "p": 0.07070506364107132, + "m": 1.0 + }, + { + "p": 0.02482122927904129, + "m": 0.8614994287490845 + }, + { + "p": 0.05368078872561455, + "m": 0.7354763746261597 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9781666994094849, + "val_loss": 0.7951416373252869, + "acc": 69.49, + "time": 153.22994412499975, + "param": [ + { + "p": 0.08168011903762817, + "m": 1.0 + }, + { + "p": 0.01842588372528553, + "m": 1.0 + }, + { + "p": 0.048297010362148285, + "m": 1.0 + }, + { + "p": 0.06374222785234451, + "m": 0.7839810848236084 + }, + { + "p": 0.04752574488520622, + "m": 0.8157152533531189 + }, + { + "p": 0.052445754408836365, + "m": 0.5627915263175964 + }, + { + "p": 0.04092412441968918, + "m": 0.8485972881317139 + }, + { + "p": 0.03009108640253544, + "m": 0.83534175157547 + }, + { + "p": 0.06220180541276932, + "m": 0.9512504935264587 + }, + { + "p": 0.025406179949641228, + "m": 0.9552401900291443 + }, + { + "p": 0.05679485201835632, + "m": 1.0 + }, + { + "p": 0.07623011618852615, + "m": 1.0 + }, + { + "p": 0.05932912975549698, + "m": 1.0 + }, + { + "p": 0.08537522703409195, + "m": 1.0 + }, + { + "p": 0.06962580233812332, + "m": 1.0 + }, + { + "p": 0.08274820446968079, + "m": 0.9987977147102356 + }, + { + "p": 0.0568549819290638, + "m": 0.9638798236846924 + }, + { + "p": 0.042301665991544724, + "m": 0.8643669486045837 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9896172881126404, + "val_loss": 0.8745184540748596, + "acc": 69.73, + "time": 157.1135568039972, + "param": [ + { + "p": 0.06235410273075104, + "m": 1.0 + }, + { + "p": 0.06502769887447357, + "m": 1.0 + }, + { + "p": 0.06319400668144226, + "m": 1.0 + }, + { + "p": 0.03467871993780136, + "m": 0.7776668667793274 + }, + { + "p": 0.045928698033094406, + "m": 0.8213391900062561 + }, + { + "p": 0.031050097197294235, + "m": 0.38816383481025696 + }, + { + "p": 0.07132460176944733, + "m": 0.7706833481788635 + }, + { + "p": 0.05713629350066185, + "m": 0.8275018334388733 + }, + { + "p": 0.05325732007622719, + "m": 1.0 + }, + { + "p": 0.06138506159186363, + "m": 1.0 + }, + { + "p": 0.05677288770675659, + "m": 0.9991891384124756 + }, + { + "p": 0.06784874945878983, + "m": 1.0 + }, + { + "p": 0.0679001435637474, + "m": 1.0 + }, + { + "p": 0.04868509620428085, + "m": 1.0 + }, + { + "p": 0.05155958607792854, + "m": 0.9780921936035156 + }, + { + "p": 0.06594474613666534, + "m": 1.0 + }, + { + "p": 0.04775729775428772, + "m": 0.9484384059906006 + }, + { + "p": 0.04819492623209953, + "m": 0.9223426580429077 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.1000834703445435, + "val_loss": 0.7878627777099609, + "acc": 69.53, + "time": 147.16423708299408, + "param": [ + { + "p": 0.04437438026070595, + "m": 1.0 + }, + { + "p": 0.050573330372571945, + "m": 1.0 + }, + { + "p": 0.055465616285800934, + "m": 1.0 + }, + { + "p": 0.051184020936489105, + "m": 0.7552737593650818 + }, + { + "p": 0.05444081500172615, + "m": 0.780738115310669 + }, + { + "p": 0.054944030940532684, + "m": 0.4903217852115631 + }, + { + "p": 0.03701256215572357, + "m": 0.6490468382835388 + }, + { + "p": 0.06185116991400719, + "m": 0.93265300989151 + }, + { + "p": 0.056414149701595306, + "m": 0.9779210090637207 + }, + { + "p": 0.07178591936826706, + "m": 1.0 + }, + { + "p": 0.06643591076135635, + "m": 0.9998054504394531 + }, + { + "p": 0.059802986681461334, + "m": 1.0 + }, + { + "p": 0.05182144045829773, + "m": 1.0 + }, + { + "p": 0.04848957806825638, + "m": 1.0 + }, + { + "p": 0.0554259717464447, + "m": 0.9617558121681213 + }, + { + "p": 0.05979538708925247, + "m": 1.0 + }, + { + "p": 0.06470625102519989, + "m": 0.8632612824440002 + }, + { + "p": 0.055476486682891846, + "m": 0.7893009185791016 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.0208548307418823, + "val_loss": 0.9107667207717896, + "acc": 70.04, + "time": 140.05961659099557, + "param": [ + { + "p": 0.047881435602903366, + "m": 1.0 + }, + { + "p": 0.04321558400988579, + "m": 1.0 + }, + { + "p": 0.05678651109337807, + "m": 1.0 + }, + { + "p": 0.05358307808637619, + "m": 0.7758020758628845 + }, + { + "p": 0.054760511964559555, + "m": 0.7422307729721069 + }, + { + "p": 0.07156556099653244, + "m": 0.6242538094520569 + }, + { + "p": 0.08436530083417892, + "m": 0.7022135853767395 + }, + { + "p": 0.026934510096907616, + "m": 0.9801726341247559 + }, + { + "p": 0.0562211275100708, + "m": 0.9913842082023621 + }, + { + "p": 0.05225386470556259, + "m": 0.993858814239502 + }, + { + "p": 0.07262619584798813, + "m": 0.9506039023399353 + }, + { + "p": 0.06002241373062134, + "m": 1.0 + }, + { + "p": 0.07089555263519287, + "m": 1.0 + }, + { + "p": 0.05112611874938011, + "m": 1.0 + }, + { + "p": 0.04599764943122864, + "m": 0.9537823796272278 + }, + { + "p": 0.0550835058093071, + "m": 1.0 + }, + { + "p": 0.03807077556848526, + "m": 0.8242397904396057 + }, + { + "p": 0.058610185980796814, + "m": 0.7703914046287537 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0051450729370117, + "val_loss": 0.9132558703422546, + "acc": 69.92, + "time": 146.64669906200288, + "param": [ + { + "p": 0.04835617542266846, + "m": 1.0 + }, + { + "p": 0.033122580498456955, + "m": 1.0 + }, + { + "p": 0.052371155470609665, + "m": 1.0 + }, + { + "p": 0.03794165328145027, + "m": 0.6662055253982544 + }, + { + "p": 0.06427957862615585, + "m": 0.606898844242096 + }, + { + "p": 0.048811960965394974, + "m": 0.7517676949501038 + }, + { + "p": 0.06870194524526596, + "m": 0.8068033456802368 + }, + { + "p": 0.06046809256076813, + "m": 0.9182347655296326 + }, + { + "p": 0.06352220475673676, + "m": 1.0 + }, + { + "p": 0.050793297588825226, + "m": 0.9645566940307617 + }, + { + "p": 0.0619613379240036, + "m": 1.0 + }, + { + "p": 0.075993612408638, + "m": 0.9997370839118958 + }, + { + "p": 0.05034545809030533, + "m": 1.0 + }, + { + "p": 0.07095769047737122, + "m": 1.0 + }, + { + "p": 0.06483513116836548, + "m": 1.0 + }, + { + "p": 0.08052872121334076, + "m": 1.0 + }, + { + "p": 0.06700941175222397, + "m": 0.8527774214744568 + }, + { + "p": 0.0, + "m": 0.8979057669639587 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.9114601016044617, + "val_loss": 0.8912072777748108, + "acc": 69.61, + "time": 160.80725384900143, + "param": [ + { + "p": 0.07472379505634308, + "m": 1.0 + }, + { + "p": 0.03266686946153641, + "m": 1.0 + }, + { + "p": 0.05403237044811249, + "m": 1.0 + }, + { + "p": 0.03627922758460045, + "m": 0.7590137720108032 + }, + { + "p": 0.03217452019453049, + "m": 0.5433099865913391 + }, + { + "p": 0.04165273532271385, + "m": 0.870734691619873 + }, + { + "p": 0.06933999806642532, + "m": 0.8845574855804443 + }, + { + "p": 0.0669655054807663, + "m": 0.8563116788864136 + }, + { + "p": 0.05098213255405426, + "m": 1.0 + }, + { + "p": 0.06029423326253891, + "m": 0.9951974749565125 + }, + { + "p": 0.06380730867385864, + "m": 1.0 + }, + { + "p": 0.04680899158120155, + "m": 0.9945935606956482 + }, + { + "p": 0.05857622250914574, + "m": 1.0 + }, + { + "p": 0.041015252470970154, + "m": 1.0 + }, + { + "p": 0.07064557075500488, + "m": 0.976576030254364 + }, + { + "p": 0.07654747366905212, + "m": 0.9987013936042786 + }, + { + "p": 0.05972594395279884, + "m": 0.9431979060173035 + }, + { + "p": 0.0637618899345398, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0238003730773926, + "val_loss": 0.9554041028022766, + "acc": 70.28, + "time": 160.34312747699732, + "param": [ + { + "p": 0.05829571187496185, + "m": 1.0 + }, + { + "p": 0.0435168631374836, + "m": 1.0 + }, + { + "p": 0.07383786141872406, + "m": 1.0 + }, + { + "p": 0.043367650359869, + "m": 0.8285422325134277 + }, + { + "p": 0.03806808963418007, + "m": 0.6678571701049805 + }, + { + "p": 0.05669410899281502, + "m": 0.8826720118522644 + }, + { + "p": 0.05296199768781662, + "m": 0.8702419400215149 + }, + { + "p": 0.06376586109399796, + "m": 0.8868658542633057 + }, + { + "p": 0.06828844547271729, + "m": 0.9898425340652466 + }, + { + "p": 0.0627487525343895, + "m": 0.9917212128639221 + }, + { + "p": 0.055889248847961426, + "m": 1.0 + }, + { + "p": 0.039996080100536346, + "m": 1.0 + }, + { + "p": 0.08182168006896973, + "m": 1.0 + }, + { + "p": 0.041174210608005524, + "m": 1.0 + }, + { + "p": 0.06520692259073257, + "m": 0.9496035575866699 + }, + { + "p": 0.0499504916369915, + "m": 0.9741908311843872 + }, + { + "p": 0.0603017695248127, + "m": 0.944365918636322 + }, + { + "p": 0.04411432892084122, + "m": 0.9425976276397705 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3097649812698364, + "val_loss": 0.8100299835205078, + "acc": 70.32, + "time": 179.2958818670013, + "param": [ + { + "p": 0.055466923862695694, + "m": 1.0 + }, + { + "p": 0.04628815874457359, + "m": 1.0 + }, + { + "p": 0.042586542665958405, + "m": 1.0 + }, + { + "p": 0.0616447813808918, + "m": 0.8853008151054382 + }, + { + "p": 0.053910329937934875, + "m": 0.5962757468223572 + }, + { + "p": 0.06726951897144318, + "m": 0.9196892380714417 + }, + { + "p": 0.05051709711551666, + "m": 0.8942380547523499 + }, + { + "p": 0.048594314604997635, + "m": 0.882457971572876 + }, + { + "p": 0.07229327410459518, + "m": 1.0 + }, + { + "p": 0.04828811064362526, + "m": 1.0 + }, + { + "p": 0.06141459941864014, + "m": 0.9993939995765686 + }, + { + "p": 0.06531120091676712, + "m": 1.0 + }, + { + "p": 0.05991002544760704, + "m": 1.0 + }, + { + "p": 0.0743275061249733, + "m": 1.0 + }, + { + "p": 0.05567878857254982, + "m": 0.9999879598617554 + }, + { + "p": 0.055384311825037, + "m": 1.0 + }, + { + "p": 0.04198804870247841, + "m": 0.8501459360122681 + }, + { + "p": 0.03912660479545593, + "m": 0.9515538215637207 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9072524905204773, + "val_loss": 0.8570348620414734, + "acc": 70.45, + "time": 166.840749089999, + "param": [ + { + "p": 0.059014659374952316, + "m": 1.0 + }, + { + "p": 0.034976668655872345, + "m": 1.0 + }, + { + "p": 0.055536042898893356, + "m": 1.0 + }, + { + "p": 0.04945424199104309, + "m": 0.8774740695953369 + }, + { + "p": 0.050191763788461685, + "m": 0.6023330688476562 + }, + { + "p": 0.08323276042938232, + "m": 0.8887345790863037 + }, + { + "p": 0.05857156962156296, + "m": 0.9221625924110413 + }, + { + "p": 0.059168439358472824, + "m": 0.9785879254341125 + }, + { + "p": 0.06449826806783676, + "m": 0.9984045624732971 + }, + { + "p": 0.06512606143951416, + "m": 0.9060985445976257 + }, + { + "p": 0.04652443155646324, + "m": 0.9156298637390137 + }, + { + "p": 0.052113987505435944, + "m": 1.0 + }, + { + "p": 0.050296489149332047, + "m": 1.0 + }, + { + "p": 0.04936966300010681, + "m": 1.0 + }, + { + "p": 0.045794859528541565, + "m": 0.9975552558898926 + }, + { + "p": 0.07798441499471664, + "m": 1.0 + }, + { + "p": 0.04094157740473747, + "m": 0.85540372133255 + }, + { + "p": 0.057204026728868484, + "m": 0.8674518465995789 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.8859043121337891, + "val_loss": 0.6907018423080444, + "acc": 70.89, + "time": 162.88074248500197, + "param": [ + { + "p": 0.06375666707754135, + "m": 1.0 + }, + { + "p": 0.049002379179000854, + "m": 1.0 + }, + { + "p": 0.06989824771881104, + "m": 1.0 + }, + { + "p": 0.07165318727493286, + "m": 0.9636703729629517 + }, + { + "p": 0.05137383192777634, + "m": 0.5168224573135376 + }, + { + "p": 0.04707997292280197, + "m": 0.9847518801689148 + }, + { + "p": 0.04937578737735748, + "m": 0.9067301750183105 + }, + { + "p": 0.06496422737836838, + "m": 0.9283251166343689 + }, + { + "p": 0.058553557842969894, + "m": 0.9994862079620361 + }, + { + "p": 0.06498350203037262, + "m": 0.9663751721382141 + }, + { + "p": 0.059349317103624344, + "m": 0.9322556257247925 + }, + { + "p": 0.05799699202179909, + "m": 0.999514639377594 + }, + { + "p": 0.06720598042011261, + "m": 1.0 + }, + { + "p": 0.059408076107501984, + "m": 1.0 + }, + { + "p": 0.042262956500053406, + "m": 0.9943649172782898 + }, + { + "p": 0.05213731899857521, + "m": 0.996880829334259 + }, + { + "p": 0.044779155403375626, + "m": 0.904871940612793 + }, + { + "p": 0.02621876262128353, + "m": 0.7253924608230591 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.0362142324447632, + "val_loss": 0.8730860352516174, + "acc": 71.17, + "time": 152.68448219599668, + "param": [ + { + "p": 0.06882175803184509, + "m": 1.0 + }, + { + "p": 0.023929214105010033, + "m": 1.0 + }, + { + "p": 0.05876757577061653, + "m": 1.0 + }, + { + "p": 0.03473029285669327, + "m": 0.871647298336029 + }, + { + "p": 0.060587670654058456, + "m": 0.6588349938392639 + }, + { + "p": 0.07523133605718613, + "m": 0.965179979801178 + }, + { + "p": 0.04239123687148094, + "m": 0.9910544753074646 + }, + { + "p": 0.0726393535733223, + "m": 1.0 + }, + { + "p": 0.06987137347459793, + "m": 1.0 + }, + { + "p": 0.05333523824810982, + "m": 0.9045007228851318 + }, + { + "p": 0.05236317217350006, + "m": 1.0 + }, + { + "p": 0.06689132750034332, + "m": 1.0 + }, + { + "p": 0.07708674669265747, + "m": 1.0 + }, + { + "p": 0.04953911900520325, + "m": 1.0 + }, + { + "p": 0.04900703951716423, + "m": 0.9042664170265198 + }, + { + "p": 0.06240931525826454, + "m": 1.0 + }, + { + "p": 0.03368791937828064, + "m": 0.8431776165962219 + }, + { + "p": 0.04871039465069771, + "m": 0.7911573648452759 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.811451256275177, + "val_loss": 0.802448570728302, + "acc": 70.31, + "time": 153.47951962799561, + "param": [ + { + "p": 0.05908835679292679, + "m": 1.0 + }, + { + "p": 0.045210111886262894, + "m": 1.0 + }, + { + "p": 0.05210040509700775, + "m": 1.0 + }, + { + "p": 0.06385482102632523, + "m": 0.8067508339881897 + }, + { + "p": 0.05145452916622162, + "m": 0.4749870300292969 + }, + { + "p": 0.061757951974868774, + "m": 0.8971143364906311 + }, + { + "p": 0.05769612267613411, + "m": 0.9584087133407593 + }, + { + "p": 0.07246391475200653, + "m": 0.9552325010299683 + }, + { + "p": 0.05625705420970917, + "m": 0.9961212277412415 + }, + { + "p": 0.05723104253411293, + "m": 0.9259480834007263 + }, + { + "p": 0.050235215574502945, + "m": 0.9471242427825928 + }, + { + "p": 0.05304630100727081, + "m": 1.0 + }, + { + "p": 0.051791317760944366, + "m": 1.0 + }, + { + "p": 0.04760328680276871, + "m": 1.0 + }, + { + "p": 0.054264288395643234, + "m": 0.8863546252250671 + }, + { + "p": 0.06325743347406387, + "m": 1.0 + }, + { + "p": 0.06168994680047035, + "m": 0.8221774697303772 + }, + { + "p": 0.040997911244630814, + "m": 0.7327929735183716 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.9291139245033264, + "val_loss": 0.9375840425491333, + "acc": 70.79, + "time": 158.2151055380018, + "param": [ + { + "p": 0.05021076276898384, + "m": 1.0 + }, + { + "p": 0.05000324174761772, + "m": 1.0 + }, + { + "p": 0.056418292224407196, + "m": 1.0 + }, + { + "p": 0.06338144838809967, + "m": 0.6709133982658386 + }, + { + "p": 0.02594185434281826, + "m": 0.5660822987556458 + }, + { + "p": 0.06250575929880142, + "m": 0.8789487481117249 + }, + { + "p": 0.06427909433841705, + "m": 0.9960848689079285 + }, + { + "p": 0.05836647376418114, + "m": 0.9419122338294983 + }, + { + "p": 0.0677272230386734, + "m": 1.0 + }, + { + "p": 0.05761508643627167, + "m": 0.9948317408561707 + }, + { + "p": 0.07360170781612396, + "m": 1.0 + }, + { + "p": 0.06333504617214203, + "m": 0.9927650690078735 + }, + { + "p": 0.08264108002185822, + "m": 1.0 + }, + { + "p": 0.035087358206510544, + "m": 1.0 + }, + { + "p": 0.06828270852565765, + "m": 1.0 + }, + { + "p": 0.04710148647427559, + "m": 1.0 + }, + { + "p": 0.038135264068841934, + "m": 0.8011961579322815 + }, + { + "p": 0.03536603972315788, + "m": 0.715048611164093 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.7685484886169434, + "val_loss": 0.8989608287811279, + "acc": 70.69, + "time": 185.64507189800497, + "param": [ + { + "p": 0.08350345492362976, + "m": 1.0 + }, + { + "p": 0.04664353281259537, + "m": 1.0 + }, + { + "p": 0.07052178680896759, + "m": 1.0 + }, + { + "p": 0.058897342532873154, + "m": 0.7373352646827698 + }, + { + "p": 0.04053446277976036, + "m": 0.5061455368995667 + }, + { + "p": 0.05742073804140091, + "m": 0.9701519012451172 + }, + { + "p": 0.058699801564216614, + "m": 0.9397115707397461 + }, + { + "p": 0.05854516476392746, + "m": 0.941943883895874 + }, + { + "p": 0.04684799164533615, + "m": 0.950160562992096 + }, + { + "p": 0.053224798291921616, + "m": 0.9997024536132812 + }, + { + "p": 0.029793033376336098, + "m": 1.0 + }, + { + "p": 0.06265178322792053, + "m": 1.0 + }, + { + "p": 0.06700755655765533, + "m": 1.0 + }, + { + "p": 0.07267330586910248, + "m": 1.0 + }, + { + "p": 0.05938354879617691, + "m": 1.0 + }, + { + "p": 0.054042454808950424, + "m": 1.0 + }, + { + "p": 0.035494182258844376, + "m": 0.7254321575164795 + }, + { + "p": 0.04411511868238449, + "m": 0.726960301399231 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.7292810082435608, + "val_loss": 0.8654884099960327, + "acc": 70.28, + "time": 161.39451913099765, + "param": [ + { + "p": 0.05496715009212494, + "m": 1.0 + }, + { + "p": 0.04570382833480835, + "m": 1.0 + }, + { + "p": 0.04966883361339569, + "m": 1.0 + }, + { + "p": 0.041271284222602844, + "m": 0.8715780973434448 + }, + { + "p": 0.05533064901828766, + "m": 0.5057181715965271 + }, + { + "p": 0.0590289868414402, + "m": 0.9762553572654724 + }, + { + "p": 0.04294110834598541, + "m": 0.9902728796005249 + }, + { + "p": 0.056253112852573395, + "m": 0.9123464226722717 + }, + { + "p": 0.05694970116019249, + "m": 1.0 + }, + { + "p": 0.07202160358428955, + "m": 0.9789308309555054 + }, + { + "p": 0.05979975312948227, + "m": 0.9853495359420776 + }, + { + "p": 0.03940949961543083, + "m": 1.0 + }, + { + "p": 0.08397535979747772, + "m": 1.0 + }, + { + "p": 0.05635388568043709, + "m": 1.0 + }, + { + "p": 0.07343032211065292, + "m": 0.9984970688819885 + }, + { + "p": 0.056220635771751404, + "m": 1.0 + }, + { + "p": 0.057261306792497635, + "m": 0.7737290859222412 + }, + { + "p": 0.03941281884908676, + "m": 0.6284776329994202 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8807421922683716, + "val_loss": 0.866610586643219, + "acc": 70.58, + "time": 151.97278430900042, + "param": [ + { + "p": 0.05842459946870804, + "m": 1.0 + }, + { + "p": 0.0698288306593895, + "m": 1.0 + }, + { + "p": 0.0502924807369709, + "m": 1.0 + }, + { + "p": 0.05275093391537666, + "m": 0.8788157105445862 + }, + { + "p": 0.04746679961681366, + "m": 0.634951651096344 + }, + { + "p": 0.04699448123574257, + "m": 0.9985520243644714 + }, + { + "p": 0.06432189792394638, + "m": 0.936486005783081 + }, + { + "p": 0.050408102571964264, + "m": 0.8461546897888184 + }, + { + "p": 0.0724439024925232, + "m": 1.0 + }, + { + "p": 0.05663673207163811, + "m": 0.8824354410171509 + }, + { + "p": 0.06095528602600098, + "m": 0.9995232820510864 + }, + { + "p": 0.03919827193021774, + "m": 1.0 + }, + { + "p": 0.05645029991865158, + "m": 1.0 + }, + { + "p": 0.06141467019915581, + "m": 1.0 + }, + { + "p": 0.05770712345838547, + "m": 1.0 + }, + { + "p": 0.05228540301322937, + "m": 1.0 + }, + { + "p": 0.04377048462629318, + "m": 0.7496899366378784 + }, + { + "p": 0.05864971503615379, + "m": 0.6252551078796387 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.940682053565979, + "val_loss": 0.821896493434906, + "acc": 71.06, + "time": 152.24257430899888, + "param": [ + { + "p": 0.053286775946617126, + "m": 1.0 + }, + { + "p": 0.03225913271307945, + "m": 1.0 + }, + { + "p": 0.0568973533809185, + "m": 1.0 + }, + { + "p": 0.07506877183914185, + "m": 0.9193181991577148 + }, + { + "p": 0.04408659785985947, + "m": 0.5971035361289978 + }, + { + "p": 0.06532958149909973, + "m": 0.8489948511123657 + }, + { + "p": 0.07798153162002563, + "m": 0.9809533357620239 + }, + { + "p": 0.057343706488609314, + "m": 0.8372004628181458 + }, + { + "p": 0.044977061450481415, + "m": 1.0 + }, + { + "p": 0.018242985010147095, + "m": 0.9181833267211914 + }, + { + "p": 0.07758738845586777, + "m": 1.0 + }, + { + "p": 0.093866728246212, + "m": 1.0 + }, + { + "p": 0.04397851973772049, + "m": 1.0 + }, + { + "p": 0.07240845263004303, + "m": 1.0 + }, + { + "p": 0.048295266926288605, + "m": 0.9652761816978455 + }, + { + "p": 0.06375947594642639, + "m": 1.0 + }, + { + "p": 0.04404237121343613, + "m": 0.7615490555763245 + }, + { + "p": 0.030588315799832344, + "m": 0.7564948201179504 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.8137409687042236, + "val_loss": 0.9703431725502014, + "acc": 70.57, + "time": 161.06988340899989, + "param": [ + { + "p": 0.05329902842640877, + "m": 1.0 + }, + { + "p": 0.03932071477174759, + "m": 1.0 + }, + { + "p": 0.05974860489368439, + "m": 1.0 + }, + { + "p": 0.05887427181005478, + "m": 0.917708158493042 + }, + { + "p": 0.05577665939927101, + "m": 0.6330462098121643 + }, + { + "p": 0.05152811110019684, + "m": 0.9349066615104675 + }, + { + "p": 0.06003143638372421, + "m": 0.930338442325592 + }, + { + "p": 0.05752154812216759, + "m": 0.9074044227600098 + }, + { + "p": 0.06747076660394669, + "m": 1.0 + }, + { + "p": 0.03343896195292473, + "m": 0.9596924185752869 + }, + { + "p": 0.0779934898018837, + "m": 1.0 + }, + { + "p": 0.04886610805988312, + "m": 1.0 + }, + { + "p": 0.049334511160850525, + "m": 1.0 + }, + { + "p": 0.047729432582855225, + "m": 1.0 + }, + { + "p": 0.08035808801651001, + "m": 0.8078609704971313 + }, + { + "p": 0.051412515342235565, + "m": 1.0 + }, + { + "p": 0.05126706883311272, + "m": 0.8259035348892212 + }, + { + "p": 0.05602872371673584, + "m": 0.6555582880973816 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.8070256114006042, + "val_loss": 0.8138613700866699, + "acc": 70.69, + "time": 153.81195285400463, + "param": [ + { + "p": 0.05182132497429848, + "m": 1.0 + }, + { + "p": 0.03788286820054054, + "m": 1.0 + }, + { + "p": 0.06560258567333221, + "m": 1.0 + }, + { + "p": 0.05770685151219368, + "m": 0.8567324280738831 + }, + { + "p": 0.0514167882502079, + "m": 0.6776801943778992 + }, + { + "p": 0.04186828061938286, + "m": 0.9648131728172302 + }, + { + "p": 0.03021225519478321, + "m": 0.9492974877357483 + }, + { + "p": 0.03875432163476944, + "m": 0.9930909872055054 + }, + { + "p": 0.06413862854242325, + "m": 0.966465413570404 + }, + { + "p": 0.07610157877206802, + "m": 0.9537321329116821 + }, + { + "p": 0.05043783783912659, + "m": 0.9882776737213135 + }, + { + "p": 0.08998169749975204, + "m": 0.9980239868164062 + }, + { + "p": 0.04806968569755554, + "m": 1.0 + }, + { + "p": 0.05243147164583206, + "m": 1.0 + }, + { + "p": 0.06601548939943314, + "m": 0.8756929039955139 + }, + { + "p": 0.05664023011922836, + "m": 1.0 + }, + { + "p": 0.052188996225595474, + "m": 0.7183435559272766 + }, + { + "p": 0.06872909516096115, + "m": 0.5679849982261658 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.8772317171096802, + "val_loss": 0.914115846157074, + "acc": 71.36, + "time": 162.96623148300569, + "param": [ + { + "p": 0.08618737012147903, + "m": 1.0 + }, + { + "p": 0.05297383666038513, + "m": 1.0 + }, + { + "p": 0.07262470573186874, + "m": 1.0 + }, + { + "p": 0.046388305723667145, + "m": 0.8030141592025757 + }, + { + "p": 0.045783881098032, + "m": 0.6668749451637268 + }, + { + "p": 0.07230320572853088, + "m": 0.9992043972015381 + }, + { + "p": 0.061747875064611435, + "m": 1.0 + }, + { + "p": 0.062127698212862015, + "m": 0.9804823398590088 + }, + { + "p": 0.055684588849544525, + "m": 0.9424147605895996 + }, + { + "p": 0.03358662128448486, + "m": 0.9667695760726929 + }, + { + "p": 0.056792616844177246, + "m": 0.9376455545425415 + }, + { + "p": 0.059398017823696136, + "m": 1.0 + }, + { + "p": 0.05762955918908119, + "m": 1.0 + }, + { + "p": 0.0330771803855896, + "m": 1.0 + }, + { + "p": 0.03290868550539017, + "m": 0.9710052013397217 + }, + { + "p": 0.07562979310750961, + "m": 1.0 + }, + { + "p": 0.05859246104955673, + "m": 0.6002136468887329 + }, + { + "p": 0.03656356409192085, + "m": 0.5873361825942993 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9057197570800781, + "val_loss": 0.7207167744636536, + "acc": 71.35, + "time": 197.31879534200561, + "param": [ + { + "p": 0.053399477154016495, + "m": 1.0 + }, + { + "p": 0.034645628184080124, + "m": 1.0 + }, + { + "p": 0.08326622098684311, + "m": 1.0 + }, + { + "p": 0.04747582972049713, + "m": 0.856354832649231 + }, + { + "p": 0.03085676021873951, + "m": 0.7718567848205566 + }, + { + "p": 0.0625225380063057, + "m": 0.9193220138549805 + }, + { + "p": 0.07239348441362381, + "m": 1.0 + }, + { + "p": 0.046722862869501114, + "m": 0.9970978498458862 + }, + { + "p": 0.08480283617973328, + "m": 0.997782826423645 + }, + { + "p": 0.042091209441423416, + "m": 0.9927420616149902 + }, + { + "p": 0.06516104936599731, + "m": 1.0 + }, + { + "p": 0.060991521924734116, + "m": 1.0 + }, + { + "p": 0.05322810262441635, + "m": 1.0 + }, + { + "p": 0.058592550456523895, + "m": 1.0 + }, + { + "p": 0.03724755719304085, + "m": 0.8770366311073303 + }, + { + "p": 0.06472568213939667, + "m": 1.0 + }, + { + "p": 0.049342431128025055, + "m": 0.7493736147880554 + }, + { + "p": 0.052534278482198715, + "m": 0.5727563500404358 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9842761158943176, + "val_loss": 0.7795748710632324, + "acc": 70.57, + "time": 178.86824603599962, + "param": [ + { + "p": 0.07656294852495193, + "m": 1.0 + }, + { + "p": 0.03423294797539711, + "m": 1.0 + }, + { + "p": 0.055426809936761856, + "m": 1.0 + }, + { + "p": 0.07888796925544739, + "m": 0.9610702991485596 + }, + { + "p": 0.05205859616398811, + "m": 0.8123798966407776 + }, + { + "p": 0.04967492073774338, + "m": 0.9383820295333862 + }, + { + "p": 0.06075635552406311, + "m": 1.0 + }, + { + "p": 0.04064851999282837, + "m": 0.9750120043754578 + }, + { + "p": 0.04488852247595787, + "m": 0.9911543130874634 + }, + { + "p": 0.07009932398796082, + "m": 0.9598627686500549 + }, + { + "p": 0.08600665628910065, + "m": 0.9999748468399048 + }, + { + "p": 0.0730729028582573, + "m": 1.0 + }, + { + "p": 0.03503258898854256, + "m": 1.0 + }, + { + "p": 0.04509997367858887, + "m": 1.0 + }, + { + "p": 0.05394115671515465, + "m": 0.9488264322280884 + }, + { + "p": 0.06769842654466629, + "m": 1.0 + }, + { + "p": 0.016184821724891663, + "m": 0.6184921264648438 + }, + { + "p": 0.059726595878601074, + "m": 0.6588380932807922 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.088165283203125, + "val_loss": 0.7616229057312012, + "acc": 70.32, + "time": 190.91088956000021, + "param": [ + { + "p": 0.05694394186139107, + "m": 1.0 + }, + { + "p": 0.060137033462524414, + "m": 1.0 + }, + { + "p": 0.06726439297199249, + "m": 1.0 + }, + { + "p": 0.042839862406253815, + "m": 0.9716219902038574 + }, + { + "p": 0.03951292112469673, + "m": 0.7795974016189575 + }, + { + "p": 0.07133457064628601, + "m": 0.780592143535614 + }, + { + "p": 0.035302016884088516, + "m": 0.9866465926170349 + }, + { + "p": 0.0560850165784359, + "m": 0.8922746181488037 + }, + { + "p": 0.07286606729030609, + "m": 0.9966087341308594 + }, + { + "p": 0.054818157106637955, + "m": 1.0 + }, + { + "p": 0.07099740207195282, + "m": 0.987835705280304 + }, + { + "p": 0.05420441925525665, + "m": 0.998963475227356 + }, + { + "p": 0.0804721787571907, + "m": 1.0 + }, + { + "p": 0.0465366430580616, + "m": 1.0 + }, + { + "p": 0.04590461403131485, + "m": 0.9286715984344482 + }, + { + "p": 0.05260399729013443, + "m": 1.0 + }, + { + "p": 0.03777278959751129, + "m": 0.6602468490600586 + }, + { + "p": 0.05440399795770645, + "m": 0.6773298978805542 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.7259878516197205, + "val_loss": 0.8405203819274902, + "acc": 70.55, + "time": 157.19353148099617, + "param": [ + { + "p": 0.07023973762989044, + "m": 1.0 + }, + { + "p": 0.04524851590394974, + "m": 1.0 + }, + { + "p": 0.05628287047147751, + "m": 1.0 + }, + { + "p": 0.051495861262083054, + "m": 0.9637205004692078 + }, + { + "p": 0.04277624562382698, + "m": 0.6436360478401184 + }, + { + "p": 0.058301910758018494, + "m": 0.800712525844574 + }, + { + "p": 0.027475085109472275, + "m": 1.0 + }, + { + "p": 0.049645185470581055, + "m": 0.9413814544677734 + }, + { + "p": 0.0675165206193924, + "m": 0.9888184070587158 + }, + { + "p": 0.0803377702832222, + "m": 1.0 + }, + { + "p": 0.07958381623029709, + "m": 1.0 + }, + { + "p": 0.07239675521850586, + "m": 1.0 + }, + { + "p": 0.05690229311585426, + "m": 1.0 + }, + { + "p": 0.04361042007803917, + "m": 1.0 + }, + { + "p": 0.04963429644703865, + "m": 0.9690245985984802 + }, + { + "p": 0.0472322478890419, + "m": 1.0 + }, + { + "p": 0.05459597334265709, + "m": 0.5984094738960266 + }, + { + "p": 0.04672447592020035, + "m": 0.6539342999458313 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.9435137510299683, + "val_loss": 0.8178966641426086, + "acc": 71.02, + "time": 185.93689260500105, + "param": [ + { + "p": 0.07174480706453323, + "m": 1.0 + }, + { + "p": 0.05435092747211456, + "m": 1.0 + }, + { + "p": 0.03447360545396805, + "m": 1.0 + }, + { + "p": 0.028578704223036766, + "m": 0.9181402921676636 + }, + { + "p": 0.03912963718175888, + "m": 0.6937713027000427 + }, + { + "p": 0.04739932343363762, + "m": 0.7117928862571716 + }, + { + "p": 0.07041922956705093, + "m": 1.0 + }, + { + "p": 0.04710011929273605, + "m": 0.9342478513717651 + }, + { + "p": 0.06049377843737602, + "m": 0.8789090514183044 + }, + { + "p": 0.06031442806124687, + "m": 1.0 + }, + { + "p": 0.08088758587837219, + "m": 0.9514391422271729 + }, + { + "p": 0.06206464022397995, + "m": 1.0 + }, + { + "p": 0.08111505210399628, + "m": 1.0 + }, + { + "p": 0.05839523300528526, + "m": 1.0 + }, + { + "p": 0.06235324963927269, + "m": 0.9840257167816162 + }, + { + "p": 0.07233715802431107, + "m": 1.0 + }, + { + "p": 0.04209793359041214, + "m": 0.6557730436325073 + }, + { + "p": 0.026744650676846504, + "m": 0.6358359456062317 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.7132821679115295, + "val_loss": 0.8451282978057861, + "acc": 71.5, + "time": 144.38965106799878, + "param": [ + { + "p": 0.07991631329059601, + "m": 1.0 + }, + { + "p": 0.016839997842907906, + "m": 1.0 + }, + { + "p": 0.05389462411403656, + "m": 1.0 + }, + { + "p": 0.04286240413784981, + "m": 0.7846544981002808 + }, + { + "p": 0.053994763642549515, + "m": 0.8481935262680054 + }, + { + "p": 0.06974776089191437, + "m": 0.6665716171264648 + }, + { + "p": 0.040206179022789, + "m": 0.9443963766098022 + }, + { + "p": 0.06367143243551254, + "m": 0.8223602175712585 + }, + { + "p": 0.08015046268701553, + "m": 1.0 + }, + { + "p": 0.048129644244909286, + "m": 0.8623186945915222 + }, + { + "p": 0.05479755625128746, + "m": 0.9394096732139587 + }, + { + "p": 0.06741935014724731, + "m": 1.0 + }, + { + "p": 0.06329886615276337, + "m": 1.0 + }, + { + "p": 0.050427280366420746, + "m": 1.0 + }, + { + "p": 0.04078086465597153, + "m": 0.9401494264602661 + }, + { + "p": 0.07935640960931778, + "m": 1.0 + }, + { + "p": 0.04203763231635094, + "m": 0.5744149684906006 + }, + { + "p": 0.052468378096818924, + "m": 0.6638228297233582 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0248619318008423, + "val_loss": 0.8673223853111267, + "acc": 70.23, + "time": 141.235679256999, + "param": [ + { + "p": 0.06613393872976303, + "m": 1.0 + }, + { + "p": 0.05340578034520149, + "m": 1.0 + }, + { + "p": 0.0699230432510376, + "m": 1.0 + }, + { + "p": 0.06323947012424469, + "m": 0.9281731247901917 + }, + { + "p": 0.03698650747537613, + "m": 0.9412814378738403 + }, + { + "p": 0.04358859360218048, + "m": 0.7006978392601013 + }, + { + "p": 0.07024980336427689, + "m": 0.993269681930542 + }, + { + "p": 0.04983243718743324, + "m": 0.8773621320724487 + }, + { + "p": 0.03930950537323952, + "m": 1.0 + }, + { + "p": 0.061349056661129, + "m": 0.99681556224823 + }, + { + "p": 0.06078924238681793, + "m": 0.9957659840583801 + }, + { + "p": 0.04422306269407272, + "m": 1.0 + }, + { + "p": 0.04974362999200821, + "m": 1.0 + }, + { + "p": 0.06048345938324928, + "m": 1.0 + }, + { + "p": 0.0667213574051857, + "m": 0.9268421530723572 + }, + { + "p": 0.037577204406261444, + "m": 1.0 + }, + { + "p": 0.05789155140519142, + "m": 0.6282278299331665 + }, + { + "p": 0.0685523971915245, + "m": 0.9235332012176514 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.8598025441169739, + "val_loss": 0.8649027943611145, + "acc": 71.16, + "time": 151.97292025899515, + "param": [ + { + "p": 0.06072089821100235, + "m": 1.0 + }, + { + "p": 0.054519884288311005, + "m": 1.0 + }, + { + "p": 0.057475265115499496, + "m": 1.0 + }, + { + "p": 0.0568297803401947, + "m": 0.8555381298065186 + }, + { + "p": 0.015514269471168518, + "m": 0.8635882139205933 + }, + { + "p": 0.0691385269165039, + "m": 0.6543123126029968 + }, + { + "p": 0.049836691468954086, + "m": 0.915962815284729 + }, + { + "p": 0.05500983074307442, + "m": 0.8958173990249634 + }, + { + "p": 0.0738515853881836, + "m": 0.9993908405303955 + }, + { + "p": 0.04999218136072159, + "m": 0.9970117211341858 + }, + { + "p": 0.05128278210759163, + "m": 0.9802665114402771 + }, + { + "p": 0.08455810695886612, + "m": 1.0 + }, + { + "p": 0.05575335770845413, + "m": 1.0 + }, + { + "p": 0.04939040541648865, + "m": 1.0 + }, + { + "p": 0.0602000430226326, + "m": 0.9832558035850525 + }, + { + "p": 0.0537051260471344, + "m": 1.0 + }, + { + "p": 0.05345585197210312, + "m": 0.6109870076179504 + }, + { + "p": 0.04876548424363136, + "m": 0.9489394426345825 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.7576888203620911, + "val_loss": 0.8125912547111511, + "acc": 71.24, + "time": 164.18323971499922, + "param": [ + { + "p": 0.09370718896389008, + "m": 1.0 + }, + { + "p": 0.03447222709655762, + "m": 1.0 + }, + { + "p": 0.06488652527332306, + "m": 1.0 + }, + { + "p": 0.06383765488862991, + "m": 0.8025715947151184 + }, + { + "p": 0.04278820380568504, + "m": 0.7945337891578674 + }, + { + "p": 0.03672654926776886, + "m": 0.8152719140052795 + }, + { + "p": 0.0598142109811306, + "m": 0.8996587991714478 + }, + { + "p": 0.024384399875998497, + "m": 0.8573817014694214 + }, + { + "p": 0.0564272478222847, + "m": 0.9284168481826782 + }, + { + "p": 0.06832698732614517, + "m": 1.0 + }, + { + "p": 0.048263486474752426, + "m": 0.9966617226600647 + }, + { + "p": 0.05144287645816803, + "m": 0.9802864193916321 + }, + { + "p": 0.06828168034553528, + "m": 1.0 + }, + { + "p": 0.060489121824502945, + "m": 1.0 + }, + { + "p": 0.050655025988817215, + "m": 0.9415578842163086 + }, + { + "p": 0.0620867982506752, + "m": 1.0 + }, + { + "p": 0.05158890783786774, + "m": 0.5210124254226685 + }, + { + "p": 0.06182089447975159, + "m": 0.9963765740394592 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9291311502456665, + "val_loss": 0.832334578037262, + "acc": 71.68, + "time": 168.96376107799733, + "param": [ + { + "p": 0.03031320497393608, + "m": 1.0 + }, + { + "p": 0.05919279530644417, + "m": 1.0 + }, + { + "p": 0.10783487558364868, + "m": 1.0 + }, + { + "p": 0.0421612486243248, + "m": 0.6498398780822754 + }, + { + "p": 0.045915257185697556, + "m": 0.6551703214645386 + }, + { + "p": 0.07568015903234482, + "m": 0.7689231038093567 + }, + { + "p": 0.04455508664250374, + "m": 0.9034949541091919 + }, + { + "p": 0.07002809643745422, + "m": 0.8991226553916931 + }, + { + "p": 0.05023988336324692, + "m": 0.9311795830726624 + }, + { + "p": 0.06608186662197113, + "m": 1.0 + }, + { + "p": 0.05574319511651993, + "m": 1.0 + }, + { + "p": 0.05799173191189766, + "m": 0.9941955208778381 + }, + { + "p": 0.041781239211559296, + "m": 1.0 + }, + { + "p": 0.032301414757966995, + "m": 1.0 + }, + { + "p": 0.07633957266807556, + "m": 0.9279612302780151 + }, + { + "p": 0.06878013908863068, + "m": 1.0 + }, + { + "p": 0.048824962228536606, + "m": 0.5220762491226196 + }, + { + "p": 0.026235496625304222, + "m": 0.8885026574134827 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.6825598478317261, + "val_loss": 0.8451980948448181, + "acc": 71.2, + "time": 218.4452181950037, + "param": [ + { + "p": 0.07327859103679657, + "m": 1.0 + }, + { + "p": 0.057364530861377716, + "m": 1.0 + }, + { + "p": 0.0674285739660263, + "m": 1.0 + }, + { + "p": 0.08266231417655945, + "m": 0.6684591770172119 + }, + { + "p": 0.0400022529065609, + "m": 0.6234414577484131 + }, + { + "p": 0.05317528918385506, + "m": 0.6531496644020081 + }, + { + "p": 0.038617093116045, + "m": 0.838937520980835 + }, + { + "p": 0.045520614832639694, + "m": 0.844739556312561 + }, + { + "p": 0.03416075557470322, + "m": 0.9499255418777466 + }, + { + "p": 0.060022637248039246, + "m": 0.953971803188324 + }, + { + "p": 0.06348252296447754, + "m": 1.0 + }, + { + "p": 0.05453995242714882, + "m": 1.0 + }, + { + "p": 0.07615743577480316, + "m": 1.0 + }, + { + "p": 0.04973747208714485, + "m": 1.0 + }, + { + "p": 0.04939688742160797, + "m": 0.925061047077179 + }, + { + "p": 0.05874834954738617, + "m": 1.0 + }, + { + "p": 0.05190239101648331, + "m": 0.6343079209327698 + }, + { + "p": 0.04380236566066742, + "m": 0.8251509666442871 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.8506090641021729, + "val_loss": 0.7781320810317993, + "acc": 71.17, + "time": 194.69281789899833, + "param": [ + { + "p": 0.05305721238255501, + "m": 1.0 + }, + { + "p": 0.04500985145568848, + "m": 1.0 + }, + { + "p": 0.051502060145139694, + "m": 1.0 + }, + { + "p": 0.042510636150836945, + "m": 0.7197688221931458 + }, + { + "p": 0.036161404103040695, + "m": 0.7280285954475403 + }, + { + "p": 0.06993623822927475, + "m": 0.7821706533432007 + }, + { + "p": 0.03209114447236061, + "m": 0.907893180847168 + }, + { + "p": 0.06897985935211182, + "m": 0.808623194694519 + }, + { + "p": 0.044380851089954376, + "m": 0.9904721975326538 + }, + { + "p": 0.07057172060012817, + "m": 0.9116353392601013 + }, + { + "p": 0.05834317207336426, + "m": 1.0 + }, + { + "p": 0.05563073977828026, + "m": 1.0 + }, + { + "p": 0.07119374722242355, + "m": 1.0 + }, + { + "p": 0.06165311112999916, + "m": 1.0 + }, + { + "p": 0.04624444991350174, + "m": 0.8959763050079346 + }, + { + "p": 0.08143754303455353, + "m": 1.0 + }, + { + "p": 0.06920978426933289, + "m": 0.5553990006446838 + }, + { + "p": 0.04208650439977646, + "m": 0.7323101162910461 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.8810710906982422, + "val_loss": 0.9128547310829163, + "acc": 71.41, + "time": 165.1563646650029, + "param": [ + { + "p": 0.0536319799721241, + "m": 1.0 + }, + { + "p": 0.06552081555128098, + "m": 1.0 + }, + { + "p": 0.0709196999669075, + "m": 1.0 + }, + { + "p": 0.0660523772239685, + "m": 0.764527440071106 + }, + { + "p": 0.03096316196024418, + "m": 0.8749626874923706 + }, + { + "p": 0.05275088921189308, + "m": 0.636692225933075 + }, + { + "p": 0.06030309200286865, + "m": 0.9426450133323669 + }, + { + "p": 0.06019586697220802, + "m": 0.831821620464325 + }, + { + "p": 0.06558088213205338, + "m": 1.0 + }, + { + "p": 0.04338506609201431, + "m": 0.9889697432518005 + }, + { + "p": 0.05653410777449608, + "m": 0.9218384027481079 + }, + { + "p": 0.052936773747205734, + "m": 1.0 + }, + { + "p": 0.056066252291202545, + "m": 1.0 + }, + { + "p": 0.05974799394607544, + "m": 1.0 + }, + { + "p": 0.06293583661317825, + "m": 0.9809532761573792 + }, + { + "p": 0.05259380489587784, + "m": 0.9974962472915649 + }, + { + "p": 0.04604313522577286, + "m": 0.47049564123153687 + }, + { + "p": 0.043838221579790115, + "m": 0.6776303648948669 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.621607780456543, + "val_loss": 0.6884729266166687, + "acc": 71.3, + "time": 161.7502659899983, + "param": [ + { + "p": 0.06523330509662628, + "m": 1.0 + }, + { + "p": 0.029110372066497803, + "m": 1.0 + }, + { + "p": 0.06088147684931755, + "m": 1.0 + }, + { + "p": 0.051002614200115204, + "m": 0.9071700572967529 + }, + { + "p": 0.06447231769561768, + "m": 0.8481006026268005 + }, + { + "p": 0.06940887123346329, + "m": 0.6413254737854004 + }, + { + "p": 0.038761015981435776, + "m": 0.8468960523605347 + }, + { + "p": 0.055181749165058136, + "m": 0.8098238110542297 + }, + { + "p": 0.07837338000535965, + "m": 0.9692740440368652 + }, + { + "p": 0.0691099688410759, + "m": 0.9659079909324646 + }, + { + "p": 0.05636657774448395, + "m": 0.9889324307441711 + }, + { + "p": 0.032355617731809616, + "m": 1.0 + }, + { + "p": 0.08082526922225952, + "m": 1.0 + }, + { + "p": 0.06255584210157394, + "m": 1.0 + }, + { + "p": 0.05712356045842171, + "m": 0.9707105755805969 + }, + { + "p": 0.05314744636416435, + "m": 0.9889617562294006 + }, + { + "p": 0.048677634447813034, + "m": 0.3731159567832947 + }, + { + "p": 0.027412841096520424, + "m": 0.5980809330940247 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.9024970531463623, + "val_loss": 0.7423489093780518, + "acc": 71.49, + "time": 161.28701888799696, + "param": [ + { + "p": 0.08693492412567139, + "m": 1.0 + }, + { + "p": 0.02416129969060421, + "m": 1.0 + }, + { + "p": 0.07165133953094482, + "m": 1.0 + }, + { + "p": 0.04631485790014267, + "m": 0.7458949685096741 + }, + { + "p": 0.07851951569318771, + "m": 0.8662970066070557 + }, + { + "p": 0.04876067489385605, + "m": 0.539905309677124 + }, + { + "p": 0.048230305314064026, + "m": 0.8073655366897583 + }, + { + "p": 0.03098471276462078, + "m": 0.8510343432426453 + }, + { + "p": 0.06772147119045258, + "m": 0.9533205628395081 + }, + { + "p": 0.07374459505081177, + "m": 0.9383465647697449 + }, + { + "p": 0.06778747588396072, + "m": 1.0 + }, + { + "p": 0.06446541845798492, + "m": 1.0 + }, + { + "p": 0.02361908368766308, + "m": 1.0 + }, + { + "p": 0.05630430579185486, + "m": 1.0 + }, + { + "p": 0.05764566734433174, + "m": 0.9981427192687988 + }, + { + "p": 0.07751913368701935, + "m": 1.0 + }, + { + "p": 0.055784597992897034, + "m": 0.37547117471694946 + }, + { + "p": 0.019850607961416245, + "m": 0.6472958922386169 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.7364116311073303, + "val_loss": 0.835809051990509, + "acc": 72.01, + "time": 158.50228980799875, + "param": [ + { + "p": 0.04262208938598633, + "m": 1.0 + }, + { + "p": 0.05426725372672081, + "m": 1.0 + }, + { + "p": 0.049421779811382294, + "m": 1.0 + }, + { + "p": 0.046698424965143204, + "m": 0.7793518900871277 + }, + { + "p": 0.030764132738113403, + "m": 0.7235067486763 + }, + { + "p": 0.03698545694351196, + "m": 0.5215917229652405 + }, + { + "p": 0.047158338129520416, + "m": 0.8557807803153992 + }, + { + "p": 0.06283692270517349, + "m": 0.8460038900375366 + }, + { + "p": 0.07463812828063965, + "m": 1.0 + }, + { + "p": 0.0611167773604393, + "m": 1.0 + }, + { + "p": 0.07026227563619614, + "m": 0.922599732875824 + }, + { + "p": 0.07636572420597076, + "m": 1.0 + }, + { + "p": 0.05032998323440552, + "m": 1.0 + }, + { + "p": 0.06326743215322495, + "m": 1.0 + }, + { + "p": 0.04803062230348587, + "m": 0.9967976808547974 + }, + { + "p": 0.1000739187002182, + "m": 1.0 + }, + { + "p": 0.05574604123830795, + "m": 0.4439094662666321 + }, + { + "p": 0.029414864256978035, + "m": 0.5933539271354675 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.7523330450057983, + "val_loss": 0.8964687585830688, + "acc": 71.01, + "time": 150.12759503300185, + "param": [ + { + "p": 0.07175087183713913, + "m": 1.0 + }, + { + "p": 0.04042913019657135, + "m": 1.0 + }, + { + "p": 0.06905966997146606, + "m": 1.0 + }, + { + "p": 0.05638789013028145, + "m": 0.74991774559021 + }, + { + "p": 0.04132162034511566, + "m": 0.6072767376899719 + }, + { + "p": 0.053686629980802536, + "m": 0.6861986517906189 + }, + { + "p": 0.0656399354338646, + "m": 0.9979565143585205 + }, + { + "p": 0.048299383372068405, + "m": 1.0 + }, + { + "p": 0.0790802389383316, + "m": 0.9985156655311584 + }, + { + "p": 0.04809896647930145, + "m": 0.9987266659736633 + }, + { + "p": 0.04423558712005615, + "m": 0.9030028581619263 + }, + { + "p": 0.050721269100904465, + "m": 1.0 + }, + { + "p": 0.05003038048744202, + "m": 1.0 + }, + { + "p": 0.05941145867109299, + "m": 1.0 + }, + { + "p": 0.06355764716863632, + "m": 0.976574182510376 + }, + { + "p": 0.062778539955616, + "m": 1.0 + }, + { + "p": 0.050875838845968246, + "m": 0.6009461283683777 + }, + { + "p": 0.044635023921728134, + "m": 0.8076315522193909 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.7367573976516724, + "val_loss": 0.9625750184059143, + "acc": 71.46, + "time": 162.48200401099893, + "param": [ + { + "p": 0.06731036305427551, + "m": 1.0 + }, + { + "p": 0.03044956363737583, + "m": 1.0 + }, + { + "p": 0.025632701814174652, + "m": 1.0 + }, + { + "p": 0.0661068856716156, + "m": 0.740773618221283 + }, + { + "p": 0.03490365296602249, + "m": 0.5362441539764404 + }, + { + "p": 0.04924912378191948, + "m": 0.7775801420211792 + }, + { + "p": 0.05646628513932228, + "m": 1.0 + }, + { + "p": 0.054402243345975876, + "m": 0.9956669211387634 + }, + { + "p": 0.04926927387714386, + "m": 0.9830541014671326 + }, + { + "p": 0.04994655400514603, + "m": 1.0 + }, + { + "p": 0.07195023447275162, + "m": 1.0 + }, + { + "p": 0.1021411120891571, + "m": 1.0 + }, + { + "p": 0.045600228011608124, + "m": 1.0 + }, + { + "p": 0.09676948189735413, + "m": 1.0 + }, + { + "p": 0.04741717502474785, + "m": 0.9601474404335022 + }, + { + "p": 0.06573539227247238, + "m": 0.9991335272789001 + }, + { + "p": 0.02274329401552677, + "m": 0.6305178999900818 + }, + { + "p": 0.0639064759016037, + "m": 0.6863357424736023 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8896571397781372, + "val_loss": 0.8359555006027222, + "acc": 71.5, + "time": 201.9822709910004, + "param": [ + { + "p": 0.058907944709062576, + "m": 1.0 + }, + { + "p": 0.069107785820961, + "m": 1.0 + }, + { + "p": 0.04533752053976059, + "m": 1.0 + }, + { + "p": 0.05882398411631584, + "m": 0.6314234733581543 + }, + { + "p": 0.05022087320685387, + "m": 0.5413501262664795 + }, + { + "p": 0.06236550584435463, + "m": 0.8365311622619629 + }, + { + "p": 0.03859841078519821, + "m": 0.804824948310852 + }, + { + "p": 0.04693733528256416, + "m": 0.9204312562942505 + }, + { + "p": 0.06545054912567139, + "m": 1.0 + }, + { + "p": 0.048677243292331696, + "m": 0.9457486867904663 + }, + { + "p": 0.044329896569252014, + "m": 0.987575888633728 + }, + { + "p": 0.06937238574028015, + "m": 0.9931451082229614 + }, + { + "p": 0.0588846430182457, + "m": 1.0 + }, + { + "p": 0.07364893704652786, + "m": 1.0 + }, + { + "p": 0.059739094227552414, + "m": 0.9203293323516846 + }, + { + "p": 0.05975174903869629, + "m": 1.0 + }, + { + "p": 0.050461139529943466, + "m": 0.7082287073135376 + }, + { + "p": 0.039384908974170685, + "m": 0.663703203201294 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6779722571372986, + "val_loss": 0.9850031137466431, + "acc": 72.31, + "time": 240.6476386860013, + "param": [ + { + "p": 0.025188231840729713, + "m": 1.0 + }, + { + "p": 0.040693338960409164, + "m": 1.0 + }, + { + "p": 0.07965216785669327, + "m": 1.0 + }, + { + "p": 0.05934309586882591, + "m": 0.712733805179596 + }, + { + "p": 0.05550812929868698, + "m": 0.6004990935325623 + }, + { + "p": 0.0647951290011406, + "m": 0.9643630385398865 + }, + { + "p": 0.05907593294978142, + "m": 0.700187087059021 + }, + { + "p": 0.026994233950972557, + "m": 0.8867236375808716 + }, + { + "p": 0.059866711497306824, + "m": 1.0 + }, + { + "p": 0.06590940803289413, + "m": 0.9508174061775208 + }, + { + "p": 0.07110387831926346, + "m": 1.0 + }, + { + "p": 0.047221310436725616, + "m": 0.9994262456893921 + }, + { + "p": 0.0574973002076149, + "m": 1.0 + }, + { + "p": 0.05522693693637848, + "m": 1.0 + }, + { + "p": 0.060762979090213776, + "m": 0.9765698909759521 + }, + { + "p": 0.06632044166326523, + "m": 1.0 + }, + { + "p": 0.04414467513561249, + "m": 0.6779196262359619 + }, + { + "p": 0.060696154832839966, + "m": 0.7882885932922363 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9664086699485779, + "val_loss": 0.7637588977813721, + "acc": 71.84, + "time": 146.0872549449996, + "param": [ + { + "p": 0.0631290003657341, + "m": 1.0 + }, + { + "p": 0.04444614797830582, + "m": 1.0 + }, + { + "p": 0.05800744146108627, + "m": 1.0 + }, + { + "p": 0.04753464460372925, + "m": 0.8482524752616882 + }, + { + "p": 0.030983230099081993, + "m": 0.7160739898681641 + }, + { + "p": 0.06688862293958664, + "m": 0.9506626129150391 + }, + { + "p": 0.056553568691015244, + "m": 0.6874399781227112 + }, + { + "p": 0.04537014663219452, + "m": 0.8729509115219116 + }, + { + "p": 0.07048791646957397, + "m": 0.9977375864982605 + }, + { + "p": 0.05485329031944275, + "m": 0.9992876648902893 + }, + { + "p": 0.07860468327999115, + "m": 0.9913843870162964 + }, + { + "p": 0.06477341055870056, + "m": 1.0 + }, + { + "p": 0.05537506192922592, + "m": 1.0 + }, + { + "p": 0.06327494978904724, + "m": 1.0 + }, + { + "p": 0.04633694514632225, + "m": 0.9860802888870239 + }, + { + "p": 0.0715770497918129, + "m": 1.0 + }, + { + "p": 0.04062260687351227, + "m": 0.6305226683616638 + }, + { + "p": 0.041181329637765884, + "m": 0.5903276205062866 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7301295399665833, + "val_loss": 0.9209377765655518, + "acc": 70.18, + "time": 162.35074151599838, + "param": [ + { + "p": 0.04309948906302452, + "m": 1.0 + }, + { + "p": 0.08523920923471451, + "m": 1.0 + }, + { + "p": 0.05814031511545181, + "m": 1.0 + }, + { + "p": 0.06590065360069275, + "m": 0.735629677772522 + }, + { + "p": 0.05143982172012329, + "m": 0.6814018487930298 + }, + { + "p": 0.014785179868340492, + "m": 0.9335770010948181 + }, + { + "p": 0.04120780900120735, + "m": 0.8374083042144775 + }, + { + "p": 0.07827303558588028, + "m": 1.0 + }, + { + "p": 0.048859529197216034, + "m": 0.9539522528648376 + }, + { + "p": 0.06028423085808754, + "m": 0.9873415231704712 + }, + { + "p": 0.055043239146471024, + "m": 1.0 + }, + { + "p": 0.062071025371551514, + "m": 1.0 + }, + { + "p": 0.06754902005195618, + "m": 1.0 + }, + { + "p": 0.05439993739128113, + "m": 1.0 + }, + { + "p": 0.04039819538593292, + "m": 0.9895839095115662 + }, + { + "p": 0.07959814369678497, + "m": 1.0 + }, + { + "p": 0.033703405410051346, + "m": 0.43278947472572327 + }, + { + "p": 0.060007788240909576, + "m": 0.625391960144043 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.7916936874389648, + "val_loss": 0.7115515470504761, + "acc": 72.02, + "time": 149.17468704399653, + "param": [ + { + "p": 0.06328890472650528, + "m": 1.0 + }, + { + "p": 0.028316130861639977, + "m": 1.0 + }, + { + "p": 0.06061173975467682, + "m": 1.0 + }, + { + "p": 0.06556367874145508, + "m": 0.7659810185432434 + }, + { + "p": 0.0656743198633194, + "m": 0.6378223299980164 + }, + { + "p": 0.037833962589502335, + "m": 0.918731689453125 + }, + { + "p": 0.03598792478442192, + "m": 0.8609052300453186 + }, + { + "p": 0.0730002224445343, + "m": 0.9135785698890686 + }, + { + "p": 0.08879785239696503, + "m": 1.0 + }, + { + "p": 0.05233502760529518, + "m": 0.9736245274543762 + }, + { + "p": 0.03752792626619339, + "m": 1.0 + }, + { + "p": 0.07133624702692032, + "m": 0.9989991784095764 + }, + { + "p": 0.05271795392036438, + "m": 1.0 + }, + { + "p": 0.05318692699074745, + "m": 1.0 + }, + { + "p": 0.05263933539390564, + "m": 0.7312878966331482 + }, + { + "p": 0.06398738920688629, + "m": 0.996710479259491 + }, + { + "p": 0.0807974711060524, + "m": 0.5914725661277771 + }, + { + "p": 0.016396967694163322, + "m": 0.7325072288513184 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8379548192024231, + "val_loss": 0.9540586471557617, + "acc": 70.79, + "time": 141.52355055999942, + "param": [ + { + "p": 0.04902268201112747, + "m": 1.0 + }, + { + "p": 0.018975112587213516, + "m": 1.0 + }, + { + "p": 0.061599474400281906, + "m": 1.0 + }, + { + "p": 0.05720970779657364, + "m": 0.8715128302574158 + }, + { + "p": 0.06859055906534195, + "m": 0.5775227546691895 + }, + { + "p": 0.0685211569070816, + "m": 1.0 + }, + { + "p": 0.0584600605070591, + "m": 0.9574151039123535 + }, + { + "p": 0.07958123832941055, + "m": 0.9960353374481201 + }, + { + "p": 0.05045132711529732, + "m": 1.0 + }, + { + "p": 0.05878902226686478, + "m": 0.9879471063613892 + }, + { + "p": 0.07020412385463715, + "m": 0.9406648874282837 + }, + { + "p": 0.04945262894034386, + "m": 1.0 + }, + { + "p": 0.0580778494477272, + "m": 1.0 + }, + { + "p": 0.07475880533456802, + "m": 1.0 + }, + { + "p": 0.05247269198298454, + "m": 0.7494214773178101 + }, + { + "p": 0.06175060570240021, + "m": 1.0 + }, + { + "p": 0.051248956471681595, + "m": 0.5881890654563904 + }, + { + "p": 0.010834012180566788, + "m": 0.6963111162185669 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.056408166885376, + "val_loss": 0.9840065240859985, + "acc": 72.08, + "time": 153.80543831400428, + "param": [ + { + "p": 0.08922033756971359, + "m": 1.0 + }, + { + "p": 0.03712329640984535, + "m": 1.0 + }, + { + "p": 0.06286343932151794, + "m": 1.0 + }, + { + "p": 0.054620835930109024, + "m": 0.9972997903823853 + }, + { + "p": 0.053171806037425995, + "m": 0.650708019733429 + }, + { + "p": 0.04182887077331543, + "m": 0.9987806677818298 + }, + { + "p": 0.039474669843912125, + "m": 0.9371232986450195 + }, + { + "p": 0.0690029114484787, + "m": 0.9448848962783813 + }, + { + "p": 0.04490278288722038, + "m": 0.98521888256073 + }, + { + "p": 0.04439077898859978, + "m": 1.0 + }, + { + "p": 0.05297957733273506, + "m": 0.9725034236907959 + }, + { + "p": 0.05386364832520485, + "m": 1.0 + }, + { + "p": 0.06663984805345535, + "m": 1.0 + }, + { + "p": 0.041594069451093674, + "m": 1.0 + }, + { + "p": 0.07198286056518555, + "m": 0.8086200952529907 + }, + { + "p": 0.07746843248605728, + "m": 0.9994551539421082 + }, + { + "p": 0.05484994128346443, + "m": 0.5227236747741699 + }, + { + "p": 0.04402186721563339, + "m": 0.603336751461029 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.8500517010688782, + "val_loss": 0.7744875550270081, + "acc": 71.94, + "time": 179.37507679199916, + "param": [ + { + "p": 0.053041283041238785, + "m": 1.0 + }, + { + "p": 0.04278841242194176, + "m": 1.0 + }, + { + "p": 0.055049434304237366, + "m": 1.0 + }, + { + "p": 0.045004408806562424, + "m": 0.9525508284568787 + }, + { + "p": 0.03340563178062439, + "m": 0.5899762511253357 + }, + { + "p": 0.06361893564462662, + "m": 1.0 + }, + { + "p": 0.05545051395893097, + "m": 0.88097083568573 + }, + { + "p": 0.03987465053796768, + "m": 0.8388925790786743 + }, + { + "p": 0.06754646450281143, + "m": 1.0 + }, + { + "p": 0.06040814518928528, + "m": 0.9397594928741455 + }, + { + "p": 0.05417197570204735, + "m": 1.0 + }, + { + "p": 0.09064825624227524, + "m": 1.0 + }, + { + "p": 0.07583185285329819, + "m": 1.0 + }, + { + "p": 0.07057338953018188, + "m": 1.0 + }, + { + "p": 0.046303655952215195, + "m": 0.7296417951583862 + }, + { + "p": 0.0406239777803421, + "m": 1.0 + }, + { + "p": 0.05045251175761223, + "m": 0.6369385123252869 + }, + { + "p": 0.055206574499607086, + "m": 0.540526270866394 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8139079809188843, + "val_loss": 0.7699678540229797, + "acc": 71.3, + "time": 211.40521213399916, + "param": [ + { + "p": 0.06329844892024994, + "m": 1.0 + }, + { + "p": 0.04971221834421158, + "m": 1.0 + }, + { + "p": 0.06328523904085159, + "m": 1.0 + }, + { + "p": 0.04246559366583824, + "m": 0.7700543403625488 + }, + { + "p": 0.05256052687764168, + "m": 0.5788976550102234 + }, + { + "p": 0.04406023398041725, + "m": 0.905521810054779 + }, + { + "p": 0.05667823180556297, + "m": 0.8557378649711609 + }, + { + "p": 0.054449908435344696, + "m": 0.9041218757629395 + }, + { + "p": 0.06387598067522049, + "m": 0.9999325275421143 + }, + { + "p": 0.05379854515194893, + "m": 1.0 + }, + { + "p": 0.04479349032044411, + "m": 0.9604474902153015 + }, + { + "p": 0.067945696413517, + "m": 1.0 + }, + { + "p": 0.04942212253808975, + "m": 1.0 + }, + { + "p": 0.07299426943063736, + "m": 1.0 + }, + { + "p": 0.0538783073425293, + "m": 0.7924563884735107 + }, + { + "p": 0.06766211986541748, + "m": 1.0 + }, + { + "p": 0.05487003177404404, + "m": 0.8199268579483032 + }, + { + "p": 0.04424896463751793, + "m": 0.5534337162971497 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.7359995245933533, + "val_loss": 0.7942143678665161, + "acc": 71.85, + "time": 248.16528747999837, + "param": [ + { + "p": 0.04010555148124695, + "m": 1.0 + }, + { + "p": 0.04977966099977493, + "m": 1.0 + }, + { + "p": 0.05105830729007721, + "m": 1.0 + }, + { + "p": 0.06694924831390381, + "m": 0.7231630086898804 + }, + { + "p": 0.047982875257730484, + "m": 0.5920631885528564 + }, + { + "p": 0.041933976113796234, + "m": 0.7349991798400879 + }, + { + "p": 0.06974805891513824, + "m": 0.9258072972297668 + }, + { + "p": 0.052947916090488434, + "m": 0.810815155506134 + }, + { + "p": 0.07978534698486328, + "m": 1.0 + }, + { + "p": 0.049533724784851074, + "m": 0.9970866441726685 + }, + { + "p": 0.05605325475335121, + "m": 0.9244129657745361 + }, + { + "p": 0.03894561901688576, + "m": 1.0 + }, + { + "p": 0.054811786860227585, + "m": 1.0 + }, + { + "p": 0.03375266119837761, + "m": 1.0 + }, + { + "p": 0.0713748186826706, + "m": 0.9428888559341431 + }, + { + "p": 0.058316584676504135, + "m": 1.0 + }, + { + "p": 0.06991405785083771, + "m": 0.8335902690887451 + }, + { + "p": 0.06700655072927475, + "m": 0.6991727948188782 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.6901431083679199, + "val_loss": 0.8404713273048401, + "acc": 72.38, + "time": 160.16582591500628, + "param": [ + { + "p": 0.05394364520907402, + "m": 1.0 + }, + { + "p": 0.02468111366033554, + "m": 1.0 + }, + { + "p": 0.05381212383508682, + "m": 1.0 + }, + { + "p": 0.028741277754306793, + "m": 0.7466814517974854 + }, + { + "p": 0.06710746884346008, + "m": 0.5546817183494568 + }, + { + "p": 0.036793217062950134, + "m": 0.588728666305542 + }, + { + "p": 0.05529766157269478, + "m": 0.8657085299491882 + }, + { + "p": 0.047193802893161774, + "m": 0.8112511038780212 + }, + { + "p": 0.0670752227306366, + "m": 0.9765836596488953 + }, + { + "p": 0.06579554826021194, + "m": 0.9674404859542847 + }, + { + "p": 0.05358428135514259, + "m": 0.8139351606369019 + }, + { + "p": 0.05605260655283928, + "m": 1.0 + }, + { + "p": 0.05774296820163727, + "m": 1.0 + }, + { + "p": 0.07746423780918121, + "m": 1.0 + }, + { + "p": 0.07376149296760559, + "m": 0.9967398047447205 + }, + { + "p": 0.0666467547416687, + "m": 1.0 + }, + { + "p": 0.064873106777668, + "m": 0.7170872092247009 + }, + { + "p": 0.0494333878159523, + "m": 0.6860875487327576 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.8167625069618225, + "val_loss": 0.8356265425682068, + "acc": 71.49, + "time": 212.54386207900097, + "param": [ + { + "p": 0.06643076241016388, + "m": 1.0 + }, + { + "p": 0.054214321076869965, + "m": 1.0 + }, + { + "p": 0.031739674508571625, + "m": 1.0 + }, + { + "p": 0.06140586733818054, + "m": 0.7093186974525452 + }, + { + "p": 0.06314148008823395, + "m": 0.5451181530952454 + }, + { + "p": 0.032822854816913605, + "m": 0.6002055406570435 + }, + { + "p": 0.055464453995227814, + "m": 0.9405709505081177 + }, + { + "p": 0.07352080196142197, + "m": 0.8962608575820923 + }, + { + "p": 0.0622282549738884, + "m": 0.9739062190055847 + }, + { + "p": 0.05249978229403496, + "m": 0.969443142414093 + }, + { + "p": 0.0433313362300396, + "m": 0.9246580004692078 + }, + { + "p": 0.07401424646377563, + "m": 1.0 + }, + { + "p": 0.06420999765396118, + "m": 1.0 + }, + { + "p": 0.07097668200731277, + "m": 1.0 + }, + { + "p": 0.04374729096889496, + "m": 0.8857969641685486 + }, + { + "p": 0.07802201807498932, + "m": 1.0 + }, + { + "p": 0.03474988788366318, + "m": 0.6774611473083496 + }, + { + "p": 0.03748031333088875, + "m": 0.6685701608657837 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.5335560441017151, + "val_loss": 0.9070493578910828, + "acc": 72.47, + "time": 252.15578039599495, + "param": [ + { + "p": 0.05653951317071915, + "m": 1.0 + }, + { + "p": 0.029546082019805908, + "m": 1.0 + }, + { + "p": 0.066732257604599, + "m": 1.0 + }, + { + "p": 0.05972859635949135, + "m": 0.6112452745437622 + }, + { + "p": 0.035476066172122955, + "m": 0.5893139243125916 + }, + { + "p": 0.053735632449388504, + "m": 0.5254576802253723 + }, + { + "p": 0.06368323415517807, + "m": 0.7636327147483826 + }, + { + "p": 0.05419771745800972, + "m": 0.8276122212409973 + }, + { + "p": 0.06518649309873581, + "m": 0.8291400671005249 + }, + { + "p": 0.07061941921710968, + "m": 0.9854608774185181 + }, + { + "p": 0.07439518719911575, + "m": 0.9958637952804565 + }, + { + "p": 0.07081064581871033, + "m": 1.0 + }, + { + "p": 0.06316577643156052, + "m": 1.0 + }, + { + "p": 0.05942622199654579, + "m": 1.0 + }, + { + "p": 0.05509278550744057, + "m": 0.9347483515739441 + }, + { + "p": 0.05237999185919762, + "m": 1.0 + }, + { + "p": 0.027370579540729523, + "m": 0.552833080291748 + }, + { + "p": 0.041913725435733795, + "m": 0.6638100147247314 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.6600167155265808, + "val_loss": 0.7973346710205078, + "acc": 71.92, + "time": 350.0592505839959, + "param": [ + { + "p": 0.07354375720024109, + "m": 1.0 + }, + { + "p": 0.050332486629486084, + "m": 1.0 + }, + { + "p": 0.023722680285573006, + "m": 1.0 + }, + { + "p": 0.03933531045913696, + "m": 0.6343555450439453 + }, + { + "p": 0.0031548605766147375, + "m": 0.5705084204673767 + }, + { + "p": 0.054864127188920975, + "m": 0.3872528076171875 + }, + { + "p": 0.03146931901574135, + "m": 0.7736326456069946 + }, + { + "p": 0.05222919210791588, + "m": 0.8249703645706177 + }, + { + "p": 0.07616525143384933, + "m": 0.8870599865913391 + }, + { + "p": 0.07434560358524323, + "m": 0.9999716877937317 + }, + { + "p": 0.04263367876410484, + "m": 0.9356616735458374 + }, + { + "p": 0.04754968360066414, + "m": 1.0 + }, + { + "p": 0.09599390625953674, + "m": 1.0 + }, + { + "p": 0.0773349404335022, + "m": 1.0 + }, + { + "p": 0.05410727113485336, + "m": 0.9359360337257385 + }, + { + "p": 0.09686160832643509, + "m": 1.0 + }, + { + "p": 0.06596173346042633, + "m": 0.6445320844650269 + }, + { + "p": 0.04039468243718147, + "m": 0.6819692254066467 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.7447102665901184, + "val_loss": 0.8196121454238892, + "acc": 72.43, + "time": 421.1752462989971, + "param": [ + { + "p": 0.06635002791881561, + "m": 1.0 + }, + { + "p": 0.02479882724583149, + "m": 1.0 + }, + { + "p": 0.06880359351634979, + "m": 1.0 + }, + { + "p": 0.05747867748141289, + "m": 0.5830684304237366 + }, + { + "p": 0.04478788375854492, + "m": 0.5058201551437378 + }, + { + "p": 0.05210327357053757, + "m": 0.18954794108867645 + }, + { + "p": 0.06349623203277588, + "m": 0.8373377919197083 + }, + { + "p": 0.03903009369969368, + "m": 0.8861897587776184 + }, + { + "p": 0.07272575795650482, + "m": 0.8913021683692932 + }, + { + "p": 0.07006986439228058, + "m": 1.0 + }, + { + "p": 0.08041933178901672, + "m": 0.9701455235481262 + }, + { + "p": 0.04610120505094528, + "m": 0.991131067276001 + }, + { + "p": 0.060906730592250824, + "m": 1.0 + }, + { + "p": 0.04936346784234047, + "m": 1.0 + }, + { + "p": 0.06961020827293396, + "m": 0.8877567648887634 + }, + { + "p": 0.06619768589735031, + "m": 0.999740481376648 + }, + { + "p": 0.03416149318218231, + "m": 0.6891238689422607 + }, + { + "p": 0.033595677465200424, + "m": 0.5590081214904785 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.6375627517700195, + "val_loss": 0.740611732006073, + "acc": 71.75, + "time": 333.52166240000224, + "param": [ + { + "p": 0.06991642713546753, + "m": 1.0 + }, + { + "p": 0.0417746976017952, + "m": 1.0 + }, + { + "p": 0.07197163254022598, + "m": 1.0 + }, + { + "p": 0.038857292383909225, + "m": 0.5445245504379272 + }, + { + "p": 0.05395663157105446, + "m": 0.44866877794265747 + }, + { + "p": 0.059017911553382874, + "m": 0.12150010466575623 + }, + { + "p": 0.06332185864448547, + "m": 0.9444368481636047 + }, + { + "p": 0.04438522085547447, + "m": 0.8882275819778442 + }, + { + "p": 0.06875123083591461, + "m": 1.0 + }, + { + "p": 0.07200118899345398, + "m": 0.8923627734184265 + }, + { + "p": 0.0659438893198967, + "m": 0.999015212059021 + }, + { + "p": 0.03613710403442383, + "m": 1.0 + }, + { + "p": 0.041972555220127106, + "m": 1.0 + }, + { + "p": 0.06965223699808121, + "m": 1.0 + }, + { + "p": 0.032082147896289825, + "m": 0.8170334100723267 + }, + { + "p": 0.0727689117193222, + "m": 1.0 + }, + { + "p": 0.040005143731832504, + "m": 0.6765134930610657 + }, + { + "p": 0.057483971118927, + "m": 0.5402276515960693 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.5844666361808777, + "val_loss": 0.8408156633377075, + "acc": 72.27, + "time": 194.8909620409977, + "param": [ + { + "p": 0.04267197474837303, + "m": 1.0 + }, + { + "p": 0.015591096132993698, + "m": 1.0 + }, + { + "p": 0.08388281613588333, + "m": 1.0 + }, + { + "p": 0.06310675293207169, + "m": 0.6288168430328369 + }, + { + "p": 0.032885681837797165, + "m": 0.391183465719223 + }, + { + "p": 0.07009854912757874, + "m": 0.12489288300275803 + }, + { + "p": 0.0606706328690052, + "m": 0.94400954246521 + }, + { + "p": 0.05648277699947357, + "m": 0.8698529601097107 + }, + { + "p": 0.08181589841842651, + "m": 0.9547009468078613 + }, + { + "p": 0.06494523584842682, + "m": 0.9382339119911194 + }, + { + "p": 0.046001311391592026, + "m": 0.9784215688705444 + }, + { + "p": 0.08873221278190613, + "m": 0.9987977147102356 + }, + { + "p": 0.07314880192279816, + "m": 1.0 + }, + { + "p": 0.041077662259340286, + "m": 1.0 + }, + { + "p": 0.04170965030789375, + "m": 0.8934292197227478 + }, + { + "p": 0.0752878487110138, + "m": 1.0 + }, + { + "p": 0.028257520869374275, + "m": 0.7256477475166321 + }, + { + "p": 0.033633556216955185, + "m": 0.46738341450691223 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7033874988555908, + "val_loss": 0.7978953123092651, + "acc": 70.94, + "time": 146.7075432020065, + "param": [ + { + "p": 0.04087774083018303, + "m": 1.0 + }, + { + "p": 0.04734274372458458, + "m": 1.0 + }, + { + "p": 0.04493413493037224, + "m": 1.0 + }, + { + "p": 0.05522278696298599, + "m": 0.6955804228782654 + }, + { + "p": 0.05164482071995735, + "m": 0.37191975116729736 + }, + { + "p": 0.06842074543237686, + "m": 0.33321985602378845 + }, + { + "p": 0.04221149906516075, + "m": 1.0 + }, + { + "p": 0.04854118451476097, + "m": 0.8607553839683533 + }, + { + "p": 0.08785055577754974, + "m": 0.9767442941665649 + }, + { + "p": 0.046392448246479034, + "m": 0.9741738438606262 + }, + { + "p": 0.03145411238074303, + "m": 1.0 + }, + { + "p": 0.04717768728733063, + "m": 0.9568579792976379 + }, + { + "p": 0.08225204050540924, + "m": 1.0 + }, + { + "p": 0.06539654731750488, + "m": 1.0 + }, + { + "p": 0.0694492757320404, + "m": 0.8649641275405884 + }, + { + "p": 0.05399710685014725, + "m": 1.0 + }, + { + "p": 0.06373481452465057, + "m": 0.6771646738052368 + }, + { + "p": 0.05309980362653732, + "m": 0.5297961235046387 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.6740033030509949, + "val_loss": 0.8654024004936218, + "acc": 72.18, + "time": 138.29536242100585, + "param": [ + { + "p": 0.06485752016305923, + "m": 1.0 + }, + { + "p": 0.0545487105846405, + "m": 1.0 + }, + { + "p": 0.0544901080429554, + "m": 1.0 + }, + { + "p": 0.05722961947321892, + "m": 0.8212153911590576 + }, + { + "p": 0.05564018338918686, + "m": 0.2161197066307068 + }, + { + "p": 0.059343233704566956, + "m": 0.34230270981788635 + }, + { + "p": 0.04211984574794769, + "m": 0.9986294507980347 + }, + { + "p": 0.06861311197280884, + "m": 0.7483921051025391 + }, + { + "p": 0.02140573412179947, + "m": 0.9925926327705383 + }, + { + "p": 0.04762009531259537, + "m": 0.9840225577354431 + }, + { + "p": 0.06563274562358856, + "m": 1.0 + }, + { + "p": 0.07996201515197754, + "m": 1.0 + }, + { + "p": 0.03851762413978577, + "m": 1.0 + }, + { + "p": 0.06886991858482361, + "m": 1.0 + }, + { + "p": 0.04555651545524597, + "m": 0.9643325209617615 + }, + { + "p": 0.06993014365434647, + "m": 1.0 + }, + { + "p": 0.048383962363004684, + "m": 0.7095080614089966 + }, + { + "p": 0.057278990745544434, + "m": 0.5371804237365723 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.5823966264724731, + "val_loss": 0.8915860056877136, + "acc": 72.28, + "time": 148.52261588099645, + "param": [ + { + "p": 0.04724393039941788, + "m": 1.0 + }, + { + "p": 0.035387806594371796, + "m": 1.0 + }, + { + "p": 0.07036711275577545, + "m": 1.0 + }, + { + "p": 0.0520130880177021, + "m": 0.6869844794273376 + }, + { + "p": 0.048190731555223465, + "m": 0.09605243057012558 + }, + { + "p": 0.05680961161851883, + "m": 0.4588545858860016 + }, + { + "p": 0.0625099241733551, + "m": 1.0 + }, + { + "p": 0.05464041605591774, + "m": 0.8001763224601746 + }, + { + "p": 0.05809655413031578, + "m": 1.0 + }, + { + "p": 0.06362328678369522, + "m": 0.9497231841087341 + }, + { + "p": 0.060220684856176376, + "m": 0.9783565998077393 + }, + { + "p": 0.0644669383764267, + "m": 1.0 + }, + { + "p": 0.06672017276287079, + "m": 1.0 + }, + { + "p": 0.0598013661801815, + "m": 1.0 + }, + { + "p": 0.06880731135606766, + "m": 0.9470463395118713 + }, + { + "p": 0.04582560807466507, + "m": 1.0 + }, + { + "p": 0.033784009516239166, + "m": 0.6942166090011597 + }, + { + "p": 0.051491428166627884, + "m": 0.5282227993011475 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.8887820243835449, + "val_loss": 0.7892003655433655, + "acc": 72.52, + "time": 241.8590355940105, + "param": [ + { + "p": 0.0534965917468071, + "m": 1.0 + }, + { + "p": 0.045177068561315536, + "m": 1.0 + }, + { + "p": 0.06409826874732971, + "m": 1.0 + }, + { + "p": 0.07343059778213501, + "m": 0.5596750974655151 + }, + { + "p": 0.05913248285651207, + "m": 0.09518920630216599 + }, + { + "p": 0.0196971595287323, + "m": 0.49619030952453613 + }, + { + "p": 0.043486982583999634, + "m": 0.9989999532699585 + }, + { + "p": 0.06504464149475098, + "m": 0.9497308135032654 + }, + { + "p": 0.06335203349590302, + "m": 0.999183177947998 + }, + { + "p": 0.05191745236515999, + "m": 0.9729633927345276 + }, + { + "p": 0.07050628960132599, + "m": 0.8484927415847778 + }, + { + "p": 0.047420717775821686, + "m": 0.9885416626930237 + }, + { + "p": 0.05047173798084259, + "m": 1.0 + }, + { + "p": 0.04526664316654205, + "m": 1.0 + }, + { + "p": 0.07495563477277756, + "m": 0.9466046690940857 + }, + { + "p": 0.0669887438416481, + "m": 1.0 + }, + { + "p": 0.07026522606611252, + "m": 0.6474002599716187 + }, + { + "p": 0.03529160097241402, + "m": 0.4968230724334717 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.49516794085502625, + "val_loss": 0.8824005126953125, + "acc": 72.35, + "time": 246.77662663299998, + "param": [ + { + "p": 0.049841128289699554, + "m": 1.0 + }, + { + "p": 0.038448888808488846, + "m": 1.0 + }, + { + "p": 0.06321793049573898, + "m": 1.0 + }, + { + "p": 0.05699472874403, + "m": 0.5316749811172485 + }, + { + "p": 0.0642024502158165, + "m": 0.19400103390216827 + }, + { + "p": 0.06839421391487122, + "m": 0.5081055760383606 + }, + { + "p": 0.048862602561712265, + "m": 1.0 + }, + { + "p": 0.04566021263599396, + "m": 0.8244615793228149 + }, + { + "p": 0.05268868803977966, + "m": 0.9120232462882996 + }, + { + "p": 0.06155652925372124, + "m": 1.0 + }, + { + "p": 0.051629453897476196, + "m": 0.9526592493057251 + }, + { + "p": 0.057047873735427856, + "m": 1.0 + }, + { + "p": 0.05399707704782486, + "m": 1.0 + }, + { + "p": 0.05814577639102936, + "m": 1.0 + }, + { + "p": 0.056622449308633804, + "m": 0.9178005456924438 + }, + { + "p": 0.07261785864830017, + "m": 0.9435005187988281 + }, + { + "p": 0.04647884890437126, + "m": 0.53947514295578 + }, + { + "p": 0.053593263030052185, + "m": 0.5531407594680786 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.5782347917556763, + "val_loss": 0.8173597455024719, + "acc": 72.04, + "time": 421.94604297800106, + "param": [ + { + "p": 0.04273616895079613, + "m": 1.0 + }, + { + "p": 0.05842612683773041, + "m": 1.0 + }, + { + "p": 0.0660480335354805, + "m": 1.0 + }, + { + "p": 0.04028751701116562, + "m": 0.6113898158073425 + }, + { + "p": 0.05148443952202797, + "m": 0.2025727778673172 + }, + { + "p": 0.02633356675505638, + "m": 0.5579636096954346 + }, + { + "p": 0.055875882506370544, + "m": 0.9145887494087219 + }, + { + "p": 0.06568166613578796, + "m": 0.968616247177124 + }, + { + "p": 0.06637882441282272, + "m": 0.9983699917793274 + }, + { + "p": 0.07453462481498718, + "m": 1.0 + }, + { + "p": 0.0681089386343956, + "m": 0.9071685075759888 + }, + { + "p": 0.05352534353733063, + "m": 1.0 + }, + { + "p": 0.06564706563949585, + "m": 1.0 + }, + { + "p": 0.07053118944168091, + "m": 1.0 + }, + { + "p": 0.058139704167842865, + "m": 0.8736681342124939 + }, + { + "p": 0.0572107695043087, + "m": 1.0 + }, + { + "p": 0.024727437645196915, + "m": 0.6482058763504028 + }, + { + "p": 0.054322749376297, + "m": 0.5304713249206543 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.7468645572662354, + "val_loss": 0.9027443528175354, + "acc": 71.21, + "time": 419.6933423030132, + "param": [ + { + "p": 0.04223906993865967, + "m": 1.0 + }, + { + "p": 0.06478258967399597, + "m": 1.0 + }, + { + "p": 0.04306155815720558, + "m": 1.0 + }, + { + "p": 0.048339009284973145, + "m": 0.6797046661376953 + }, + { + "p": 0.05222882330417633, + "m": 0.11196502298116684 + }, + { + "p": 0.05981352925300598, + "m": 0.3761358857154846 + }, + { + "p": 0.04336387664079666, + "m": 0.8689839839935303 + }, + { + "p": 0.04708988219499588, + "m": 0.9240959882736206 + }, + { + "p": 0.07458566874265671, + "m": 0.9921711087226868 + }, + { + "p": 0.073269322514534, + "m": 0.994175374507904 + }, + { + "p": 0.05985628068447113, + "m": 0.8513839840888977 + }, + { + "p": 0.039510734379291534, + "m": 0.9994893670082092 + }, + { + "p": 0.0599149651825428, + "m": 1.0 + }, + { + "p": 0.051546916365623474, + "m": 1.0 + }, + { + "p": 0.058367762714624405, + "m": 0.8420537710189819 + }, + { + "p": 0.07322670519351959, + "m": 1.0 + }, + { + "p": 0.04249774292111397, + "m": 0.7297279238700867 + }, + { + "p": 0.06630557775497437, + "m": 0.4888797998428345 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.48905476927757263, + "val_loss": 1.0603440999984741, + "acc": 72.42, + "time": 420.0544125390006, + "param": [ + { + "p": 0.062405604869127274, + "m": 1.0 + }, + { + "p": 0.06647367775440216, + "m": 1.0 + }, + { + "p": 0.022010881453752518, + "m": 1.0 + }, + { + "p": 0.0518939234316349, + "m": 0.7409442067146301 + }, + { + "p": 0.06489704549312592, + "m": 0.16321110725402832 + }, + { + "p": 0.02769225835800171, + "m": 0.3920639753341675 + }, + { + "p": 0.06846671551465988, + "m": 0.9132869839668274 + }, + { + "p": 0.05641881003975868, + "m": 0.9611186385154724 + }, + { + "p": 0.05357587710022926, + "m": 1.0 + }, + { + "p": 0.04199231043457985, + "m": 0.9788913726806641 + }, + { + "p": 0.07325000315904617, + "m": 0.8515868782997131 + }, + { + "p": 0.03062925487756729, + "m": 0.9993070363998413 + }, + { + "p": 0.07710547745227814, + "m": 1.0 + }, + { + "p": 0.08642131090164185, + "m": 1.0 + }, + { + "p": 0.06929828971624374, + "m": 0.9466885328292847 + }, + { + "p": 0.057199958711862564, + "m": 0.982205331325531 + }, + { + "p": 0.0420023575425148, + "m": 0.7629392743110657 + }, + { + "p": 0.048266153782606125, + "m": 0.5146693587303162 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.7417420744895935, + "val_loss": 0.9147940278053284, + "acc": 72.54, + "time": 422.78701242699753, + "param": [ + { + "p": 0.06759802252054214, + "m": 1.0 + }, + { + "p": 0.05601280555129051, + "m": 1.0 + }, + { + "p": 0.046965982764959335, + "m": 1.0 + }, + { + "p": 0.05195140838623047, + "m": 0.7121052742004395 + }, + { + "p": 0.054701000452041626, + "m": 0.3130533695220947 + }, + { + "p": 0.057419802993535995, + "m": 0.26619431376457214 + }, + { + "p": 0.04349026456475258, + "m": 0.872312068939209 + }, + { + "p": 0.03783562406897545, + "m": 0.9802097678184509 + }, + { + "p": 0.04844289645552635, + "m": 0.892555832862854 + }, + { + "p": 0.06488636881113052, + "m": 0.990471363067627 + }, + { + "p": 0.05460049584507942, + "m": 0.9990107417106628 + }, + { + "p": 0.06301939487457275, + "m": 1.0 + }, + { + "p": 0.06574240326881409, + "m": 1.0 + }, + { + "p": 0.057992786169052124, + "m": 1.0 + }, + { + "p": 0.056776341050863266, + "m": 0.931240975856781 + }, + { + "p": 0.07084617763757706, + "m": 1.0 + }, + { + "p": 0.05257091671228409, + "m": 0.749336302280426 + }, + { + "p": 0.049147237092256546, + "m": 0.5121272802352905 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.6743311882019043, + "val_loss": 0.7271179556846619, + "acc": 72.04, + "time": 418.53818240099645, + "param": [ + { + "p": 0.05421844869852066, + "m": 1.0 + }, + { + "p": 0.05919089540839195, + "m": 1.0 + }, + { + "p": 0.06595288962125778, + "m": 1.0 + }, + { + "p": 0.040689632296562195, + "m": 0.6341953277587891 + }, + { + "p": 0.050648320466279984, + "m": 0.3878710865974426 + }, + { + "p": 0.0674041360616684, + "m": 0.20088320970535278 + }, + { + "p": 0.044841766357421875, + "m": 0.9601671695709229 + }, + { + "p": 0.05849785357713699, + "m": 0.9018638134002686 + }, + { + "p": 0.061691801995038986, + "m": 0.908244252204895 + }, + { + "p": 0.048652589321136475, + "m": 1.0 + }, + { + "p": 0.06866107881069183, + "m": 0.9535284638404846 + }, + { + "p": 0.07427120208740234, + "m": 0.9922756552696228 + }, + { + "p": 0.05265660211443901, + "m": 1.0 + }, + { + "p": 0.08624336868524551, + "m": 1.0 + }, + { + "p": 0.05258864164352417, + "m": 0.9815444946289062 + }, + { + "p": 0.05439560487866402, + "m": 0.9972872138023376 + }, + { + "p": 0.02856951206922531, + "m": 0.5676738023757935 + }, + { + "p": 0.03082556650042534, + "m": 0.4659302830696106 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.6642393469810486, + "val_loss": 0.8591795563697815, + "acc": 72.27, + "time": 419.735082810992, + "param": [ + { + "p": 0.05025050789117813, + "m": 1.0 + }, + { + "p": 0.05119658261537552, + "m": 1.0 + }, + { + "p": 0.04509478434920311, + "m": 1.0 + }, + { + "p": 0.029591744765639305, + "m": 0.6260334849357605 + }, + { + "p": 0.05243385583162308, + "m": 0.3480239808559418 + }, + { + "p": 0.05249520391225815, + "m": 0.15421386063098907 + }, + { + "p": 0.03785991668701172, + "m": 0.8668276071548462 + }, + { + "p": 0.06872619688510895, + "m": 0.8424512147903442 + }, + { + "p": 0.05582941696047783, + "m": 0.9518747925758362 + }, + { + "p": 0.05556146055459976, + "m": 1.0 + }, + { + "p": 0.05250078812241554, + "m": 0.9790793061256409 + }, + { + "p": 0.049502670764923096, + "m": 0.9813461899757385 + }, + { + "p": 0.046576861292123795, + "m": 1.0 + }, + { + "p": 0.08473470062017441, + "m": 1.0 + }, + { + "p": 0.054657965898513794, + "m": 0.9667540788650513 + }, + { + "p": 0.09988158196210861, + "m": 1.0 + }, + { + "p": 0.06113220751285553, + "m": 0.5145614743232727 + }, + { + "p": 0.051973577588796616, + "m": 0.44537466764450073 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.585780680179596, + "val_loss": 0.7277541160583496, + "acc": 72.52, + "time": 421.9494073280075, + "param": [ + { + "p": 0.056584980338811874, + "m": 1.0 + }, + { + "p": 0.07725478708744049, + "m": 1.0 + }, + { + "p": 0.07142891734838486, + "m": 1.0 + }, + { + "p": 0.02707468718290329, + "m": 0.5830177068710327 + }, + { + "p": 0.03226206451654434, + "m": 0.4649960398674011 + }, + { + "p": 0.08543261885643005, + "m": 0.2300577163696289 + }, + { + "p": 0.06199868023395538, + "m": 0.8333967328071594 + }, + { + "p": 0.040656138211488724, + "m": 0.870151937007904 + }, + { + "p": 0.0815446525812149, + "m": 0.942306637763977 + }, + { + "p": 0.06959879398345947, + "m": 1.0 + }, + { + "p": 0.06677352637052536, + "m": 1.0 + }, + { + "p": 0.029260357841849327, + "m": 1.0 + }, + { + "p": 0.05231800675392151, + "m": 1.0 + }, + { + "p": 0.057310763746500015, + "m": 1.0 + }, + { + "p": 0.054503217339515686, + "m": 0.9735646843910217 + }, + { + "p": 0.06354915350675583, + "m": 1.0 + }, + { + "p": 0.05376677215099335, + "m": 0.3166753053665161 + }, + { + "p": 0.018681857734918594, + "m": 0.4490375518798828 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.6555804014205933, + "val_loss": 0.8109352588653564, + "acc": 72.75, + "time": 419.18199347700283, + "param": [ + { + "p": 0.06313320994377136, + "m": 1.0 + }, + { + "p": 0.016405178233981133, + "m": 1.0 + }, + { + "p": 0.06623678654432297, + "m": 1.0 + }, + { + "p": 0.051509976387023926, + "m": 0.738146185874939 + }, + { + "p": 0.053725045174360275, + "m": 0.5406772494316101 + }, + { + "p": 0.03608614206314087, + "m": 0.1366797536611557 + }, + { + "p": 0.038157328963279724, + "m": 0.8262962698936462 + }, + { + "p": 0.05685698240995407, + "m": 1.0 + }, + { + "p": 0.06147061660885811, + "m": 0.9916036128997803 + }, + { + "p": 0.050360459834337234, + "m": 0.9678519368171692 + }, + { + "p": 0.07677002996206284, + "m": 0.9490993618965149 + }, + { + "p": 0.048145364969968796, + "m": 1.0 + }, + { + "p": 0.04978387802839279, + "m": 1.0 + }, + { + "p": 0.08584874868392944, + "m": 1.0 + }, + { + "p": 0.06550052016973495, + "m": 0.9086653590202332 + }, + { + "p": 0.0763671025633812, + "m": 1.0 + }, + { + "p": 0.058340057730674744, + "m": 0.2885040044784546 + }, + { + "p": 0.04530251398682594, + "m": 0.5145289301872253 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7361665368080139, + "val_loss": 0.9683961868286133, + "acc": 73.22, + "time": 415.48841957999684, + "param": [ + { + "p": 0.041626814752817154, + "m": 1.0 + }, + { + "p": 0.03918854892253876, + "m": 1.0 + }, + { + "p": 0.06448883563280106, + "m": 1.0 + }, + { + "p": 0.02537098526954651, + "m": 0.6735827326774597 + }, + { + "p": 0.060543492436409, + "m": 0.5909348726272583 + }, + { + "p": 0.06772833317518234, + "m": 0.1434582620859146 + }, + { + "p": 0.06073988974094391, + "m": 0.8532567620277405 + }, + { + "p": 0.05360826104879379, + "m": 0.9745983481407166 + }, + { + "p": 0.06920762360095978, + "m": 0.8662064671516418 + }, + { + "p": 0.041903119534254074, + "m": 0.9669491648674011 + }, + { + "p": 0.07244075834751129, + "m": 0.9979686737060547 + }, + { + "p": 0.050244901329278946, + "m": 1.0 + }, + { + "p": 0.05294235423207283, + "m": 1.0 + }, + { + "p": 0.08167220652103424, + "m": 1.0 + }, + { + "p": 0.05365633964538574, + "m": 0.9443773031234741 + }, + { + "p": 0.05113058164715767, + "m": 1.0 + }, + { + "p": 0.06506717205047607, + "m": 0.4412052631378174 + }, + { + "p": 0.04843977838754654, + "m": 0.5814322233200073 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.7065101265907288, + "val_loss": 0.88777756690979, + "acc": 72.29, + "time": 421.31461310099985, + "param": [ + { + "p": 0.05088861286640167, + "m": 1.0 + }, + { + "p": 0.051059383898973465, + "m": 1.0 + }, + { + "p": 0.05154670774936676, + "m": 1.0 + }, + { + "p": 0.06263626366853714, + "m": 0.6086490750312805 + }, + { + "p": 0.059284698218107224, + "m": 0.5498214960098267 + }, + { + "p": 0.05827559530735016, + "m": 0.24236838519573212 + }, + { + "p": 0.03979033976793289, + "m": 0.8143985271453857 + }, + { + "p": 0.03418523073196411, + "m": 0.8366990685462952 + }, + { + "p": 0.07889097929000854, + "m": 0.8649341464042664 + }, + { + "p": 0.07105864584445953, + "m": 0.9406236410140991 + }, + { + "p": 0.04756251722574234, + "m": 1.0 + }, + { + "p": 0.06427692621946335, + "m": 1.0 + }, + { + "p": 0.07565712183713913, + "m": 1.0 + }, + { + "p": 0.05383386090397835, + "m": 1.0 + }, + { + "p": 0.03624194115400314, + "m": 0.9949336051940918 + }, + { + "p": 0.0846598818898201, + "m": 1.0 + }, + { + "p": 0.033185046166181564, + "m": 0.5600743889808655 + }, + { + "p": 0.046966202557086945, + "m": 0.6904191374778748 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.5260650515556335, + "val_loss": 0.9064168334007263, + "acc": 72.53, + "time": 422.4437699359987, + "param": [ + { + "p": 0.06986045837402344, + "m": 1.0 + }, + { + "p": 0.05337611958384514, + "m": 1.0 + }, + { + "p": 0.07971519976854324, + "m": 1.0 + }, + { + "p": 0.06330689787864685, + "m": 0.6225420832633972 + }, + { + "p": 0.053908366709947586, + "m": 0.5461997389793396 + }, + { + "p": 0.04471321031451225, + "m": 0.3289298117160797 + }, + { + "p": 0.03881818801164627, + "m": 0.7941299676895142 + }, + { + "p": 0.03816794604063034, + "m": 0.9131571650505066 + }, + { + "p": 0.07615487277507782, + "m": 0.8265406489372253 + }, + { + "p": 0.052160169929265976, + "m": 0.9570568799972534 + }, + { + "p": 0.0635153278708458, + "m": 0.9958946704864502 + }, + { + "p": 0.07732221484184265, + "m": 1.0 + }, + { + "p": 0.07437638193368912, + "m": 1.0 + }, + { + "p": 0.04838113486766815, + "m": 1.0 + }, + { + "p": 0.030296161770820618, + "m": 0.8730540871620178 + }, + { + "p": 0.05886748060584068, + "m": 1.0 + }, + { + "p": 0.05001114681363106, + "m": 0.36691814661026 + }, + { + "p": 0.027048712596297264, + "m": 0.49898937344551086 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.478176474571228, + "val_loss": 0.7991269826889038, + "acc": 72.67, + "time": 419.4653020340047, + "param": [ + { + "p": 0.07863515615463257, + "m": 1.0 + }, + { + "p": 0.07266172766685486, + "m": 1.0 + }, + { + "p": 0.04949578642845154, + "m": 1.0 + }, + { + "p": 0.05018416792154312, + "m": 0.7045299410820007 + }, + { + "p": 0.031150246039032936, + "m": 0.4855878949165344 + }, + { + "p": 0.048154253512620926, + "m": 0.31914740800857544 + }, + { + "p": 0.0633733868598938, + "m": 0.7645272612571716 + }, + { + "p": 0.0356915257871151, + "m": 0.8247039914131165 + }, + { + "p": 0.06054716557264328, + "m": 0.9662554860115051 + }, + { + "p": 0.08327753096818924, + "m": 1.0 + }, + { + "p": 0.046490151435136795, + "m": 0.9401569962501526 + }, + { + "p": 0.05532883480191231, + "m": 1.0 + }, + { + "p": 0.040102481842041016, + "m": 1.0 + }, + { + "p": 0.06447863578796387, + "m": 1.0 + }, + { + "p": 0.05581076070666313, + "m": 0.9809378385543823 + }, + { + "p": 0.07100488245487213, + "m": 0.9549862146377563 + }, + { + "p": 0.06306648999452591, + "m": 0.4494844675064087 + }, + { + "p": 0.03054678812623024, + "m": 0.6838425397872925 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7146607041358948, + "val_loss": 0.8524730801582336, + "acc": 72.34, + "time": 419.30800018399896, + "param": [ + { + "p": 0.07225257158279419, + "m": 1.0 + }, + { + "p": 0.06763961911201477, + "m": 1.0 + }, + { + "p": 0.042761679738759995, + "m": 1.0 + }, + { + "p": 0.03415435180068016, + "m": 0.740702748298645 + }, + { + "p": 0.03424796462059021, + "m": 0.5190147161483765 + }, + { + "p": 0.04841657355427742, + "m": 0.28935301303863525 + }, + { + "p": 0.049852970987558365, + "m": 0.8325976729393005 + }, + { + "p": 0.06169186159968376, + "m": 0.7378042936325073 + }, + { + "p": 0.042133770883083344, + "m": 0.8869984149932861 + }, + { + "p": 0.06390024721622467, + "m": 0.9947943091392517 + }, + { + "p": 0.07052817940711975, + "m": 0.9371422529220581 + }, + { + "p": 0.0794498547911644, + "m": 1.0 + }, + { + "p": 0.055069487541913986, + "m": 1.0 + }, + { + "p": 0.0657157227396965, + "m": 1.0 + }, + { + "p": 0.04771862551569939, + "m": 0.9300272464752197 + }, + { + "p": 0.06719615310430527, + "m": 1.0 + }, + { + "p": 0.05102600157260895, + "m": 0.47215020656585693 + }, + { + "p": 0.04624427109956741, + "m": 0.5468863248825073 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.5638164281845093, + "val_loss": 0.813793420791626, + "acc": 72.42, + "time": 416.81243708099646, + "param": [ + { + "p": 0.05558846890926361, + "m": 1.0 + }, + { + "p": 0.06596305966377258, + "m": 1.0 + }, + { + "p": 0.06263363361358643, + "m": 1.0 + }, + { + "p": 0.05334039032459259, + "m": 0.6273649334907532 + }, + { + "p": 0.04754769057035446, + "m": 0.5441397428512573 + }, + { + "p": 0.06701931357383728, + "m": 0.32965338230133057 + }, + { + "p": 0.06651471555233002, + "m": 0.7813714146614075 + }, + { + "p": 0.055270276963710785, + "m": 0.6737581491470337 + }, + { + "p": 0.05974859371781349, + "m": 0.8632642030715942 + }, + { + "p": 0.07390900701284409, + "m": 0.9819244146347046 + }, + { + "p": 0.05878346413373947, + "m": 0.9086200594902039 + }, + { + "p": 0.053061146289110184, + "m": 1.0 + }, + { + "p": 0.05443846434354782, + "m": 1.0 + }, + { + "p": 0.040878646075725555, + "m": 1.0 + }, + { + "p": 0.06838297843933105, + "m": 0.9658324122428894 + }, + { + "p": 0.05692097544670105, + "m": 0.9934778213500977 + }, + { + "p": 0.030933726578950882, + "m": 0.6457718014717102 + }, + { + "p": 0.02906542830169201, + "m": 0.44630396366119385 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7398518919944763, + "val_loss": 0.9353440403938293, + "acc": 72.57, + "time": 421.2326054849982, + "param": [ + { + "p": 0.06015487760305405, + "m": 1.0 + }, + { + "p": 0.05772479623556137, + "m": 1.0 + }, + { + "p": 0.0750804990530014, + "m": 1.0 + }, + { + "p": 0.07100439071655273, + "m": 0.5852366089820862 + }, + { + "p": 0.07267694175243378, + "m": 0.41837799549102783 + }, + { + "p": 0.051652416586875916, + "m": 0.24776500463485718 + }, + { + "p": 0.03992273658514023, + "m": 0.933809757232666 + }, + { + "p": 0.0641990453004837, + "m": 0.6547984480857849 + }, + { + "p": 0.08085738122463226, + "m": 0.8689622282981873 + }, + { + "p": 0.0514434389770031, + "m": 0.8813990950584412 + }, + { + "p": 0.06584426760673523, + "m": 0.9266719222068787 + }, + { + "p": 0.05906332656741142, + "m": 1.0 + }, + { + "p": 0.06651186943054199, + "m": 1.0 + }, + { + "p": 0.06225999444723129, + "m": 1.0 + }, + { + "p": 0.03345363959670067, + "m": 0.9539925456047058 + }, + { + "p": 0.053824059665203094, + "m": 0.9996762275695801 + }, + { + "p": 0.008082874119281769, + "m": 0.6935106515884399 + }, + { + "p": 0.026243392378091812, + "m": 0.4776900112628937 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.486702561378479, + "val_loss": 0.7930303812026978, + "acc": 73.31, + "time": 414.6742964590085, + "param": [ + { + "p": 0.058293018490076065, + "m": 1.0 + }, + { + "p": 0.05519171804189682, + "m": 1.0 + }, + { + "p": 0.04923480004072189, + "m": 1.0 + }, + { + "p": 0.06752883642911911, + "m": 0.6173201203346252 + }, + { + "p": 0.019023796543478966, + "m": 0.4271683692932129 + }, + { + "p": 0.07465911656618118, + "m": 0.16913747787475586 + }, + { + "p": 0.05198825150728226, + "m": 0.8572409152984619 + }, + { + "p": 0.06205947697162628, + "m": 0.6512119174003601 + }, + { + "p": 0.04995710775256157, + "m": 0.8753227591514587 + }, + { + "p": 0.05508486181497574, + "m": 0.8685204982757568 + }, + { + "p": 0.07777446508407593, + "m": 0.8610372543334961 + }, + { + "p": 0.05989564210176468, + "m": 1.0 + }, + { + "p": 0.06885256618261337, + "m": 1.0 + }, + { + "p": 0.04506417736411095, + "m": 1.0 + }, + { + "p": 0.03700724244117737, + "m": 0.9430928826332092 + }, + { + "p": 0.08023442327976227, + "m": 1.0 + }, + { + "p": 0.022174090147018433, + "m": 0.6942525506019592 + }, + { + "p": 0.06597647070884705, + "m": 0.5757179260253906 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.49824437499046326, + "val_loss": 0.780706524848938, + "acc": 72.9, + "time": 422.1304198639991, + "param": [ + { + "p": 0.058231644332408905, + "m": 1.0 + }, + { + "p": 0.05577670782804489, + "m": 1.0 + }, + { + "p": 0.06523910909891129, + "m": 1.0 + }, + { + "p": 0.05626910179853439, + "m": 0.704780101776123 + }, + { + "p": 0.052349723875522614, + "m": 0.6063835024833679 + }, + { + "p": 0.039565134793519974, + "m": 0.09287088364362717 + }, + { + "p": 0.05485081300139427, + "m": 0.7135165929794312 + }, + { + "p": 0.04960466921329498, + "m": 0.5222325325012207 + }, + { + "p": 0.04076110199093819, + "m": 0.7541188597679138 + }, + { + "p": 0.051325321197509766, + "m": 0.8590535521507263 + }, + { + "p": 0.06442436575889587, + "m": 0.8415479063987732 + }, + { + "p": 0.07418941706418991, + "m": 1.0 + }, + { + "p": 0.08273786306381226, + "m": 1.0 + }, + { + "p": 0.039597079157829285, + "m": 1.0 + }, + { + "p": 0.05139106139540672, + "m": 0.945528507232666 + }, + { + "p": 0.06211315467953682, + "m": 1.0 + }, + { + "p": 0.07982378453016281, + "m": 0.6133086085319519 + }, + { + "p": 0.021750038489699364, + "m": 0.6525722742080688 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.6225029826164246, + "val_loss": 0.9529451727867126, + "acc": 72.15, + "time": 420.41973136500746, + "param": [ + { + "p": 0.0492897592484951, + "m": 1.0 + }, + { + "p": 0.04056090861558914, + "m": 1.0 + }, + { + "p": 0.07389423996210098, + "m": 1.0 + }, + { + "p": 0.07020412385463715, + "m": 0.8226054906845093 + }, + { + "p": 0.036445122212171555, + "m": 0.6388020515441895 + }, + { + "p": 0.05287686362862587, + "m": 0.33517804741859436 + }, + { + "p": 0.05101722478866577, + "m": 0.7411441802978516 + }, + { + "p": 0.07164278626441956, + "m": 0.7651535272598267 + }, + { + "p": 0.06450621783733368, + "m": 0.8750550746917725 + }, + { + "p": 0.060032885521650314, + "m": 0.9535210728645325 + }, + { + "p": 0.05561352148652077, + "m": 0.9094159603118896 + }, + { + "p": 0.07483985275030136, + "m": 1.0 + }, + { + "p": 0.052318722009658813, + "m": 1.0 + }, + { + "p": 0.06123608350753784, + "m": 1.0 + }, + { + "p": 0.04885562136769295, + "m": 0.975939929485321 + }, + { + "p": 0.06783906370401382, + "m": 1.0 + }, + { + "p": 0.03471659868955612, + "m": 0.5425515174865723 + }, + { + "p": 0.03411054611206055, + "m": 0.5415753722190857 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.6148136854171753, + "val_loss": 0.8621786832809448, + "acc": 72.48, + "time": 424.921079355001, + "param": [ + { + "p": 0.06496444344520569, + "m": 1.0 + }, + { + "p": 0.04244963824748993, + "m": 1.0 + }, + { + "p": 0.07518032938241959, + "m": 1.0 + }, + { + "p": 0.03281891718506813, + "m": 0.7598825097084045 + }, + { + "p": 0.033242594450712204, + "m": 0.7190651297569275 + }, + { + "p": 0.07351429015398026, + "m": 0.40932196378707886 + }, + { + "p": 0.05967557057738304, + "m": 0.8460938334465027 + }, + { + "p": 0.03544117510318756, + "m": 0.8915851712226868 + }, + { + "p": 0.08266278356313705, + "m": 0.9907050132751465 + }, + { + "p": 0.04358133673667908, + "m": 1.0 + }, + { + "p": 0.06578274071216583, + "m": 0.9838840365409851 + }, + { + "p": 0.06680631637573242, + "m": 0.9900916814804077 + }, + { + "p": 0.05697348713874817, + "m": 1.0 + }, + { + "p": 0.06084239482879639, + "m": 1.0 + }, + { + "p": 0.039343055337667465, + "m": 1.0 + }, + { + "p": 0.0692775771021843, + "m": 1.0 + }, + { + "p": 0.042394690215587616, + "m": 0.5897114276885986 + }, + { + "p": 0.055048611015081406, + "m": 0.5716598629951477 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.5697256922721863, + "val_loss": 0.951910674571991, + "acc": 72.94, + "time": 416.61189107300015, + "param": [ + { + "p": 0.04758000001311302, + "m": 1.0 + }, + { + "p": 0.01253749243915081, + "m": 1.0 + }, + { + "p": 0.06467396020889282, + "m": 1.0 + }, + { + "p": 0.03687256574630737, + "m": 0.7808701992034912 + }, + { + "p": 0.04678243398666382, + "m": 0.6379579901695251 + }, + { + "p": 0.0734437108039856, + "m": 0.40416455268859863 + }, + { + "p": 0.04353472962975502, + "m": 0.8671489953994751 + }, + { + "p": 0.03766300156712532, + "m": 0.784623384475708 + }, + { + "p": 0.07675181329250336, + "m": 0.9957782626152039 + }, + { + "p": 0.07522831857204437, + "m": 0.9925400614738464 + }, + { + "p": 0.06949719786643982, + "m": 1.0 + }, + { + "p": 0.06649790704250336, + "m": 1.0 + }, + { + "p": 0.08230922371149063, + "m": 1.0 + }, + { + "p": 0.07323744893074036, + "m": 1.0 + }, + { + "p": 0.04688121750950813, + "m": 0.9717466235160828 + }, + { + "p": 0.06769471615552902, + "m": 1.0 + }, + { + "p": 0.05520874261856079, + "m": 0.5415884256362915 + }, + { + "p": 0.02360546588897705, + "m": 0.4965224862098694 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.6669773459434509, + "val_loss": 0.8467047214508057, + "acc": 73.08, + "time": 418.8635644400056, + "param": [ + { + "p": 0.05118764564394951, + "m": 1.0 + }, + { + "p": 0.05447452887892723, + "m": 1.0 + }, + { + "p": 0.060901954770088196, + "m": 1.0 + }, + { + "p": 0.05509384721517563, + "m": 0.6885609030723572 + }, + { + "p": 0.06337475031614304, + "m": 0.658851146697998 + }, + { + "p": 0.04382540285587311, + "m": 0.36061522364616394 + }, + { + "p": 0.06108766794204712, + "m": 0.9945360422134399 + }, + { + "p": 0.038164928555488586, + "m": 0.7277873158454895 + }, + { + "p": 0.05595295876264572, + "m": 0.9916930794715881 + }, + { + "p": 0.07979675382375717, + "m": 1.0 + }, + { + "p": 0.046237796545028687, + "m": 1.0 + }, + { + "p": 0.06054183840751648, + "m": 1.0 + }, + { + "p": 0.04117019474506378, + "m": 1.0 + }, + { + "p": 0.04878372699022293, + "m": 1.0 + }, + { + "p": 0.0714353621006012, + "m": 0.9130567312240601 + }, + { + "p": 0.06332508474588394, + "m": 0.9831129312515259 + }, + { + "p": 0.04947281256318092, + "m": 0.6447726488113403 + }, + { + "p": 0.05517265200614929, + "m": 0.48079752922058105 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.6042612195014954, + "val_loss": 0.71453458070755, + "acc": 72.8, + "time": 420.60160798899597, + "param": [ + { + "p": 0.047202855348587036, + "m": 1.0 + }, + { + "p": 0.06164088100194931, + "m": 1.0 + }, + { + "p": 0.05577210336923599, + "m": 1.0 + }, + { + "p": 0.03712118789553642, + "m": 0.6997352838516235 + }, + { + "p": 0.07379849255084991, + "m": 0.5505861043930054 + }, + { + "p": 0.03632749244570732, + "m": 0.08142052590847015 + }, + { + "p": 0.05353105440735817, + "m": 0.9856703281402588 + }, + { + "p": 0.042257796972990036, + "m": 0.744697093963623 + }, + { + "p": 0.03813230246305466, + "m": 0.9756479263305664 + }, + { + "p": 0.0643206313252449, + "m": 0.9710590243339539 + }, + { + "p": 0.04012219235301018, + "m": 1.0 + }, + { + "p": 0.048457931727170944, + "m": 1.0 + }, + { + "p": 0.05334939435124397, + "m": 1.0 + }, + { + "p": 0.07880943268537521, + "m": 1.0 + }, + { + "p": 0.06948813796043396, + "m": 0.9728396534919739 + }, + { + "p": 0.08419913798570633, + "m": 0.9967457056045532 + }, + { + "p": 0.05652773007750511, + "m": 0.6869242787361145 + }, + { + "p": 0.058941151946783066, + "m": 0.5333870649337769 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.6465162634849548, + "val_loss": 0.8343644738197327, + "acc": 72.99, + "time": 419.9045995030028, + "param": [ + { + "p": 0.04970838502049446, + "m": 1.0 + }, + { + "p": 0.04159111529588699, + "m": 1.0 + }, + { + "p": 0.03687996044754982, + "m": 1.0 + }, + { + "p": 0.06019279360771179, + "m": 0.6798285245895386 + }, + { + "p": 0.054648932069540024, + "m": 0.42585518956184387 + }, + { + "p": 0.0359908826649189, + "m": 0.08138717710971832 + }, + { + "p": 0.06799733638763428, + "m": 0.8654854893684387 + }, + { + "p": 0.060495465993881226, + "m": 0.785097062587738 + }, + { + "p": 0.06477074325084686, + "m": 0.9930046796798706 + }, + { + "p": 0.02720927819609642, + "m": 0.9661738872528076 + }, + { + "p": 0.07674205303192139, + "m": 0.9767829179763794 + }, + { + "p": 0.05777544528245926, + "m": 1.0 + }, + { + "p": 0.059973910450935364, + "m": 1.0 + }, + { + "p": 0.04487112537026405, + "m": 1.0 + }, + { + "p": 0.05952166020870209, + "m": 0.9616495370864868 + }, + { + "p": 0.07642120122909546, + "m": 1.0 + }, + { + "p": 0.05257081985473633, + "m": 0.6323783993721008 + }, + { + "p": 0.07263889908790588, + "m": 0.44451776146888733 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json new file mode 100644 index 0000000..9f5116d --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 74.23, + "Time": [ + 572.4983607997334, + 58.64127303570135 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3891923427581787, + "val_loss": 2.238778829574585, + "acc": 20.97, + "time": 390.3145611200016, + "param": [ + { + "p": 0.0965413898229599, + "m": 1.0 + }, + { + "p": 0.08079864084720612, + "m": 1.0 + }, + { + "p": 0.0150195537135005, + "m": 1.0 + }, + { + "p": 0.05657678842544556, + "m": 1.0 + }, + { + "p": 0.017261693254113197, + "m": 0.9472354054450989 + }, + { + "p": 0.060442641377449036, + "m": 0.9790194630622864 + }, + { + "p": 0.07763909548521042, + "m": 1.0 + }, + { + "p": 0.08629266172647476, + "m": 0.9784702658653259 + }, + { + "p": 0.10750256478786469, + "m": 1.0 + }, + { + "p": 0.024639826267957687, + "m": 1.0 + }, + { + "p": 0.03722907975316048, + "m": 0.9746506214141846 + }, + { + "p": 0.07412941753864288, + "m": 1.0 + }, + { + "p": 0.09209588915109634, + "m": 1.0 + }, + { + "p": 0.0025674987118691206, + "m": 1.0 + }, + { + "p": 0.0928323045372963, + "m": 1.0 + }, + { + "p": 0.048397790640592575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8956577777862549 + }, + { + "p": 0.03003315068781376, + "m": 0.9039636850357056 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2007598876953125, + "val_loss": 2.0800719261169434, + "acc": 25.83, + "time": 480.58825265598716, + "param": [ + { + "p": 0.048339396715164185, + "m": 1.0 + }, + { + "p": 0.041310861706733704, + "m": 1.0 + }, + { + "p": 0.06439999490976334, + "m": 1.0 + }, + { + "p": 0.05727134272456169, + "m": 1.0 + }, + { + "p": 0.07764872163534164, + "m": 0.6599047780036926 + }, + { + "p": 0.05058479309082031, + "m": 0.5316770076751709 + }, + { + "p": 0.059240177273750305, + "m": 0.9231572151184082 + }, + { + "p": 0.06603234261274338, + "m": 0.9586730003356934 + }, + { + "p": 0.07414735108613968, + "m": 1.0 + }, + { + "p": 0.04653104022145271, + "m": 1.0 + }, + { + "p": 0.05913034826517105, + "m": 1.0 + }, + { + "p": 0.0699518620967865, + "m": 1.0 + }, + { + "p": 0.0567082054913044, + "m": 1.0 + }, + { + "p": 0.0291829165071249, + "m": 1.0 + }, + { + "p": 0.0793708860874176, + "m": 0.9098889827728271 + }, + { + "p": 0.034349728375673294, + "m": 1.0 + }, + { + "p": 0.06331630796194077, + "m": 0.8113762140274048 + }, + { + "p": 0.022483721375465393, + "m": 0.8150799870491028 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.2068443298339844, + "val_loss": 2.0162761211395264, + "acc": 29.74, + "time": 594.7231651410111, + "param": [ + { + "p": 0.05407283455133438, + "m": 1.0 + }, + { + "p": 0.06337439268827438, + "m": 1.0 + }, + { + "p": 0.060998812317848206, + "m": 1.0 + }, + { + "p": 0.04562815651297569, + "m": 0.9811505079269409 + }, + { + "p": 0.06530431658029556, + "m": 0.3936341404914856 + }, + { + "p": 0.039381515234708786, + "m": 0.38198623061180115 + }, + { + "p": 0.04698285460472107, + "m": 0.833810031414032 + }, + { + "p": 0.06936512887477875, + "m": 0.8116307258605957 + }, + { + "p": 0.07025852054357529, + "m": 1.0 + }, + { + "p": 0.05494724214076996, + "m": 0.9455868005752563 + }, + { + "p": 0.05320309102535248, + "m": 1.0 + }, + { + "p": 0.05419062077999115, + "m": 1.0 + }, + { + "p": 0.06255477666854858, + "m": 1.0 + }, + { + "p": 0.03112814575433731, + "m": 1.0 + }, + { + "p": 0.05990017205476761, + "m": 0.7555726170539856 + }, + { + "p": 0.07047074288129807, + "m": 0.998917281627655 + }, + { + "p": 0.05408112332224846, + "m": 0.9461588263511658 + }, + { + "p": 0.044157445430755615, + "m": 0.8773698806762695 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.983683466911316, + "val_loss": 1.8988031148910522, + "acc": 32.09, + "time": 592.3704821289866, + "param": [ + { + "p": 0.05001823231577873, + "m": 1.0 + }, + { + "p": 0.05450804904103279, + "m": 1.0 + }, + { + "p": 0.07344964146614075, + "m": 1.0 + }, + { + "p": 0.04689217358827591, + "m": 0.9967929124832153 + }, + { + "p": 0.0625578835606575, + "m": 0.5114402174949646 + }, + { + "p": 0.03688828647136688, + "m": 0.2653084099292755 + }, + { + "p": 0.09214898943901062, + "m": 1.0 + }, + { + "p": 0.05078065022826195, + "m": 0.9553594589233398 + }, + { + "p": 0.049745555967092514, + "m": 1.0 + }, + { + "p": 0.08174353092908859, + "m": 0.7107929587364197 + }, + { + "p": 0.053321365267038345, + "m": 1.0 + }, + { + "p": 0.059978969395160675, + "m": 1.0 + }, + { + "p": 0.0351853109896183, + "m": 1.0 + }, + { + "p": 0.06093263253569603, + "m": 1.0 + }, + { + "p": 0.05914787948131561, + "m": 0.8525391221046448 + }, + { + "p": 0.08912386000156403, + "m": 1.0 + }, + { + "p": 0.028794709593057632, + "m": 0.9061983227729797 + }, + { + "p": 0.014782299287617207, + "m": 0.8852120041847229 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.8659589290618896, + "val_loss": 1.770371913909912, + "acc": 38.2, + "time": 591.3110021239845, + "param": [ + { + "p": 0.05255468562245369, + "m": 1.0 + }, + { + "p": 0.06567658483982086, + "m": 1.0 + }, + { + "p": 0.09891005605459213, + "m": 1.0 + }, + { + "p": 0.03261600062251091, + "m": 0.9516011476516724 + }, + { + "p": 0.06437993794679642, + "m": 0.3788432478904724 + }, + { + "p": 0.04386615380644798, + "m": 0.4755827784538269 + }, + { + "p": 0.052779167890548706, + "m": 1.0 + }, + { + "p": 0.10330554842948914, + "m": 1.0 + }, + { + "p": 0.0720503032207489, + "m": 0.9716086387634277 + }, + { + "p": 0.1068621501326561, + "m": 0.47537094354629517 + }, + { + "p": 0.008962630294263363, + "m": 0.9482336044311523 + }, + { + "p": 0.058052077889442444, + "m": 1.0 + }, + { + "p": 0.06603904813528061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05383953079581261, + "m": 0.8572617769241333 + }, + { + "p": 0.08495522290468216, + "m": 1.0 + }, + { + "p": 0.0343458317220211, + "m": 0.899398922920227 + }, + { + "p": 0.000805006071459502, + "m": 0.897631824016571 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.834253191947937, + "val_loss": 1.908529281616211, + "acc": 35.5, + "time": 595.3035140010179, + "param": [ + { + "p": 0.11666152626276016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09684345126152039, + "m": 1.0 + }, + { + "p": 0.11029002070426941, + "m": 0.9773461818695068 + }, + { + "p": 0.11866835504770279, + "m": 0.28201359510421753 + }, + { + "p": 0.03375620022416115, + "m": 0.5602368116378784 + }, + { + "p": 0.09695034474134445, + "m": 0.9372230172157288 + }, + { + "p": 0.08856254816055298, + "m": 0.8947109580039978 + }, + { + "p": 0.005057595670223236, + "m": 0.949734091758728 + }, + { + "p": 0.089408740401268, + "m": 0.4275946021080017 + }, + { + "p": 0.0, + "m": 0.9828142523765564 + }, + { + "p": 0.06146334484219551, + "m": 0.981413722038269 + }, + { + "p": 0.044737379997968674, + "m": 1.0 + }, + { + "p": 0.0013927817344665527, + "m": 1.0 + }, + { + "p": 0.033416375517845154, + "m": 0.8203974366188049 + }, + { + "p": 0.10279134660959244, + "m": 0.9592763185501099 + }, + { + "p": 0.0, + "m": 0.8391859531402588 + }, + { + "p": 0.0, + "m": 0.8949108719825745 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.885212779045105, + "val_loss": 1.7027149200439453, + "acc": 43.47, + "time": 593.6586018030066, + "param": [ + { + "p": 0.04422294348478317, + "m": 1.0 + }, + { + "p": 0.07165277749300003, + "m": 1.0 + }, + { + "p": 0.0841134712100029, + "m": 1.0 + }, + { + "p": 0.028143202885985374, + "m": 0.9983077645301819 + }, + { + "p": 0.09883119910955429, + "m": 0.2477051466703415 + }, + { + "p": 0.04470160976052284, + "m": 0.6057797074317932 + }, + { + "p": 0.09116242080926895, + "m": 0.984678328037262 + }, + { + "p": 0.0828736200928688, + "m": 0.8095746040344238 + }, + { + "p": 0.05162470042705536, + "m": 1.0 + }, + { + "p": 0.05514787510037422, + "m": 0.3937670588493347 + }, + { + "p": 0.044852253049612045, + "m": 1.0 + }, + { + "p": 0.04137582331895828, + "m": 1.0 + }, + { + "p": 0.07987277954816818, + "m": 1.0 + }, + { + "p": 0.017730018123984337, + "m": 1.0 + }, + { + "p": 0.04655565693974495, + "m": 0.688306450843811 + }, + { + "p": 0.06577987968921661, + "m": 1.0 + }, + { + "p": 0.020184986293315887, + "m": 0.7910272479057312 + }, + { + "p": 0.031174685806035995, + "m": 0.8305646181106567 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.785248041152954, + "val_loss": 1.5906975269317627, + "acc": 42.94, + "time": 588.2952881180099, + "param": [ + { + "p": 0.0553416945040226, + "m": 1.0 + }, + { + "p": 0.04475345462560654, + "m": 1.0 + }, + { + "p": 0.06205936148762703, + "m": 1.0 + }, + { + "p": 0.06133110821247101, + "m": 1.0 + }, + { + "p": 0.04970743507146835, + "m": 0.3266037106513977 + }, + { + "p": 0.051063865423202515, + "m": 0.43141528964042664 + }, + { + "p": 0.0649409145116806, + "m": 0.9768674373626709 + }, + { + "p": 0.07135134190320969, + "m": 0.9409977793693542 + }, + { + "p": 0.06526414304971695, + "m": 1.0 + }, + { + "p": 0.05850304663181305, + "m": 0.4373578131198883 + }, + { + "p": 0.05484446883201599, + "m": 1.0 + }, + { + "p": 0.07603086531162262, + "m": 0.9882094860076904 + }, + { + "p": 0.06930098682641983, + "m": 1.0 + }, + { + "p": 0.024672124534845352, + "m": 1.0 + }, + { + "p": 0.06807459890842438, + "m": 0.6194761395454407 + }, + { + "p": 0.05272185429930687, + "m": 0.9937654733657837 + }, + { + "p": 0.046538397669792175, + "m": 0.8116565346717834 + }, + { + "p": 0.023500248789787292, + "m": 0.8151146173477173 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.71885085105896, + "val_loss": 1.5912975072860718, + "acc": 43.9, + "time": 590.0104578050086, + "param": [ + { + "p": 0.0771961659193039, + "m": 1.0 + }, + { + "p": 0.04550119489431381, + "m": 1.0 + }, + { + "p": 0.05700540542602539, + "m": 1.0 + }, + { + "p": 0.05938083678483963, + "m": 1.0 + }, + { + "p": 0.06669323146343231, + "m": 0.28717175126075745 + }, + { + "p": 0.03464452177286148, + "m": 0.3783947825431824 + }, + { + "p": 0.06394428014755249, + "m": 0.9926638007164001 + }, + { + "p": 0.0391521155834198, + "m": 1.0 + }, + { + "p": 0.04975852370262146, + "m": 1.0 + }, + { + "p": 0.059873066842556, + "m": 0.5105739831924438 + }, + { + "p": 0.06094387546181679, + "m": 1.0 + }, + { + "p": 0.06444999575614929, + "m": 1.0 + }, + { + "p": 0.06831985712051392, + "m": 1.0 + }, + { + "p": 0.029322296380996704, + "m": 1.0 + }, + { + "p": 0.08911522477865219, + "m": 0.6512629985809326 + }, + { + "p": 0.06378357857465744, + "m": 0.9993489384651184 + }, + { + "p": 0.037816453725099564, + "m": 0.8361692428588867 + }, + { + "p": 0.03309936821460724, + "m": 0.840860903263092 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.6464074850082397, + "val_loss": 1.4972234964370728, + "acc": 47.67, + "time": 594.089135385002, + "param": [ + { + "p": 0.06690588593482971, + "m": 1.0 + }, + { + "p": 0.06514746695756912, + "m": 1.0 + }, + { + "p": 0.07085010409355164, + "m": 1.0 + }, + { + "p": 0.02965991199016571, + "m": 0.9506692886352539 + }, + { + "p": 0.05927484855055809, + "m": 0.2456246018409729 + }, + { + "p": 0.04549283906817436, + "m": 0.46895506978034973 + }, + { + "p": 0.08802157640457153, + "m": 0.9427792429924011 + }, + { + "p": 0.0578700453042984, + "m": 1.0 + }, + { + "p": 0.007969720289111137, + "m": 0.9899232983589172 + }, + { + "p": 0.04597010090947151, + "m": 0.5537726879119873 + }, + { + "p": 0.09225720912218094, + "m": 0.9996806979179382 + }, + { + "p": 0.0788600891828537, + "m": 1.0 + }, + { + "p": 0.05863576382398605, + "m": 1.0 + }, + { + "p": 0.04997324198484421, + "m": 1.0 + }, + { + "p": 0.06281541287899017, + "m": 0.721088707447052 + }, + { + "p": 0.08329183608293533, + "m": 1.0 + }, + { + "p": 0.016388768330216408, + "m": 0.8767203092575073 + }, + { + "p": 0.020615098997950554, + "m": 0.8682873249053955 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7018377780914307, + "val_loss": 1.4435222148895264, + "acc": 47.11, + "time": 528.9443904730142, + "param": [ + { + "p": 0.08364736288785934, + "m": 1.0 + }, + { + "p": 0.04863050952553749, + "m": 1.0 + }, + { + "p": 0.06770437955856323, + "m": 1.0 + }, + { + "p": 0.056700799614191055, + "m": 0.9586772918701172 + }, + { + "p": 0.07534201443195343, + "m": 0.3720352351665497 + }, + { + "p": 0.03942778706550598, + "m": 0.48395848274230957 + }, + { + "p": 0.06585302948951721, + "m": 0.9668117165565491 + }, + { + "p": 0.057307153940200806, + "m": 0.9946616291999817 + }, + { + "p": 0.059664998203516006, + "m": 1.0 + }, + { + "p": 0.053914666175842285, + "m": 0.5904058218002319 + }, + { + "p": 0.05895873159170151, + "m": 0.9991620779037476 + }, + { + "p": 0.05899366736412048, + "m": 0.9981592297554016 + }, + { + "p": 0.06431405246257782, + "m": 1.0 + }, + { + "p": 0.04088354855775833, + "m": 1.0 + }, + { + "p": 0.07085636258125305, + "m": 0.7478523850440979 + }, + { + "p": 0.059348803013563156, + "m": 0.9907380938529968 + }, + { + "p": 0.03152519837021828, + "m": 0.844092607498169 + }, + { + "p": 0.006927060894668102, + "m": 0.8230557441711426 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7962404489517212, + "val_loss": 1.4861843585968018, + "acc": 48.6, + "time": 297.8307993590133, + "param": [ + { + "p": 0.06945236772298813, + "m": 1.0 + }, + { + "p": 0.039642978459596634, + "m": 1.0 + }, + { + "p": 0.06541503220796585, + "m": 1.0 + }, + { + "p": 0.0626520961523056, + "m": 1.0 + }, + { + "p": 0.08924063295125961, + "m": 0.45952218770980835 + }, + { + "p": 0.05003277584910393, + "m": 0.43760260939598083 + }, + { + "p": 0.06651880592107773, + "m": 1.0 + }, + { + "p": 0.08796641230583191, + "m": 1.0 + }, + { + "p": 0.04504437372088432, + "m": 0.9764809608459473 + }, + { + "p": 0.06631787866353989, + "m": 0.6170552372932434 + }, + { + "p": 0.05864221975207329, + "m": 1.0 + }, + { + "p": 0.08976151049137115, + "m": 0.9929469227790833 + }, + { + "p": 0.07377257943153381, + "m": 1.0 + }, + { + "p": 0.001213414710946381, + "m": 1.0 + }, + { + "p": 0.0476243682205677, + "m": 0.7544629573822021 + }, + { + "p": 0.0664064884185791, + "m": 1.0 + }, + { + "p": 0.005113879218697548, + "m": 0.8496121764183044 + }, + { + "p": 0.01518210768699646, + "m": 0.7640806436538696 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.886688232421875, + "val_loss": 1.3693914413452148, + "acc": 50.57, + "time": 592.8513269500108, + "param": [ + { + "p": 0.06249783933162689, + "m": 1.0 + }, + { + "p": 0.05067404359579086, + "m": 1.0 + }, + { + "p": 0.06999530643224716, + "m": 1.0 + }, + { + "p": 0.0760011300444603, + "m": 0.9990553855895996 + }, + { + "p": 0.07012943178415298, + "m": 0.4277879595756531 + }, + { + "p": 0.05116094648838043, + "m": 0.6010487675666809 + }, + { + "p": 0.06324201822280884, + "m": 0.981139600276947 + }, + { + "p": 0.05370897054672241, + "m": 1.0 + }, + { + "p": 0.0431046225130558, + "m": 1.0 + }, + { + "p": 0.06096648797392845, + "m": 0.58711838722229 + }, + { + "p": 0.05325564742088318, + "m": 0.9989388585090637 + }, + { + "p": 0.06578828394412994, + "m": 0.9995745420455933 + }, + { + "p": 0.055946629494428635, + "m": 1.0 + }, + { + "p": 0.03421942517161369, + "m": 1.0 + }, + { + "p": 0.05649721249938011, + "m": 0.7995544672012329 + }, + { + "p": 0.06361055374145508, + "m": 0.9880180358886719 + }, + { + "p": 0.03264519199728966, + "m": 1.0 + }, + { + "p": 0.03655610978603363, + "m": 0.8449100852012634 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.64523184299469, + "val_loss": 1.4562299251556396, + "acc": 48.24, + "time": 595.5021411139751, + "param": [ + { + "p": 0.08573925495147705, + "m": 1.0 + }, + { + "p": 0.012443608604371548, + "m": 1.0 + }, + { + "p": 0.09029795974493027, + "m": 1.0 + }, + { + "p": 0.06345406919717789, + "m": 0.9968328475952148 + }, + { + "p": 0.03896449878811836, + "m": 0.4053981900215149 + }, + { + "p": 0.07440830022096634, + "m": 0.5552128553390503 + }, + { + "p": 0.0732598528265953, + "m": 0.9598116278648376 + }, + { + "p": 0.07241522520780563, + "m": 1.0 + }, + { + "p": 0.09060300141572952, + "m": 0.9876750707626343 + }, + { + "p": 0.06227223947644234, + "m": 0.5572509765625 + }, + { + "p": 0.045397426933050156, + "m": 0.9864996671676636 + }, + { + "p": 0.05974278226494789, + "m": 1.0 + }, + { + "p": 0.04391595721244812, + "m": 1.0 + }, + { + "p": 0.017781995236873627, + "m": 1.0 + }, + { + "p": 0.07002482563257217, + "m": 0.7825337648391724 + }, + { + "p": 0.07579910755157471, + "m": 1.0 + }, + { + "p": 0.014339113608002663, + "m": 0.9769918322563171 + }, + { + "p": 0.009140747599303722, + "m": 0.8940197825431824 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5737097263336182, + "val_loss": 1.3544855117797852, + "acc": 52.06, + "time": 589.831683286, + "param": [ + { + "p": 0.0633826032280922, + "m": 1.0 + }, + { + "p": 0.03268249332904816, + "m": 1.0 + }, + { + "p": 0.07319439947605133, + "m": 1.0 + }, + { + "p": 0.05064457654953003, + "m": 0.9794158339500427 + }, + { + "p": 0.058490246534347534, + "m": 0.37862780690193176 + }, + { + "p": 0.03694465756416321, + "m": 0.518677830696106 + }, + { + "p": 0.05996714532375336, + "m": 0.9248278141021729 + }, + { + "p": 0.05005492642521858, + "m": 1.0 + }, + { + "p": 0.07522507756948471, + "m": 1.0 + }, + { + "p": 0.07036227732896805, + "m": 0.54905104637146 + }, + { + "p": 0.05148274451494217, + "m": 1.0 + }, + { + "p": 0.06583860516548157, + "m": 1.0 + }, + { + "p": 0.05801132693886757, + "m": 1.0 + }, + { + "p": 0.03787792846560478, + "m": 1.0 + }, + { + "p": 0.0795058086514473, + "m": 0.8445014953613281 + }, + { + "p": 0.07388068735599518, + "m": 1.0 + }, + { + "p": 0.02474805898964405, + "m": 0.8625344634056091 + }, + { + "p": 0.037706468254327774, + "m": 0.9978131651878357 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6093424558639526, + "val_loss": 1.350219964981079, + "acc": 51.09, + "time": 594.2990074669942, + "param": [ + { + "p": 0.07423322647809982, + "m": 1.0 + }, + { + "p": 0.035657886415719986, + "m": 1.0 + }, + { + "p": 0.08267819881439209, + "m": 1.0 + }, + { + "p": 0.06714886426925659, + "m": 1.0 + }, + { + "p": 0.05214608460664749, + "m": 0.3843843638896942 + }, + { + "p": 0.03642765432596207, + "m": 0.43942829966545105 + }, + { + "p": 0.07698877155780792, + "m": 0.8784512877464294 + }, + { + "p": 0.046312328428030014, + "m": 1.0 + }, + { + "p": 0.057239994406700134, + "m": 1.0 + }, + { + "p": 0.06578704714775085, + "m": 0.5918391942977905 + }, + { + "p": 0.07294097542762756, + "m": 1.0 + }, + { + "p": 0.05625847354531288, + "m": 0.9844481945037842 + }, + { + "p": 0.05417924374341965, + "m": 1.0 + }, + { + "p": 0.03612253814935684, + "m": 1.0 + }, + { + "p": 0.07706766575574875, + "m": 0.8713616132736206 + }, + { + "p": 0.05001336336135864, + "m": 0.9788107872009277 + }, + { + "p": 0.030239805579185486, + "m": 0.9600479006767273 + }, + { + "p": 0.028557907789945602, + "m": 0.9814856648445129 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.473365306854248, + "val_loss": 1.2488644123077393, + "acc": 52.87, + "time": 585.1218823260278, + "param": [ + { + "p": 0.06489289551973343, + "m": 1.0 + }, + { + "p": 0.0494346059858799, + "m": 1.0 + }, + { + "p": 0.074149951338768, + "m": 1.0 + }, + { + "p": 0.06990320980548859, + "m": 1.0 + }, + { + "p": 0.0717480257153511, + "m": 0.2817350924015045 + }, + { + "p": 0.055351968854665756, + "m": 0.49457475543022156 + }, + { + "p": 0.045450810343027115, + "m": 0.8927693367004395 + }, + { + "p": 0.07872644066810608, + "m": 0.9421990513801575 + }, + { + "p": 0.06097204610705376, + "m": 0.9917340278625488 + }, + { + "p": 0.046857111155986786, + "m": 0.6512077450752258 + }, + { + "p": 0.05532345548272133, + "m": 0.9905242323875427 + }, + { + "p": 0.08957791328430176, + "m": 0.9976651072502136 + }, + { + "p": 0.07220237702131271, + "m": 1.0 + }, + { + "p": 0.043936312198638916, + "m": 1.0 + }, + { + "p": 0.05533195659518242, + "m": 0.8868676424026489 + }, + { + "p": 0.04266636446118355, + "m": 0.9939678907394409 + }, + { + "p": 0.012080986052751541, + "m": 0.9839356541633606 + }, + { + "p": 0.011393571272492409, + "m": 0.9910067915916443 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6767046451568604, + "val_loss": 1.2034857273101807, + "acc": 54.35, + "time": 592.1451615600381, + "param": [ + { + "p": 0.058192718774080276, + "m": 1.0 + }, + { + "p": 0.02127929963171482, + "m": 1.0 + }, + { + "p": 0.07137558609247208, + "m": 1.0 + }, + { + "p": 0.043089963495731354, + "m": 0.9812817573547363 + }, + { + "p": 0.046231959015131, + "m": 0.395786315202713 + }, + { + "p": 0.04965284466743469, + "m": 0.35590651631355286 + }, + { + "p": 0.04780358821153641, + "m": 0.934773862361908 + }, + { + "p": 0.053948383778333664, + "m": 0.9566434025764465 + }, + { + "p": 0.059033505618572235, + "m": 1.0 + }, + { + "p": 0.07931707799434662, + "m": 0.6296852827072144 + }, + { + "p": 0.06208663806319237, + "m": 1.0 + }, + { + "p": 0.0622544139623642, + "m": 0.9952178597450256 + }, + { + "p": 0.06967154890298843, + "m": 1.0 + }, + { + "p": 0.059860993176698685, + "m": 1.0 + }, + { + "p": 0.08887048810720444, + "m": 0.9285640120506287 + }, + { + "p": 0.04958653077483177, + "m": 0.9990442395210266 + }, + { + "p": 0.050132088363170624, + "m": 0.9386001229286194 + }, + { + "p": 0.027612393721938133, + "m": 0.8882865309715271 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.5264034271240234, + "val_loss": 1.3127546310424805, + "acc": 55.1, + "time": 589.361604603997, + "param": [ + { + "p": 0.05304694175720215, + "m": 1.0 + }, + { + "p": 0.01036592572927475, + "m": 1.0 + }, + { + "p": 0.07765356451272964, + "m": 1.0 + }, + { + "p": 0.0489705353975296, + "m": 1.0 + }, + { + "p": 0.06073596328496933, + "m": 0.41430413722991943 + }, + { + "p": 0.051619622856378555, + "m": 0.3213883340358734 + }, + { + "p": 0.04529644921422005, + "m": 0.8546030521392822 + }, + { + "p": 0.07445468753576279, + "m": 0.840743899345398 + }, + { + "p": 0.07282381504774094, + "m": 1.0 + }, + { + "p": 0.06805217266082764, + "m": 0.5975586771965027 + }, + { + "p": 0.045415788888931274, + "m": 0.9820008277893066 + }, + { + "p": 0.06159932166337967, + "m": 0.9978271126747131 + }, + { + "p": 0.05949456989765167, + "m": 1.0 + }, + { + "p": 0.07720836251974106, + "m": 1.0 + }, + { + "p": 0.07314921915531158, + "m": 0.999284565448761 + }, + { + "p": 0.06663519889116287, + "m": 1.0 + }, + { + "p": 0.01890963688492775, + "m": 0.9489418864250183 + }, + { + "p": 0.03456825390458107, + "m": 0.9416193962097168 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6673601865768433, + "val_loss": 1.2451542615890503, + "acc": 54.97, + "time": 595.3907942100195, + "param": [ + { + "p": 0.08233262598514557, + "m": 1.0 + }, + { + "p": 0.026158852502703667, + "m": 1.0 + }, + { + "p": 0.06194395199418068, + "m": 1.0 + }, + { + "p": 0.06473375856876373, + "m": 1.0 + }, + { + "p": 0.031280647963285446, + "m": 0.37872251868247986 + }, + { + "p": 0.04986792057752609, + "m": 0.35505256056785583 + }, + { + "p": 0.04952429607510567, + "m": 0.8640651702880859 + }, + { + "p": 0.07048356533050537, + "m": 1.0 + }, + { + "p": 0.08078743517398834, + "m": 1.0 + }, + { + "p": 0.06130204349756241, + "m": 0.5382960438728333 + }, + { + "p": 0.050570279359817505, + "m": 0.999675989151001 + }, + { + "p": 0.07860781252384186, + "m": 0.985202968120575 + }, + { + "p": 0.06871943920850754, + "m": 1.0 + }, + { + "p": 0.050576288253068924, + "m": 1.0 + }, + { + "p": 0.07823324203491211, + "m": 0.9961585998535156 + }, + { + "p": 0.062899649143219, + "m": 0.9967948198318481 + }, + { + "p": 0.01576004922389984, + "m": 0.9144521951675415 + }, + { + "p": 0.016218118369579315, + "m": 0.9832558631896973 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6043192148208618, + "val_loss": 1.2002928256988525, + "acc": 55.53, + "time": 591.0199581389898, + "param": [ + { + "p": 0.05271337181329727, + "m": 1.0 + }, + { + "p": 0.02556045912206173, + "m": 1.0 + }, + { + "p": 0.08667870610952377, + "m": 1.0 + }, + { + "p": 0.060691673308610916, + "m": 1.0 + }, + { + "p": 0.06527619808912277, + "m": 0.382707804441452 + }, + { + "p": 0.05964885652065277, + "m": 0.407979816198349 + }, + { + "p": 0.06750300526618958, + "m": 0.8304766416549683 + }, + { + "p": 0.04188093915581703, + "m": 1.0 + }, + { + "p": 0.06124815717339516, + "m": 1.0 + }, + { + "p": 0.05033032223582268, + "m": 0.44133222103118896 + }, + { + "p": 0.06952238082885742, + "m": 0.999520480632782 + }, + { + "p": 0.06225693225860596, + "m": 0.9925248622894287 + }, + { + "p": 0.04927590489387512, + "m": 1.0 + }, + { + "p": 0.03762222081422806, + "m": 1.0 + }, + { + "p": 0.050220787525177, + "m": 0.9361891746520996 + }, + { + "p": 0.06345225870609283, + "m": 1.0 + }, + { + "p": 0.050812311470508575, + "m": 0.9156753420829773 + }, + { + "p": 0.04530546814203262, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3984239101409912, + "val_loss": 1.178153157234192, + "acc": 54.76, + "time": 593.9638478439883, + "param": [ + { + "p": 0.07640301436185837, + "m": 1.0 + }, + { + "p": 0.0454816110432148, + "m": 1.0 + }, + { + "p": 0.05088456720113754, + "m": 1.0 + }, + { + "p": 0.058475375175476074, + "m": 0.9958040714263916 + }, + { + "p": 0.05460098385810852, + "m": 0.4066750705242157 + }, + { + "p": 0.05236215516924858, + "m": 0.4273879826068878 + }, + { + "p": 0.05675619840621948, + "m": 0.9127925634384155 + }, + { + "p": 0.06022343784570694, + "m": 0.9931237697601318 + }, + { + "p": 0.07006552070379257, + "m": 1.0 + }, + { + "p": 0.03246534988284111, + "m": 0.5025383234024048 + }, + { + "p": 0.060311973094940186, + "m": 0.9916015267372131 + }, + { + "p": 0.08466099947690964, + "m": 1.0 + }, + { + "p": 0.06640196591615677, + "m": 1.0 + }, + { + "p": 0.04088594764471054, + "m": 1.0 + }, + { + "p": 0.07980834692716599, + "m": 0.9647162556648254 + }, + { + "p": 0.05855260416865349, + "m": 1.0 + }, + { + "p": 0.03776080906391144, + "m": 0.9983847141265869 + }, + { + "p": 0.013899261131882668, + "m": 0.9653643369674683 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5366426706314087, + "val_loss": 1.142030119895935, + "acc": 56.12, + "time": 591.087010520976, + "param": [ + { + "p": 0.09129761904478073, + "m": 1.0 + }, + { + "p": 0.024006227031350136, + "m": 1.0 + }, + { + "p": 0.061051368713378906, + "m": 1.0 + }, + { + "p": 0.048287779092788696, + "m": 1.0 + }, + { + "p": 0.04103545472025871, + "m": 0.458344966173172 + }, + { + "p": 0.06477350741624832, + "m": 0.37958112359046936 + }, + { + "p": 0.059211112558841705, + "m": 0.948954164981842 + }, + { + "p": 0.053951166570186615, + "m": 1.0 + }, + { + "p": 0.049112554639577866, + "m": 1.0 + }, + { + "p": 0.06954210996627808, + "m": 0.49944835901260376 + }, + { + "p": 0.06511721760034561, + "m": 1.0 + }, + { + "p": 0.06430874764919281, + "m": 0.9836103320121765 + }, + { + "p": 0.0630059540271759, + "m": 1.0 + }, + { + "p": 0.023121125996112823, + "m": 1.0 + }, + { + "p": 0.06901265680789948, + "m": 1.0 + }, + { + "p": 0.06043179705739021, + "m": 1.0 + }, + { + "p": 0.05067057907581329, + "m": 1.0 + }, + { + "p": 0.04206294193863869, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.4271694421768188, + "val_loss": 1.251829743385315, + "acc": 58.56, + "time": 592.194946831034, + "param": [ + { + "p": 0.07470674067735672, + "m": 1.0 + }, + { + "p": 0.03259781375527382, + "m": 1.0 + }, + { + "p": 0.06714983284473419, + "m": 1.0 + }, + { + "p": 0.048183340579271317, + "m": 1.0 + }, + { + "p": 0.037687595933675766, + "m": 0.4085146486759186 + }, + { + "p": 0.06433907896280289, + "m": 0.3865277171134949 + }, + { + "p": 0.06129831448197365, + "m": 0.8042677044868469 + }, + { + "p": 0.04517373442649841, + "m": 0.9788087606430054 + }, + { + "p": 0.07587747275829315, + "m": 0.9986661672592163 + }, + { + "p": 0.07739280164241791, + "m": 0.5441257357597351 + }, + { + "p": 0.07409191131591797, + "m": 1.0 + }, + { + "p": 0.07513207197189331, + "m": 1.0 + }, + { + "p": 0.05361682549118996, + "m": 1.0 + }, + { + "p": 0.04084945470094681, + "m": 1.0 + }, + { + "p": 0.04123013839125633, + "m": 0.9737544059753418 + }, + { + "p": 0.06997492909431458, + "m": 0.9960509538650513 + }, + { + "p": 0.03659377992153168, + "m": 0.9812800884246826 + }, + { + "p": 0.024104228243231773, + "m": 0.9728286266326904 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5468398332595825, + "val_loss": 1.2004783153533936, + "acc": 57.84, + "time": 589.3106917560217, + "param": [ + { + "p": 0.07103925198316574, + "m": 1.0 + }, + { + "p": 0.02353169396519661, + "m": 1.0 + }, + { + "p": 0.079642653465271, + "m": 1.0 + }, + { + "p": 0.034737393260002136, + "m": 0.9776789546012878 + }, + { + "p": 0.032070133835077286, + "m": 0.46304526925086975 + }, + { + "p": 0.04839001223444939, + "m": 0.4050387740135193 + }, + { + "p": 0.07155129313468933, + "m": 0.83634352684021 + }, + { + "p": 0.055196162313222885, + "m": 0.9204472303390503 + }, + { + "p": 0.07706132531166077, + "m": 1.0 + }, + { + "p": 0.051848746836185455, + "m": 0.631159782409668 + }, + { + "p": 0.0634056106209755, + "m": 0.9671264290809631 + }, + { + "p": 0.0799131765961647, + "m": 0.9820712208747864 + }, + { + "p": 0.07440605759620667, + "m": 1.0 + }, + { + "p": 0.04667280986905098, + "m": 1.0 + }, + { + "p": 0.05176648125052452, + "m": 1.0 + }, + { + "p": 0.06346699595451355, + "m": 0.960724413394928 + }, + { + "p": 0.04254426434636116, + "m": 0.9811492562294006 + }, + { + "p": 0.032755862921476364, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3918017148971558, + "val_loss": 1.2476366758346558, + "acc": 54.46, + "time": 589.2279431759962, + "param": [ + { + "p": 0.056348420679569244, + "m": 1.0 + }, + { + "p": 0.03363368660211563, + "m": 1.0 + }, + { + "p": 0.04988275095820427, + "m": 1.0 + }, + { + "p": 0.05214567855000496, + "m": 0.9928193092346191 + }, + { + "p": 0.06444346904754639, + "m": 0.46725255250930786 + }, + { + "p": 0.04918573051691055, + "m": 0.5243636965751648 + }, + { + "p": 0.0713091567158699, + "m": 1.0 + }, + { + "p": 0.061170753091573715, + "m": 1.0 + }, + { + "p": 0.06166809797286987, + "m": 1.0 + }, + { + "p": 0.08175870031118393, + "m": 0.5545855164527893 + }, + { + "p": 0.07311969250440598, + "m": 1.0 + }, + { + "p": 0.06616317480802536, + "m": 1.0 + }, + { + "p": 0.053654994815588, + "m": 1.0 + }, + { + "p": 0.04859723895788193, + "m": 1.0 + }, + { + "p": 0.052618756890296936, + "m": 0.9980320930480957 + }, + { + "p": 0.07380439341068268, + "m": 1.0 + }, + { + "p": 0.019401350989937782, + "m": 0.9823384881019592 + }, + { + "p": 0.03109397180378437, + "m": 0.9786056876182556 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.451468586921692, + "val_loss": 1.2097716331481934, + "acc": 58.5, + "time": 593.6683269309578, + "param": [ + { + "p": 0.08261449635028839, + "m": 1.0 + }, + { + "p": 0.029768221080303192, + "m": 1.0 + }, + { + "p": 0.056914959102869034, + "m": 1.0 + }, + { + "p": 0.052304863929748535, + "m": 0.9881313443183899 + }, + { + "p": 0.026001768186688423, + "m": 0.4705077111721039 + }, + { + "p": 0.06194433942437172, + "m": 0.41437771916389465 + }, + { + "p": 0.06310268491506577, + "m": 0.9952901005744934 + }, + { + "p": 0.05616445094347, + "m": 0.9791999459266663 + }, + { + "p": 0.05436486005783081, + "m": 1.0 + }, + { + "p": 0.05048010125756264, + "m": 0.5596537590026855 + }, + { + "p": 0.05888597294688225, + "m": 0.997776985168457 + }, + { + "p": 0.05862902104854584, + "m": 0.9909271597862244 + }, + { + "p": 0.08451870083808899, + "m": 1.0 + }, + { + "p": 0.05265509709715843, + "m": 1.0 + }, + { + "p": 0.06627819687128067, + "m": 0.9980977177619934 + }, + { + "p": 0.06978389620780945, + "m": 1.0 + }, + { + "p": 0.03303743898868561, + "m": 1.0 + }, + { + "p": 0.04255080595612526, + "m": 0.9952724575996399 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.373232126235962, + "val_loss": 1.142722487449646, + "acc": 58.53, + "time": 594.2265754219843, + "param": [ + { + "p": 0.05218319967389107, + "m": 1.0 + }, + { + "p": 0.04658113792538643, + "m": 1.0 + }, + { + "p": 0.059210214763879776, + "m": 1.0 + }, + { + "p": 0.07228370010852814, + "m": 0.9189926981925964 + }, + { + "p": 0.04214067384600639, + "m": 0.4621332287788391 + }, + { + "p": 0.037095807492733, + "m": 0.45125851035118103 + }, + { + "p": 0.04840683937072754, + "m": 0.9560880064964294 + }, + { + "p": 0.05680812522768974, + "m": 0.976586639881134 + }, + { + "p": 0.06450863182544708, + "m": 1.0 + }, + { + "p": 0.07590417563915253, + "m": 0.5641991496086121 + }, + { + "p": 0.054256852716207504, + "m": 1.0 + }, + { + "p": 0.08053240925073624, + "m": 1.0 + }, + { + "p": 0.07209216803312302, + "m": 1.0 + }, + { + "p": 0.040764208883047104, + "m": 1.0 + }, + { + "p": 0.046400465071201324, + "m": 1.0 + }, + { + "p": 0.07238507270812988, + "m": 0.9982959032058716 + }, + { + "p": 0.04584343358874321, + "m": 0.951227605342865 + }, + { + "p": 0.03260299935936928, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.500627875328064, + "val_loss": 1.3108652830123901, + "acc": 58.81, + "time": 590.2227490890073, + "param": [ + { + "p": 0.07048041373491287, + "m": 1.0 + }, + { + "p": 0.0399276427924633, + "m": 1.0 + }, + { + "p": 0.0667823925614357, + "m": 1.0 + }, + { + "p": 0.05750894546508789, + "m": 1.0 + }, + { + "p": 0.060129083693027496, + "m": 0.4177907109260559 + }, + { + "p": 0.04595446214079857, + "m": 0.4937276542186737 + }, + { + "p": 0.06434376537799835, + "m": 0.9795114398002625 + }, + { + "p": 0.05900553613901138, + "m": 0.9378070831298828 + }, + { + "p": 0.06596949696540833, + "m": 1.0 + }, + { + "p": 0.05686309188604355, + "m": 0.5885446071624756 + }, + { + "p": 0.05573922395706177, + "m": 1.0 + }, + { + "p": 0.06820926070213318, + "m": 0.9916888475418091 + }, + { + "p": 0.06565973162651062, + "m": 1.0 + }, + { + "p": 0.04971092566847801, + "m": 1.0 + }, + { + "p": 0.0508834533393383, + "m": 0.9541182518005371 + }, + { + "p": 0.05908672511577606, + "m": 0.9933104515075684 + }, + { + "p": 0.042207833379507065, + "m": 1.0 + }, + { + "p": 0.02153799682855606, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5705465078353882, + "val_loss": 1.1620903015136719, + "acc": 60.75, + "time": 588.4045294210082, + "param": [ + { + "p": 0.08468970656394958, + "m": 1.0 + }, + { + "p": 0.04345346987247467, + "m": 1.0 + }, + { + "p": 0.08776018768548965, + "m": 1.0 + }, + { + "p": 0.07010776549577713, + "m": 0.9864579439163208 + }, + { + "p": 0.03274032473564148, + "m": 0.47834712266921997 + }, + { + "p": 0.041571781039237976, + "m": 0.5169430375099182 + }, + { + "p": 0.04661459103226662, + "m": 0.9012905359268188 + }, + { + "p": 0.0543978177011013, + "m": 0.9773738980293274 + }, + { + "p": 0.07981758564710617, + "m": 1.0 + }, + { + "p": 0.07016053795814514, + "m": 0.6163358092308044 + }, + { + "p": 0.06478696316480637, + "m": 1.0 + }, + { + "p": 0.085406593978405, + "m": 1.0 + }, + { + "p": 0.06369079649448395, + "m": 1.0 + }, + { + "p": 0.04084791988134384, + "m": 1.0 + }, + { + "p": 0.05147865414619446, + "m": 1.0 + }, + { + "p": 0.06584238260984421, + "m": 1.0 + }, + { + "p": 0.0009218518971465528, + "m": 0.9302123188972473 + }, + { + "p": 0.01571122743189335, + "m": 0.9894574880599976 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.448170781135559, + "val_loss": 1.0890586376190186, + "acc": 60.75, + "time": 524.0767409809632, + "param": [ + { + "p": 0.052600063383579254, + "m": 1.0 + }, + { + "p": 0.04468496888875961, + "m": 1.0 + }, + { + "p": 0.06854332983493805, + "m": 1.0 + }, + { + "p": 0.06438975036144257, + "m": 0.9057334065437317 + }, + { + "p": 0.029495704919099808, + "m": 0.5682233572006226 + }, + { + "p": 0.06454881280660629, + "m": 0.48849156498908997 + }, + { + "p": 0.03783150762319565, + "m": 0.998325765132904 + }, + { + "p": 0.0798095166683197, + "m": 0.9864553213119507 + }, + { + "p": 0.06827624142169952, + "m": 1.0 + }, + { + "p": 0.06852595508098602, + "m": 0.6546766757965088 + }, + { + "p": 0.04891398176550865, + "m": 1.0 + }, + { + "p": 0.05092645063996315, + "m": 0.9905892014503479 + }, + { + "p": 0.06494079530239105, + "m": 1.0 + }, + { + "p": 0.039547037333250046, + "m": 1.0 + }, + { + "p": 0.06174338236451149, + "m": 0.9858506917953491 + }, + { + "p": 0.06254290789365768, + "m": 0.9874560832977295 + }, + { + "p": 0.03466468304395676, + "m": 0.9906780123710632 + }, + { + "p": 0.05801483243703842, + "m": 0.9998394250869751 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.644132375717163, + "val_loss": 1.1503928899765015, + "acc": 59.99, + "time": 353.57993371703196, + "param": [ + { + "p": 0.08381003886461258, + "m": 1.0 + }, + { + "p": 0.055764731019735336, + "m": 1.0 + }, + { + "p": 0.06418105214834213, + "m": 1.0 + }, + { + "p": 0.037432339042425156, + "m": 0.8259543180465698 + }, + { + "p": 0.05159343406558037, + "m": 0.4915663003921509 + }, + { + "p": 0.05013565719127655, + "m": 0.4998800754547119 + }, + { + "p": 0.05830242112278938, + "m": 0.894375741481781 + }, + { + "p": 0.059814900159835815, + "m": 0.9959924817085266 + }, + { + "p": 0.06397375464439392, + "m": 0.9746333956718445 + }, + { + "p": 0.07012693583965302, + "m": 0.6920854449272156 + }, + { + "p": 0.05527273938059807, + "m": 0.9987779855728149 + }, + { + "p": 0.05945346876978874, + "m": 0.9965935945510864 + }, + { + "p": 0.07235750555992126, + "m": 1.0 + }, + { + "p": 0.022183271124958992, + "m": 1.0 + }, + { + "p": 0.04420667141675949, + "m": 0.9728453159332275 + }, + { + "p": 0.0801568552851677, + "m": 1.0 + }, + { + "p": 0.04075467959046364, + "m": 1.0 + }, + { + "p": 0.030479522421956062, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3678175210952759, + "val_loss": 1.114146113395691, + "acc": 61.83, + "time": 591.0022943000076, + "param": [ + { + "p": 0.05877029523253441, + "m": 1.0 + }, + { + "p": 0.02174750715494156, + "m": 1.0 + }, + { + "p": 0.05938725546002388, + "m": 1.0 + }, + { + "p": 0.04204380139708519, + "m": 0.9885700345039368 + }, + { + "p": 0.06416532397270203, + "m": 0.5207581520080566 + }, + { + "p": 0.054008908569812775, + "m": 0.561886191368103 + }, + { + "p": 0.07705561071634293, + "m": 1.0 + }, + { + "p": 0.05893617495894432, + "m": 1.0 + }, + { + "p": 0.06950944662094116, + "m": 1.0 + }, + { + "p": 0.0650530457496643, + "m": 0.7331247329711914 + }, + { + "p": 0.05848001316189766, + "m": 1.0 + }, + { + "p": 0.05724073946475983, + "m": 1.0 + }, + { + "p": 0.054358262568712234, + "m": 1.0 + }, + { + "p": 0.051012519747018814, + "m": 1.0 + }, + { + "p": 0.0517711378633976, + "m": 0.993022084236145 + }, + { + "p": 0.07704178988933563, + "m": 1.0 + }, + { + "p": 0.04535669833421707, + "m": 0.9906612038612366 + }, + { + "p": 0.03406147658824921, + "m": 0.999778151512146 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.4549349546432495, + "val_loss": 1.0808899402618408, + "acc": 60.7, + "time": 593.0158330859849, + "param": [ + { + "p": 0.05902469903230667, + "m": 1.0 + }, + { + "p": 0.034200381487607956, + "m": 1.0 + }, + { + "p": 0.07787768542766571, + "m": 1.0 + }, + { + "p": 0.05498631298542023, + "m": 1.0 + }, + { + "p": 0.060370318591594696, + "m": 0.6452966332435608 + }, + { + "p": 0.05056397616863251, + "m": 0.5663555264472961 + }, + { + "p": 0.06282858550548553, + "m": 0.9418467879295349 + }, + { + "p": 0.043174415826797485, + "m": 0.8396867513656616 + }, + { + "p": 0.06994576007127762, + "m": 1.0 + }, + { + "p": 0.06447383761405945, + "m": 0.7022204399108887 + }, + { + "p": 0.06611862778663635, + "m": 1.0 + }, + { + "p": 0.06989896297454834, + "m": 1.0 + }, + { + "p": 0.06837155669927597, + "m": 1.0 + }, + { + "p": 0.03603128343820572, + "m": 1.0 + }, + { + "p": 0.05759076401591301, + "m": 1.0 + }, + { + "p": 0.06803727149963379, + "m": 0.9977580904960632 + }, + { + "p": 0.02747826837003231, + "m": 0.9783347249031067 + }, + { + "p": 0.0290273055434227, + "m": 0.998020350933075 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4721238613128662, + "val_loss": 1.2938891649246216, + "acc": 60.18, + "time": 591.472275492968, + "param": [ + { + "p": 0.07039932906627655, + "m": 1.0 + }, + { + "p": 0.04266523942351341, + "m": 1.0 + }, + { + "p": 0.0685107633471489, + "m": 1.0 + }, + { + "p": 0.029993833974003792, + "m": 0.9838551878929138 + }, + { + "p": 0.04764325171709061, + "m": 0.6895304322242737 + }, + { + "p": 0.03869854286313057, + "m": 0.6632826328277588 + }, + { + "p": 0.05908334627747536, + "m": 0.8891847133636475 + }, + { + "p": 0.060018882155418396, + "m": 0.9209412932395935 + }, + { + "p": 0.05099327489733696, + "m": 0.9988716244697571 + }, + { + "p": 0.05732725188136101, + "m": 0.6384701728820801 + }, + { + "p": 0.06757641583681107, + "m": 0.9979690909385681 + }, + { + "p": 0.05905916541814804, + "m": 0.9963756203651428 + }, + { + "p": 0.06543399393558502, + "m": 1.0 + }, + { + "p": 0.04925443232059479, + "m": 1.0 + }, + { + "p": 0.08371088653802872, + "m": 0.9184117317199707 + }, + { + "p": 0.07508011162281036, + "m": 0.9968021512031555 + }, + { + "p": 0.0385335348546505, + "m": 1.0 + }, + { + "p": 0.03601788729429245, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4653414487838745, + "val_loss": 1.0703423023223877, + "acc": 61.26, + "time": 591.3434397040401, + "param": [ + { + "p": 0.07280976325273514, + "m": 1.0 + }, + { + "p": 0.054520681500434875, + "m": 1.0 + }, + { + "p": 0.07209160923957825, + "m": 1.0 + }, + { + "p": 0.07275010645389557, + "m": 1.0 + }, + { + "p": 0.04559008777141571, + "m": 0.6428228616714478 + }, + { + "p": 0.05135148763656616, + "m": 0.7903939485549927 + }, + { + "p": 0.05766996368765831, + "m": 0.9486396908760071 + }, + { + "p": 0.051799677312374115, + "m": 0.9874784350395203 + }, + { + "p": 0.04795648902654648, + "m": 0.9936383962631226 + }, + { + "p": 0.05978166311979294, + "m": 0.5356431603431702 + }, + { + "p": 0.05594155937433243, + "m": 1.0 + }, + { + "p": 0.05339793488383293, + "m": 0.9925647974014282 + }, + { + "p": 0.06067686155438423, + "m": 1.0 + }, + { + "p": 0.049814242869615555, + "m": 1.0 + }, + { + "p": 0.056266121566295624, + "m": 0.8720116019248962 + }, + { + "p": 0.05638222396373749, + "m": 0.9987450838088989 + }, + { + "p": 0.02899162657558918, + "m": 0.9976864457130432 + }, + { + "p": 0.05220787972211838, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4021254777908325, + "val_loss": 1.0524992942810059, + "acc": 62.01, + "time": 590.2470011200057, + "param": [ + { + "p": 0.09187605232000351, + "m": 1.0 + }, + { + "p": 0.028689617291092873, + "m": 1.0 + }, + { + "p": 0.06654047966003418, + "m": 1.0 + }, + { + "p": 0.04184414818882942, + "m": 0.99843430519104 + }, + { + "p": 0.05316515639424324, + "m": 0.6447978019714355 + }, + { + "p": 0.02932448498904705, + "m": 0.7941234111785889 + }, + { + "p": 0.06883851438760757, + "m": 0.9685360193252563 + }, + { + "p": 0.06054265424609184, + "m": 0.9478887319564819 + }, + { + "p": 0.06594406068325043, + "m": 1.0 + }, + { + "p": 0.06337356567382812, + "m": 0.4639671742916107 + }, + { + "p": 0.06307036429643631, + "m": 1.0 + }, + { + "p": 0.07544728368520737, + "m": 0.97356116771698 + }, + { + "p": 0.06343456357717514, + "m": 1.0 + }, + { + "p": 0.036829158663749695, + "m": 1.0 + }, + { + "p": 0.04932159557938576, + "m": 0.9194193482398987 + }, + { + "p": 0.07326953113079071, + "m": 0.9827373027801514 + }, + { + "p": 0.045337166637182236, + "m": 1.0 + }, + { + "p": 0.023151619359850883, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4868263006210327, + "val_loss": 1.0716584920883179, + "acc": 61.78, + "time": 591.7396348490147, + "param": [ + { + "p": 0.0781569853425026, + "m": 1.0 + }, + { + "p": 0.0400179959833622, + "m": 1.0 + }, + { + "p": 0.08426675945520401, + "m": 1.0 + }, + { + "p": 0.04312438145279884, + "m": 1.0 + }, + { + "p": 0.04640598222613335, + "m": 0.7511782646179199 + }, + { + "p": 0.04127905145287514, + "m": 0.7206834554672241 + }, + { + "p": 0.06002414971590042, + "m": 0.999472439289093 + }, + { + "p": 0.06974931806325912, + "m": 1.0 + }, + { + "p": 0.04682294651865959, + "m": 1.0 + }, + { + "p": 0.0540202260017395, + "m": 0.4462919533252716 + }, + { + "p": 0.0685834288597107, + "m": 1.0 + }, + { + "p": 0.06869141757488251, + "m": 0.9868987202644348 + }, + { + "p": 0.0694635659456253, + "m": 1.0 + }, + { + "p": 0.0332472063601017, + "m": 1.0 + }, + { + "p": 0.055560287088155746, + "m": 1.0 + }, + { + "p": 0.06985961645841599, + "m": 0.9857085943222046 + }, + { + "p": 0.03399401530623436, + "m": 0.9889272451400757 + }, + { + "p": 0.03673258051276207, + "m": 0.9720345735549927 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4282422065734863, + "val_loss": 1.116304636001587, + "acc": 63.13, + "time": 590.3939415279892, + "param": [ + { + "p": 0.05815546214580536, + "m": 1.0 + }, + { + "p": 0.015329426154494286, + "m": 1.0 + }, + { + "p": 0.07189904898405075, + "m": 1.0 + }, + { + "p": 0.06330329924821854, + "m": 0.9089977145195007 + }, + { + "p": 0.023378532379865646, + "m": 0.6646376848220825 + }, + { + "p": 0.034900035709142685, + "m": 0.6716169118881226 + }, + { + "p": 0.05335152521729469, + "m": 0.7917419672012329 + }, + { + "p": 0.04118024930357933, + "m": 0.9751144051551819 + }, + { + "p": 0.07784819602966309, + "m": 0.981529712677002 + }, + { + "p": 0.08273755759000778, + "m": 0.48632028698921204 + }, + { + "p": 0.09180998802185059, + "m": 1.0 + }, + { + "p": 0.05982586741447449, + "m": 1.0 + }, + { + "p": 0.07491303980350494, + "m": 1.0 + }, + { + "p": 0.04415268078446388, + "m": 1.0 + }, + { + "p": 0.06708643585443497, + "m": 0.9871638417243958 + }, + { + "p": 0.07776874303817749, + "m": 1.0 + }, + { + "p": 0.016067510470747948, + "m": 0.8940486311912537 + }, + { + "p": 0.046292442828416824, + "m": 0.9247024059295654 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.23235285282135, + "val_loss": 0.973659336566925, + "acc": 63.16, + "time": 590.8502691189642, + "param": [ + { + "p": 0.06332050263881683, + "m": 1.0 + }, + { + "p": 0.057514842599630356, + "m": 1.0 + }, + { + "p": 0.07089099287986755, + "m": 1.0 + }, + { + "p": 0.03443640097975731, + "m": 0.9116682410240173 + }, + { + "p": 0.043210018426179886, + "m": 0.7075897455215454 + }, + { + "p": 0.06610792875289917, + "m": 0.7023677229881287 + }, + { + "p": 0.05805002525448799, + "m": 1.0 + }, + { + "p": 0.05947168916463852, + "m": 1.0 + }, + { + "p": 0.07923280447721481, + "m": 0.9993345141410828 + }, + { + "p": 0.06714966893196106, + "m": 0.639230489730835 + }, + { + "p": 0.06577137112617493, + "m": 0.9528357982635498 + }, + { + "p": 0.06645622849464417, + "m": 1.0 + }, + { + "p": 0.07757540792226791, + "m": 1.0 + }, + { + "p": 0.034971483051776886, + "m": 1.0 + }, + { + "p": 0.05805220082402229, + "m": 0.9253444075584412 + }, + { + "p": 0.06827947497367859, + "m": 1.0 + }, + { + "p": 0.017589688301086426, + "m": 0.8716806173324585 + }, + { + "p": 0.011919242329895496, + "m": 0.8450794219970703 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4069286584854126, + "val_loss": 1.0229220390319824, + "acc": 62.48, + "time": 595.5029959679814, + "param": [ + { + "p": 0.05584532767534256, + "m": 1.0 + }, + { + "p": 0.025598924607038498, + "m": 1.0 + }, + { + "p": 0.06382737308740616, + "m": 1.0 + }, + { + "p": 0.04660652205348015, + "m": 0.8160362839698792 + }, + { + "p": 0.05923747643828392, + "m": 0.7052188515663147 + }, + { + "p": 0.05387549847364426, + "m": 0.5932837724685669 + }, + { + "p": 0.04033613204956055, + "m": 0.9823018908500671 + }, + { + "p": 0.06695293635129929, + "m": 0.9133889079093933 + }, + { + "p": 0.06869316846132278, + "m": 0.9978604912757874 + }, + { + "p": 0.049697309732437134, + "m": 0.6734996438026428 + }, + { + "p": 0.059913408011198044, + "m": 0.9991278648376465 + }, + { + "p": 0.03654318302869797, + "m": 0.9841834902763367 + }, + { + "p": 0.07094354927539825, + "m": 1.0 + }, + { + "p": 0.0506804957985878, + "m": 1.0 + }, + { + "p": 0.07861120253801346, + "m": 0.9980546236038208 + }, + { + "p": 0.06332536786794662, + "m": 0.9807491302490234 + }, + { + "p": 0.07244075834751129, + "m": 1.0 + }, + { + "p": 0.03687131404876709, + "m": 0.9120967388153076 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3209023475646973, + "val_loss": 1.018683671951294, + "acc": 63.39, + "time": 591.3889714580146, + "param": [ + { + "p": 0.06180230900645256, + "m": 1.0 + }, + { + "p": 0.049196548759937286, + "m": 1.0 + }, + { + "p": 0.0717422366142273, + "m": 1.0 + }, + { + "p": 0.04758615419268608, + "m": 0.7662237882614136 + }, + { + "p": 0.07140893489122391, + "m": 0.6943774223327637 + }, + { + "p": 0.04313655570149422, + "m": 0.5822082757949829 + }, + { + "p": 0.07206150889396667, + "m": 0.9427210092544556 + }, + { + "p": 0.0658922865986824, + "m": 1.0 + }, + { + "p": 0.07357604801654816, + "m": 0.9983083605766296 + }, + { + "p": 0.05553078278899193, + "m": 0.6314350962638855 + }, + { + "p": 0.050954099744558334, + "m": 0.9989553093910217 + }, + { + "p": 0.04552774876356125, + "m": 0.9706435203552246 + }, + { + "p": 0.05179804190993309, + "m": 1.0 + }, + { + "p": 0.050046853721141815, + "m": 1.0 + }, + { + "p": 0.05996989831328392, + "m": 0.9975736737251282 + }, + { + "p": 0.07020732760429382, + "m": 0.9942184090614319 + }, + { + "p": 0.02172090858221054, + "m": 1.0 + }, + { + "p": 0.037841785699129105, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.463891863822937, + "val_loss": 1.0088750123977661, + "acc": 63.94, + "time": 591.9147915270296, + "param": [ + { + "p": 0.07405708730220795, + "m": 1.0 + }, + { + "p": 0.03513549268245697, + "m": 1.0 + }, + { + "p": 0.05069971829652786, + "m": 1.0 + }, + { + "p": 0.044299762696027756, + "m": 0.8094752430915833 + }, + { + "p": 0.06042179837822914, + "m": 0.7478399872779846 + }, + { + "p": 0.0565665140748024, + "m": 0.6005041599273682 + }, + { + "p": 0.0661185085773468, + "m": 0.7414698600769043 + }, + { + "p": 0.04900792986154556, + "m": 1.0 + }, + { + "p": 0.0665142759680748, + "m": 1.0 + }, + { + "p": 0.06620598584413528, + "m": 0.687274694442749 + }, + { + "p": 0.05548320338129997, + "m": 1.0 + }, + { + "p": 0.040216632187366486, + "m": 0.9997828006744385 + }, + { + "p": 0.06483367830514908, + "m": 1.0 + }, + { + "p": 0.05838242918252945, + "m": 1.0 + }, + { + "p": 0.05433846265077591, + "m": 0.9765735864639282 + }, + { + "p": 0.06859780102968216, + "m": 1.0 + }, + { + "p": 0.05479874834418297, + "m": 1.0 + }, + { + "p": 0.03432200476527214, + "m": 0.9876285195350647 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.3487930297851562, + "val_loss": 1.0844879150390625, + "acc": 63.77, + "time": 590.7419871210004, + "param": [ + { + "p": 0.057591672986745834, + "m": 1.0 + }, + { + "p": 0.030169008299708366, + "m": 1.0 + }, + { + "p": 0.0802559033036232, + "m": 1.0 + }, + { + "p": 0.052564483135938644, + "m": 0.81331866979599 + }, + { + "p": 0.029008779674768448, + "m": 0.790337085723877 + }, + { + "p": 0.051197733730077744, + "m": 0.6405320167541504 + }, + { + "p": 0.06664764136075974, + "m": 0.8047066926956177 + }, + { + "p": 0.07293668389320374, + "m": 0.9680979251861572 + }, + { + "p": 0.048135221004486084, + "m": 0.9924560189247131 + }, + { + "p": 0.06906484067440033, + "m": 0.735777735710144 + }, + { + "p": 0.060170356184244156, + "m": 1.0 + }, + { + "p": 0.06221437081694603, + "m": 1.0 + }, + { + "p": 0.05128391832113266, + "m": 1.0 + }, + { + "p": 0.05910031124949455, + "m": 1.0 + }, + { + "p": 0.08559813350439072, + "m": 0.9959339499473572 + }, + { + "p": 0.054095301777124405, + "m": 1.0 + }, + { + "p": 0.03961925581097603, + "m": 0.9797549843788147 + }, + { + "p": 0.03034643642604351, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.290199875831604, + "val_loss": 1.0200121402740479, + "acc": 62.94, + "time": 595.5983976210118, + "param": [ + { + "p": 0.06762333959341049, + "m": 1.0 + }, + { + "p": 0.03718425706028938, + "m": 1.0 + }, + { + "p": 0.07232168316841125, + "m": 1.0 + }, + { + "p": 0.05609901249408722, + "m": 0.7885362505912781 + }, + { + "p": 0.039038702845573425, + "m": 0.7862327098846436 + }, + { + "p": 0.0454808846116066, + "m": 0.6343913674354553 + }, + { + "p": 0.0627535879611969, + "m": 0.9531847834587097 + }, + { + "p": 0.07245255261659622, + "m": 0.967830240726471 + }, + { + "p": 0.0412776917219162, + "m": 0.9962834119796753 + }, + { + "p": 0.06575077027082443, + "m": 0.7877486348152161 + }, + { + "p": 0.0587204173207283, + "m": 1.0 + }, + { + "p": 0.0643099844455719, + "m": 1.0 + }, + { + "p": 0.0851675346493721, + "m": 1.0 + }, + { + "p": 0.05693158507347107, + "m": 1.0 + }, + { + "p": 0.04228406026959419, + "m": 1.0 + }, + { + "p": 0.06043726205825806, + "m": 0.9933198094367981 + }, + { + "p": 0.047143083065748215, + "m": 0.9635294675827026 + }, + { + "p": 0.02502366341650486, + "m": 0.9700617790222168 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2807012796401978, + "val_loss": 0.9101353287696838, + "acc": 63.67, + "time": 593.5906214660499, + "param": [ + { + "p": 0.06769967824220657, + "m": 1.0 + }, + { + "p": 0.015443237498402596, + "m": 1.0 + }, + { + "p": 0.054659292101860046, + "m": 1.0 + }, + { + "p": 0.06425166875123978, + "m": 0.7691271305084229 + }, + { + "p": 0.05142291262745857, + "m": 0.8430042862892151 + }, + { + "p": 0.02606278844177723, + "m": 0.7064436078071594 + }, + { + "p": 0.04621930792927742, + "m": 0.949898898601532 + }, + { + "p": 0.06862998753786087, + "m": 1.0 + }, + { + "p": 0.06792142987251282, + "m": 1.0 + }, + { + "p": 0.05697854235768318, + "m": 0.7086175084114075 + }, + { + "p": 0.04103235527873039, + "m": 1.0 + }, + { + "p": 0.07893072813749313, + "m": 0.9998388290405273 + }, + { + "p": 0.04883701354265213, + "m": 1.0 + }, + { + "p": 0.07492844015359879, + "m": 1.0 + }, + { + "p": 0.06911560893058777, + "m": 0.9720898270606995 + }, + { + "p": 0.084379643201828, + "m": 0.9987519383430481 + }, + { + "p": 0.04833810403943062, + "m": 0.9953910112380981 + }, + { + "p": 0.035149186849594116, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.6983568668365479, + "val_loss": 1.0495362281799316, + "acc": 65.6, + "time": 585.3128216590267, + "param": [ + { + "p": 0.05132761970162392, + "m": 1.0 + }, + { + "p": 0.037870798259973526, + "m": 1.0 + }, + { + "p": 0.05140352249145508, + "m": 1.0 + }, + { + "p": 0.07914131879806519, + "m": 0.8211643695831299 + }, + { + "p": 0.04503718763589859, + "m": 0.9043321013450623 + }, + { + "p": 0.06361042708158493, + "m": 0.7056024670600891 + }, + { + "p": 0.05718988925218582, + "m": 0.9516622424125671 + }, + { + "p": 0.05727396160364151, + "m": 1.0 + }, + { + "p": 0.049204353243112564, + "m": 1.0 + }, + { + "p": 0.06091279536485672, + "m": 0.6650282740592957 + }, + { + "p": 0.04705996811389923, + "m": 1.0 + }, + { + "p": 0.0694444328546524, + "m": 1.0 + }, + { + "p": 0.05132400989532471, + "m": 1.0 + }, + { + "p": 0.06506378948688507, + "m": 1.0 + }, + { + "p": 0.07354001700878143, + "m": 1.0 + }, + { + "p": 0.06983218342065811, + "m": 1.0 + }, + { + "p": 0.030526716262102127, + "m": 1.0 + }, + { + "p": 0.040236946195364, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.276129126548767, + "val_loss": 0.9406365752220154, + "acc": 65.68, + "time": 590.6048742019921, + "param": [ + { + "p": 0.06581790000200272, + "m": 1.0 + }, + { + "p": 0.026988985016942024, + "m": 1.0 + }, + { + "p": 0.07921116054058075, + "m": 1.0 + }, + { + "p": 0.025461887940764427, + "m": 0.8804325461387634 + }, + { + "p": 0.06125187501311302, + "m": 0.9010580778121948 + }, + { + "p": 0.04945623129606247, + "m": 0.8278029561042786 + }, + { + "p": 0.04849548637866974, + "m": 0.998117208480835 + }, + { + "p": 0.05373154953122139, + "m": 1.0 + }, + { + "p": 0.06415348500013351, + "m": 1.0 + }, + { + "p": 0.06777550280094147, + "m": 0.6547574400901794 + }, + { + "p": 0.056047748774290085, + "m": 0.9994562864303589 + }, + { + "p": 0.07533439248800278, + "m": 1.0 + }, + { + "p": 0.07365814596414566, + "m": 1.0 + }, + { + "p": 0.041231926530599594, + "m": 1.0 + }, + { + "p": 0.0710192397236824, + "m": 1.0 + }, + { + "p": 0.06179160252213478, + "m": 0.9974262118339539 + }, + { + "p": 0.0372081883251667, + "m": 1.0 + }, + { + "p": 0.04136472940444946, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4492788314819336, + "val_loss": 0.990890383720398, + "acc": 65.2, + "time": 593.3588235990028, + "param": [ + { + "p": 0.06817078590393066, + "m": 1.0 + }, + { + "p": 0.03619086742401123, + "m": 1.0 + }, + { + "p": 0.06280659884214401, + "m": 1.0 + }, + { + "p": 0.07677742838859558, + "m": 0.9323826432228088 + }, + { + "p": 0.029725296422839165, + "m": 0.9998060464859009 + }, + { + "p": 0.03781202808022499, + "m": 0.8367941379547119 + }, + { + "p": 0.07304597645998001, + "m": 0.9087764620780945 + }, + { + "p": 0.05327099561691284, + "m": 0.9994024038314819 + }, + { + "p": 0.08091720193624496, + "m": 1.0 + }, + { + "p": 0.06299318373203278, + "m": 0.6517067551612854 + }, + { + "p": 0.07210806012153625, + "m": 0.9993513226509094 + }, + { + "p": 0.06002368777990341, + "m": 1.0 + }, + { + "p": 0.048308417201042175, + "m": 1.0 + }, + { + "p": 0.03853415697813034, + "m": 1.0 + }, + { + "p": 0.07004886120557785, + "m": 1.0 + }, + { + "p": 0.05245072767138481, + "m": 0.9954640865325928 + }, + { + "p": 0.04566236212849617, + "m": 0.9965687990188599 + }, + { + "p": 0.03115333989262581, + "m": 0.9820694923400879 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.219807744026184, + "val_loss": 1.009975552558899, + "acc": 65.57, + "time": 592.8360012900084, + "param": [ + { + "p": 0.05741773173213005, + "m": 1.0 + }, + { + "p": 0.04072963446378708, + "m": 1.0 + }, + { + "p": 0.06472733616828918, + "m": 1.0 + }, + { + "p": 0.06171099841594696, + "m": 0.894812822341919 + }, + { + "p": 0.04601479694247246, + "m": 0.9549728035926819 + }, + { + "p": 0.0621812604367733, + "m": 0.8168856501579285 + }, + { + "p": 0.06186467409133911, + "m": 0.9089885354042053 + }, + { + "p": 0.07778216153383255, + "m": 0.9734688997268677 + }, + { + "p": 0.06895402073860168, + "m": 1.0 + }, + { + "p": 0.04223988577723503, + "m": 0.7230014801025391 + }, + { + "p": 0.06477277725934982, + "m": 0.9981414675712585 + }, + { + "p": 0.04785171523690224, + "m": 1.0 + }, + { + "p": 0.06807594746351242, + "m": 1.0 + }, + { + "p": 0.04716704040765762, + "m": 1.0 + }, + { + "p": 0.06856538355350494, + "m": 0.9988763928413391 + }, + { + "p": 0.06204715371131897, + "m": 1.0 + }, + { + "p": 0.032575275748968124, + "m": 1.0 + }, + { + "p": 0.02532239630818367, + "m": 0.9767248630523682 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.2696270942687988, + "val_loss": 1.0269105434417725, + "acc": 65.19, + "time": 476.60001158795785, + "param": [ + { + "p": 0.07538909465074539, + "m": 1.0 + }, + { + "p": 0.041167911142110825, + "m": 1.0 + }, + { + "p": 0.06459497660398483, + "m": 1.0 + }, + { + "p": 0.05800377205014229, + "m": 0.8983145952224731 + }, + { + "p": 0.05058790370821953, + "m": 0.9739410281181335 + }, + { + "p": 0.04046403244137764, + "m": 0.9394463896751404 + }, + { + "p": 0.06243748217821121, + "m": 0.9001842141151428 + }, + { + "p": 0.06629481166601181, + "m": 0.970879077911377 + }, + { + "p": 0.06866438686847687, + "m": 1.0 + }, + { + "p": 0.045971669256687164, + "m": 0.6777834892272949 + }, + { + "p": 0.06072600558400154, + "m": 1.0 + }, + { + "p": 0.08574115484952927, + "m": 0.999060332775116 + }, + { + "p": 0.05262254923582077, + "m": 1.0 + }, + { + "p": 0.04511401802301407, + "m": 1.0 + }, + { + "p": 0.05952385812997818, + "m": 0.9917004108428955 + }, + { + "p": 0.05209820717573166, + "m": 0.9996761679649353 + }, + { + "p": 0.04304737597703934, + "m": 1.0 + }, + { + "p": 0.027550825849175453, + "m": 0.9834019541740417 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4305580854415894, + "val_loss": 1.0717624425888062, + "acc": 64.62, + "time": 361.729316344019, + "param": [ + { + "p": 0.06973974406719208, + "m": 1.0 + }, + { + "p": 0.025078170001506805, + "m": 1.0 + }, + { + "p": 0.06400267779827118, + "m": 1.0 + }, + { + "p": 0.041969183832407, + "m": 0.9554979801177979 + }, + { + "p": 0.03677031025290489, + "m": 1.0 + }, + { + "p": 0.05075322464108467, + "m": 0.9843553900718689 + }, + { + "p": 0.05194795876741409, + "m": 0.9543184041976929 + }, + { + "p": 0.05916276201605797, + "m": 1.0 + }, + { + "p": 0.07413137704133987, + "m": 0.9991033673286438 + }, + { + "p": 0.06545565277338028, + "m": 0.6581262350082397 + }, + { + "p": 0.0713706910610199, + "m": 1.0 + }, + { + "p": 0.09509602189064026, + "m": 1.0 + }, + { + "p": 0.06256802380084991, + "m": 1.0 + }, + { + "p": 0.03945748880505562, + "m": 1.0 + }, + { + "p": 0.03906970098614693, + "m": 0.983809232711792 + }, + { + "p": 0.04029778763651848, + "m": 0.9969678521156311 + }, + { + "p": 0.05557859688997269, + "m": 0.9739089012145996 + }, + { + "p": 0.05755068361759186, + "m": 0.9790711402893066 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.3563616275787354, + "val_loss": 0.9352075457572937, + "acc": 66.59, + "time": 589.9696284229867, + "param": [ + { + "p": 0.06355329602956772, + "m": 1.0 + }, + { + "p": 0.04854583367705345, + "m": 1.0 + }, + { + "p": 0.05884299799799919, + "m": 1.0 + }, + { + "p": 0.03938942402601242, + "m": 0.9910628795623779 + }, + { + "p": 0.05088609829545021, + "m": 1.0 + }, + { + "p": 0.05716355890035629, + "m": 1.0 + }, + { + "p": 0.055778391659259796, + "m": 0.9398531317710876 + }, + { + "p": 0.051619336009025574, + "m": 0.9974421262741089 + }, + { + "p": 0.06728719174861908, + "m": 1.0 + }, + { + "p": 0.06477703154087067, + "m": 0.6829832196235657 + }, + { + "p": 0.05860254168510437, + "m": 1.0 + }, + { + "p": 0.07491189241409302, + "m": 0.9945535063743591 + }, + { + "p": 0.04789821431040764, + "m": 1.0 + }, + { + "p": 0.0592750683426857, + "m": 1.0 + }, + { + "p": 0.05477803945541382, + "m": 1.0 + }, + { + "p": 0.07111289352178574, + "m": 1.0 + }, + { + "p": 0.0443415492773056, + "m": 0.9966773986816406 + }, + { + "p": 0.031236719340085983, + "m": 0.9990538954734802 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3261058330535889, + "val_loss": 0.9953311681747437, + "acc": 65.34, + "time": 594.4691285389708, + "param": [ + { + "p": 0.06936635076999664, + "m": 1.0 + }, + { + "p": 0.03310200944542885, + "m": 1.0 + }, + { + "p": 0.062203411012887955, + "m": 1.0 + }, + { + "p": 0.045581504702568054, + "m": 0.9366586804389954 + }, + { + "p": 0.04421481117606163, + "m": 1.0 + }, + { + "p": 0.03556361421942711, + "m": 1.0 + }, + { + "p": 0.05420467630028725, + "m": 0.9375417232513428 + }, + { + "p": 0.06641072034835815, + "m": 0.9879158139228821 + }, + { + "p": 0.06088683009147644, + "m": 1.0 + }, + { + "p": 0.06682315468788147, + "m": 0.6759210824966431 + }, + { + "p": 0.07143902778625488, + "m": 1.0 + }, + { + "p": 0.0649111270904541, + "m": 0.9964216351509094 + }, + { + "p": 0.06687986850738525, + "m": 1.0 + }, + { + "p": 0.048049986362457275, + "m": 1.0 + }, + { + "p": 0.048431988805532455, + "m": 0.9684102535247803 + }, + { + "p": 0.06123651936650276, + "m": 0.9838113188743591 + }, + { + "p": 0.05781625956296921, + "m": 1.0 + }, + { + "p": 0.04287805035710335, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.5595299005508423, + "val_loss": 0.9869492650032043, + "acc": 65.44, + "time": 589.5231539519737, + "param": [ + { + "p": 0.05753849446773529, + "m": 1.0 + }, + { + "p": 0.05558634549379349, + "m": 1.0 + }, + { + "p": 0.06176150590181351, + "m": 1.0 + }, + { + "p": 0.07883455604314804, + "m": 0.9868136644363403 + }, + { + "p": 0.036301467567682266, + "m": 0.9710885286331177 + }, + { + "p": 0.044231999665498734, + "m": 0.9699665904045105 + }, + { + "p": 0.06404300034046173, + "m": 0.9029974341392517 + }, + { + "p": 0.07388825714588165, + "m": 0.9976120591163635 + }, + { + "p": 0.07232436537742615, + "m": 1.0 + }, + { + "p": 0.06995914876461029, + "m": 0.7545405030250549 + }, + { + "p": 0.035612642765045166, + "m": 1.0 + }, + { + "p": 0.05114659294486046, + "m": 0.9709608554840088 + }, + { + "p": 0.08864827454090118, + "m": 1.0 + }, + { + "p": 0.016161585226655006, + "m": 1.0 + }, + { + "p": 0.0648898184299469, + "m": 0.9838372468948364 + }, + { + "p": 0.050422292202711105, + "m": 0.9892922043800354 + }, + { + "p": 0.04249071702361107, + "m": 0.9999136924743652 + }, + { + "p": 0.036159027367830276, + "m": 0.9449611306190491 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.4693762063980103, + "val_loss": 0.9456303119659424, + "acc": 65.83, + "time": 586.8177322819829, + "param": [ + { + "p": 0.04991951957345009, + "m": 1.0 + }, + { + "p": 0.03400697559118271, + "m": 1.0 + }, + { + "p": 0.07101038843393326, + "m": 1.0 + }, + { + "p": 0.04684736952185631, + "m": 0.9882854223251343 + }, + { + "p": 0.026830118149518967, + "m": 0.9992809891700745 + }, + { + "p": 0.06472399085760117, + "m": 0.9018886089324951 + }, + { + "p": 0.06072663143277168, + "m": 0.9159091711044312 + }, + { + "p": 0.045524656772613525, + "m": 1.0 + }, + { + "p": 0.07424306124448776, + "m": 1.0 + }, + { + "p": 0.07042063027620316, + "m": 0.7840033769607544 + }, + { + "p": 0.05133199691772461, + "m": 0.982642412185669 + }, + { + "p": 0.08373435586690903, + "m": 0.9670686721801758 + }, + { + "p": 0.08856339752674103, + "m": 1.0 + }, + { + "p": 0.035332437604665756, + "m": 1.0 + }, + { + "p": 0.04806075245141983, + "m": 0.9799356460571289 + }, + { + "p": 0.05569405481219292, + "m": 0.9924002289772034 + }, + { + "p": 0.04996361583471298, + "m": 0.9926812648773193 + }, + { + "p": 0.043066058307886124, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3842219114303589, + "val_loss": 0.9316304326057434, + "acc": 66.63, + "time": 591.3343063540524, + "param": [ + { + "p": 0.056716643273830414, + "m": 1.0 + }, + { + "p": 0.027075501158833504, + "m": 1.0 + }, + { + "p": 0.038146208971738815, + "m": 1.0 + }, + { + "p": 0.039313845336437225, + "m": 0.9754239320755005 + }, + { + "p": 0.02858995459973812, + "m": 0.9401395320892334 + }, + { + "p": 0.05213586241006851, + "m": 0.9009000658988953 + }, + { + "p": 0.07050993293523788, + "m": 0.9856280088424683 + }, + { + "p": 0.07015176117420197, + "m": 1.0 + }, + { + "p": 0.06169022247195244, + "m": 0.9912002682685852 + }, + { + "p": 0.06608088314533234, + "m": 0.7925813794136047 + }, + { + "p": 0.07910770922899246, + "m": 1.0 + }, + { + "p": 0.07564718276262283, + "m": 0.9920601844787598 + }, + { + "p": 0.06804143637418747, + "m": 1.0 + }, + { + "p": 0.07741175591945648, + "m": 1.0 + }, + { + "p": 0.06967444717884064, + "m": 0.9889717102050781 + }, + { + "p": 0.05649279057979584, + "m": 1.0 + }, + { + "p": 0.025206897407770157, + "m": 0.956422746181488 + }, + { + "p": 0.03800700232386589, + "m": 0.9319089651107788 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.309630274772644, + "val_loss": 1.0733308792114258, + "acc": 66.98, + "time": 589.2266919999965, + "param": [ + { + "p": 0.05108286812901497, + "m": 1.0 + }, + { + "p": 0.04489496350288391, + "m": 1.0 + }, + { + "p": 0.07644100487232208, + "m": 1.0 + }, + { + "p": 0.04205167666077614, + "m": 0.8627504110336304 + }, + { + "p": 0.06424254924058914, + "m": 0.9539551734924316 + }, + { + "p": 0.024530479684472084, + "m": 0.9881466627120972 + }, + { + "p": 0.04890591651201248, + "m": 0.9970600605010986 + }, + { + "p": 0.06823527812957764, + "m": 1.0 + }, + { + "p": 0.06380392611026764, + "m": 0.9855114221572876 + }, + { + "p": 0.04859071597456932, + "m": 0.9291492700576782 + }, + { + "p": 0.060334354639053345, + "m": 0.9679890275001526 + }, + { + "p": 0.07775609195232391, + "m": 0.9994733333587646 + }, + { + "p": 0.08438530564308167, + "m": 1.0 + }, + { + "p": 0.04122159257531166, + "m": 1.0 + }, + { + "p": 0.04759163409471512, + "m": 1.0 + }, + { + "p": 0.08553631603717804, + "m": 0.9979895353317261 + }, + { + "p": 0.035104360431432724, + "m": 0.9544556736946106 + }, + { + "p": 0.035291027277708054, + "m": 0.9404568672180176 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4426097869873047, + "val_loss": 0.9273313879966736, + "acc": 66.03, + "time": 594.1844604529906, + "param": [ + { + "p": 0.05658003315329552, + "m": 1.0 + }, + { + "p": 0.0409727618098259, + "m": 1.0 + }, + { + "p": 0.06823889911174774, + "m": 1.0 + }, + { + "p": 0.055706556886434555, + "m": 0.9282277822494507 + }, + { + "p": 0.069573312997818, + "m": 0.8709532022476196 + }, + { + "p": 0.05674222856760025, + "m": 0.9906776547431946 + }, + { + "p": 0.043497323989868164, + "m": 1.0 + }, + { + "p": 0.06464321911334991, + "m": 0.9354335069656372 + }, + { + "p": 0.06378549337387085, + "m": 1.0 + }, + { + "p": 0.0573245994746685, + "m": 0.9855731725692749 + }, + { + "p": 0.04964691400527954, + "m": 0.9949015974998474 + }, + { + "p": 0.052583273500204086, + "m": 0.9957937598228455 + }, + { + "p": 0.058673691004514694, + "m": 1.0 + }, + { + "p": 0.05793284624814987, + "m": 1.0 + }, + { + "p": 0.06015501171350479, + "m": 0.9947866797447205 + }, + { + "p": 0.06242689862847328, + "m": 0.9729653000831604 + }, + { + "p": 0.036641739308834076, + "m": 0.9988026022911072 + }, + { + "p": 0.04487523436546326, + "m": 0.991625189781189 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.294926404953003, + "val_loss": 0.9657495617866516, + "acc": 66.63, + "time": 588.8222420309903, + "param": [ + { + "p": 0.07201103866100311, + "m": 1.0 + }, + { + "p": 0.03354664891958237, + "m": 1.0 + }, + { + "p": 0.07734736055135727, + "m": 1.0 + }, + { + "p": 0.06539148837327957, + "m": 0.8502424359321594 + }, + { + "p": 0.052454642951488495, + "m": 0.841201663017273 + }, + { + "p": 0.05190537869930267, + "m": 0.9591052532196045 + }, + { + "p": 0.04657230153679848, + "m": 0.9976052045822144 + }, + { + "p": 0.0606682188808918, + "m": 0.9047136902809143 + }, + { + "p": 0.06715301424264908, + "m": 1.0 + }, + { + "p": 0.04921731725335121, + "m": 0.9821559190750122 + }, + { + "p": 0.05558548495173454, + "m": 1.0 + }, + { + "p": 0.06471795588731766, + "m": 1.0 + }, + { + "p": 0.08175346255302429, + "m": 1.0 + }, + { + "p": 0.03182453289628029, + "m": 1.0 + }, + { + "p": 0.04269852116703987, + "m": 1.0 + }, + { + "p": 0.06946666538715363, + "m": 0.9720337390899658 + }, + { + "p": 0.03602870553731918, + "m": 1.0 + }, + { + "p": 0.041657257825136185, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2155064344406128, + "val_loss": 1.0785787105560303, + "acc": 66.5, + "time": 589.2834834480309, + "param": [ + { + "p": 0.07476574182510376, + "m": 1.0 + }, + { + "p": 0.048231519758701324, + "m": 1.0 + }, + { + "p": 0.0627409890294075, + "m": 1.0 + }, + { + "p": 0.045551396906375885, + "m": 0.790742039680481 + }, + { + "p": 0.02572556957602501, + "m": 0.8897570371627808 + }, + { + "p": 0.034474633634090424, + "m": 0.9615204930305481 + }, + { + "p": 0.0771481841802597, + "m": 0.9963724613189697 + }, + { + "p": 0.04142196848988533, + "m": 0.9613080024719238 + }, + { + "p": 0.06185132637619972, + "m": 0.9935128688812256 + }, + { + "p": 0.054254915565252304, + "m": 0.9559411406517029 + }, + { + "p": 0.09365502744913101, + "m": 1.0 + }, + { + "p": 0.08822979778051376, + "m": 1.0 + }, + { + "p": 0.0783650279045105, + "m": 1.0 + }, + { + "p": 0.050554972141981125, + "m": 1.0 + }, + { + "p": 0.0433536060154438, + "m": 0.9662722945213318 + }, + { + "p": 0.06262417882680893, + "m": 0.9477384686470032 + }, + { + "p": 0.03940912336111069, + "m": 0.9207384586334229 + }, + { + "p": 0.0176419485360384, + "m": 0.9719473719596863 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.470893383026123, + "val_loss": 0.9791964292526245, + "acc": 67.71, + "time": 592.4514907869743, + "param": [ + { + "p": 0.0808795690536499, + "m": 1.0 + }, + { + "p": 0.039369549602270126, + "m": 1.0 + }, + { + "p": 0.0635015144944191, + "m": 1.0 + }, + { + "p": 0.04108760133385658, + "m": 0.8761026859283447 + }, + { + "p": 0.05690443143248558, + "m": 0.932073712348938 + }, + { + "p": 0.03922337666153908, + "m": 0.8832693696022034 + }, + { + "p": 0.051675062626600266, + "m": 0.9155312180519104 + }, + { + "p": 0.05479893833398819, + "m": 0.8928751945495605 + }, + { + "p": 0.04778546467423439, + "m": 1.0 + }, + { + "p": 0.06125427410006523, + "m": 0.8949205875396729 + }, + { + "p": 0.057200103998184204, + "m": 0.9762507677078247 + }, + { + "p": 0.05894356966018677, + "m": 0.9960933327674866 + }, + { + "p": 0.0672900378704071, + "m": 1.0 + }, + { + "p": 0.03845007345080376, + "m": 1.0 + }, + { + "p": 0.07911592721939087, + "m": 0.9220857620239258 + }, + { + "p": 0.08523665368556976, + "m": 1.0 + }, + { + "p": 0.039330169558525085, + "m": 0.9300470948219299 + }, + { + "p": 0.03795364871621132, + "m": 0.9710479378700256 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3498611450195312, + "val_loss": 0.8570854663848877, + "acc": 67.79, + "time": 591.64733888302, + "param": [ + { + "p": 0.0688040480017662, + "m": 1.0 + }, + { + "p": 0.04093233495950699, + "m": 1.0 + }, + { + "p": 0.07259631156921387, + "m": 1.0 + }, + { + "p": 0.043440770357847214, + "m": 0.8596044182777405 + }, + { + "p": 0.04405994713306427, + "m": 0.9609249830245972 + }, + { + "p": 0.04720206931233406, + "m": 0.9693149328231812 + }, + { + "p": 0.04497857391834259, + "m": 1.0 + }, + { + "p": 0.05808036029338837, + "m": 0.8557252883911133 + }, + { + "p": 0.05785420909523964, + "m": 1.0 + }, + { + "p": 0.06111541762948036, + "m": 0.784285843372345 + }, + { + "p": 0.08236579596996307, + "m": 1.0 + }, + { + "p": 0.08173299580812454, + "m": 0.988237202167511 + }, + { + "p": 0.05666493624448776, + "m": 1.0 + }, + { + "p": 0.046476639807224274, + "m": 1.0 + }, + { + "p": 0.06413400173187256, + "m": 0.9661985635757446 + }, + { + "p": 0.0662756860256195, + "m": 0.9894025325775146 + }, + { + "p": 0.03348727896809578, + "m": 1.0 + }, + { + "p": 0.029798556119203568, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3225383758544922, + "val_loss": 0.9716551899909973, + "acc": 67.38, + "time": 592.1104047769913, + "param": [ + { + "p": 0.07760066539049149, + "m": 1.0 + }, + { + "p": 0.056603316217660904, + "m": 1.0 + }, + { + "p": 0.0684208795428276, + "m": 1.0 + }, + { + "p": 0.07417835295200348, + "m": 0.8467376828193665 + }, + { + "p": 0.05232716724276543, + "m": 0.9421800374984741 + }, + { + "p": 0.030398063361644745, + "m": 1.0 + }, + { + "p": 0.0568322092294693, + "m": 0.8912309408187866 + }, + { + "p": 0.032614074647426605, + "m": 0.9758108854293823 + }, + { + "p": 0.05153192952275276, + "m": 1.0 + }, + { + "p": 0.07032516598701477, + "m": 0.8181217312812805 + }, + { + "p": 0.06862582266330719, + "m": 1.0 + }, + { + "p": 0.05752887204289436, + "m": 1.0 + }, + { + "p": 0.06626133620738983, + "m": 1.0 + }, + { + "p": 0.04388386011123657, + "m": 1.0 + }, + { + "p": 0.05171537399291992, + "m": 1.0 + }, + { + "p": 0.07959180325269699, + "m": 0.9976581335067749 + }, + { + "p": 0.03214264661073685, + "m": 0.999675452709198 + }, + { + "p": 0.02941843867301941, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0646549463272095, + "val_loss": 1.0541144609451294, + "acc": 67.85, + "time": 592.8467417790089, + "param": [ + { + "p": 0.06937535107135773, + "m": 1.0 + }, + { + "p": 0.037619683891534805, + "m": 1.0 + }, + { + "p": 0.05056603252887726, + "m": 1.0 + }, + { + "p": 0.04616650193929672, + "m": 0.8231143951416016 + }, + { + "p": 0.04325547441840172, + "m": 0.8353986740112305 + }, + { + "p": 0.05671447515487671, + "m": 0.9478442668914795 + }, + { + "p": 0.04804069176316261, + "m": 1.0 + }, + { + "p": 0.08103768527507782, + "m": 0.9794701337814331 + }, + { + "p": 0.06562129408121109, + "m": 1.0 + }, + { + "p": 0.051108699291944504, + "m": 0.8416001796722412 + }, + { + "p": 0.053738221526145935, + "m": 0.9879530668258667 + }, + { + "p": 0.05522799864411354, + "m": 1.0 + }, + { + "p": 0.06277769058942795, + "m": 1.0 + }, + { + "p": 0.07347197830677032, + "m": 1.0 + }, + { + "p": 0.058173686265945435, + "m": 0.9942099452018738 + }, + { + "p": 0.08892221003770828, + "m": 1.0 + }, + { + "p": 0.029366305097937584, + "m": 0.9119455218315125 + }, + { + "p": 0.02881607413291931, + "m": 0.9584177732467651 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3641983270645142, + "val_loss": 0.8731632232666016, + "acc": 67.37, + "time": 594.9915498349583, + "param": [ + { + "p": 0.05398080497980118, + "m": 1.0 + }, + { + "p": 0.052502959966659546, + "m": 1.0 + }, + { + "p": 0.0819234624505043, + "m": 1.0 + }, + { + "p": 0.04518800601363182, + "m": 0.809468150138855 + }, + { + "p": 0.05689965933561325, + "m": 0.8670573234558105 + }, + { + "p": 0.02364940196275711, + "m": 0.9485390782356262 + }, + { + "p": 0.08177580684423447, + "m": 0.8776558637619019 + }, + { + "p": 0.053598128259181976, + "m": 1.0 + }, + { + "p": 0.060019493103027344, + "m": 1.0 + }, + { + "p": 0.04462817683815956, + "m": 0.9393282532691956 + }, + { + "p": 0.025543782860040665, + "m": 0.980633020401001 + }, + { + "p": 0.060040175914764404, + "m": 0.9947348237037659 + }, + { + "p": 0.05835586041212082, + "m": 1.0 + }, + { + "p": 0.048365846276283264, + "m": 1.0 + }, + { + "p": 0.07013881206512451, + "m": 1.0 + }, + { + "p": 0.07628019154071808, + "m": 0.9952045679092407 + }, + { + "p": 0.06350433081388474, + "m": 0.8552067875862122 + }, + { + "p": 0.043605148792266846, + "m": 0.9527522325515747 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2543370723724365, + "val_loss": 0.9139977693557739, + "acc": 68.12, + "time": 594.6679755509831, + "param": [ + { + "p": 0.044637974351644516, + "m": 1.0 + }, + { + "p": 0.04218333959579468, + "m": 1.0 + }, + { + "p": 0.06529410928487778, + "m": 1.0 + }, + { + "p": 0.04224172607064247, + "m": 0.9644150137901306 + }, + { + "p": 0.057039763778448105, + "m": 0.930796205997467 + }, + { + "p": 0.05408565700054169, + "m": 0.9476680159568787 + }, + { + "p": 0.05797094479203224, + "m": 0.7941851615905762 + }, + { + "p": 0.0546964667737484, + "m": 0.9519574642181396 + }, + { + "p": 0.0831824541091919, + "m": 1.0 + }, + { + "p": 0.06380455195903778, + "m": 0.9994999766349792 + }, + { + "p": 0.05420462042093277, + "m": 0.9814876914024353 + }, + { + "p": 0.061584342271089554, + "m": 1.0 + }, + { + "p": 0.04924173280596733, + "m": 1.0 + }, + { + "p": 0.05051020532846451, + "m": 1.0 + }, + { + "p": 0.06257376074790955, + "m": 1.0 + }, + { + "p": 0.046777527779340744, + "m": 0.9917160868644714 + }, + { + "p": 0.061840906739234924, + "m": 0.9327336549758911 + }, + { + "p": 0.0481298491358757, + "m": 0.990776777267456 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2973313331604004, + "val_loss": 0.8227534294128418, + "acc": 67.72, + "time": 592.5889216599753, + "param": [ + { + "p": 0.06563390046358109, + "m": 1.0 + }, + { + "p": 0.03356953710317612, + "m": 1.0 + }, + { + "p": 0.06444013118743896, + "m": 1.0 + }, + { + "p": 0.04122928902506828, + "m": 0.9518913626670837 + }, + { + "p": 0.05493197590112686, + "m": 0.8690337538719177 + }, + { + "p": 0.02727861888706684, + "m": 1.0 + }, + { + "p": 0.07385871559381485, + "m": 0.8039036393165588 + }, + { + "p": 0.055329885333776474, + "m": 1.0 + }, + { + "p": 0.06144755333662033, + "m": 0.9991852641105652 + }, + { + "p": 0.06249609962105751, + "m": 0.8838065266609192 + }, + { + "p": 0.06537958979606628, + "m": 0.9997390508651733 + }, + { + "p": 0.059450969099998474, + "m": 1.0 + }, + { + "p": 0.04945405572652817, + "m": 1.0 + }, + { + "p": 0.050179146230220795, + "m": 1.0 + }, + { + "p": 0.08008328825235367, + "m": 0.9760944843292236 + }, + { + "p": 0.07988354563713074, + "m": 0.9725700616836548 + }, + { + "p": 0.02459557168185711, + "m": 0.9424416422843933 + }, + { + "p": 0.050758156925439835, + "m": 0.9455558657646179 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.4324203729629517, + "val_loss": 1.060402512550354, + "acc": 68.09, + "time": 592.2098881209968, + "param": [ + { + "p": 0.060105886310338974, + "m": 1.0 + }, + { + "p": 0.03933145850896835, + "m": 1.0 + }, + { + "p": 0.0762447714805603, + "m": 1.0 + }, + { + "p": 0.05972529947757721, + "m": 0.9212309122085571 + }, + { + "p": 0.04305298626422882, + "m": 0.8821529746055603 + }, + { + "p": 0.06373243778944016, + "m": 0.972241222858429 + }, + { + "p": 0.05654250830411911, + "m": 0.7285799980163574 + }, + { + "p": 0.06554094702005386, + "m": 0.9925240278244019 + }, + { + "p": 0.04680146276950836, + "m": 1.0 + }, + { + "p": 0.07637928426265717, + "m": 0.7163006067276001 + }, + { + "p": 0.09905723482370377, + "m": 1.0 + }, + { + "p": 0.0695398673415184, + "m": 1.0 + }, + { + "p": 0.05047648027539253, + "m": 1.0 + }, + { + "p": 0.03966793790459633, + "m": 1.0 + }, + { + "p": 0.0420541986823082, + "m": 0.9804341197013855 + }, + { + "p": 0.0772969201207161, + "m": 1.0 + }, + { + "p": 0.020827533677220345, + "m": 0.9705390930175781 + }, + { + "p": 0.013622702099382877, + "m": 0.8938248157501221 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3639254570007324, + "val_loss": 0.896067202091217, + "acc": 69.14, + "time": 592.175374628976, + "param": [ + { + "p": 0.0551125593483448, + "m": 1.0 + }, + { + "p": 0.026631005108356476, + "m": 1.0 + }, + { + "p": 0.049374356865882874, + "m": 1.0 + }, + { + "p": 0.06741376221179962, + "m": 0.9055805206298828 + }, + { + "p": 0.05489237979054451, + "m": 0.9126524925231934 + }, + { + "p": 0.05550133436918259, + "m": 0.9998688101768494 + }, + { + "p": 0.07848868519067764, + "m": 0.6935865879058838 + }, + { + "p": 0.060049910098314285, + "m": 1.0 + }, + { + "p": 0.09102154523134232, + "m": 1.0 + }, + { + "p": 0.06020340323448181, + "m": 0.8993820548057556 + }, + { + "p": 0.05352700501680374, + "m": 1.0 + }, + { + "p": 0.05038977414369583, + "m": 1.0 + }, + { + "p": 0.06979712843894958, + "m": 1.0 + }, + { + "p": 0.04147590324282646, + "m": 1.0 + }, + { + "p": 0.05814209580421448, + "m": 0.9621983766555786 + }, + { + "p": 0.06606137007474899, + "m": 0.9968487024307251 + }, + { + "p": 0.026557350531220436, + "m": 1.0 + }, + { + "p": 0.03536045178771019, + "m": 0.9644307494163513 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.4588629007339478, + "val_loss": 0.8709368705749512, + "acc": 69.26, + "time": 468.18740551400697, + "param": [ + { + "p": 0.05863679200410843, + "m": 1.0 + }, + { + "p": 0.03147071599960327, + "m": 1.0 + }, + { + "p": 0.06947001814842224, + "m": 1.0 + }, + { + "p": 0.03036336787045002, + "m": 0.9928668141365051 + }, + { + "p": 0.04354815185070038, + "m": 0.944525420665741 + }, + { + "p": 0.06060238182544708, + "m": 0.9538705348968506 + }, + { + "p": 0.05910586565732956, + "m": 0.7484824657440186 + }, + { + "p": 0.04591095820069313, + "m": 0.988245964050293 + }, + { + "p": 0.08383025974035263, + "m": 1.0 + }, + { + "p": 0.04714766517281532, + "m": 0.9536975622177124 + }, + { + "p": 0.05795640870928764, + "m": 1.0 + }, + { + "p": 0.04898185282945633, + "m": 0.9727476239204407 + }, + { + "p": 0.08485966175794601, + "m": 1.0 + }, + { + "p": 0.062726229429245, + "m": 1.0 + }, + { + "p": 0.06765355914831161, + "m": 1.0 + }, + { + "p": 0.053179781883955, + "m": 0.9997845888137817 + }, + { + "p": 0.0376957468688488, + "m": 1.0 + }, + { + "p": 0.056860607117414474, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.1485954523086548, + "val_loss": 0.93073970079422, + "acc": 69.13, + "time": 416.4440312340157, + "param": [ + { + "p": 0.0429152213037014, + "m": 1.0 + }, + { + "p": 0.02472090721130371, + "m": 1.0 + }, + { + "p": 0.07186062633991241, + "m": 1.0 + }, + { + "p": 0.06732507050037384, + "m": 0.9898679852485657 + }, + { + "p": 0.05067664757370949, + "m": 0.9047731757164001 + }, + { + "p": 0.05249905586242676, + "m": 0.9862433075904846 + }, + { + "p": 0.058237429708242416, + "m": 0.7303029298782349 + }, + { + "p": 0.059332214295864105, + "m": 0.9802325963973999 + }, + { + "p": 0.043283116072416306, + "m": 0.9813275933265686 + }, + { + "p": 0.06757890433073044, + "m": 0.9918273687362671 + }, + { + "p": 0.06121502071619034, + "m": 0.9993367791175842 + }, + { + "p": 0.06041979789733887, + "m": 1.0 + }, + { + "p": 0.06909897178411484, + "m": 1.0 + }, + { + "p": 0.05155869573354721, + "m": 1.0 + }, + { + "p": 0.045474644750356674, + "m": 1.0 + }, + { + "p": 0.07241944223642349, + "m": 0.9575070142745972 + }, + { + "p": 0.05923883989453316, + "m": 0.978863537311554 + }, + { + "p": 0.042145416140556335, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2258052825927734, + "val_loss": 0.8813917636871338, + "acc": 67.89, + "time": 593.5618144780165, + "param": [ + { + "p": 0.06066611036658287, + "m": 1.0 + }, + { + "p": 0.04463524371385574, + "m": 1.0 + }, + { + "p": 0.06821252405643463, + "m": 1.0 + }, + { + "p": 0.04351474344730377, + "m": 0.9693845510482788 + }, + { + "p": 0.022428512573242188, + "m": 0.9704768061637878 + }, + { + "p": 0.046920500695705414, + "m": 0.9707332849502563 + }, + { + "p": 0.07944201678037643, + "m": 0.8480465412139893 + }, + { + "p": 0.06300551444292068, + "m": 0.9634063839912415 + }, + { + "p": 0.0480986051261425, + "m": 1.0 + }, + { + "p": 0.06489673256874084, + "m": 1.0 + }, + { + "p": 0.06970370560884476, + "m": 1.0 + }, + { + "p": 0.051704972982406616, + "m": 1.0 + }, + { + "p": 0.05801710858941078, + "m": 1.0 + }, + { + "p": 0.036389581859111786, + "m": 1.0 + }, + { + "p": 0.07050840556621552, + "m": 0.9851083159446716 + }, + { + "p": 0.06696115434169769, + "m": 1.0 + }, + { + "p": 0.04600150138139725, + "m": 0.97665935754776 + }, + { + "p": 0.05889308452606201, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4043749570846558, + "val_loss": 0.9544854164123535, + "acc": 68.21, + "time": 592.4207309890189, + "param": [ + { + "p": 0.080318883061409, + "m": 1.0 + }, + { + "p": 0.042738355696201324, + "m": 1.0 + }, + { + "p": 0.06131645292043686, + "m": 1.0 + }, + { + "p": 0.05886752903461456, + "m": 0.9118488430976868 + }, + { + "p": 0.041671283543109894, + "m": 0.9985756278038025 + }, + { + "p": 0.04559914395213127, + "m": 0.9471170902252197 + }, + { + "p": 0.060290660709142685, + "m": 0.9898267388343811 + }, + { + "p": 0.04463580995798111, + "m": 0.8474941253662109 + }, + { + "p": 0.051457181572914124, + "m": 0.9991335272789001 + }, + { + "p": 0.07205356657505035, + "m": 0.9998626112937927 + }, + { + "p": 0.09451156109571457, + "m": 0.999410092830658 + }, + { + "p": 0.05861872807145119, + "m": 0.994759202003479 + }, + { + "p": 0.04593876749277115, + "m": 1.0 + }, + { + "p": 0.06458426266908646, + "m": 1.0 + }, + { + "p": 0.048011112958192825, + "m": 1.0 + }, + { + "p": 0.05399481952190399, + "m": 0.9933338165283203 + }, + { + "p": 0.05777040868997574, + "m": 0.924531877040863 + }, + { + "p": 0.017621390521526337, + "m": 0.9767416715621948 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4196761846542358, + "val_loss": 0.923717737197876, + "acc": 67.98, + "time": 590.3717752949451, + "param": [ + { + "p": 0.04558621719479561, + "m": 1.0 + }, + { + "p": 0.055672537535429, + "m": 1.0 + }, + { + "p": 0.06080925092101097, + "m": 1.0 + }, + { + "p": 0.037321776151657104, + "m": 0.8860519528388977 + }, + { + "p": 0.03919330984354019, + "m": 0.9954107999801636 + }, + { + "p": 0.05187828838825226, + "m": 0.9837045073509216 + }, + { + "p": 0.05585060641169548, + "m": 0.9728620052337646 + }, + { + "p": 0.058423928916454315, + "m": 0.917215883731842 + }, + { + "p": 0.0573558434844017, + "m": 0.9963464736938477 + }, + { + "p": 0.059077437967061996, + "m": 0.984025776386261 + }, + { + "p": 0.07938303053379059, + "m": 1.0 + }, + { + "p": 0.0669499933719635, + "m": 0.9995777010917664 + }, + { + "p": 0.06100534275174141, + "m": 1.0 + }, + { + "p": 0.05007442086935043, + "m": 1.0 + }, + { + "p": 0.06581320613622665, + "m": 0.9988818168640137 + }, + { + "p": 0.05291245877742767, + "m": 1.0 + }, + { + "p": 0.05165540799498558, + "m": 0.9453822374343872 + }, + { + "p": 0.05103691294789314, + "m": 0.9854335188865662 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.1453526020050049, + "val_loss": 0.988132894039154, + "acc": 69.18, + "time": 596.4301061040023, + "param": [ + { + "p": 0.0726543590426445, + "m": 1.0 + }, + { + "p": 0.02429705113172531, + "m": 1.0 + }, + { + "p": 0.08568548411130905, + "m": 1.0 + }, + { + "p": 0.05927124246954918, + "m": 0.987427294254303 + }, + { + "p": 0.04967339336872101, + "m": 0.830184817314148 + }, + { + "p": 0.03638053685426712, + "m": 1.0 + }, + { + "p": 0.05543649196624756, + "m": 1.0 + }, + { + "p": 0.05491364374756813, + "m": 0.8466913104057312 + }, + { + "p": 0.06858920305967331, + "m": 1.0 + }, + { + "p": 0.04816177859902382, + "m": 0.875078558921814 + }, + { + "p": 0.050662778317928314, + "m": 1.0 + }, + { + "p": 0.06212422624230385, + "m": 1.0 + }, + { + "p": 0.056409165263175964, + "m": 1.0 + }, + { + "p": 0.05522928014397621, + "m": 1.0 + }, + { + "p": 0.07026553153991699, + "m": 0.970771312713623 + }, + { + "p": 0.067273810505867, + "m": 1.0 + }, + { + "p": 0.050847094506025314, + "m": 0.9684595465660095 + }, + { + "p": 0.03212493285536766, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2761281728744507, + "val_loss": 0.8269050717353821, + "acc": 69.17, + "time": 591.4912556700292, + "param": [ + { + "p": 0.05155960097908974, + "m": 1.0 + }, + { + "p": 0.04857741668820381, + "m": 1.0 + }, + { + "p": 0.06367860734462738, + "m": 1.0 + }, + { + "p": 0.03749948367476463, + "m": 0.9154561758041382 + }, + { + "p": 0.05125030502676964, + "m": 0.7607543468475342 + }, + { + "p": 0.05203569680452347, + "m": 0.9933209419250488 + }, + { + "p": 0.06287486106157303, + "m": 0.9540159106254578 + }, + { + "p": 0.050610337406396866, + "m": 0.814518928527832 + }, + { + "p": 0.050745490938425064, + "m": 1.0 + }, + { + "p": 0.049371715635061264, + "m": 0.8546631336212158 + }, + { + "p": 0.059710416942834854, + "m": 1.0 + }, + { + "p": 0.05817204713821411, + "m": 1.0 + }, + { + "p": 0.07933319360017776, + "m": 1.0 + }, + { + "p": 0.061433494091033936, + "m": 1.0 + }, + { + "p": 0.07163819670677185, + "m": 0.9394145607948303 + }, + { + "p": 0.05520051717758179, + "m": 0.9963737726211548 + }, + { + "p": 0.04762551188468933, + "m": 0.996444821357727 + }, + { + "p": 0.04868301749229431, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1639580726623535, + "val_loss": 0.9011567234992981, + "acc": 70.06, + "time": 594.1532117279712, + "param": [ + { + "p": 0.05899292603135109, + "m": 1.0 + }, + { + "p": 0.04482267051935196, + "m": 1.0 + }, + { + "p": 0.07886165380477905, + "m": 1.0 + }, + { + "p": 0.04553335905075073, + "m": 0.8788861632347107 + }, + { + "p": 0.03808925673365593, + "m": 0.9119097590446472 + }, + { + "p": 0.04892158508300781, + "m": 0.9335649609565735 + }, + { + "p": 0.05568929389119148, + "m": 0.937830924987793 + }, + { + "p": 0.06882041692733765, + "m": 0.8648627400398254 + }, + { + "p": 0.055200181901454926, + "m": 1.0 + }, + { + "p": 0.0656152069568634, + "m": 0.8042970895767212 + }, + { + "p": 0.06972444802522659, + "m": 1.0 + }, + { + "p": 0.041205406188964844, + "m": 1.0 + }, + { + "p": 0.07013150304555893, + "m": 1.0 + }, + { + "p": 0.03184237331151962, + "m": 1.0 + }, + { + "p": 0.0479205921292305, + "m": 0.9723436832427979 + }, + { + "p": 0.062423475086688995, + "m": 1.0 + }, + { + "p": 0.07081292569637299, + "m": 0.9999416470527649 + }, + { + "p": 0.04539278894662857, + "m": 0.9967878460884094 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.295331358909607, + "val_loss": 0.8612638711929321, + "acc": 68.24, + "time": 593.3291023939964, + "param": [ + { + "p": 0.06406494230031967, + "m": 1.0 + }, + { + "p": 0.04183129593729973, + "m": 1.0 + }, + { + "p": 0.06658309698104858, + "m": 1.0 + }, + { + "p": 0.055742230266332626, + "m": 0.8688567876815796 + }, + { + "p": 0.02520400658249855, + "m": 1.0 + }, + { + "p": 0.08714890480041504, + "m": 0.9946587681770325 + }, + { + "p": 0.05176571384072304, + "m": 1.0 + }, + { + "p": 0.04224377125501633, + "m": 0.9840887784957886 + }, + { + "p": 0.07522562146186829, + "m": 0.997829258441925 + }, + { + "p": 0.086624376475811, + "m": 0.8357009887695312 + }, + { + "p": 0.07072828710079193, + "m": 0.998478889465332 + }, + { + "p": 0.06292992830276489, + "m": 0.9764780402183533 + }, + { + "p": 0.047579530626535416, + "m": 1.0 + }, + { + "p": 0.04424630105495453, + "m": 1.0 + }, + { + "p": 0.046033285558223724, + "m": 0.9824728965759277 + }, + { + "p": 0.05912967771291733, + "m": 1.0 + }, + { + "p": 0.03739849850535393, + "m": 0.9519957900047302 + }, + { + "p": 0.03552064299583435, + "m": 0.9145988821983337 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1775593757629395, + "val_loss": 0.9353336095809937, + "acc": 69.29, + "time": 591.6703492350061, + "param": [ + { + "p": 0.0672573521733284, + "m": 1.0 + }, + { + "p": 0.046362683176994324, + "m": 1.0 + }, + { + "p": 0.07701954245567322, + "m": 1.0 + }, + { + "p": 0.047246161848306656, + "m": 0.954243004322052 + }, + { + "p": 0.04934719204902649, + "m": 1.0 + }, + { + "p": 0.0392620787024498, + "m": 0.8820595741271973 + }, + { + "p": 0.03847697749733925, + "m": 1.0 + }, + { + "p": 0.041438281536102295, + "m": 0.9957941770553589 + }, + { + "p": 0.06903623044490814, + "m": 1.0 + }, + { + "p": 0.05745106190443039, + "m": 0.8011283278465271 + }, + { + "p": 0.07595214247703552, + "m": 1.0 + }, + { + "p": 0.06365564465522766, + "m": 1.0 + }, + { + "p": 0.08490918576717377, + "m": 1.0 + }, + { + "p": 0.05511501058936119, + "m": 1.0 + }, + { + "p": 0.06130346655845642, + "m": 1.0 + }, + { + "p": 0.05360107868909836, + "m": 0.9987884759902954 + }, + { + "p": 0.03827255964279175, + "m": 0.9964433312416077 + }, + { + "p": 0.03429330140352249, + "m": 0.866431474685669 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2906075716018677, + "val_loss": 0.7806685566902161, + "acc": 70.22, + "time": 592.8983355939854, + "param": [ + { + "p": 0.0703655257821083, + "m": 1.0 + }, + { + "p": 0.04395163431763649, + "m": 1.0 + }, + { + "p": 0.048575956374406815, + "m": 1.0 + }, + { + "p": 0.03947712481021881, + "m": 0.8998567461967468 + }, + { + "p": 0.02535439282655716, + "m": 1.0 + }, + { + "p": 0.06385121494531631, + "m": 0.747310996055603 + }, + { + "p": 0.08162139356136322, + "m": 0.8917335867881775 + }, + { + "p": 0.0747767761349678, + "m": 0.9720099568367004 + }, + { + "p": 0.07264788448810577, + "m": 1.0 + }, + { + "p": 0.059550728648900986, + "m": 0.7037073969841003 + }, + { + "p": 0.05135314539074898, + "m": 0.9964803457260132 + }, + { + "p": 0.051858142018318176, + "m": 0.9979640245437622 + }, + { + "p": 0.07385190576314926, + "m": 1.0 + }, + { + "p": 0.043409887701272964, + "m": 1.0 + }, + { + "p": 0.07302568852901459, + "m": 0.9843775033950806 + }, + { + "p": 0.06729836761951447, + "m": 1.0 + }, + { + "p": 0.013389899395406246, + "m": 0.977071225643158 + }, + { + "p": 0.04564034193754196, + "m": 0.8949466347694397 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.210432767868042, + "val_loss": 0.8672264218330383, + "acc": 69.1, + "time": 595.8236609600135, + "param": [ + { + "p": 0.05441829934716225, + "m": 1.0 + }, + { + "p": 0.0363038070499897, + "m": 1.0 + }, + { + "p": 0.07640724629163742, + "m": 1.0 + }, + { + "p": 0.051367148756980896, + "m": 0.8356145620346069 + }, + { + "p": 0.045348308980464935, + "m": 1.0 + }, + { + "p": 0.016088569536805153, + "m": 0.7556911706924438 + }, + { + "p": 0.06192699447274208, + "m": 0.8573950529098511 + }, + { + "p": 0.06446389853954315, + "m": 0.9433243870735168 + }, + { + "p": 0.054216377437114716, + "m": 0.9613209962844849 + }, + { + "p": 0.03841211274266243, + "m": 0.7786706686019897 + }, + { + "p": 0.07251091301441193, + "m": 1.0 + }, + { + "p": 0.08505396544933319, + "m": 1.0 + }, + { + "p": 0.06712315231561661, + "m": 1.0 + }, + { + "p": 0.06441376358270645, + "m": 1.0 + }, + { + "p": 0.07284273952245712, + "m": 0.9950653910636902 + }, + { + "p": 0.06741874665021896, + "m": 0.9962925314903259 + }, + { + "p": 0.047949083149433136, + "m": 1.0 + }, + { + "p": 0.02373480051755905, + "m": 0.9409887790679932 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.3227159976959229, + "val_loss": 0.8680043816566467, + "acc": 69.79, + "time": 591.6692276020185, + "param": [ + { + "p": 0.06488808989524841, + "m": 1.0 + }, + { + "p": 0.04104604199528694, + "m": 1.0 + }, + { + "p": 0.06068427860736847, + "m": 1.0 + }, + { + "p": 0.06896837055683136, + "m": 0.9885571002960205 + }, + { + "p": 0.045857690274715424, + "m": 0.921089231967926 + }, + { + "p": 0.0652170404791832, + "m": 0.5178114771842957 + }, + { + "p": 0.05059541389346123, + "m": 0.8290414810180664 + }, + { + "p": 0.06881661713123322, + "m": 0.9726734161376953 + }, + { + "p": 0.06092285364866257, + "m": 0.9968165159225464 + }, + { + "p": 0.05517257750034332, + "m": 0.8303989171981812 + }, + { + "p": 0.049332309514284134, + "m": 1.0 + }, + { + "p": 0.0694611668586731, + "m": 0.9715540409088135 + }, + { + "p": 0.05884364992380142, + "m": 1.0 + }, + { + "p": 0.04476961866021156, + "m": 1.0 + }, + { + "p": 0.06245143711566925, + "m": 1.0 + }, + { + "p": 0.05115707218647003, + "m": 0.9992345571517944 + }, + { + "p": 0.034890152513980865, + "m": 0.9499126076698303 + }, + { + "p": 0.04692548140883446, + "m": 0.9772763848304749 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2228156328201294, + "val_loss": 0.8516343235969543, + "acc": 69.22, + "time": 590.1662377920002, + "param": [ + { + "p": 0.07450555264949799, + "m": 1.0 + }, + { + "p": 0.04359763115644455, + "m": 1.0 + }, + { + "p": 0.07319270074367523, + "m": 1.0 + }, + { + "p": 0.03709415718913078, + "m": 0.8872049450874329 + }, + { + "p": 0.04389744997024536, + "m": 0.9248379468917847 + }, + { + "p": 0.04076991230249405, + "m": 0.5303906202316284 + }, + { + "p": 0.06983177363872528, + "m": 0.784927487373352 + }, + { + "p": 0.0400439091026783, + "m": 0.9524610638618469 + }, + { + "p": 0.07028093189001083, + "m": 1.0 + }, + { + "p": 0.05927471071481705, + "m": 0.8935706615447998 + }, + { + "p": 0.05503048747777939, + "m": 1.0 + }, + { + "p": 0.06907444447278976, + "m": 1.0 + }, + { + "p": 0.06671468913555145, + "m": 1.0 + }, + { + "p": 0.06260742992162704, + "m": 1.0 + }, + { + "p": 0.04477027431130409, + "m": 0.9984843730926514 + }, + { + "p": 0.06306519359350204, + "m": 0.9987110495567322 + }, + { + "p": 0.044656019657850266, + "m": 1.0 + }, + { + "p": 0.04159269109368324, + "m": 0.9825878739356995 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.04738450050354, + "val_loss": 0.8701728582382202, + "acc": 69.26, + "time": 586.4635507889907, + "param": [ + { + "p": 0.07102187722921371, + "m": 1.0 + }, + { + "p": 0.03449063003063202, + "m": 1.0 + }, + { + "p": 0.0721539780497551, + "m": 1.0 + }, + { + "p": 0.05955296382308006, + "m": 0.9764218926429749 + }, + { + "p": 0.06427406519651413, + "m": 0.9094383716583252 + }, + { + "p": 0.035212814807891846, + "m": 0.5771324038505554 + }, + { + "p": 0.06279546767473221, + "m": 0.8337174654006958 + }, + { + "p": 0.029520094394683838, + "m": 0.9462782740592957 + }, + { + "p": 0.060762129724025726, + "m": 1.0 + }, + { + "p": 0.042661119252443314, + "m": 1.0 + }, + { + "p": 0.03285028040409088, + "m": 0.9906549453735352 + }, + { + "p": 0.07142993062734604, + "m": 0.9976237416267395 + }, + { + "p": 0.06078070029616356, + "m": 1.0 + }, + { + "p": 0.06802782416343689, + "m": 1.0 + }, + { + "p": 0.06935393810272217, + "m": 1.0 + }, + { + "p": 0.0747714713215828, + "m": 1.0 + }, + { + "p": 0.045563384890556335, + "m": 0.9961797595024109 + }, + { + "p": 0.04477730020880699, + "m": 0.9835138916969299 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.5344083309173584, + "val_loss": 0.8621821999549866, + "acc": 70.54, + "time": 589.2723013989744, + "param": [ + { + "p": 0.05915404483675957, + "m": 1.0 + }, + { + "p": 0.022191403433680534, + "m": 1.0 + }, + { + "p": 0.06680130213499069, + "m": 1.0 + }, + { + "p": 0.06799914687871933, + "m": 0.9777114987373352 + }, + { + "p": 0.034029267728328705, + "m": 0.9348364472389221 + }, + { + "p": 0.05187276005744934, + "m": 0.5963382720947266 + }, + { + "p": 0.04819565638899803, + "m": 0.9068294167518616 + }, + { + "p": 0.06936992704868317, + "m": 1.0 + }, + { + "p": 0.07151375710964203, + "m": 1.0 + }, + { + "p": 0.05330967903137207, + "m": 0.9978691935539246 + }, + { + "p": 0.05675952136516571, + "m": 1.0 + }, + { + "p": 0.04740995168685913, + "m": 1.0 + }, + { + "p": 0.0844595804810524, + "m": 1.0 + }, + { + "p": 0.043661944568157196, + "m": 1.0 + }, + { + "p": 0.07416998594999313, + "m": 0.999625563621521 + }, + { + "p": 0.06007474288344383, + "m": 0.9985289573669434 + }, + { + "p": 0.06856442242860794, + "m": 0.9863780736923218 + }, + { + "p": 0.020462999120354652, + "m": 0.9909798502922058 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.0062296390533447, + "val_loss": 0.8224367499351501, + "acc": 70.5, + "time": 586.9920340329991, + "param": [ + { + "p": 0.0643925741314888, + "m": 1.0 + }, + { + "p": 0.03314434364438057, + "m": 1.0 + }, + { + "p": 0.05434858053922653, + "m": 1.0 + }, + { + "p": 0.0552988164126873, + "m": 0.9419084191322327 + }, + { + "p": 0.060203395783901215, + "m": 0.9477564096450806 + }, + { + "p": 0.04449719563126564, + "m": 0.6227009892463684 + }, + { + "p": 0.04431552067399025, + "m": 0.9811678528785706 + }, + { + "p": 0.06806207448244095, + "m": 1.0 + }, + { + "p": 0.09101783484220505, + "m": 0.9954314827919006 + }, + { + "p": 0.06509707123041153, + "m": 0.9874119758605957 + }, + { + "p": 0.06866278499364853, + "m": 1.0 + }, + { + "p": 0.05491548404097557, + "m": 1.0 + }, + { + "p": 0.06080618500709534, + "m": 1.0 + }, + { + "p": 0.06171894073486328, + "m": 1.0 + }, + { + "p": 0.04792632535099983, + "m": 0.9419137239456177 + }, + { + "p": 0.06136992946267128, + "m": 1.0 + }, + { + "p": 0.027362316846847534, + "m": 0.958307683467865 + }, + { + "p": 0.036860693246126175, + "m": 0.9756074547767639 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9821557402610779, + "val_loss": 0.798914909362793, + "acc": 70.69, + "time": 592.6166177680134, + "param": [ + { + "p": 0.061911486089229584, + "m": 1.0 + }, + { + "p": 0.029867054894566536, + "m": 1.0 + }, + { + "p": 0.07858611643314362, + "m": 1.0 + }, + { + "p": 0.05854116007685661, + "m": 0.8436545729637146 + }, + { + "p": 0.03718111664056778, + "m": 0.9858684539794922 + }, + { + "p": 0.06255250424146652, + "m": 0.751388430595398 + }, + { + "p": 0.05561414733529091, + "m": 0.8630440831184387 + }, + { + "p": 0.04785656929016113, + "m": 0.8953877091407776 + }, + { + "p": 0.08192704617977142, + "m": 0.9997373819351196 + }, + { + "p": 0.04039512947201729, + "m": 1.0 + }, + { + "p": 0.06472072750329971, + "m": 0.9998503923416138 + }, + { + "p": 0.06049457937479019, + "m": 1.0 + }, + { + "p": 0.046371739357709885, + "m": 1.0 + }, + { + "p": 0.058285824954509735, + "m": 1.0 + }, + { + "p": 0.07421538233757019, + "m": 0.9499431252479553 + }, + { + "p": 0.0584687702357769, + "m": 1.0 + }, + { + "p": 0.04996617138385773, + "m": 0.9438453316688538 + }, + { + "p": 0.033044442534446716, + "m": 0.9289352297782898 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1996772289276123, + "val_loss": 0.7807706594467163, + "acc": 70.02, + "time": 593.0565288849757, + "param": [ + { + "p": 0.06511745601892471, + "m": 1.0 + }, + { + "p": 0.07374843209981918, + "m": 1.0 + }, + { + "p": 0.06572110205888748, + "m": 1.0 + }, + { + "p": 0.05594513937830925, + "m": 0.88410884141922 + }, + { + "p": 0.02610086463391781, + "m": 1.0 + }, + { + "p": 0.021274147555232048, + "m": 0.8063502311706543 + }, + { + "p": 0.055320855230093, + "m": 0.9311296343803406 + }, + { + "p": 0.06580207496881485, + "m": 0.9631270170211792 + }, + { + "p": 0.07288619875907898, + "m": 1.0 + }, + { + "p": 0.07958827912807465, + "m": 0.975330114364624 + }, + { + "p": 0.060836806893348694, + "m": 1.0 + }, + { + "p": 0.06299598515033722, + "m": 0.9695398211479187 + }, + { + "p": 0.07730455696582794, + "m": 1.0 + }, + { + "p": 0.025234820321202278, + "m": 1.0 + }, + { + "p": 0.04702262952923775, + "m": 0.8961052894592285 + }, + { + "p": 0.06303267180919647, + "m": 0.996390163898468 + }, + { + "p": 0.04752586409449577, + "m": 0.9757992029190063 + }, + { + "p": 0.03454206883907318, + "m": 0.8632080554962158 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.2811514139175415, + "val_loss": 0.9097245335578918, + "acc": 69.98, + "time": 588.9488210460404, + "param": [ + { + "p": 0.08201942592859268, + "m": 1.0 + }, + { + "p": 0.021777255460619926, + "m": 1.0 + }, + { + "p": 0.05549425259232521, + "m": 1.0 + }, + { + "p": 0.0465722493827343, + "m": 0.9398292899131775 + }, + { + "p": 0.03848280757665634, + "m": 0.9973499774932861 + }, + { + "p": 0.05043990910053253, + "m": 0.751533567905426 + }, + { + "p": 0.07109765708446503, + "m": 0.9888672828674316 + }, + { + "p": 0.0538291335105896, + "m": 1.0 + }, + { + "p": 0.06869883835315704, + "m": 1.0 + }, + { + "p": 0.0650886818766594, + "m": 0.9902124404907227 + }, + { + "p": 0.06504292786121368, + "m": 1.0 + }, + { + "p": 0.0680219754576683, + "m": 0.9499285817146301 + }, + { + "p": 0.08300565183162689, + "m": 1.0 + }, + { + "p": 0.045174770057201385, + "m": 1.0 + }, + { + "p": 0.04944201931357384, + "m": 0.9246693253517151 + }, + { + "p": 0.04730570688843727, + "m": 1.0 + }, + { + "p": 0.04806835204362869, + "m": 0.9713839888572693 + }, + { + "p": 0.04043833166360855, + "m": 0.998414933681488 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.329521894454956, + "val_loss": 0.7563913464546204, + "acc": 69.51, + "time": 418.1877940239501, + "param": [ + { + "p": 0.0413094200193882, + "m": 1.0 + }, + { + "p": 0.031710315495729446, + "m": 1.0 + }, + { + "p": 0.06172045320272446, + "m": 1.0 + }, + { + "p": 0.04880201444029808, + "m": 0.8133227825164795 + }, + { + "p": 0.04445876181125641, + "m": 0.8620752096176147 + }, + { + "p": 0.043865885585546494, + "m": 0.7755261063575745 + }, + { + "p": 0.06402658671140671, + "m": 0.8602213859558105 + }, + { + "p": 0.05687936022877693, + "m": 0.9908175468444824 + }, + { + "p": 0.05777544528245926, + "m": 1.0 + }, + { + "p": 0.05998965725302696, + "m": 0.970000147819519 + }, + { + "p": 0.07558692991733551, + "m": 1.0 + }, + { + "p": 0.07511214166879654, + "m": 0.9990200400352478 + }, + { + "p": 0.0590381994843483, + "m": 1.0 + }, + { + "p": 0.06109977886080742, + "m": 1.0 + }, + { + "p": 0.06903233379125595, + "m": 0.8908441662788391 + }, + { + "p": 0.07071253657341003, + "m": 0.9244475364685059 + }, + { + "p": 0.03985348343849182, + "m": 1.0 + }, + { + "p": 0.03902677446603775, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1655118465423584, + "val_loss": 0.8317367434501648, + "acc": 71.1, + "time": 456.6130406279699, + "param": [ + { + "p": 0.06740176677703857, + "m": 1.0 + }, + { + "p": 0.050363536924123764, + "m": 1.0 + }, + { + "p": 0.07297001779079437, + "m": 1.0 + }, + { + "p": 0.07335555553436279, + "m": 0.7914125323295593 + }, + { + "p": 0.05684443190693855, + "m": 0.9117537140846252 + }, + { + "p": 0.06606675684452057, + "m": 0.8333354592323303 + }, + { + "p": 0.05322611704468727, + "m": 0.9237154722213745 + }, + { + "p": 0.06087488308548927, + "m": 1.0 + }, + { + "p": 0.0628114715218544, + "m": 0.9998771548271179 + }, + { + "p": 0.0444977730512619, + "m": 0.9106667637825012 + }, + { + "p": 0.04635019972920418, + "m": 0.9936851263046265 + }, + { + "p": 0.04995710030198097, + "m": 0.9998336434364319 + }, + { + "p": 0.048510245978832245, + "m": 1.0 + }, + { + "p": 0.038043469190597534, + "m": 1.0 + }, + { + "p": 0.06716617941856384, + "m": 0.9067052006721497 + }, + { + "p": 0.05243092030286789, + "m": 1.0 + }, + { + "p": 0.052015066146850586, + "m": 1.0 + }, + { + "p": 0.03711460158228874, + "m": 0.9514474868774414 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2860156297683716, + "val_loss": 0.8571264743804932, + "acc": 69.81, + "time": 590.9713387310039, + "param": [ + { + "p": 0.039540667086839676, + "m": 1.0 + }, + { + "p": 0.042337898164987564, + "m": 1.0 + }, + { + "p": 0.0695246234536171, + "m": 1.0 + }, + { + "p": 0.06050590053200722, + "m": 0.8591886162757874 + }, + { + "p": 0.06616024672985077, + "m": 0.7524900436401367 + }, + { + "p": 0.0402957983314991, + "m": 1.0 + }, + { + "p": 0.04513538256287575, + "m": 0.8734936118125916 + }, + { + "p": 0.05066094920039177, + "m": 0.9959916472434998 + }, + { + "p": 0.06262029707431793, + "m": 1.0 + }, + { + "p": 0.07126415520906448, + "m": 0.7364376783370972 + }, + { + "p": 0.05964256078004837, + "m": 1.0 + }, + { + "p": 0.05672663077712059, + "m": 0.9878177046775818 + }, + { + "p": 0.06508694589138031, + "m": 1.0 + }, + { + "p": 0.04014159366488457, + "m": 1.0 + }, + { + "p": 0.07805292308330536, + "m": 0.9339650273323059 + }, + { + "p": 0.049901332706213, + "m": 1.0 + }, + { + "p": 0.052974916994571686, + "m": 1.0 + }, + { + "p": 0.04942721128463745, + "m": 0.909751832485199 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.335898995399475, + "val_loss": 0.843907356262207, + "acc": 70.93, + "time": 595.2809115370037, + "param": [ + { + "p": 0.06517252326011658, + "m": 1.0 + }, + { + "p": 0.048838336020708084, + "m": 1.0 + }, + { + "p": 0.06689673662185669, + "m": 1.0 + }, + { + "p": 0.061567384749650955, + "m": 0.8621094822883606 + }, + { + "p": 0.052703358232975006, + "m": 0.7042842507362366 + }, + { + "p": 0.03475586324930191, + "m": 0.9832206964492798 + }, + { + "p": 0.043576452881097794, + "m": 0.9394585490226746 + }, + { + "p": 0.049323685467243195, + "m": 0.9993071556091309 + }, + { + "p": 0.06770922988653183, + "m": 1.0 + }, + { + "p": 0.054877590388059616, + "m": 0.799976110458374 + }, + { + "p": 0.06037876754999161, + "m": 1.0 + }, + { + "p": 0.05360722541809082, + "m": 0.9630475640296936 + }, + { + "p": 0.05781037360429764, + "m": 1.0 + }, + { + "p": 0.053306397050619125, + "m": 1.0 + }, + { + "p": 0.07053110748529434, + "m": 1.0 + }, + { + "p": 0.05162810906767845, + "m": 1.0 + }, + { + "p": 0.06044681742787361, + "m": 1.0 + }, + { + "p": 0.04687001183629036, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1102747917175293, + "val_loss": 0.837179958820343, + "acc": 71.21, + "time": 594.5360702550388, + "param": [ + { + "p": 0.08168186247348785, + "m": 1.0 + }, + { + "p": 0.02797747403383255, + "m": 1.0 + }, + { + "p": 0.055367715656757355, + "m": 1.0 + }, + { + "p": 0.058032888919115067, + "m": 0.8237041234970093 + }, + { + "p": 0.04848017543554306, + "m": 0.4582558870315552 + }, + { + "p": 0.0744175910949707, + "m": 1.0 + }, + { + "p": 0.05877838656306267, + "m": 0.9110512733459473 + }, + { + "p": 0.08175775408744812, + "m": 0.9918156862258911 + }, + { + "p": 0.06032472848892212, + "m": 1.0 + }, + { + "p": 0.05477270111441612, + "m": 0.7227135300636292 + }, + { + "p": 0.04165713116526604, + "m": 0.9957250356674194 + }, + { + "p": 0.05269487574696541, + "m": 1.0 + }, + { + "p": 0.0475490503013134, + "m": 1.0 + }, + { + "p": 0.0546899139881134, + "m": 1.0 + }, + { + "p": 0.04607627913355827, + "m": 0.9821709990501404 + }, + { + "p": 0.06874139606952667, + "m": 0.9809369444847107 + }, + { + "p": 0.03539038822054863, + "m": 0.9998663067817688 + }, + { + "p": 0.05160966143012047, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3672945499420166, + "val_loss": 0.821384072303772, + "acc": 70.99, + "time": 591.6321545270039, + "param": [ + { + "p": 0.08569493144750595, + "m": 1.0 + }, + { + "p": 0.026988452300429344, + "m": 1.0 + }, + { + "p": 0.03832287713885307, + "m": 1.0 + }, + { + "p": 0.037501707673072815, + "m": 0.9655259251594543 + }, + { + "p": 0.06327347457408905, + "m": 0.5892891883850098 + }, + { + "p": 0.03976022079586983, + "m": 0.853512167930603 + }, + { + "p": 0.04125595465302467, + "m": 0.7874165177345276 + }, + { + "p": 0.05835047364234924, + "m": 1.0 + }, + { + "p": 0.07150684297084808, + "m": 1.0 + }, + { + "p": 0.06051057577133179, + "m": 0.7836381196975708 + }, + { + "p": 0.0981346145272255, + "m": 1.0 + }, + { + "p": 0.052358146756887436, + "m": 0.974842369556427 + }, + { + "p": 0.07336007803678513, + "m": 1.0 + }, + { + "p": 0.04193917289376259, + "m": 1.0 + }, + { + "p": 0.06966395676136017, + "m": 1.0 + }, + { + "p": 0.06341663002967834, + "m": 0.9874584078788757 + }, + { + "p": 0.028840957209467888, + "m": 0.8911237716674805 + }, + { + "p": 0.049120962619781494, + "m": 0.9397655129432678 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1141855716705322, + "val_loss": 0.876130223274231, + "acc": 71.23, + "time": 593.7054899510113, + "param": [ + { + "p": 0.04323253780603409, + "m": 1.0 + }, + { + "p": 0.05246658995747566, + "m": 1.0 + }, + { + "p": 0.07751777023077011, + "m": 1.0 + }, + { + "p": 0.07778090238571167, + "m": 1.0 + }, + { + "p": 0.057400595396757126, + "m": 0.5580912828445435 + }, + { + "p": 0.042548276484012604, + "m": 0.9668885469436646 + }, + { + "p": 0.06884728372097015, + "m": 0.8772192001342773 + }, + { + "p": 0.03416302800178528, + "m": 0.8127874135971069 + }, + { + "p": 0.05716912820935249, + "m": 1.0 + }, + { + "p": 0.06780029088258743, + "m": 0.8953797221183777 + }, + { + "p": 0.07276123762130737, + "m": 1.0 + }, + { + "p": 0.058138806372880936, + "m": 1.0 + }, + { + "p": 0.05383463203907013, + "m": 1.0 + }, + { + "p": 0.04421577230095863, + "m": 1.0 + }, + { + "p": 0.054675884544849396, + "m": 0.9571287035942078 + }, + { + "p": 0.041750311851501465, + "m": 0.9702488780021667 + }, + { + "p": 0.042679544538259506, + "m": 0.989208996295929 + }, + { + "p": 0.05301753059029579, + "m": 0.9573823809623718 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.231058120727539, + "val_loss": 0.8525389432907104, + "acc": 69.04, + "time": 593.4708456029766, + "param": [ + { + "p": 0.06021209433674812, + "m": 1.0 + }, + { + "p": 0.060331571847200394, + "m": 1.0 + }, + { + "p": 0.06831512600183487, + "m": 1.0 + }, + { + "p": 0.03889491409063339, + "m": 0.9923763871192932 + }, + { + "p": 0.07311766594648361, + "m": 0.5953705906867981 + }, + { + "p": 0.02701597660779953, + "m": 0.8348104953765869 + }, + { + "p": 0.04980145022273064, + "m": 0.8205369710922241 + }, + { + "p": 0.055809952318668365, + "m": 0.8848583698272705 + }, + { + "p": 0.07429876178503036, + "m": 0.9989582896232605 + }, + { + "p": 0.05383208394050598, + "m": 0.9449270367622375 + }, + { + "p": 0.05822499468922615, + "m": 1.0 + }, + { + "p": 0.0575699582695961, + "m": 0.9880480766296387 + }, + { + "p": 0.05986220762133598, + "m": 1.0 + }, + { + "p": 0.052956510335206985, + "m": 1.0 + }, + { + "p": 0.0658375546336174, + "m": 1.0 + }, + { + "p": 0.06075950339436531, + "m": 1.0 + }, + { + "p": 0.043476082384586334, + "m": 0.9772982597351074 + }, + { + "p": 0.03968367725610733, + "m": 0.8474581837654114 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2049599885940552, + "val_loss": 0.7841777801513672, + "acc": 71.66, + "time": 593.452034195012, + "param": [ + { + "p": 0.055414341390132904, + "m": 1.0 + }, + { + "p": 0.03385118395090103, + "m": 1.0 + }, + { + "p": 0.055288225412368774, + "m": 1.0 + }, + { + "p": 0.041762229055166245, + "m": 0.9413526058197021 + }, + { + "p": 0.03897548094391823, + "m": 0.5675703287124634 + }, + { + "p": 0.03425247222185135, + "m": 0.9059639573097229 + }, + { + "p": 0.07253309339284897, + "m": 0.8459450006484985 + }, + { + "p": 0.06394718587398529, + "m": 0.9987592697143555 + }, + { + "p": 0.06547842174768448, + "m": 1.0 + }, + { + "p": 0.06465109437704086, + "m": 0.869833767414093 + }, + { + "p": 0.06522929668426514, + "m": 1.0 + }, + { + "p": 0.0673602819442749, + "m": 1.0 + }, + { + "p": 0.07210229337215424, + "m": 1.0 + }, + { + "p": 0.053117215633392334, + "m": 1.0 + }, + { + "p": 0.07049451768398285, + "m": 0.9989131689071655 + }, + { + "p": 0.049490541219711304, + "m": 0.9423502087593079 + }, + { + "p": 0.03965213522315025, + "m": 0.9897943139076233 + }, + { + "p": 0.056399814784526825, + "m": 0.8345587253570557 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1859923601150513, + "val_loss": 0.8312275409698486, + "acc": 71.55, + "time": 590.7523404429667, + "param": [ + { + "p": 0.08234768360853195, + "m": 1.0 + }, + { + "p": 0.03999455273151398, + "m": 1.0 + }, + { + "p": 0.07042425125837326, + "m": 1.0 + }, + { + "p": 0.06060422956943512, + "m": 0.9905274510383606 + }, + { + "p": 0.06227732449769974, + "m": 0.6238194108009338 + }, + { + "p": 0.04670507088303566, + "m": 0.7825308442115784 + }, + { + "p": 0.04466051608324051, + "m": 0.8314114212989807 + }, + { + "p": 0.06849031895399094, + "m": 0.9237074851989746 + }, + { + "p": 0.07437126338481903, + "m": 0.9922719597816467 + }, + { + "p": 0.05272068455815315, + "m": 0.8812372088432312 + }, + { + "p": 0.04825291782617569, + "m": 1.0 + }, + { + "p": 0.0717209205031395, + "m": 0.9704370498657227 + }, + { + "p": 0.05008719116449356, + "m": 1.0 + }, + { + "p": 0.030365435406565666, + "m": 1.0 + }, + { + "p": 0.05442212149500847, + "m": 0.9565200805664062 + }, + { + "p": 0.05520744249224663, + "m": 0.9974296689033508 + }, + { + "p": 0.027969930320978165, + "m": 0.9436171650886536 + }, + { + "p": 0.059378113597631454, + "m": 0.8634046912193298 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2844229936599731, + "val_loss": 0.7392469644546509, + "acc": 71.49, + "time": 549.3540297419531, + "param": [ + { + "p": 0.06957627832889557, + "m": 1.0 + }, + { + "p": 0.035317644476890564, + "m": 1.0 + }, + { + "p": 0.07356112450361252, + "m": 1.0 + }, + { + "p": 0.06587845832109451, + "m": 0.9313110113143921 + }, + { + "p": 0.052436891943216324, + "m": 0.6290911436080933 + }, + { + "p": 0.03458721190690994, + "m": 0.9242656230926514 + }, + { + "p": 0.04100297391414642, + "m": 0.8148571848869324 + }, + { + "p": 0.06811268627643585, + "m": 0.9132921099662781 + }, + { + "p": 0.04999598488211632, + "m": 1.0 + }, + { + "p": 0.050868041813373566, + "m": 0.8454908728599548 + }, + { + "p": 0.06546715646982193, + "m": 1.0 + }, + { + "p": 0.0526135191321373, + "m": 1.0 + }, + { + "p": 0.0569625124335289, + "m": 1.0 + }, + { + "p": 0.030320653691887856, + "m": 1.0 + }, + { + "p": 0.06236104667186737, + "m": 1.0 + }, + { + "p": 0.05651567503809929, + "m": 0.9784628748893738 + }, + { + "p": 0.06913158297538757, + "m": 0.997036337852478 + }, + { + "p": 0.06529075652360916, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1536766290664673, + "val_loss": 0.9102925658226013, + "acc": 70.86, + "time": 307.7664405219839, + "param": [ + { + "p": 0.07709453999996185, + "m": 1.0 + }, + { + "p": 0.025888090953230858, + "m": 1.0 + }, + { + "p": 0.03345324099063873, + "m": 1.0 + }, + { + "p": 0.052399683743715286, + "m": 0.879299521446228 + }, + { + "p": 0.04440721496939659, + "m": 0.6835525631904602 + }, + { + "p": 0.03894338384270668, + "m": 0.8169741630554199 + }, + { + "p": 0.04254365339875221, + "m": 0.8573464155197144 + }, + { + "p": 0.06228237971663475, + "m": 0.8910010457038879 + }, + { + "p": 0.053415123373270035, + "m": 0.9931686520576477 + }, + { + "p": 0.06716739386320114, + "m": 0.9093482494354248 + }, + { + "p": 0.0838235393166542, + "m": 1.0 + }, + { + "p": 0.06548814475536346, + "m": 1.0 + }, + { + "p": 0.07108647376298904, + "m": 1.0 + }, + { + "p": 0.06694447994232178, + "m": 1.0 + }, + { + "p": 0.06966870278120041, + "m": 0.9976983666419983 + }, + { + "p": 0.044351495802402496, + "m": 1.0 + }, + { + "p": 0.050285134464502335, + "m": 1.0 + }, + { + "p": 0.05075734481215477, + "m": 0.9367280602455139 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.9800472259521484, + "val_loss": 0.8784715533256531, + "acc": 70.61, + "time": 575.2147250180133, + "param": [ + { + "p": 0.051865097135305405, + "m": 1.0 + }, + { + "p": 0.04462943971157074, + "m": 1.0 + }, + { + "p": 0.06808724999427795, + "m": 1.0 + }, + { + "p": 0.07052414119243622, + "m": 0.9760226011276245 + }, + { + "p": 0.05880116671323776, + "m": 0.7906087636947632 + }, + { + "p": 0.05706096068024635, + "m": 0.7872638702392578 + }, + { + "p": 0.056286487728357315, + "m": 0.9621405005455017 + }, + { + "p": 0.07413581013679504, + "m": 0.8849467039108276 + }, + { + "p": 0.06059002876281738, + "m": 1.0 + }, + { + "p": 0.05392070859670639, + "m": 0.9853438138961792 + }, + { + "p": 0.056281622499227524, + "m": 1.0 + }, + { + "p": 0.05646602064371109, + "m": 0.9583050012588501 + }, + { + "p": 0.05468130484223366, + "m": 1.0 + }, + { + "p": 0.038198843598365784, + "m": 1.0 + }, + { + "p": 0.049469564110040665, + "m": 1.0 + }, + { + "p": 0.058490294963121414, + "m": 0.9714308977127075 + }, + { + "p": 0.03756997361779213, + "m": 1.0 + }, + { + "p": 0.05294135585427284, + "m": 0.99772709608078 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.147598147392273, + "val_loss": 0.8040770292282104, + "acc": 71.26, + "time": 594.7897772950237, + "param": [ + { + "p": 0.06837296485900879, + "m": 1.0 + }, + { + "p": 0.03530154749751091, + "m": 1.0 + }, + { + "p": 0.06313338130712509, + "m": 1.0 + }, + { + "p": 0.057129766792058945, + "m": 0.9751357436180115 + }, + { + "p": 0.06279423087835312, + "m": 0.9161493182182312 + }, + { + "p": 0.04369111731648445, + "m": 0.7039027810096741 + }, + { + "p": 0.04616829752922058, + "m": 0.998211145401001 + }, + { + "p": 0.07760363072156906, + "m": 0.8378373980522156 + }, + { + "p": 0.057448673993349075, + "m": 1.0 + }, + { + "p": 0.04882211238145828, + "m": 0.9624267220497131 + }, + { + "p": 0.06148691102862358, + "m": 1.0 + }, + { + "p": 0.05541124567389488, + "m": 0.9489090442657471 + }, + { + "p": 0.05845731496810913, + "m": 1.0 + }, + { + "p": 0.06659039855003357, + "m": 1.0 + }, + { + "p": 0.05574864521622658, + "m": 0.9983611106872559 + }, + { + "p": 0.06953366100788116, + "m": 0.9197431802749634 + }, + { + "p": 0.0345015712082386, + "m": 0.9564136862754822 + }, + { + "p": 0.037804510444402695, + "m": 0.999826192855835 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9570122957229614, + "val_loss": 0.7016904354095459, + "acc": 71.58, + "time": 591.463789387024, + "param": [ + { + "p": 0.05973677337169647, + "m": 1.0 + }, + { + "p": 0.025881078094244003, + "m": 1.0 + }, + { + "p": 0.08912085741758347, + "m": 1.0 + }, + { + "p": 0.024736342951655388, + "m": 0.9935469627380371 + }, + { + "p": 0.03556900843977928, + "m": 0.9095180630683899 + }, + { + "p": 0.05441125109791756, + "m": 0.5932090878486633 + }, + { + "p": 0.05583683028817177, + "m": 0.9527734518051147 + }, + { + "p": 0.059609200805425644, + "m": 0.9101006388664246 + }, + { + "p": 0.0568704791367054, + "m": 0.9869536757469177 + }, + { + "p": 0.06807029247283936, + "m": 0.9202195405960083 + }, + { + "p": 0.04610612243413925, + "m": 0.9983537793159485 + }, + { + "p": 0.06697339564561844, + "m": 1.0 + }, + { + "p": 0.0362236350774765, + "m": 1.0 + }, + { + "p": 0.0794525146484375, + "m": 1.0 + }, + { + "p": 0.07249769568443298, + "m": 0.9749125242233276 + }, + { + "p": 0.05643412470817566, + "m": 1.0 + }, + { + "p": 0.06276095658540726, + "m": 0.8434277176856995 + }, + { + "p": 0.04970940202474594, + "m": 0.926558256149292 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2377879619598389, + "val_loss": 0.8331369161605835, + "acc": 71.04, + "time": 590.9808233270305, + "param": [ + { + "p": 0.06481298059225082, + "m": 1.0 + }, + { + "p": 0.03251311928033829, + "m": 1.0 + }, + { + "p": 0.05061464011669159, + "m": 1.0 + }, + { + "p": 0.0631161779165268, + "m": 0.9766840934753418 + }, + { + "p": 0.05775502696633339, + "m": 0.7698141932487488 + }, + { + "p": 0.04338916391134262, + "m": 0.7889138460159302 + }, + { + "p": 0.04927902668714523, + "m": 1.0 + }, + { + "p": 0.05311308428645134, + "m": 0.8263804316520691 + }, + { + "p": 0.05969318002462387, + "m": 0.9997954368591309 + }, + { + "p": 0.07705773413181305, + "m": 0.9997799396514893 + }, + { + "p": 0.04982609301805496, + "m": 1.0 + }, + { + "p": 0.05984272062778473, + "m": 0.9862177968025208 + }, + { + "p": 0.053190141916275024, + "m": 1.0 + }, + { + "p": 0.06584281474351883, + "m": 1.0 + }, + { + "p": 0.05300362408161163, + "m": 0.9466246962547302 + }, + { + "p": 0.06913156807422638, + "m": 0.9932506680488586 + }, + { + "p": 0.053875625133514404, + "m": 0.8494322896003723 + }, + { + "p": 0.04394320771098137, + "m": 0.9746890068054199 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.017694354057312, + "val_loss": 0.825049638748169, + "acc": 71.56, + "time": 593.3389825379709, + "param": [ + { + "p": 0.06571424007415771, + "m": 1.0 + }, + { + "p": 0.019064560532569885, + "m": 1.0 + }, + { + "p": 0.05189986154437065, + "m": 1.0 + }, + { + "p": 0.038214389234781265, + "m": 0.9372315406799316 + }, + { + "p": 0.060372162610292435, + "m": 0.8980740308761597 + }, + { + "p": 0.05848081782460213, + "m": 0.890830397605896 + }, + { + "p": 0.037742242217063904, + "m": 0.9378594160079956 + }, + { + "p": 0.06335828453302383, + "m": 0.9162732362747192 + }, + { + "p": 0.04718027636408806, + "m": 0.9835896492004395 + }, + { + "p": 0.08167453110218048, + "m": 1.0 + }, + { + "p": 0.07614212483167648, + "m": 1.0 + }, + { + "p": 0.06427664309740067, + "m": 1.0 + }, + { + "p": 0.06941502541303635, + "m": 1.0 + }, + { + "p": 0.04721934720873833, + "m": 1.0 + }, + { + "p": 0.06270887702703476, + "m": 0.9889830946922302 + }, + { + "p": 0.07035684585571289, + "m": 1.0 + }, + { + "p": 0.029662325978279114, + "m": 0.9316426515579224 + }, + { + "p": 0.05651739612221718, + "m": 0.9238848686218262 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.164999008178711, + "val_loss": 0.8371689915657043, + "acc": 71.17, + "time": 589.3279188179877, + "param": [ + { + "p": 0.06922531872987747, + "m": 1.0 + }, + { + "p": 0.05345439910888672, + "m": 1.0 + }, + { + "p": 0.0426160991191864, + "m": 1.0 + }, + { + "p": 0.04275277629494667, + "m": 0.9411537051200867 + }, + { + "p": 0.061247412115335464, + "m": 0.7165467739105225 + }, + { + "p": 0.038126446306705475, + "m": 0.9260741472244263 + }, + { + "p": 0.05165645480155945, + "m": 0.999384880065918 + }, + { + "p": 0.0571395680308342, + "m": 0.9151589870452881 + }, + { + "p": 0.06911483407020569, + "m": 1.0 + }, + { + "p": 0.0663297176361084, + "m": 0.9970733523368835 + }, + { + "p": 0.07190115749835968, + "m": 1.0 + }, + { + "p": 0.06589067727327347, + "m": 0.9724552631378174 + }, + { + "p": 0.06745794415473938, + "m": 1.0 + }, + { + "p": 0.05338851734995842, + "m": 1.0 + }, + { + "p": 0.04887542873620987, + "m": 0.9801774621009827 + }, + { + "p": 0.05789871886372566, + "m": 0.9812681674957275 + }, + { + "p": 0.04346004128456116, + "m": 0.8550901412963867 + }, + { + "p": 0.03946443274617195, + "m": 0.9710128307342529 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1200587749481201, + "val_loss": 0.8336941003799438, + "acc": 71.06, + "time": 593.6646454060101, + "param": [ + { + "p": 0.06776036322116852, + "m": 1.0 + }, + { + "p": 0.0370975136756897, + "m": 1.0 + }, + { + "p": 0.05343051254749298, + "m": 1.0 + }, + { + "p": 0.04982693865895271, + "m": 0.9781051874160767 + }, + { + "p": 0.06307434290647507, + "m": 0.5835745334625244 + }, + { + "p": 0.04096421226859093, + "m": 0.9801156520843506 + }, + { + "p": 0.05188979580998421, + "m": 1.0 + }, + { + "p": 0.04638790711760521, + "m": 0.8762338757514954 + }, + { + "p": 0.06075485795736313, + "m": 1.0 + }, + { + "p": 0.0657336562871933, + "m": 1.0 + }, + { + "p": 0.0460701659321785, + "m": 1.0 + }, + { + "p": 0.07045555114746094, + "m": 1.0 + }, + { + "p": 0.07020282000303268, + "m": 1.0 + }, + { + "p": 0.04557863995432854, + "m": 1.0 + }, + { + "p": 0.0539395697414875, + "m": 0.7476502656936646 + }, + { + "p": 0.052624475210905075, + "m": 1.0 + }, + { + "p": 0.06560517102479935, + "m": 0.9464342594146729 + }, + { + "p": 0.058603435754776, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1601017713546753, + "val_loss": 0.8445120453834534, + "acc": 72.03, + "time": 593.6030039209872, + "param": [ + { + "p": 0.0617145374417305, + "m": 1.0 + }, + { + "p": 0.06685642898082733, + "m": 1.0 + }, + { + "p": 0.052608516067266464, + "m": 1.0 + }, + { + "p": 0.04677167907357216, + "m": 0.8493466377258301 + }, + { + "p": 0.07145816832780838, + "m": 0.5776035785675049 + }, + { + "p": 0.026643261313438416, + "m": 0.993721067905426 + }, + { + "p": 0.07423613965511322, + "m": 0.967704176902771 + }, + { + "p": 0.09336695820093155, + "m": 0.9882473349571228 + }, + { + "p": 0.061852842569351196, + "m": 1.0 + }, + { + "p": 0.0397440604865551, + "m": 0.9550374746322632 + }, + { + "p": 0.02027306705713272, + "m": 0.9010754823684692 + }, + { + "p": 0.060139842331409454, + "m": 1.0 + }, + { + "p": 0.06744489818811417, + "m": 1.0 + }, + { + "p": 0.05073169246315956, + "m": 1.0 + }, + { + "p": 0.04167640954256058, + "m": 0.8140833973884583 + }, + { + "p": 0.06720709055662155, + "m": 1.0 + }, + { + "p": 0.042863670736551285, + "m": 0.879400908946991 + }, + { + "p": 0.05441088229417801, + "m": 0.9882252216339111 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.174695372581482, + "val_loss": 0.7503660917282104, + "acc": 71.16, + "time": 593.7172378640389, + "param": [ + { + "p": 0.07198791950941086, + "m": 1.0 + }, + { + "p": 0.06076931580901146, + "m": 1.0 + }, + { + "p": 0.048708003014326096, + "m": 1.0 + }, + { + "p": 0.04884219169616699, + "m": 0.8527842164039612 + }, + { + "p": 0.06000901758670807, + "m": 0.6653741002082825 + }, + { + "p": 0.03842576965689659, + "m": 0.9912214279174805 + }, + { + "p": 0.07649064064025879, + "m": 0.9161242842674255 + }, + { + "p": 0.04477786272764206, + "m": 0.9109879732131958 + }, + { + "p": 0.05682388320565224, + "m": 1.0 + }, + { + "p": 0.053535278886556625, + "m": 0.9066943526268005 + }, + { + "p": 0.0527312345802784, + "m": 1.0 + }, + { + "p": 0.05052191764116287, + "m": 0.9994295239448547 + }, + { + "p": 0.06805027276277542, + "m": 1.0 + }, + { + "p": 0.049187272787094116, + "m": 1.0 + }, + { + "p": 0.06316658854484558, + "m": 0.8006609678268433 + }, + { + "p": 0.057374365627765656, + "m": 1.0 + }, + { + "p": 0.05298512801527977, + "m": 1.0 + }, + { + "p": 0.04561333730816841, + "m": 0.9432662725448608 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9866222143173218, + "val_loss": 0.8995015025138855, + "acc": 71.44, + "time": 588.2020303000463, + "param": [ + { + "p": 0.08318454772233963, + "m": 1.0 + }, + { + "p": 0.022172722965478897, + "m": 1.0 + }, + { + "p": 0.05229124426841736, + "m": 1.0 + }, + { + "p": 0.06033114716410637, + "m": 0.8797842860221863 + }, + { + "p": 0.050912003964185715, + "m": 0.6849076747894287 + }, + { + "p": 0.051287587732076645, + "m": 0.9450560808181763 + }, + { + "p": 0.052858300507068634, + "m": 0.9082963466644287 + }, + { + "p": 0.05638435110449791, + "m": 0.9618289470672607 + }, + { + "p": 0.06150507181882858, + "m": 1.0 + }, + { + "p": 0.05644905939698219, + "m": 0.940643310546875 + }, + { + "p": 0.09283141046762466, + "m": 1.0 + }, + { + "p": 0.06130831688642502, + "m": 1.0 + }, + { + "p": 0.055540651082992554, + "m": 1.0 + }, + { + "p": 0.03608439490199089, + "m": 1.0 + }, + { + "p": 0.06751687824726105, + "m": 0.8624441623687744 + }, + { + "p": 0.06028616800904274, + "m": 0.9499768018722534 + }, + { + "p": 0.028774701058864594, + "m": 0.9866371750831604 + }, + { + "p": 0.050281379371881485, + "m": 0.9977461695671082 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.2658355236053467, + "val_loss": 0.7472401857376099, + "acc": 71.49, + "time": 590.1735211560153, + "param": [ + { + "p": 0.06441352516412735, + "m": 1.0 + }, + { + "p": 0.03535357490181923, + "m": 1.0 + }, + { + "p": 0.06703174859285355, + "m": 1.0 + }, + { + "p": 0.0360281765460968, + "m": 1.0 + }, + { + "p": 0.06413955986499786, + "m": 0.6902700066566467 + }, + { + "p": 0.04472491517663002, + "m": 0.9380751848220825 + }, + { + "p": 0.05507884919643402, + "m": 1.0 + }, + { + "p": 0.05517834052443504, + "m": 1.0 + }, + { + "p": 0.05356297641992569, + "m": 1.0 + }, + { + "p": 0.06289992481470108, + "m": 0.9191916584968567 + }, + { + "p": 0.06993561238050461, + "m": 1.0 + }, + { + "p": 0.048645246773958206, + "m": 1.0 + }, + { + "p": 0.061974190175533295, + "m": 1.0 + }, + { + "p": 0.050739921629428864, + "m": 1.0 + }, + { + "p": 0.07436516880989075, + "m": 0.9983353614807129 + }, + { + "p": 0.05683426558971405, + "m": 0.9421535134315491 + }, + { + "p": 0.043538182973861694, + "m": 0.9972159266471863 + }, + { + "p": 0.05555585399270058, + "m": 0.9956417083740234 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.1773567199707031, + "val_loss": 0.8092010617256165, + "acc": 72.36, + "time": 587.7988556440105, + "param": [ + { + "p": 0.052239224314689636, + "m": 1.0 + }, + { + "p": 0.058501582592725754, + "m": 1.0 + }, + { + "p": 0.04812033474445343, + "m": 1.0 + }, + { + "p": 0.07738038152456284, + "m": 0.9905794858932495 + }, + { + "p": 0.04526665061712265, + "m": 0.6269692182540894 + }, + { + "p": 0.05237948149442673, + "m": 0.8239785432815552 + }, + { + "p": 0.05943659320473671, + "m": 1.0 + }, + { + "p": 0.07300609350204468, + "m": 1.0 + }, + { + "p": 0.05785675346851349, + "m": 1.0 + }, + { + "p": 0.043189458549022675, + "m": 0.9538723826408386 + }, + { + "p": 0.04876571521162987, + "m": 1.0 + }, + { + "p": 0.06642719358205795, + "m": 1.0 + }, + { + "p": 0.05179790034890175, + "m": 1.0 + }, + { + "p": 0.04931480810046196, + "m": 1.0 + }, + { + "p": 0.05954987555742264, + "m": 0.9865915179252625 + }, + { + "p": 0.047569260001182556, + "m": 0.9935460090637207 + }, + { + "p": 0.036689065396785736, + "m": 1.0 + }, + { + "p": 0.07250955700874329, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2887208461761475, + "val_loss": 0.7717099189758301, + "acc": 72.76, + "time": 593.269803408999, + "param": [ + { + "p": 0.05681268870830536, + "m": 1.0 + }, + { + "p": 0.04299192503094673, + "m": 1.0 + }, + { + "p": 0.0691274031996727, + "m": 1.0 + }, + { + "p": 0.05935048684477806, + "m": 0.9350715279579163 + }, + { + "p": 0.046609602868556976, + "m": 0.6639944911003113 + }, + { + "p": 0.05510963872075081, + "m": 0.8852813839912415 + }, + { + "p": 0.06695886701345444, + "m": 0.971775472164154 + }, + { + "p": 0.061400141566991806, + "m": 1.0 + }, + { + "p": 0.05584739148616791, + "m": 1.0 + }, + { + "p": 0.06442943215370178, + "m": 0.9997312426567078 + }, + { + "p": 0.05282241106033325, + "m": 1.0 + }, + { + "p": 0.07575596123933792, + "m": 0.9609513878822327 + }, + { + "p": 0.04693691059947014, + "m": 1.0 + }, + { + "p": 0.03334254026412964, + "m": 1.0 + }, + { + "p": 0.04775477573275566, + "m": 0.9994946718215942 + }, + { + "p": 0.0573924221098423, + "m": 0.9307392835617065 + }, + { + "p": 0.05778327211737633, + "m": 0.9528958797454834 + }, + { + "p": 0.049574241042137146, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.239734172821045, + "val_loss": 0.7848560214042664, + "acc": 72.36, + "time": 591.6568575709825, + "param": [ + { + "p": 0.048500530421733856, + "m": 1.0 + }, + { + "p": 0.04284932464361191, + "m": 1.0 + }, + { + "p": 0.04127705097198486, + "m": 1.0 + }, + { + "p": 0.05219222232699394, + "m": 1.0 + }, + { + "p": 0.06387514621019363, + "m": 0.6341574788093567 + }, + { + "p": 0.04738141968846321, + "m": 0.9970581531524658 + }, + { + "p": 0.04924122616648674, + "m": 0.9999343752861023 + }, + { + "p": 0.06774816662073135, + "m": 1.0 + }, + { + "p": 0.06673058867454529, + "m": 1.0 + }, + { + "p": 0.06802915781736374, + "m": 0.999359667301178 + }, + { + "p": 0.06311700493097305, + "m": 1.0 + }, + { + "p": 0.059227462857961655, + "m": 0.9784452319145203 + }, + { + "p": 0.05017884448170662, + "m": 1.0 + }, + { + "p": 0.04701380431652069, + "m": 1.0 + }, + { + "p": 0.06468335539102554, + "m": 0.8017660975456238 + }, + { + "p": 0.07490528374910355, + "m": 0.9992666840553284 + }, + { + "p": 0.04685491323471069, + "m": 0.9746931791305542 + }, + { + "p": 0.046194449067115784, + "m": 0.9996731281280518 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0806454420089722, + "val_loss": 0.9207950234413147, + "acc": 70.92, + "time": 589.8624030760257, + "param": [ + { + "p": 0.0639851838350296, + "m": 1.0 + }, + { + "p": 0.04276297613978386, + "m": 1.0 + }, + { + "p": 0.06696952879428864, + "m": 1.0 + }, + { + "p": 0.04399707540869713, + "m": 0.9960688948631287 + }, + { + "p": 0.052045535296201706, + "m": 0.7442674040794373 + }, + { + "p": 0.05093217268586159, + "m": 0.9464513659477234 + }, + { + "p": 0.06675463914871216, + "m": 0.9991984367370605 + }, + { + "p": 0.03402237221598625, + "m": 0.9978440999984741 + }, + { + "p": 0.042857035994529724, + "m": 1.0 + }, + { + "p": 0.06997766345739365, + "m": 0.9482613205909729 + }, + { + "p": 0.04303901642560959, + "m": 0.9599452614784241 + }, + { + "p": 0.06457630544900894, + "m": 1.0 + }, + { + "p": 0.06082270294427872, + "m": 1.0 + }, + { + "p": 0.045583441853523254, + "m": 1.0 + }, + { + "p": 0.059094708412885666, + "m": 0.8090402483940125 + }, + { + "p": 0.06912434846162796, + "m": 0.9739722609519958 + }, + { + "p": 0.05344163253903389, + "m": 1.0 + }, + { + "p": 0.07001370191574097, + "m": 0.9191696047782898 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1785752773284912, + "val_loss": 0.8447222113609314, + "acc": 72.51, + "time": 589.3253764560213, + "param": [ + { + "p": 0.059354640543460846, + "m": 1.0 + }, + { + "p": 0.026347510516643524, + "m": 1.0 + }, + { + "p": 0.07074718177318573, + "m": 1.0 + }, + { + "p": 0.05616992339491844, + "m": 1.0 + }, + { + "p": 0.033001482486724854, + "m": 0.8239648342132568 + }, + { + "p": 0.038920704275369644, + "m": 0.9790835380554199 + }, + { + "p": 0.05040734261274338, + "m": 0.9883611798286438 + }, + { + "p": 0.03254486620426178, + "m": 1.0 + }, + { + "p": 0.06318148225545883, + "m": 1.0 + }, + { + "p": 0.03930633142590523, + "m": 0.9959653615951538 + }, + { + "p": 0.05195331946015358, + "m": 1.0 + }, + { + "p": 0.08352691680192947, + "m": 1.0 + }, + { + "p": 0.07035397738218307, + "m": 1.0 + }, + { + "p": 0.06770318746566772, + "m": 1.0 + }, + { + "p": 0.05112587288022041, + "m": 1.0 + }, + { + "p": 0.08400960266590118, + "m": 0.968535840511322 + }, + { + "p": 0.06559592485427856, + "m": 0.935683012008667 + }, + { + "p": 0.05574958771467209, + "m": 0.914725124835968 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1896564960479736, + "val_loss": 0.8513283133506775, + "acc": 71.11, + "time": 591.7363082190277, + "param": [ + { + "p": 0.07781925797462463, + "m": 1.0 + }, + { + "p": 0.038592878729104996, + "m": 1.0 + }, + { + "p": 0.06851117312908173, + "m": 1.0 + }, + { + "p": 0.047221191227436066, + "m": 0.9964123964309692 + }, + { + "p": 0.03053523413836956, + "m": 0.8519939184188843 + }, + { + "p": 0.06003710255026817, + "m": 0.9444207549095154 + }, + { + "p": 0.03851643577218056, + "m": 0.9954365491867065 + }, + { + "p": 0.04354346916079521, + "m": 1.0 + }, + { + "p": 0.0768265500664711, + "m": 0.9038568139076233 + }, + { + "p": 0.0530664287507534, + "m": 1.0 + }, + { + "p": 0.07728268206119537, + "m": 0.9461449980735779 + }, + { + "p": 0.06317320466041565, + "m": 1.0 + }, + { + "p": 0.05084410309791565, + "m": 1.0 + }, + { + "p": 0.04596840217709541, + "m": 1.0 + }, + { + "p": 0.05591423064470291, + "m": 0.9946869015693665 + }, + { + "p": 0.07193183153867722, + "m": 1.0 + }, + { + "p": 0.05678994208574295, + "m": 0.9813146591186523 + }, + { + "p": 0.043425869196653366, + "m": 0.8228011727333069 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0065957307815552, + "val_loss": 0.8338255882263184, + "acc": 71.2, + "time": 592.3405633840011, + "param": [ + { + "p": 0.0888315886259079, + "m": 1.0 + }, + { + "p": 0.060725368559360504, + "m": 1.0 + }, + { + "p": 0.06217607483267784, + "m": 1.0 + }, + { + "p": 0.027191083878278732, + "m": 0.9408940076828003 + }, + { + "p": 0.03438357263803482, + "m": 0.8106241822242737 + }, + { + "p": 0.0148890670388937, + "m": 0.9423694014549255 + }, + { + "p": 0.0579022541642189, + "m": 0.9665428400039673 + }, + { + "p": 0.061332929879426956, + "m": 0.9902926087379456 + }, + { + "p": 0.06515281647443771, + "m": 0.9972602725028992 + }, + { + "p": 0.04752805083990097, + "m": 0.9070430994033813 + }, + { + "p": 0.05887049809098244, + "m": 0.9707529544830322 + }, + { + "p": 0.08828031271696091, + "m": 1.0 + }, + { + "p": 0.06338107585906982, + "m": 1.0 + }, + { + "p": 0.06465663760900497, + "m": 1.0 + }, + { + "p": 0.05722828954458237, + "m": 0.9171087741851807 + }, + { + "p": 0.058874208480119705, + "m": 0.98600172996521 + }, + { + "p": 0.03553483635187149, + "m": 0.9211048483848572 + }, + { + "p": 0.053061265498399734, + "m": 0.7986168265342712 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9251630902290344, + "val_loss": 0.7847017049789429, + "acc": 71.04, + "time": 536.8072735259775, + "param": [ + { + "p": 0.06945187598466873, + "m": 1.0 + }, + { + "p": 0.043432045727968216, + "m": 1.0 + }, + { + "p": 0.06664508581161499, + "m": 1.0 + }, + { + "p": 0.05500711500644684, + "m": 0.8961953520774841 + }, + { + "p": 0.04645287245512009, + "m": 0.7705204486846924 + }, + { + "p": 0.03596578165888786, + "m": 0.9864517450332642 + }, + { + "p": 0.04571405053138733, + "m": 0.9799370169639587 + }, + { + "p": 0.06531113386154175, + "m": 0.7381249070167542 + }, + { + "p": 0.046617839485406876, + "m": 0.9352428913116455 + }, + { + "p": 0.0873933956027031, + "m": 0.996241569519043 + }, + { + "p": 0.04794783517718315, + "m": 0.928554117679596 + }, + { + "p": 0.0700419545173645, + "m": 1.0 + }, + { + "p": 0.05763044208288193, + "m": 1.0 + }, + { + "p": 0.054104071110486984, + "m": 1.0 + }, + { + "p": 0.05409986153244972, + "m": 0.8849213123321533 + }, + { + "p": 0.05646979436278343, + "m": 1.0 + }, + { + "p": 0.04930964112281799, + "m": 0.9900652766227722 + }, + { + "p": 0.04840528219938278, + "m": 0.9494743347167969 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9680187106132507, + "val_loss": 0.8039801120758057, + "acc": 71.83, + "time": 340.21955412998796, + "param": [ + { + "p": 0.06340514123439789, + "m": 1.0 + }, + { + "p": 0.05416782945394516, + "m": 1.0 + }, + { + "p": 0.07592753320932388, + "m": 1.0 + }, + { + "p": 0.04519304633140564, + "m": 0.9597035646438599 + }, + { + "p": 0.0682290568947792, + "m": 0.5634894967079163 + }, + { + "p": 0.052112843841314316, + "m": 1.0 + }, + { + "p": 0.048980653285980225, + "m": 0.9123823046684265 + }, + { + "p": 0.07033728808164597, + "m": 0.6851018071174622 + }, + { + "p": 0.06268429756164551, + "m": 1.0 + }, + { + "p": 0.05922642722725868, + "m": 0.9291225075721741 + }, + { + "p": 0.06052989140152931, + "m": 0.9163621664047241 + }, + { + "p": 0.03837360441684723, + "m": 0.994192898273468 + }, + { + "p": 0.06456287950277328, + "m": 1.0 + }, + { + "p": 0.033360883593559265, + "m": 1.0 + }, + { + "p": 0.05792651325464249, + "m": 0.9103929996490479 + }, + { + "p": 0.06827449053525925, + "m": 0.9823463559150696 + }, + { + "p": 0.0387495793402195, + "m": 0.9257853627204895 + }, + { + "p": 0.0379580520093441, + "m": 0.8629510402679443 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.147304654121399, + "val_loss": 0.8804222941398621, + "acc": 72.43, + "time": 592.4149811650277, + "param": [ + { + "p": 0.06721515208482742, + "m": 1.0 + }, + { + "p": 0.04235038533806801, + "m": 1.0 + }, + { + "p": 0.03537551313638687, + "m": 1.0 + }, + { + "p": 0.05002923309803009, + "m": 0.9537526369094849 + }, + { + "p": 0.0757458284497261, + "m": 0.6806143522262573 + }, + { + "p": 0.03611086308956146, + "m": 0.9718091487884521 + }, + { + "p": 0.07490363717079163, + "m": 0.8979924321174622 + }, + { + "p": 0.0645148977637291, + "m": 0.6746123433113098 + }, + { + "p": 0.05727066844701767, + "m": 1.0 + }, + { + "p": 0.06139393523335457, + "m": 0.9532310962677002 + }, + { + "p": 0.06390604376792908, + "m": 1.0 + }, + { + "p": 0.07090885937213898, + "m": 1.0 + }, + { + "p": 0.05467953160405159, + "m": 1.0 + }, + { + "p": 0.06539350003004074, + "m": 1.0 + }, + { + "p": 0.04862123355269432, + "m": 0.9218244552612305 + }, + { + "p": 0.02965059131383896, + "m": 0.9952203035354614 + }, + { + "p": 0.045579828321933746, + "m": 0.9104738831520081 + }, + { + "p": 0.05635029822587967, + "m": 0.8264026641845703 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.1799829006195068, + "val_loss": 0.8351937532424927, + "acc": 72.29, + "time": 593.1313724889769, + "param": [ + { + "p": 0.07852283120155334, + "m": 1.0 + }, + { + "p": 0.030406206846237183, + "m": 1.0 + }, + { + "p": 0.07943949848413467, + "m": 1.0 + }, + { + "p": 0.07240257412195206, + "m": 1.0 + }, + { + "p": 0.015896115452051163, + "m": 0.6740936636924744 + }, + { + "p": 0.04449193552136421, + "m": 0.9728462100028992 + }, + { + "p": 0.04474992677569389, + "m": 0.9386692643165588 + }, + { + "p": 0.05224281921982765, + "m": 0.8090828061103821 + }, + { + "p": 0.05463061481714249, + "m": 0.9805485606193542 + }, + { + "p": 0.09064512699842453, + "m": 0.9888688921928406 + }, + { + "p": 0.08011931926012039, + "m": 0.974646270275116 + }, + { + "p": 0.04226575791835785, + "m": 1.0 + }, + { + "p": 0.06988243758678436, + "m": 1.0 + }, + { + "p": 0.04741521179676056, + "m": 1.0 + }, + { + "p": 0.038496170192956924, + "m": 0.8008418679237366 + }, + { + "p": 0.06532794237136841, + "m": 0.9933286309242249 + }, + { + "p": 0.04344692826271057, + "m": 0.8758136630058289 + }, + { + "p": 0.04961854964494705, + "m": 0.788137674331665 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1471335887908936, + "val_loss": 0.8237775564193726, + "acc": 72.82, + "time": 587.8525590859936, + "param": [ + { + "p": 0.07041065394878387, + "m": 1.0 + }, + { + "p": 0.038200315088033676, + "m": 1.0 + }, + { + "p": 0.042012255638837814, + "m": 1.0 + }, + { + "p": 0.06784072518348694, + "m": 0.9894518256187439 + }, + { + "p": 0.02594822645187378, + "m": 0.49404415488243103 + }, + { + "p": 0.08642709255218506, + "m": 0.9011092185974121 + }, + { + "p": 0.044901292771101, + "m": 0.7409955859184265 + }, + { + "p": 0.07998085021972656, + "m": 0.9304711818695068 + }, + { + "p": 0.07917416840791702, + "m": 1.0 + }, + { + "p": 0.08307487517595291, + "m": 0.9046366214752197 + }, + { + "p": 0.05087786167860031, + "m": 0.9819530248641968 + }, + { + "p": 0.046284355223178864, + "m": 1.0 + }, + { + "p": 0.05768326297402382, + "m": 1.0 + }, + { + "p": 0.04476189613342285, + "m": 1.0 + }, + { + "p": 0.039734721183776855, + "m": 0.6848333477973938 + }, + { + "p": 0.059354960918426514, + "m": 1.0 + }, + { + "p": 0.03890442103147507, + "m": 1.0 + }, + { + "p": 0.044428106397390366, + "m": 0.8681182265281677 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9567521214485168, + "val_loss": 0.6995468139648438, + "acc": 72.95, + "time": 593.0603026459576, + "param": [ + { + "p": 0.06787146627902985, + "m": 1.0 + }, + { + "p": 0.05322824791073799, + "m": 1.0 + }, + { + "p": 0.05974099040031433, + "m": 1.0 + }, + { + "p": 0.06765537708997726, + "m": 0.9992350935935974 + }, + { + "p": 0.03153270110487938, + "m": 0.614406168460846 + }, + { + "p": 0.03661647066473961, + "m": 0.959070086479187 + }, + { + "p": 0.05994369089603424, + "m": 0.7881448268890381 + }, + { + "p": 0.04549241438508034, + "m": 1.0 + }, + { + "p": 0.06485352665185928, + "m": 1.0 + }, + { + "p": 0.05136729031801224, + "m": 0.8466962575912476 + }, + { + "p": 0.05516364425420761, + "m": 0.9991539120674133 + }, + { + "p": 0.05056276172399521, + "m": 1.0 + }, + { + "p": 0.07872042059898376, + "m": 1.0 + }, + { + "p": 0.04873666167259216, + "m": 1.0 + }, + { + "p": 0.07442480325698853, + "m": 0.7597507834434509 + }, + { + "p": 0.06494138389825821, + "m": 1.0 + }, + { + "p": 0.035292256623506546, + "m": 0.9262599945068359 + }, + { + "p": 0.05385592207312584, + "m": 0.9995999932289124 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.053943395614624, + "val_loss": 0.8034314513206482, + "acc": 72.78, + "time": 594.7484323370154, + "param": [ + { + "p": 0.05344400927424431, + "m": 1.0 + }, + { + "p": 0.029667194932699203, + "m": 1.0 + }, + { + "p": 0.04628267511725426, + "m": 1.0 + }, + { + "p": 0.06503467261791229, + "m": 1.0 + }, + { + "p": 0.038461726158857346, + "m": 0.44404587149620056 + }, + { + "p": 0.05858320742845535, + "m": 0.9399563670158386 + }, + { + "p": 0.06356203556060791, + "m": 0.8325099945068359 + }, + { + "p": 0.06551596522331238, + "m": 1.0 + }, + { + "p": 0.07269052416086197, + "m": 1.0 + }, + { + "p": 0.06155097857117653, + "m": 0.8050166964530945 + }, + { + "p": 0.06313048303127289, + "m": 1.0 + }, + { + "p": 0.05454282462596893, + "m": 1.0 + }, + { + "p": 0.07161255180835724, + "m": 1.0 + }, + { + "p": 0.05680704861879349, + "m": 1.0 + }, + { + "p": 0.06024448573589325, + "m": 0.6663167476654053 + }, + { + "p": 0.06575082987546921, + "m": 1.0 + }, + { + "p": 0.03981802240014076, + "m": 1.0 + }, + { + "p": 0.03330087289214134, + "m": 0.9994074106216431 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9554293751716614, + "val_loss": 0.7675946354866028, + "acc": 73.23, + "time": 590.179823494982, + "param": [ + { + "p": 0.07284051179885864, + "m": 1.0 + }, + { + "p": 0.02724330686032772, + "m": 1.0 + }, + { + "p": 0.04018634930253029, + "m": 1.0 + }, + { + "p": 0.043739818036556244, + "m": 0.9564823508262634 + }, + { + "p": 0.037757210433483124, + "m": 0.4745829999446869 + }, + { + "p": 0.045577522367239, + "m": 0.998950719833374 + }, + { + "p": 0.07686830312013626, + "m": 0.8461914658546448 + }, + { + "p": 0.049461424350738525, + "m": 0.9891724586486816 + }, + { + "p": 0.05993347242474556, + "m": 0.9749827980995178 + }, + { + "p": 0.06723535805940628, + "m": 0.807284951210022 + }, + { + "p": 0.06721082329750061, + "m": 0.9795226454734802 + }, + { + "p": 0.08316867798566818, + "m": 1.0 + }, + { + "p": 0.0653141662478447, + "m": 1.0 + }, + { + "p": 0.05664922297000885, + "m": 1.0 + }, + { + "p": 0.05918264389038086, + "m": 0.7356966733932495 + }, + { + "p": 0.06011219695210457, + "m": 0.9645156264305115 + }, + { + "p": 0.05157388746738434, + "m": 0.9710946083068848 + }, + { + "p": 0.03594516962766647, + "m": 0.9237392544746399 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0921821594238281, + "val_loss": 0.7915827035903931, + "acc": 73.13, + "time": 593.4832415819983, + "param": [ + { + "p": 0.05444074794650078, + "m": 1.0 + }, + { + "p": 0.03825769200921059, + "m": 1.0 + }, + { + "p": 0.0759526938199997, + "m": 1.0 + }, + { + "p": 0.053804636001586914, + "m": 0.9445591568946838 + }, + { + "p": 0.05033842846751213, + "m": 0.4284307062625885 + }, + { + "p": 0.04297211021184921, + "m": 0.9903464913368225 + }, + { + "p": 0.025852637365460396, + "m": 0.8780754208564758 + }, + { + "p": 0.0609600692987442, + "m": 0.8935180902481079 + }, + { + "p": 0.06011093780398369, + "m": 0.9577524662017822 + }, + { + "p": 0.05388569086790085, + "m": 0.8908319473266602 + }, + { + "p": 0.058910880237817764, + "m": 1.0 + }, + { + "p": 0.08170849829912186, + "m": 1.0 + }, + { + "p": 0.06251263618469238, + "m": 1.0 + }, + { + "p": 0.043498896062374115, + "m": 1.0 + }, + { + "p": 0.08356905728578568, + "m": 0.7181525826454163 + }, + { + "p": 0.08356420695781708, + "m": 0.9960444569587708 + }, + { + "p": 0.028509726747870445, + "m": 0.97747802734375 + }, + { + "p": 0.041150517761707306, + "m": 0.8821102976799011 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0574511289596558, + "val_loss": 0.7929048538208008, + "acc": 72.66, + "time": 593.142887971946, + "param": [ + { + "p": 0.07611627131700516, + "m": 1.0 + }, + { + "p": 0.026014307513833046, + "m": 1.0 + }, + { + "p": 0.038221314549446106, + "m": 1.0 + }, + { + "p": 0.06450042128562927, + "m": 0.8601087331771851 + }, + { + "p": 0.03737611323595047, + "m": 0.4526495933532715 + }, + { + "p": 0.07300373911857605, + "m": 0.9337888956069946 + }, + { + "p": 0.0667867437005043, + "m": 0.7810735106468201 + }, + { + "p": 0.04987712949514389, + "m": 0.9347767233848572 + }, + { + "p": 0.04211322218179703, + "m": 0.9728986620903015 + }, + { + "p": 0.05870514363050461, + "m": 0.9036661982536316 + }, + { + "p": 0.06149233505129814, + "m": 1.0 + }, + { + "p": 0.05677150934934616, + "m": 0.9921206831932068 + }, + { + "p": 0.0462067574262619, + "m": 1.0 + }, + { + "p": 0.04462631791830063, + "m": 1.0 + }, + { + "p": 0.06687168031930923, + "m": 0.7521847486495972 + }, + { + "p": 0.10421337187290192, + "m": 1.0 + }, + { + "p": 0.06484264880418777, + "m": 0.9025871753692627 + }, + { + "p": 0.022260887548327446, + "m": 0.7665125131607056 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0434997081756592, + "val_loss": 0.7821184396743774, + "acc": 72.5, + "time": 583.6311587340315, + "param": [ + { + "p": 0.0775003656744957, + "m": 1.0 + }, + { + "p": 0.0308005902916193, + "m": 1.0 + }, + { + "p": 0.05909552797675133, + "m": 1.0 + }, + { + "p": 0.048055823892354965, + "m": 0.7580857872962952 + }, + { + "p": 0.06957012414932251, + "m": 0.42272481322288513 + }, + { + "p": 0.04115024581551552, + "m": 0.8279948234558105 + }, + { + "p": 0.0626099556684494, + "m": 0.8317162990570068 + }, + { + "p": 0.06345615535974503, + "m": 0.8877666592597961 + }, + { + "p": 0.057062067091464996, + "m": 1.0 + }, + { + "p": 0.04529018700122833, + "m": 0.9335614442825317 + }, + { + "p": 0.06850533932447433, + "m": 0.9780706167221069 + }, + { + "p": 0.06518127769231796, + "m": 0.9699534177780151 + }, + { + "p": 0.06341090053319931, + "m": 1.0 + }, + { + "p": 0.038909051567316055, + "m": 1.0 + }, + { + "p": 0.06093019247055054, + "m": 0.9607208967208862 + }, + { + "p": 0.0501997172832489, + "m": 0.9859622120857239 + }, + { + "p": 0.027682770043611526, + "m": 0.874830961227417 + }, + { + "p": 0.07058969140052795, + "m": 0.7595388889312744 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1235885620117188, + "val_loss": 0.8113820552825928, + "acc": 72.56, + "time": 596.8430950749898, + "param": [ + { + "p": 0.06711242347955704, + "m": 1.0 + }, + { + "p": 0.04648979380726814, + "m": 1.0 + }, + { + "p": 0.07560481876134872, + "m": 1.0 + }, + { + "p": 0.051163628697395325, + "m": 0.8790776133537292 + }, + { + "p": 0.047572169452905655, + "m": 0.42840254306793213 + }, + { + "p": 0.019086502492427826, + "m": 0.7846266627311707 + }, + { + "p": 0.04410678520798683, + "m": 0.8637883067131042 + }, + { + "p": 0.055921267718076706, + "m": 0.9512225985527039 + }, + { + "p": 0.0745316818356514, + "m": 0.9914954900741577 + }, + { + "p": 0.07801567018032074, + "m": 1.0 + }, + { + "p": 0.06309887021780014, + "m": 1.0 + }, + { + "p": 0.054554179310798645, + "m": 1.0 + }, + { + "p": 0.06190222501754761, + "m": 1.0 + }, + { + "p": 0.045398347079753876, + "m": 1.0 + }, + { + "p": 0.07138068974018097, + "m": 0.9542492628097534 + }, + { + "p": 0.06592255085706711, + "m": 1.0 + }, + { + "p": 0.02466767095029354, + "m": 0.864399790763855 + }, + { + "p": 0.053470831364393234, + "m": 0.659977376461029 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1063868999481201, + "val_loss": 0.844414234161377, + "acc": 73.28, + "time": 590.2014855350135, + "param": [ + { + "p": 0.0432501956820488, + "m": 1.0 + }, + { + "p": 0.017243744805455208, + "m": 1.0 + }, + { + "p": 0.07540219277143478, + "m": 1.0 + }, + { + "p": 0.056847941130399704, + "m": 0.8764041662216187 + }, + { + "p": 0.031798653304576874, + "m": 0.4702339768409729 + }, + { + "p": 0.021120388060808182, + "m": 0.8366291522979736 + }, + { + "p": 0.07696835696697235, + "m": 0.976300835609436 + }, + { + "p": 0.05215080454945564, + "m": 0.7906057238578796 + }, + { + "p": 0.07969161868095398, + "m": 0.9494573473930359 + }, + { + "p": 0.053318776190280914, + "m": 0.937825620174408 + }, + { + "p": 0.06494713574647903, + "m": 0.9628894329071045 + }, + { + "p": 0.05189576745033264, + "m": 1.0 + }, + { + "p": 0.06259427219629288, + "m": 1.0 + }, + { + "p": 0.06645233929157257, + "m": 1.0 + }, + { + "p": 0.07791340351104736, + "m": 0.9752346873283386 + }, + { + "p": 0.08994876593351364, + "m": 1.0 + }, + { + "p": 0.02619684487581253, + "m": 0.8745044469833374 + }, + { + "p": 0.052258796989917755, + "m": 0.6220108866691589 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9193885326385498, + "val_loss": 0.6053576469421387, + "acc": 72.9, + "time": 592.8824275949737, + "param": [ + { + "p": 0.06583709269762039, + "m": 1.0 + }, + { + "p": 0.043360475450754166, + "m": 1.0 + }, + { + "p": 0.05962938070297241, + "m": 1.0 + }, + { + "p": 0.050587352365255356, + "m": 0.9871786236763 + }, + { + "p": 0.05853414535522461, + "m": 0.3754872977733612 + }, + { + "p": 0.04218582063913345, + "m": 0.9246839284896851 + }, + { + "p": 0.030838845297694206, + "m": 0.7994068264961243 + }, + { + "p": 0.09216832369565964, + "m": 0.7341942191123962 + }, + { + "p": 0.06456005573272705, + "m": 0.9939513206481934 + }, + { + "p": 0.06903988867998123, + "m": 0.9307663440704346 + }, + { + "p": 0.07348882406949997, + "m": 0.9606235027313232 + }, + { + "p": 0.06198718026280403, + "m": 0.9480248093605042 + }, + { + "p": 0.08594067394733429, + "m": 1.0 + }, + { + "p": 0.022036850452423096, + "m": 1.0 + }, + { + "p": 0.046605534851551056, + "m": 0.9133334755897522 + }, + { + "p": 0.0468076728284359, + "m": 0.9706315398216248 + }, + { + "p": 0.04221632331609726, + "m": 0.8094813227653503 + }, + { + "p": 0.04417554289102554, + "m": 0.731203556060791 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.139625072479248, + "val_loss": 0.8520506024360657, + "acc": 72.55, + "time": 592.4978263690136, + "param": [ + { + "p": 0.05244606360793114, + "m": 1.0 + }, + { + "p": 0.02730233035981655, + "m": 1.0 + }, + { + "p": 0.05795115604996681, + "m": 1.0 + }, + { + "p": 0.06430629640817642, + "m": 0.9092134833335876 + }, + { + "p": 0.06386112421751022, + "m": 0.4058398902416229 + }, + { + "p": 0.053380291908979416, + "m": 0.8469266891479492 + }, + { + "p": 0.06129210442304611, + "m": 0.9053202271461487 + }, + { + "p": 0.06050117686390877, + "m": 0.777869462966919 + }, + { + "p": 0.042706213891506195, + "m": 0.9887034893035889 + }, + { + "p": 0.057338837534189224, + "m": 0.9273732304573059 + }, + { + "p": 0.06010580435395241, + "m": 0.9995905160903931 + }, + { + "p": 0.06919970363378525, + "m": 1.0 + }, + { + "p": 0.056970179080963135, + "m": 1.0 + }, + { + "p": 0.05530901625752449, + "m": 1.0 + }, + { + "p": 0.07064048200845718, + "m": 0.9552997946739197 + }, + { + "p": 0.04281160607933998, + "m": 0.999090850353241 + }, + { + "p": 0.04878522828221321, + "m": 0.8709420561790466 + }, + { + "p": 0.055092256516218185, + "m": 0.7163346409797668 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8716625571250916, + "val_loss": 0.6508603096008301, + "acc": 72.87, + "time": 588.1281096740277, + "param": [ + { + "p": 0.0799965113401413, + "m": 1.0 + }, + { + "p": 0.06509195268154144, + "m": 1.0 + }, + { + "p": 0.057114128023386, + "m": 1.0 + }, + { + "p": 0.05425973981618881, + "m": 0.9451510310173035 + }, + { + "p": 0.0414905771613121, + "m": 0.2901771068572998 + }, + { + "p": 0.043805819004774094, + "m": 0.9306852221488953 + }, + { + "p": 0.06832657009363174, + "m": 0.8708804249763489 + }, + { + "p": 0.036724794656038284, + "m": 0.9562288522720337 + }, + { + "p": 0.042460061609745026, + "m": 1.0 + }, + { + "p": 0.06496383994817734, + "m": 0.8893476128578186 + }, + { + "p": 0.07010932266712189, + "m": 1.0 + }, + { + "p": 0.07214034348726273, + "m": 0.9413135051727295 + }, + { + "p": 0.04544443264603615, + "m": 1.0 + }, + { + "p": 0.03234342858195305, + "m": 1.0 + }, + { + "p": 0.06840835511684418, + "m": 0.9512948393821716 + }, + { + "p": 0.0505095012485981, + "m": 0.9919230937957764 + }, + { + "p": 0.07617716491222382, + "m": 0.9707949757575989 + }, + { + "p": 0.030633360147476196, + "m": 0.7859466671943665 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2766448259353638, + "val_loss": 0.8437072038650513, + "acc": 73.3, + "time": 594.826519884984, + "param": [ + { + "p": 0.0631280317902565, + "m": 1.0 + }, + { + "p": 0.02967771515250206, + "m": 1.0 + }, + { + "p": 0.06041867658495903, + "m": 1.0 + }, + { + "p": 0.0489543080329895, + "m": 0.9969790577888489 + }, + { + "p": 0.03794030845165253, + "m": 0.3664840757846832 + }, + { + "p": 0.06660815328359604, + "m": 0.9605011343955994 + }, + { + "p": 0.0565468892455101, + "m": 0.9458876848220825 + }, + { + "p": 0.057287950068712234, + "m": 1.0 + }, + { + "p": 0.0713145062327385, + "m": 1.0 + }, + { + "p": 0.0492527149617672, + "m": 0.9672515988349915 + }, + { + "p": 0.0700642541050911, + "m": 0.9830571413040161 + }, + { + "p": 0.06517379730939865, + "m": 1.0 + }, + { + "p": 0.07946738600730896, + "m": 1.0 + }, + { + "p": 0.03827474266290665, + "m": 1.0 + }, + { + "p": 0.07229960709810257, + "m": 0.9318590760231018 + }, + { + "p": 0.03802579268813133, + "m": 0.9998025894165039 + }, + { + "p": 0.0468829944729805, + "m": 0.8789180517196655 + }, + { + "p": 0.04868220537900925, + "m": 0.6777568459510803 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0823376178741455, + "val_loss": 0.6522690653800964, + "acc": 73.36, + "time": 591.7637718210462, + "param": [ + { + "p": 0.07674481719732285, + "m": 1.0 + }, + { + "p": 0.03346371278166771, + "m": 1.0 + }, + { + "p": 0.06074070557951927, + "m": 1.0 + }, + { + "p": 0.05678611993789673, + "m": 0.8859264254570007 + }, + { + "p": 0.04332656040787697, + "m": 0.3525547385215759 + }, + { + "p": 0.045721884816884995, + "m": 0.9407841563224792 + }, + { + "p": 0.042150791734457016, + "m": 0.9372867345809937 + }, + { + "p": 0.04994545131921768, + "m": 0.9649690985679626 + }, + { + "p": 0.05656161904335022, + "m": 1.0 + }, + { + "p": 0.08674528449773788, + "m": 0.9008839726448059 + }, + { + "p": 0.0530034676194191, + "m": 1.0 + }, + { + "p": 0.06422403454780579, + "m": 1.0 + }, + { + "p": 0.05388364568352699, + "m": 1.0 + }, + { + "p": 0.05242682620882988, + "m": 1.0 + }, + { + "p": 0.05641476437449455, + "m": 0.9927313923835754 + }, + { + "p": 0.055802371352910995, + "m": 0.9978832602500916 + }, + { + "p": 0.06310053169727325, + "m": 0.8675654530525208 + }, + { + "p": 0.04895737022161484, + "m": 0.7178903818130493 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0107953548431396, + "val_loss": 0.6568669080734253, + "acc": 73.77, + "time": 590.4607119200518, + "param": [ + { + "p": 0.03641741722822189, + "m": 1.0 + }, + { + "p": 0.045752253383398056, + "m": 1.0 + }, + { + "p": 0.058874428272247314, + "m": 1.0 + }, + { + "p": 0.05560142546892166, + "m": 0.9742550849914551 + }, + { + "p": 0.06512287259101868, + "m": 0.36266371607780457 + }, + { + "p": 0.04977256804704666, + "m": 0.9929261207580566 + }, + { + "p": 0.047605328261852264, + "m": 0.9799121022224426 + }, + { + "p": 0.0687251016497612, + "m": 1.0 + }, + { + "p": 0.05753650888800621, + "m": 1.0 + }, + { + "p": 0.07054998725652695, + "m": 0.9454972743988037 + }, + { + "p": 0.06663327664136887, + "m": 0.9711585640907288 + }, + { + "p": 0.06553306430578232, + "m": 1.0 + }, + { + "p": 0.05901463329792023, + "m": 1.0 + }, + { + "p": 0.05576339364051819, + "m": 1.0 + }, + { + "p": 0.054670851677656174, + "m": 0.9263083338737488 + }, + { + "p": 0.06609955430030823, + "m": 1.0 + }, + { + "p": 0.03972805663943291, + "m": 0.9290562272071838 + }, + { + "p": 0.03659926354885101, + "m": 0.6682857275009155 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9837134480476379, + "val_loss": 0.7413066625595093, + "acc": 73.79, + "time": 589.6388091489789, + "param": [ + { + "p": 0.07620174437761307, + "m": 1.0 + }, + { + "p": 0.06289646029472351, + "m": 1.0 + }, + { + "p": 0.06666052341461182, + "m": 1.0 + }, + { + "p": 0.04786877706646919, + "m": 0.9880037903785706 + }, + { + "p": 0.055180758237838745, + "m": 0.39421483874320984 + }, + { + "p": 0.015912342816591263, + "m": 0.9920028448104858 + }, + { + "p": 0.08378665894269943, + "m": 0.9153767824172974 + }, + { + "p": 0.03740860894322395, + "m": 0.9782751202583313 + }, + { + "p": 0.058440156280994415, + "m": 0.9360030889511108 + }, + { + "p": 0.044004496186971664, + "m": 0.985649049282074 + }, + { + "p": 0.06161641702055931, + "m": 1.0 + }, + { + "p": 0.04814118519425392, + "m": 1.0 + }, + { + "p": 0.085479237139225, + "m": 1.0 + }, + { + "p": 0.07306917011737823, + "m": 1.0 + }, + { + "p": 0.05152694508433342, + "m": 0.8012369871139526 + }, + { + "p": 0.07181312143802643, + "m": 0.9997174143791199 + }, + { + "p": 0.024778032675385475, + "m": 0.9815704822540283 + }, + { + "p": 0.03521539643406868, + "m": 0.661166250705719 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.086449146270752, + "val_loss": 0.7405102252960205, + "acc": 73.19, + "time": 496.14800307695987, + "param": [ + { + "p": 0.08764197677373886, + "m": 1.0 + }, + { + "p": 0.041451193392276764, + "m": 1.0 + }, + { + "p": 0.05569814518094063, + "m": 1.0 + }, + { + "p": 0.02425847016274929, + "m": 0.9745317101478577 + }, + { + "p": 0.0691811665892601, + "m": 0.33990639448165894 + }, + { + "p": 0.046122487634420395, + "m": 0.9970487356185913 + }, + { + "p": 0.04745669662952423, + "m": 0.9740593433380127 + }, + { + "p": 0.059520844370126724, + "m": 0.9995583295822144 + }, + { + "p": 0.06432883441448212, + "m": 1.0 + }, + { + "p": 0.05670855939388275, + "m": 0.9763468503952026 + }, + { + "p": 0.07684514671564102, + "m": 1.0 + }, + { + "p": 0.06480783224105835, + "m": 1.0 + }, + { + "p": 0.07161244750022888, + "m": 1.0 + }, + { + "p": 0.05434394255280495, + "m": 1.0 + }, + { + "p": 0.04976103827357292, + "m": 0.7634007334709167 + }, + { + "p": 0.04928400367498398, + "m": 1.0 + }, + { + "p": 0.03986872732639313, + "m": 0.9973074793815613 + }, + { + "p": 0.041108399629592896, + "m": 0.6159939169883728 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.936903178691864, + "val_loss": 0.7282794117927551, + "acc": 74.18, + "time": 374.17203556397, + "param": [ + { + "p": 0.051107484847307205, + "m": 1.0 + }, + { + "p": 0.03640388697385788, + "m": 1.0 + }, + { + "p": 0.0639716237783432, + "m": 1.0 + }, + { + "p": 0.0502149872481823, + "m": 0.9489800930023193 + }, + { + "p": 0.037331677973270416, + "m": 0.4320419132709503 + }, + { + "p": 0.04903704300522804, + "m": 1.0 + }, + { + "p": 0.06284165382385254, + "m": 0.9135718941688538 + }, + { + "p": 0.05836394056677818, + "m": 0.9320036768913269 + }, + { + "p": 0.061647746711969376, + "m": 0.9934147596359253 + }, + { + "p": 0.0528956763446331, + "m": 0.9710835814476013 + }, + { + "p": 0.0731607973575592, + "m": 1.0 + }, + { + "p": 0.06930811703205109, + "m": 1.0 + }, + { + "p": 0.0649426206946373, + "m": 1.0 + }, + { + "p": 0.04558002948760986, + "m": 1.0 + }, + { + "p": 0.06759524345397949, + "m": 0.8762949109077454 + }, + { + "p": 0.053470030426979065, + "m": 1.0 + }, + { + "p": 0.04787369444966316, + "m": 0.9067161083221436 + }, + { + "p": 0.05425368994474411, + "m": 0.6858870983123779 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9340911507606506, + "val_loss": 0.7509937286376953, + "acc": 72.93, + "time": 596.2156629610108, + "param": [ + { + "p": 0.06713158637285233, + "m": 1.0 + }, + { + "p": 0.050666213035583496, + "m": 1.0 + }, + { + "p": 0.09524543583393097, + "m": 1.0 + }, + { + "p": 0.06023130565881729, + "m": 0.908819317817688 + }, + { + "p": 0.06336940824985504, + "m": 0.4685423970222473 + }, + { + "p": 0.05390266329050064, + "m": 1.0 + }, + { + "p": 0.040398016571998596, + "m": 0.833240270614624 + }, + { + "p": 0.05305156111717224, + "m": 0.8719684481620789 + }, + { + "p": 0.04748598858714104, + "m": 0.99195396900177 + }, + { + "p": 0.05167347565293312, + "m": 0.8776269555091858 + }, + { + "p": 0.06640102714300156, + "m": 0.9981052875518799 + }, + { + "p": 0.04995287209749222, + "m": 1.0 + }, + { + "p": 0.056122470647096634, + "m": 1.0 + }, + { + "p": 0.036934223026037216, + "m": 1.0 + }, + { + "p": 0.06600896269083023, + "m": 0.9712241888046265 + }, + { + "p": 0.060779232531785965, + "m": 0.9944332242012024 + }, + { + "p": 0.04019273445010185, + "m": 0.8953544497489929 + }, + { + "p": 0.04045289382338524, + "m": 0.6962714195251465 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.088564157485962, + "val_loss": 0.7830920219421387, + "acc": 72.57, + "time": 596.4599475769792, + "param": [ + { + "p": 0.05066327378153801, + "m": 1.0 + }, + { + "p": 0.0486689954996109, + "m": 1.0 + }, + { + "p": 0.04805876314640045, + "m": 1.0 + }, + { + "p": 0.07440212368965149, + "m": 1.0 + }, + { + "p": 0.024920281022787094, + "m": 0.5662936568260193 + }, + { + "p": 0.03834247216582298, + "m": 0.9473294615745544 + }, + { + "p": 0.0705735832452774, + "m": 0.8818588256835938 + }, + { + "p": 0.0443345308303833, + "m": 0.9706780314445496 + }, + { + "p": 0.062482185661792755, + "m": 0.9590785503387451 + }, + { + "p": 0.08461125940084457, + "m": 1.0 + }, + { + "p": 0.07592186331748962, + "m": 0.9883868098258972 + }, + { + "p": 0.0569443479180336, + "m": 0.9992702007293701 + }, + { + "p": 0.07134578377008438, + "m": 1.0 + }, + { + "p": 0.09157741069793701, + "m": 1.0 + }, + { + "p": 0.05943756923079491, + "m": 0.9819961190223694 + }, + { + "p": 0.07621622830629349, + "m": 1.0 + }, + { + "p": 0.019165392965078354, + "m": 0.8917311429977417 + }, + { + "p": 0.002333851531147957, + "m": 0.8483230471611023 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9366782903671265, + "val_loss": 0.8051372170448303, + "acc": 74.23, + "time": 592.708682541037, + "param": [ + { + "p": 0.06735967844724655, + "m": 1.0 + }, + { + "p": 0.06087711825966835, + "m": 1.0 + }, + { + "p": 0.06423698365688324, + "m": 1.0 + }, + { + "p": 0.05579046159982681, + "m": 0.9946114420890808 + }, + { + "p": 0.05747716873884201, + "m": 0.6043581962585449 + }, + { + "p": 0.03944411873817444, + "m": 0.9839803576469421 + }, + { + "p": 0.06285105645656586, + "m": 0.8970107436180115 + }, + { + "p": 0.06840215623378754, + "m": 1.0 + }, + { + "p": 0.04836643487215042, + "m": 1.0 + }, + { + "p": 0.0714183822274208, + "m": 0.9534173011779785 + }, + { + "p": 0.06935777515172958, + "m": 0.98951256275177 + }, + { + "p": 0.06010458990931511, + "m": 1.0 + }, + { + "p": 0.04176284372806549, + "m": 1.0 + }, + { + "p": 0.04689265787601471, + "m": 1.0 + }, + { + "p": 0.0488889217376709, + "m": 0.9253048300743103 + }, + { + "p": 0.047171443700790405, + "m": 0.9885401129722595 + }, + { + "p": 0.04860557243227959, + "m": 1.0 + }, + { + "p": 0.040992725640535355, + "m": 0.8657527565956116 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9937005639076233, + "val_loss": 0.6703153848648071, + "acc": 73.7, + "time": 590.3852189289755, + "param": [ + { + "p": 0.05774330720305443, + "m": 1.0 + }, + { + "p": 0.055376358330249786, + "m": 1.0 + }, + { + "p": 0.05952725186944008, + "m": 1.0 + }, + { + "p": 0.06222216412425041, + "m": 1.0 + }, + { + "p": 0.04260475933551788, + "m": 0.6225751638412476 + }, + { + "p": 0.052114494144916534, + "m": 0.9402134418487549 + }, + { + "p": 0.05720909684896469, + "m": 0.8938789367675781 + }, + { + "p": 0.0644727274775505, + "m": 0.9323323965072632 + }, + { + "p": 0.08212869614362717, + "m": 1.0 + }, + { + "p": 0.057360630482435226, + "m": 0.943069338798523 + }, + { + "p": 0.07289233803749084, + "m": 0.9170825481414795 + }, + { + "p": 0.059259071946144104, + "m": 0.9384311437606812 + }, + { + "p": 0.06874529272317886, + "m": 1.0 + }, + { + "p": 0.05451618880033493, + "m": 1.0 + }, + { + "p": 0.04220205545425415, + "m": 0.8774849772453308 + }, + { + "p": 0.04186685383319855, + "m": 1.0 + }, + { + "p": 0.041944533586502075, + "m": 0.8686736822128296 + }, + { + "p": 0.027814188972115517, + "m": 0.8488810062408447 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9081081748008728, + "val_loss": 0.7978716492652893, + "acc": 74.15, + "time": 589.7494572220021, + "param": [ + { + "p": 0.07884329557418823, + "m": 1.0 + }, + { + "p": 0.05458713322877884, + "m": 1.0 + }, + { + "p": 0.054242733865976334, + "m": 1.0 + }, + { + "p": 0.07246562093496323, + "m": 0.9962583184242249 + }, + { + "p": 0.03268878161907196, + "m": 0.6996471285820007 + }, + { + "p": 0.037369661033153534, + "m": 0.9004822969436646 + }, + { + "p": 0.0690542608499527, + "m": 0.8322450518608093 + }, + { + "p": 0.07305901497602463, + "m": 1.0 + }, + { + "p": 0.05622867867350578, + "m": 1.0 + }, + { + "p": 0.029489761218428612, + "m": 1.0 + }, + { + "p": 0.04974467679858208, + "m": 0.9702191948890686 + }, + { + "p": 0.08425208181142807, + "m": 1.0 + }, + { + "p": 0.06982100009918213, + "m": 1.0 + }, + { + "p": 0.04690557345747948, + "m": 1.0 + }, + { + "p": 0.04090999811887741, + "m": 0.889441728591919 + }, + { + "p": 0.06759750843048096, + "m": 0.9930015206336975 + }, + { + "p": 0.05074482038617134, + "m": 0.9278966784477234 + }, + { + "p": 0.031995344907045364, + "m": 0.821168839931488 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1035270690917969, + "val_loss": 0.6762900948524475, + "acc": 73.17, + "time": 591.1075218199985, + "param": [ + { + "p": 0.05309376120567322, + "m": 1.0 + }, + { + "p": 0.040328171104192734, + "m": 1.0 + }, + { + "p": 0.05883962661027908, + "m": 1.0 + }, + { + "p": 0.04513873904943466, + "m": 0.9657368063926697 + }, + { + "p": 0.055807992815971375, + "m": 0.6437550783157349 + }, + { + "p": 0.03943823650479317, + "m": 0.9706710577011108 + }, + { + "p": 0.07561697065830231, + "m": 0.7037688493728638 + }, + { + "p": 0.05306222662329674, + "m": 0.8961343765258789 + }, + { + "p": 0.06801129877567291, + "m": 1.0 + }, + { + "p": 0.07563607394695282, + "m": 0.8985164761543274 + }, + { + "p": 0.05520638823509216, + "m": 0.9951954483985901 + }, + { + "p": 0.06135654076933861, + "m": 1.0 + }, + { + "p": 0.06657041609287262, + "m": 1.0 + }, + { + "p": 0.05425361171364784, + "m": 1.0 + }, + { + "p": 0.06100009009242058, + "m": 0.9378852248191833 + }, + { + "p": 0.06062230467796326, + "m": 0.9948304891586304 + }, + { + "p": 0.0413784421980381, + "m": 0.9747505187988281 + }, + { + "p": 0.0346391387283802, + "m": 0.8548160195350647 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8677838444709778, + "val_loss": 0.728301465511322, + "acc": 72.57, + "time": 588.3194288049708, + "param": [ + { + "p": 0.07329942286014557, + "m": 1.0 + }, + { + "p": 0.05074850842356682, + "m": 1.0 + }, + { + "p": 0.0537620484828949, + "m": 1.0 + }, + { + "p": 0.03870178014039993, + "m": 0.9695512652397156 + }, + { + "p": 0.06500713527202606, + "m": 0.61342453956604 + }, + { + "p": 0.05564166232943535, + "m": 0.9525290727615356 + }, + { + "p": 0.04352935403585434, + "m": 0.7625502943992615 + }, + { + "p": 0.034819889813661575, + "m": 0.9279478788375854 + }, + { + "p": 0.045141108334064484, + "m": 0.9809791445732117 + }, + { + "p": 0.065404012799263, + "m": 0.8238668441772461 + }, + { + "p": 0.06915722042322159, + "m": 0.9753677248954773 + }, + { + "p": 0.06736201792955399, + "m": 0.9940199851989746 + }, + { + "p": 0.06167919561266899, + "m": 1.0 + }, + { + "p": 0.047501128166913986, + "m": 1.0 + }, + { + "p": 0.060288701206445694, + "m": 0.9672346115112305 + }, + { + "p": 0.06825239211320877, + "m": 0.9189886450767517 + }, + { + "p": 0.04890575259923935, + "m": 0.8913892507553101 + }, + { + "p": 0.050798699259757996, + "m": 0.8207808136940002 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0365562438964844, + "val_loss": 0.7567064166069031, + "acc": 74.13, + "time": 589.9262838180293, + "param": [ + { + "p": 0.04484633356332779, + "m": 1.0 + }, + { + "p": 0.05826825648546219, + "m": 1.0 + }, + { + "p": 0.04442315548658371, + "m": 1.0 + }, + { + "p": 0.07402003556489944, + "m": 0.9792532920837402 + }, + { + "p": 0.05930015444755554, + "m": 0.40381890535354614 + }, + { + "p": 0.04686381295323372, + "m": 0.976134717464447 + }, + { + "p": 0.07262317091226578, + "m": 0.7128634452819824 + }, + { + "p": 0.03777341544628143, + "m": 0.8435868620872498 + }, + { + "p": 0.03865087777376175, + "m": 0.9881836175918579 + }, + { + "p": 0.06745348125696182, + "m": 0.729213297367096 + }, + { + "p": 0.05877750739455223, + "m": 0.99490886926651 + }, + { + "p": 0.06516649574041367, + "m": 1.0 + }, + { + "p": 0.058085016906261444, + "m": 1.0 + }, + { + "p": 0.03331683948636055, + "m": 1.0 + }, + { + "p": 0.08619017153978348, + "m": 0.9627604484558105 + }, + { + "p": 0.054734986275434494, + "m": 0.9795167446136475 + }, + { + "p": 0.04159354045987129, + "m": 0.7283020615577698 + }, + { + "p": 0.05791284888982773, + "m": 0.8048240542411804 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json new file mode 100644 index 0000000..f26d0c7 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 74.1, + "Time": [ + 574.3764949776116, + 55.62456161250755 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2779035568237305, + "val_loss": 2.2475852966308594, + "acc": 19.53, + "time": 595.534264085989, + "param": [ + { + "p": 0.05297058820724487, + "m": 1.0 + }, + { + "p": 0.07153205573558807, + "m": 1.0 + }, + { + "p": 0.032263852655887604, + "m": 1.0 + }, + { + "p": 0.0598052479326725, + "m": 0.9983344674110413 + }, + { + "p": 0.08073221892118454, + "m": 0.9610781669616699 + }, + { + "p": 0.06146107241511345, + "m": 0.9441768527030945 + }, + { + "p": 0.0570540614426136, + "m": 0.9988327622413635 + }, + { + "p": 0.06897387653589249, + "m": 0.9961689114570618 + }, + { + "p": 0.07187895476818085, + "m": 1.0 + }, + { + "p": 0.06295977532863617, + "m": 1.0 + }, + { + "p": 0.06031439080834389, + "m": 1.0 + }, + { + "p": 0.06710536032915115, + "m": 0.9913730621337891 + }, + { + "p": 0.02103244513273239, + "m": 1.0 + }, + { + "p": 0.012542679905891418, + "m": 1.0 + }, + { + "p": 0.08360131829977036, + "m": 1.0 + }, + { + "p": 0.071619912981987, + "m": 0.9893410801887512 + }, + { + "p": 0.04933970049023628, + "m": 0.9449098706245422 + }, + { + "p": 0.014812508597970009, + "m": 0.9600100517272949 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2559573650360107, + "val_loss": 2.072286367416382, + "acc": 26.09, + "time": 591.0966599849635, + "param": [ + { + "p": 0.0812544897198677, + "m": 1.0 + }, + { + "p": 0.07834865152835846, + "m": 1.0 + }, + { + "p": 0.10396333783864975, + "m": 1.0 + }, + { + "p": 0.07946908473968506, + "m": 1.0 + }, + { + "p": 0.0015129751991480589, + "m": 1.0 + }, + { + "p": 0.03338145837187767, + "m": 0.9489649534225464 + }, + { + "p": 0.10812907665967941, + "m": 0.7888684272766113 + }, + { + "p": 0.03955017402768135, + "m": 0.8998610377311707 + }, + { + "p": 0.052039626985788345, + "m": 0.9725125432014465 + }, + { + "p": 0.006344333291053772, + "m": 0.9925152063369751 + }, + { + "p": 0.0, + "m": 0.8457136154174805 + }, + { + "p": 0.055118151009082794, + "m": 0.8489218354225159 + }, + { + "p": 0.1035299003124237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1659572571516037, + "m": 0.8740410804748535 + }, + { + "p": 0.03440172225236893, + "m": 0.7563307881355286 + }, + { + "p": 0.05253956839442253, + "m": 0.8031699657440186 + }, + { + "p": 0.004460155498236418, + "m": 0.7142224907875061 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1658177375793457, + "val_loss": 1.994437575340271, + "acc": 30.59, + "time": 588.7545154209947, + "param": [ + { + "p": 0.033233556896448135, + "m": 1.0 + }, + { + "p": 0.03547206148505211, + "m": 1.0 + }, + { + "p": 0.043429430574178696, + "m": 1.0 + }, + { + "p": 0.07379374653100967, + "m": 1.0 + }, + { + "p": 0.05485837906599045, + "m": 0.9058273434638977 + }, + { + "p": 0.05898759886622429, + "m": 0.9501231908798218 + }, + { + "p": 0.07947292178869247, + "m": 0.875735342502594 + }, + { + "p": 0.06489535421133041, + "m": 0.9825869798660278 + }, + { + "p": 0.03874329850077629, + "m": 1.0 + }, + { + "p": 0.08079902827739716, + "m": 0.894428014755249 + }, + { + "p": 0.04483639448881149, + "m": 0.9898719191551208 + }, + { + "p": 0.0816870778799057, + "m": 0.9226409196853638 + }, + { + "p": 0.0959412157535553, + "m": 1.0 + }, + { + "p": 0.05823980271816254, + "m": 1.0 + }, + { + "p": 0.02181537076830864, + "m": 0.8834222555160522 + }, + { + "p": 0.03511570394039154, + "m": 0.817257285118103 + }, + { + "p": 0.05144679918885231, + "m": 0.9435474276542664 + }, + { + "p": 0.047232359647750854, + "m": 0.7387874126434326 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0521774291992188, + "val_loss": 1.8474256992340088, + "acc": 33.09, + "time": 591.3544582329923, + "param": [ + { + "p": 0.03783516213297844, + "m": 1.0 + }, + { + "p": 0.07539014518260956, + "m": 1.0 + }, + { + "p": 0.07477603852748871, + "m": 1.0 + }, + { + "p": 0.06496488302946091, + "m": 0.8840630054473877 + }, + { + "p": 0.04999280348420143, + "m": 0.8011085391044617 + }, + { + "p": 0.057405538856983185, + "m": 0.722080647945404 + }, + { + "p": 0.061269789934158325, + "m": 0.9926522970199585 + }, + { + "p": 0.09504616260528564, + "m": 1.0 + }, + { + "p": 0.07660969346761703, + "m": 1.0 + }, + { + "p": 0.07314296811819077, + "m": 0.7353354692459106 + }, + { + "p": 0.06359470635652542, + "m": 1.0 + }, + { + "p": 0.07240592688322067, + "m": 0.9993762969970703 + }, + { + "p": 0.025125419721007347, + "m": 1.0 + }, + { + "p": 0.014152846299111843, + "m": 1.0 + }, + { + "p": 0.028996245935559273, + "m": 0.6697437763214111 + }, + { + "p": 0.11832245439291, + "m": 0.9986714124679565 + }, + { + "p": 0.010969284921884537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8366081714630127 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0841128826141357, + "val_loss": 1.8179752826690674, + "acc": 35.72, + "time": 590.5496283459943, + "param": [ + { + "p": 0.06378504633903503, + "m": 1.0 + }, + { + "p": 0.0489618182182312, + "m": 1.0 + }, + { + "p": 0.05464034155011177, + "m": 1.0 + }, + { + "p": 0.038613926619291306, + "m": 0.8158017992973328 + }, + { + "p": 0.07040877640247345, + "m": 0.7005066275596619 + }, + { + "p": 0.030852625146508217, + "m": 0.7074722647666931 + }, + { + "p": 0.05807662010192871, + "m": 0.9367677569389343 + }, + { + "p": 0.06964021921157837, + "m": 0.9926220178604126 + }, + { + "p": 0.04172319173812866, + "m": 1.0 + }, + { + "p": 0.094825379550457, + "m": 0.593809187412262 + }, + { + "p": 0.07854244112968445, + "m": 1.0 + }, + { + "p": 0.07793991267681122, + "m": 1.0 + }, + { + "p": 0.06610933691263199, + "m": 1.0 + }, + { + "p": 0.01611221954226494, + "m": 1.0 + }, + { + "p": 0.04098183289170265, + "m": 0.4192224144935608 + }, + { + "p": 0.07180318981409073, + "m": 1.0 + }, + { + "p": 0.024379385635256767, + "m": 0.9781607985496521 + }, + { + "p": 0.052603721618652344, + "m": 0.9053493738174438 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7009676694869995, + "val_loss": 1.7713936567306519, + "acc": 37.06, + "time": 594.6088533760048, + "param": [ + { + "p": 0.0612686350941658, + "m": 1.0 + }, + { + "p": 0.032180603593587875, + "m": 1.0 + }, + { + "p": 0.09898804128170013, + "m": 1.0 + }, + { + "p": 0.00027806288562715054, + "m": 0.9009131193161011 + }, + { + "p": 0.01655270718038082, + "m": 0.6732963919639587 + }, + { + "p": 0.0700191780924797, + "m": 0.6285607218742371 + }, + { + "p": 0.08186514675617218, + "m": 0.9133524894714355 + }, + { + "p": 0.008650531060993671, + "m": 0.9697213768959045 + }, + { + "p": 0.029317978769540787, + "m": 0.9366174936294556 + }, + { + "p": 0.09660294651985168, + "m": 0.49107256531715393 + }, + { + "p": 0.08420030027627945, + "m": 1.0 + }, + { + "p": 0.1060962975025177, + "m": 0.9960610866546631 + }, + { + "p": 0.01853492669761181, + "m": 1.0 + }, + { + "p": 0.002406918676570058, + "m": 1.0 + }, + { + "p": 0.12819057703018188, + "m": 0.657548189163208 + }, + { + "p": 0.1507359892129898, + "m": 0.9934386610984802 + }, + { + "p": 0.014111210592091084, + "m": 0.9436714053153992 + }, + { + "p": 0.0, + "m": 0.8672763705253601 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.033773183822632, + "val_loss": 1.720428466796875, + "acc": 39.83, + "time": 592.8464074059739, + "param": [ + { + "p": 0.019305549561977386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15446555614471436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7956517934799194 + }, + { + "p": 0.0, + "m": 0.6771863698959351 + }, + { + "p": 0.0, + "m": 0.5234596729278564 + }, + { + "p": 0.11995869874954224, + "m": 0.942899227142334 + }, + { + "p": 0.14603282511234283, + "m": 0.7902653217315674 + }, + { + "p": 0.008112980052828789, + "m": 0.9863248467445374 + }, + { + "p": 0.24957366287708282, + "m": 0.3382892310619354 + }, + { + "p": 0.014172392897307873, + "m": 0.9855647683143616 + }, + { + "p": 0.09450738877058029, + "m": 1.0 + }, + { + "p": 0.01882096193730831, + "m": 1.0 + }, + { + "p": 0.04281412810087204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7326937913894653 + }, + { + "p": 0.1192716509103775, + "m": 0.9936306476593018 + }, + { + "p": 0.012772790156304836, + "m": 0.8375125527381897 + }, + { + "p": 0.00019142450764775276, + "m": 0.9274813532829285 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9303414821624756, + "val_loss": 1.6152535676956177, + "acc": 41.02, + "time": 589.8272702199756, + "param": [ + { + "p": 0.06328455358743668, + "m": 1.0 + }, + { + "p": 0.047370027750730515, + "m": 1.0 + }, + { + "p": 0.054880138486623764, + "m": 1.0 + }, + { + "p": 0.06353125721216202, + "m": 0.7475607991218567 + }, + { + "p": 0.039571359753608704, + "m": 0.6941519975662231 + }, + { + "p": 0.052436575293540955, + "m": 0.4146932065486908 + }, + { + "p": 0.056663110852241516, + "m": 0.8976761698722839 + }, + { + "p": 0.06878726184368134, + "m": 0.6842488050460815 + }, + { + "p": 0.03726271539926529, + "m": 1.0 + }, + { + "p": 0.09757674485445023, + "m": 0.31273603439331055 + }, + { + "p": 0.05013180524110794, + "m": 0.9837026000022888 + }, + { + "p": 0.05977366492152214, + "m": 0.9546255469322205 + }, + { + "p": 0.05897412449121475, + "m": 1.0 + }, + { + "p": 0.04558326676487923, + "m": 1.0 + }, + { + "p": 0.06312292069196701, + "m": 0.7265855073928833 + }, + { + "p": 0.0539122112095356, + "m": 0.9279143214225769 + }, + { + "p": 0.04409852251410484, + "m": 0.8328497409820557 + }, + { + "p": 0.04303979128599167, + "m": 0.9586947560310364 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.072237730026245, + "val_loss": 1.671035647392273, + "acc": 43.44, + "time": 585.2378301259596, + "param": [ + { + "p": 0.053269192576408386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048815108835697174, + "m": 1.0 + }, + { + "p": 0.05585150793194771, + "m": 0.5577369332313538 + }, + { + "p": 0.00946070346981287, + "m": 0.5218145847320557 + }, + { + "p": 0.060770437121391296, + "m": 0.5223674774169922 + }, + { + "p": 0.06480535119771957, + "m": 0.9266001582145691 + }, + { + "p": 0.02807561494410038, + "m": 0.9891406297683716 + }, + { + "p": 0.06761356443166733, + "m": 0.9999859929084778 + }, + { + "p": 0.13033241033554077, + "m": 0.27975329756736755 + }, + { + "p": 0.060342010110616684, + "m": 1.0 + }, + { + "p": 0.10102929174900055, + "m": 0.9597949385643005 + }, + { + "p": 0.06895247846841812, + "m": 1.0 + }, + { + "p": 0.07538840919733047, + "m": 1.0 + }, + { + "p": 0.0508376844227314, + "m": 0.7297108769416809 + }, + { + "p": 0.0626511499285698, + "m": 0.934699535369873 + }, + { + "p": 0.01500688400119543, + "m": 0.8513250946998596 + }, + { + "p": 0.04679813235998154, + "m": 0.9636577367782593 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.809775948524475, + "val_loss": 1.661210536956787, + "acc": 42.44, + "time": 587.7074289799784, + "param": [ + { + "p": 0.11001788079738617, + "m": 1.0 + }, + { + "p": 0.016029197722673416, + "m": 1.0 + }, + { + "p": 0.0022974766325205564, + "m": 1.0 + }, + { + "p": 0.06194962188601494, + "m": 0.6506366729736328 + }, + { + "p": 0.01777692697942257, + "m": 0.4139077961444855 + }, + { + "p": 0.053845737129449844, + "m": 0.45894572138786316 + }, + { + "p": 0.09994287043809891, + "m": 0.8916220664978027 + }, + { + "p": 0.1339561641216278, + "m": 0.7749104499816895 + }, + { + "p": 0.018423503264784813, + "m": 0.8142358660697937 + }, + { + "p": 0.10901693999767303, + "m": 0.35347780585289 + }, + { + "p": 0.05798669531941414, + "m": 0.8414211869239807 + }, + { + "p": 0.16444559395313263, + "m": 1.0 + }, + { + "p": 0.009271291084587574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09595534205436707, + "m": 0.7645279765129089 + }, + { + "p": 0.04706910625100136, + "m": 1.0 + }, + { + "p": 0.0015682138036936522, + "m": 0.7246087789535522 + }, + { + "p": 0.0004474360903259367, + "m": 0.8271236419677734 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8095333576202393, + "val_loss": 1.551108717918396, + "acc": 46.68, + "time": 455.2453361179796, + "param": [ + { + "p": 0.08907961845397949, + "m": 1.0 + }, + { + "p": 0.02925357222557068, + "m": 1.0 + }, + { + "p": 0.054819993674755096, + "m": 1.0 + }, + { + "p": 0.03180299326777458, + "m": 0.6443672180175781 + }, + { + "p": 0.036654118448495865, + "m": 0.2529743015766144 + }, + { + "p": 0.05747302621603012, + "m": 0.36445704102516174 + }, + { + "p": 0.05825619772076607, + "m": 0.8061471581459045 + }, + { + "p": 0.08293642848730087, + "m": 0.8636691570281982 + }, + { + "p": 0.04177048057317734, + "m": 0.8989129066467285 + }, + { + "p": 0.02831689454615116, + "m": 0.2919573187828064 + }, + { + "p": 0.08449529111385345, + "m": 1.0 + }, + { + "p": 0.07596011459827423, + "m": 0.9937406778335571 + }, + { + "p": 0.05650762468576431, + "m": 1.0 + }, + { + "p": 0.035531189292669296, + "m": 1.0 + }, + { + "p": 0.11518225818872452, + "m": 0.8318004608154297 + }, + { + "p": 0.08822208642959595, + "m": 0.9999838471412659 + }, + { + "p": 0.018215490505099297, + "m": 0.824583888053894 + }, + { + "p": 0.015522588975727558, + "m": 0.8586391806602478 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8054991960525513, + "val_loss": 1.6221834421157837, + "acc": 44.81, + "time": 422.20749300700845, + "param": [ + { + "p": 0.05008196830749512, + "m": 1.0 + }, + { + "p": 0.04258021339774132, + "m": 1.0 + }, + { + "p": 0.09387557953596115, + "m": 1.0 + }, + { + "p": 0.01770421862602234, + "m": 0.7138276100158691 + }, + { + "p": 0.08251455426216125, + "m": 0.2994786500930786 + }, + { + "p": 0.05394481122493744, + "m": 0.4685305953025818 + }, + { + "p": 0.06898104399442673, + "m": 1.0 + }, + { + "p": 0.07496467977762222, + "m": 1.0 + }, + { + "p": 0.06311929225921631, + "m": 0.9354950189590454 + }, + { + "p": 0.03369830176234245, + "m": 0.31727728247642517 + }, + { + "p": 0.08410762995481491, + "m": 1.0 + }, + { + "p": 0.09287699311971664, + "m": 0.9976493716239929 + }, + { + "p": 0.059948790818452835, + "m": 1.0 + }, + { + "p": 0.02518344484269619, + "m": 1.0 + }, + { + "p": 0.08926592767238617, + "m": 0.7492315173149109 + }, + { + "p": 0.04409128427505493, + "m": 0.9613338112831116 + }, + { + "p": 0.0039834859780967236, + "m": 0.7481564879417419 + }, + { + "p": 0.019077803939580917, + "m": 0.7242558002471924 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7970370054244995, + "val_loss": 1.4740039110183716, + "acc": 50.03, + "time": 590.4626740069943, + "param": [ + { + "p": 0.05135933682322502, + "m": 1.0 + }, + { + "p": 0.032219525426626205, + "m": 1.0 + }, + { + "p": 0.08558115363121033, + "m": 1.0 + }, + { + "p": 0.06447198241949081, + "m": 0.829896092414856 + }, + { + "p": 0.05612633377313614, + "m": 0.2479304075241089 + }, + { + "p": 0.06396099179983139, + "m": 0.4681422710418701 + }, + { + "p": 0.07595840096473694, + "m": 0.9825298190116882 + }, + { + "p": 0.08090870827436447, + "m": 0.9986013770103455 + }, + { + "p": 0.07498881220817566, + "m": 0.9833658337593079 + }, + { + "p": 0.04896477237343788, + "m": 0.3722248077392578 + }, + { + "p": 0.038068097084760666, + "m": 1.0 + }, + { + "p": 0.08107748627662659, + "m": 0.9898661971092224 + }, + { + "p": 0.050297848880290985, + "m": 1.0 + }, + { + "p": 0.05696361884474754, + "m": 1.0 + }, + { + "p": 0.04212147742509842, + "m": 0.8138968348503113 + }, + { + "p": 0.04380928725004196, + "m": 0.9710494875907898 + }, + { + "p": 0.04000524431467056, + "m": 0.5813474059104919 + }, + { + "p": 0.0131168682128191, + "m": 0.583597719669342 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.736916184425354, + "val_loss": 1.3771717548370361, + "acc": 48.64, + "time": 593.6873452470172, + "param": [ + { + "p": 0.05111975595355034, + "m": 1.0 + }, + { + "p": 0.03333847597241402, + "m": 1.0 + }, + { + "p": 0.07781264930963516, + "m": 1.0 + }, + { + "p": 0.05689527094364166, + "m": 0.9989610314369202 + }, + { + "p": 0.08156927675008774, + "m": 0.18833521008491516 + }, + { + "p": 0.061798613518476486, + "m": 0.4142172634601593 + }, + { + "p": 0.06500709801912308, + "m": 0.9605386257171631 + }, + { + "p": 0.054247841238975525, + "m": 0.9634057283401489 + }, + { + "p": 0.0393659807741642, + "m": 0.9810279607772827 + }, + { + "p": 0.039074283093214035, + "m": 0.43053916096687317 + }, + { + "p": 0.05406339466571808, + "m": 1.0 + }, + { + "p": 0.0636826902627945, + "m": 0.9938281774520874 + }, + { + "p": 0.05812714248895645, + "m": 1.0 + }, + { + "p": 0.051000602543354034, + "m": 1.0 + }, + { + "p": 0.07267779111862183, + "m": 0.7528387904167175 + }, + { + "p": 0.04784402623772621, + "m": 0.9909499287605286 + }, + { + "p": 0.038376640528440475, + "m": 0.6192573308944702 + }, + { + "p": 0.05399848520755768, + "m": 0.5656935572624207 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5697746276855469, + "val_loss": 1.3937792778015137, + "acc": 49.42, + "time": 595.302870924992, + "param": [ + { + "p": 0.06535045057535172, + "m": 1.0 + }, + { + "p": 0.023228228092193604, + "m": 1.0 + }, + { + "p": 0.08226317167282104, + "m": 1.0 + }, + { + "p": 0.07029706239700317, + "m": 0.9885444641113281 + }, + { + "p": 0.05671238154172897, + "m": 0.17969587445259094 + }, + { + "p": 0.0733007937669754, + "m": 0.3238082826137543 + }, + { + "p": 0.052419379353523254, + "m": 0.9807726740837097 + }, + { + "p": 0.029998067766427994, + "m": 0.995251476764679 + }, + { + "p": 0.05229293182492256, + "m": 1.0 + }, + { + "p": 0.07855828106403351, + "m": 0.487127423286438 + }, + { + "p": 0.06108897551894188, + "m": 1.0 + }, + { + "p": 0.062485937029123306, + "m": 1.0 + }, + { + "p": 0.07893665879964828, + "m": 1.0 + }, + { + "p": 0.033346518874168396, + "m": 1.0 + }, + { + "p": 0.04389294236898422, + "m": 0.6853689551353455 + }, + { + "p": 0.060328543186187744, + "m": 1.0 + }, + { + "p": 0.031859394162893295, + "m": 0.716361403465271 + }, + { + "p": 0.04364028573036194, + "m": 0.48331359028816223 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.619064450263977, + "val_loss": 1.420838713645935, + "acc": 50.5, + "time": 590.1924659290235, + "param": [ + { + "p": 0.08491156250238419, + "m": 1.0 + }, + { + "p": 0.06773323565721512, + "m": 1.0 + }, + { + "p": 0.058166105300188065, + "m": 1.0 + }, + { + "p": 0.048599984496831894, + "m": 0.9897767305374146 + }, + { + "p": 0.05822576954960823, + "m": 0.1401996910572052 + }, + { + "p": 0.06697657704353333, + "m": 0.41920560598373413 + }, + { + "p": 0.06922595202922821, + "m": 0.889401912689209 + }, + { + "p": 0.04257640987634659, + "m": 1.0 + }, + { + "p": 0.02921471744775772, + "m": 0.9840714335441589 + }, + { + "p": 0.05906097590923309, + "m": 0.5069038271903992 + }, + { + "p": 0.048606205731630325, + "m": 0.9918524622917175 + }, + { + "p": 0.0634549930691719, + "m": 1.0 + }, + { + "p": 0.058785807341337204, + "m": 1.0 + }, + { + "p": 0.044634051620960236, + "m": 1.0 + }, + { + "p": 0.07015795260667801, + "m": 0.7581279277801514 + }, + { + "p": 0.06605038791894913, + "m": 1.0 + }, + { + "p": 0.022526005282998085, + "m": 0.7246780395507812 + }, + { + "p": 0.041093405336141586, + "m": 0.511509358882904 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6843316555023193, + "val_loss": 1.3313734531402588, + "acc": 51.32, + "time": 591.7323333100067, + "param": [ + { + "p": 0.05946299061179161, + "m": 1.0 + }, + { + "p": 0.044674333184957504, + "m": 1.0 + }, + { + "p": 0.06221554055809975, + "m": 1.0 + }, + { + "p": 0.05536513403058052, + "m": 0.9238621592521667 + }, + { + "p": 0.05021537467837334, + "m": 0.22475218772888184 + }, + { + "p": 0.04579681158065796, + "m": 0.38317301869392395 + }, + { + "p": 0.07388779520988464, + "m": 0.901419460773468 + }, + { + "p": 0.06118297204375267, + "m": 0.9994758367538452 + }, + { + "p": 0.05432874336838722, + "m": 0.9659715294837952 + }, + { + "p": 0.05662329122424126, + "m": 0.5004743933677673 + }, + { + "p": 0.04630943015217781, + "m": 0.9914381504058838 + }, + { + "p": 0.08355234563350677, + "m": 1.0 + }, + { + "p": 0.07758302241563797, + "m": 1.0 + }, + { + "p": 0.04572074115276337, + "m": 1.0 + }, + { + "p": 0.08166130632162094, + "m": 0.7270845174789429 + }, + { + "p": 0.036817487329244614, + "m": 1.0 + }, + { + "p": 0.015342162922024727, + "m": 0.7644945979118347 + }, + { + "p": 0.04926053807139397, + "m": 0.5846136808395386 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6322542428970337, + "val_loss": 1.3071894645690918, + "acc": 52.12, + "time": 591.6750426910003, + "param": [ + { + "p": 0.06655621528625488, + "m": 1.0 + }, + { + "p": 0.040063802152872086, + "m": 1.0 + }, + { + "p": 0.0712767094373703, + "m": 1.0 + }, + { + "p": 0.07048770785331726, + "m": 0.8898728489875793 + }, + { + "p": 0.03351825475692749, + "m": 0.29120349884033203 + }, + { + "p": 0.06987348943948746, + "m": 0.41427797079086304 + }, + { + "p": 0.04842260479927063, + "m": 0.9048925042152405 + }, + { + "p": 0.06267422437667847, + "m": 0.9508390426635742 + }, + { + "p": 0.06705144047737122, + "m": 0.9990609884262085 + }, + { + "p": 0.03770359978079796, + "m": 0.4988473355770111 + }, + { + "p": 0.044512879103422165, + "m": 0.9999476671218872 + }, + { + "p": 0.0789375975728035, + "m": 1.0 + }, + { + "p": 0.08350048214197159, + "m": 1.0 + }, + { + "p": 0.03221782296895981, + "m": 1.0 + }, + { + "p": 0.04924142360687256, + "m": 0.6986908912658691 + }, + { + "p": 0.07052307575941086, + "m": 1.0 + }, + { + "p": 0.040844935923814774, + "m": 0.7639752626419067 + }, + { + "p": 0.03259371966123581, + "m": 0.5769137740135193 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.579329490661621, + "val_loss": 1.3173631429672241, + "acc": 55.41, + "time": 592.4302425960195, + "param": [ + { + "p": 0.05546658858656883, + "m": 1.0 + }, + { + "p": 0.013535772450268269, + "m": 1.0 + }, + { + "p": 0.053715579211711884, + "m": 1.0 + }, + { + "p": 0.053897347301244736, + "m": 0.9318464994430542 + }, + { + "p": 0.05386049300432205, + "m": 0.26299768686294556 + }, + { + "p": 0.062090255320072174, + "m": 0.4209029972553253 + }, + { + "p": 0.05245743319392204, + "m": 1.0 + }, + { + "p": 0.050438910722732544, + "m": 0.9788131713867188 + }, + { + "p": 0.050987426191568375, + "m": 0.964273989200592 + }, + { + "p": 0.06574323028326035, + "m": 0.5515613555908203 + }, + { + "p": 0.07025682181119919, + "m": 0.9982835650444031 + }, + { + "p": 0.08352300524711609, + "m": 1.0 + }, + { + "p": 0.1049482449889183, + "m": 1.0 + }, + { + "p": 0.03903400897979736, + "m": 1.0 + }, + { + "p": 0.05456719920039177, + "m": 0.6930201649665833 + }, + { + "p": 0.07954622060060501, + "m": 0.9983196258544922 + }, + { + "p": 0.005913794040679932, + "m": 0.6118397116661072 + }, + { + "p": 0.050017617642879486, + "m": 0.5183875560760498 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6641225814819336, + "val_loss": 1.234882116317749, + "acc": 55.13, + "time": 591.603414511017, + "param": [ + { + "p": 0.07057377696037292, + "m": 1.0 + }, + { + "p": 0.041470710188150406, + "m": 1.0 + }, + { + "p": 0.06179403141140938, + "m": 1.0 + }, + { + "p": 0.05129788815975189, + "m": 0.9022139310836792 + }, + { + "p": 0.04983535036444664, + "m": 0.3221758008003235 + }, + { + "p": 0.06391952186822891, + "m": 0.41072216629981995 + }, + { + "p": 0.05430496111512184, + "m": 0.9560626149177551 + }, + { + "p": 0.046173080801963806, + "m": 0.9927390217781067 + }, + { + "p": 0.049267467111349106, + "m": 0.9999147057533264 + }, + { + "p": 0.059304069727659225, + "m": 0.5859134197235107 + }, + { + "p": 0.052156634628772736, + "m": 0.9989965558052063 + }, + { + "p": 0.04747316613793373, + "m": 1.0 + }, + { + "p": 0.07082302868366241, + "m": 1.0 + }, + { + "p": 0.054028768092393875, + "m": 1.0 + }, + { + "p": 0.06693493574857712, + "m": 0.6697826385498047 + }, + { + "p": 0.08322612941265106, + "m": 1.0 + }, + { + "p": 0.03411069139838219, + "m": 0.6605235934257507 + }, + { + "p": 0.04330585524439812, + "m": 0.5509486198425293 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5810810327529907, + "val_loss": 1.3810937404632568, + "acc": 53.98, + "time": 592.9878479549661, + "param": [ + { + "p": 0.06603065878152847, + "m": 1.0 + }, + { + "p": 0.057345520704984665, + "m": 1.0 + }, + { + "p": 0.07030586153268814, + "m": 1.0 + }, + { + "p": 0.04163845255970955, + "m": 0.8621740341186523 + }, + { + "p": 0.050002675503492355, + "m": 0.29657188057899475 + }, + { + "p": 0.07686309516429901, + "m": 0.40002667903900146 + }, + { + "p": 0.048067182302474976, + "m": 1.0 + }, + { + "p": 0.06798294931650162, + "m": 0.9913065433502197 + }, + { + "p": 0.045270681381225586, + "m": 0.9870740175247192 + }, + { + "p": 0.04657677188515663, + "m": 0.6201497912406921 + }, + { + "p": 0.06794033944606781, + "m": 0.9948518872261047 + }, + { + "p": 0.07175695151090622, + "m": 1.0 + }, + { + "p": 0.07382289320230484, + "m": 1.0 + }, + { + "p": 0.029001310467720032, + "m": 1.0 + }, + { + "p": 0.05328404903411865, + "m": 0.6372269988059998 + }, + { + "p": 0.061564601957798004, + "m": 0.9940129518508911 + }, + { + "p": 0.036140359938144684, + "m": 0.8480942845344543 + }, + { + "p": 0.036405667662620544, + "m": 0.5584047436714172 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4131783246994019, + "val_loss": 1.2414509057998657, + "acc": 56.1, + "time": 593.7135361779947, + "param": [ + { + "p": 0.06708896905183792, + "m": 1.0 + }, + { + "p": 0.04440220817923546, + "m": 1.0 + }, + { + "p": 0.060798000544309616, + "m": 1.0 + }, + { + "p": 0.06894493103027344, + "m": 0.9205491542816162 + }, + { + "p": 0.03709506615996361, + "m": 0.31587082147598267 + }, + { + "p": 0.05360883101820946, + "m": 0.44340118765830994 + }, + { + "p": 0.062003448605537415, + "m": 0.9572873711585999 + }, + { + "p": 0.06565219908952713, + "m": 1.0 + }, + { + "p": 0.05404966324567795, + "m": 0.9997408390045166 + }, + { + "p": 0.05445870757102966, + "m": 0.6646352410316467 + }, + { + "p": 0.05499594658613205, + "m": 1.0 + }, + { + "p": 0.07185709476470947, + "m": 1.0 + }, + { + "p": 0.06261248141527176, + "m": 1.0 + }, + { + "p": 0.05885615572333336, + "m": 1.0 + }, + { + "p": 0.06008567661046982, + "m": 0.7033772468566895 + }, + { + "p": 0.06964699178934097, + "m": 0.9940963983535767 + }, + { + "p": 0.022525399923324585, + "m": 0.7767086625099182 + }, + { + "p": 0.03131818398833275, + "m": 0.5054258704185486 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.568441390991211, + "val_loss": 1.342488408088684, + "acc": 55.3, + "time": 592.4040118129924, + "param": [ + { + "p": 0.049808114767074585, + "m": 1.0 + }, + { + "p": 0.04793812707066536, + "m": 1.0 + }, + { + "p": 0.07022042572498322, + "m": 1.0 + }, + { + "p": 0.044433094561100006, + "m": 0.9080731272697449 + }, + { + "p": 0.05955764651298523, + "m": 0.23318713903427124 + }, + { + "p": 0.06108430027961731, + "m": 0.3085179030895233 + }, + { + "p": 0.05101370811462402, + "m": 0.9374580383300781 + }, + { + "p": 0.047308892011642456, + "m": 0.9372316002845764 + }, + { + "p": 0.06742526590824127, + "m": 1.0 + }, + { + "p": 0.0633278414607048, + "m": 0.6561602354049683 + }, + { + "p": 0.06023067981004715, + "m": 1.0 + }, + { + "p": 0.05635324865579605, + "m": 0.9938095808029175 + }, + { + "p": 0.07052052766084671, + "m": 1.0 + }, + { + "p": 0.03351253271102905, + "m": 1.0 + }, + { + "p": 0.0594228059053421, + "m": 0.7525961995124817 + }, + { + "p": 0.07648951560258865, + "m": 1.0 + }, + { + "p": 0.040780168026685715, + "m": 0.7953945398330688 + }, + { + "p": 0.04057304933667183, + "m": 0.7071877121925354 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.44728422164917, + "val_loss": 1.1671003103256226, + "acc": 56.89, + "time": 592.0053731270018, + "param": [ + { + "p": 0.07171852886676788, + "m": 1.0 + }, + { + "p": 0.04325380176305771, + "m": 1.0 + }, + { + "p": 0.05659200996160507, + "m": 1.0 + }, + { + "p": 0.06321568042039871, + "m": 0.9528156518936157 + }, + { + "p": 0.0340789295732975, + "m": 0.16200248897075653 + }, + { + "p": 0.05704855918884277, + "m": 0.34268784523010254 + }, + { + "p": 0.05467514321208, + "m": 1.0 + }, + { + "p": 0.06766454875469208, + "m": 0.9116653203964233 + }, + { + "p": 0.07921967655420303, + "m": 1.0 + }, + { + "p": 0.0511004813015461, + "m": 0.6674333810806274 + }, + { + "p": 0.06281780451536179, + "m": 1.0 + }, + { + "p": 0.05625268444418907, + "m": 1.0 + }, + { + "p": 0.07827744632959366, + "m": 1.0 + }, + { + "p": 0.047482434660196304, + "m": 1.0 + }, + { + "p": 0.04200706630945206, + "m": 0.7526290416717529 + }, + { + "p": 0.0729154720902443, + "m": 1.0 + }, + { + "p": 0.027229290455579758, + "m": 0.8179907202720642 + }, + { + "p": 0.03445039317011833, + "m": 0.7455251216888428 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5465350151062012, + "val_loss": 1.1970205307006836, + "acc": 57.92, + "time": 593.0871163599659, + "param": [ + { + "p": 0.0495237335562706, + "m": 1.0 + }, + { + "p": 0.025586923584342003, + "m": 1.0 + }, + { + "p": 0.053012438118457794, + "m": 1.0 + }, + { + "p": 0.05634056776762009, + "m": 0.9349949955940247 + }, + { + "p": 0.060917507857084274, + "m": 0.13260817527770996 + }, + { + "p": 0.06992929428815842, + "m": 0.4070836901664734 + }, + { + "p": 0.05235181376338005, + "m": 0.955402672290802 + }, + { + "p": 0.0554252527654171, + "m": 0.8819723129272461 + }, + { + "p": 0.06737713515758514, + "m": 0.9983710050582886 + }, + { + "p": 0.05254637077450752, + "m": 0.6692988872528076 + }, + { + "p": 0.06150634214282036, + "m": 1.0 + }, + { + "p": 0.06809286028146744, + "m": 1.0 + }, + { + "p": 0.07125688344240189, + "m": 1.0 + }, + { + "p": 0.07041756063699722, + "m": 1.0 + }, + { + "p": 0.059805504977703094, + "m": 0.8720142245292664 + }, + { + "p": 0.0694371908903122, + "m": 1.0 + }, + { + "p": 0.026138197630643845, + "m": 0.7639289498329163 + }, + { + "p": 0.0303344689309597, + "m": 0.7584606409072876 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4003366231918335, + "val_loss": 1.193048357963562, + "acc": 56.5, + "time": 590.1328154790099, + "param": [ + { + "p": 0.0662546157836914, + "m": 1.0 + }, + { + "p": 0.08245542645454407, + "m": 1.0 + }, + { + "p": 0.06032253056764603, + "m": 1.0 + }, + { + "p": 0.06306148320436478, + "m": 0.9847416877746582 + }, + { + "p": 0.06131558492779732, + "m": 0.10954467952251434 + }, + { + "p": 0.054327450692653656, + "m": 0.4580359160900116 + }, + { + "p": 0.0695921927690506, + "m": 0.9116217494010925 + }, + { + "p": 0.023575054481625557, + "m": 1.0 + }, + { + "p": 0.06415732949972153, + "m": 1.0 + }, + { + "p": 0.0726311057806015, + "m": 0.6768849492073059 + }, + { + "p": 0.04272741079330444, + "m": 1.0 + }, + { + "p": 0.08494412899017334, + "m": 1.0 + }, + { + "p": 0.07113280147314072, + "m": 1.0 + }, + { + "p": 0.03882214054465294, + "m": 1.0 + }, + { + "p": 0.052844855934381485, + "m": 0.9597545862197876 + }, + { + "p": 0.058118972927331924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7852125763893127 + }, + { + "p": 0.03371691703796387, + "m": 0.8226321935653687 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5806258916854858, + "val_loss": 1.2934519052505493, + "acc": 58.99, + "time": 591.0157555210171, + "param": [ + { + "p": 0.06096788868308067, + "m": 1.0 + }, + { + "p": 0.04251230135560036, + "m": 1.0 + }, + { + "p": 0.0581960491836071, + "m": 1.0 + }, + { + "p": 0.062114469707012177, + "m": 1.0 + }, + { + "p": 0.044187840074300766, + "m": 0.17389942705631256 + }, + { + "p": 0.04986107349395752, + "m": 0.5251333713531494 + }, + { + "p": 0.07791399955749512, + "m": 1.0 + }, + { + "p": 0.059847570955753326, + "m": 0.836955726146698 + }, + { + "p": 0.06963269412517548, + "m": 1.0 + }, + { + "p": 0.04701503366231918, + "m": 0.6612268686294556 + }, + { + "p": 0.04506956413388252, + "m": 0.9996466636657715 + }, + { + "p": 0.06370504200458527, + "m": 1.0 + }, + { + "p": 0.06544283032417297, + "m": 1.0 + }, + { + "p": 0.042487673461437225, + "m": 1.0 + }, + { + "p": 0.07077837735414505, + "m": 0.7715041041374207 + }, + { + "p": 0.05922959744930267, + "m": 1.0 + }, + { + "p": 0.040311574935913086, + "m": 0.819687008857727 + }, + { + "p": 0.04072640836238861, + "m": 0.8166207075119019 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5468789339065552, + "val_loss": 1.1390668153762817, + "acc": 58.7, + "time": 594.8120059559587, + "param": [ + { + "p": 0.06035428121685982, + "m": 1.0 + }, + { + "p": 0.04344305023550987, + "m": 1.0 + }, + { + "p": 0.054280076175928116, + "m": 1.0 + }, + { + "p": 0.04000869765877724, + "m": 0.9727032780647278 + }, + { + "p": 0.0599837526679039, + "m": 0.21971026062965393 + }, + { + "p": 0.05294147506356239, + "m": 0.4786609709262848 + }, + { + "p": 0.07120025157928467, + "m": 0.889624834060669 + }, + { + "p": 0.05108524113893509, + "m": 0.9510799050331116 + }, + { + "p": 0.066890649497509, + "m": 1.0 + }, + { + "p": 0.04994805529713631, + "m": 0.6731380820274353 + }, + { + "p": 0.06392794847488403, + "m": 0.9994841814041138 + }, + { + "p": 0.07077638804912567, + "m": 1.0 + }, + { + "p": 0.059961557388305664, + "m": 1.0 + }, + { + "p": 0.05161583796143532, + "m": 1.0 + }, + { + "p": 0.0639694556593895, + "m": 0.840950071811676 + }, + { + "p": 0.05931792035698891, + "m": 1.0 + }, + { + "p": 0.033577486872673035, + "m": 0.8213034868240356 + }, + { + "p": 0.04671785980463028, + "m": 0.8409302830696106 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5516059398651123, + "val_loss": 1.1324734687805176, + "acc": 60.65, + "time": 586.1646325849579, + "param": [ + { + "p": 0.07260474562644958, + "m": 1.0 + }, + { + "p": 0.030382364988327026, + "m": 1.0 + }, + { + "p": 0.080422542989254, + "m": 1.0 + }, + { + "p": 0.0679253563284874, + "m": 0.9922442436218262 + }, + { + "p": 0.05383078753948212, + "m": 0.2915155291557312 + }, + { + "p": 0.04669536277651787, + "m": 0.5310784578323364 + }, + { + "p": 0.05706432834267616, + "m": 0.943486213684082 + }, + { + "p": 0.07384900003671646, + "m": 0.9778029918670654 + }, + { + "p": 0.07018613815307617, + "m": 0.9995774626731873 + }, + { + "p": 0.06180194765329361, + "m": 0.7165202498435974 + }, + { + "p": 0.06021374464035034, + "m": 0.9956534504890442 + }, + { + "p": 0.06964258849620819, + "m": 1.0 + }, + { + "p": 0.04673752561211586, + "m": 1.0 + }, + { + "p": 0.026063282042741776, + "m": 1.0 + }, + { + "p": 0.06969036161899567, + "m": 0.9093096852302551 + }, + { + "p": 0.06932558119297028, + "m": 1.0 + }, + { + "p": 0.03105819970369339, + "m": 0.79574054479599 + }, + { + "p": 0.012506289407610893, + "m": 0.8385519981384277 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.389611840248108, + "val_loss": 1.2075371742248535, + "acc": 59.34, + "time": 597.4101877430221, + "param": [ + { + "p": 0.05712054297327995, + "m": 1.0 + }, + { + "p": 0.015041965059936047, + "m": 1.0 + }, + { + "p": 0.05896417796611786, + "m": 1.0 + }, + { + "p": 0.06335625052452087, + "m": 0.8756226897239685 + }, + { + "p": 0.050524044781923294, + "m": 0.23877714574337006 + }, + { + "p": 0.04951292648911476, + "m": 0.5625663995742798 + }, + { + "p": 0.07196763902902603, + "m": 0.9984821677207947 + }, + { + "p": 0.0376301072537899, + "m": 0.979944109916687 + }, + { + "p": 0.0675443708896637, + "m": 1.0 + }, + { + "p": 0.058569956570863724, + "m": 0.6949565410614014 + }, + { + "p": 0.07434793561697006, + "m": 1.0 + }, + { + "p": 0.0669340193271637, + "m": 1.0 + }, + { + "p": 0.04961586371064186, + "m": 1.0 + }, + { + "p": 0.0446648932993412, + "m": 1.0 + }, + { + "p": 0.07917191833257675, + "m": 0.8761641383171082 + }, + { + "p": 0.06502791494131088, + "m": 0.9036542177200317 + }, + { + "p": 0.04711682349443436, + "m": 0.8752129077911377 + }, + { + "p": 0.0428885854780674, + "m": 0.8951019644737244 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4436068534851074, + "val_loss": 1.0865223407745361, + "acc": 60.57, + "time": 410.3417690380011, + "param": [ + { + "p": 0.05210564658045769, + "m": 1.0 + }, + { + "p": 0.05007413402199745, + "m": 1.0 + }, + { + "p": 0.06419891119003296, + "m": 1.0 + }, + { + "p": 0.054082222282886505, + "m": 0.9069605469703674 + }, + { + "p": 0.05228181928396225, + "m": 0.26688501238822937 + }, + { + "p": 0.04323417693376541, + "m": 0.5408534407615662 + }, + { + "p": 0.06232328712940216, + "m": 0.9915321469306946 + }, + { + "p": 0.0601898655295372, + "m": 0.9642930030822754 + }, + { + "p": 0.04211520031094551, + "m": 1.0 + }, + { + "p": 0.05406411364674568, + "m": 0.6965481042861938 + }, + { + "p": 0.0583796463906765, + "m": 1.0 + }, + { + "p": 0.06589006632566452, + "m": 0.9834983944892883 + }, + { + "p": 0.0767986997961998, + "m": 1.0 + }, + { + "p": 0.03983495756983757, + "m": 1.0 + }, + { + "p": 0.06257063895463943, + "m": 0.8972162008285522 + }, + { + "p": 0.07422242313623428, + "m": 0.9626126885414124 + }, + { + "p": 0.04257338494062424, + "m": 0.9977445602416992 + }, + { + "p": 0.045060865581035614, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3278459310531616, + "val_loss": 1.1019620895385742, + "acc": 58.02, + "time": 465.95533831603825, + "param": [ + { + "p": 0.08024443686008453, + "m": 1.0 + }, + { + "p": 0.023025469854474068, + "m": 1.0 + }, + { + "p": 0.04602832719683647, + "m": 1.0 + }, + { + "p": 0.05122385174036026, + "m": 0.859032154083252 + }, + { + "p": 0.05804380774497986, + "m": 0.2619483172893524 + }, + { + "p": 0.050125688314437866, + "m": 0.5838393568992615 + }, + { + "p": 0.07593946903944016, + "m": 0.9245595335960388 + }, + { + "p": 0.04069747403264046, + "m": 1.0 + }, + { + "p": 0.05376380681991577, + "m": 1.0 + }, + { + "p": 0.042977653443813324, + "m": 0.7518825531005859 + }, + { + "p": 0.06321036070585251, + "m": 1.0 + }, + { + "p": 0.071281298995018, + "m": 0.9933469891548157 + }, + { + "p": 0.07641257345676422, + "m": 1.0 + }, + { + "p": 0.04263527691364288, + "m": 1.0 + }, + { + "p": 0.06333797425031662, + "m": 0.9247422814369202 + }, + { + "p": 0.09395109862089157, + "m": 1.0 + }, + { + "p": 0.028154633939266205, + "m": 0.9398792386054993 + }, + { + "p": 0.03894679248332977, + "m": 0.9956020712852478 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.32338285446167, + "val_loss": 1.1487470865249634, + "acc": 61.32, + "time": 591.1029315000051, + "param": [ + { + "p": 0.06153026223182678, + "m": 1.0 + }, + { + "p": 0.027423689141869545, + "m": 1.0 + }, + { + "p": 0.07947336882352829, + "m": 1.0 + }, + { + "p": 0.03823848441243172, + "m": 0.8942497372627258 + }, + { + "p": 0.06995195895433426, + "m": 0.24693937599658966 + }, + { + "p": 0.03514906018972397, + "m": 0.7250014543533325 + }, + { + "p": 0.08483704179525375, + "m": 0.9890192747116089 + }, + { + "p": 0.05155676230788231, + "m": 1.0 + }, + { + "p": 0.059931401163339615, + "m": 1.0 + }, + { + "p": 0.07762184739112854, + "m": 0.7612819075584412 + }, + { + "p": 0.0619976669549942, + "m": 1.0 + }, + { + "p": 0.06523244827985764, + "m": 1.0 + }, + { + "p": 0.0645262748003006, + "m": 1.0 + }, + { + "p": 0.033454377204179764, + "m": 1.0 + }, + { + "p": 0.04212137684226036, + "m": 0.9787927865982056 + }, + { + "p": 0.06062690168619156, + "m": 0.9926233887672424 + }, + { + "p": 0.050351426005363464, + "m": 0.9223456382751465 + }, + { + "p": 0.03597559407353401, + "m": 0.979004442691803 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6314241886138916, + "val_loss": 1.1265438795089722, + "acc": 60.18, + "time": 585.7301159800263, + "param": [ + { + "p": 0.0545150488615036, + "m": 1.0 + }, + { + "p": 0.04406794160604477, + "m": 1.0 + }, + { + "p": 0.086340993642807, + "m": 1.0 + }, + { + "p": 0.06205142289400101, + "m": 0.9424721002578735 + }, + { + "p": 0.04438738897442818, + "m": 0.23093202710151672 + }, + { + "p": 0.02134580723941326, + "m": 0.7201013565063477 + }, + { + "p": 0.034947775304317474, + "m": 0.9402658939361572 + }, + { + "p": 0.06424775719642639, + "m": 0.9535596370697021 + }, + { + "p": 0.03815111145377159, + "m": 1.0 + }, + { + "p": 0.07373533397912979, + "m": 0.7642664313316345 + }, + { + "p": 0.08183206617832184, + "m": 1.0 + }, + { + "p": 0.08313042670488358, + "m": 1.0 + }, + { + "p": 0.04423980042338371, + "m": 1.0 + }, + { + "p": 0.04031796753406525, + "m": 1.0 + }, + { + "p": 0.07306567579507828, + "m": 0.9466047286987305 + }, + { + "p": 0.07936782389879227, + "m": 1.0 + }, + { + "p": 0.03838902339339256, + "m": 0.9827502965927124 + }, + { + "p": 0.035866670310497284, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.44205641746521, + "val_loss": 1.0366615056991577, + "acc": 61.92, + "time": 590.2426781849936, + "param": [ + { + "p": 0.04661036655306816, + "m": 1.0 + }, + { + "p": 0.05495745316147804, + "m": 1.0 + }, + { + "p": 0.07902537286281586, + "m": 1.0 + }, + { + "p": 0.06401222944259644, + "m": 0.9873803853988647 + }, + { + "p": 0.052472300827503204, + "m": 0.09736909717321396 + }, + { + "p": 0.04886183887720108, + "m": 0.7229743003845215 + }, + { + "p": 0.06563413143157959, + "m": 0.9131428003311157 + }, + { + "p": 0.058331627398729324, + "m": 1.0 + }, + { + "p": 0.04509096220135689, + "m": 0.997201144695282 + }, + { + "p": 0.05732954293489456, + "m": 0.781497597694397 + }, + { + "p": 0.08077886700630188, + "m": 1.0 + }, + { + "p": 0.07987480610609055, + "m": 1.0 + }, + { + "p": 0.04910542443394661, + "m": 1.0 + }, + { + "p": 0.049243323504924774, + "m": 1.0 + }, + { + "p": 0.050491563975811005, + "m": 1.0 + }, + { + "p": 0.0591479130089283, + "m": 1.0 + }, + { + "p": 0.02998705394566059, + "m": 0.9293237924575806 + }, + { + "p": 0.02904518134891987, + "m": 0.9708427786827087 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.332702398300171, + "val_loss": 1.2123864889144897, + "acc": 60.3, + "time": 592.1385606880067, + "param": [ + { + "p": 0.06962624192237854, + "m": 1.0 + }, + { + "p": 0.007916826754808426, + "m": 1.0 + }, + { + "p": 0.07722799479961395, + "m": 1.0 + }, + { + "p": 0.0666346549987793, + "m": 0.9756396412849426 + }, + { + "p": 0.052743472158908844, + "m": 0.191177099943161 + }, + { + "p": 0.03679526224732399, + "m": 0.7384278178215027 + }, + { + "p": 0.058228425681591034, + "m": 0.9769600629806519 + }, + { + "p": 0.05914958938956261, + "m": 0.9981540441513062 + }, + { + "p": 0.06734300404787064, + "m": 0.9989994764328003 + }, + { + "p": 0.052825551480054855, + "m": 0.7633949518203735 + }, + { + "p": 0.0506262443959713, + "m": 1.0 + }, + { + "p": 0.0651891678571701, + "m": 0.9993587732315063 + }, + { + "p": 0.08383799344301224, + "m": 1.0 + }, + { + "p": 0.042515192180871964, + "m": 1.0 + }, + { + "p": 0.06423597782850266, + "m": 1.0 + }, + { + "p": 0.06726270914077759, + "m": 1.0 + }, + { + "p": 0.0478602796792984, + "m": 0.9854758381843567 + }, + { + "p": 0.029981493949890137, + "m": 0.9991435408592224 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.380295991897583, + "val_loss": 1.0414520502090454, + "acc": 62.55, + "time": 588.2749154749908, + "param": [ + { + "p": 0.05078565701842308, + "m": 1.0 + }, + { + "p": 0.012433662079274654, + "m": 1.0 + }, + { + "p": 0.06946437805891037, + "m": 1.0 + }, + { + "p": 0.07479491084814072, + "m": 0.957798421382904 + }, + { + "p": 0.06884505599737167, + "m": 0.20173491537570953 + }, + { + "p": 0.06768530607223511, + "m": 0.6508477330207825 + }, + { + "p": 0.05180538818240166, + "m": 0.9681625962257385 + }, + { + "p": 0.03414788842201233, + "m": 0.9834570288658142 + }, + { + "p": 0.04916636645793915, + "m": 1.0 + }, + { + "p": 0.06490760296583176, + "m": 0.7330948114395142 + }, + { + "p": 0.05539209395647049, + "m": 1.0 + }, + { + "p": 0.08089582622051239, + "m": 1.0 + }, + { + "p": 0.0730980634689331, + "m": 1.0 + }, + { + "p": 0.043393492698669434, + "m": 1.0 + }, + { + "p": 0.059719376266002655, + "m": 0.9349071383476257 + }, + { + "p": 0.07603923231363297, + "m": 0.9983763694763184 + }, + { + "p": 0.022349504753947258, + "m": 0.9164333343505859 + }, + { + "p": 0.04507619887590408, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5168633460998535, + "val_loss": 1.0899087190628052, + "acc": 62.86, + "time": 591.6782788360142, + "param": [ + { + "p": 0.046898383647203445, + "m": 1.0 + }, + { + "p": 0.05534407123923302, + "m": 1.0 + }, + { + "p": 0.06155722960829735, + "m": 1.0 + }, + { + "p": 0.0464467853307724, + "m": 0.9702889919281006 + }, + { + "p": 0.0443132258951664, + "m": 0.10197589546442032 + }, + { + "p": 0.043940361589193344, + "m": 0.6424243450164795 + }, + { + "p": 0.060310836881399155, + "m": 0.9739963412284851 + }, + { + "p": 0.05931803584098816, + "m": 0.9048055410385132 + }, + { + "p": 0.04273161664605141, + "m": 1.0 + }, + { + "p": 0.05154631286859512, + "m": 0.7196667194366455 + }, + { + "p": 0.07126126438379288, + "m": 1.0 + }, + { + "p": 0.08150221407413483, + "m": 1.0 + }, + { + "p": 0.08064185082912445, + "m": 1.0 + }, + { + "p": 0.03313898295164108, + "m": 1.0 + }, + { + "p": 0.0610857792198658, + "m": 1.0 + }, + { + "p": 0.09184630960226059, + "m": 1.0 + }, + { + "p": 0.0446469746530056, + "m": 0.9253823757171631 + }, + { + "p": 0.023469675332307816, + "m": 0.9977875351905823 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2864670753479004, + "val_loss": 1.0653318166732788, + "acc": 62.74, + "time": 584.6060475059785, + "param": [ + { + "p": 0.04924142733216286, + "m": 1.0 + }, + { + "p": 0.05629102140665054, + "m": 1.0 + }, + { + "p": 0.0766095295548439, + "m": 1.0 + }, + { + "p": 0.04989407956600189, + "m": 0.9597242474555969 + }, + { + "p": 0.05730579048395157, + "m": 0.17000998556613922 + }, + { + "p": 0.06048395112156868, + "m": 0.7704112529754639 + }, + { + "p": 0.05430566146969795, + "m": 0.9845470190048218 + }, + { + "p": 0.04775947332382202, + "m": 0.9668582677841187 + }, + { + "p": 0.050615839660167694, + "m": 1.0 + }, + { + "p": 0.06953002512454987, + "m": 0.6939135193824768 + }, + { + "p": 0.06157586723566055, + "m": 1.0 + }, + { + "p": 0.05327241122722626, + "m": 1.0 + }, + { + "p": 0.0448906235396862, + "m": 1.0 + }, + { + "p": 0.05869162082672119, + "m": 1.0 + }, + { + "p": 0.05844816565513611, + "m": 0.9021034240722656 + }, + { + "p": 0.0765647292137146, + "m": 0.9997658133506775 + }, + { + "p": 0.02946505695581436, + "m": 1.0 + }, + { + "p": 0.045054685324430466, + "m": 0.9976741671562195 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1357017755508423, + "val_loss": 1.1120750904083252, + "acc": 62.24, + "time": 590.4293818449951, + "param": [ + { + "p": 0.06034696102142334, + "m": 1.0 + }, + { + "p": 0.0492544025182724, + "m": 1.0 + }, + { + "p": 0.07294562458992004, + "m": 1.0 + }, + { + "p": 0.0673782154917717, + "m": 0.9509845972061157 + }, + { + "p": 0.05545652285218239, + "m": 0.16590678691864014 + }, + { + "p": 0.06127222999930382, + "m": 0.7002732157707214 + }, + { + "p": 0.07275957614183426, + "m": 0.9900330901145935 + }, + { + "p": 0.06472667306661606, + "m": 0.9858381748199463 + }, + { + "p": 0.05466703325510025, + "m": 1.0 + }, + { + "p": 0.028671126812696457, + "m": 0.6879047751426697 + }, + { + "p": 0.05031174421310425, + "m": 0.9997969269752502 + }, + { + "p": 0.06003820151090622, + "m": 0.9978875517845154 + }, + { + "p": 0.06939101964235306, + "m": 1.0 + }, + { + "p": 0.055012110620737076, + "m": 1.0 + }, + { + "p": 0.07658569514751434, + "m": 0.8433073163032532 + }, + { + "p": 0.05347195640206337, + "m": 1.0 + }, + { + "p": 0.023707393556833267, + "m": 0.9798340797424316 + }, + { + "p": 0.02400352992117405, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.390139102935791, + "val_loss": 0.9844749569892883, + "acc": 62.59, + "time": 547.1885849550017, + "param": [ + { + "p": 0.07988424599170685, + "m": 1.0 + }, + { + "p": 0.03370864689350128, + "m": 1.0 + }, + { + "p": 0.05367845296859741, + "m": 1.0 + }, + { + "p": 0.04191175103187561, + "m": 0.9056910276412964 + }, + { + "p": 0.03904254361987114, + "m": 0.14014433324337006 + }, + { + "p": 0.06066382676362991, + "m": 0.6214074492454529 + }, + { + "p": 0.07109176367521286, + "m": 0.9965253472328186 + }, + { + "p": 0.05696812644600868, + "m": 0.9152746796607971 + }, + { + "p": 0.054681841284036636, + "m": 1.0 + }, + { + "p": 0.06802056729793549, + "m": 0.6280192136764526 + }, + { + "p": 0.07022012770175934, + "m": 1.0 + }, + { + "p": 0.060303594917058945, + "m": 0.9714351296424866 + }, + { + "p": 0.056786905974149704, + "m": 1.0 + }, + { + "p": 0.042185597121715546, + "m": 1.0 + }, + { + "p": 0.05479974299669266, + "m": 0.8353491425514221 + }, + { + "p": 0.06768065690994263, + "m": 0.9993984699249268 + }, + { + "p": 0.04237392172217369, + "m": 1.0 + }, + { + "p": 0.04599779471755028, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3862289190292358, + "val_loss": 1.073457956314087, + "acc": 63.79, + "time": 301.9506985479966, + "param": [ + { + "p": 0.07510843127965927, + "m": 1.0 + }, + { + "p": 0.020851295441389084, + "m": 1.0 + }, + { + "p": 0.06284040212631226, + "m": 1.0 + }, + { + "p": 0.058552082628011703, + "m": 0.9380958080291748 + }, + { + "p": 0.05862855911254883, + "m": 0.07259956747293472 + }, + { + "p": 0.0707467719912529, + "m": 0.7050727605819702 + }, + { + "p": 0.052193548530340195, + "m": 0.990491509437561 + }, + { + "p": 0.07041674852371216, + "m": 0.9879178404808044 + }, + { + "p": 0.07290421426296234, + "m": 1.0 + }, + { + "p": 0.041887566447257996, + "m": 0.56271892786026 + }, + { + "p": 0.05633437633514404, + "m": 0.9891483187675476 + }, + { + "p": 0.06733033806085587, + "m": 1.0 + }, + { + "p": 0.061232876032590866, + "m": 1.0 + }, + { + "p": 0.047445446252822876, + "m": 1.0 + }, + { + "p": 0.05044576898217201, + "m": 0.9940726161003113 + }, + { + "p": 0.06706421822309494, + "m": 1.0 + }, + { + "p": 0.036840807646512985, + "m": 0.958081066608429 + }, + { + "p": 0.029176533222198486, + "m": 0.96247398853302 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.1625421047210693, + "val_loss": 1.0816949605941772, + "acc": 62.96, + "time": 562.7391846280079, + "param": [ + { + "p": 0.06093602627515793, + "m": 1.0 + }, + { + "p": 0.03188227117061615, + "m": 1.0 + }, + { + "p": 0.06115736812353134, + "m": 1.0 + }, + { + "p": 0.05591597408056259, + "m": 0.9709200263023376 + }, + { + "p": 0.0522061325609684, + "m": 0.04354817792773247 + }, + { + "p": 0.039464108645915985, + "m": 0.6893341541290283 + }, + { + "p": 0.04384184256196022, + "m": 0.9974949359893799 + }, + { + "p": 0.06344273686408997, + "m": 0.9938369989395142 + }, + { + "p": 0.06932169198989868, + "m": 1.0 + }, + { + "p": 0.05502266064286232, + "m": 0.5556478500366211 + }, + { + "p": 0.07166977971792221, + "m": 1.0 + }, + { + "p": 0.06246465444564819, + "m": 0.9989897012710571 + }, + { + "p": 0.06619000434875488, + "m": 1.0 + }, + { + "p": 0.04424786940217018, + "m": 1.0 + }, + { + "p": 0.08084283769130707, + "m": 0.9983797669410706 + }, + { + "p": 0.05460260063409805, + "m": 1.0 + }, + { + "p": 0.044188838452100754, + "m": 1.0 + }, + { + "p": 0.04260251671075821, + "m": 0.9865631461143494 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.1659568548202515, + "val_loss": 1.167077898979187, + "acc": 63.91, + "time": 592.197434215981, + "param": [ + { + "p": 0.0627736747264862, + "m": 1.0 + }, + { + "p": 0.04331813007593155, + "m": 1.0 + }, + { + "p": 0.05215400457382202, + "m": 1.0 + }, + { + "p": 0.04469957575201988, + "m": 0.9881152510643005 + }, + { + "p": 0.05475461483001709, + "m": 0.06587579101324081 + }, + { + "p": 0.05291399359703064, + "m": 0.6755717396736145 + }, + { + "p": 0.06543363630771637, + "m": 0.9550133943557739 + }, + { + "p": 0.05860651284456253, + "m": 0.9460350275039673 + }, + { + "p": 0.05524040386080742, + "m": 1.0 + }, + { + "p": 0.05882005766034126, + "m": 0.5774554014205933 + }, + { + "p": 0.05719991773366928, + "m": 0.998830258846283 + }, + { + "p": 0.05729276314377785, + "m": 1.0 + }, + { + "p": 0.05147142708301544, + "m": 1.0 + }, + { + "p": 0.0657636895775795, + "m": 1.0 + }, + { + "p": 0.06162385642528534, + "m": 0.9584354758262634 + }, + { + "p": 0.07071904838085175, + "m": 1.0 + }, + { + "p": 0.046208545565605164, + "m": 1.0 + }, + { + "p": 0.041006192564964294, + "m": 0.9982806444168091 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.2677676677703857, + "val_loss": 1.0937472581863403, + "acc": 62.91, + "time": 594.4073153310455, + "param": [ + { + "p": 0.07656824588775635, + "m": 1.0 + }, + { + "p": 0.038353435695171356, + "m": 1.0 + }, + { + "p": 0.05981782078742981, + "m": 1.0 + }, + { + "p": 0.07062850892543793, + "m": 0.9993842244148254 + }, + { + "p": 0.05318523943424225, + "m": 0.1802440583705902 + }, + { + "p": 0.03947117552161217, + "m": 0.7706754803657532 + }, + { + "p": 0.05457432195544243, + "m": 0.999310314655304 + }, + { + "p": 0.07138970494270325, + "m": 1.0 + }, + { + "p": 0.07712721824645996, + "m": 1.0 + }, + { + "p": 0.051333148032426834, + "m": 0.5988816022872925 + }, + { + "p": 0.06574584543704987, + "m": 1.0 + }, + { + "p": 0.05870186537504196, + "m": 0.9839035868644714 + }, + { + "p": 0.06897121667861938, + "m": 1.0 + }, + { + "p": 0.03776322677731514, + "m": 1.0 + }, + { + "p": 0.06425117701292038, + "m": 0.8604878187179565 + }, + { + "p": 0.05271262302994728, + "m": 0.9784120321273804 + }, + { + "p": 0.020326588302850723, + "m": 0.983806312084198 + }, + { + "p": 0.03907860442996025, + "m": 0.9647207260131836 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4564554691314697, + "val_loss": 1.0257866382598877, + "acc": 64.38, + "time": 592.00803390902, + "param": [ + { + "p": 0.06407580524682999, + "m": 1.0 + }, + { + "p": 0.03261616826057434, + "m": 1.0 + }, + { + "p": 0.07623899728059769, + "m": 1.0 + }, + { + "p": 0.04990503191947937, + "m": 0.9826448559761047 + }, + { + "p": 0.06092117726802826, + "m": 0.20337332785129547 + }, + { + "p": 0.03566904738545418, + "m": 0.745844304561615 + }, + { + "p": 0.04565698653459549, + "m": 0.9010939002037048 + }, + { + "p": 0.07406394183635712, + "m": 0.9989170432090759 + }, + { + "p": 0.052917249500751495, + "m": 0.9991360306739807 + }, + { + "p": 0.05631198361515999, + "m": 0.5551071763038635 + }, + { + "p": 0.06724772602319717, + "m": 1.0 + }, + { + "p": 0.0638309046626091, + "m": 1.0 + }, + { + "p": 0.05848700553178787, + "m": 1.0 + }, + { + "p": 0.05415157228708267, + "m": 1.0 + }, + { + "p": 0.06846980005502701, + "m": 0.8354302048683167 + }, + { + "p": 0.05150097608566284, + "m": 0.9965201020240784 + }, + { + "p": 0.035476915538311005, + "m": 1.0 + }, + { + "p": 0.05245865508913994, + "m": 0.9964172840118408 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.353945255279541, + "val_loss": 1.0222634077072144, + "acc": 64.94, + "time": 589.6405040479731, + "param": [ + { + "p": 0.06909142434597015, + "m": 1.0 + }, + { + "p": 0.04068551957607269, + "m": 1.0 + }, + { + "p": 0.056187715381383896, + "m": 1.0 + }, + { + "p": 0.042374387383461, + "m": 0.9888787865638733 + }, + { + "p": 0.06293906271457672, + "m": 0.3134499788284302 + }, + { + "p": 0.06354286521673203, + "m": 0.7437599301338196 + }, + { + "p": 0.04983806982636452, + "m": 0.9266072511672974 + }, + { + "p": 0.0609358549118042, + "m": 0.8553727269172668 + }, + { + "p": 0.0739620178937912, + "m": 1.0 + }, + { + "p": 0.06410811841487885, + "m": 0.5849213600158691 + }, + { + "p": 0.06853120028972626, + "m": 1.0 + }, + { + "p": 0.06401614099740982, + "m": 1.0 + }, + { + "p": 0.05214690789580345, + "m": 1.0 + }, + { + "p": 0.03999011591076851, + "m": 1.0 + }, + { + "p": 0.062249403446912766, + "m": 0.8943964242935181 + }, + { + "p": 0.04989650845527649, + "m": 1.0 + }, + { + "p": 0.05344347283244133, + "m": 0.9580517411231995 + }, + { + "p": 0.026061277836561203, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2564880847930908, + "val_loss": 0.9432148337364197, + "acc": 65.53, + "time": 592.33656191302, + "param": [ + { + "p": 0.0578482486307621, + "m": 1.0 + }, + { + "p": 0.020022185519337654, + "m": 1.0 + }, + { + "p": 0.0424090251326561, + "m": 1.0 + }, + { + "p": 0.05188765376806259, + "m": 0.9926475286483765 + }, + { + "p": 0.06200676038861275, + "m": 0.3452443480491638 + }, + { + "p": 0.0416797399520874, + "m": 0.7084617018699646 + }, + { + "p": 0.08008801937103271, + "m": 0.9980014562606812 + }, + { + "p": 0.05124223977327347, + "m": 0.9479565620422363 + }, + { + "p": 0.06030292436480522, + "m": 0.9945248961448669 + }, + { + "p": 0.08213285356760025, + "m": 0.6407867074012756 + }, + { + "p": 0.08664311468601227, + "m": 0.9995428323745728 + }, + { + "p": 0.05884609371423721, + "m": 0.9931085109710693 + }, + { + "p": 0.06247294694185257, + "m": 1.0 + }, + { + "p": 0.046519313007593155, + "m": 1.0 + }, + { + "p": 0.04626382142305374, + "m": 0.9651925563812256 + }, + { + "p": 0.06985253840684891, + "m": 1.0 + }, + { + "p": 0.030996911227703094, + "m": 1.0 + }, + { + "p": 0.04878561198711395, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4610058069229126, + "val_loss": 0.9957683086395264, + "acc": 64.52, + "time": 593.928273278987, + "param": [ + { + "p": 0.05960509181022644, + "m": 1.0 + }, + { + "p": 0.04314347729086876, + "m": 1.0 + }, + { + "p": 0.06436619907617569, + "m": 1.0 + }, + { + "p": 0.06470071524381638, + "m": 0.8841390609741211 + }, + { + "p": 0.07318525016307831, + "m": 0.34031394124031067 + }, + { + "p": 0.06419354677200317, + "m": 0.7043433785438538 + }, + { + "p": 0.034622568637132645, + "m": 0.8953415751457214 + }, + { + "p": 0.04799675941467285, + "m": 0.9666216969490051 + }, + { + "p": 0.0653919130563736, + "m": 0.9911760687828064 + }, + { + "p": 0.07214951515197754, + "m": 0.6672132015228271 + }, + { + "p": 0.06777703016996384, + "m": 1.0 + }, + { + "p": 0.07811243832111359, + "m": 1.0 + }, + { + "p": 0.04112772271037102, + "m": 1.0 + }, + { + "p": 0.02461009845137596, + "m": 1.0 + }, + { + "p": 0.062251925468444824, + "m": 0.998462438583374 + }, + { + "p": 0.06857418268918991, + "m": 1.0 + }, + { + "p": 0.02308698557317257, + "m": 0.9962236881256104 + }, + { + "p": 0.04510460048913956, + "m": 0.9689760208129883 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4725815057754517, + "val_loss": 1.0056384801864624, + "acc": 65.86, + "time": 594.2307328740135, + "param": [ + { + "p": 0.0800982117652893, + "m": 1.0 + }, + { + "p": 0.044671740382909775, + "m": 1.0 + }, + { + "p": 0.061787623912096024, + "m": 1.0 + }, + { + "p": 0.0785936787724495, + "m": 0.9782441258430481 + }, + { + "p": 0.03389003127813339, + "m": 0.38635358214378357 + }, + { + "p": 0.04852573573589325, + "m": 0.7014108896255493 + }, + { + "p": 0.043250035494565964, + "m": 0.9392228126525879 + }, + { + "p": 0.046539075672626495, + "m": 1.0 + }, + { + "p": 0.05375998094677925, + "m": 1.0 + }, + { + "p": 0.07805412262678146, + "m": 0.6566805243492126 + }, + { + "p": 0.0640786811709404, + "m": 0.9998999238014221 + }, + { + "p": 0.060753125697374344, + "m": 1.0 + }, + { + "p": 0.07111671566963196, + "m": 1.0 + }, + { + "p": 0.039988089352846146, + "m": 1.0 + }, + { + "p": 0.05894588679075241, + "m": 0.9600429534912109 + }, + { + "p": 0.058909330517053604, + "m": 0.9985811114311218 + }, + { + "p": 0.04489145055413246, + "m": 1.0 + }, + { + "p": 0.032146573066711426, + "m": 0.9597025513648987 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.2504924535751343, + "val_loss": 0.9840528964996338, + "acc": 65.23, + "time": 594.6920441670227, + "param": [ + { + "p": 0.06120653450489044, + "m": 1.0 + }, + { + "p": 0.0440269336104393, + "m": 1.0 + }, + { + "p": 0.05530858412384987, + "m": 1.0 + }, + { + "p": 0.05689535662531853, + "m": 0.8906071186065674 + }, + { + "p": 0.050914403051137924, + "m": 0.4630623161792755 + }, + { + "p": 0.05399905890226364, + "m": 0.7663977742195129 + }, + { + "p": 0.061580583453178406, + "m": 0.998246431350708 + }, + { + "p": 0.05176659673452377, + "m": 1.0 + }, + { + "p": 0.0710001066327095, + "m": 1.0 + }, + { + "p": 0.05077126994729042, + "m": 0.7285094857215881 + }, + { + "p": 0.06823163479566574, + "m": 1.0 + }, + { + "p": 0.05174209177494049, + "m": 1.0 + }, + { + "p": 0.04983953386545181, + "m": 1.0 + }, + { + "p": 0.05972864478826523, + "m": 1.0 + }, + { + "p": 0.064183808863163, + "m": 0.9679884910583496 + }, + { + "p": 0.06553475558757782, + "m": 0.9892759323120117 + }, + { + "p": 0.04658856987953186, + "m": 0.9987456202507019 + }, + { + "p": 0.0366816483438015, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4522743225097656, + "val_loss": 0.871644139289856, + "acc": 66.05, + "time": 594.1727911899798, + "param": [ + { + "p": 0.057421065866947174, + "m": 1.0 + }, + { + "p": 0.03643818572163582, + "m": 1.0 + }, + { + "p": 0.0508965402841568, + "m": 1.0 + }, + { + "p": 0.046626076102256775, + "m": 0.7903839349746704 + }, + { + "p": 0.05828418582677841, + "m": 0.4557490944862366 + }, + { + "p": 0.05890950933098793, + "m": 0.8806272745132446 + }, + { + "p": 0.045914214104413986, + "m": 0.9735175371170044 + }, + { + "p": 0.05795628949999809, + "m": 0.9146621227264404 + }, + { + "p": 0.07607658952474594, + "m": 1.0 + }, + { + "p": 0.08552812784910202, + "m": 0.7686464190483093 + }, + { + "p": 0.06841698288917542, + "m": 1.0 + }, + { + "p": 0.08424652367830276, + "m": 1.0 + }, + { + "p": 0.05727605149149895, + "m": 1.0 + }, + { + "p": 0.03569905459880829, + "m": 1.0 + }, + { + "p": 0.053901538252830505, + "m": 0.9896189570426941 + }, + { + "p": 0.06448311358690262, + "m": 1.0 + }, + { + "p": 0.027169451117515564, + "m": 0.9876390695571899 + }, + { + "p": 0.0347563698887825, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.3275792598724365, + "val_loss": 1.0014736652374268, + "acc": 65.91, + "time": 593.2576662049978, + "param": [ + { + "p": 0.05438150465488434, + "m": 1.0 + }, + { + "p": 0.05157439410686493, + "m": 1.0 + }, + { + "p": 0.07965240627527237, + "m": 1.0 + }, + { + "p": 0.05512814223766327, + "m": 0.8589274287223816 + }, + { + "p": 0.030921734869480133, + "m": 0.31319376826286316 + }, + { + "p": 0.05732930451631546, + "m": 0.9996949434280396 + }, + { + "p": 0.05579935759305954, + "m": 0.9803543090820312 + }, + { + "p": 0.05971735715866089, + "m": 1.0 + }, + { + "p": 0.06360378861427307, + "m": 1.0 + }, + { + "p": 0.06901142001152039, + "m": 0.7476739287376404 + }, + { + "p": 0.06513090431690216, + "m": 1.0 + }, + { + "p": 0.06503292173147202, + "m": 0.9980553984642029 + }, + { + "p": 0.0451141856610775, + "m": 1.0 + }, + { + "p": 0.0643656924366951, + "m": 1.0 + }, + { + "p": 0.049216292798519135, + "m": 1.0 + }, + { + "p": 0.05598472058773041, + "m": 0.9958192706108093 + }, + { + "p": 0.048464708030223846, + "m": 0.9942857623100281 + }, + { + "p": 0.029571136459708214, + "m": 0.9782384037971497 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.410040259361267, + "val_loss": 0.9489230513572693, + "acc": 65.57, + "time": 590.9708097660332, + "param": [ + { + "p": 0.0712491050362587, + "m": 1.0 + }, + { + "p": 0.04078183323144913, + "m": 1.0 + }, + { + "p": 0.0632120743393898, + "m": 1.0 + }, + { + "p": 0.05841246247291565, + "m": 0.782463550567627 + }, + { + "p": 0.058498870581388474, + "m": 0.35679328441619873 + }, + { + "p": 0.052480317652225494, + "m": 1.0 + }, + { + "p": 0.07519499957561493, + "m": 0.8440232276916504 + }, + { + "p": 0.057661619037389755, + "m": 1.0 + }, + { + "p": 0.05377490073442459, + "m": 0.9963811039924622 + }, + { + "p": 0.03679472208023071, + "m": 0.7992337346076965 + }, + { + "p": 0.04778307303786278, + "m": 1.0 + }, + { + "p": 0.06250163167715073, + "m": 0.9546001553535461 + }, + { + "p": 0.0655980333685875, + "m": 1.0 + }, + { + "p": 0.06277920305728912, + "m": 1.0 + }, + { + "p": 0.08376875519752502, + "m": 0.9997871518135071 + }, + { + "p": 0.03945903480052948, + "m": 0.9522393345832825 + }, + { + "p": 0.03854920715093613, + "m": 1.0 + }, + { + "p": 0.03150010108947754, + "m": 0.998593270778656 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.2734733819961548, + "val_loss": 0.9396955370903015, + "acc": 66.15, + "time": 591.6238802139997, + "param": [ + { + "p": 0.06900092214345932, + "m": 1.0 + }, + { + "p": 0.04436313360929489, + "m": 1.0 + }, + { + "p": 0.06354460120201111, + "m": 1.0 + }, + { + "p": 0.05102543160319328, + "m": 0.8545140027999878 + }, + { + "p": 0.07167623937129974, + "m": 0.32443758845329285 + }, + { + "p": 0.053660765290260315, + "m": 0.9174530506134033 + }, + { + "p": 0.050031159073114395, + "m": 0.9872514605522156 + }, + { + "p": 0.05958274379372597, + "m": 0.9920797348022461 + }, + { + "p": 0.07033391296863556, + "m": 1.0 + }, + { + "p": 0.07144851237535477, + "m": 0.7987151145935059 + }, + { + "p": 0.06285571306943893, + "m": 1.0 + }, + { + "p": 0.04650801047682762, + "m": 1.0 + }, + { + "p": 0.05903640389442444, + "m": 1.0 + }, + { + "p": 0.03786993399262428, + "m": 1.0 + }, + { + "p": 0.05245092883706093, + "m": 0.9704961776733398 + }, + { + "p": 0.05425981432199478, + "m": 1.0 + }, + { + "p": 0.0455046184360981, + "m": 1.0 + }, + { + "p": 0.03684701398015022, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2014461755752563, + "val_loss": 1.0759389400482178, + "acc": 64.84, + "time": 589.0454114319873, + "param": [ + { + "p": 0.07262786477804184, + "m": 1.0 + }, + { + "p": 0.0410841666162014, + "m": 1.0 + }, + { + "p": 0.06882710754871368, + "m": 1.0 + }, + { + "p": 0.06923747062683105, + "m": 0.830761730670929 + }, + { + "p": 0.03992341458797455, + "m": 0.4002401828765869 + }, + { + "p": 0.03901028260588646, + "m": 0.9190639853477478 + }, + { + "p": 0.051076438277959824, + "m": 0.9960244297981262 + }, + { + "p": 0.04857880622148514, + "m": 1.0 + }, + { + "p": 0.06099322810769081, + "m": 1.0 + }, + { + "p": 0.039384279400110245, + "m": 0.7753398418426514 + }, + { + "p": 0.06794051826000214, + "m": 0.9991742372512817 + }, + { + "p": 0.06742300093173981, + "m": 0.9957253336906433 + }, + { + "p": 0.07273160666227341, + "m": 1.0 + }, + { + "p": 0.07644343376159668, + "m": 1.0 + }, + { + "p": 0.052883703261613846, + "m": 0.9423104524612427 + }, + { + "p": 0.06525769084692001, + "m": 0.9960095882415771 + }, + { + "p": 0.03204845264554024, + "m": 1.0 + }, + { + "p": 0.034528542309999466, + "m": 0.9899219870567322 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2323663234710693, + "val_loss": 0.8789346814155579, + "acc": 66.12, + "time": 591.7854602180305, + "param": [ + { + "p": 0.08131299167871475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049942705780267715, + "m": 1.0 + }, + { + "p": 0.03690311685204506, + "m": 0.8585690855979919 + }, + { + "p": 0.05352986603975296, + "m": 0.2698335647583008 + }, + { + "p": 0.05253157019615173, + "m": 0.8494170904159546 + }, + { + "p": 0.06604921072721481, + "m": 0.9877116084098816 + }, + { + "p": 0.03879334405064583, + "m": 1.0 + }, + { + "p": 0.09753339737653732, + "m": 1.0 + }, + { + "p": 0.06632672995328903, + "m": 0.7599309086799622 + }, + { + "p": 0.060289617627859116, + "m": 1.0 + }, + { + "p": 0.05391939356923103, + "m": 0.9901007413864136 + }, + { + "p": 0.08495655655860901, + "m": 1.0 + }, + { + "p": 0.02235911786556244, + "m": 1.0 + }, + { + "p": 0.06654667854309082, + "m": 0.9799738526344299 + }, + { + "p": 0.08460187911987305, + "m": 1.0 + }, + { + "p": 0.036109499633312225, + "m": 0.9933377504348755 + }, + { + "p": 0.04829439893364906, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3224173784255981, + "val_loss": 0.9400097131729126, + "acc": 67.33, + "time": 593.7035758079728, + "param": [ + { + "p": 0.0763353556394577, + "m": 1.0 + }, + { + "p": 0.02336375042796135, + "m": 1.0 + }, + { + "p": 0.07190904766321182, + "m": 1.0 + }, + { + "p": 0.05071084201335907, + "m": 0.8981931209564209 + }, + { + "p": 0.05673018470406532, + "m": 0.29851049184799194 + }, + { + "p": 0.039168570190668106, + "m": 0.813828706741333 + }, + { + "p": 0.03649786859750748, + "m": 1.0 + }, + { + "p": 0.03738578036427498, + "m": 0.926964282989502 + }, + { + "p": 0.07593344151973724, + "m": 1.0 + }, + { + "p": 0.04418341442942619, + "m": 0.8146801590919495 + }, + { + "p": 0.06112219765782356, + "m": 1.0 + }, + { + "p": 0.04365919902920723, + "m": 1.0 + }, + { + "p": 0.08622487634420395, + "m": 1.0 + }, + { + "p": 0.044399674981832504, + "m": 1.0 + }, + { + "p": 0.07239450514316559, + "m": 0.9283491373062134 + }, + { + "p": 0.07858052104711533, + "m": 1.0 + }, + { + "p": 0.0459556020796299, + "m": 1.0 + }, + { + "p": 0.055445268750190735, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.2773160934448242, + "val_loss": 0.951380729675293, + "acc": 67.39, + "time": 588.3986803820007, + "param": [ + { + "p": 0.054405584931373596, + "m": 1.0 + }, + { + "p": 0.024410218000411987, + "m": 1.0 + }, + { + "p": 0.07258383929729462, + "m": 1.0 + }, + { + "p": 0.07261284440755844, + "m": 0.9089840054512024 + }, + { + "p": 0.06213587522506714, + "m": 0.2605614960193634 + }, + { + "p": 0.04440314695239067, + "m": 0.905019998550415 + }, + { + "p": 0.051334794610738754, + "m": 0.8632639646530151 + }, + { + "p": 0.04269441217184067, + "m": 1.0 + }, + { + "p": 0.05630333721637726, + "m": 0.9673066735267639 + }, + { + "p": 0.05233175680041313, + "m": 0.8106567859649658 + }, + { + "p": 0.06556861102581024, + "m": 1.0 + }, + { + "p": 0.06405888497829437, + "m": 1.0 + }, + { + "p": 0.07267989963293076, + "m": 1.0 + }, + { + "p": 0.04527612403035164, + "m": 1.0 + }, + { + "p": 0.06816626340150833, + "m": 0.8907531499862671 + }, + { + "p": 0.0711541473865509, + "m": 1.0 + }, + { + "p": 0.03611643984913826, + "m": 1.0 + }, + { + "p": 0.04376380890607834, + "m": 0.996340811252594 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.1468164920806885, + "val_loss": 0.893149733543396, + "acc": 66.05, + "time": 589.1932158090058, + "param": [ + { + "p": 0.05524167791008949, + "m": 1.0 + }, + { + "p": 0.024373691529035568, + "m": 1.0 + }, + { + "p": 0.07653459161520004, + "m": 1.0 + }, + { + "p": 0.05540855601429939, + "m": 0.8172213435173035 + }, + { + "p": 0.05794661119580269, + "m": 0.1422741562128067 + }, + { + "p": 0.044175513088703156, + "m": 0.9565801024436951 + }, + { + "p": 0.06330061703920364, + "m": 0.925347089767456 + }, + { + "p": 0.04868391901254654, + "m": 0.983725368976593 + }, + { + "p": 0.0652901902794838, + "m": 1.0 + }, + { + "p": 0.06394562125205994, + "m": 0.8713980317115784 + }, + { + "p": 0.06918264180421829, + "m": 1.0 + }, + { + "p": 0.050883207470178604, + "m": 0.9831538200378418 + }, + { + "p": 0.0722779706120491, + "m": 1.0 + }, + { + "p": 0.058421939611434937, + "m": 1.0 + }, + { + "p": 0.049357447773218155, + "m": 0.9662227630615234 + }, + { + "p": 0.07115442305803299, + "m": 1.0 + }, + { + "p": 0.035802699625492096, + "m": 0.9983834028244019 + }, + { + "p": 0.03801866993308067, + "m": 0.9151695966720581 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.373030185699463, + "val_loss": 0.9823153018951416, + "acc": 65.61, + "time": 551.2358420570381, + "param": [ + { + "p": 0.06295020133256912, + "m": 1.0 + }, + { + "p": 0.047101955860853195, + "m": 1.0 + }, + { + "p": 0.06251861900091171, + "m": 1.0 + }, + { + "p": 0.058710891753435135, + "m": 0.8198789954185486 + }, + { + "p": 0.054732561111450195, + "m": 0.20184333622455597 + }, + { + "p": 0.06158106029033661, + "m": 0.9563509821891785 + }, + { + "p": 0.034891750663518906, + "m": 0.893459677696228 + }, + { + "p": 0.079193614423275, + "m": 0.9942750334739685 + }, + { + "p": 0.03879167139530182, + "m": 0.9999348521232605 + }, + { + "p": 0.05378446355462074, + "m": 0.862772524356842 + }, + { + "p": 0.049192484468221664, + "m": 0.9967535138130188 + }, + { + "p": 0.07413987070322037, + "m": 0.9972929954528809 + }, + { + "p": 0.05586528778076172, + "m": 1.0 + }, + { + "p": 0.0648675262928009, + "m": 1.0 + }, + { + "p": 0.05274434760212898, + "m": 1.0 + }, + { + "p": 0.0842631533741951, + "m": 0.9766619205474854 + }, + { + "p": 0.034041229635477066, + "m": 0.9557387828826904 + }, + { + "p": 0.03062925487756729, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.2247042655944824, + "val_loss": 0.9630743861198425, + "acc": 67.63, + "time": 325.817872228974, + "param": [ + { + "p": 0.05977930873632431, + "m": 1.0 + }, + { + "p": 0.03199956938624382, + "m": 1.0 + }, + { + "p": 0.06237601861357689, + "m": 1.0 + }, + { + "p": 0.04454980045557022, + "m": 0.9510909914970398 + }, + { + "p": 0.07005277276039124, + "m": 0.25186365842819214 + }, + { + "p": 0.05682520195841789, + "m": 0.9149546027183533 + }, + { + "p": 0.07725689560174942, + "m": 0.9079749584197998 + }, + { + "p": 0.05597026273608208, + "m": 0.9872848987579346 + }, + { + "p": 0.06529645621776581, + "m": 1.0 + }, + { + "p": 0.05397885665297508, + "m": 0.8624219298362732 + }, + { + "p": 0.04386965557932854, + "m": 1.0 + }, + { + "p": 0.06619402021169662, + "m": 0.90938401222229 + }, + { + "p": 0.04520285502076149, + "m": 1.0 + }, + { + "p": 0.02800370380282402, + "m": 1.0 + }, + { + "p": 0.07812000066041946, + "m": 1.0 + }, + { + "p": 0.05641159042716026, + "m": 0.9818074107170105 + }, + { + "p": 0.054902441799640656, + "m": 0.9996679425239563 + }, + { + "p": 0.049210719764232635, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3457772731781006, + "val_loss": 0.9565045833587646, + "acc": 68.18, + "time": 590.925070355006, + "param": [ + { + "p": 0.062080588191747665, + "m": 1.0 + }, + { + "p": 0.05186448618769646, + "m": 1.0 + }, + { + "p": 0.06755584478378296, + "m": 1.0 + }, + { + "p": 0.032442204654216766, + "m": 0.8980662226676941 + }, + { + "p": 0.06134958192706108, + "m": 0.2054150253534317 + }, + { + "p": 0.047905661165714264, + "m": 0.9513829946517944 + }, + { + "p": 0.06177680194377899, + "m": 0.9933510422706604 + }, + { + "p": 0.06675781309604645, + "m": 1.0 + }, + { + "p": 0.05269091948866844, + "m": 1.0 + }, + { + "p": 0.05356842651963234, + "m": 0.8764672875404358 + }, + { + "p": 0.04736565798521042, + "m": 1.0 + }, + { + "p": 0.0637163445353508, + "m": 1.0 + }, + { + "p": 0.058443471789360046, + "m": 1.0 + }, + { + "p": 0.04999410733580589, + "m": 1.0 + }, + { + "p": 0.0723419040441513, + "m": 0.9964928030967712 + }, + { + "p": 0.06069427356123924, + "m": 1.0 + }, + { + "p": 0.05659366026520729, + "m": 1.0 + }, + { + "p": 0.03285829350352287, + "m": 0.9365917444229126 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3695729970932007, + "val_loss": 0.9346016049385071, + "acc": 66.74, + "time": 590.9350546649657, + "param": [ + { + "p": 0.055420421063899994, + "m": 1.0 + }, + { + "p": 0.0540342815220356, + "m": 1.0 + }, + { + "p": 0.05928551405668259, + "m": 1.0 + }, + { + "p": 0.06295739859342575, + "m": 0.9089348316192627 + }, + { + "p": 0.06397408246994019, + "m": 0.19035649299621582 + }, + { + "p": 0.03717687353491783, + "m": 0.8950574994087219 + }, + { + "p": 0.0478421151638031, + "m": 0.9936169385910034 + }, + { + "p": 0.048265378922224045, + "m": 0.9717962741851807 + }, + { + "p": 0.05605209246277809, + "m": 1.0 + }, + { + "p": 0.06871894747018814, + "m": 0.8556903004646301 + }, + { + "p": 0.0519561767578125, + "m": 1.0 + }, + { + "p": 0.07579866051673889, + "m": 0.9616082310676575 + }, + { + "p": 0.05322396755218506, + "m": 1.0 + }, + { + "p": 0.06183938309550285, + "m": 1.0 + }, + { + "p": 0.06283648312091827, + "m": 0.9817423820495605 + }, + { + "p": 0.04798726364970207, + "m": 1.0 + }, + { + "p": 0.03254128247499466, + "m": 1.0 + }, + { + "p": 0.06008966267108917, + "m": 0.9669998288154602 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0804176330566406, + "val_loss": 0.9339944124221802, + "acc": 67.98, + "time": 585.8036955109565, + "param": [ + { + "p": 0.05721322447061539, + "m": 1.0 + }, + { + "p": 0.042425934225320816, + "m": 1.0 + }, + { + "p": 0.07106324285268784, + "m": 1.0 + }, + { + "p": 0.040009766817092896, + "m": 0.9524126648902893 + }, + { + "p": 0.060570720583200455, + "m": 0.3284182548522949 + }, + { + "p": 0.06901787221431732, + "m": 0.9636793732643127 + }, + { + "p": 0.04758799821138382, + "m": 0.9855348467826843 + }, + { + "p": 0.04828881844878197, + "m": 1.0 + }, + { + "p": 0.0596318319439888, + "m": 1.0 + }, + { + "p": 0.06380484253168106, + "m": 0.9345365762710571 + }, + { + "p": 0.0584804005920887, + "m": 1.0 + }, + { + "p": 0.06555067002773285, + "m": 0.9916000962257385 + }, + { + "p": 0.07088553160429001, + "m": 1.0 + }, + { + "p": 0.01826835423707962, + "m": 1.0 + }, + { + "p": 0.06757152825593948, + "m": 0.9756991267204285 + }, + { + "p": 0.05100090801715851, + "m": 0.9594997763633728 + }, + { + "p": 0.0551442950963974, + "m": 1.0 + }, + { + "p": 0.05348411947488785, + "m": 0.9996256232261658 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1362054347991943, + "val_loss": 0.7987799644470215, + "acc": 68.71, + "time": 587.0139760770253, + "param": [ + { + "p": 0.0802222415804863, + "m": 1.0 + }, + { + "p": 0.044977232813835144, + "m": 1.0 + }, + { + "p": 0.08745235949754715, + "m": 1.0 + }, + { + "p": 0.020399317145347595, + "m": 0.8697707653045654 + }, + { + "p": 0.050239067524671555, + "m": 0.3910607397556305 + }, + { + "p": 0.0661085695028305, + "m": 0.9748585820198059 + }, + { + "p": 0.07725279033184052, + "m": 0.9965401887893677 + }, + { + "p": 0.04335576295852661, + "m": 1.0 + }, + { + "p": 0.052769143134355545, + "m": 0.9956212639808655 + }, + { + "p": 0.07123609632253647, + "m": 0.979297935962677 + }, + { + "p": 0.07939422130584717, + "m": 1.0 + }, + { + "p": 0.03153485804796219, + "m": 1.0 + }, + { + "p": 0.05593417212367058, + "m": 1.0 + }, + { + "p": 0.07845145463943481, + "m": 1.0 + }, + { + "p": 0.07579221576452255, + "m": 1.0 + }, + { + "p": 0.04604051262140274, + "m": 0.9997861385345459 + }, + { + "p": 0.020778411999344826, + "m": 0.9910730719566345 + }, + { + "p": 0.018061591312289238, + "m": 0.9686132669448853 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.1190898418426514, + "val_loss": 0.9253600239753723, + "acc": 67.84, + "time": 590.4612102920073, + "param": [ + { + "p": 0.0600622221827507, + "m": 1.0 + }, + { + "p": 0.034024886786937714, + "m": 1.0 + }, + { + "p": 0.04012070596218109, + "m": 1.0 + }, + { + "p": 0.03916289284825325, + "m": 0.8015512228012085 + }, + { + "p": 0.05838926509022713, + "m": 0.35858628153800964 + }, + { + "p": 0.029778512194752693, + "m": 0.9965993165969849 + }, + { + "p": 0.047666147351264954, + "m": 0.8845257759094238 + }, + { + "p": 0.04343504458665848, + "m": 0.9990452527999878 + }, + { + "p": 0.07167475670576096, + "m": 1.0 + }, + { + "p": 0.058934297412633896, + "m": 0.9103718400001526 + }, + { + "p": 0.06525777280330658, + "m": 0.9973883032798767 + }, + { + "p": 0.0804547667503357, + "m": 1.0 + }, + { + "p": 0.061611514538526535, + "m": 1.0 + }, + { + "p": 0.05702430382370949, + "m": 1.0 + }, + { + "p": 0.055649928748607635, + "m": 0.9612138271331787 + }, + { + "p": 0.08531884849071503, + "m": 1.0 + }, + { + "p": 0.03891414403915405, + "m": 0.9641565084457397 + }, + { + "p": 0.07251992076635361, + "m": 0.9474872946739197 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4017425775527954, + "val_loss": 0.8421880602836609, + "acc": 68.44, + "time": 590.8759258050122, + "param": [ + { + "p": 0.07563677430152893, + "m": 1.0 + }, + { + "p": 0.04385467991232872, + "m": 1.0 + }, + { + "p": 0.07873695343732834, + "m": 1.0 + }, + { + "p": 0.05799747630953789, + "m": 0.7521585822105408 + }, + { + "p": 0.041543614119291306, + "m": 0.35455384850502014 + }, + { + "p": 0.058398354798555374, + "m": 1.0 + }, + { + "p": 0.05231691896915436, + "m": 1.0 + }, + { + "p": 0.06299393624067307, + "m": 0.935034990310669 + }, + { + "p": 0.06392189860343933, + "m": 1.0 + }, + { + "p": 0.05310828611254692, + "m": 0.9151616096496582 + }, + { + "p": 0.062008339911699295, + "m": 0.9995526671409607 + }, + { + "p": 0.06512168794870377, + "m": 1.0 + }, + { + "p": 0.06351063400506973, + "m": 1.0 + }, + { + "p": 0.03219693526625633, + "m": 1.0 + }, + { + "p": 0.02908848412334919, + "m": 0.9460638761520386 + }, + { + "p": 0.06818083673715591, + "m": 0.9955062866210938 + }, + { + "p": 0.046313509345054626, + "m": 0.9156915545463562 + }, + { + "p": 0.04507063701748848, + "m": 0.8890950083732605 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2804815769195557, + "val_loss": 0.9418047070503235, + "acc": 68.97, + "time": 593.9845373959979, + "param": [ + { + "p": 0.056872956454753876, + "m": 1.0 + }, + { + "p": 0.03558976203203201, + "m": 1.0 + }, + { + "p": 0.06051558256149292, + "m": 1.0 + }, + { + "p": 0.044943202286958694, + "m": 0.7775313854217529 + }, + { + "p": 0.041958630084991455, + "m": 0.519284725189209 + }, + { + "p": 0.06463374197483063, + "m": 1.0 + }, + { + "p": 0.03530941531062126, + "m": 0.9909640550613403 + }, + { + "p": 0.06620926409959793, + "m": 1.0 + }, + { + "p": 0.03466152772307396, + "m": 0.9500215649604797 + }, + { + "p": 0.07568788528442383, + "m": 0.9561254978179932 + }, + { + "p": 0.07467132061719894, + "m": 1.0 + }, + { + "p": 0.07937014847993851, + "m": 1.0 + }, + { + "p": 0.07444550096988678, + "m": 1.0 + }, + { + "p": 0.04490881785750389, + "m": 1.0 + }, + { + "p": 0.06754359602928162, + "m": 0.9273266792297363 + }, + { + "p": 0.06116238236427307, + "m": 1.0 + }, + { + "p": 0.04228083789348602, + "m": 0.8797546625137329 + }, + { + "p": 0.03923545032739639, + "m": 0.8472610712051392 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4251240491867065, + "val_loss": 0.9054490327835083, + "acc": 67.93, + "time": 595.0112302670022, + "param": [ + { + "p": 0.08206234872341156, + "m": 1.0 + }, + { + "p": 0.04466157779097557, + "m": 1.0 + }, + { + "p": 0.058397360146045685, + "m": 1.0 + }, + { + "p": 0.029591433703899384, + "m": 0.8098250031471252 + }, + { + "p": 0.059579115360975266, + "m": 0.43368181586265564 + }, + { + "p": 0.05276289954781532, + "m": 0.99614417552948 + }, + { + "p": 0.0635562390089035, + "m": 0.9218582510948181 + }, + { + "p": 0.07255107164382935, + "m": 0.909727931022644 + }, + { + "p": 0.07025258988142014, + "m": 1.0 + }, + { + "p": 0.04313109442591667, + "m": 0.872882604598999 + }, + { + "p": 0.057767271995544434, + "m": 1.0 + }, + { + "p": 0.07212787866592407, + "m": 1.0 + }, + { + "p": 0.04308038577437401, + "m": 1.0 + }, + { + "p": 0.05135303735733032, + "m": 1.0 + }, + { + "p": 0.05386529862880707, + "m": 0.977630078792572 + }, + { + "p": 0.047121159732341766, + "m": 0.9308947324752808 + }, + { + "p": 0.05114990845322609, + "m": 0.9023149609565735 + }, + { + "p": 0.046989355236291885, + "m": 0.9817124009132385 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2977101802825928, + "val_loss": 0.7420223951339722, + "acc": 68.67, + "time": 593.8177263520192, + "param": [ + { + "p": 0.08715509623289108, + "m": 1.0 + }, + { + "p": 0.03270253911614418, + "m": 1.0 + }, + { + "p": 0.045284453779459, + "m": 1.0 + }, + { + "p": 0.06692533195018768, + "m": 0.8248004913330078 + }, + { + "p": 0.05388570949435234, + "m": 0.44482219219207764 + }, + { + "p": 0.05881408974528313, + "m": 1.0 + }, + { + "p": 0.06260544806718826, + "m": 1.0 + }, + { + "p": 0.06349608302116394, + "m": 0.8430584073066711 + }, + { + "p": 0.06454428285360336, + "m": 1.0 + }, + { + "p": 0.05959727242588997, + "m": 0.9012526273727417 + }, + { + "p": 0.04037885740399361, + "m": 1.0 + }, + { + "p": 0.06598962098360062, + "m": 0.9934361577033997 + }, + { + "p": 0.06749662011861801, + "m": 1.0 + }, + { + "p": 0.04460146278142929, + "m": 1.0 + }, + { + "p": 0.05608565732836723, + "m": 1.0 + }, + { + "p": 0.05395159125328064, + "m": 0.9976887702941895 + }, + { + "p": 0.02062959223985672, + "m": 0.9167221784591675 + }, + { + "p": 0.05585629120469093, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2635390758514404, + "val_loss": 0.9308728575706482, + "acc": 67.05, + "time": 591.2308145439602, + "param": [ + { + "p": 0.0778980404138565, + "m": 1.0 + }, + { + "p": 0.04305263236165047, + "m": 1.0 + }, + { + "p": 0.05929568037390709, + "m": 1.0 + }, + { + "p": 0.055762723088264465, + "m": 0.8102463483810425 + }, + { + "p": 0.06007491052150726, + "m": 0.5320344567298889 + }, + { + "p": 0.06148362159729004, + "m": 0.9300551414489746 + }, + { + "p": 0.06214446574449539, + "m": 0.9743874073028564 + }, + { + "p": 0.04611523821949959, + "m": 0.8547883629798889 + }, + { + "p": 0.06703034788370132, + "m": 0.9944003820419312 + }, + { + "p": 0.05326739698648453, + "m": 0.9328356385231018 + }, + { + "p": 0.05273347347974777, + "m": 1.0 + }, + { + "p": 0.056817397475242615, + "m": 1.0 + }, + { + "p": 0.04460170492529869, + "m": 1.0 + }, + { + "p": 0.05161942169070244, + "m": 1.0 + }, + { + "p": 0.06738431006669998, + "m": 0.9905433058738708 + }, + { + "p": 0.03963329643011093, + "m": 1.0 + }, + { + "p": 0.06728477776050568, + "m": 1.0 + }, + { + "p": 0.03380057215690613, + "m": 0.9996541738510132 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1710798740386963, + "val_loss": 0.8583232164382935, + "acc": 68.15, + "time": 590.7700528960559, + "param": [ + { + "p": 0.08926968276500702, + "m": 1.0 + }, + { + "p": 0.0035819883923977613, + "m": 1.0 + }, + { + "p": 0.07026401162147522, + "m": 1.0 + }, + { + "p": 0.03184799477458, + "m": 0.8029223680496216 + }, + { + "p": 0.04030245542526245, + "m": 0.5585002899169922 + }, + { + "p": 0.05278191342949867, + "m": 0.9679872393608093 + }, + { + "p": 0.0682503879070282, + "m": 0.9841983914375305 + }, + { + "p": 0.0710158422589302, + "m": 0.9311656355857849 + }, + { + "p": 0.06655256450176239, + "m": 0.9908350706100464 + }, + { + "p": 0.06050367280840874, + "m": 0.9016008973121643 + }, + { + "p": 0.0529622957110405, + "m": 0.9901304841041565 + }, + { + "p": 0.08432942628860474, + "m": 1.0 + }, + { + "p": 0.06645676493644714, + "m": 1.0 + }, + { + "p": 0.058994971215724945, + "m": 1.0 + }, + { + "p": 0.06830918043851852, + "m": 0.8585227131843567 + }, + { + "p": 0.07005340605974197, + "m": 1.0 + }, + { + "p": 0.040917687118053436, + "m": 0.9945291876792908 + }, + { + "p": 0.0036058526020497084, + "m": 0.9914120435714722 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1270254850387573, + "val_loss": 0.8997545838356018, + "acc": 68.43, + "time": 592.9840524109895, + "param": [ + { + "p": 0.05917893722653389, + "m": 1.0 + }, + { + "p": 0.03676510974764824, + "m": 1.0 + }, + { + "p": 0.09920097142457962, + "m": 1.0 + }, + { + "p": 0.0395130030810833, + "m": 0.8853803277015686 + }, + { + "p": 0.05880482494831085, + "m": 0.6073945760726929 + }, + { + "p": 0.03340369835495949, + "m": 0.8948505520820618 + }, + { + "p": 0.06822759658098221, + "m": 0.9986165165901184 + }, + { + "p": 0.05024608597159386, + "m": 1.0 + }, + { + "p": 0.08261926472187042, + "m": 1.0 + }, + { + "p": 0.07054226845502853, + "m": 0.9033229351043701 + }, + { + "p": 0.05034342780709267, + "m": 1.0 + }, + { + "p": 0.05144323408603668, + "m": 1.0 + }, + { + "p": 0.056118451058864594, + "m": 1.0 + }, + { + "p": 0.03756806626915932, + "m": 1.0 + }, + { + "p": 0.07153525948524475, + "m": 0.9003227949142456 + }, + { + "p": 0.05418703332543373, + "m": 1.0 + }, + { + "p": 0.033266302198171616, + "m": 0.9998960494995117 + }, + { + "p": 0.047036416828632355, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.192064642906189, + "val_loss": 0.957828164100647, + "acc": 69.95, + "time": 592.146403538005, + "param": [ + { + "p": 0.07749307155609131, + "m": 1.0 + }, + { + "p": 0.03929850086569786, + "m": 1.0 + }, + { + "p": 0.03988673910498619, + "m": 1.0 + }, + { + "p": 0.046032439917325974, + "m": 0.9913506507873535 + }, + { + "p": 0.046761251986026764, + "m": 0.5963054299354553 + }, + { + "p": 0.034050051122903824, + "m": 0.792651891708374 + }, + { + "p": 0.07407615333795547, + "m": 0.9010897278785706 + }, + { + "p": 0.03773634508252144, + "m": 1.0 + }, + { + "p": 0.0507521815598011, + "m": 0.9803401231765747 + }, + { + "p": 0.07241111993789673, + "m": 0.8680471181869507 + }, + { + "p": 0.07986050844192505, + "m": 0.9923195838928223 + }, + { + "p": 0.06454531848430634, + "m": 1.0 + }, + { + "p": 0.07016197592020035, + "m": 1.0 + }, + { + "p": 0.05443853512406349, + "m": 1.0 + }, + { + "p": 0.0577523447573185, + "m": 0.8539400100708008 + }, + { + "p": 0.05970270186662674, + "m": 0.9538688063621521 + }, + { + "p": 0.03476244956254959, + "m": 0.9965528845787048 + }, + { + "p": 0.060278408229351044, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.325209617614746, + "val_loss": 1.0033090114593506, + "acc": 69.5, + "time": 591.5345241189934, + "param": [ + { + "p": 0.04660520330071449, + "m": 1.0 + }, + { + "p": 0.05444646626710892, + "m": 1.0 + }, + { + "p": 0.063042551279068, + "m": 1.0 + }, + { + "p": 0.04123971238732338, + "m": 0.9231752157211304 + }, + { + "p": 0.04050121083855629, + "m": 0.5037395358085632 + }, + { + "p": 0.05565403774380684, + "m": 0.7345871329307556 + }, + { + "p": 0.07073420286178589, + "m": 0.8813209533691406 + }, + { + "p": 0.040133725851774216, + "m": 0.9551011919975281 + }, + { + "p": 0.04293549433350563, + "m": 0.9995068311691284 + }, + { + "p": 0.08267182856798172, + "m": 0.8573617339134216 + }, + { + "p": 0.07184422016143799, + "m": 1.0 + }, + { + "p": 0.0504118837416172, + "m": 1.0 + }, + { + "p": 0.06360598653554916, + "m": 1.0 + }, + { + "p": 0.038894955068826675, + "m": 1.0 + }, + { + "p": 0.06680355221033096, + "m": 0.8267405033111572 + }, + { + "p": 0.06452666968107224, + "m": 0.9839925169944763 + }, + { + "p": 0.05341390520334244, + "m": 0.9968135356903076 + }, + { + "p": 0.05253448337316513, + "m": 0.9945927858352661 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.0173872709274292, + "val_loss": 0.822442352771759, + "acc": 70.16, + "time": 592.6565969659714, + "param": [ + { + "p": 0.050224483013153076, + "m": 1.0 + }, + { + "p": 0.030255623161792755, + "m": 1.0 + }, + { + "p": 0.06755828112363815, + "m": 1.0 + }, + { + "p": 0.053116247057914734, + "m": 0.8353328704833984 + }, + { + "p": 0.06411890685558319, + "m": 0.4943685829639435 + }, + { + "p": 0.02017851732671261, + "m": 0.6706244349479675 + }, + { + "p": 0.06733076274394989, + "m": 0.9596058130264282 + }, + { + "p": 0.06402039527893066, + "m": 0.7528856992721558 + }, + { + "p": 0.07959946244955063, + "m": 0.9925442337989807 + }, + { + "p": 0.043781641870737076, + "m": 0.977836012840271 + }, + { + "p": 0.04735971614718437, + "m": 0.9697043895721436 + }, + { + "p": 0.06549417227506638, + "m": 1.0 + }, + { + "p": 0.06475794315338135, + "m": 1.0 + }, + { + "p": 0.07157077640295029, + "m": 1.0 + }, + { + "p": 0.05549085512757301, + "m": 0.7528077960014343 + }, + { + "p": 0.08014512062072754, + "m": 0.9961010217666626 + }, + { + "p": 0.030708663165569305, + "m": 0.9976600408554077 + }, + { + "p": 0.04428837448358536, + "m": 0.9839679598808289 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2048630714416504, + "val_loss": 0.9291269183158875, + "acc": 69.55, + "time": 591.2972157499753, + "param": [ + { + "p": 0.06016204133629799, + "m": 1.0 + }, + { + "p": 0.047416530549526215, + "m": 1.0 + }, + { + "p": 0.05627024918794632, + "m": 1.0 + }, + { + "p": 0.05482929199934006, + "m": 0.9156885147094727 + }, + { + "p": 0.07021725177764893, + "m": 0.40075457096099854 + }, + { + "p": 0.06053200364112854, + "m": 0.6397407650947571 + }, + { + "p": 0.07442823052406311, + "m": 0.9846104383468628 + }, + { + "p": 0.04331502690911293, + "m": 0.8747418522834778 + }, + { + "p": 0.05783551558852196, + "m": 1.0 + }, + { + "p": 0.05727845057845116, + "m": 0.9835444688796997 + }, + { + "p": 0.042780276387929916, + "m": 1.0 + }, + { + "p": 0.04637555778026581, + "m": 0.9767181277275085 + }, + { + "p": 0.06522499024868011, + "m": 1.0 + }, + { + "p": 0.06765984743833542, + "m": 1.0 + }, + { + "p": 0.07255806773900986, + "m": 0.9557738900184631 + }, + { + "p": 0.04473548382520676, + "m": 1.0 + }, + { + "p": 0.04872862249612808, + "m": 0.9415643811225891 + }, + { + "p": 0.02965245023369789, + "m": 0.99078369140625 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.390509009361267, + "val_loss": 0.822210967540741, + "acc": 69.4, + "time": 591.8194209759822, + "param": [ + { + "p": 0.070082888007164, + "m": 1.0 + }, + { + "p": 0.030194083228707314, + "m": 1.0 + }, + { + "p": 0.0756295919418335, + "m": 1.0 + }, + { + "p": 0.03198111057281494, + "m": 0.9845883846282959 + }, + { + "p": 0.03981317579746246, + "m": 0.4428592324256897 + }, + { + "p": 0.051796335726976395, + "m": 0.7902547717094421 + }, + { + "p": 0.04973260685801506, + "m": 0.9968189001083374 + }, + { + "p": 0.06519535183906555, + "m": 0.9901337027549744 + }, + { + "p": 0.055599916726350784, + "m": 1.0 + }, + { + "p": 0.07199973613023758, + "m": 1.0 + }, + { + "p": 0.04418781027197838, + "m": 0.9994250535964966 + }, + { + "p": 0.039915140718221664, + "m": 1.0 + }, + { + "p": 0.06476844102144241, + "m": 1.0 + }, + { + "p": 0.03972210735082626, + "m": 1.0 + }, + { + "p": 0.08982058614492416, + "m": 0.9248724579811096 + }, + { + "p": 0.06760012358427048, + "m": 1.0 + }, + { + "p": 0.05392976850271225, + "m": 0.9837728142738342 + }, + { + "p": 0.05803123116493225, + "m": 0.9734547138214111 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.3486807346343994, + "val_loss": 0.796995222568512, + "acc": 69.56, + "time": 590.8099112159689, + "param": [ + { + "p": 0.05890820175409317, + "m": 1.0 + }, + { + "p": 0.051379814743995667, + "m": 1.0 + }, + { + "p": 0.058317434042692184, + "m": 1.0 + }, + { + "p": 0.06646078079938889, + "m": 1.0 + }, + { + "p": 0.04514680430293083, + "m": 0.4515206515789032 + }, + { + "p": 0.042069993913173676, + "m": 0.9162314534187317 + }, + { + "p": 0.03058413788676262, + "m": 0.9979677200317383 + }, + { + "p": 0.061683401465415955, + "m": 0.9713993072509766 + }, + { + "p": 0.03709696978330612, + "m": 0.9829811453819275 + }, + { + "p": 0.06901763379573822, + "m": 0.9563753008842468 + }, + { + "p": 0.05984937399625778, + "m": 1.0 + }, + { + "p": 0.061109088361263275, + "m": 1.0 + }, + { + "p": 0.08282069861888885, + "m": 1.0 + }, + { + "p": 0.049061764031648636, + "m": 1.0 + }, + { + "p": 0.059899888932704926, + "m": 0.9540081024169922 + }, + { + "p": 0.056231848895549774, + "m": 1.0 + }, + { + "p": 0.05078798159956932, + "m": 0.9932200908660889 + }, + { + "p": 0.05957411229610443, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.376058578491211, + "val_loss": 0.8780915141105652, + "acc": 69.22, + "time": 506.09787107096054, + "param": [ + { + "p": 0.08538133651018143, + "m": 1.0 + }, + { + "p": 0.03767029196023941, + "m": 1.0 + }, + { + "p": 0.047712258994579315, + "m": 1.0 + }, + { + "p": 0.03380792587995529, + "m": 0.930278480052948 + }, + { + "p": 0.06286632269620895, + "m": 0.42524465918540955 + }, + { + "p": 0.06093238294124603, + "m": 1.0 + }, + { + "p": 0.058558881282806396, + "m": 1.0 + }, + { + "p": 0.049071989953517914, + "m": 0.899138867855072 + }, + { + "p": 0.06147561967372894, + "m": 1.0 + }, + { + "p": 0.06739860773086548, + "m": 0.9002577662467957 + }, + { + "p": 0.06049417704343796, + "m": 1.0 + }, + { + "p": 0.07183144241571426, + "m": 0.9989035725593567 + }, + { + "p": 0.06183476746082306, + "m": 1.0 + }, + { + "p": 0.041228633373975754, + "m": 1.0 + }, + { + "p": 0.051259953528642654, + "m": 0.9956152439117432 + }, + { + "p": 0.05451809987425804, + "m": 0.9874318242073059 + }, + { + "p": 0.04480763152241707, + "m": 0.9945195913314819 + }, + { + "p": 0.049149610102176666, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.0815205574035645, + "val_loss": 0.810191810131073, + "acc": 69.55, + "time": 363.7123491950333, + "param": [ + { + "p": 0.05382861569523811, + "m": 1.0 + }, + { + "p": 0.041682805866003036, + "m": 1.0 + }, + { + "p": 0.06284548342227936, + "m": 1.0 + }, + { + "p": 0.05733991041779518, + "m": 0.9675108194351196 + }, + { + "p": 0.04801186919212341, + "m": 0.30304908752441406 + }, + { + "p": 0.06675329804420471, + "m": 0.8804409503936768 + }, + { + "p": 0.04429735243320465, + "m": 0.9759491682052612 + }, + { + "p": 0.07906591892242432, + "m": 0.7665831446647644 + }, + { + "p": 0.052582841366529465, + "m": 1.0 + }, + { + "p": 0.06323132663965225, + "m": 0.9014692306518555 + }, + { + "p": 0.060504935681819916, + "m": 1.0 + }, + { + "p": 0.06657452136278152, + "m": 0.9670659899711609 + }, + { + "p": 0.06776787340641022, + "m": 1.0 + }, + { + "p": 0.04771173372864723, + "m": 1.0 + }, + { + "p": 0.0360301248729229, + "m": 0.9881081581115723 + }, + { + "p": 0.05884069576859474, + "m": 0.9848198294639587 + }, + { + "p": 0.03333819657564163, + "m": 0.9403433799743652 + }, + { + "p": 0.059592414647340775, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1806163787841797, + "val_loss": 0.8405159711837769, + "acc": 70.04, + "time": 592.1183576270123, + "param": [ + { + "p": 0.049465034157037735, + "m": 1.0 + }, + { + "p": 0.021915750578045845, + "m": 1.0 + }, + { + "p": 0.07925517112016678, + "m": 1.0 + }, + { + "p": 0.06000044196844101, + "m": 0.9976209402084351 + }, + { + "p": 0.06508655846118927, + "m": 0.4276362657546997 + }, + { + "p": 0.04031294211745262, + "m": 0.7353750467300415 + }, + { + "p": 0.04572455585002899, + "m": 0.8944035172462463 + }, + { + "p": 0.07224567234516144, + "m": 0.70611971616745 + }, + { + "p": 0.048763979226350784, + "m": 1.0 + }, + { + "p": 0.05432051420211792, + "m": 0.8910444378852844 + }, + { + "p": 0.06407511979341507, + "m": 1.0 + }, + { + "p": 0.07669872790575027, + "m": 0.9984838366508484 + }, + { + "p": 0.05780819058418274, + "m": 1.0 + }, + { + "p": 0.04522823914885521, + "m": 1.0 + }, + { + "p": 0.04339693486690521, + "m": 0.9512166380882263 + }, + { + "p": 0.0489555187523365, + "m": 0.9364747405052185 + }, + { + "p": 0.07617055624723434, + "m": 1.0 + }, + { + "p": 0.05057620629668236, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0752227306365967, + "val_loss": 0.8496367931365967, + "acc": 69.51, + "time": 597.4452693180065, + "param": [ + { + "p": 0.06816744059324265, + "m": 1.0 + }, + { + "p": 0.04318485036492348, + "m": 1.0 + }, + { + "p": 0.08036330342292786, + "m": 1.0 + }, + { + "p": 0.04974350705742836, + "m": 0.9740709066390991 + }, + { + "p": 0.05354383960366249, + "m": 0.5122805237770081 + }, + { + "p": 0.05045924708247185, + "m": 0.7243814468383789 + }, + { + "p": 0.06420335918664932, + "m": 0.8448853492736816 + }, + { + "p": 0.036336880177259445, + "m": 0.7224223017692566 + }, + { + "p": 0.06840097904205322, + "m": 1.0 + }, + { + "p": 0.07720499485731125, + "m": 0.8713254332542419 + }, + { + "p": 0.0509476438164711, + "m": 0.9915452003479004 + }, + { + "p": 0.06211327761411667, + "m": 0.9904581308364868 + }, + { + "p": 0.052587561309337616, + "m": 1.0 + }, + { + "p": 0.04007621109485626, + "m": 1.0 + }, + { + "p": 0.04806407913565636, + "m": 0.9803535342216492 + }, + { + "p": 0.06524617969989777, + "m": 1.0 + }, + { + "p": 0.04907242953777313, + "m": 0.985487163066864 + }, + { + "p": 0.04028426110744476, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2374550104141235, + "val_loss": 0.842975914478302, + "acc": 70.24, + "time": 595.7886779960245, + "param": [ + { + "p": 0.05882725119590759, + "m": 1.0 + }, + { + "p": 0.03969092667102814, + "m": 1.0 + }, + { + "p": 0.0681571513414383, + "m": 1.0 + }, + { + "p": 0.047568947076797485, + "m": 0.9284437894821167 + }, + { + "p": 0.03529965505003929, + "m": 0.33198803663253784 + }, + { + "p": 0.041634444147348404, + "m": 0.7011734247207642 + }, + { + "p": 0.06691674143075943, + "m": 0.9197872281074524 + }, + { + "p": 0.06127103418111801, + "m": 0.660833477973938 + }, + { + "p": 0.06789962202310562, + "m": 1.0 + }, + { + "p": 0.05893201008439064, + "m": 0.8422842025756836 + }, + { + "p": 0.054524779319763184, + "m": 0.9790948033332825 + }, + { + "p": 0.052796170115470886, + "m": 1.0 + }, + { + "p": 0.05705640837550163, + "m": 1.0 + }, + { + "p": 0.0620303638279438, + "m": 1.0 + }, + { + "p": 0.03902182728052139, + "m": 0.9284083843231201 + }, + { + "p": 0.06710172444581985, + "m": 0.9787248373031616 + }, + { + "p": 0.06821534782648087, + "m": 0.9279451370239258 + }, + { + "p": 0.05305555835366249, + "m": 0.9869031310081482 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.4485299587249756, + "val_loss": 0.840380847454071, + "acc": 71.19, + "time": 592.2288422749843, + "param": [ + { + "p": 0.061573535203933716, + "m": 1.0 + }, + { + "p": 0.06081630289554596, + "m": 1.0 + }, + { + "p": 0.0711822658777237, + "m": 1.0 + }, + { + "p": 0.03974929824471474, + "m": 0.8340452909469604 + }, + { + "p": 0.0364898182451725, + "m": 0.4297202527523041 + }, + { + "p": 0.05524084344506264, + "m": 0.6800950765609741 + }, + { + "p": 0.04862164333462715, + "m": 0.9562587738037109 + }, + { + "p": 0.0586751289665699, + "m": 0.6887198686599731 + }, + { + "p": 0.06586198508739471, + "m": 0.9999815225601196 + }, + { + "p": 0.04026208445429802, + "m": 0.9366152286529541 + }, + { + "p": 0.0576753243803978, + "m": 1.0 + }, + { + "p": 0.039858683943748474, + "m": 1.0 + }, + { + "p": 0.07130704075098038, + "m": 1.0 + }, + { + "p": 0.06664039194583893, + "m": 1.0 + }, + { + "p": 0.055384617298841476, + "m": 0.9989667534828186 + }, + { + "p": 0.06356208026409149, + "m": 1.0 + }, + { + "p": 0.06539033353328705, + "m": 0.9501478672027588 + }, + { + "p": 0.04170852154493332, + "m": 0.9672687649726868 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2443686723709106, + "val_loss": 0.8789762258529663, + "acc": 69.35, + "time": 593.5523019609973, + "param": [ + { + "p": 0.04432316869497299, + "m": 1.0 + }, + { + "p": 0.053096920251846313, + "m": 1.0 + }, + { + "p": 0.07174145430326462, + "m": 1.0 + }, + { + "p": 0.039119940251111984, + "m": 0.8335174322128296 + }, + { + "p": 0.06273665279150009, + "m": 0.46067988872528076 + }, + { + "p": 0.03697874769568443, + "m": 0.7225305438041687 + }, + { + "p": 0.056210801005363464, + "m": 0.9593628644943237 + }, + { + "p": 0.05582365393638611, + "m": 0.8341106176376343 + }, + { + "p": 0.07196954637765884, + "m": 1.0 + }, + { + "p": 0.05850585922598839, + "m": 0.9995843172073364 + }, + { + "p": 0.07029082626104355, + "m": 0.9862009286880493 + }, + { + "p": 0.06835435330867767, + "m": 0.9899821877479553 + }, + { + "p": 0.06107001006603241, + "m": 1.0 + }, + { + "p": 0.06251680105924606, + "m": 1.0 + }, + { + "p": 0.05807379260659218, + "m": 1.0 + }, + { + "p": 0.04066833108663559, + "m": 0.9385383725166321 + }, + { + "p": 0.03775739297270775, + "m": 0.931714653968811 + }, + { + "p": 0.05076182261109352, + "m": 0.9612136483192444 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.052337884902954, + "val_loss": 0.7654935717582703, + "acc": 70.3, + "time": 590.7867600969621, + "param": [ + { + "p": 0.06447175145149231, + "m": 1.0 + }, + { + "p": 0.023387378081679344, + "m": 1.0 + }, + { + "p": 0.07442808151245117, + "m": 1.0 + }, + { + "p": 0.03939826413989067, + "m": 0.8827109336853027 + }, + { + "p": 0.0641617551445961, + "m": 0.4782983362674713 + }, + { + "p": 0.06792780756950378, + "m": 0.8214396834373474 + }, + { + "p": 0.06235963851213455, + "m": 0.9923679232597351 + }, + { + "p": 0.07006559520959854, + "m": 0.9231942296028137 + }, + { + "p": 0.0476657971739769, + "m": 1.0 + }, + { + "p": 0.0847277119755745, + "m": 0.9246437549591064 + }, + { + "p": 0.043635521084070206, + "m": 0.993370532989502 + }, + { + "p": 0.07159615308046341, + "m": 0.9987804293632507 + }, + { + "p": 0.07352405041456223, + "m": 1.0 + }, + { + "p": 0.03298079967498779, + "m": 1.0 + }, + { + "p": 0.04488570615649223, + "m": 1.0 + }, + { + "p": 0.05563363432884216, + "m": 0.9867738485336304 + }, + { + "p": 0.02403535321354866, + "m": 0.9790448546409607 + }, + { + "p": 0.055115025490522385, + "m": 0.993962824344635 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0370604991912842, + "val_loss": 0.8307933807373047, + "acc": 70.03, + "time": 587.3395326669561, + "param": [ + { + "p": 0.06910768151283264, + "m": 1.0 + }, + { + "p": 0.050001952797174454, + "m": 1.0 + }, + { + "p": 0.07358229905366898, + "m": 1.0 + }, + { + "p": 0.05806587263941765, + "m": 0.880709707736969 + }, + { + "p": 0.03169116750359535, + "m": 0.5027767419815063 + }, + { + "p": 0.048177581280469894, + "m": 0.8101266026496887 + }, + { + "p": 0.05116601288318634, + "m": 0.9229744076728821 + }, + { + "p": 0.060921501368284225, + "m": 0.9946673512458801 + }, + { + "p": 0.048526618629693985, + "m": 0.9986652731895447 + }, + { + "p": 0.056010473519563675, + "m": 0.98577481508255 + }, + { + "p": 0.043783728033304214, + "m": 0.9559887051582336 + }, + { + "p": 0.08480098843574524, + "m": 1.0 + }, + { + "p": 0.05801238864660263, + "m": 1.0 + }, + { + "p": 0.03309829533100128, + "m": 1.0 + }, + { + "p": 0.08744293451309204, + "m": 1.0 + }, + { + "p": 0.06170370429754257, + "m": 0.9912448525428772 + }, + { + "p": 0.061109889298677444, + "m": 0.988580584526062 + }, + { + "p": 0.022796910256147385, + "m": 0.8934723734855652 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1462702751159668, + "val_loss": 0.9161368012428284, + "acc": 70.53, + "time": 591.3781950789853, + "param": [ + { + "p": 0.06290870904922485, + "m": 1.0 + }, + { + "p": 0.029613882303237915, + "m": 1.0 + }, + { + "p": 0.0568893700838089, + "m": 1.0 + }, + { + "p": 0.06086576730012894, + "m": 0.8212011456489563 + }, + { + "p": 0.08755946904420853, + "m": 0.5667355060577393 + }, + { + "p": 0.07407693564891815, + "m": 0.7193927764892578 + }, + { + "p": 0.05872113257646561, + "m": 1.0 + }, + { + "p": 0.06316395103931427, + "m": 1.0 + }, + { + "p": 0.05561346560716629, + "m": 0.9758041501045227 + }, + { + "p": 0.041566092520952225, + "m": 0.9981778264045715 + }, + { + "p": 0.049477171152830124, + "m": 1.0 + }, + { + "p": 0.06710858643054962, + "m": 1.0 + }, + { + "p": 0.04492492228746414, + "m": 1.0 + }, + { + "p": 0.0526396669447422, + "m": 1.0 + }, + { + "p": 0.03338955342769623, + "m": 0.9909310936927795 + }, + { + "p": 0.06803438067436218, + "m": 0.9780721068382263 + }, + { + "p": 0.05816158652305603, + "m": 0.9385226368904114 + }, + { + "p": 0.03528548777103424, + "m": 0.8308392763137817 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.298658013343811, + "val_loss": 0.755252480506897, + "acc": 70.88, + "time": 588.5622738869861, + "param": [ + { + "p": 0.04385523498058319, + "m": 1.0 + }, + { + "p": 0.039813727140426636, + "m": 1.0 + }, + { + "p": 0.0428379662334919, + "m": 1.0 + }, + { + "p": 0.07730797678232193, + "m": 0.9934816360473633 + }, + { + "p": 0.032855428755283356, + "m": 0.5875974893569946 + }, + { + "p": 0.05329543352127075, + "m": 0.767182469367981 + }, + { + "p": 0.054334960877895355, + "m": 1.0 + }, + { + "p": 0.0668606162071228, + "m": 0.9772105813026428 + }, + { + "p": 0.07527834922075272, + "m": 1.0 + }, + { + "p": 0.05208662524819374, + "m": 0.9919381737709045 + }, + { + "p": 0.05829503759741783, + "m": 0.998100757598877 + }, + { + "p": 0.05851822346448898, + "m": 1.0 + }, + { + "p": 0.06619206070899963, + "m": 1.0 + }, + { + "p": 0.05119708180427551, + "m": 1.0 + }, + { + "p": 0.03975086659193039, + "m": 0.9491918683052063 + }, + { + "p": 0.08451380580663681, + "m": 1.0 + }, + { + "p": 0.0452381856739521, + "m": 0.9556775093078613 + }, + { + "p": 0.05776841193437576, + "m": 0.7214645743370056 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1041594743728638, + "val_loss": 0.7434938549995422, + "acc": 71.23, + "time": 590.5457423269982, + "param": [ + { + "p": 0.0717303454875946, + "m": 1.0 + }, + { + "p": 0.043017975986003876, + "m": 1.0 + }, + { + "p": 0.0450408011674881, + "m": 1.0 + }, + { + "p": 0.02292097918689251, + "m": 0.892363965511322 + }, + { + "p": 0.041011977940797806, + "m": 0.6479974389076233 + }, + { + "p": 0.055325403809547424, + "m": 0.9733495116233826 + }, + { + "p": 0.05116552487015724, + "m": 0.9113048315048218 + }, + { + "p": 0.03981251269578934, + "m": 0.9385356903076172 + }, + { + "p": 0.05309278890490532, + "m": 0.9825655221939087 + }, + { + "p": 0.06679219007492065, + "m": 0.9551767110824585 + }, + { + "p": 0.06240422651171684, + "m": 1.0 + }, + { + "p": 0.06941907107830048, + "m": 1.0 + }, + { + "p": 0.08048799633979797, + "m": 1.0 + }, + { + "p": 0.05298042669892311, + "m": 1.0 + }, + { + "p": 0.07570348680019379, + "m": 0.9996423125267029 + }, + { + "p": 0.06637120246887207, + "m": 1.0 + }, + { + "p": 0.048954375088214874, + "m": 0.97137850522995 + }, + { + "p": 0.05376869812607765, + "m": 0.6080083250999451 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.054633617401123, + "val_loss": 0.8125059604644775, + "acc": 71.73, + "time": 596.9184116729884, + "param": [ + { + "p": 0.052934978157281876, + "m": 1.0 + }, + { + "p": 0.049629002809524536, + "m": 1.0 + }, + { + "p": 0.06737948209047318, + "m": 1.0 + }, + { + "p": 0.0441809818148613, + "m": 0.9129050374031067 + }, + { + "p": 0.05598309636116028, + "m": 0.5406403541564941 + }, + { + "p": 0.03855286166071892, + "m": 0.9231142401695251 + }, + { + "p": 0.07562959939241409, + "m": 0.7725015878677368 + }, + { + "p": 0.04965004324913025, + "m": 0.9411022067070007 + }, + { + "p": 0.052846089005470276, + "m": 1.0 + }, + { + "p": 0.053802426904439926, + "m": 0.9954684376716614 + }, + { + "p": 0.07312995195388794, + "m": 1.0 + }, + { + "p": 0.06031123921275139, + "m": 0.9783555269241333 + }, + { + "p": 0.06636367738246918, + "m": 1.0 + }, + { + "p": 0.035875532776117325, + "m": 1.0 + }, + { + "p": 0.07257493585348129, + "m": 1.0 + }, + { + "p": 0.05855032056570053, + "m": 0.996284544467926 + }, + { + "p": 0.03952157497406006, + "m": 1.0 + }, + { + "p": 0.053084198385477066, + "m": 0.8251820206642151 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2770439386367798, + "val_loss": 0.8735211491584778, + "acc": 70.18, + "time": 593.6170733839972, + "param": [ + { + "p": 0.07072763890028, + "m": 1.0 + }, + { + "p": 0.031066229566931725, + "m": 1.0 + }, + { + "p": 0.07136114686727524, + "m": 1.0 + }, + { + "p": 0.05874570086598396, + "m": 0.9692378044128418 + }, + { + "p": 0.051973894238471985, + "m": 0.6477302312850952 + }, + { + "p": 0.02806260995566845, + "m": 0.9319124221801758 + }, + { + "p": 0.05611841753125191, + "m": 0.6661761403083801 + }, + { + "p": 0.05131332948803902, + "m": 0.9715527296066284 + }, + { + "p": 0.06161300837993622, + "m": 1.0 + }, + { + "p": 0.06995292007923126, + "m": 0.9710858464241028 + }, + { + "p": 0.05382393300533295, + "m": 0.9897109270095825 + }, + { + "p": 0.05689801648259163, + "m": 1.0 + }, + { + "p": 0.0823221430182457, + "m": 1.0 + }, + { + "p": 0.041496824473142624, + "m": 1.0 + }, + { + "p": 0.06039541959762573, + "m": 0.9897744655609131 + }, + { + "p": 0.0749523937702179, + "m": 1.0 + }, + { + "p": 0.040795471519231796, + "m": 0.9992720484733582 + }, + { + "p": 0.03838091343641281, + "m": 0.9143702983856201 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.143544316291809, + "val_loss": 0.703876256942749, + "acc": 71.6, + "time": 592.1304300340125, + "param": [ + { + "p": 0.06984078139066696, + "m": 1.0 + }, + { + "p": 0.03599296137690544, + "m": 1.0 + }, + { + "p": 0.06438855826854706, + "m": 1.0 + }, + { + "p": 0.04315546154975891, + "m": 0.9913633465766907 + }, + { + "p": 0.0482015423476696, + "m": 0.625213086605072 + }, + { + "p": 0.04766804724931717, + "m": 0.9249115586280823 + }, + { + "p": 0.08180922269821167, + "m": 0.8398928046226501 + }, + { + "p": 0.04802434891462326, + "m": 0.8754997849464417 + }, + { + "p": 0.053633157163858414, + "m": 0.9734281301498413 + }, + { + "p": 0.06929458677768707, + "m": 0.9598369598388672 + }, + { + "p": 0.03549803048372269, + "m": 0.9648653864860535 + }, + { + "p": 0.05976932495832443, + "m": 1.0 + }, + { + "p": 0.07159170508384705, + "m": 1.0 + }, + { + "p": 0.06046389043331146, + "m": 1.0 + }, + { + "p": 0.07277084141969681, + "m": 0.9132975935935974 + }, + { + "p": 0.08865409344434738, + "m": 1.0 + }, + { + "p": 0.03157241642475128, + "m": 0.9200497269630432 + }, + { + "p": 0.017670998349785805, + "m": 0.9110453128814697 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1938514709472656, + "val_loss": 0.8740640878677368, + "acc": 72.17, + "time": 594.0809644179535, + "param": [ + { + "p": 0.07568758726119995, + "m": 1.0 + }, + { + "p": 0.03541070595383644, + "m": 1.0 + }, + { + "p": 0.056464459747076035, + "m": 1.0 + }, + { + "p": 0.049139633774757385, + "m": 1.0 + }, + { + "p": 0.03837929666042328, + "m": 0.4746740758419037 + }, + { + "p": 0.022529568523168564, + "m": 0.951763927936554 + }, + { + "p": 0.07407333701848984, + "m": 0.758865475654602 + }, + { + "p": 0.06589574366807938, + "m": 0.918707549571991 + }, + { + "p": 0.07421746104955673, + "m": 0.9913384914398193 + }, + { + "p": 0.05104999616742134, + "m": 0.9847233891487122 + }, + { + "p": 0.06914680451154709, + "m": 0.9145632386207581 + }, + { + "p": 0.08260907232761383, + "m": 1.0 + }, + { + "p": 0.0503479428589344, + "m": 1.0 + }, + { + "p": 0.04887080565094948, + "m": 1.0 + }, + { + "p": 0.06976452469825745, + "m": 1.0 + }, + { + "p": 0.06566610187292099, + "m": 1.0 + }, + { + "p": 0.038719430565834045, + "m": 1.0 + }, + { + "p": 0.032027605921030045, + "m": 0.7776914834976196 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.8901100158691406, + "val_loss": 0.8029541969299316, + "acc": 71.07, + "time": 595.0013897340395, + "param": [ + { + "p": 0.0961143746972084, + "m": 1.0 + }, + { + "p": 0.05804216116666794, + "m": 1.0 + }, + { + "p": 0.05025012791156769, + "m": 1.0 + }, + { + "p": 0.05110979080200195, + "m": 0.9648272395133972 + }, + { + "p": 0.035978764295578, + "m": 0.460347443819046 + }, + { + "p": 0.04187116399407387, + "m": 0.8917465806007385 + }, + { + "p": 0.04931983724236488, + "m": 0.8620930314064026 + }, + { + "p": 0.05935689061880112, + "m": 1.0 + }, + { + "p": 0.051274899393320084, + "m": 0.995211124420166 + }, + { + "p": 0.038524266332387924, + "m": 0.9488417506217957 + }, + { + "p": 0.04861973226070404, + "m": 1.0 + }, + { + "p": 0.08022516965866089, + "m": 1.0 + }, + { + "p": 0.07639013230800629, + "m": 1.0 + }, + { + "p": 0.04440637677907944, + "m": 1.0 + }, + { + "p": 0.07620459794998169, + "m": 0.9838764071464539 + }, + { + "p": 0.07388821244239807, + "m": 1.0 + }, + { + "p": 0.04060688614845276, + "m": 0.9406532645225525 + }, + { + "p": 0.02781658060848713, + "m": 0.7109478116035461 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3197544813156128, + "val_loss": 0.856774091720581, + "acc": 72.02, + "time": 592.1471979559865, + "param": [ + { + "p": 0.04906235262751579, + "m": 1.0 + }, + { + "p": 0.03470883145928383, + "m": 1.0 + }, + { + "p": 0.05689001455903053, + "m": 1.0 + }, + { + "p": 0.04856717586517334, + "m": 0.9407669901847839 + }, + { + "p": 0.027511177584528923, + "m": 0.5350636839866638 + }, + { + "p": 0.055432070046663284, + "m": 0.8738584518432617 + }, + { + "p": 0.05198434740304947, + "m": 0.9923309683799744 + }, + { + "p": 0.05476626008749008, + "m": 1.0 + }, + { + "p": 0.04822231084108353, + "m": 0.9963850378990173 + }, + { + "p": 0.06913750618696213, + "m": 0.8521198034286499 + }, + { + "p": 0.0785212367773056, + "m": 0.9966030120849609 + }, + { + "p": 0.05136837810277939, + "m": 0.9797310829162598 + }, + { + "p": 0.06084281951189041, + "m": 1.0 + }, + { + "p": 0.04932680353522301, + "m": 1.0 + }, + { + "p": 0.06931347399950027, + "m": 1.0 + }, + { + "p": 0.0866774320602417, + "m": 0.9968125820159912 + }, + { + "p": 0.05346652492880821, + "m": 1.0 + }, + { + "p": 0.05420122295618057, + "m": 0.9096752405166626 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.11674964427948, + "val_loss": 0.8408676981925964, + "acc": 70.24, + "time": 597.7015315989847, + "param": [ + { + "p": 0.08303342759609222, + "m": 1.0 + }, + { + "p": 0.048466507345438004, + "m": 1.0 + }, + { + "p": 0.06500839442014694, + "m": 1.0 + }, + { + "p": 0.05426328256726265, + "m": 0.8147342801094055 + }, + { + "p": 0.06280560791492462, + "m": 0.6103976964950562 + }, + { + "p": 0.01955181546509266, + "m": 0.8595099449157715 + }, + { + "p": 0.04284367337822914, + "m": 0.9957430958747864 + }, + { + "p": 0.06258444488048553, + "m": 0.9773135781288147 + }, + { + "p": 0.07285347580909729, + "m": 1.0 + }, + { + "p": 0.044123902916908264, + "m": 0.8378880620002747 + }, + { + "p": 0.07168974727392197, + "m": 1.0 + }, + { + "p": 0.06220029667019844, + "m": 0.9993664026260376 + }, + { + "p": 0.0629553571343422, + "m": 1.0 + }, + { + "p": 0.06087367236614227, + "m": 1.0 + }, + { + "p": 0.08299073576927185, + "m": 0.9053924083709717 + }, + { + "p": 0.06140365079045296, + "m": 1.0 + }, + { + "p": 0.003964911215007305, + "m": 0.9677130579948425 + }, + { + "p": 0.03838707134127617, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2089650630950928, + "val_loss": 1.089924693107605, + "acc": 71.27, + "time": 596.8088531450485, + "param": [ + { + "p": 0.06289025396108627, + "m": 1.0 + }, + { + "p": 0.060875315219163895, + "m": 1.0 + }, + { + "p": 0.052280087023973465, + "m": 1.0 + }, + { + "p": 0.05585170164704323, + "m": 0.9354861974716187 + }, + { + "p": 0.06374931335449219, + "m": 0.7084119915962219 + }, + { + "p": 0.04400641843676567, + "m": 1.0 + }, + { + "p": 0.05981529876589775, + "m": 0.9935387969017029 + }, + { + "p": 0.0592837855219841, + "m": 0.9372215270996094 + }, + { + "p": 0.0688074603676796, + "m": 1.0 + }, + { + "p": 0.03997519612312317, + "m": 0.8179856538772583 + }, + { + "p": 0.07261238992214203, + "m": 1.0 + }, + { + "p": 0.05555512011051178, + "m": 1.0 + }, + { + "p": 0.0841405838727951, + "m": 1.0 + }, + { + "p": 0.04764329269528389, + "m": 1.0 + }, + { + "p": 0.04418690502643585, + "m": 0.865700900554657 + }, + { + "p": 0.05262142792344093, + "m": 1.0 + }, + { + "p": 0.04091474786400795, + "m": 0.9772590398788452 + }, + { + "p": 0.034790750592947006, + "m": 0.9613049626350403 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.190891981124878, + "val_loss": 0.8937896490097046, + "acc": 71.53, + "time": 456.7598770839977, + "param": [ + { + "p": 0.0705130472779274, + "m": 1.0 + }, + { + "p": 0.02443692646920681, + "m": 1.0 + }, + { + "p": 0.03606199473142624, + "m": 1.0 + }, + { + "p": 0.04911872744560242, + "m": 0.8966142535209656 + }, + { + "p": 0.029574913904070854, + "m": 0.8014053106307983 + }, + { + "p": 0.06748165935277939, + "m": 0.987087607383728 + }, + { + "p": 0.06503219902515411, + "m": 0.9707565307617188 + }, + { + "p": 0.0326693095266819, + "m": 0.9876522421836853 + }, + { + "p": 0.042977459728717804, + "m": 1.0 + }, + { + "p": 0.047968458384275436, + "m": 0.9603189826011658 + }, + { + "p": 0.07915803790092468, + "m": 1.0 + }, + { + "p": 0.06644747406244278, + "m": 0.9874892830848694 + }, + { + "p": 0.06963114440441132, + "m": 1.0 + }, + { + "p": 0.060914624482393265, + "m": 1.0 + }, + { + "p": 0.07503717392683029, + "m": 0.9273589849472046 + }, + { + "p": 0.0837133377790451, + "m": 0.991783857345581 + }, + { + "p": 0.054071322083473206, + "m": 1.0 + }, + { + "p": 0.04519222676753998, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.0928887128829956, + "val_loss": 0.7769964933395386, + "acc": 71.41, + "time": 424.7074510350358, + "param": [ + { + "p": 0.056767113506793976, + "m": 1.0 + }, + { + "p": 0.05481347069144249, + "m": 1.0 + }, + { + "p": 0.043411679565906525, + "m": 1.0 + }, + { + "p": 0.054737482219934464, + "m": 0.7785496711730957 + }, + { + "p": 0.03921251371502876, + "m": 0.7816959619522095 + }, + { + "p": 0.06485837697982788, + "m": 0.8658553957939148 + }, + { + "p": 0.03670063987374306, + "m": 0.964510977268219 + }, + { + "p": 0.0539824552834034, + "m": 1.0 + }, + { + "p": 0.051965419203042984, + "m": 1.0 + }, + { + "p": 0.0807427316904068, + "m": 0.9252749085426331 + }, + { + "p": 0.06555826216936111, + "m": 0.9925588965415955 + }, + { + "p": 0.05572065711021423, + "m": 1.0 + }, + { + "p": 0.05990142375230789, + "m": 1.0 + }, + { + "p": 0.04690546542406082, + "m": 1.0 + }, + { + "p": 0.07384154200553894, + "m": 0.8300979137420654 + }, + { + "p": 0.07114806771278381, + "m": 1.0 + }, + { + "p": 0.04314154386520386, + "m": 1.0 + }, + { + "p": 0.04659106209874153, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3181803226470947, + "val_loss": 0.768319308757782, + "acc": 72.5, + "time": 590.8721877060016, + "param": [ + { + "p": 0.055631816387176514, + "m": 1.0 + }, + { + "p": 0.02943955361843109, + "m": 1.0 + }, + { + "p": 0.06982157379388809, + "m": 1.0 + }, + { + "p": 0.04430404305458069, + "m": 0.74527508020401 + }, + { + "p": 0.041358210146427155, + "m": 0.7431930899620056 + }, + { + "p": 0.04230399802327156, + "m": 0.9017798900604248 + }, + { + "p": 0.07490973174571991, + "m": 1.0 + }, + { + "p": 0.057261258363723755, + "m": 0.9941715002059937 + }, + { + "p": 0.06882323324680328, + "m": 1.0 + }, + { + "p": 0.05353431776165962, + "m": 0.7943770289421082 + }, + { + "p": 0.06993306428194046, + "m": 1.0 + }, + { + "p": 0.06359601020812988, + "m": 1.0 + }, + { + "p": 0.0734962671995163, + "m": 1.0 + }, + { + "p": 0.04628171771764755, + "m": 1.0 + }, + { + "p": 0.05815504863858223, + "m": 0.7019150257110596 + }, + { + "p": 0.05408807471394539, + "m": 1.0 + }, + { + "p": 0.04881913214921951, + "m": 1.0 + }, + { + "p": 0.048242900520563126, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.9182254076004028, + "val_loss": 0.835123598575592, + "acc": 71.26, + "time": 589.9208689029911, + "param": [ + { + "p": 0.09743010252714157, + "m": 1.0 + }, + { + "p": 0.005507613532245159, + "m": 1.0 + }, + { + "p": 0.054314807057380676, + "m": 1.0 + }, + { + "p": 0.038377318531274796, + "m": 0.7449095249176025 + }, + { + "p": 0.005013259593397379, + "m": 0.8281245231628418 + }, + { + "p": 0.060525111854076385, + "m": 0.9150943160057068 + }, + { + "p": 0.0482923723757267, + "m": 0.9023171663284302 + }, + { + "p": 0.05896204710006714, + "m": 0.9153962731361389 + }, + { + "p": 0.07133279740810394, + "m": 0.9953247904777527 + }, + { + "p": 0.05407710000872612, + "m": 0.8086966872215271 + }, + { + "p": 0.0740748792886734, + "m": 1.0 + }, + { + "p": 0.08434101194143295, + "m": 1.0 + }, + { + "p": 0.07070954889059067, + "m": 1.0 + }, + { + "p": 0.05408431589603424, + "m": 1.0 + }, + { + "p": 0.044253118336200714, + "m": 0.7986708283424377 + }, + { + "p": 0.07090407609939575, + "m": 0.9916516542434692 + }, + { + "p": 0.051271505653858185, + "m": 0.9943073987960815 + }, + { + "p": 0.056528981775045395, + "m": 0.8598930835723877 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.23015558719635, + "val_loss": 0.9252727031707764, + "acc": 71.48, + "time": 590.5478356109816, + "param": [ + { + "p": 0.03995458036661148, + "m": 1.0 + }, + { + "p": 0.0538676492869854, + "m": 1.0 + }, + { + "p": 0.04083592817187309, + "m": 1.0 + }, + { + "p": 0.06430552899837494, + "m": 0.6943023800849915 + }, + { + "p": 0.05524038150906563, + "m": 0.7620001435279846 + }, + { + "p": 0.028509698808193207, + "m": 0.881743311882019 + }, + { + "p": 0.06828667968511581, + "m": 1.0 + }, + { + "p": 0.07198978960514069, + "m": 0.9927118420600891 + }, + { + "p": 0.06283249706029892, + "m": 1.0 + }, + { + "p": 0.07812271267175674, + "m": 0.6576636433601379 + }, + { + "p": 0.06968171149492264, + "m": 1.0 + }, + { + "p": 0.05735241621732712, + "m": 0.9196633100509644 + }, + { + "p": 0.05414494127035141, + "m": 1.0 + }, + { + "p": 0.05989639833569527, + "m": 1.0 + }, + { + "p": 0.054543111473321915, + "m": 0.8302555680274963 + }, + { + "p": 0.05686173215508461, + "m": 0.8760840892791748 + }, + { + "p": 0.049604758620262146, + "m": 0.9839998483657837 + }, + { + "p": 0.03396950662136078, + "m": 0.9418877363204956 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.1277942657470703, + "val_loss": 0.8106539249420166, + "acc": 71.71, + "time": 594.2931160060107, + "param": [ + { + "p": 0.05619361624121666, + "m": 1.0 + }, + { + "p": 0.021870650351047516, + "m": 1.0 + }, + { + "p": 0.045451901853084564, + "m": 1.0 + }, + { + "p": 0.044640425592660904, + "m": 0.7685473561286926 + }, + { + "p": 0.053937748074531555, + "m": 0.6655401587486267 + }, + { + "p": 0.05241651087999344, + "m": 0.9591960906982422 + }, + { + "p": 0.04261688143014908, + "m": 0.9279372096061707 + }, + { + "p": 0.06343383342027664, + "m": 0.8554026484489441 + }, + { + "p": 0.05923536792397499, + "m": 1.0 + }, + { + "p": 0.0810130313038826, + "m": 0.646902859210968 + }, + { + "p": 0.06141626834869385, + "m": 0.9576566219329834 + }, + { + "p": 0.07366141676902771, + "m": 1.0 + }, + { + "p": 0.05927422642707825, + "m": 1.0 + }, + { + "p": 0.05705806612968445, + "m": 1.0 + }, + { + "p": 0.06971634179353714, + "m": 0.796907365322113 + }, + { + "p": 0.0682089552283287, + "m": 0.9991942048072815 + }, + { + "p": 0.05205744504928589, + "m": 0.9133301377296448 + }, + { + "p": 0.037797316908836365, + "m": 0.9082344770431519 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.0358425378799438, + "val_loss": 0.7296838760375977, + "acc": 71.35, + "time": 593.7436135180178, + "param": [ + { + "p": 0.05213811621069908, + "m": 1.0 + }, + { + "p": 0.055909473448991776, + "m": 1.0 + }, + { + "p": 0.05706998333334923, + "m": 1.0 + }, + { + "p": 0.047457847744226456, + "m": 0.8279895186424255 + }, + { + "p": 0.0408988855779171, + "m": 0.724124550819397 + }, + { + "p": 0.03239401802420616, + "m": 0.9604887366294861 + }, + { + "p": 0.061286523938179016, + "m": 0.9302418231964111 + }, + { + "p": 0.06627301871776581, + "m": 0.8279751539230347 + }, + { + "p": 0.052303772419691086, + "m": 1.0 + }, + { + "p": 0.04568671062588692, + "m": 0.6406651139259338 + }, + { + "p": 0.07367124408483505, + "m": 1.0 + }, + { + "p": 0.062360990792512894, + "m": 1.0 + }, + { + "p": 0.0600765161216259, + "m": 1.0 + }, + { + "p": 0.064384326338768, + "m": 1.0 + }, + { + "p": 0.058340176939964294, + "m": 0.7346535325050354 + }, + { + "p": 0.06559949368238449, + "m": 1.0 + }, + { + "p": 0.04983995482325554, + "m": 0.9617415070533752 + }, + { + "p": 0.054308921098709106, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1499097347259521, + "val_loss": 0.8770509362220764, + "acc": 71.79, + "time": 587.959502510028, + "param": [ + { + "p": 0.09256082028150558, + "m": 1.0 + }, + { + "p": 0.0128408744931221, + "m": 1.0 + }, + { + "p": 0.04100358486175537, + "m": 1.0 + }, + { + "p": 0.04868578910827637, + "m": 0.8659219145774841 + }, + { + "p": 0.04947888106107712, + "m": 0.776241660118103 + }, + { + "p": 0.03922085091471672, + "m": 0.7991325855255127 + }, + { + "p": 0.05262388288974762, + "m": 0.823390543460846 + }, + { + "p": 0.04327376186847687, + "m": 0.8097183704376221 + }, + { + "p": 0.0711883157491684, + "m": 1.0 + }, + { + "p": 0.05836210027337074, + "m": 0.6206310391426086 + }, + { + "p": 0.06986454129219055, + "m": 0.9753250479698181 + }, + { + "p": 0.0732111856341362, + "m": 0.998676598072052 + }, + { + "p": 0.07373126596212387, + "m": 1.0 + }, + { + "p": 0.05522499978542328, + "m": 1.0 + }, + { + "p": 0.08414211124181747, + "m": 0.9345261454582214 + }, + { + "p": 0.07001931220293045, + "m": 1.0 + }, + { + "p": 0.043614864349365234, + "m": 0.9732716679573059 + }, + { + "p": 0.02095288783311844, + "m": 0.892977774143219 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2298176288604736, + "val_loss": 0.7463696599006653, + "acc": 71.39, + "time": 591.3593253350118, + "param": [ + { + "p": 0.06746140867471695, + "m": 1.0 + }, + { + "p": 0.05389966443181038, + "m": 1.0 + }, + { + "p": 0.059898167848587036, + "m": 1.0 + }, + { + "p": 0.06612715125083923, + "m": 0.9343326687812805 + }, + { + "p": 0.04468248412013054, + "m": 0.7425875663757324 + }, + { + "p": 0.0475275032222271, + "m": 0.8690389394760132 + }, + { + "p": 0.05509951338171959, + "m": 0.8988308906555176 + }, + { + "p": 0.06583461910486221, + "m": 0.6497092843055725 + }, + { + "p": 0.0636933445930481, + "m": 0.9893525838851929 + }, + { + "p": 0.05836133286356926, + "m": 0.7700103521347046 + }, + { + "p": 0.06382357329130173, + "m": 1.0 + }, + { + "p": 0.056074175983667374, + "m": 0.9798229336738586 + }, + { + "p": 0.05431792140007019, + "m": 1.0 + }, + { + "p": 0.0467229001224041, + "m": 1.0 + }, + { + "p": 0.06806551665067673, + "m": 0.9868798851966858 + }, + { + "p": 0.06184818223118782, + "m": 1.0 + }, + { + "p": 0.028469335287809372, + "m": 0.9758220911026001 + }, + { + "p": 0.03809305280447006, + "m": 0.9783886075019836 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1397188901901245, + "val_loss": 0.9340664744377136, + "acc": 71.71, + "time": 592.5520102789742, + "param": [ + { + "p": 0.05538676679134369, + "m": 1.0 + }, + { + "p": 0.044348765164613724, + "m": 1.0 + }, + { + "p": 0.06733131408691406, + "m": 1.0 + }, + { + "p": 0.060327813029289246, + "m": 0.9982674717903137 + }, + { + "p": 0.055942218750715256, + "m": 0.7881805300712585 + }, + { + "p": 0.04123864322900772, + "m": 0.8742859363555908 + }, + { + "p": 0.05720972269773483, + "m": 0.9989915490150452 + }, + { + "p": 0.05315682664513588, + "m": 0.6856407523155212 + }, + { + "p": 0.06091345474123955, + "m": 1.0 + }, + { + "p": 0.059306301176548004, + "m": 0.8610214591026306 + }, + { + "p": 0.06145748123526573, + "m": 1.0 + }, + { + "p": 0.07366382330656052, + "m": 1.0 + }, + { + "p": 0.073182113468647, + "m": 1.0 + }, + { + "p": 0.04541797563433647, + "m": 1.0 + }, + { + "p": 0.05181405320763588, + "m": 0.9998934268951416 + }, + { + "p": 0.056347813457250595, + "m": 1.0 + }, + { + "p": 0.021303728222846985, + "m": 0.9577579498291016 + }, + { + "p": 0.06165122985839844, + "m": 0.9688130617141724 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.206133246421814, + "val_loss": 0.7727488279342651, + "acc": 71.9, + "time": 591.9505866490072, + "param": [ + { + "p": 0.07481679320335388, + "m": 1.0 + }, + { + "p": 0.03146059811115265, + "m": 1.0 + }, + { + "p": 0.046844545751810074, + "m": 1.0 + }, + { + "p": 0.04618065431714058, + "m": 0.999732494354248 + }, + { + "p": 0.049053799360990524, + "m": 0.9779651761054993 + }, + { + "p": 0.04334774613380432, + "m": 0.8341851830482483 + }, + { + "p": 0.05316038802266121, + "m": 0.9962451457977295 + }, + { + "p": 0.0687137171626091, + "m": 0.7819216847419739 + }, + { + "p": 0.05138247460126877, + "m": 0.991247296333313 + }, + { + "p": 0.05999668315052986, + "m": 0.9988948106765747 + }, + { + "p": 0.059620197862386703, + "m": 1.0 + }, + { + "p": 0.06756894290447235, + "m": 0.9906406998634338 + }, + { + "p": 0.07982756197452545, + "m": 1.0 + }, + { + "p": 0.053285546600818634, + "m": 1.0 + }, + { + "p": 0.06819254159927368, + "m": 0.9939261674880981 + }, + { + "p": 0.05661449208855629, + "m": 0.9841604232788086 + }, + { + "p": 0.05242088809609413, + "m": 1.0 + }, + { + "p": 0.03751246631145477, + "m": 0.9553630948066711 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0468180179595947, + "val_loss": 0.779078483581543, + "acc": 72.29, + "time": 588.3914858810022, + "param": [ + { + "p": 0.06967481970787048, + "m": 1.0 + }, + { + "p": 0.04036886617541313, + "m": 1.0 + }, + { + "p": 0.06791993230581284, + "m": 1.0 + }, + { + "p": 0.0418131947517395, + "m": 0.8984082341194153 + }, + { + "p": 0.0425005741417408, + "m": 0.9700070023536682 + }, + { + "p": 0.0602990947663784, + "m": 0.9839417934417725 + }, + { + "p": 0.06297200918197632, + "m": 0.9036664962768555 + }, + { + "p": 0.04540828615427017, + "m": 0.8123508095741272 + }, + { + "p": 0.046373382210731506, + "m": 1.0 + }, + { + "p": 0.05816267058253288, + "m": 0.8825327754020691 + }, + { + "p": 0.06040346622467041, + "m": 1.0 + }, + { + "p": 0.08314855396747589, + "m": 1.0 + }, + { + "p": 0.07473817467689514, + "m": 1.0 + }, + { + "p": 0.03607984632253647, + "m": 1.0 + }, + { + "p": 0.06345397233963013, + "m": 0.9999703764915466 + }, + { + "p": 0.06006095930933952, + "m": 1.0 + }, + { + "p": 0.03514977917075157, + "m": 0.9683423638343811 + }, + { + "p": 0.05147244781255722, + "m": 0.9841617345809937 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0912123918533325, + "val_loss": 0.907697856426239, + "acc": 71.5, + "time": 593.0252006989904, + "param": [ + { + "p": 0.06892372667789459, + "m": 1.0 + }, + { + "p": 0.034709393978118896, + "m": 1.0 + }, + { + "p": 0.051228851079940796, + "m": 1.0 + }, + { + "p": 0.05537392571568489, + "m": 0.9307569265365601 + }, + { + "p": 0.026104139164090157, + "m": 0.8740427494049072 + }, + { + "p": 0.052551381289958954, + "m": 0.8780373930931091 + }, + { + "p": 0.06791865080595016, + "m": 0.8350075483322144 + }, + { + "p": 0.0673418864607811, + "m": 0.7989692687988281 + }, + { + "p": 0.08141312003135681, + "m": 0.9572192430496216 + }, + { + "p": 0.04827677085995674, + "m": 0.9991621375083923 + }, + { + "p": 0.06344535946846008, + "m": 1.0 + }, + { + "p": 0.09417784959077835, + "m": 1.0 + }, + { + "p": 0.03552646562457085, + "m": 1.0 + }, + { + "p": 0.06346319615840912, + "m": 1.0 + }, + { + "p": 0.05962015315890312, + "m": 0.982306718826294 + }, + { + "p": 0.08044986426830292, + "m": 0.9930155873298645 + }, + { + "p": 0.025433411821722984, + "m": 0.9430410265922546 + }, + { + "p": 0.024041784927248955, + "m": 0.9483680725097656 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.159004807472229, + "val_loss": 0.8653711676597595, + "acc": 71.72, + "time": 586.2848789549898, + "param": [ + { + "p": 0.0738031417131424, + "m": 1.0 + }, + { + "p": 0.043976347893476486, + "m": 1.0 + }, + { + "p": 0.08063963055610657, + "m": 1.0 + }, + { + "p": 0.052138421684503555, + "m": 0.831770658493042 + }, + { + "p": 0.03660092502832413, + "m": 0.8459822535514832 + }, + { + "p": 0.04969237372279167, + "m": 0.8534142374992371 + }, + { + "p": 0.06528320163488388, + "m": 0.8746179938316345 + }, + { + "p": 0.049692366272211075, + "m": 0.7183087468147278 + }, + { + "p": 0.0520155243575573, + "m": 0.9972725510597229 + }, + { + "p": 0.04067612439393997, + "m": 0.9798227548599243 + }, + { + "p": 0.07651706039905548, + "m": 1.0 + }, + { + "p": 0.046370409429073334, + "m": 1.0 + }, + { + "p": 0.06907390058040619, + "m": 1.0 + }, + { + "p": 0.03755208104848862, + "m": 1.0 + }, + { + "p": 0.07499547302722931, + "m": 0.9857489466667175 + }, + { + "p": 0.09194771945476532, + "m": 1.0 + }, + { + "p": 0.034860435873270035, + "m": 0.9070531129837036 + }, + { + "p": 0.024164889007806778, + "m": 0.9155283570289612 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2504554986953735, + "val_loss": 0.8722155094146729, + "acc": 72.04, + "time": 588.9732843590318, + "param": [ + { + "p": 0.0458616241812706, + "m": 1.0 + }, + { + "p": 0.04570280760526657, + "m": 1.0 + }, + { + "p": 0.06104869395494461, + "m": 1.0 + }, + { + "p": 0.01659379154443741, + "m": 0.9821258187294006 + }, + { + "p": 0.033412665128707886, + "m": 0.9042847752571106 + }, + { + "p": 0.074439637362957, + "m": 0.8230146169662476 + }, + { + "p": 0.06829911470413208, + "m": 0.8347656726837158 + }, + { + "p": 0.03375641629099846, + "m": 0.8294529914855957 + }, + { + "p": 0.09390139579772949, + "m": 1.0 + }, + { + "p": 0.07269000262022018, + "m": 0.9634151458740234 + }, + { + "p": 0.05889634042978287, + "m": 0.999470055103302 + }, + { + "p": 0.06389927864074707, + "m": 0.9942376017570496 + }, + { + "p": 0.06796804815530777, + "m": 1.0 + }, + { + "p": 0.05372842028737068, + "m": 1.0 + }, + { + "p": 0.051739126443862915, + "m": 0.994994044303894 + }, + { + "p": 0.06313605606555939, + "m": 1.0 + }, + { + "p": 0.06888899952173233, + "m": 0.9990155100822449 + }, + { + "p": 0.026037532836198807, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2593810558319092, + "val_loss": 0.8587996959686279, + "acc": 71.58, + "time": 588.326477887982, + "param": [ + { + "p": 0.05913343280553818, + "m": 1.0 + }, + { + "p": 0.041327621787786484, + "m": 1.0 + }, + { + "p": 0.057385485619306564, + "m": 1.0 + }, + { + "p": 0.06753179430961609, + "m": 0.9900746941566467 + }, + { + "p": 0.04467387869954109, + "m": 0.9740706086158752 + }, + { + "p": 0.05807577073574066, + "m": 0.8637709617614746 + }, + { + "p": 0.060144491493701935, + "m": 0.893516480922699 + }, + { + "p": 0.043288059532642365, + "m": 0.9695620536804199 + }, + { + "p": 0.06857192516326904, + "m": 1.0 + }, + { + "p": 0.05795297399163246, + "m": 0.9253305792808533 + }, + { + "p": 0.05265387147665024, + "m": 0.9979745149612427 + }, + { + "p": 0.07220813632011414, + "m": 0.9881507754325867 + }, + { + "p": 0.05883965641260147, + "m": 1.0 + }, + { + "p": 0.039046429097652435, + "m": 1.0 + }, + { + "p": 0.0559246763586998, + "m": 1.0 + }, + { + "p": 0.06437649577856064, + "m": 1.0 + }, + { + "p": 0.05833318457007408, + "m": 0.9995526671409607 + }, + { + "p": 0.04053210839629173, + "m": 0.9961869716644287 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9544348120689392, + "val_loss": 0.967682421207428, + "acc": 71.95, + "time": 597.0664153629914, + "param": [ + { + "p": 0.069436214864254, + "m": 1.0 + }, + { + "p": 0.05748317763209343, + "m": 1.0 + }, + { + "p": 0.054035626351833344, + "m": 1.0 + }, + { + "p": 0.046642083674669266, + "m": 0.9545625448226929 + }, + { + "p": 0.037116337567567825, + "m": 0.9416161179542542 + }, + { + "p": 0.04797494783997536, + "m": 0.7627596259117126 + }, + { + "p": 0.055085763335227966, + "m": 1.0 + }, + { + "p": 0.028455154970288277, + "m": 0.9763344526290894 + }, + { + "p": 0.0693557858467102, + "m": 1.0 + }, + { + "p": 0.07228825986385345, + "m": 1.0 + }, + { + "p": 0.05792919546365738, + "m": 1.0 + }, + { + "p": 0.0733703151345253, + "m": 1.0 + }, + { + "p": 0.06636049598455429, + "m": 1.0 + }, + { + "p": 0.032235998660326004, + "m": 1.0 + }, + { + "p": 0.06146536022424698, + "m": 1.0 + }, + { + "p": 0.07526914030313492, + "m": 1.0 + }, + { + "p": 0.05030956119298935, + "m": 1.0 + }, + { + "p": 0.045186616480350494, + "m": 0.92403644323349 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2259180545806885, + "val_loss": 0.6738119721412659, + "acc": 72.94, + "time": 592.5533374399529, + "param": [ + { + "p": 0.06312784552574158, + "m": 1.0 + }, + { + "p": 0.05326869711279869, + "m": 1.0 + }, + { + "p": 0.0471295528113842, + "m": 1.0 + }, + { + "p": 0.049118753522634506, + "m": 0.973064661026001 + }, + { + "p": 0.03870788589119911, + "m": 0.7611557245254517 + }, + { + "p": 0.04971436783671379, + "m": 0.8911349177360535 + }, + { + "p": 0.05233623832464218, + "m": 0.9826390147209167 + }, + { + "p": 0.0683656856417656, + "m": 0.9612303972244263 + }, + { + "p": 0.056677162647247314, + "m": 1.0 + }, + { + "p": 0.06662646681070328, + "m": 0.9413975477218628 + }, + { + "p": 0.06956733763217926, + "m": 1.0 + }, + { + "p": 0.04583960771560669, + "m": 1.0 + }, + { + "p": 0.056127630174160004, + "m": 1.0 + }, + { + "p": 0.0559176504611969, + "m": 1.0 + }, + { + "p": 0.044337280094623566, + "m": 0.9888048768043518 + }, + { + "p": 0.08136168122291565, + "m": 1.0 + }, + { + "p": 0.05212869495153427, + "m": 0.9262268543243408 + }, + { + "p": 0.04964754730463028, + "m": 0.868585467338562 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1282247304916382, + "val_loss": 0.763688325881958, + "acc": 70.64, + "time": 591.8681412020233, + "param": [ + { + "p": 0.07230701297521591, + "m": 1.0 + }, + { + "p": 0.009444956667721272, + "m": 1.0 + }, + { + "p": 0.06813476234674454, + "m": 1.0 + }, + { + "p": 0.03805001825094223, + "m": 0.910243570804596 + }, + { + "p": 0.0838746502995491, + "m": 0.7488180994987488 + }, + { + "p": 0.06142338365316391, + "m": 0.9532560706138611 + }, + { + "p": 0.048344582319259644, + "m": 0.8445895910263062 + }, + { + "p": 0.056539565324783325, + "m": 0.967262864112854 + }, + { + "p": 0.05531299114227295, + "m": 0.987457275390625 + }, + { + "p": 0.05999617278575897, + "m": 0.9324963688850403 + }, + { + "p": 0.0782301053404808, + "m": 1.0 + }, + { + "p": 0.06959088891744614, + "m": 1.0 + }, + { + "p": 0.05233165621757507, + "m": 1.0 + }, + { + "p": 0.0478542260825634, + "m": 1.0 + }, + { + "p": 0.0539667122066021, + "m": 0.9426198601722717 + }, + { + "p": 0.04456206411123276, + "m": 0.9771451354026794 + }, + { + "p": 0.04729045554995537, + "m": 0.8655140995979309 + }, + { + "p": 0.052745867520570755, + "m": 0.9251336455345154 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1511485576629639, + "val_loss": 0.7105863094329834, + "acc": 72.5, + "time": 587.9035541830235, + "param": [ + { + "p": 0.0894835814833641, + "m": 1.0 + }, + { + "p": 0.04779670014977455, + "m": 1.0 + }, + { + "p": 0.060735590755939484, + "m": 1.0 + }, + { + "p": 0.07315295934677124, + "m": 0.8080542087554932 + }, + { + "p": 0.055289894342422485, + "m": 0.7230046391487122 + }, + { + "p": 0.04310114309191704, + "m": 0.8800892233848572 + }, + { + "p": 0.05394846573472023, + "m": 0.9172471165657043 + }, + { + "p": 0.0631847083568573, + "m": 1.0 + }, + { + "p": 0.055774081498384476, + "m": 0.9807199835777283 + }, + { + "p": 0.06859055906534195, + "m": 1.0 + }, + { + "p": 0.057970255613327026, + "m": 1.0 + }, + { + "p": 0.039038095623254776, + "m": 1.0 + }, + { + "p": 0.06720335781574249, + "m": 1.0 + }, + { + "p": 0.04134142026305199, + "m": 1.0 + }, + { + "p": 0.026561561971902847, + "m": 0.9536140561103821 + }, + { + "p": 0.08853127807378769, + "m": 1.0 + }, + { + "p": 0.03449329361319542, + "m": 0.7486910820007324 + }, + { + "p": 0.03380298987030983, + "m": 0.892630398273468 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0041645765304565, + "val_loss": 0.7423944473266602, + "acc": 73.3, + "time": 409.21523756702663, + "param": [ + { + "p": 0.06078481674194336, + "m": 1.0 + }, + { + "p": 0.03416312485933304, + "m": 1.0 + }, + { + "p": 0.064690500497818, + "m": 1.0 + }, + { + "p": 0.05203118175268173, + "m": 1.0 + }, + { + "p": 0.053288549184799194, + "m": 0.8972635865211487 + }, + { + "p": 0.04493735358119011, + "m": 0.904941201210022 + }, + { + "p": 0.03270755335688591, + "m": 1.0 + }, + { + "p": 0.07740815728902817, + "m": 1.0 + }, + { + "p": 0.0569438561797142, + "m": 0.9870676398277283 + }, + { + "p": 0.056799545884132385, + "m": 0.8818765878677368 + }, + { + "p": 0.05740857496857643, + "m": 1.0 + }, + { + "p": 0.07129088789224625, + "m": 1.0 + }, + { + "p": 0.06944484263658524, + "m": 1.0 + }, + { + "p": 0.0463731475174427, + "m": 1.0 + }, + { + "p": 0.07015585899353027, + "m": 0.8677769899368286 + }, + { + "p": 0.06574909389019012, + "m": 1.0 + }, + { + "p": 0.039496228098869324, + "m": 0.6981213688850403 + }, + { + "p": 0.046326812356710434, + "m": 0.9748273491859436 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.1050559282302856, + "val_loss": 0.7901921272277832, + "acc": 72.21, + "time": 426.36613981297705, + "param": [ + { + "p": 0.05489388853311539, + "m": 1.0 + }, + { + "p": 0.034829046577215195, + "m": 1.0 + }, + { + "p": 0.050611089915037155, + "m": 1.0 + }, + { + "p": 0.05841008573770523, + "m": 0.9729121327400208 + }, + { + "p": 0.05566679686307907, + "m": 0.9338418841362 + }, + { + "p": 0.0505562387406826, + "m": 0.8133581280708313 + }, + { + "p": 0.05940255895256996, + "m": 0.9282107949256897 + }, + { + "p": 0.05500653758645058, + "m": 1.0 + }, + { + "p": 0.06815405935049057, + "m": 1.0 + }, + { + "p": 0.05769578367471695, + "m": 0.791637122631073 + }, + { + "p": 0.06321626901626587, + "m": 0.9791907072067261 + }, + { + "p": 0.048848677426576614, + "m": 1.0 + }, + { + "p": 0.06148935481905937, + "m": 1.0 + }, + { + "p": 0.06355322897434235, + "m": 1.0 + }, + { + "p": 0.053875312209129333, + "m": 0.9666689038276672 + }, + { + "p": 0.06693396717309952, + "m": 0.9995772242546082 + }, + { + "p": 0.05728690326213837, + "m": 0.7246248722076416 + }, + { + "p": 0.039570152759552, + "m": 0.973866879940033 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0295088291168213, + "val_loss": 0.7260032296180725, + "acc": 72.05, + "time": 586.8252045810223, + "param": [ + { + "p": 0.07100329548120499, + "m": 1.0 + }, + { + "p": 0.03638410195708275, + "m": 1.0 + }, + { + "p": 0.03365623578429222, + "m": 1.0 + }, + { + "p": 0.07242557406425476, + "m": 0.8312561511993408 + }, + { + "p": 0.05083610117435455, + "m": 0.812633752822876 + }, + { + "p": 0.05100887641310692, + "m": 0.8341571092605591 + }, + { + "p": 0.04655059427022934, + "m": 0.9315703511238098 + }, + { + "p": 0.042479608207941055, + "m": 1.0 + }, + { + "p": 0.08352573215961456, + "m": 1.0 + }, + { + "p": 0.05745904520153999, + "m": 0.8003390431404114 + }, + { + "p": 0.06157892569899559, + "m": 0.9825530648231506 + }, + { + "p": 0.0618143267929554, + "m": 1.0 + }, + { + "p": 0.059486273676157, + "m": 1.0 + }, + { + "p": 0.03826800733804703, + "m": 1.0 + }, + { + "p": 0.07326982915401459, + "m": 0.9628685116767883 + }, + { + "p": 0.057556722313165665, + "m": 1.0 + }, + { + "p": 0.0546550415456295, + "m": 0.8825881481170654 + }, + { + "p": 0.04804176092147827, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3873525857925415, + "val_loss": 0.7492249608039856, + "acc": 72.4, + "time": 594.4797807940049, + "param": [ + { + "p": 0.04902198910713196, + "m": 1.0 + }, + { + "p": 0.060259994119405746, + "m": 1.0 + }, + { + "p": 0.06831471621990204, + "m": 1.0 + }, + { + "p": 0.05622103437781334, + "m": 0.8984671831130981 + }, + { + "p": 0.05149238929152489, + "m": 0.8308146595954895 + }, + { + "p": 0.046896349638700485, + "m": 0.9422014355659485 + }, + { + "p": 0.049528371542692184, + "m": 0.8865727782249451 + }, + { + "p": 0.056943804025650024, + "m": 0.9918567538261414 + }, + { + "p": 0.05280999466776848, + "m": 1.0 + }, + { + "p": 0.06362462788820267, + "m": 0.8275940418243408 + }, + { + "p": 0.06038310006260872, + "m": 0.9980106353759766 + }, + { + "p": 0.03821626305580139, + "m": 0.9876446723937988 + }, + { + "p": 0.05983313173055649, + "m": 1.0 + }, + { + "p": 0.050040263682603836, + "m": 1.0 + }, + { + "p": 0.05680624768137932, + "m": 0.995550811290741 + }, + { + "p": 0.0406341515481472, + "m": 0.9695181846618652 + }, + { + "p": 0.08313250541687012, + "m": 1.0 + }, + { + "p": 0.055841147899627686, + "m": 0.917416512966156 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.039839267730713, + "val_loss": 0.759019672870636, + "acc": 72.87, + "time": 589.6099707819521, + "param": [ + { + "p": 0.06217259541153908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06658442318439484, + "m": 1.0 + }, + { + "p": 0.07607555389404297, + "m": 0.8345566391944885 + }, + { + "p": 0.05392766743898392, + "m": 0.8467877507209778 + }, + { + "p": 0.03213244304060936, + "m": 0.970180332660675 + }, + { + "p": 0.03524239733815193, + "m": 0.9295256733894348 + }, + { + "p": 0.05265331640839577, + "m": 1.0 + }, + { + "p": 0.07496413588523865, + "m": 0.95717853307724 + }, + { + "p": 0.07344178855419159, + "m": 0.9469645619392395 + }, + { + "p": 0.037166569381952286, + "m": 0.9984721541404724 + }, + { + "p": 0.05922520160675049, + "m": 1.0 + }, + { + "p": 0.09010499715805054, + "m": 1.0 + }, + { + "p": 0.029712708666920662, + "m": 1.0 + }, + { + "p": 0.07414764910936356, + "m": 0.9382837414741516 + }, + { + "p": 0.06098715215921402, + "m": 1.0 + }, + { + "p": 0.06928998976945877, + "m": 0.9907013773918152 + }, + { + "p": 0.052171364426612854, + "m": 0.9474753141403198 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0394257307052612, + "val_loss": 0.9059664011001587, + "acc": 73.0, + "time": 590.4314826219925, + "param": [ + { + "p": 0.06834576278924942, + "m": 1.0 + }, + { + "p": 0.04068271443247795, + "m": 1.0 + }, + { + "p": 0.046120766550302505, + "m": 1.0 + }, + { + "p": 0.05161939933896065, + "m": 0.8153058886528015 + }, + { + "p": 0.03650159388780594, + "m": 0.7315261363983154 + }, + { + "p": 0.058012332767248154, + "m": 0.9962128400802612 + }, + { + "p": 0.06130729988217354, + "m": 0.8567936420440674 + }, + { + "p": 0.05956454947590828, + "m": 0.993014395236969 + }, + { + "p": 0.05482683330774307, + "m": 0.9977938532829285 + }, + { + "p": 0.05833183228969574, + "m": 0.8477588891983032 + }, + { + "p": 0.06458555907011032, + "m": 1.0 + }, + { + "p": 0.06463243067264557, + "m": 1.0 + }, + { + "p": 0.06213410943746567, + "m": 1.0 + }, + { + "p": 0.05971784144639969, + "m": 1.0 + }, + { + "p": 0.06296586990356445, + "m": 1.0 + }, + { + "p": 0.07355726510286331, + "m": 1.0 + }, + { + "p": 0.04136068746447563, + "m": 0.9966053366661072 + }, + { + "p": 0.035733308643102646, + "m": 0.9896934628486633 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.1944515705108643, + "val_loss": 0.7989726066589355, + "acc": 73.33, + "time": 594.6033728559851, + "param": [ + { + "p": 0.06673502922058105, + "m": 1.0 + }, + { + "p": 0.030760016292333603, + "m": 1.0 + }, + { + "p": 0.06863590329885483, + "m": 1.0 + }, + { + "p": 0.033404093235731125, + "m": 0.8434914946556091 + }, + { + "p": 0.06956395506858826, + "m": 0.6531599164009094 + }, + { + "p": 0.032778359949588776, + "m": 0.9825698137283325 + }, + { + "p": 0.04768699035048485, + "m": 0.8498551845550537 + }, + { + "p": 0.051891058683395386, + "m": 0.8997129201889038 + }, + { + "p": 0.08000297844409943, + "m": 0.999196469783783 + }, + { + "p": 0.07132408022880554, + "m": 0.9441676139831543 + }, + { + "p": 0.06326892226934433, + "m": 0.9987204670906067 + }, + { + "p": 0.06579732894897461, + "m": 1.0 + }, + { + "p": 0.03559553250670433, + "m": 1.0 + }, + { + "p": 0.06220977380871773, + "m": 1.0 + }, + { + "p": 0.0658235177397728, + "m": 0.9533592462539673 + }, + { + "p": 0.06530632078647614, + "m": 1.0 + }, + { + "p": 0.017746835947036743, + "m": 0.8329607844352722 + }, + { + "p": 0.07146932929754257, + "m": 0.9190673828125 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0661563873291016, + "val_loss": 0.8503460884094238, + "acc": 73.36, + "time": 596.3289208590286, + "param": [ + { + "p": 0.054200198501348495, + "m": 1.0 + }, + { + "p": 0.05198685824871063, + "m": 1.0 + }, + { + "p": 0.05083674192428589, + "m": 1.0 + }, + { + "p": 0.05522442236542702, + "m": 0.8228259682655334 + }, + { + "p": 0.05353758856654167, + "m": 0.5253841280937195 + }, + { + "p": 0.04901239275932312, + "m": 0.9371005296707153 + }, + { + "p": 0.0704425498843193, + "m": 0.8628108501434326 + }, + { + "p": 0.04731883481144905, + "m": 0.9989891052246094 + }, + { + "p": 0.0624944232404232, + "m": 1.0 + }, + { + "p": 0.05210456624627113, + "m": 0.8897650241851807 + }, + { + "p": 0.05185937508940697, + "m": 0.9961747527122498 + }, + { + "p": 0.05724019557237625, + "m": 1.0 + }, + { + "p": 0.08071430027484894, + "m": 1.0 + }, + { + "p": 0.03978516533970833, + "m": 1.0 + }, + { + "p": 0.0587308406829834, + "m": 0.8737455010414124 + }, + { + "p": 0.07967130839824677, + "m": 0.997550368309021 + }, + { + "p": 0.04778485372662544, + "m": 0.9667769074440002 + }, + { + "p": 0.03705542907118797, + "m": 0.9588882327079773 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1431506872177124, + "val_loss": 0.8085468411445618, + "acc": 72.59, + "time": 590.6774214709876, + "param": [ + { + "p": 0.06809747964143753, + "m": 1.0 + }, + { + "p": 0.04294198751449585, + "m": 1.0 + }, + { + "p": 0.06793644279241562, + "m": 1.0 + }, + { + "p": 0.03141776844859123, + "m": 0.8512311577796936 + }, + { + "p": 0.026418453082442284, + "m": 0.4699498414993286 + }, + { + "p": 0.06845342367887497, + "m": 0.9972504377365112 + }, + { + "p": 0.05131034925580025, + "m": 0.897711992263794 + }, + { + "p": 0.07390390336513519, + "m": 1.0 + }, + { + "p": 0.0469539612531662, + "m": 0.9927592277526855 + }, + { + "p": 0.08260142058134079, + "m": 0.9871261715888977 + }, + { + "p": 0.06289336830377579, + "m": 0.9987643957138062 + }, + { + "p": 0.0405767522752285, + "m": 1.0 + }, + { + "p": 0.07733931392431259, + "m": 1.0 + }, + { + "p": 0.06874678283929825, + "m": 1.0 + }, + { + "p": 0.04577980935573578, + "m": 0.8588009476661682 + }, + { + "p": 0.07107310742139816, + "m": 0.9980565309524536 + }, + { + "p": 0.019682999700307846, + "m": 0.8867824673652649 + }, + { + "p": 0.05387270823121071, + "m": 0.8758375644683838 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0168280601501465, + "val_loss": 0.8038304448127747, + "acc": 71.1, + "time": 594.6144831320271, + "param": [ + { + "p": 0.05134586989879608, + "m": 1.0 + }, + { + "p": 0.04797392711043358, + "m": 1.0 + }, + { + "p": 0.07862140983343124, + "m": 1.0 + }, + { + "p": 0.054526470601558685, + "m": 0.9631715416908264 + }, + { + "p": 0.054843634366989136, + "m": 0.6978959441184998 + }, + { + "p": 0.061579421162605286, + "m": 0.8436004519462585 + }, + { + "p": 0.05457986518740654, + "m": 0.8615137934684753 + }, + { + "p": 0.06582141667604446, + "m": 0.9688923358917236 + }, + { + "p": 0.06006675586104393, + "m": 0.9686999917030334 + }, + { + "p": 0.050780560821294785, + "m": 0.9774013757705688 + }, + { + "p": 0.07736993581056595, + "m": 0.8992792963981628 + }, + { + "p": 0.04786623641848564, + "m": 0.9867812991142273 + }, + { + "p": 0.04262411966919899, + "m": 1.0 + }, + { + "p": 0.041521381586790085, + "m": 1.0 + }, + { + "p": 0.06242752820253372, + "m": 1.0 + }, + { + "p": 0.05239322409033775, + "m": 0.9913311004638672 + }, + { + "p": 0.06918033212423325, + "m": 0.7213602066040039 + }, + { + "p": 0.026477819308638573, + "m": 0.8142807483673096 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1130659580230713, + "val_loss": 0.7743934392929077, + "acc": 73.15, + "time": 581.3306752750068, + "param": [ + { + "p": 0.04520060122013092, + "m": 1.0 + }, + { + "p": 0.05423995852470398, + "m": 1.0 + }, + { + "p": 0.0834316834807396, + "m": 1.0 + }, + { + "p": 0.053684577345848083, + "m": 0.9960190057754517 + }, + { + "p": 0.07245417684316635, + "m": 0.8026810884475708 + }, + { + "p": 0.01981482468545437, + "m": 0.9196038842201233 + }, + { + "p": 0.06519679725170135, + "m": 0.9333302974700928 + }, + { + "p": 0.021227750927209854, + "m": 1.0 + }, + { + "p": 0.07335861027240753, + "m": 1.0 + }, + { + "p": 0.052580442279577255, + "m": 0.9920899271965027 + }, + { + "p": 0.08145271986722946, + "m": 1.0 + }, + { + "p": 0.10191269963979721, + "m": 1.0 + }, + { + "p": 0.046580761671066284, + "m": 1.0 + }, + { + "p": 0.05139146000146866, + "m": 1.0 + }, + { + "p": 0.06264790147542953, + "m": 0.9495275616645813 + }, + { + "p": 0.0496239960193634, + "m": 1.0 + }, + { + "p": 0.03749395161867142, + "m": 0.8507720828056335 + }, + { + "p": 0.02770707942545414, + "m": 0.9898040890693665 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0646991729736328, + "val_loss": 0.7130996584892273, + "acc": 72.65, + "time": 302.0146561290021, + "param": [ + { + "p": 0.04824675992131233, + "m": 1.0 + }, + { + "p": 0.04659394174814224, + "m": 1.0 + }, + { + "p": 0.049302391707897186, + "m": 1.0 + }, + { + "p": 0.0461442805826664, + "m": 1.0 + }, + { + "p": 0.07135429233312607, + "m": 0.7827389240264893 + }, + { + "p": 0.051635224372148514, + "m": 0.8459447622299194 + }, + { + "p": 0.07390616834163666, + "m": 0.8552355766296387 + }, + { + "p": 0.05144393444061279, + "m": 0.9876548647880554 + }, + { + "p": 0.06336761265993118, + "m": 0.9952466487884521 + }, + { + "p": 0.0697677731513977, + "m": 0.9603987336158752 + }, + { + "p": 0.06172206997871399, + "m": 1.0 + }, + { + "p": 0.057146523147821426, + "m": 0.9955257773399353 + }, + { + "p": 0.05072392523288727, + "m": 1.0 + }, + { + "p": 0.04592817276716232, + "m": 1.0 + }, + { + "p": 0.04684172943234444, + "m": 0.9971951246261597 + }, + { + "p": 0.0639762431383133, + "m": 0.9997650980949402 + }, + { + "p": 0.0490773469209671, + "m": 0.9364500641822815 + }, + { + "p": 0.05282163247466087, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2990013360977173, + "val_loss": 0.7807784080505371, + "acc": 72.78, + "time": 537.7172331030015, + "param": [ + { + "p": 0.046584565192461014, + "m": 1.0 + }, + { + "p": 0.043327972292900085, + "m": 1.0 + }, + { + "p": 0.051176104694604874, + "m": 1.0 + }, + { + "p": 0.04576115310192108, + "m": 0.9280077815055847 + }, + { + "p": 0.043427884578704834, + "m": 0.8216750621795654 + }, + { + "p": 0.05879897251725197, + "m": 0.856395423412323 + }, + { + "p": 0.06403198093175888, + "m": 0.8097299933433533 + }, + { + "p": 0.051388051360845566, + "m": 1.0 + }, + { + "p": 0.07213468104600906, + "m": 1.0 + }, + { + "p": 0.07603039592504501, + "m": 0.9109417200088501 + }, + { + "p": 0.057741161435842514, + "m": 1.0 + }, + { + "p": 0.06303932517766953, + "m": 1.0 + }, + { + "p": 0.05086595192551613, + "m": 1.0 + }, + { + "p": 0.050161052495241165, + "m": 1.0 + }, + { + "p": 0.053835052996873856, + "m": 0.9810982942581177 + }, + { + "p": 0.07557196915149689, + "m": 1.0 + }, + { + "p": 0.04583199322223663, + "m": 1.0 + }, + { + "p": 0.05029169097542763, + "m": 0.967950165271759 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0252947807312012, + "val_loss": 0.7466107606887817, + "acc": 72.77, + "time": 596.6264559020055, + "param": [ + { + "p": 0.06709125638008118, + "m": 1.0 + }, + { + "p": 0.024942737072706223, + "m": 1.0 + }, + { + "p": 0.06251619756221771, + "m": 1.0 + }, + { + "p": 0.06545725464820862, + "m": 0.9965884685516357 + }, + { + "p": 0.066270612180233, + "m": 0.7882235050201416 + }, + { + "p": 0.03824855387210846, + "m": 0.8519480228424072 + }, + { + "p": 0.04623972624540329, + "m": 0.7137744426727295 + }, + { + "p": 0.055432263761758804, + "m": 0.9772982597351074 + }, + { + "p": 0.07504277676343918, + "m": 0.9835931658744812 + }, + { + "p": 0.08485003560781479, + "m": 0.9572897553443909 + }, + { + "p": 0.05690976232290268, + "m": 1.0 + }, + { + "p": 0.05880866199731827, + "m": 0.9859501719474792 + }, + { + "p": 0.06630760431289673, + "m": 1.0 + }, + { + "p": 0.04615498706698418, + "m": 1.0 + }, + { + "p": 0.042528048157691956, + "m": 0.939302384853363 + }, + { + "p": 0.053533606231212616, + "m": 0.8937205672264099 + }, + { + "p": 0.037953902035951614, + "m": 0.9741224050521851 + }, + { + "p": 0.05171209201216698, + "m": 0.9905707836151123 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.098534107208252, + "val_loss": 0.8307048678398132, + "acc": 73.66, + "time": 594.5691995319794, + "param": [ + { + "p": 0.06269799917936325, + "m": 1.0 + }, + { + "p": 0.04950777068734169, + "m": 1.0 + }, + { + "p": 0.06021378934383392, + "m": 1.0 + }, + { + "p": 0.05096450820565224, + "m": 1.0 + }, + { + "p": 0.05098279193043709, + "m": 0.6581552028656006 + }, + { + "p": 0.04668165370821953, + "m": 0.9776808619499207 + }, + { + "p": 0.05716177821159363, + "m": 0.8265668749809265 + }, + { + "p": 0.06811068952083588, + "m": 1.0 + }, + { + "p": 0.0637379065155983, + "m": 1.0 + }, + { + "p": 0.04890673980116844, + "m": 0.9920812249183655 + }, + { + "p": 0.06754950433969498, + "m": 1.0 + }, + { + "p": 0.04044120013713837, + "m": 1.0 + }, + { + "p": 0.07043352723121643, + "m": 1.0 + }, + { + "p": 0.05087842047214508, + "m": 1.0 + }, + { + "p": 0.06206534802913666, + "m": 1.0 + }, + { + "p": 0.062371980398893356, + "m": 0.9853636026382446 + }, + { + "p": 0.057190556079149246, + "m": 0.9080942869186401 + }, + { + "p": 0.03010375052690506, + "m": 0.9435656070709229 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1549700498580933, + "val_loss": 0.6940504312515259, + "acc": 73.92, + "time": 590.6534051580238, + "param": [ + { + "p": 0.05777684599161148, + "m": 1.0 + }, + { + "p": 0.043777644634246826, + "m": 1.0 + }, + { + "p": 0.056532084941864014, + "m": 1.0 + }, + { + "p": 0.046908002346754074, + "m": 0.8664183020591736 + }, + { + "p": 0.057256631553173065, + "m": 0.621343731880188 + }, + { + "p": 0.0537850484251976, + "m": 0.9366521239280701 + }, + { + "p": 0.0750928595662117, + "m": 1.0 + }, + { + "p": 0.04698608070611954, + "m": 1.0 + }, + { + "p": 0.060604892671108246, + "m": 0.9813799858093262 + }, + { + "p": 0.08297407627105713, + "m": 0.9263483881950378 + }, + { + "p": 0.05598769709467888, + "m": 1.0 + }, + { + "p": 0.051194872707128525, + "m": 0.9977110028266907 + }, + { + "p": 0.05199992284178734, + "m": 1.0 + }, + { + "p": 0.050417955964803696, + "m": 1.0 + }, + { + "p": 0.05488217994570732, + "m": 1.0 + }, + { + "p": 0.04651331156492233, + "m": 0.9998935461044312 + }, + { + "p": 0.05861479416489601, + "m": 0.7550851702690125 + }, + { + "p": 0.04869510605931282, + "m": 0.8101829290390015 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0918140411376953, + "val_loss": 0.8048030138015747, + "acc": 72.78, + "time": 589.0792840200011, + "param": [ + { + "p": 0.06455709785223007, + "m": 1.0 + }, + { + "p": 0.06153149902820587, + "m": 1.0 + }, + { + "p": 0.043162185698747635, + "m": 1.0 + }, + { + "p": 0.03508193790912628, + "m": 0.8496978878974915 + }, + { + "p": 0.05674566701054573, + "m": 0.7395530343055725 + }, + { + "p": 0.049263276159763336, + "m": 0.9091793298721313 + }, + { + "p": 0.06279962509870529, + "m": 1.0 + }, + { + "p": 0.0562470406293869, + "m": 0.9997632503509521 + }, + { + "p": 0.05279628187417984, + "m": 1.0 + }, + { + "p": 0.058517396450042725, + "m": 0.9699707627296448 + }, + { + "p": 0.06573183089494705, + "m": 0.9973717927932739 + }, + { + "p": 0.05899491906166077, + "m": 1.0 + }, + { + "p": 0.06972396373748779, + "m": 1.0 + }, + { + "p": 0.06231987103819847, + "m": 1.0 + }, + { + "p": 0.06001317501068115, + "m": 1.0 + }, + { + "p": 0.08358612656593323, + "m": 0.9974133968353271 + }, + { + "p": 0.03199693188071251, + "m": 0.9086415767669678 + }, + { + "p": 0.02693120762705803, + "m": 0.6841399073600769 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0594531297683716, + "val_loss": 0.8073703646659851, + "acc": 71.55, + "time": 589.6062702150084, + "param": [ + { + "p": 0.052824150770902634, + "m": 1.0 + }, + { + "p": 0.029879692941904068, + "m": 1.0 + }, + { + "p": 0.08822604268789291, + "m": 1.0 + }, + { + "p": 0.06466852873563766, + "m": 0.8920303583145142 + }, + { + "p": 0.05809827521443367, + "m": 0.6111248135566711 + }, + { + "p": 0.038058046251535416, + "m": 0.7900248765945435 + }, + { + "p": 0.06063937023282051, + "m": 0.9840779304504395 + }, + { + "p": 0.06546245515346527, + "m": 1.0 + }, + { + "p": 0.07403600215911865, + "m": 0.9973011612892151 + }, + { + "p": 0.04841900244355202, + "m": 0.9800601601600647 + }, + { + "p": 0.07651179283857346, + "m": 0.9922035932540894 + }, + { + "p": 0.05051537975668907, + "m": 1.0 + }, + { + "p": 0.07167050242424011, + "m": 1.0 + }, + { + "p": 0.06828834861516953, + "m": 1.0 + }, + { + "p": 0.05833541974425316, + "m": 0.8856557607650757 + }, + { + "p": 0.031597934663295746, + "m": 1.0 + }, + { + "p": 0.02068452350795269, + "m": 0.8746662139892578 + }, + { + "p": 0.04208450764417648, + "m": 0.7182278633117676 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2101414203643799, + "val_loss": 0.8416521549224854, + "acc": 73.2, + "time": 589.9059293940081, + "param": [ + { + "p": 0.059047527611255646, + "m": 1.0 + }, + { + "p": 0.05830817669630051, + "m": 1.0 + }, + { + "p": 0.05458515137434006, + "m": 1.0 + }, + { + "p": 0.04496992751955986, + "m": 0.8546393513679504 + }, + { + "p": 0.04548610746860504, + "m": 0.6628108024597168 + }, + { + "p": 0.03700748085975647, + "m": 0.8082852363586426 + }, + { + "p": 0.047040749341249466, + "m": 0.9670565724372864 + }, + { + "p": 0.08402061462402344, + "m": 0.9820255041122437 + }, + { + "p": 0.06634499877691269, + "m": 1.0 + }, + { + "p": 0.05673181265592575, + "m": 0.9754264950752258 + }, + { + "p": 0.07887734472751617, + "m": 1.0 + }, + { + "p": 0.08477062731981277, + "m": 1.0 + }, + { + "p": 0.048456255346536636, + "m": 1.0 + }, + { + "p": 0.06264753639698029, + "m": 1.0 + }, + { + "p": 0.0643208920955658, + "m": 0.8557084798812866 + }, + { + "p": 0.04984411969780922, + "m": 1.0 + }, + { + "p": 0.009907642379403114, + "m": 0.9038473963737488 + }, + { + "p": 0.0476330891251564, + "m": 0.8567612767219543 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7988897562026978, + "val_loss": 0.8583239316940308, + "acc": 73.93, + "time": 593.4745835029753, + "param": [ + { + "p": 0.06965184211730957, + "m": 1.0 + }, + { + "p": 0.028453296050429344, + "m": 1.0 + }, + { + "p": 0.07118922472000122, + "m": 1.0 + }, + { + "p": 0.06440567225217819, + "m": 0.8997449278831482 + }, + { + "p": 0.04771250858902931, + "m": 0.6775734424591064 + }, + { + "p": 0.03895319998264313, + "m": 0.7703198194503784 + }, + { + "p": 0.07526934146881104, + "m": 0.9810884594917297 + }, + { + "p": 0.061394739896059036, + "m": 0.9673112630844116 + }, + { + "p": 0.0388915129005909, + "m": 1.0 + }, + { + "p": 0.058962270617485046, + "m": 1.0 + }, + { + "p": 0.09111559391021729, + "m": 0.9954600930213928 + }, + { + "p": 0.08356066793203354, + "m": 1.0 + }, + { + "p": 0.05056295916438103, + "m": 1.0 + }, + { + "p": 0.05543059855699539, + "m": 1.0 + }, + { + "p": 0.022184543311595917, + "m": 0.951694905757904 + }, + { + "p": 0.05962482839822769, + "m": 0.9889208078384399 + }, + { + "p": 0.03172081708908081, + "m": 0.9278385639190674 + }, + { + "p": 0.05091642215847969, + "m": 0.8478662967681885 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9958381652832031, + "val_loss": 0.62327641248703, + "acc": 73.37, + "time": 593.1577177749714, + "param": [ + { + "p": 0.058163031935691833, + "m": 1.0 + }, + { + "p": 0.04022150859236717, + "m": 1.0 + }, + { + "p": 0.04223140329122543, + "m": 1.0 + }, + { + "p": 0.052928801625967026, + "m": 0.9106842875480652 + }, + { + "p": 0.0327618308365345, + "m": 0.7166748046875 + }, + { + "p": 0.07488193362951279, + "m": 0.7498137354850769 + }, + { + "p": 0.05415596440434456, + "m": 0.8800928592681885 + }, + { + "p": 0.059621237218379974, + "m": 0.8644712567329407 + }, + { + "p": 0.06608717888593674, + "m": 0.9537713527679443 + }, + { + "p": 0.07396124303340912, + "m": 0.8996354937553406 + }, + { + "p": 0.058441776782274246, + "m": 0.9623737931251526 + }, + { + "p": 0.06898768246173859, + "m": 1.0 + }, + { + "p": 0.06528089940547943, + "m": 1.0 + }, + { + "p": 0.04117932543158531, + "m": 1.0 + }, + { + "p": 0.07898661494255066, + "m": 0.9386366605758667 + }, + { + "p": 0.051601991057395935, + "m": 0.9976490139961243 + }, + { + "p": 0.029293673112988472, + "m": 0.9970744252204895 + }, + { + "p": 0.05121402069926262, + "m": 0.87492835521698 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0738062858581543, + "val_loss": 0.7126874327659607, + "acc": 73.57, + "time": 597.7396226249984, + "param": [ + { + "p": 0.06892917305231094, + "m": 1.0 + }, + { + "p": 0.05782776698470116, + "m": 1.0 + }, + { + "p": 0.042874354869127274, + "m": 1.0 + }, + { + "p": 0.042299848049879074, + "m": 0.8705217838287354 + }, + { + "p": 0.05410272255539894, + "m": 0.6874706149101257 + }, + { + "p": 0.05750362202525139, + "m": 0.7872820496559143 + }, + { + "p": 0.0341080017387867, + "m": 0.8833634257316589 + }, + { + "p": 0.07341766357421875, + "m": 0.8955147862434387 + }, + { + "p": 0.07060234993696213, + "m": 1.0 + }, + { + "p": 0.07221056520938873, + "m": 0.8925087451934814 + }, + { + "p": 0.06650106608867645, + "m": 1.0 + }, + { + "p": 0.06606090813875198, + "m": 1.0 + }, + { + "p": 0.06716205179691315, + "m": 1.0 + }, + { + "p": 0.04982307180762291, + "m": 1.0 + }, + { + "p": 0.07163660228252411, + "m": 0.8663437962532043 + }, + { + "p": 0.03817738592624664, + "m": 1.0 + }, + { + "p": 0.028655461966991425, + "m": 0.9504304528236389 + }, + { + "p": 0.03810744360089302, + "m": 0.9829137921333313 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0039938688278198, + "val_loss": 0.6669983267784119, + "acc": 73.69, + "time": 591.3178370890091, + "param": [ + { + "p": 0.06578484177589417, + "m": 1.0 + }, + { + "p": 0.020708229392766953, + "m": 1.0 + }, + { + "p": 0.06716392189264297, + "m": 1.0 + }, + { + "p": 0.04686789587140083, + "m": 0.8892771601676941 + }, + { + "p": 0.05844346433877945, + "m": 0.7701228260993958 + }, + { + "p": 0.06852176785469055, + "m": 0.6805768609046936 + }, + { + "p": 0.04659632593393326, + "m": 0.861312747001648 + }, + { + "p": 0.07473228126764297, + "m": 1.0 + }, + { + "p": 0.03634357079863548, + "m": 0.9885122776031494 + }, + { + "p": 0.048810385167598724, + "m": 0.8463011384010315 + }, + { + "p": 0.07717940956354141, + "m": 0.9969735741615295 + }, + { + "p": 0.05617043748497963, + "m": 1.0 + }, + { + "p": 0.06625820696353912, + "m": 1.0 + }, + { + "p": 0.06672283262014389, + "m": 1.0 + }, + { + "p": 0.05462479963898659, + "m": 0.8064853549003601 + }, + { + "p": 0.062330957502126694, + "m": 1.0 + }, + { + "p": 0.04197956621646881, + "m": 0.9377757906913757 + }, + { + "p": 0.04076113924384117, + "m": 0.9687952995300293 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1679786443710327, + "val_loss": 0.6403731107711792, + "acc": 73.14, + "time": 590.6212711289991, + "param": [ + { + "p": 0.06214633956551552, + "m": 1.0 + }, + { + "p": 0.04628154635429382, + "m": 1.0 + }, + { + "p": 0.06348235160112381, + "m": 1.0 + }, + { + "p": 0.06335191428661346, + "m": 0.8471835255622864 + }, + { + "p": 0.056255556643009186, + "m": 0.8250542879104614 + }, + { + "p": 0.06946783512830734, + "m": 0.6205464005470276 + }, + { + "p": 0.060185495764017105, + "m": 0.9578174948692322 + }, + { + "p": 0.04626385122537613, + "m": 1.0 + }, + { + "p": 0.04494635388255119, + "m": 0.9734508991241455 + }, + { + "p": 0.059214986860752106, + "m": 0.9426195025444031 + }, + { + "p": 0.051055748015642166, + "m": 0.9246413111686707 + }, + { + "p": 0.05726821348071098, + "m": 1.0 + }, + { + "p": 0.08243400603532791, + "m": 1.0 + }, + { + "p": 0.02606462873518467, + "m": 1.0 + }, + { + "p": 0.06330874562263489, + "m": 0.8997097015380859 + }, + { + "p": 0.05903119593858719, + "m": 1.0 + }, + { + "p": 0.05365706980228424, + "m": 0.9113320708274841 + }, + { + "p": 0.03558412939310074, + "m": 0.9757264852523804 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9546692967414856, + "val_loss": 0.8306622505187988, + "acc": 73.22, + "time": 586.9628311049892, + "param": [ + { + "p": 0.05762913078069687, + "m": 1.0 + }, + { + "p": 0.04332028701901436, + "m": 1.0 + }, + { + "p": 0.06240891292691231, + "m": 1.0 + }, + { + "p": 0.0668003037571907, + "m": 0.8765280842781067 + }, + { + "p": 0.050537534058094025, + "m": 0.6038267016410828 + }, + { + "p": 0.060974858701229095, + "m": 0.7803937792778015 + }, + { + "p": 0.04599250480532646, + "m": 1.0 + }, + { + "p": 0.0551476776599884, + "m": 0.9943901300430298 + }, + { + "p": 0.04517679288983345, + "m": 1.0 + }, + { + "p": 0.07726366817951202, + "m": 0.9444003105163574 + }, + { + "p": 0.050458960235118866, + "m": 1.0 + }, + { + "p": 0.058190830051898956, + "m": 0.9935281872749329 + }, + { + "p": 0.06164119020104408, + "m": 1.0 + }, + { + "p": 0.04885047301650047, + "m": 1.0 + }, + { + "p": 0.07012319564819336, + "m": 0.9989043474197388 + }, + { + "p": 0.06028231605887413, + "m": 0.9987215399742126 + }, + { + "p": 0.03198791295289993, + "m": 1.0 + }, + { + "p": 0.05321342125535011, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.2070508003234863, + "val_loss": 0.8932057023048401, + "acc": 73.74, + "time": 594.5093797739828, + "param": [ + { + "p": 0.07188204675912857, + "m": 1.0 + }, + { + "p": 0.04412030056118965, + "m": 1.0 + }, + { + "p": 0.06092636659741402, + "m": 1.0 + }, + { + "p": 0.05133424699306488, + "m": 0.9229414463043213 + }, + { + "p": 0.044147104024887085, + "m": 0.7342154383659363 + }, + { + "p": 0.06404368579387665, + "m": 0.998497724533081 + }, + { + "p": 0.07050754129886627, + "m": 1.0 + }, + { + "p": 0.05226408690214157, + "m": 0.9731245040893555 + }, + { + "p": 0.06707992404699326, + "m": 1.0 + }, + { + "p": 0.053027860820293427, + "m": 0.9751884341239929 + }, + { + "p": 0.06235552206635475, + "m": 1.0 + }, + { + "p": 0.06941035389900208, + "m": 0.9291588664054871 + }, + { + "p": 0.0535801537334919, + "m": 1.0 + }, + { + "p": 0.040889691561460495, + "m": 1.0 + }, + { + "p": 0.06675936281681061, + "m": 0.9995748996734619 + }, + { + "p": 0.05285811051726341, + "m": 0.9891448020935059 + }, + { + "p": 0.045077044516801834, + "m": 1.0 + }, + { + "p": 0.029736632481217384, + "m": 0.9966193437576294 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8507994413375854, + "val_loss": 0.7353467345237732, + "acc": 74.02, + "time": 591.9176997480099, + "param": [ + { + "p": 0.08340673893690109, + "m": 1.0 + }, + { + "p": 0.04804797098040581, + "m": 1.0 + }, + { + "p": 0.034056250005960464, + "m": 1.0 + }, + { + "p": 0.07745003700256348, + "m": 0.9759009480476379 + }, + { + "p": 0.03704617917537689, + "m": 0.7640671730041504 + }, + { + "p": 0.06046927720308304, + "m": 0.9169559478759766 + }, + { + "p": 0.07769318670034409, + "m": 0.9572609066963196 + }, + { + "p": 0.06825568526983261, + "m": 0.9993495345115662 + }, + { + "p": 0.08132913708686829, + "m": 0.9556324481964111 + }, + { + "p": 0.04723386466503143, + "m": 0.997299075126648 + }, + { + "p": 0.05080392584204674, + "m": 0.9826943278312683 + }, + { + "p": 0.053730309009552, + "m": 1.0 + }, + { + "p": 0.07299143075942993, + "m": 1.0 + }, + { + "p": 0.0409516878426075, + "m": 1.0 + }, + { + "p": 0.06462705880403519, + "m": 0.9857271313667297 + }, + { + "p": 0.03767387941479683, + "m": 0.9921131730079651 + }, + { + "p": 0.013615422882139683, + "m": 0.9778788685798645 + }, + { + "p": 0.05061794072389603, + "m": 0.9775433540344238 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1481400728225708, + "val_loss": 0.7123530507087708, + "acc": 72.71, + "time": 589.2182468679966, + "param": [ + { + "p": 0.06378962099552155, + "m": 1.0 + }, + { + "p": 0.04699317365884781, + "m": 1.0 + }, + { + "p": 0.07189291715621948, + "m": 1.0 + }, + { + "p": 0.05542789027094841, + "m": 0.9185420274734497 + }, + { + "p": 0.047977015376091, + "m": 0.7323183417320251 + }, + { + "p": 0.06702806055545807, + "m": 0.7723340392112732 + }, + { + "p": 0.07400832325220108, + "m": 0.9760797023773193 + }, + { + "p": 0.03729472681879997, + "m": 0.981355607509613 + }, + { + "p": 0.020830947905778885, + "m": 0.9025968909263611 + }, + { + "p": 0.05947250500321388, + "m": 0.9465828537940979 + }, + { + "p": 0.061116911470890045, + "m": 1.0 + }, + { + "p": 0.07482092082500458, + "m": 0.9946413040161133 + }, + { + "p": 0.04685346409678459, + "m": 1.0 + }, + { + "p": 0.053211141377687454, + "m": 1.0 + }, + { + "p": 0.06409381330013275, + "m": 0.9935517311096191 + }, + { + "p": 0.06561364233493805, + "m": 1.0 + }, + { + "p": 0.0463733896613121, + "m": 0.9961137771606445 + }, + { + "p": 0.043201565742492676, + "m": 0.9899349808692932 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.0550287961959839, + "val_loss": 0.7136586308479309, + "acc": 73.25, + "time": 590.1837035809876, + "param": [ + { + "p": 0.06467370688915253, + "m": 1.0 + }, + { + "p": 0.03295662999153137, + "m": 1.0 + }, + { + "p": 0.06223253160715103, + "m": 1.0 + }, + { + "p": 0.013623343780636787, + "m": 0.9307208061218262 + }, + { + "p": 0.049322452396154404, + "m": 0.7515234351158142 + }, + { + "p": 0.05199101194739342, + "m": 0.7307116985321045 + }, + { + "p": 0.059435561299324036, + "m": 0.9949614405632019 + }, + { + "p": 0.06884321570396423, + "m": 0.9843517541885376 + }, + { + "p": 0.07119469344615936, + "m": 1.0 + }, + { + "p": 0.07506541907787323, + "m": 0.9515362977981567 + }, + { + "p": 0.07782468944787979, + "m": 0.968829333782196 + }, + { + "p": 0.05603867024183273, + "m": 0.9954777359962463 + }, + { + "p": 0.063885897397995, + "m": 1.0 + }, + { + "p": 0.04913896322250366, + "m": 1.0 + }, + { + "p": 0.0615147203207016, + "m": 0.9361118674278259 + }, + { + "p": 0.04832529276609421, + "m": 1.0 + }, + { + "p": 0.03297467902302742, + "m": 0.9319630265235901 + }, + { + "p": 0.06095847487449646, + "m": 0.9906524419784546 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.067297339439392, + "val_loss": 0.7273908853530884, + "acc": 74.1, + "time": 590.8032272710116, + "param": [ + { + "p": 0.03215976431965828, + "m": 1.0 + }, + { + "p": 0.04016105830669403, + "m": 1.0 + }, + { + "p": 0.07457230985164642, + "m": 1.0 + }, + { + "p": 0.05013849213719368, + "m": 0.8324381709098816 + }, + { + "p": 0.04887138679623604, + "m": 0.599160373210907 + }, + { + "p": 0.04982291907072067, + "m": 0.6826711297035217 + }, + { + "p": 0.05207070708274841, + "m": 0.9273679256439209 + }, + { + "p": 0.04618718847632408, + "m": 1.0 + }, + { + "p": 0.06172711402177811, + "m": 1.0 + }, + { + "p": 0.0608583427965641, + "m": 0.8541576266288757 + }, + { + "p": 0.06965034455060959, + "m": 1.0 + }, + { + "p": 0.06175081431865692, + "m": 0.9789913296699524 + }, + { + "p": 0.060662414878606796, + "m": 1.0 + }, + { + "p": 0.05795975774526596, + "m": 1.0 + }, + { + "p": 0.05326591059565544, + "m": 1.0 + }, + { + "p": 0.04817889630794525, + "m": 1.0 + }, + { + "p": 0.0747508704662323, + "m": 1.0 + }, + { + "p": 0.057211704552173615, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json new file mode 100644 index 0000000..dba6dfe --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 74.1, + "Time": [ + 258.6462200664651, + 149.2740725146164 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3786981105804443, + "val_loss": 2.291701078414917, + "acc": 12.1, + "time": 576.2337432209752, + "param": [ + { + "p": 0.0514274463057518, + "m": 1.0 + }, + { + "p": 0.05345888435840607, + "m": 1.0 + }, + { + "p": 0.06325218081474304, + "m": 1.0 + }, + { + "p": 0.075588658452034, + "m": 1.0 + }, + { + "p": 0.03574296832084656, + "m": 0.9968536496162415 + }, + { + "p": 0.09285839647054672, + "m": 1.0 + }, + { + "p": 0.0730164423584938, + "m": 1.0 + }, + { + "p": 0.03609086200594902, + "m": 1.0 + }, + { + "p": 0.03641841188073158, + "m": 0.9959075450897217 + }, + { + "p": 0.07287681102752686, + "m": 1.0 + }, + { + "p": 0.09152159839868546, + "m": 1.0 + }, + { + "p": 0.0005862346733920276, + "m": 1.0 + }, + { + "p": 0.021823111921548843, + "m": 1.0 + }, + { + "p": 0.029832301661372185, + "m": 1.0 + }, + { + "p": 0.10531819611787796, + "m": 1.0 + }, + { + "p": 0.07809355109930038, + "m": 1.0 + }, + { + "p": 0.05663503706455231, + "m": 0.9808390140533447 + }, + { + "p": 0.02545889839529991, + "m": 0.9925463199615479 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1021368503570557, + "val_loss": 2.073446750640869, + "acc": 22.28, + "time": 304.9197222290095, + "param": [ + { + "p": 0.08976496756076813, + "m": 1.0 + }, + { + "p": 0.05645560473203659, + "m": 1.0 + }, + { + "p": 0.06503342092037201, + "m": 1.0 + }, + { + "p": 0.05008798465132713, + "m": 1.0 + }, + { + "p": 0.06691017001867294, + "m": 0.8369616270065308 + }, + { + "p": 0.0, + "m": 0.9984684586524963 + }, + { + "p": 0.018040776252746582, + "m": 1.0 + }, + { + "p": 0.036355480551719666, + "m": 0.9883391857147217 + }, + { + "p": 0.1268572062253952, + "m": 1.0 + }, + { + "p": 0.09537041187286377, + "m": 1.0 + }, + { + "p": 0.09324762970209122, + "m": 0.9743202328681946 + }, + { + "p": 0.08224332332611084, + "m": 1.0 + }, + { + "p": 0.05608239024877548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0795656144618988, + "m": 0.9855088591575623 + }, + { + "p": 0.060308780521154404, + "m": 1.0 + }, + { + "p": 0.023676186800003052, + "m": 0.6371561884880066 + }, + { + "p": 0.0, + "m": 0.6709614992141724 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1292805671691895, + "val_loss": 1.9970418214797974, + "acc": 30.76, + "time": 595.206087470986, + "param": [ + { + "p": 0.034220799803733826, + "m": 1.0 + }, + { + "p": 0.04054657742381096, + "m": 1.0 + }, + { + "p": 0.09579608589410782, + "m": 1.0 + }, + { + "p": 0.0666312649846077, + "m": 0.9893604516983032 + }, + { + "p": 0.041083112359046936, + "m": 1.0 + }, + { + "p": 0.08841708302497864, + "m": 0.9726718664169312 + }, + { + "p": 0.006295728497207165, + "m": 0.9904605150222778 + }, + { + "p": 0.10517450422048569, + "m": 0.8503834009170532 + }, + { + "p": 0.0025730542838573456, + "m": 0.9542092084884644 + }, + { + "p": 0.08150756359100342, + "m": 0.9795129895210266 + }, + { + "p": 0.0057349056005477905, + "m": 0.7637478709220886 + }, + { + "p": 0.1060916855931282, + "m": 1.0 + }, + { + "p": 0.05076016113162041, + "m": 1.0 + }, + { + "p": 0.02879142202436924, + "m": 1.0 + }, + { + "p": 0.10829637199640274, + "m": 0.9478123784065247 + }, + { + "p": 0.0973190888762474, + "m": 1.0 + }, + { + "p": 0.024824917316436768, + "m": 0.6076905131340027 + }, + { + "p": 0.015935733914375305, + "m": 0.5127835273742676 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.163677930831909, + "val_loss": 1.9168905019760132, + "acc": 33.37, + "time": 595.6273310580291, + "param": [ + { + "p": 0.061887312680482864, + "m": 1.0 + }, + { + "p": 0.06151902675628662, + "m": 1.0 + }, + { + "p": 0.06418534368276596, + "m": 1.0 + }, + { + "p": 0.05756937712430954, + "m": 0.9530825614929199 + }, + { + "p": 0.05983124300837517, + "m": 0.7567451596260071 + }, + { + "p": 0.032000716775655746, + "m": 1.0 + }, + { + "p": 0.06287199258804321, + "m": 1.0 + }, + { + "p": 0.06178785860538483, + "m": 0.9732165336608887 + }, + { + "p": 0.06935333460569382, + "m": 1.0 + }, + { + "p": 0.05637339875102043, + "m": 0.8878760933876038 + }, + { + "p": 0.03901313245296478, + "m": 0.9418142437934875 + }, + { + "p": 0.0530918724834919, + "m": 0.9707992672920227 + }, + { + "p": 0.0412454828619957, + "m": 1.0 + }, + { + "p": 0.057254839688539505, + "m": 1.0 + }, + { + "p": 0.07582855224609375, + "m": 0.6484922766685486 + }, + { + "p": 0.0604373961687088, + "m": 0.9994568228721619 + }, + { + "p": 0.03652946278452873, + "m": 0.5822620391845703 + }, + { + "p": 0.049219731241464615, + "m": 0.6292051672935486 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9953231811523438, + "val_loss": 1.8382222652435303, + "acc": 36.85, + "time": 592.0264109880081, + "param": [ + { + "p": 0.05329162999987602, + "m": 1.0 + }, + { + "p": 0.051164545118808746, + "m": 1.0 + }, + { + "p": 0.05346006155014038, + "m": 1.0 + }, + { + "p": 0.05790625512599945, + "m": 0.9974939823150635 + }, + { + "p": 0.06196903437376022, + "m": 0.6658041477203369 + }, + { + "p": 0.04129968583583832, + "m": 0.9372695684432983 + }, + { + "p": 0.053437016904354095, + "m": 0.940463125705719 + }, + { + "p": 0.0584365539252758, + "m": 0.8584073781967163 + }, + { + "p": 0.04429430887103081, + "m": 1.0 + }, + { + "p": 0.06004558131098747, + "m": 0.7076209187507629 + }, + { + "p": 0.05776191130280495, + "m": 1.0 + }, + { + "p": 0.06725160032510757, + "m": 0.9902353286743164 + }, + { + "p": 0.08809549361467361, + "m": 1.0 + }, + { + "p": 0.03930944204330444, + "m": 1.0 + }, + { + "p": 0.05521213635802269, + "m": 0.5291568040847778 + }, + { + "p": 0.06382454186677933, + "m": 0.9917666912078857 + }, + { + "p": 0.05198820307850838, + "m": 0.7878607511520386 + }, + { + "p": 0.041252076625823975, + "m": 0.7890599966049194 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9990588426589966, + "val_loss": 1.8122045993804932, + "acc": 36.84, + "time": 592.2435308670392, + "param": [ + { + "p": 0.05582687258720398, + "m": 1.0 + }, + { + "p": 0.050879012793302536, + "m": 1.0 + }, + { + "p": 0.05756222829222679, + "m": 1.0 + }, + { + "p": 0.051639385521411896, + "m": 0.9523622393608093 + }, + { + "p": 0.05950205400586128, + "m": 0.6948040723800659 + }, + { + "p": 0.06111278384923935, + "m": 0.8741914629936218 + }, + { + "p": 0.06310300529003143, + "m": 0.9305331110954285 + }, + { + "p": 0.06377072632312775, + "m": 0.8211781978607178 + }, + { + "p": 0.04454698786139488, + "m": 1.0 + }, + { + "p": 0.06032159924507141, + "m": 0.6770443320274353 + }, + { + "p": 0.06002669408917427, + "m": 1.0 + }, + { + "p": 0.05761467292904854, + "m": 1.0 + }, + { + "p": 0.06894858181476593, + "m": 1.0 + }, + { + "p": 0.03204524517059326, + "m": 1.0 + }, + { + "p": 0.05099678784608841, + "m": 0.30212754011154175 + }, + { + "p": 0.0733460932970047, + "m": 1.0 + }, + { + "p": 0.05464889854192734, + "m": 0.9206455945968628 + }, + { + "p": 0.03410835191607475, + "m": 0.8346303701400757 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8401464223861694, + "val_loss": 1.7460050582885742, + "acc": 40.36, + "time": 592.4447370949783, + "param": [ + { + "p": 0.07477245479822159, + "m": 1.0 + }, + { + "p": 0.03718125447630882, + "m": 1.0 + }, + { + "p": 0.07367677241563797, + "m": 1.0 + }, + { + "p": 0.10170967876911163, + "m": 0.8574343919754028 + }, + { + "p": 0.031697217375040054, + "m": 0.6340834498405457 + }, + { + "p": 0.028954267501831055, + "m": 0.9370600581169128 + }, + { + "p": 0.08299287408590317, + "m": 0.8456733226776123 + }, + { + "p": 0.051019418984651566, + "m": 0.9078518748283386 + }, + { + "p": 0.06319107115268707, + "m": 1.0 + }, + { + "p": 0.06823479384183884, + "m": 0.7874740362167358 + }, + { + "p": 0.053055886179208755, + "m": 1.0 + }, + { + "p": 0.08656378090381622, + "m": 1.0 + }, + { + "p": 0.055388547480106354, + "m": 1.0 + }, + { + "p": 0.03318563103675842, + "m": 1.0 + }, + { + "p": 0.05968243628740311, + "m": 0.6375827193260193 + }, + { + "p": 0.03341199830174446, + "m": 1.0 + }, + { + "p": 0.04136578366160393, + "m": 0.9326584935188293 + }, + { + "p": 0.023916075006127357, + "m": 0.8054457306861877 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9735770225524902, + "val_loss": 1.6592285633087158, + "acc": 43.02, + "time": 595.393420665001, + "param": [ + { + "p": 0.0786980465054512, + "m": 1.0 + }, + { + "p": 0.05057539790868759, + "m": 1.0 + }, + { + "p": 0.10186773538589478, + "m": 1.0 + }, + { + "p": 0.05827837809920311, + "m": 0.7826655507087708 + }, + { + "p": 0.06893163174390793, + "m": 0.35412782430648804 + }, + { + "p": 0.0, + "m": 0.8206263184547424 + }, + { + "p": 0.015929032117128372, + "m": 0.8527377843856812 + }, + { + "p": 0.0682828277349472, + "m": 0.968647837638855 + }, + { + "p": 0.03999064862728119, + "m": 0.9323187470436096 + }, + { + "p": 0.065115787088871, + "m": 0.8110198974609375 + }, + { + "p": 0.07969512045383453, + "m": 0.9766350984573364 + }, + { + "p": 0.06141805276274681, + "m": 0.9777852892875671 + }, + { + "p": 0.028743533417582512, + "m": 1.0 + }, + { + "p": 0.08100588619709015, + "m": 1.0 + }, + { + "p": 0.10452277958393097, + "m": 0.8481960296630859 + }, + { + "p": 0.0925615131855011, + "m": 0.9282785654067993 + }, + { + "p": 0.0, + "m": 0.8598114848136902 + }, + { + "p": 0.00438358448445797, + "m": 0.8070287704467773 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9474570751190186, + "val_loss": 1.764335036277771, + "acc": 40.81, + "time": 596.34032922599, + "param": [ + { + "p": 0.07455587387084961, + "m": 1.0 + }, + { + "p": 0.057969044893980026, + "m": 1.0 + }, + { + "p": 0.05895243212580681, + "m": 1.0 + }, + { + "p": 0.05717746540904045, + "m": 1.0 + }, + { + "p": 0.061046529561281204, + "m": 0.48456159234046936 + }, + { + "p": 0.05983148142695427, + "m": 0.5371130108833313 + }, + { + "p": 0.0551753044128418, + "m": 0.7010301947593689 + }, + { + "p": 0.08009181171655655, + "m": 1.0 + }, + { + "p": 0.07618992030620575, + "m": 1.0 + }, + { + "p": 0.06539453566074371, + "m": 0.7713317275047302 + }, + { + "p": 0.05684880167245865, + "m": 0.9159391522407532 + }, + { + "p": 0.05616876110434532, + "m": 0.9269075989723206 + }, + { + "p": 0.045549556612968445, + "m": 1.0 + }, + { + "p": 0.02849862165749073, + "m": 1.0 + }, + { + "p": 0.04547499120235443, + "m": 0.7717482447624207 + }, + { + "p": 0.06070411950349808, + "m": 0.9057950973510742 + }, + { + "p": 0.032523564994335175, + "m": 0.7966430187225342 + }, + { + "p": 0.027847088873386383, + "m": 0.8330979347229004 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8260047435760498, + "val_loss": 1.597535252571106, + "acc": 43.73, + "time": 590.1833125219564, + "param": [ + { + "p": 0.06009430065751076, + "m": 1.0 + }, + { + "p": 0.08683042228221893, + "m": 1.0 + }, + { + "p": 0.0602477565407753, + "m": 1.0 + }, + { + "p": 0.06832163035869598, + "m": 0.9351317882537842 + }, + { + "p": 0.023172985762357712, + "m": 0.34004852175712585 + }, + { + "p": 0.029414480552077293, + "m": 0.5454502701759338 + }, + { + "p": 0.05464904010295868, + "m": 0.8217619061470032 + }, + { + "p": 0.08215495944023132, + "m": 0.9945905208587646 + }, + { + "p": 0.07206147164106369, + "m": 1.0 + }, + { + "p": 0.06454811990261078, + "m": 0.761631190776825 + }, + { + "p": 0.05369865521788597, + "m": 0.998528003692627 + }, + { + "p": 0.0427459292113781, + "m": 1.0 + }, + { + "p": 0.05142805352807045, + "m": 1.0 + }, + { + "p": 0.04104996845126152, + "m": 1.0 + }, + { + "p": 0.06787338107824326, + "m": 0.7988801598548889 + }, + { + "p": 0.05906696617603302, + "m": 1.0 + }, + { + "p": 0.045761946588754654, + "m": 0.8252154588699341 + }, + { + "p": 0.03687990456819534, + "m": 0.8383206725120544 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6347579956054688, + "val_loss": 1.5162947177886963, + "acc": 46.98, + "time": 590.9572239859845, + "param": [ + { + "p": 0.05229860544204712, + "m": 1.0 + }, + { + "p": 0.04374884441494942, + "m": 1.0 + }, + { + "p": 0.060132432729005814, + "m": 1.0 + }, + { + "p": 0.11591323465108871, + "m": 0.9606457948684692 + }, + { + "p": 0.06435083597898483, + "m": 0.4238213002681732 + }, + { + "p": 0.02877536043524742, + "m": 0.4251507818698883 + }, + { + "p": 0.05506883189082146, + "m": 0.8655436635017395 + }, + { + "p": 0.10925927013158798, + "m": 0.9877479672431946 + }, + { + "p": 0.07873827964067459, + "m": 0.9051939845085144 + }, + { + "p": 0.05557869002223015, + "m": 0.7918193936347961 + }, + { + "p": 0.03695564344525337, + "m": 0.9441327452659607 + }, + { + "p": 0.07617727667093277, + "m": 0.9996558427810669 + }, + { + "p": 0.07099570333957672, + "m": 1.0 + }, + { + "p": 0.035142622888088226, + "m": 1.0 + }, + { + "p": 0.058458663523197174, + "m": 0.8612375855445862 + }, + { + "p": 0.05535463988780975, + "m": 0.991311252117157 + }, + { + "p": 0.0, + "m": 0.6848657727241516 + }, + { + "p": 0.0030509300995618105, + "m": 0.8077697157859802 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8351424932479858, + "val_loss": 1.4686503410339355, + "acc": 48.05, + "time": 595.235478921968, + "param": [ + { + "p": 0.044746123254299164, + "m": 1.0 + }, + { + "p": 0.05111004412174225, + "m": 1.0 + }, + { + "p": 0.056576721370220184, + "m": 1.0 + }, + { + "p": 0.05999433994293213, + "m": 0.9934871196746826 + }, + { + "p": 0.04621734097599983, + "m": 0.30824464559555054 + }, + { + "p": 0.07414582371711731, + "m": 0.39381110668182373 + }, + { + "p": 0.0698699876666069, + "m": 0.8234918713569641 + }, + { + "p": 0.09147331863641739, + "m": 1.0 + }, + { + "p": 0.020361537113785744, + "m": 0.996065616607666 + }, + { + "p": 0.07387286424636841, + "m": 0.6303800940513611 + }, + { + "p": 0.05986994877457619, + "m": 1.0 + }, + { + "p": 0.06847721338272095, + "m": 0.9924220442771912 + }, + { + "p": 0.0514143668115139, + "m": 1.0 + }, + { + "p": 0.015332132577896118, + "m": 1.0 + }, + { + "p": 0.07919935882091522, + "m": 0.8767188787460327 + }, + { + "p": 0.053852811455726624, + "m": 0.9912163615226746 + }, + { + "p": 0.04303258657455444, + "m": 0.7061331272125244 + }, + { + "p": 0.04045342281460762, + "m": 0.8544418215751648 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.736961841583252, + "val_loss": 1.4295387268066406, + "acc": 48.32, + "time": 596.5549837970175, + "param": [ + { + "p": 0.07868009060621262, + "m": 1.0 + }, + { + "p": 0.06725100427865982, + "m": 1.0 + }, + { + "p": 0.0745943933725357, + "m": 1.0 + }, + { + "p": 0.07429055124521255, + "m": 1.0 + }, + { + "p": 0.02616398222744465, + "m": 0.3062695860862732 + }, + { + "p": 0.030645612627267838, + "m": 0.3851211369037628 + }, + { + "p": 0.05511791631579399, + "m": 0.9966196417808533 + }, + { + "p": 0.05076619237661362, + "m": 1.0 + }, + { + "p": 0.07053893059492111, + "m": 0.9995171427726746 + }, + { + "p": 0.061443254351615906, + "m": 0.5305266976356506 + }, + { + "p": 0.04502369835972786, + "m": 0.996952474117279 + }, + { + "p": 0.07337670028209686, + "m": 0.9677383303642273 + }, + { + "p": 0.07541794329881668, + "m": 1.0 + }, + { + "p": 0.02406146191060543, + "m": 1.0 + }, + { + "p": 0.06721625477075577, + "m": 0.9200482368469238 + }, + { + "p": 0.06800807267427444, + "m": 0.9991926550865173 + }, + { + "p": 0.023842453956604004, + "m": 0.7419434189796448 + }, + { + "p": 0.03356149420142174, + "m": 0.895749568939209 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.9130501747131348, + "val_loss": 1.5492076873779297, + "acc": 47.26, + "time": 593.0761092550238, + "param": [ + { + "p": 0.08359211683273315, + "m": 1.0 + }, + { + "p": 0.03506811335682869, + "m": 1.0 + }, + { + "p": 0.06670516729354858, + "m": 1.0 + }, + { + "p": 0.05707884207367897, + "m": 0.9969373345375061 + }, + { + "p": 0.058314960449934006, + "m": 0.3207002878189087 + }, + { + "p": 0.07067722827196121, + "m": 0.3720109164714813 + }, + { + "p": 0.060909613966941833, + "m": 0.9592591524124146 + }, + { + "p": 0.06268128007650375, + "m": 1.0 + }, + { + "p": 0.05487057939171791, + "m": 0.9951431155204773 + }, + { + "p": 0.0238649845123291, + "m": 0.5747478008270264 + }, + { + "p": 0.055747199803590775, + "m": 0.9936091303825378 + }, + { + "p": 0.09211055934429169, + "m": 1.0 + }, + { + "p": 0.08355502784252167, + "m": 1.0 + }, + { + "p": 0.031869933009147644, + "m": 1.0 + }, + { + "p": 0.0687360018491745, + "m": 0.9684585332870483 + }, + { + "p": 0.05164482071995735, + "m": 1.0 + }, + { + "p": 0.014295135624706745, + "m": 0.722015917301178 + }, + { + "p": 0.028278479352593422, + "m": 0.8397829532623291 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5946589708328247, + "val_loss": 1.4104249477386475, + "acc": 51.18, + "time": 588.2676444540266, + "param": [ + { + "p": 0.07354406267404556, + "m": 1.0 + }, + { + "p": 0.037186093628406525, + "m": 1.0 + }, + { + "p": 0.04349282383918762, + "m": 1.0 + }, + { + "p": 0.09649769216775894, + "m": 1.0 + }, + { + "p": 0.06509105116128922, + "m": 0.29439741373062134 + }, + { + "p": 0.05619310587644577, + "m": 0.4048337936401367 + }, + { + "p": 0.06424567103385925, + "m": 0.913297712802887 + }, + { + "p": 0.06772150844335556, + "m": 0.9674353003501892 + }, + { + "p": 0.04937298223376274, + "m": 0.9637613296508789 + }, + { + "p": 0.06058650463819504, + "m": 0.691413164138794 + }, + { + "p": 0.06069076433777809, + "m": 1.0 + }, + { + "p": 0.06267626583576202, + "m": 1.0 + }, + { + "p": 0.06685566902160645, + "m": 1.0 + }, + { + "p": 0.004233597777783871, + "m": 1.0 + }, + { + "p": 0.06716473400592804, + "m": 0.9705629944801331 + }, + { + "p": 0.06361038237810135, + "m": 0.9909955859184265 + }, + { + "p": 0.021060016006231308, + "m": 0.6951861381530762 + }, + { + "p": 0.03977698087692261, + "m": 0.8598911166191101 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7302303314208984, + "val_loss": 1.439102292060852, + "acc": 51.22, + "time": 591.1873125090497, + "param": [ + { + "p": 0.06835771352052689, + "m": 1.0 + }, + { + "p": 0.039165083318948746, + "m": 1.0 + }, + { + "p": 0.075618676841259, + "m": 1.0 + }, + { + "p": 0.057646144181489944, + "m": 1.0 + }, + { + "p": 0.05694787576794624, + "m": 0.32457995414733887 + }, + { + "p": 0.04565777629613876, + "m": 0.36814770102500916 + }, + { + "p": 0.05868842825293541, + "m": 0.9378501772880554 + }, + { + "p": 0.07022484391927719, + "m": 1.0 + }, + { + "p": 0.05348224565386772, + "m": 1.0 + }, + { + "p": 0.0763474851846695, + "m": 0.7761147618293762 + }, + { + "p": 0.05598558485507965, + "m": 1.0 + }, + { + "p": 0.0610383003950119, + "m": 1.0 + }, + { + "p": 0.0674794539809227, + "m": 1.0 + }, + { + "p": 0.01645846664905548, + "m": 1.0 + }, + { + "p": 0.06734801828861237, + "m": 1.0 + }, + { + "p": 0.0771615132689476, + "m": 0.9907155632972717 + }, + { + "p": 0.019433464854955673, + "m": 0.700498104095459 + }, + { + "p": 0.03295900300145149, + "m": 0.834846556186676 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8254729509353638, + "val_loss": 1.4307364225387573, + "acc": 51.74, + "time": 591.5339387850254, + "param": [ + { + "p": 0.05920695513486862, + "m": 1.0 + }, + { + "p": 0.057101547718048096, + "m": 1.0 + }, + { + "p": 0.0516694076359272, + "m": 1.0 + }, + { + "p": 0.06567095965147018, + "m": 1.0 + }, + { + "p": 0.05790185183286667, + "m": 0.26425957679748535 + }, + { + "p": 0.06003327667713165, + "m": 0.5321783423423767 + }, + { + "p": 0.0357777401804924, + "m": 1.0 + }, + { + "p": 0.07534372806549072, + "m": 0.9996278285980225 + }, + { + "p": 0.07084584981203079, + "m": 1.0 + }, + { + "p": 0.06069491058588028, + "m": 0.8803159594535828 + }, + { + "p": 0.07244575768709183, + "m": 1.0 + }, + { + "p": 0.08000334352254868, + "m": 1.0 + }, + { + "p": 0.06410496681928635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09956038743257523, + "m": 0.9989832043647766 + }, + { + "p": 0.06518752872943878, + "m": 0.9990798830986023 + }, + { + "p": 0.016016753390431404, + "m": 0.7263919711112976 + }, + { + "p": 0.008434969931840897, + "m": 0.9044378399848938 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5657920837402344, + "val_loss": 1.2764604091644287, + "acc": 53.53, + "time": 589.227210048004, + "param": [ + { + "p": 0.06053938716650009, + "m": 1.0 + }, + { + "p": 0.02887316793203354, + "m": 1.0 + }, + { + "p": 0.06160277500748634, + "m": 1.0 + }, + { + "p": 0.07064065337181091, + "m": 1.0 + }, + { + "p": 0.06572244316339493, + "m": 0.26954391598701477 + }, + { + "p": 0.041298288851976395, + "m": 0.6172359585762024 + }, + { + "p": 0.04272997006773949, + "m": 0.9738995432853699 + }, + { + "p": 0.07113014161586761, + "m": 0.9688115119934082 + }, + { + "p": 0.04992024600505829, + "m": 0.9542378783226013 + }, + { + "p": 0.07710755616426468, + "m": 0.907977819442749 + }, + { + "p": 0.07038578391075134, + "m": 1.0 + }, + { + "p": 0.07936052232980728, + "m": 1.0 + }, + { + "p": 0.09674222022294998, + "m": 1.0 + }, + { + "p": 0.035124290734529495, + "m": 1.0 + }, + { + "p": 0.04054713249206543, + "m": 0.997506320476532 + }, + { + "p": 0.0614311546087265, + "m": 0.9999848008155823 + }, + { + "p": 0.030308254063129425, + "m": 0.7661891579627991 + }, + { + "p": 0.016535958275198936, + "m": 0.8861905336380005 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6986656188964844, + "val_loss": 1.37680983543396, + "acc": 53.26, + "time": 592.5973916219664, + "param": [ + { + "p": 0.07074801623821259, + "m": 1.0 + }, + { + "p": 0.06919147819280624, + "m": 1.0 + }, + { + "p": 0.07147609442472458, + "m": 1.0 + }, + { + "p": 0.05879579484462738, + "m": 0.9894400835037231 + }, + { + "p": 0.030530855059623718, + "m": 0.2520413398742676 + }, + { + "p": 0.05337819084525108, + "m": 0.5316596627235413 + }, + { + "p": 0.07181314378976822, + "m": 0.9988927245140076 + }, + { + "p": 0.03600117564201355, + "m": 1.0 + }, + { + "p": 0.05467790365219116, + "m": 1.0 + }, + { + "p": 0.05473972484469414, + "m": 0.9720368981361389 + }, + { + "p": 0.06431937217712402, + "m": 0.9994950294494629 + }, + { + "p": 0.08380971848964691, + "m": 0.9643417596817017 + }, + { + "p": 0.08686618506908417, + "m": 1.0 + }, + { + "p": 0.01937025599181652, + "m": 1.0 + }, + { + "p": 0.0433061420917511, + "m": 0.9311791658401489 + }, + { + "p": 0.07819310575723648, + "m": 0.9860442876815796 + }, + { + "p": 0.027153968811035156, + "m": 0.7187016010284424 + }, + { + "p": 0.025628814473748207, + "m": 0.9007949233055115 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.525966763496399, + "val_loss": 1.2521785497665405, + "acc": 55.81, + "time": 593.2430941779749, + "param": [ + { + "p": 0.0592559315264225, + "m": 1.0 + }, + { + "p": 0.014854170382022858, + "m": 1.0 + }, + { + "p": 0.08548108488321304, + "m": 1.0 + }, + { + "p": 0.06109658256173134, + "m": 0.9973565936088562 + }, + { + "p": 0.05702978000044823, + "m": 0.25135350227355957 + }, + { + "p": 0.041640255600214005, + "m": 0.4914529621601105 + }, + { + "p": 0.05238920822739601, + "m": 0.9091475605964661 + }, + { + "p": 0.05660293623805046, + "m": 0.9882639050483704 + }, + { + "p": 0.05349201709032059, + "m": 0.9931210279464722 + }, + { + "p": 0.060179516673088074, + "m": 0.9167594909667969 + }, + { + "p": 0.05115591734647751, + "m": 1.0 + }, + { + "p": 0.06630504131317139, + "m": 0.9998058676719666 + }, + { + "p": 0.0849623903632164, + "m": 1.0 + }, + { + "p": 0.034863200038671494, + "m": 1.0 + }, + { + "p": 0.05817960947751999, + "m": 0.8994162678718567 + }, + { + "p": 0.07611893117427826, + "m": 1.0 + }, + { + "p": 0.05269298702478409, + "m": 0.8470532894134521 + }, + { + "p": 0.03370050713419914, + "m": 0.9417668581008911 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5928761959075928, + "val_loss": 1.2781041860580444, + "acc": 54.59, + "time": 531.6210323009873, + "param": [ + { + "p": 0.06152479350566864, + "m": 1.0 + }, + { + "p": 0.045727089047431946, + "m": 1.0 + }, + { + "p": 0.06531429290771484, + "m": 1.0 + }, + { + "p": 0.060209497809410095, + "m": 0.9893878698348999 + }, + { + "p": 0.06751500070095062, + "m": 0.33256039023399353 + }, + { + "p": 0.04873751476407051, + "m": 0.49365708231925964 + }, + { + "p": 0.08425222337245941, + "m": 0.9582529067993164 + }, + { + "p": 0.06823524087667465, + "m": 0.9741712212562561 + }, + { + "p": 0.06517248600721359, + "m": 0.998613178730011 + }, + { + "p": 0.04366111382842064, + "m": 0.879564642906189 + }, + { + "p": 0.05487528815865517, + "m": 0.9989942312240601 + }, + { + "p": 0.06554395705461502, + "m": 1.0 + }, + { + "p": 0.08250665664672852, + "m": 1.0 + }, + { + "p": 0.049545980989933014, + "m": 1.0 + }, + { + "p": 0.03322794288396835, + "m": 0.9135954976081848 + }, + { + "p": 0.052684541791677475, + "m": 1.0 + }, + { + "p": 0.022901741787791252, + "m": 0.9152650833129883 + }, + { + "p": 0.0283646397292614, + "m": 0.9458948969841003 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6564708948135376, + "val_loss": 1.3312586545944214, + "acc": 56.76, + "time": 344.12953033699887, + "param": [ + { + "p": 0.07565893977880478, + "m": 1.0 + }, + { + "p": 0.04057032987475395, + "m": 1.0 + }, + { + "p": 0.051843803375959396, + "m": 1.0 + }, + { + "p": 0.02678789012134075, + "m": 0.9213625192642212 + }, + { + "p": 0.06042908877134323, + "m": 0.3179287314414978 + }, + { + "p": 0.042931340634822845, + "m": 0.525313138961792 + }, + { + "p": 0.06408391892910004, + "m": 0.9973859786987305 + }, + { + "p": 0.06276081502437592, + "m": 0.9706578254699707 + }, + { + "p": 0.06451694667339325, + "m": 1.0 + }, + { + "p": 0.04256068542599678, + "m": 0.8499431014060974 + }, + { + "p": 0.05902963876724243, + "m": 1.0 + }, + { + "p": 0.06852694600820541, + "m": 1.0 + }, + { + "p": 0.07101189345121384, + "m": 1.0 + }, + { + "p": 0.047474004328250885, + "m": 1.0 + }, + { + "p": 0.07098203897476196, + "m": 0.9194135069847107 + }, + { + "p": 0.06463118642568588, + "m": 1.0 + }, + { + "p": 0.0416996069252491, + "m": 1.0 + }, + { + "p": 0.04450098052620888, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5278759002685547, + "val_loss": 1.298980712890625, + "acc": 56.35, + "time": 590.7532915919437, + "param": [ + { + "p": 0.06774736940860748, + "m": 1.0 + }, + { + "p": 0.04361562803387642, + "m": 1.0 + }, + { + "p": 0.049031779170036316, + "m": 1.0 + }, + { + "p": 0.0587151013314724, + "m": 0.9543464183807373 + }, + { + "p": 0.06158542260527611, + "m": 0.20829170942306519 + }, + { + "p": 0.0655580684542656, + "m": 0.5147966742515564 + }, + { + "p": 0.053950030356645584, + "m": 0.9358969330787659 + }, + { + "p": 0.06519915908575058, + "m": 1.0 + }, + { + "p": 0.051676195114851, + "m": 1.0 + }, + { + "p": 0.05632326751947403, + "m": 0.8093761801719666 + }, + { + "p": 0.06888207048177719, + "m": 1.0 + }, + { + "p": 0.07405337691307068, + "m": 0.994973361492157 + }, + { + "p": 0.06180843710899353, + "m": 1.0 + }, + { + "p": 0.0271613709628582, + "m": 1.0 + }, + { + "p": 0.05259073153138161, + "m": 1.0 + }, + { + "p": 0.0675053745508194, + "m": 0.9865415096282959 + }, + { + "p": 0.04423883557319641, + "m": 1.0 + }, + { + "p": 0.030357778072357178, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.731372356414795, + "val_loss": 1.2699668407440186, + "acc": 56.22, + "time": 591.3575367300073, + "param": [ + { + "p": 0.07264893501996994, + "m": 1.0 + }, + { + "p": 0.045493632555007935, + "m": 1.0 + }, + { + "p": 0.05882049351930618, + "m": 1.0 + }, + { + "p": 0.06765438616275787, + "m": 0.931269645690918 + }, + { + "p": 0.06809694319963455, + "m": 0.3039480149745941 + }, + { + "p": 0.05586056038737297, + "m": 0.5526962280273438 + }, + { + "p": 0.05489935353398323, + "m": 0.9762677550315857 + }, + { + "p": 0.04655842110514641, + "m": 0.8944591879844666 + }, + { + "p": 0.06161247938871384, + "m": 1.0 + }, + { + "p": 0.05592630058526993, + "m": 0.8422679305076599 + }, + { + "p": 0.061620745807886124, + "m": 1.0 + }, + { + "p": 0.05752737820148468, + "m": 0.9975364208221436 + }, + { + "p": 0.05592484399676323, + "m": 1.0 + }, + { + "p": 0.04897149279713631, + "m": 1.0 + }, + { + "p": 0.07336074858903885, + "m": 0.9954204559326172 + }, + { + "p": 0.050911471247673035, + "m": 1.0 + }, + { + "p": 0.02833930216729641, + "m": 0.9702229499816895 + }, + { + "p": 0.035772521048784256, + "m": 0.9746109247207642 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.444959044456482, + "val_loss": 1.1643816232681274, + "acc": 58.74, + "time": 591.638922958984, + "param": [ + { + "p": 0.08936945348978043, + "m": 1.0 + }, + { + "p": 0.031256627291440964, + "m": 1.0 + }, + { + "p": 0.06698723137378693, + "m": 1.0 + }, + { + "p": 0.058165472000837326, + "m": 1.0 + }, + { + "p": 0.05250919237732887, + "m": 0.34069713950157166 + }, + { + "p": 0.053261302411556244, + "m": 0.501747727394104 + }, + { + "p": 0.0417880155146122, + "m": 1.0 + }, + { + "p": 0.07084190845489502, + "m": 0.8879574537277222 + }, + { + "p": 0.04607845097780228, + "m": 1.0 + }, + { + "p": 0.06247499957680702, + "m": 0.8790785074234009 + }, + { + "p": 0.05505000054836273, + "m": 1.0 + }, + { + "p": 0.0766214057803154, + "m": 0.9986570477485657 + }, + { + "p": 0.062059078365564346, + "m": 1.0 + }, + { + "p": 0.04592270031571388, + "m": 1.0 + }, + { + "p": 0.04909500107169151, + "m": 1.0 + }, + { + "p": 0.06636999547481537, + "m": 1.0 + }, + { + "p": 0.036597494035959244, + "m": 0.9989327192306519 + }, + { + "p": 0.03555157035589218, + "m": 0.9986646175384521 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.671338438987732, + "val_loss": 1.1739920377731323, + "acc": 56.63, + "time": 591.3427693959675, + "param": [ + { + "p": 0.05464892461895943, + "m": 1.0 + }, + { + "p": 0.05124203488230705, + "m": 1.0 + }, + { + "p": 0.050976596772670746, + "m": 1.0 + }, + { + "p": 0.02084389515221119, + "m": 0.9707853198051453 + }, + { + "p": 0.05946888029575348, + "m": 0.35224470496177673 + }, + { + "p": 0.06721329689025879, + "m": 0.6466490030288696 + }, + { + "p": 0.05898268148303032, + "m": 0.8878320455551147 + }, + { + "p": 0.07898059487342834, + "m": 1.0 + }, + { + "p": 0.06212541460990906, + "m": 1.0 + }, + { + "p": 0.06729814410209656, + "m": 0.8787136673927307 + }, + { + "p": 0.048593610525131226, + "m": 1.0 + }, + { + "p": 0.06493288278579712, + "m": 1.0 + }, + { + "p": 0.06786711513996124, + "m": 1.0 + }, + { + "p": 0.05809345096349716, + "m": 1.0 + }, + { + "p": 0.046634722501039505, + "m": 0.9395948648452759 + }, + { + "p": 0.05559805408120155, + "m": 1.0 + }, + { + "p": 0.050885993987321854, + "m": 1.0 + }, + { + "p": 0.03561374917626381, + "m": 0.9717336297035217 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6617361307144165, + "val_loss": 1.172456979751587, + "acc": 59.66, + "time": 590.7334054850508, + "param": [ + { + "p": 0.06044546887278557, + "m": 1.0 + }, + { + "p": 0.054581720381975174, + "m": 1.0 + }, + { + "p": 0.06358830630779266, + "m": 1.0 + }, + { + "p": 0.04780057817697525, + "m": 0.98015958070755 + }, + { + "p": 0.05357399582862854, + "m": 0.40123996138572693 + }, + { + "p": 0.042752400040626526, + "m": 0.6779399514198303 + }, + { + "p": 0.05979102849960327, + "m": 0.999819278717041 + }, + { + "p": 0.05991237610578537, + "m": 1.0 + }, + { + "p": 0.06584816426038742, + "m": 1.0 + }, + { + "p": 0.05861542373895645, + "m": 0.8150411248207092 + }, + { + "p": 0.053517378866672516, + "m": 1.0 + }, + { + "p": 0.05955507233738899, + "m": 0.9891958236694336 + }, + { + "p": 0.07753267884254456, + "m": 1.0 + }, + { + "p": 0.03355642408132553, + "m": 1.0 + }, + { + "p": 0.06839513033628464, + "m": 0.9931961894035339 + }, + { + "p": 0.05629061907529831, + "m": 1.0 + }, + { + "p": 0.052470624446868896, + "m": 1.0 + }, + { + "p": 0.031772714108228683, + "m": 0.9674850106239319 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.530672550201416, + "val_loss": 1.1596568822860718, + "acc": 57.52, + "time": 309.8072848850279, + "param": [ + { + "p": 0.07350251823663712, + "m": 1.0 + }, + { + "p": 0.03739171847701073, + "m": 1.0 + }, + { + "p": 0.07285898923873901, + "m": 1.0 + }, + { + "p": 0.06296531856060028, + "m": 0.9921148419380188 + }, + { + "p": 0.04800596460700035, + "m": 0.3725529909133911 + }, + { + "p": 0.04616998881101608, + "m": 0.6083853244781494 + }, + { + "p": 0.0524778813123703, + "m": 0.9655916094779968 + }, + { + "p": 0.060613494366407394, + "m": 0.9896504878997803 + }, + { + "p": 0.0716925635933876, + "m": 1.0 + }, + { + "p": 0.05509187653660774, + "m": 0.781682550907135 + }, + { + "p": 0.04254041984677315, + "m": 0.9940078258514404 + }, + { + "p": 0.05494658648967743, + "m": 0.9901031255722046 + }, + { + "p": 0.07158245891332626, + "m": 1.0 + }, + { + "p": 0.048664990812540054, + "m": 1.0 + }, + { + "p": 0.05671688914299011, + "m": 0.9934437870979309 + }, + { + "p": 0.06545679271221161, + "m": 1.0 + }, + { + "p": 0.040957916527986526, + "m": 1.0 + }, + { + "p": 0.03836357966065407, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.6168032884597778, + "val_loss": 1.0694435834884644, + "acc": 59.77, + "time": 183.2634656149894, + "param": [ + { + "p": 0.055278483778238297, + "m": 1.0 + }, + { + "p": 0.05418020114302635, + "m": 1.0 + }, + { + "p": 0.06240126118063927, + "m": 1.0 + }, + { + "p": 0.05961328744888306, + "m": 0.9246223568916321 + }, + { + "p": 0.04167573153972626, + "m": 0.3565768301486969 + }, + { + "p": 0.038202960044145584, + "m": 0.6732460856437683 + }, + { + "p": 0.06273367255926132, + "m": 1.0 + }, + { + "p": 0.06606296449899673, + "m": 0.963046133518219 + }, + { + "p": 0.0482913963496685, + "m": 0.9995320439338684 + }, + { + "p": 0.07527895271778107, + "m": 0.7336910963058472 + }, + { + "p": 0.06452896445989609, + "m": 1.0 + }, + { + "p": 0.06441719084978104, + "m": 1.0 + }, + { + "p": 0.05687599629163742, + "m": 1.0 + }, + { + "p": 0.041288331151008606, + "m": 1.0 + }, + { + "p": 0.05913504958152771, + "m": 0.9921203851699829 + }, + { + "p": 0.06138981878757477, + "m": 0.9950072169303894 + }, + { + "p": 0.041181523352861404, + "m": 1.0 + }, + { + "p": 0.047464363276958466, + "m": 0.9518874287605286 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6183319091796875, + "val_loss": 1.1512287855148315, + "acc": 59.73, + "time": 177.97614380996674, + "param": [ + { + "p": 0.05813604220747948, + "m": 1.0 + }, + { + "p": 0.02100357599556446, + "m": 1.0 + }, + { + "p": 0.07154723256826401, + "m": 1.0 + }, + { + "p": 0.04435259476304054, + "m": 1.0 + }, + { + "p": 0.04760775715112686, + "m": 0.42273005843162537 + }, + { + "p": 0.056044790893793106, + "m": 0.6038559675216675 + }, + { + "p": 0.07394181191921234, + "m": 0.9348191618919373 + }, + { + "p": 0.05076185613870621, + "m": 0.9713115096092224 + }, + { + "p": 0.07213031500577927, + "m": 1.0 + }, + { + "p": 0.04551029950380325, + "m": 0.6527491211891174 + }, + { + "p": 0.07567977160215378, + "m": 1.0 + }, + { + "p": 0.057028692215681076, + "m": 0.9950753450393677 + }, + { + "p": 0.07352805882692337, + "m": 1.0 + }, + { + "p": 0.019619418308138847, + "m": 1.0 + }, + { + "p": 0.08680079877376556, + "m": 1.0 + }, + { + "p": 0.05511755496263504, + "m": 0.99954754114151 + }, + { + "p": 0.04167946055531502, + "m": 1.0 + }, + { + "p": 0.049509987235069275, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5117846727371216, + "val_loss": 1.1810150146484375, + "acc": 59.29, + "time": 189.53143894096138, + "param": [ + { + "p": 0.08657169342041016, + "m": 1.0 + }, + { + "p": 0.01938324235379696, + "m": 1.0 + }, + { + "p": 0.05877795070409775, + "m": 1.0 + }, + { + "p": 0.057818759232759476, + "m": 0.9637908935546875 + }, + { + "p": 0.058513935655355453, + "m": 0.4181962311267853 + }, + { + "p": 0.041451022028923035, + "m": 0.6868588328361511 + }, + { + "p": 0.0559273287653923, + "m": 0.9002089500427246 + }, + { + "p": 0.07002503424882889, + "m": 1.0 + }, + { + "p": 0.06485109776258469, + "m": 1.0 + }, + { + "p": 0.0525079071521759, + "m": 0.6703798770904541 + }, + { + "p": 0.058244165033102036, + "m": 1.0 + }, + { + "p": 0.0665442943572998, + "m": 1.0 + }, + { + "p": 0.05744679272174835, + "m": 1.0 + }, + { + "p": 0.0642734095454216, + "m": 1.0 + }, + { + "p": 0.05122682824730873, + "m": 0.9618653655052185 + }, + { + "p": 0.0628654733300209, + "m": 1.0 + }, + { + "p": 0.047122057527303696, + "m": 1.0 + }, + { + "p": 0.026449009776115417, + "m": 0.9985494017601013 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.425309419631958, + "val_loss": 1.154274821281433, + "acc": 60.75, + "time": 194.8385939919972, + "param": [ + { + "p": 0.07753043621778488, + "m": 1.0 + }, + { + "p": 0.05689553916454315, + "m": 1.0 + }, + { + "p": 0.0651230737566948, + "m": 1.0 + }, + { + "p": 0.05079454556107521, + "m": 0.992156982421875 + }, + { + "p": 0.04342250898480415, + "m": 0.45207566022872925 + }, + { + "p": 0.045683085918426514, + "m": 0.6794937252998352 + }, + { + "p": 0.06032031029462814, + "m": 0.8712770342826843 + }, + { + "p": 0.06003350019454956, + "m": 0.9987534880638123 + }, + { + "p": 0.06201171875, + "m": 1.0 + }, + { + "p": 0.0544375516474247, + "m": 0.6642780900001526 + }, + { + "p": 0.04861172288656235, + "m": 1.0 + }, + { + "p": 0.059939686208963394, + "m": 0.9829566478729248 + }, + { + "p": 0.07978271692991257, + "m": 1.0 + }, + { + "p": 0.03948741778731346, + "m": 1.0 + }, + { + "p": 0.05701439455151558, + "m": 0.9999832510948181 + }, + { + "p": 0.05284861847758293, + "m": 1.0 + }, + { + "p": 0.042468782514333725, + "m": 1.0 + }, + { + "p": 0.04359431192278862, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.618986964225769, + "val_loss": 1.0616610050201416, + "acc": 61.73, + "time": 194.26059207803337, + "param": [ + { + "p": 0.07582075893878937, + "m": 1.0 + }, + { + "p": 0.03290482610464096, + "m": 1.0 + }, + { + "p": 0.06853759288787842, + "m": 1.0 + }, + { + "p": 0.06132030487060547, + "m": 0.9967603087425232 + }, + { + "p": 0.052509576082229614, + "m": 0.5176998972892761 + }, + { + "p": 0.0654730275273323, + "m": 0.7582922577857971 + }, + { + "p": 0.06330349296331406, + "m": 0.8848456144332886 + }, + { + "p": 0.06543105095624924, + "m": 1.0 + }, + { + "p": 0.05869599059224129, + "m": 1.0 + }, + { + "p": 0.05602738633751869, + "m": 0.6594852805137634 + }, + { + "p": 0.056186482310295105, + "m": 1.0 + }, + { + "p": 0.06711301952600479, + "m": 0.989533543586731 + }, + { + "p": 0.060317158699035645, + "m": 1.0 + }, + { + "p": 0.02955927699804306, + "m": 1.0 + }, + { + "p": 0.0762551948428154, + "m": 0.9998825192451477 + }, + { + "p": 0.06211292743682861, + "m": 0.9935128688812256 + }, + { + "p": 0.027961885556578636, + "m": 0.9490383863449097 + }, + { + "p": 0.020469997078180313, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.3130401372909546, + "val_loss": 1.1559274196624756, + "acc": 59.71, + "time": 176.42792209301842, + "param": [ + { + "p": 0.06170003488659859, + "m": 1.0 + }, + { + "p": 0.04939791560173035, + "m": 1.0 + }, + { + "p": 0.08063054084777832, + "m": 1.0 + }, + { + "p": 0.047380294650793076, + "m": 0.8546360731124878 + }, + { + "p": 0.06155362352728844, + "m": 0.49224111437797546 + }, + { + "p": 0.03953069821000099, + "m": 0.8558746576309204 + }, + { + "p": 0.04900277778506279, + "m": 0.9152803421020508 + }, + { + "p": 0.054715342819690704, + "m": 0.8490526080131531 + }, + { + "p": 0.0396399199962616, + "m": 1.0 + }, + { + "p": 0.05334455147385597, + "m": 0.7366577982902527 + }, + { + "p": 0.06788301467895508, + "m": 1.0 + }, + { + "p": 0.06045418977737427, + "m": 0.9817314147949219 + }, + { + "p": 0.06723709404468536, + "m": 1.0 + }, + { + "p": 0.05683822184801102, + "m": 1.0 + }, + { + "p": 0.053578414022922516, + "m": 0.9993205666542053 + }, + { + "p": 0.06486444175243378, + "m": 0.99068284034729 + }, + { + "p": 0.04149660840630531, + "m": 0.9586887955665588 + }, + { + "p": 0.050752315670251846, + "m": 0.9999828338623047 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4170594215393066, + "val_loss": 1.0324180126190186, + "acc": 62.02, + "time": 194.05219481303357, + "param": [ + { + "p": 0.09749475121498108, + "m": 1.0 + }, + { + "p": 0.029475249350070953, + "m": 1.0 + }, + { + "p": 0.07116052508354187, + "m": 1.0 + }, + { + "p": 0.04427576810121536, + "m": 0.8648602962493896 + }, + { + "p": 0.04677761346101761, + "m": 0.5244541168212891 + }, + { + "p": 0.05205791816115379, + "m": 0.7473177313804626 + }, + { + "p": 0.07156432420015335, + "m": 1.0 + }, + { + "p": 0.05555303767323494, + "m": 0.8696116805076599 + }, + { + "p": 0.050017863512039185, + "m": 0.9698128700256348 + }, + { + "p": 0.07221780717372894, + "m": 0.8189629316329956 + }, + { + "p": 0.07243954390287399, + "m": 1.0 + }, + { + "p": 0.08120421320199966, + "m": 0.9851126670837402 + }, + { + "p": 0.05117125064134598, + "m": 1.0 + }, + { + "p": 0.013536066748201847, + "m": 1.0 + }, + { + "p": 0.05367309972643852, + "m": 0.9334529042243958 + }, + { + "p": 0.07401628792285919, + "m": 1.0 + }, + { + "p": 0.03706396371126175, + "m": 0.989253044128418 + }, + { + "p": 0.026300612837076187, + "m": 0.9988473057746887 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4137136936187744, + "val_loss": 1.1651763916015625, + "acc": 62.2, + "time": 194.66880625899648, + "param": [ + { + "p": 0.061238016933202744, + "m": 1.0 + }, + { + "p": 0.03082309477031231, + "m": 1.0 + }, + { + "p": 0.057958874851465225, + "m": 1.0 + }, + { + "p": 0.052138105034828186, + "m": 0.7685654759407043 + }, + { + "p": 0.05120362341403961, + "m": 0.5229088664054871 + }, + { + "p": 0.06827205419540405, + "m": 0.7197309732437134 + }, + { + "p": 0.06869712471961975, + "m": 0.9194893836975098 + }, + { + "p": 0.055902149528265, + "m": 0.9593146443367004 + }, + { + "p": 0.07237447053194046, + "m": 1.0 + }, + { + "p": 0.06359453499317169, + "m": 0.7424870729446411 + }, + { + "p": 0.05022459104657173, + "m": 1.0 + }, + { + "p": 0.06935270130634308, + "m": 0.9802963733673096 + }, + { + "p": 0.06245778873562813, + "m": 1.0 + }, + { + "p": 0.056484706699848175, + "m": 1.0 + }, + { + "p": 0.059193529188632965, + "m": 0.8731603026390076 + }, + { + "p": 0.04747184365987778, + "m": 0.9975472092628479 + }, + { + "p": 0.03343437984585762, + "m": 0.9874466061592102 + }, + { + "p": 0.03917839005589485, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.293049931526184, + "val_loss": 1.2191646099090576, + "acc": 61.09, + "time": 198.21636474796105, + "param": [ + { + "p": 0.06428910046815872, + "m": 1.0 + }, + { + "p": 0.051716942340135574, + "m": 1.0 + }, + { + "p": 0.05025089904665947, + "m": 1.0 + }, + { + "p": 0.06979876011610031, + "m": 0.7745939493179321 + }, + { + "p": 0.03120005689561367, + "m": 0.45480355620384216 + }, + { + "p": 0.04314222186803818, + "m": 0.7508260011672974 + }, + { + "p": 0.060418177396059036, + "m": 0.9751870632171631 + }, + { + "p": 0.04701866954565048, + "m": 0.8471087217330933 + }, + { + "p": 0.05685412138700485, + "m": 1.0 + }, + { + "p": 0.057906582951545715, + "m": 0.6434952616691589 + }, + { + "p": 0.06442838162183762, + "m": 0.9985470771789551 + }, + { + "p": 0.05218954384326935, + "m": 0.9749195575714111 + }, + { + "p": 0.08173796534538269, + "m": 1.0 + }, + { + "p": 0.041409481316804886, + "m": 1.0 + }, + { + "p": 0.046099741011857986, + "m": 0.9754295349121094 + }, + { + "p": 0.07393337786197662, + "m": 1.0 + }, + { + "p": 0.05528634041547775, + "m": 1.0 + }, + { + "p": 0.05231957137584686, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5075417757034302, + "val_loss": 1.0271869897842407, + "acc": 62.15, + "time": 196.99204339302378, + "param": [ + { + "p": 0.060453929007053375, + "m": 1.0 + }, + { + "p": 0.04353512451052666, + "m": 1.0 + }, + { + "p": 0.07373251020908356, + "m": 1.0 + }, + { + "p": 0.05600173398852348, + "m": 0.9860327839851379 + }, + { + "p": 0.06311645358800888, + "m": 0.44703617691993713 + }, + { + "p": 0.03370754048228264, + "m": 0.8081725835800171 + }, + { + "p": 0.07747276872396469, + "m": 0.9903759360313416 + }, + { + "p": 0.04737842455506325, + "m": 0.9098761081695557 + }, + { + "p": 0.060145746916532516, + "m": 1.0 + }, + { + "p": 0.07428673654794693, + "m": 0.6992433667182922 + }, + { + "p": 0.08360997587442398, + "m": 1.0 + }, + { + "p": 0.06659333407878876, + "m": 0.9603354334831238 + }, + { + "p": 0.045391250401735306, + "m": 1.0 + }, + { + "p": 0.02084055356681347, + "m": 1.0 + }, + { + "p": 0.041014719754457474, + "m": 0.9321261048316956 + }, + { + "p": 0.08021620661020279, + "m": 1.0 + }, + { + "p": 0.02074814774096012, + "m": 0.9721618294715881 + }, + { + "p": 0.05175504833459854, + "m": 0.9830199480056763 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2949219942092896, + "val_loss": 1.1113126277923584, + "acc": 62.61, + "time": 201.52472961199237, + "param": [ + { + "p": 0.06751721352338791, + "m": 1.0 + }, + { + "p": 0.04229535907506943, + "m": 1.0 + }, + { + "p": 0.05139784514904022, + "m": 1.0 + }, + { + "p": 0.046833764761686325, + "m": 0.9379367232322693 + }, + { + "p": 0.04128212109208107, + "m": 0.47699764370918274 + }, + { + "p": 0.05952930822968483, + "m": 0.825217604637146 + }, + { + "p": 0.02061021700501442, + "m": 1.0 + }, + { + "p": 0.0438411608338356, + "m": 0.9963898062705994 + }, + { + "p": 0.05451912805438042, + "m": 0.9994337558746338 + }, + { + "p": 0.06399565190076828, + "m": 0.739853024482727 + }, + { + "p": 0.06442324072122574, + "m": 0.9945850968360901 + }, + { + "p": 0.07182735949754715, + "m": 1.0 + }, + { + "p": 0.08059734106063843, + "m": 1.0 + }, + { + "p": 0.06518696248531342, + "m": 1.0 + }, + { + "p": 0.07833663374185562, + "m": 1.0 + }, + { + "p": 0.06762032955884933, + "m": 0.9982410669326782 + }, + { + "p": 0.05872033163905144, + "m": 0.9072848558425903 + }, + { + "p": 0.021466100588440895, + "m": 0.9226958751678467 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.359437346458435, + "val_loss": 1.129681944847107, + "acc": 63.36, + "time": 197.50561223801924, + "param": [ + { + "p": 0.050136465579271317, + "m": 1.0 + }, + { + "p": 0.04817560687661171, + "m": 1.0 + }, + { + "p": 0.06808077543973923, + "m": 1.0 + }, + { + "p": 0.06743291020393372, + "m": 0.9655066132545471 + }, + { + "p": 0.04732852429151535, + "m": 0.5804588198661804 + }, + { + "p": 0.04497973993420601, + "m": 0.7689257860183716 + }, + { + "p": 0.05698183923959732, + "m": 1.0 + }, + { + "p": 0.06286987662315369, + "m": 0.9410642981529236 + }, + { + "p": 0.0681522861123085, + "m": 0.9948120713233948 + }, + { + "p": 0.05370226874947548, + "m": 0.781817615032196 + }, + { + "p": 0.046617601066827774, + "m": 0.992868959903717 + }, + { + "p": 0.05828116089105606, + "m": 0.9731370806694031 + }, + { + "p": 0.05872505158185959, + "m": 1.0 + }, + { + "p": 0.06096789613366127, + "m": 1.0 + }, + { + "p": 0.0765245333313942, + "m": 1.0 + }, + { + "p": 0.062356386333703995, + "m": 0.9977452158927917 + }, + { + "p": 0.031008519232273102, + "m": 1.0 + }, + { + "p": 0.037678517401218414, + "m": 0.992335855960846 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3778105974197388, + "val_loss": 1.0012178421020508, + "acc": 63.34, + "time": 192.35943132301327, + "param": [ + { + "p": 0.04220329225063324, + "m": 1.0 + }, + { + "p": 0.03487216681241989, + "m": 1.0 + }, + { + "p": 0.06954500824213028, + "m": 1.0 + }, + { + "p": 0.04051782190799713, + "m": 0.9006757736206055 + }, + { + "p": 0.04519760236144066, + "m": 0.5453435778617859 + }, + { + "p": 0.06045936420559883, + "m": 0.8628062009811401 + }, + { + "p": 0.04458822309970856, + "m": 0.9999492168426514 + }, + { + "p": 0.04647814854979515, + "m": 0.9497771859169006 + }, + { + "p": 0.060474153608083725, + "m": 1.0 + }, + { + "p": 0.083675816655159, + "m": 0.8569089770317078 + }, + { + "p": 0.08083678781986237, + "m": 1.0 + }, + { + "p": 0.08132373541593552, + "m": 1.0 + }, + { + "p": 0.045124221593141556, + "m": 1.0 + }, + { + "p": 0.06288101524114609, + "m": 1.0 + }, + { + "p": 0.07978048920631409, + "m": 1.0 + }, + { + "p": 0.07323557138442993, + "m": 0.9997349977493286 + }, + { + "p": 0.023072123527526855, + "m": 0.9865075945854187 + }, + { + "p": 0.02573445998132229, + "m": 0.9880767464637756 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5533379316329956, + "val_loss": 1.0836907625198364, + "acc": 63.75, + "time": 204.57300796400523, + "param": [ + { + "p": 0.04127610847353935, + "m": 1.0 + }, + { + "p": 0.04850633814930916, + "m": 1.0 + }, + { + "p": 0.06683111935853958, + "m": 1.0 + }, + { + "p": 0.05193684995174408, + "m": 0.8654218316078186 + }, + { + "p": 0.06590370833873749, + "m": 0.5357657074928284 + }, + { + "p": 0.0385361947119236, + "m": 0.9155316352844238 + }, + { + "p": 0.06353362649679184, + "m": 1.0 + }, + { + "p": 0.05070636793971062, + "m": 0.983127236366272 + }, + { + "p": 0.09137799590826035, + "m": 1.0 + }, + { + "p": 0.0648089274764061, + "m": 0.783240556716919 + }, + { + "p": 0.07213491201400757, + "m": 1.0 + }, + { + "p": 0.04303519055247307, + "m": 0.9879717230796814 + }, + { + "p": 0.05672528222203255, + "m": 1.0 + }, + { + "p": 0.052838392555713654, + "m": 1.0 + }, + { + "p": 0.05750676617026329, + "m": 0.9563682675361633 + }, + { + "p": 0.06548888981342316, + "m": 1.0 + }, + { + "p": 0.04237130284309387, + "m": 0.9739152789115906 + }, + { + "p": 0.026481930166482925, + "m": 0.9948599934577942 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5388702154159546, + "val_loss": 1.0597532987594604, + "acc": 61.62, + "time": 185.1673956019804, + "param": [ + { + "p": 0.06094588711857796, + "m": 1.0 + }, + { + "p": 0.027626559138298035, + "m": 1.0 + }, + { + "p": 0.06407647579908371, + "m": 1.0 + }, + { + "p": 0.06758712232112885, + "m": 0.943938136100769 + }, + { + "p": 0.03303390368819237, + "m": 0.4312654733657837 + }, + { + "p": 0.0542592890560627, + "m": 0.8557338118553162 + }, + { + "p": 0.06953658908605576, + "m": 0.994543731212616 + }, + { + "p": 0.023586466908454895, + "m": 0.8887118101119995 + }, + { + "p": 0.09655400365591049, + "m": 1.0 + }, + { + "p": 0.08285804092884064, + "m": 0.7669625878334045 + }, + { + "p": 0.06741926819086075, + "m": 0.9938719272613525 + }, + { + "p": 0.06249721720814705, + "m": 0.9985283613204956 + }, + { + "p": 0.05653266981244087, + "m": 1.0 + }, + { + "p": 0.05175820365548134, + "m": 1.0 + }, + { + "p": 0.045729704201221466, + "m": 0.9909604787826538 + }, + { + "p": 0.06263011693954468, + "m": 0.9684153199195862 + }, + { + "p": 0.02902863919734955, + "m": 0.991340696811676 + }, + { + "p": 0.044339634478092194, + "m": 0.9999005198478699 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.3905969858169556, + "val_loss": 0.9993793368339539, + "acc": 63.15, + "time": 183.4655869390117, + "param": [ + { + "p": 0.048198942095041275, + "m": 1.0 + }, + { + "p": 0.05328330025076866, + "m": 1.0 + }, + { + "p": 0.05705801025032997, + "m": 1.0 + }, + { + "p": 0.05350443720817566, + "m": 1.0 + }, + { + "p": 0.04731782525777817, + "m": 0.37166908383369446 + }, + { + "p": 0.05011206865310669, + "m": 0.737960696220398 + }, + { + "p": 0.06290224939584732, + "m": 0.9892421960830688 + }, + { + "p": 0.06808724254369736, + "m": 0.9830096364021301 + }, + { + "p": 0.06750572472810745, + "m": 1.0 + }, + { + "p": 0.05946419760584831, + "m": 0.8117524981498718 + }, + { + "p": 0.07273124158382416, + "m": 0.9988958239555359 + }, + { + "p": 0.048380233347415924, + "m": 0.9218713045120239 + }, + { + "p": 0.062479548156261444, + "m": 1.0 + }, + { + "p": 0.05961333215236664, + "m": 1.0 + }, + { + "p": 0.0569249652326107, + "m": 1.0 + }, + { + "p": 0.0542418509721756, + "m": 0.9971811771392822 + }, + { + "p": 0.05057350546121597, + "m": 1.0 + }, + { + "p": 0.02762139029800892, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.2135200500488281, + "val_loss": 1.1346187591552734, + "acc": 64.31, + "time": 205.1867471440346, + "param": [ + { + "p": 0.06501463800668716, + "m": 1.0 + }, + { + "p": 0.04128849878907204, + "m": 1.0 + }, + { + "p": 0.0640423521399498, + "m": 1.0 + }, + { + "p": 0.041518811136484146, + "m": 0.9983572363853455 + }, + { + "p": 0.06252669543027878, + "m": 0.30364862084388733 + }, + { + "p": 0.05451973155140877, + "m": 0.7250329256057739 + }, + { + "p": 0.057121358811855316, + "m": 1.0 + }, + { + "p": 0.04692875221371651, + "m": 0.9623525142669678 + }, + { + "p": 0.06135820597410202, + "m": 1.0 + }, + { + "p": 0.06365447491407394, + "m": 0.8966220021247864 + }, + { + "p": 0.06249285116791725, + "m": 1.0 + }, + { + "p": 0.07279697805643082, + "m": 0.9541683197021484 + }, + { + "p": 0.06619559228420258, + "m": 1.0 + }, + { + "p": 0.03907233849167824, + "m": 1.0 + }, + { + "p": 0.04986625909805298, + "m": 1.0 + }, + { + "p": 0.06671153753995895, + "m": 0.9685001373291016 + }, + { + "p": 0.05012453347444534, + "m": 1.0 + }, + { + "p": 0.034766457974910736, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5062710046768188, + "val_loss": 1.0807931423187256, + "acc": 65.39, + "time": 200.78551543998765, + "param": [ + { + "p": 0.05050596222281456, + "m": 1.0 + }, + { + "p": 0.028162144124507904, + "m": 1.0 + }, + { + "p": 0.05908108130097389, + "m": 1.0 + }, + { + "p": 0.05966847017407417, + "m": 0.9956496357917786 + }, + { + "p": 0.07679301500320435, + "m": 0.13694697618484497 + }, + { + "p": 0.04643525555729866, + "m": 0.851098358631134 + }, + { + "p": 0.056001532822847366, + "m": 0.9970097541809082 + }, + { + "p": 0.0341477207839489, + "m": 0.9633235931396484 + }, + { + "p": 0.035398777574300766, + "m": 1.0 + }, + { + "p": 0.06018129736185074, + "m": 0.8626959323883057 + }, + { + "p": 0.05619610473513603, + "m": 0.9966986179351807 + }, + { + "p": 0.065831758081913, + "m": 0.9418062567710876 + }, + { + "p": 0.0704561248421669, + "m": 1.0 + }, + { + "p": 0.06492181867361069, + "m": 1.0 + }, + { + "p": 0.07816791534423828, + "m": 0.985887885093689 + }, + { + "p": 0.06180661544203758, + "m": 0.9990552663803101 + }, + { + "p": 0.04906598851084709, + "m": 1.0 + }, + { + "p": 0.04717849940061569, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3904149532318115, + "val_loss": 1.1385332345962524, + "acc": 64.33, + "time": 180.10090263100574, + "param": [ + { + "p": 0.05239766463637352, + "m": 1.0 + }, + { + "p": 0.02638213522732258, + "m": 1.0 + }, + { + "p": 0.06422889232635498, + "m": 1.0 + }, + { + "p": 0.06258786469697952, + "m": 0.9972800016403198 + }, + { + "p": 0.04064740240573883, + "m": 0.20346519351005554 + }, + { + "p": 0.053221482783555984, + "m": 0.9119889140129089 + }, + { + "p": 0.07342427223920822, + "m": 0.999765932559967 + }, + { + "p": 0.06895244866609573, + "m": 0.9405880570411682 + }, + { + "p": 0.06540796905755997, + "m": 0.9988516569137573 + }, + { + "p": 0.06281744688749313, + "m": 0.8258602619171143 + }, + { + "p": 0.06736236810684204, + "m": 1.0 + }, + { + "p": 0.05724220722913742, + "m": 1.0 + }, + { + "p": 0.07166674733161926, + "m": 1.0 + }, + { + "p": 0.049503181129693985, + "m": 1.0 + }, + { + "p": 0.051081519573926926, + "m": 0.9807859659194946 + }, + { + "p": 0.0558529868721962, + "m": 1.0 + }, + { + "p": 0.04307194799184799, + "m": 0.9897416830062866 + }, + { + "p": 0.03415144234895706, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.680186152458191, + "val_loss": 0.9712899327278137, + "acc": 64.37, + "time": 199.38428418396506, + "param": [ + { + "p": 0.07474355399608612, + "m": 1.0 + }, + { + "p": 0.04299299418926239, + "m": 1.0 + }, + { + "p": 0.026859017089009285, + "m": 1.0 + }, + { + "p": 0.048953667283058167, + "m": 1.0 + }, + { + "p": 0.07310277223587036, + "m": 0.2791596055030823 + }, + { + "p": 0.03828335925936699, + "m": 0.8822364807128906 + }, + { + "p": 0.06008877605199814, + "m": 0.9595463275909424 + }, + { + "p": 0.06231984123587608, + "m": 1.0 + }, + { + "p": 0.09043633192777634, + "m": 0.9970677495002747 + }, + { + "p": 0.06338713318109512, + "m": 0.8621909618377686 + }, + { + "p": 0.03485063090920448, + "m": 0.9814578890800476 + }, + { + "p": 0.06085812672972679, + "m": 0.9580217003822327 + }, + { + "p": 0.08899637311697006, + "m": 1.0 + }, + { + "p": 0.03194300830364227, + "m": 1.0 + }, + { + "p": 0.06251771003007889, + "m": 0.9819705486297607 + }, + { + "p": 0.05517348647117615, + "m": 0.9798913598060608 + }, + { + "p": 0.051761694252491, + "m": 1.0 + }, + { + "p": 0.03273153677582741, + "m": 0.9912225008010864 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.315787672996521, + "val_loss": 1.0647515058517456, + "acc": 65.08, + "time": 203.88820171897532, + "param": [ + { + "p": 0.04873185604810715, + "m": 1.0 + }, + { + "p": 0.04411361366510391, + "m": 1.0 + }, + { + "p": 0.05697311833500862, + "m": 1.0 + }, + { + "p": 0.04682948812842369, + "m": 0.9495713710784912 + }, + { + "p": 0.06512189656496048, + "m": 0.5460758209228516 + }, + { + "p": 0.05712464824318886, + "m": 0.9493206143379211 + }, + { + "p": 0.04957091435790062, + "m": 0.9229181408882141 + }, + { + "p": 0.04113880544900894, + "m": 0.9788352847099304 + }, + { + "p": 0.07823216170072556, + "m": 1.0 + }, + { + "p": 0.06601053476333618, + "m": 0.8827806711196899 + }, + { + "p": 0.04881460592150688, + "m": 0.9993734359741211 + }, + { + "p": 0.05820416659116745, + "m": 0.9360279440879822 + }, + { + "p": 0.07581771165132523, + "m": 1.0 + }, + { + "p": 0.04312030225992203, + "m": 1.0 + }, + { + "p": 0.06211400777101517, + "m": 1.0 + }, + { + "p": 0.054101936519145966, + "m": 0.9827501773834229 + }, + { + "p": 0.05801266431808472, + "m": 0.9580565094947815 + }, + { + "p": 0.04596756026148796, + "m": 0.9808427691459656 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2906864881515503, + "val_loss": 1.062877893447876, + "acc": 63.79, + "time": 196.12281087198062, + "param": [ + { + "p": 0.06151695176959038, + "m": 1.0 + }, + { + "p": 0.03792402520775795, + "m": 1.0 + }, + { + "p": 0.062022965401411057, + "m": 1.0 + }, + { + "p": 0.04782233014702797, + "m": 0.9254004955291748 + }, + { + "p": 0.04208064451813698, + "m": 0.4983794689178467 + }, + { + "p": 0.04599100351333618, + "m": 0.9271755814552307 + }, + { + "p": 0.058140791952610016, + "m": 1.0 + }, + { + "p": 0.05771280825138092, + "m": 0.9937046766281128 + }, + { + "p": 0.06306267529726028, + "m": 1.0 + }, + { + "p": 0.058896254748106, + "m": 0.865388810634613 + }, + { + "p": 0.0587330162525177, + "m": 1.0 + }, + { + "p": 0.07259347289800644, + "m": 0.9264492988586426 + }, + { + "p": 0.06397593766450882, + "m": 1.0 + }, + { + "p": 0.05113156512379646, + "m": 1.0 + }, + { + "p": 0.062138546258211136, + "m": 1.0 + }, + { + "p": 0.06175931915640831, + "m": 1.0 + }, + { + "p": 0.056130632758140564, + "m": 1.0 + }, + { + "p": 0.03836694359779358, + "m": 0.9653611779212952 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3915573358535767, + "val_loss": 1.055557370185852, + "acc": 65.1, + "time": 209.8267837179592, + "param": [ + { + "p": 0.06209995597600937, + "m": 1.0 + }, + { + "p": 0.05576147139072418, + "m": 1.0 + }, + { + "p": 0.06349889189004898, + "m": 1.0 + }, + { + "p": 0.04362693428993225, + "m": 0.8763585686683655 + }, + { + "p": 0.06031646952033043, + "m": 0.5202734470367432 + }, + { + "p": 0.026795346289873123, + "m": 0.9586136937141418 + }, + { + "p": 0.05228232592344284, + "m": 0.9724406003952026 + }, + { + "p": 0.06502745300531387, + "m": 0.9308657646179199 + }, + { + "p": 0.06716690212488174, + "m": 1.0 + }, + { + "p": 0.05753818154335022, + "m": 0.8960305452346802 + }, + { + "p": 0.06036131829023361, + "m": 1.0 + }, + { + "p": 0.05230922996997833, + "m": 0.941368043422699 + }, + { + "p": 0.08590247482061386, + "m": 1.0 + }, + { + "p": 0.04113466292619705, + "m": 1.0 + }, + { + "p": 0.05963411554694176, + "m": 0.9363083243370056 + }, + { + "p": 0.059306394308805466, + "m": 0.9669300317764282 + }, + { + "p": 0.03764224424958229, + "m": 0.9883872866630554 + }, + { + "p": 0.049595579504966736, + "m": 0.9748334288597107 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3480041027069092, + "val_loss": 0.9421756267547607, + "acc": 65.59, + "time": 203.36409832898062, + "param": [ + { + "p": 0.05536022037267685, + "m": 1.0 + }, + { + "p": 0.06101051717996597, + "m": 1.0 + }, + { + "p": 0.06030455231666565, + "m": 1.0 + }, + { + "p": 0.054255325347185135, + "m": 0.8595284819602966 + }, + { + "p": 0.035118378698825836, + "m": 0.5817473530769348 + }, + { + "p": 0.035551078617572784, + "m": 0.9828827381134033 + }, + { + "p": 0.053076326847076416, + "m": 0.9503243565559387 + }, + { + "p": 0.058073990046978, + "m": 0.9619097113609314 + }, + { + "p": 0.05443835258483887, + "m": 0.9808425307273865 + }, + { + "p": 0.07897889614105225, + "m": 0.9890736937522888 + }, + { + "p": 0.056323759257793427, + "m": 1.0 + }, + { + "p": 0.05597756803035736, + "m": 1.0 + }, + { + "p": 0.05527780205011368, + "m": 1.0 + }, + { + "p": 0.04791387543082237, + "m": 1.0 + }, + { + "p": 0.06817592680454254, + "m": 0.9378228187561035 + }, + { + "p": 0.06637468189001083, + "m": 0.999203622341156 + }, + { + "p": 0.04410262778401375, + "m": 0.9527411460876465 + }, + { + "p": 0.05968605354428291, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.249013900756836, + "val_loss": 1.0093780755996704, + "acc": 65.27, + "time": 196.4473716049688, + "param": [ + { + "p": 0.06790535151958466, + "m": 1.0 + }, + { + "p": 0.04026932641863823, + "m": 1.0 + }, + { + "p": 0.08129394799470901, + "m": 1.0 + }, + { + "p": 0.04910767823457718, + "m": 0.8778303861618042 + }, + { + "p": 0.041620492935180664, + "m": 0.5229852795600891 + }, + { + "p": 0.049489300698041916, + "m": 0.9772505164146423 + }, + { + "p": 0.03805774077773094, + "m": 0.9769094586372375 + }, + { + "p": 0.05892722308635712, + "m": 0.9997502565383911 + }, + { + "p": 0.07136698812246323, + "m": 1.0 + }, + { + "p": 0.07523922622203827, + "m": 1.0 + }, + { + "p": 0.07224682718515396, + "m": 1.0 + }, + { + "p": 0.052015066146850586, + "m": 0.9982200264930725 + }, + { + "p": 0.06993534415960312, + "m": 1.0 + }, + { + "p": 0.04677841439843178, + "m": 1.0 + }, + { + "p": 0.05730722099542618, + "m": 0.9984419345855713 + }, + { + "p": 0.052243921905756, + "m": 1.0 + }, + { + "p": 0.027587246149778366, + "m": 0.9542109370231628 + }, + { + "p": 0.048608798533678055, + "m": 0.9698739051818848 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4592862129211426, + "val_loss": 1.1164588928222656, + "acc": 64.96, + "time": 189.57227383402642, + "param": [ + { + "p": 0.06388027966022491, + "m": 1.0 + }, + { + "p": 0.0648273155093193, + "m": 1.0 + }, + { + "p": 0.048366084694862366, + "m": 1.0 + }, + { + "p": 0.03687268868088722, + "m": 0.8295665979385376 + }, + { + "p": 0.06667650490999222, + "m": 0.519702672958374 + }, + { + "p": 0.04692719504237175, + "m": 0.9953964948654175 + }, + { + "p": 0.06199406459927559, + "m": 0.9628080129623413 + }, + { + "p": 0.06698546558618546, + "m": 0.9813657999038696 + }, + { + "p": 0.035349342972040176, + "m": 0.9997732043266296 + }, + { + "p": 0.08483143150806427, + "m": 0.9772377014160156 + }, + { + "p": 0.07161024957895279, + "m": 1.0 + }, + { + "p": 0.06187625601887703, + "m": 0.9995877146720886 + }, + { + "p": 0.08161313831806183, + "m": 1.0 + }, + { + "p": 0.03731120750308037, + "m": 1.0 + }, + { + "p": 0.05432700738310814, + "m": 0.9625759124755859 + }, + { + "p": 0.06591183692216873, + "m": 1.0 + }, + { + "p": 0.023406535387039185, + "m": 0.9840837121009827 + }, + { + "p": 0.027233511209487915, + "m": 0.9220482110977173 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3091769218444824, + "val_loss": 0.9336570501327515, + "acc": 65.37, + "time": 184.64020861597965, + "param": [ + { + "p": 0.06511495262384415, + "m": 1.0 + }, + { + "p": 0.044295839965343475, + "m": 1.0 + }, + { + "p": 0.07397325336933136, + "m": 1.0 + }, + { + "p": 0.04754815995693207, + "m": 0.9504842162132263 + }, + { + "p": 0.04622896388173103, + "m": 0.5675052404403687 + }, + { + "p": 0.03897403925657272, + "m": 0.9645135998725891 + }, + { + "p": 0.06237376481294632, + "m": 0.9552066922187805 + }, + { + "p": 0.06391076743602753, + "m": 0.9956933259963989 + }, + { + "p": 0.05732833966612816, + "m": 0.9850114583969116 + }, + { + "p": 0.06851787865161896, + "m": 0.9637000560760498 + }, + { + "p": 0.04761870577931404, + "m": 1.0 + }, + { + "p": 0.06010236591100693, + "m": 1.0 + }, + { + "p": 0.0846722200512886, + "m": 1.0 + }, + { + "p": 0.03423517197370529, + "m": 1.0 + }, + { + "p": 0.05672658234834671, + "m": 0.838411271572113 + }, + { + "p": 0.06396955251693726, + "m": 1.0 + }, + { + "p": 0.050984397530555725, + "m": 0.9971538782119751 + }, + { + "p": 0.03342507779598236, + "m": 0.9925715923309326 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3942255973815918, + "val_loss": 0.9470773339271545, + "acc": 67.41, + "time": 188.47997548501007, + "param": [ + { + "p": 0.06211337074637413, + "m": 1.0 + }, + { + "p": 0.04336528480052948, + "m": 1.0 + }, + { + "p": 0.08180563151836395, + "m": 1.0 + }, + { + "p": 0.060060691088438034, + "m": 0.9358454942703247 + }, + { + "p": 0.0597347766160965, + "m": 0.5889520049095154 + }, + { + "p": 0.05502520874142647, + "m": 0.9913646578788757 + }, + { + "p": 0.05984320864081383, + "m": 0.9645021557807922 + }, + { + "p": 0.05710269510746002, + "m": 0.9801350235939026 + }, + { + "p": 0.047124333679676056, + "m": 1.0 + }, + { + "p": 0.07320285588502884, + "m": 0.9262987375259399 + }, + { + "p": 0.061921775341033936, + "m": 1.0 + }, + { + "p": 0.04690251126885414, + "m": 0.9736921787261963 + }, + { + "p": 0.033809125423431396, + "m": 1.0 + }, + { + "p": 0.06521479785442352, + "m": 1.0 + }, + { + "p": 0.04325716942548752, + "m": 0.898952066898346 + }, + { + "p": 0.06576966494321823, + "m": 0.9948525428771973 + }, + { + "p": 0.04455450549721718, + "m": 1.0 + }, + { + "p": 0.03919246792793274, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2601336240768433, + "val_loss": 0.939018189907074, + "acc": 66.33, + "time": 183.09771558298962, + "param": [ + { + "p": 0.06492812186479568, + "m": 1.0 + }, + { + "p": 0.029375813901424408, + "m": 1.0 + }, + { + "p": 0.047883663326501846, + "m": 1.0 + }, + { + "p": 0.03336900845170021, + "m": 0.8814992308616638 + }, + { + "p": 0.051550932228565216, + "m": 0.6972819566726685 + }, + { + "p": 0.03109711967408657, + "m": 0.9252024292945862 + }, + { + "p": 0.08272907882928848, + "m": 1.0 + }, + { + "p": 0.05351216718554497, + "m": 0.9944238066673279 + }, + { + "p": 0.06544960290193558, + "m": 0.9792574644088745 + }, + { + "p": 0.059957440942525864, + "m": 0.843741238117218 + }, + { + "p": 0.056974004954099655, + "m": 1.0 + }, + { + "p": 0.06428463757038116, + "m": 1.0 + }, + { + "p": 0.06186119467020035, + "m": 1.0 + }, + { + "p": 0.06366876512765884, + "m": 1.0 + }, + { + "p": 0.07480163127183914, + "m": 0.9544274806976318 + }, + { + "p": 0.08103953301906586, + "m": 0.9932136535644531 + }, + { + "p": 0.027647148817777634, + "m": 0.9999263882637024 + }, + { + "p": 0.0498700886964798, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1945664882659912, + "val_loss": 0.9508419632911682, + "acc": 67.36, + "time": 184.1940199569799, + "param": [ + { + "p": 0.0708126649260521, + "m": 1.0 + }, + { + "p": 0.037178657948970795, + "m": 1.0 + }, + { + "p": 0.051598258316516876, + "m": 1.0 + }, + { + "p": 0.04837287962436676, + "m": 0.9144598841667175 + }, + { + "p": 0.04737512767314911, + "m": 0.7332557439804077 + }, + { + "p": 0.033939994871616364, + "m": 0.9039296507835388 + }, + { + "p": 0.053939636796712875, + "m": 1.0 + }, + { + "p": 0.06074194982647896, + "m": 0.9389687776565552 + }, + { + "p": 0.06531335413455963, + "m": 1.0 + }, + { + "p": 0.056657690554857254, + "m": 0.9213491678237915 + }, + { + "p": 0.061726171523332596, + "m": 1.0 + }, + { + "p": 0.061242636293172836, + "m": 0.9982326626777649 + }, + { + "p": 0.05949182063341141, + "m": 1.0 + }, + { + "p": 0.053652212023735046, + "m": 1.0 + }, + { + "p": 0.06769626587629318, + "m": 0.9380550980567932 + }, + { + "p": 0.07225076854228973, + "m": 0.9916191697120667 + }, + { + "p": 0.04330074042081833, + "m": 0.9831741452217102 + }, + { + "p": 0.054709095507860184, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.277140736579895, + "val_loss": 0.955461323261261, + "acc": 67.0, + "time": 191.99302370700752, + "param": [ + { + "p": 0.06123432144522667, + "m": 1.0 + }, + { + "p": 0.04598728567361832, + "m": 1.0 + }, + { + "p": 0.05429995432496071, + "m": 1.0 + }, + { + "p": 0.034619346261024475, + "m": 0.8763930797576904 + }, + { + "p": 0.05319298431277275, + "m": 0.6770631074905396 + }, + { + "p": 0.040825679898262024, + "m": 0.8992801308631897 + }, + { + "p": 0.07395398616790771, + "m": 0.904008150100708 + }, + { + "p": 0.060247380286455154, + "m": 0.9641295671463013 + }, + { + "p": 0.056786783039569855, + "m": 1.0 + }, + { + "p": 0.04703347012400627, + "m": 0.9742948412895203 + }, + { + "p": 0.07862047851085663, + "m": 1.0 + }, + { + "p": 0.05064218491315842, + "m": 0.9888978600502014 + }, + { + "p": 0.07160766422748566, + "m": 1.0 + }, + { + "p": 0.0516289547085762, + "m": 1.0 + }, + { + "p": 0.06219311058521271, + "m": 0.9691334366798401 + }, + { + "p": 0.062250468879938126, + "m": 1.0 + }, + { + "p": 0.031705569475889206, + "m": 0.9831035137176514 + }, + { + "p": 0.06317035853862762, + "m": 0.9177616238594055 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3971080780029297, + "val_loss": 0.9647732377052307, + "acc": 67.43, + "time": 186.08535950799705, + "param": [ + { + "p": 0.057471051812171936, + "m": 1.0 + }, + { + "p": 0.03924424946308136, + "m": 1.0 + }, + { + "p": 0.06163391098380089, + "m": 1.0 + }, + { + "p": 0.04962180182337761, + "m": 0.8902058601379395 + }, + { + "p": 0.02457127533853054, + "m": 0.6536079049110413 + }, + { + "p": 0.0668753981590271, + "m": 0.9983206391334534 + }, + { + "p": 0.04790562018752098, + "m": 0.9972471594810486 + }, + { + "p": 0.06049526110291481, + "m": 0.9478504061698914 + }, + { + "p": 0.06256632506847382, + "m": 1.0 + }, + { + "p": 0.06788568198680878, + "m": 1.0 + }, + { + "p": 0.05859845131635666, + "m": 0.9998892545700073 + }, + { + "p": 0.05221640691161156, + "m": 1.0 + }, + { + "p": 0.06568771600723267, + "m": 1.0 + }, + { + "p": 0.04930989444255829, + "m": 1.0 + }, + { + "p": 0.06955026090145111, + "m": 1.0 + }, + { + "p": 0.06083327904343605, + "m": 1.0 + }, + { + "p": 0.05660989135503769, + "m": 0.9971927404403687 + }, + { + "p": 0.048923514783382416, + "m": 0.9799481630325317 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.229735016822815, + "val_loss": 0.9049283266067505, + "acc": 66.82, + "time": 194.81053350196453, + "param": [ + { + "p": 0.07420793920755386, + "m": 1.0 + }, + { + "p": 0.05160582810640335, + "m": 1.0 + }, + { + "p": 0.045555200427770615, + "m": 1.0 + }, + { + "p": 0.05990414321422577, + "m": 0.9449958205223083 + }, + { + "p": 0.05364612489938736, + "m": 0.6709159016609192 + }, + { + "p": 0.04329192265868187, + "m": 0.999349057674408 + }, + { + "p": 0.046530622988939285, + "m": 1.0 + }, + { + "p": 0.05469938740134239, + "m": 0.9126753211021423 + }, + { + "p": 0.047105517238378525, + "m": 1.0 + }, + { + "p": 0.06464128196239471, + "m": 0.9978743195533752 + }, + { + "p": 0.04330974072217941, + "m": 1.0 + }, + { + "p": 0.0757998526096344, + "m": 1.0 + }, + { + "p": 0.04995640367269516, + "m": 1.0 + }, + { + "p": 0.04369151219725609, + "m": 1.0 + }, + { + "p": 0.06362223625183105, + "m": 0.948406457901001 + }, + { + "p": 0.0619332380592823, + "m": 1.0 + }, + { + "p": 0.06533414125442505, + "m": 1.0 + }, + { + "p": 0.05516495928168297, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.431305170059204, + "val_loss": 0.8553613424301147, + "acc": 67.61, + "time": 193.62973732303362, + "param": [ + { + "p": 0.05647988244891167, + "m": 1.0 + }, + { + "p": 0.044359974563121796, + "m": 1.0 + }, + { + "p": 0.056388095021247864, + "m": 1.0 + }, + { + "p": 0.03795591741800308, + "m": 0.9243249893188477 + }, + { + "p": 0.04232635349035263, + "m": 0.7844102382659912 + }, + { + "p": 0.05023426562547684, + "m": 0.9904816150665283 + }, + { + "p": 0.05068476125597954, + "m": 0.9295119643211365 + }, + { + "p": 0.05240684002637863, + "m": 0.8406768441200256 + }, + { + "p": 0.07582653313875198, + "m": 1.0 + }, + { + "p": 0.0567791573703289, + "m": 0.9890266060829163 + }, + { + "p": 0.0692792683839798, + "m": 1.0 + }, + { + "p": 0.05152693763375282, + "m": 0.9981745481491089 + }, + { + "p": 0.07122839987277985, + "m": 1.0 + }, + { + "p": 0.04237227886915207, + "m": 1.0 + }, + { + "p": 0.057215239852666855, + "m": 1.0 + }, + { + "p": 0.07520568370819092, + "m": 1.0 + }, + { + "p": 0.04651586711406708, + "m": 0.9824007153511047 + }, + { + "p": 0.06321460753679276, + "m": 0.9839805960655212 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4087293148040771, + "val_loss": 0.9218770861625671, + "acc": 67.12, + "time": 183.3441770490026, + "param": [ + { + "p": 0.054119549691677094, + "m": 1.0 + }, + { + "p": 0.06207650527358055, + "m": 1.0 + }, + { + "p": 0.06914318352937698, + "m": 1.0 + }, + { + "p": 0.06364350765943527, + "m": 1.0 + }, + { + "p": 0.04630408063530922, + "m": 0.8044936060905457 + }, + { + "p": 0.0431978814303875, + "m": 0.9973676204681396 + }, + { + "p": 0.03814323991537094, + "m": 0.7810513973236084 + }, + { + "p": 0.051843173801898956, + "m": 0.8742719888687134 + }, + { + "p": 0.06600984185934067, + "m": 1.0 + }, + { + "p": 0.05288400501012802, + "m": 0.971915066242218 + }, + { + "p": 0.06235472857952118, + "m": 1.0 + }, + { + "p": 0.055433761328458786, + "m": 1.0 + }, + { + "p": 0.06534844636917114, + "m": 1.0 + }, + { + "p": 0.05382908135652542, + "m": 1.0 + }, + { + "p": 0.06524359434843063, + "m": 1.0 + }, + { + "p": 0.06223052367568016, + "m": 1.0 + }, + { + "p": 0.04044697806239128, + "m": 0.9964140057563782 + }, + { + "p": 0.04774780943989754, + "m": 0.9785009622573853 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4619810581207275, + "val_loss": 0.9850806593894958, + "acc": 67.35, + "time": 200.59284941398073, + "param": [ + { + "p": 0.06826572120189667, + "m": 1.0 + }, + { + "p": 0.06670627743005753, + "m": 1.0 + }, + { + "p": 0.06865664571523666, + "m": 1.0 + }, + { + "p": 0.04707584157586098, + "m": 1.0 + }, + { + "p": 0.05070137232542038, + "m": 0.8246662616729736 + }, + { + "p": 0.061057306826114655, + "m": 1.0 + }, + { + "p": 0.06683924794197083, + "m": 0.77523273229599 + }, + { + "p": 0.04699527099728584, + "m": 0.9272194504737854 + }, + { + "p": 0.04997376725077629, + "m": 1.0 + }, + { + "p": 0.06859023869037628, + "m": 0.9989973306655884 + }, + { + "p": 0.051176782697439194, + "m": 1.0 + }, + { + "p": 0.05956810340285301, + "m": 0.9580239057540894 + }, + { + "p": 0.05630847066640854, + "m": 1.0 + }, + { + "p": 0.026507513597607613, + "m": 1.0 + }, + { + "p": 0.056978169828653336, + "m": 1.0 + }, + { + "p": 0.056782741099596024, + "m": 0.9973952770233154 + }, + { + "p": 0.044780634343624115, + "m": 0.9875618815422058 + }, + { + "p": 0.053035881370306015, + "m": 0.9744058847427368 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3290728330612183, + "val_loss": 0.9617059826850891, + "acc": 67.38, + "time": 195.5396681529819, + "param": [ + { + "p": 0.08098307251930237, + "m": 1.0 + }, + { + "p": 0.028378266841173172, + "m": 1.0 + }, + { + "p": 0.04114066809415817, + "m": 1.0 + }, + { + "p": 0.04700824245810509, + "m": 0.9996613264083862 + }, + { + "p": 0.05726170912384987, + "m": 0.83446204662323 + }, + { + "p": 0.042075131088495255, + "m": 0.9513795375823975 + }, + { + "p": 0.06482501327991486, + "m": 0.8257625102996826 + }, + { + "p": 0.04671011492609978, + "m": 0.960443377494812 + }, + { + "p": 0.06650315970182419, + "m": 1.0 + }, + { + "p": 0.05909247323870659, + "m": 0.9580270648002625 + }, + { + "p": 0.06048799678683281, + "m": 1.0 + }, + { + "p": 0.06271126866340637, + "m": 0.9973458051681519 + }, + { + "p": 0.0683363601565361, + "m": 1.0 + }, + { + "p": 0.05544092506170273, + "m": 1.0 + }, + { + "p": 0.060092631727457047, + "m": 0.9928872585296631 + }, + { + "p": 0.07550869137048721, + "m": 0.9497166275978088 + }, + { + "p": 0.04109520837664604, + "m": 0.9852729439735413 + }, + { + "p": 0.04234916344285011, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3795812129974365, + "val_loss": 0.991925060749054, + "acc": 67.48, + "time": 184.22485266497824, + "param": [ + { + "p": 0.06733783334493637, + "m": 1.0 + }, + { + "p": 0.0368509441614151, + "m": 1.0 + }, + { + "p": 0.0930434986948967, + "m": 1.0 + }, + { + "p": 0.04896343871951103, + "m": 0.9220576882362366 + }, + { + "p": 0.04332295060157776, + "m": 0.9682031869888306 + }, + { + "p": 0.051374539732933044, + "m": 1.0 + }, + { + "p": 0.0455375611782074, + "m": 0.6728488802909851 + }, + { + "p": 0.059547390788793564, + "m": 0.9032999277114868 + }, + { + "p": 0.0883302092552185, + "m": 1.0 + }, + { + "p": 0.045357029885053635, + "m": 0.917432963848114 + }, + { + "p": 0.059067148715257645, + "m": 0.9989174604415894 + }, + { + "p": 0.06179650127887726, + "m": 0.9767056107521057 + }, + { + "p": 0.06283894926309586, + "m": 1.0 + }, + { + "p": 0.03718937560915947, + "m": 1.0 + }, + { + "p": 0.06422368437051773, + "m": 0.9308380484580994 + }, + { + "p": 0.045429885387420654, + "m": 0.99909508228302 + }, + { + "p": 0.04555914178490639, + "m": 0.9669734835624695 + }, + { + "p": 0.04422986879944801, + "m": 0.9191548228263855 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2748548984527588, + "val_loss": 0.9771422147750854, + "acc": 67.23, + "time": 187.30408233898925, + "param": [ + { + "p": 0.07344228029251099, + "m": 1.0 + }, + { + "p": 0.04025784879922867, + "m": 1.0 + }, + { + "p": 0.06180122122168541, + "m": 1.0 + }, + { + "p": 0.05916869640350342, + "m": 0.9574151635169983 + }, + { + "p": 0.05381660535931587, + "m": 0.9301387667655945 + }, + { + "p": 0.053480301052331924, + "m": 0.9068806767463684 + }, + { + "p": 0.06254532933235168, + "m": 0.8443478941917419 + }, + { + "p": 0.06958597898483276, + "m": 0.9915809035301208 + }, + { + "p": 0.05627474933862686, + "m": 0.9999229907989502 + }, + { + "p": 0.04898199439048767, + "m": 0.9991055130958557 + }, + { + "p": 0.0630025640130043, + "m": 1.0 + }, + { + "p": 0.05109722539782524, + "m": 1.0 + }, + { + "p": 0.06894584000110626, + "m": 1.0 + }, + { + "p": 0.03126029297709465, + "m": 1.0 + }, + { + "p": 0.055461909621953964, + "m": 1.0 + }, + { + "p": 0.06254513561725616, + "m": 1.0 + }, + { + "p": 0.04681968316435814, + "m": 1.0 + }, + { + "p": 0.04151236638426781, + "m": 0.9996091723442078 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.415690541267395, + "val_loss": 0.9169276356697083, + "acc": 67.46, + "time": 183.60753168200608, + "param": [ + { + "p": 0.04806913807988167, + "m": 1.0 + }, + { + "p": 0.037417665123939514, + "m": 1.0 + }, + { + "p": 0.05302468687295914, + "m": 1.0 + }, + { + "p": 0.04741201177239418, + "m": 0.9976688027381897 + }, + { + "p": 0.04888606444001198, + "m": 0.7976047396659851 + }, + { + "p": 0.0594792440533638, + "m": 0.9249321222305298 + }, + { + "p": 0.06982985138893127, + "m": 0.877502977848053 + }, + { + "p": 0.0703653022646904, + "m": 0.7631697058677673 + }, + { + "p": 0.06604346632957458, + "m": 0.998096227645874 + }, + { + "p": 0.06469657272100449, + "m": 0.9878668785095215 + }, + { + "p": 0.07486983388662338, + "m": 1.0 + }, + { + "p": 0.045202746987342834, + "m": 0.995887279510498 + }, + { + "p": 0.05891866236925125, + "m": 1.0 + }, + { + "p": 0.05411884933710098, + "m": 1.0 + }, + { + "p": 0.04346282780170441, + "m": 0.9257106184959412 + }, + { + "p": 0.04744658246636391, + "m": 1.0 + }, + { + "p": 0.048984501510858536, + "m": 0.8550432920455933 + }, + { + "p": 0.06177198141813278, + "m": 0.9688779711723328 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.233008861541748, + "val_loss": 0.8881042003631592, + "acc": 68.44, + "time": 181.91283901396673, + "param": [ + { + "p": 0.06837818771600723, + "m": 1.0 + }, + { + "p": 0.04811595007777214, + "m": 1.0 + }, + { + "p": 0.06230863183736801, + "m": 1.0 + }, + { + "p": 0.04690232127904892, + "m": 0.9101433157920837 + }, + { + "p": 0.042717836797237396, + "m": 0.8040453195571899 + }, + { + "p": 0.049831949174404144, + "m": 0.9861968755722046 + }, + { + "p": 0.06184651330113411, + "m": 0.9688214659690857 + }, + { + "p": 0.07491964101791382, + "m": 0.958899736404419 + }, + { + "p": 0.052627723664045334, + "m": 0.9941607117652893 + }, + { + "p": 0.07435046136379242, + "m": 0.9463362693786621 + }, + { + "p": 0.07436847686767578, + "m": 0.9943570494651794 + }, + { + "p": 0.04851539433002472, + "m": 0.9951371550559998 + }, + { + "p": 0.053767476230859756, + "m": 1.0 + }, + { + "p": 0.04694051295518875, + "m": 1.0 + }, + { + "p": 0.06256747990846634, + "m": 0.998615562915802 + }, + { + "p": 0.058112986385822296, + "m": 1.0 + }, + { + "p": 0.05286803096532822, + "m": 0.8577010631561279 + }, + { + "p": 0.0208604596555233, + "m": 0.9108263254165649 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3050177097320557, + "val_loss": 0.8884467482566833, + "acc": 69.22, + "time": 194.62020485301036, + "param": [ + { + "p": 0.06548323482275009, + "m": 1.0 + }, + { + "p": 0.036554425954818726, + "m": 1.0 + }, + { + "p": 0.06382621824741364, + "m": 1.0 + }, + { + "p": 0.054838862270116806, + "m": 0.8251667618751526 + }, + { + "p": 0.0515635684132576, + "m": 0.7792556881904602 + }, + { + "p": 0.051070090383291245, + "m": 0.9463577270507812 + }, + { + "p": 0.06202114373445511, + "m": 1.0 + }, + { + "p": 0.05553533881902695, + "m": 0.9868651628494263 + }, + { + "p": 0.059516917914152145, + "m": 1.0 + }, + { + "p": 0.06964963674545288, + "m": 0.977789580821991 + }, + { + "p": 0.077996164560318, + "m": 1.0 + }, + { + "p": 0.07250046730041504, + "m": 1.0 + }, + { + "p": 0.0630626305937767, + "m": 1.0 + }, + { + "p": 0.05502843111753464, + "m": 1.0 + }, + { + "p": 0.07464706152677536, + "m": 0.9899804592132568 + }, + { + "p": 0.02711298316717148, + "m": 0.9809674024581909 + }, + { + "p": 0.025487802922725677, + "m": 0.8835369348526001 + }, + { + "p": 0.03410506248474121, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3210582733154297, + "val_loss": 0.9246628284454346, + "acc": 67.75, + "time": 188.22452462499496, + "param": [ + { + "p": 0.061988335102796555, + "m": 1.0 + }, + { + "p": 0.06557505577802658, + "m": 1.0 + }, + { + "p": 0.07410803437232971, + "m": 1.0 + }, + { + "p": 0.027199214324355125, + "m": 0.9476318955421448 + }, + { + "p": 0.05071927607059479, + "m": 0.7248621582984924 + }, + { + "p": 0.03450664132833481, + "m": 0.9416711330413818 + }, + { + "p": 0.04173344001173973, + "m": 0.8883377909660339 + }, + { + "p": 0.05035629868507385, + "m": 0.9662286639213562 + }, + { + "p": 0.06152735650539398, + "m": 0.9918642044067383 + }, + { + "p": 0.03679132089018822, + "m": 1.0 + }, + { + "p": 0.07358278334140778, + "m": 1.0 + }, + { + "p": 0.05980008468031883, + "m": 1.0 + }, + { + "p": 0.07322929054498672, + "m": 1.0 + }, + { + "p": 0.05809474363923073, + "m": 1.0 + }, + { + "p": 0.05800923705101013, + "m": 0.8942175507545471 + }, + { + "p": 0.06636226922273636, + "m": 0.9905347228050232 + }, + { + "p": 0.0474553219974041, + "m": 0.8997254371643066 + }, + { + "p": 0.05896129459142685, + "m": 0.9353012442588806 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4005502462387085, + "val_loss": 0.9710100889205933, + "acc": 67.69, + "time": 180.25221045297803, + "param": [ + { + "p": 0.055804960429668427, + "m": 1.0 + }, + { + "p": 0.038899295032024384, + "m": 1.0 + }, + { + "p": 0.05937855318188667, + "m": 1.0 + }, + { + "p": 0.040594711899757385, + "m": 0.99812251329422 + }, + { + "p": 0.05237459018826485, + "m": 0.6575053334236145 + }, + { + "p": 0.05040869116783142, + "m": 0.7805534601211548 + }, + { + "p": 0.05771399289369583, + "m": 1.0 + }, + { + "p": 0.06590286642313004, + "m": 0.8898836374282837 + }, + { + "p": 0.07591845095157623, + "m": 1.0 + }, + { + "p": 0.05912851542234421, + "m": 1.0 + }, + { + "p": 0.058035679161548615, + "m": 1.0 + }, + { + "p": 0.07285156100988388, + "m": 1.0 + }, + { + "p": 0.050657425075769424, + "m": 1.0 + }, + { + "p": 0.05469644442200661, + "m": 1.0 + }, + { + "p": 0.059074386954307556, + "m": 1.0 + }, + { + "p": 0.049249317497015, + "m": 1.0 + }, + { + "p": 0.05770009011030197, + "m": 0.9403527975082397 + }, + { + "p": 0.0416104681789875, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2080439329147339, + "val_loss": 0.8419919610023499, + "acc": 68.92, + "time": 178.21113830298418, + "param": [ + { + "p": 0.06142866611480713, + "m": 1.0 + }, + { + "p": 0.05583130568265915, + "m": 1.0 + }, + { + "p": 0.06489456444978714, + "m": 1.0 + }, + { + "p": 0.04393480345606804, + "m": 0.9122528433799744 + }, + { + "p": 0.04754794016480446, + "m": 0.6779670715332031 + }, + { + "p": 0.03714591637253761, + "m": 0.8974867463111877 + }, + { + "p": 0.0635259672999382, + "m": 0.9128000140190125 + }, + { + "p": 0.05559272691607475, + "m": 0.9567891359329224 + }, + { + "p": 0.060081832110881805, + "m": 1.0 + }, + { + "p": 0.06844960153102875, + "m": 0.965408444404602 + }, + { + "p": 0.057283006608486176, + "m": 1.0 + }, + { + "p": 0.047442082315683365, + "m": 0.9803676605224609 + }, + { + "p": 0.05025051534175873, + "m": 1.0 + }, + { + "p": 0.04671211540699005, + "m": 1.0 + }, + { + "p": 0.07364018261432648, + "m": 1.0 + }, + { + "p": 0.0700112134218216, + "m": 0.9925392270088196 + }, + { + "p": 0.04268794134259224, + "m": 0.848722517490387 + }, + { + "p": 0.05353965610265732, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.2871426343917847, + "val_loss": 0.8592227697372437, + "acc": 69.3, + "time": 195.61745641799644, + "param": [ + { + "p": 0.0639377236366272, + "m": 1.0 + }, + { + "p": 0.060826852917671204, + "m": 1.0 + }, + { + "p": 0.06888631731271744, + "m": 1.0 + }, + { + "p": 0.04137749969959259, + "m": 0.9596635699272156 + }, + { + "p": 0.03766107186675072, + "m": 0.823763370513916 + }, + { + "p": 0.044217173010110855, + "m": 0.900844931602478 + }, + { + "p": 0.05816276744008064, + "m": 0.8178545832633972 + }, + { + "p": 0.05129529908299446, + "m": 0.9906156659126282 + }, + { + "p": 0.07536955922842026, + "m": 0.9971636533737183 + }, + { + "p": 0.06602378934621811, + "m": 0.9874476790428162 + }, + { + "p": 0.06384693086147308, + "m": 0.9946046471595764 + }, + { + "p": 0.08173663169145584, + "m": 0.9997813105583191 + }, + { + "p": 0.06712453067302704, + "m": 1.0 + }, + { + "p": 0.03275404870510101, + "m": 1.0 + }, + { + "p": 0.06634674221277237, + "m": 1.0 + }, + { + "p": 0.050574321299791336, + "m": 0.9435049891471863 + }, + { + "p": 0.03431100770831108, + "m": 1.0 + }, + { + "p": 0.0355476476252079, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.0566462278366089, + "val_loss": 0.8473290801048279, + "acc": 69.68, + "time": 180.5435656880145, + "param": [ + { + "p": 0.049378011375665665, + "m": 1.0 + }, + { + "p": 0.04395996406674385, + "m": 1.0 + }, + { + "p": 0.06957264244556427, + "m": 1.0 + }, + { + "p": 0.04216441512107849, + "m": 0.8428674340248108 + }, + { + "p": 0.06476013362407684, + "m": 0.7866689562797546 + }, + { + "p": 0.06730924546718597, + "m": 0.9419512748718262 + }, + { + "p": 0.04071161150932312, + "m": 0.9436852335929871 + }, + { + "p": 0.04318322241306305, + "m": 0.9419514536857605 + }, + { + "p": 0.07490293681621552, + "m": 1.0 + }, + { + "p": 0.08217484503984451, + "m": 0.9989869594573975 + }, + { + "p": 0.06513112038373947, + "m": 1.0 + }, + { + "p": 0.06500553339719772, + "m": 1.0 + }, + { + "p": 0.06186840683221817, + "m": 1.0 + }, + { + "p": 0.04636996239423752, + "m": 1.0 + }, + { + "p": 0.039162371307611465, + "m": 0.9778843522071838 + }, + { + "p": 0.052272263914346695, + "m": 1.0 + }, + { + "p": 0.05474505573511124, + "m": 0.9415709376335144 + }, + { + "p": 0.03732827678322792, + "m": 0.9839980006217957 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2948553562164307, + "val_loss": 0.9397097826004028, + "acc": 68.94, + "time": 194.97377659002086, + "param": [ + { + "p": 0.043422650545835495, + "m": 1.0 + }, + { + "p": 0.05335944890975952, + "m": 1.0 + }, + { + "p": 0.05036816745996475, + "m": 1.0 + }, + { + "p": 0.0461232028901577, + "m": 0.7526123523712158 + }, + { + "p": 0.06648000329732895, + "m": 0.7884442806243896 + }, + { + "p": 0.04807781055569649, + "m": 1.0 + }, + { + "p": 0.07629484683275223, + "m": 0.9498792290687561 + }, + { + "p": 0.053692907094955444, + "m": 0.9993041753768921 + }, + { + "p": 0.05132773146033287, + "m": 1.0 + }, + { + "p": 0.04792054370045662, + "m": 1.0 + }, + { + "p": 0.056497909128665924, + "m": 1.0 + }, + { + "p": 0.07004642486572266, + "m": 0.9993836879730225 + }, + { + "p": 0.07273051887750626, + "m": 1.0 + }, + { + "p": 0.05025160685181618, + "m": 1.0 + }, + { + "p": 0.0570693276822567, + "m": 0.9502320289611816 + }, + { + "p": 0.07400734722614288, + "m": 0.9828128814697266 + }, + { + "p": 0.054576922208070755, + "m": 0.9566999077796936 + }, + { + "p": 0.02775261364877224, + "m": 0.9162386655807495 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.5313262939453125, + "val_loss": 0.8100606203079224, + "acc": 68.79, + "time": 192.54876325197984, + "param": [ + { + "p": 0.06484483182430267, + "m": 1.0 + }, + { + "p": 0.06853380054235458, + "m": 1.0 + }, + { + "p": 0.0834774374961853, + "m": 1.0 + }, + { + "p": 0.051556237041950226, + "m": 0.8085790276527405 + }, + { + "p": 0.028320856392383575, + "m": 0.8823683857917786 + }, + { + "p": 0.012386295944452286, + "m": 1.0 + }, + { + "p": 0.055287159979343414, + "m": 0.9842133522033691 + }, + { + "p": 0.07229603081941605, + "m": 1.0 + }, + { + "p": 0.06169285252690315, + "m": 1.0 + }, + { + "p": 0.08793187886476517, + "m": 1.0 + }, + { + "p": 0.057549454271793365, + "m": 0.9955268502235413 + }, + { + "p": 0.06205711513757706, + "m": 1.0 + }, + { + "p": 0.02807820960879326, + "m": 1.0 + }, + { + "p": 0.051263123750686646, + "m": 1.0 + }, + { + "p": 0.06551145017147064, + "m": 0.9881174564361572 + }, + { + "p": 0.07617809623479843, + "m": 0.9954193234443665 + }, + { + "p": 0.015664678066968918, + "m": 0.9994686245918274 + }, + { + "p": 0.05737050622701645, + "m": 0.9188756942749023 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.4232866764068604, + "val_loss": 0.8627335429191589, + "acc": 69.11, + "time": 187.10286505898694, + "param": [ + { + "p": 0.06590987741947174, + "m": 1.0 + }, + { + "p": 0.04520661011338234, + "m": 1.0 + }, + { + "p": 0.05766389146447182, + "m": 1.0 + }, + { + "p": 0.0447988361120224, + "m": 0.8840628266334534 + }, + { + "p": 0.049293436110019684, + "m": 0.8929855227470398 + }, + { + "p": 0.05186694487929344, + "m": 1.0 + }, + { + "p": 0.055546969175338745, + "m": 0.999886155128479 + }, + { + "p": 0.06057225167751312, + "m": 0.8492708802223206 + }, + { + "p": 0.06211666762828827, + "m": 1.0 + }, + { + "p": 0.06852035969495773, + "m": 1.0 + }, + { + "p": 0.053393226116895676, + "m": 1.0 + }, + { + "p": 0.06457275152206421, + "m": 1.0 + }, + { + "p": 0.07576320320367813, + "m": 1.0 + }, + { + "p": 0.044368207454681396, + "m": 1.0 + }, + { + "p": 0.041545990854501724, + "m": 0.9047023057937622 + }, + { + "p": 0.05481762811541557, + "m": 1.0 + }, + { + "p": 0.047836024314165115, + "m": 0.9425990581512451 + }, + { + "p": 0.05620723217725754, + "m": 0.815544843673706 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.3755357265472412, + "val_loss": 0.7195650339126587, + "acc": 69.27, + "time": 183.61168855399592, + "param": [ + { + "p": 0.0705946609377861, + "m": 1.0 + }, + { + "p": 0.022237503901124, + "m": 1.0 + }, + { + "p": 0.08068868517875671, + "m": 1.0 + }, + { + "p": 0.060003481805324554, + "m": 0.8455787897109985 + }, + { + "p": 0.04890977218747139, + "m": 0.8832346200942993 + }, + { + "p": 0.03520409017801285, + "m": 0.960542619228363 + }, + { + "p": 0.05583779141306877, + "m": 1.0 + }, + { + "p": 0.06627051532268524, + "m": 0.883936882019043 + }, + { + "p": 0.05285002291202545, + "m": 1.0 + }, + { + "p": 0.05739566683769226, + "m": 0.9984616637229919 + }, + { + "p": 0.06469061970710754, + "m": 1.0 + }, + { + "p": 0.05449429526925087, + "m": 1.0 + }, + { + "p": 0.05687616020441055, + "m": 1.0 + }, + { + "p": 0.032181549817323685, + "m": 1.0 + }, + { + "p": 0.07516956329345703, + "m": 1.0 + }, + { + "p": 0.05430823937058449, + "m": 0.9911938905715942 + }, + { + "p": 0.054174087941646576, + "m": 0.9998312592506409 + }, + { + "p": 0.05811332166194916, + "m": 0.9760427474975586 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.2931944131851196, + "val_loss": 0.9078865647315979, + "acc": 67.55, + "time": 183.27591270697303, + "param": [ + { + "p": 0.05483216419816017, + "m": 1.0 + }, + { + "p": 0.04169798642396927, + "m": 1.0 + }, + { + "p": 0.036198172718286514, + "m": 1.0 + }, + { + "p": 0.05049131065607071, + "m": 0.8504247069358826 + }, + { + "p": 0.03175583481788635, + "m": 0.7883226871490479 + }, + { + "p": 0.047846805304288864, + "m": 0.9721119999885559 + }, + { + "p": 0.05930845066905022, + "m": 0.9697885513305664 + }, + { + "p": 0.07585438340902328, + "m": 0.8738906979560852 + }, + { + "p": 0.06806012988090515, + "m": 0.9977003335952759 + }, + { + "p": 0.045071423053741455, + "m": 0.998161256313324 + }, + { + "p": 0.06359373033046722, + "m": 0.9379577040672302 + }, + { + "p": 0.07026707381010056, + "m": 0.9963550567626953 + }, + { + "p": 0.07448993623256683, + "m": 1.0 + }, + { + "p": 0.0685788094997406, + "m": 1.0 + }, + { + "p": 0.05950067937374115, + "m": 0.9978222250938416 + }, + { + "p": 0.061837002635002136, + "m": 0.9998927116394043 + }, + { + "p": 0.045121628791093826, + "m": 0.9380198121070862 + }, + { + "p": 0.04549435153603554, + "m": 0.9180123805999756 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.1553962230682373, + "val_loss": 0.8017646074295044, + "acc": 69.51, + "time": 184.80287675600266, + "param": [ + { + "p": 0.07242404669523239, + "m": 1.0 + }, + { + "p": 0.0467921644449234, + "m": 1.0 + }, + { + "p": 0.06381624937057495, + "m": 1.0 + }, + { + "p": 0.0612499862909317, + "m": 0.9089926481246948 + }, + { + "p": 0.05605480074882507, + "m": 0.8574504852294922 + }, + { + "p": 0.02763150818645954, + "m": 0.98890221118927 + }, + { + "p": 0.05305267870426178, + "m": 0.876382052898407 + }, + { + "p": 0.05447283014655113, + "m": 0.9782828688621521 + }, + { + "p": 0.06942762434482574, + "m": 1.0 + }, + { + "p": 0.058014076203107834, + "m": 0.9684594869613647 + }, + { + "p": 0.0512455590069294, + "m": 0.9982025623321533 + }, + { + "p": 0.06751538813114166, + "m": 1.0 + }, + { + "p": 0.058393340557813644, + "m": 1.0 + }, + { + "p": 0.052056584507226944, + "m": 1.0 + }, + { + "p": 0.0648895800113678, + "m": 1.0 + }, + { + "p": 0.05474843829870224, + "m": 0.9600169658660889 + }, + { + "p": 0.05524598807096481, + "m": 0.999642014503479 + }, + { + "p": 0.03296922519803047, + "m": 0.9758353233337402 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3267507553100586, + "val_loss": 0.8717408180236816, + "acc": 69.06, + "time": 185.37563812802546, + "param": [ + { + "p": 0.08284540474414825, + "m": 1.0 + }, + { + "p": 0.050733793526887894, + "m": 1.0 + }, + { + "p": 0.04894840717315674, + "m": 1.0 + }, + { + "p": 0.03543861582875252, + "m": 0.9698027968406677 + }, + { + "p": 0.04294946789741516, + "m": 0.9446846842765808 + }, + { + "p": 0.04179304465651512, + "m": 0.9037235379219055 + }, + { + "p": 0.0717930942773819, + "m": 0.9768706560134888 + }, + { + "p": 0.0511610209941864, + "m": 1.0 + }, + { + "p": 0.05377757549285889, + "m": 0.9812334775924683 + }, + { + "p": 0.06200238689780235, + "m": 1.0 + }, + { + "p": 0.06922759115695953, + "m": 0.9619758129119873 + }, + { + "p": 0.05709127336740494, + "m": 0.998246431350708 + }, + { + "p": 0.06984104961156845, + "m": 1.0 + }, + { + "p": 0.04564261436462402, + "m": 1.0 + }, + { + "p": 0.06619512289762497, + "m": 0.9919388890266418 + }, + { + "p": 0.06251683086156845, + "m": 0.9717312455177307 + }, + { + "p": 0.04873672500252724, + "m": 0.9685423970222473 + }, + { + "p": 0.03930599242448807, + "m": 0.8934381008148193 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2200089693069458, + "val_loss": 0.9156792759895325, + "acc": 69.3, + "time": 191.71671636396786, + "param": [ + { + "p": 0.0727081298828125, + "m": 1.0 + }, + { + "p": 0.03831629082560539, + "m": 1.0 + }, + { + "p": 0.0508650541305542, + "m": 1.0 + }, + { + "p": 0.050659939646720886, + "m": 0.9959058165550232 + }, + { + "p": 0.046049196273088455, + "m": 0.8692060708999634 + }, + { + "p": 0.045495688915252686, + "m": 0.9862306118011475 + }, + { + "p": 0.06444655358791351, + "m": 0.9976738095283508 + }, + { + "p": 0.06531412899494171, + "m": 0.8910027742385864 + }, + { + "p": 0.06641438603401184, + "m": 1.0 + }, + { + "p": 0.054222237318754196, + "m": 1.0 + }, + { + "p": 0.071527399122715, + "m": 1.0 + }, + { + "p": 0.06730849295854568, + "m": 1.0 + }, + { + "p": 0.07817599177360535, + "m": 1.0 + }, + { + "p": 0.04119033366441727, + "m": 1.0 + }, + { + "p": 0.0492069236934185, + "m": 0.9534878134727478 + }, + { + "p": 0.05698654055595398, + "m": 1.0 + }, + { + "p": 0.04398678243160248, + "m": 0.9529047608375549 + }, + { + "p": 0.037126053124666214, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2706888914108276, + "val_loss": 0.817847728729248, + "acc": 69.75, + "time": 195.39036154100904, + "param": [ + { + "p": 0.06094510853290558, + "m": 1.0 + }, + { + "p": 0.042842309921979904, + "m": 1.0 + }, + { + "p": 0.07070644944906235, + "m": 1.0 + }, + { + "p": 0.05394180491566658, + "m": 0.9650135636329651 + }, + { + "p": 0.03585309535264969, + "m": 0.9457313418388367 + }, + { + "p": 0.06164088845252991, + "m": 1.0 + }, + { + "p": 0.059970930218696594, + "m": 0.9510048627853394 + }, + { + "p": 0.059804387390613556, + "m": 1.0 + }, + { + "p": 0.06286062300205231, + "m": 1.0 + }, + { + "p": 0.045371152460575104, + "m": 0.9063166975975037 + }, + { + "p": 0.0683785155415535, + "m": 1.0 + }, + { + "p": 0.08458022028207779, + "m": 1.0 + }, + { + "p": 0.03228592500090599, + "m": 1.0 + }, + { + "p": 0.04427112266421318, + "m": 1.0 + }, + { + "p": 0.04567144811153412, + "m": 0.9655887484550476 + }, + { + "p": 0.05564373359084129, + "m": 1.0 + }, + { + "p": 0.05874546617269516, + "m": 1.0 + }, + { + "p": 0.05648668110370636, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2537363767623901, + "val_loss": 0.9514591693878174, + "acc": 69.39, + "time": 187.62574970896821, + "param": [ + { + "p": 0.06537166982889175, + "m": 1.0 + }, + { + "p": 0.06311940401792526, + "m": 1.0 + }, + { + "p": 0.05623677745461464, + "m": 1.0 + }, + { + "p": 0.05805215984582901, + "m": 0.9973902106285095 + }, + { + "p": 0.03339645266532898, + "m": 0.9091178774833679 + }, + { + "p": 0.04042990133166313, + "m": 1.0 + }, + { + "p": 0.07647879421710968, + "m": 1.0 + }, + { + "p": 0.04995447397232056, + "m": 0.9243346452713013 + }, + { + "p": 0.08158121258020401, + "m": 0.9988782405853271 + }, + { + "p": 0.05745311081409454, + "m": 0.9949538707733154 + }, + { + "p": 0.0376497358083725, + "m": 1.0 + }, + { + "p": 0.0605410598218441, + "m": 0.9798557758331299 + }, + { + "p": 0.05828479304909706, + "m": 1.0 + }, + { + "p": 0.03812480717897415, + "m": 1.0 + }, + { + "p": 0.07231543958187103, + "m": 1.0 + }, + { + "p": 0.05294331908226013, + "m": 0.9472852349281311 + }, + { + "p": 0.06044262275099754, + "m": 1.0 + }, + { + "p": 0.037624292075634, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3473305702209473, + "val_loss": 0.9039921760559082, + "acc": 69.96, + "time": 193.04715920501621, + "param": [ + { + "p": 0.07394296675920486, + "m": 1.0 + }, + { + "p": 0.042573291808366776, + "m": 1.0 + }, + { + "p": 0.06777136772871017, + "m": 1.0 + }, + { + "p": 0.062091611325740814, + "m": 0.9903273582458496 + }, + { + "p": 0.046708494424819946, + "m": 0.9156524538993835 + }, + { + "p": 0.06124011427164078, + "m": 0.9019295573234558 + }, + { + "p": 0.07063338905572891, + "m": 1.0 + }, + { + "p": 0.05600260943174362, + "m": 1.0 + }, + { + "p": 0.05370433256030083, + "m": 0.9993470311164856 + }, + { + "p": 0.04642694443464279, + "m": 0.8609080910682678 + }, + { + "p": 0.058804623782634735, + "m": 1.0 + }, + { + "p": 0.058534637093544006, + "m": 1.0 + }, + { + "p": 0.060134727507829666, + "m": 1.0 + }, + { + "p": 0.0590360052883625, + "m": 1.0 + }, + { + "p": 0.03525231033563614, + "m": 0.9466494917869568 + }, + { + "p": 0.05953972414135933, + "m": 1.0 + }, + { + "p": 0.04679473116993904, + "m": 0.870732307434082 + }, + { + "p": 0.0408080630004406, + "m": 0.9822969436645508 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3954885005950928, + "val_loss": 0.8702928423881531, + "acc": 69.99, + "time": 194.02818198798923, + "param": [ + { + "p": 0.0689292773604393, + "m": 1.0 + }, + { + "p": 0.04209782928228378, + "m": 1.0 + }, + { + "p": 0.04864542558789253, + "m": 1.0 + }, + { + "p": 0.06283564865589142, + "m": 1.0 + }, + { + "p": 0.04895422235131264, + "m": 0.8190735578536987 + }, + { + "p": 0.04468590021133423, + "m": 0.9166405200958252 + }, + { + "p": 0.044464100152254105, + "m": 1.0 + }, + { + "p": 0.05965349078178406, + "m": 0.881306529045105 + }, + { + "p": 0.06379058957099915, + "m": 1.0 + }, + { + "p": 0.07514035701751709, + "m": 0.9475455284118652 + }, + { + "p": 0.05550919100642204, + "m": 1.0 + }, + { + "p": 0.05561961233615875, + "m": 0.9994615912437439 + }, + { + "p": 0.06611067056655884, + "m": 1.0 + }, + { + "p": 0.03666058927774429, + "m": 1.0 + }, + { + "p": 0.06478134542703629, + "m": 0.9349444508552551 + }, + { + "p": 0.06571878492832184, + "m": 1.0 + }, + { + "p": 0.03620057553052902, + "m": 0.8655310869216919 + }, + { + "p": 0.06020263209939003, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.160069227218628, + "val_loss": 0.9253624677658081, + "acc": 69.54, + "time": 179.99878439604072, + "param": [ + { + "p": 0.0662326067686081, + "m": 1.0 + }, + { + "p": 0.05065343901515007, + "m": 1.0 + }, + { + "p": 0.06721995025873184, + "m": 1.0 + }, + { + "p": 0.05687640979886055, + "m": 0.9438789486885071 + }, + { + "p": 0.04160162806510925, + "m": 0.9904975295066833 + }, + { + "p": 0.036841098219156265, + "m": 0.9256097674369812 + }, + { + "p": 0.06189217418432236, + "m": 0.9783980250358582 + }, + { + "p": 0.06146751344203949, + "m": 0.777936577796936 + }, + { + "p": 0.060917582362890244, + "m": 0.9852238893508911 + }, + { + "p": 0.05625990033149719, + "m": 0.8483412265777588 + }, + { + "p": 0.04860278591513634, + "m": 1.0 + }, + { + "p": 0.05518112704157829, + "m": 0.995608389377594 + }, + { + "p": 0.0562247633934021, + "m": 1.0 + }, + { + "p": 0.05928098037838936, + "m": 1.0 + }, + { + "p": 0.05585278943181038, + "m": 0.9872859120368958 + }, + { + "p": 0.06639432907104492, + "m": 1.0 + }, + { + "p": 0.04266274347901344, + "m": 0.8289042711257935 + }, + { + "p": 0.055838268250226974, + "m": 0.9617204070091248 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2109907865524292, + "val_loss": 0.9168689846992493, + "acc": 69.94, + "time": 177.28808061400196, + "param": [ + { + "p": 0.05194692313671112, + "m": 1.0 + }, + { + "p": 0.05650847777724266, + "m": 1.0 + }, + { + "p": 0.04911940172314644, + "m": 1.0 + }, + { + "p": 0.05876360833644867, + "m": 0.9031991958618164 + }, + { + "p": 0.05189491808414459, + "m": 0.9844384789466858 + }, + { + "p": 0.06817688792943954, + "m": 0.8087503910064697 + }, + { + "p": 0.052874986082315445, + "m": 0.9992480874061584 + }, + { + "p": 0.07976778596639633, + "m": 0.9063509702682495 + }, + { + "p": 0.05642864108085632, + "m": 1.0 + }, + { + "p": 0.03960949182510376, + "m": 0.9990099668502808 + }, + { + "p": 0.05424004793167114, + "m": 1.0 + }, + { + "p": 0.07548785209655762, + "m": 1.0 + }, + { + "p": 0.04755496233701706, + "m": 1.0 + }, + { + "p": 0.05478817597031593, + "m": 1.0 + }, + { + "p": 0.04766922816634178, + "m": 1.0 + }, + { + "p": 0.05483353137969971, + "m": 1.0 + }, + { + "p": 0.058511216193437576, + "m": 0.9356032013893127 + }, + { + "p": 0.04182390496134758, + "m": 0.9479528665542603 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.126782774925232, + "val_loss": 0.8723276853561401, + "acc": 70.44, + "time": 190.7126368409954, + "param": [ + { + "p": 0.06954974681138992, + "m": 1.0 + }, + { + "p": 0.03643231466412544, + "m": 1.0 + }, + { + "p": 0.07441093772649765, + "m": 1.0 + }, + { + "p": 0.05421370640397072, + "m": 0.9471933245658875 + }, + { + "p": 0.05454196780920029, + "m": 0.9309557676315308 + }, + { + "p": 0.04427417740225792, + "m": 0.7433579564094543 + }, + { + "p": 0.05031109228730202, + "m": 0.962383508682251 + }, + { + "p": 0.06161491200327873, + "m": 0.8872683644294739 + }, + { + "p": 0.05586080998182297, + "m": 1.0 + }, + { + "p": 0.06642121821641922, + "m": 1.0 + }, + { + "p": 0.07041706144809723, + "m": 0.988334059715271 + }, + { + "p": 0.05479167774319649, + "m": 0.9750423431396484 + }, + { + "p": 0.060310810804367065, + "m": 1.0 + }, + { + "p": 0.040385086089372635, + "m": 1.0 + }, + { + "p": 0.056744057685136795, + "m": 0.999668538570404 + }, + { + "p": 0.05855739861726761, + "m": 0.9803547263145447 + }, + { + "p": 0.04984522983431816, + "m": 1.0 + }, + { + "p": 0.041317686438560486, + "m": 0.993550717830658 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.323091745376587, + "val_loss": 0.8423040509223938, + "acc": 69.52, + "time": 193.84915130102308, + "param": [ + { + "p": 0.043148986995220184, + "m": 1.0 + }, + { + "p": 0.052136920392513275, + "m": 1.0 + }, + { + "p": 0.05690321326255798, + "m": 1.0 + }, + { + "p": 0.03857576102018356, + "m": 0.9755423069000244 + }, + { + "p": 0.043064676225185394, + "m": 0.8634079098701477 + }, + { + "p": 0.0300111286342144, + "m": 0.9652259945869446 + }, + { + "p": 0.048625122755765915, + "m": 0.9508365988731384 + }, + { + "p": 0.06973487138748169, + "m": 0.8036479353904724 + }, + { + "p": 0.05724748224020004, + "m": 1.0 + }, + { + "p": 0.07127387076616287, + "m": 1.0 + }, + { + "p": 0.08359630405902863, + "m": 1.0 + }, + { + "p": 0.0630025565624237, + "m": 1.0 + }, + { + "p": 0.04868095740675926, + "m": 1.0 + }, + { + "p": 0.060815781354904175, + "m": 1.0 + }, + { + "p": 0.06306835263967514, + "m": 0.9557521343231201 + }, + { + "p": 0.05913768708705902, + "m": 0.9831392765045166 + }, + { + "p": 0.06530532985925674, + "m": 1.0 + }, + { + "p": 0.045671094208955765, + "m": 0.9785774350166321 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2908111810684204, + "val_loss": 0.873216986656189, + "acc": 69.58, + "time": 183.13248560100328, + "param": [ + { + "p": 0.0598585419356823, + "m": 1.0 + }, + { + "p": 0.03754763305187225, + "m": 1.0 + }, + { + "p": 0.06538396328687668, + "m": 1.0 + }, + { + "p": 0.05139493569731712, + "m": 0.9479830265045166 + }, + { + "p": 0.048851676285266876, + "m": 0.8628966212272644 + }, + { + "p": 0.034527603536844254, + "m": 0.9981997013092041 + }, + { + "p": 0.08309339731931686, + "m": 0.9708209037780762 + }, + { + "p": 0.06338761001825333, + "m": 0.947078287601471 + }, + { + "p": 0.04736943170428276, + "m": 0.9996213912963867 + }, + { + "p": 0.062112901359796524, + "m": 1.0 + }, + { + "p": 0.07026917487382889, + "m": 1.0 + }, + { + "p": 0.07947642356157303, + "m": 1.0 + }, + { + "p": 0.046480897814035416, + "m": 1.0 + }, + { + "p": 0.05528682842850685, + "m": 1.0 + }, + { + "p": 0.051699522882699966, + "m": 1.0 + }, + { + "p": 0.06753436475992203, + "m": 1.0 + }, + { + "p": 0.04053415358066559, + "m": 0.9663093090057373 + }, + { + "p": 0.03519090637564659, + "m": 0.9888523817062378 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1133315563201904, + "val_loss": 0.8857650756835938, + "acc": 68.76, + "time": 182.36136985803023, + "param": [ + { + "p": 0.07323548942804337, + "m": 1.0 + }, + { + "p": 0.06305000185966492, + "m": 1.0 + }, + { + "p": 0.08992178738117218, + "m": 1.0 + }, + { + "p": 0.04266698658466339, + "m": 0.9923951029777527 + }, + { + "p": 0.0264686718583107, + "m": 0.8661789894104004 + }, + { + "p": 0.05009496212005615, + "m": 0.990203320980072 + }, + { + "p": 0.032376088201999664, + "m": 0.8892318606376648 + }, + { + "p": 0.0765748843550682, + "m": 1.0 + }, + { + "p": 0.08236347138881683, + "m": 0.9750707745552063 + }, + { + "p": 0.05182145908474922, + "m": 0.9947914481163025 + }, + { + "p": 0.06455483287572861, + "m": 0.9881809949874878 + }, + { + "p": 0.059662070125341415, + "m": 0.9900969862937927 + }, + { + "p": 0.06156293302774429, + "m": 1.0 + }, + { + "p": 0.03181692212820053, + "m": 1.0 + }, + { + "p": 0.06634398549795151, + "m": 0.9989250302314758 + }, + { + "p": 0.07722509652376175, + "m": 1.0 + }, + { + "p": 0.02655922994017601, + "m": 0.9626599550247192 + }, + { + "p": 0.02370113879442215, + "m": 0.99952232837677 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4296588897705078, + "val_loss": 0.8177213072776794, + "acc": 70.55, + "time": 195.15880257298704, + "param": [ + { + "p": 0.06820870190858841, + "m": 1.0 + }, + { + "p": 0.037461504340171814, + "m": 1.0 + }, + { + "p": 0.07276804000139236, + "m": 1.0 + }, + { + "p": 0.05016947165131569, + "m": 1.0 + }, + { + "p": 0.04841567203402519, + "m": 0.9904237389564514 + }, + { + "p": 0.06068044528365135, + "m": 0.9130476713180542 + }, + { + "p": 0.05455619841814041, + "m": 0.7881742715835571 + }, + { + "p": 0.05946049466729164, + "m": 0.960348904132843 + }, + { + "p": 0.05003557726740837, + "m": 0.9936611652374268 + }, + { + "p": 0.05998460575938225, + "m": 1.0 + }, + { + "p": 0.0671747699379921, + "m": 0.9917123913764954 + }, + { + "p": 0.06784570217132568, + "m": 0.9934723973274231 + }, + { + "p": 0.0558931790292263, + "m": 1.0 + }, + { + "p": 0.03366168215870857, + "m": 1.0 + }, + { + "p": 0.07647588104009628, + "m": 0.9998841285705566 + }, + { + "p": 0.055773984640836716, + "m": 1.0 + }, + { + "p": 0.037017084658145905, + "m": 0.993436872959137 + }, + { + "p": 0.04441702365875244, + "m": 0.906566858291626 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1625983715057373, + "val_loss": 0.8266938328742981, + "acc": 70.97, + "time": 189.3791968760197, + "param": [ + { + "p": 0.05722406134009361, + "m": 1.0 + }, + { + "p": 0.06353809684515, + "m": 1.0 + }, + { + "p": 0.07129725068807602, + "m": 1.0 + }, + { + "p": 0.05533552169799805, + "m": 0.9955093860626221 + }, + { + "p": 0.04090666398406029, + "m": 0.9910168647766113 + }, + { + "p": 0.04649936780333519, + "m": 0.9138787984848022 + }, + { + "p": 0.059847794473171234, + "m": 0.9798780083656311 + }, + { + "p": 0.054693806916475296, + "m": 0.9977700114250183 + }, + { + "p": 0.06332462280988693, + "m": 1.0 + }, + { + "p": 0.05615856498479843, + "m": 0.9815667271614075 + }, + { + "p": 0.04789387062191963, + "m": 1.0 + }, + { + "p": 0.05824502557516098, + "m": 1.0 + }, + { + "p": 0.058016546070575714, + "m": 1.0 + }, + { + "p": 0.05973273143172264, + "m": 1.0 + }, + { + "p": 0.06121568754315376, + "m": 0.9762227535247803 + }, + { + "p": 0.05638379603624344, + "m": 0.9956524968147278 + }, + { + "p": 0.05350910872220993, + "m": 1.0 + }, + { + "p": 0.03617750480771065, + "m": 0.8402714133262634 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2001045942306519, + "val_loss": 0.7827029824256897, + "acc": 70.03, + "time": 190.09823024697835, + "param": [ + { + "p": 0.05902321636676788, + "m": 1.0 + }, + { + "p": 0.023542175069451332, + "m": 1.0 + }, + { + "p": 0.051355279982089996, + "m": 1.0 + }, + { + "p": 0.05646933615207672, + "m": 0.8700132966041565 + }, + { + "p": 0.03506777808070183, + "m": 0.9965025186538696 + }, + { + "p": 0.05140833929181099, + "m": 0.9662802815437317 + }, + { + "p": 0.058555930852890015, + "m": 0.8856740593910217 + }, + { + "p": 0.06606749445199966, + "m": 0.8589366674423218 + }, + { + "p": 0.05488186702132225, + "m": 0.9997210502624512 + }, + { + "p": 0.0708567202091217, + "m": 0.9602067470550537 + }, + { + "p": 0.06084483489394188, + "m": 1.0 + }, + { + "p": 0.06970394402742386, + "m": 1.0 + }, + { + "p": 0.0532832108438015, + "m": 1.0 + }, + { + "p": 0.06800713390111923, + "m": 1.0 + }, + { + "p": 0.05611281469464302, + "m": 0.9597947597503662 + }, + { + "p": 0.05704386532306671, + "m": 1.0 + }, + { + "p": 0.07720920443534851, + "m": 1.0 + }, + { + "p": 0.030566910281777382, + "m": 0.8233504295349121 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2405823469161987, + "val_loss": 0.7461790442466736, + "acc": 70.31, + "time": 190.04628836299526, + "param": [ + { + "p": 0.08152684569358826, + "m": 1.0 + }, + { + "p": 0.049412164837121964, + "m": 1.0 + }, + { + "p": 0.05732278153300285, + "m": 1.0 + }, + { + "p": 0.05154949799180031, + "m": 0.8951867818832397 + }, + { + "p": 0.044224079698324203, + "m": 0.947049617767334 + }, + { + "p": 0.06465666741132736, + "m": 0.9585957527160645 + }, + { + "p": 0.04174802824854851, + "m": 0.939948320388794 + }, + { + "p": 0.05540323629975319, + "m": 0.8731159567832947 + }, + { + "p": 0.04601617157459259, + "m": 0.9997586607933044 + }, + { + "p": 0.04848327860236168, + "m": 0.8936097621917725 + }, + { + "p": 0.0423993356525898, + "m": 0.9917562007904053 + }, + { + "p": 0.07592911273241043, + "m": 0.9999120235443115 + }, + { + "p": 0.05292525142431259, + "m": 1.0 + }, + { + "p": 0.03583980351686478, + "m": 1.0 + }, + { + "p": 0.06548582762479782, + "m": 1.0 + }, + { + "p": 0.06165299564599991, + "m": 0.9967793822288513 + }, + { + "p": 0.039025940001010895, + "m": 0.9359257817268372 + }, + { + "p": 0.08639898151159286, + "m": 0.9520570039749146 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1552386283874512, + "val_loss": 0.786439061164856, + "acc": 70.62, + "time": 189.30575815303018, + "param": [ + { + "p": 0.056695908308029175, + "m": 1.0 + }, + { + "p": 0.036417972296476364, + "m": 1.0 + }, + { + "p": 0.04930403456091881, + "m": 1.0 + }, + { + "p": 0.06282973289489746, + "m": 1.0 + }, + { + "p": 0.056573107838630676, + "m": 0.9248610734939575 + }, + { + "p": 0.04794389754533768, + "m": 1.0 + }, + { + "p": 0.047135189175605774, + "m": 0.9528883099555969 + }, + { + "p": 0.06344417482614517, + "m": 0.907301127910614 + }, + { + "p": 0.06127959489822388, + "m": 1.0 + }, + { + "p": 0.047334346920251846, + "m": 1.0 + }, + { + "p": 0.07401119917631149, + "m": 1.0 + }, + { + "p": 0.05751524865627289, + "m": 0.9847398400306702 + }, + { + "p": 0.07192365825176239, + "m": 1.0 + }, + { + "p": 0.059978749603033066, + "m": 1.0 + }, + { + "p": 0.06387270987033844, + "m": 1.0 + }, + { + "p": 0.05167992413043976, + "m": 0.9897974133491516 + }, + { + "p": 0.053599920123815536, + "m": 1.0 + }, + { + "p": 0.03846064582467079, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.304071307182312, + "val_loss": 0.7980389595031738, + "acc": 69.81, + "time": 194.980204306019, + "param": [ + { + "p": 0.07769282907247543, + "m": 1.0 + }, + { + "p": 0.060014862567186356, + "m": 1.0 + }, + { + "p": 0.05837973579764366, + "m": 1.0 + }, + { + "p": 0.0771731585264206, + "m": 1.0 + }, + { + "p": 0.038595281541347504, + "m": 0.9183038473129272 + }, + { + "p": 0.03188266232609749, + "m": 0.9977988600730896 + }, + { + "p": 0.049977175891399384, + "m": 1.0 + }, + { + "p": 0.05195334926247597, + "m": 0.9232679009437561 + }, + { + "p": 0.050831470638513565, + "m": 1.0 + }, + { + "p": 0.0598338320851326, + "m": 0.9943024516105652 + }, + { + "p": 0.07731294631958008, + "m": 0.9985159039497375 + }, + { + "p": 0.056394681334495544, + "m": 0.9786092042922974 + }, + { + "p": 0.03498854115605354, + "m": 1.0 + }, + { + "p": 0.049378640949726105, + "m": 1.0 + }, + { + "p": 0.06148480251431465, + "m": 1.0 + }, + { + "p": 0.06230221688747406, + "m": 0.9180778861045837 + }, + { + "p": 0.05538027733564377, + "m": 0.9986591339111328 + }, + { + "p": 0.046423498541116714, + "m": 0.9780315160751343 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2639588117599487, + "val_loss": 0.876764178276062, + "acc": 70.59, + "time": 189.97428436897462, + "param": [ + { + "p": 0.06966862082481384, + "m": 1.0 + }, + { + "p": 0.029510729014873505, + "m": 1.0 + }, + { + "p": 0.028385097160935402, + "m": 1.0 + }, + { + "p": 0.06440069526433945, + "m": 0.9051710963249207 + }, + { + "p": 0.06637412309646606, + "m": 0.9337172508239746 + }, + { + "p": 0.04682544618844986, + "m": 0.8232162594795227 + }, + { + "p": 0.0549016073346138, + "m": 0.9438282251358032 + }, + { + "p": 0.06653295457363129, + "m": 0.9169203042984009 + }, + { + "p": 0.05962606891989708, + "m": 1.0 + }, + { + "p": 0.06424747407436371, + "m": 1.0 + }, + { + "p": 0.04323934018611908, + "m": 1.0 + }, + { + "p": 0.051624882966279984, + "m": 1.0 + }, + { + "p": 0.0664977952837944, + "m": 1.0 + }, + { + "p": 0.06787706911563873, + "m": 1.0 + }, + { + "p": 0.050277139991521835, + "m": 0.8984838724136353 + }, + { + "p": 0.06668698042631149, + "m": 1.0 + }, + { + "p": 0.06993160396814346, + "m": 1.0 + }, + { + "p": 0.033392373472452164, + "m": 0.9284301400184631 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.3591424226760864, + "val_loss": 0.6762827634811401, + "acc": 71.03, + "time": 180.5194217620301, + "param": [ + { + "p": 0.07004984468221664, + "m": 1.0 + }, + { + "p": 0.0494256429374218, + "m": 1.0 + }, + { + "p": 0.05801856890320778, + "m": 1.0 + }, + { + "p": 0.060440607368946075, + "m": 0.8035299181938171 + }, + { + "p": 0.05064909905195236, + "m": 1.0 + }, + { + "p": 0.06703168898820877, + "m": 0.926089882850647 + }, + { + "p": 0.04674363508820534, + "m": 0.9470763206481934 + }, + { + "p": 0.025165030732750893, + "m": 0.9932301044464111 + }, + { + "p": 0.05608299374580383, + "m": 0.9726654887199402 + }, + { + "p": 0.07063597440719604, + "m": 1.0 + }, + { + "p": 0.05704711750149727, + "m": 1.0 + }, + { + "p": 0.0913272351026535, + "m": 0.9869152307510376 + }, + { + "p": 0.06895991414785385, + "m": 1.0 + }, + { + "p": 0.04143443703651428, + "m": 1.0 + }, + { + "p": 0.06233340874314308, + "m": 1.0 + }, + { + "p": 0.07109620422124863, + "m": 1.0 + }, + { + "p": 0.025456206873059273, + "m": 0.9811342358589172 + }, + { + "p": 0.02810245379805565, + "m": 0.8852347731590271 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.303322434425354, + "val_loss": 0.9044345021247864, + "acc": 70.83, + "time": 186.08612009399803, + "param": [ + { + "p": 0.06504882872104645, + "m": 1.0 + }, + { + "p": 0.04761149734258652, + "m": 1.0 + }, + { + "p": 0.05145221948623657, + "m": 1.0 + }, + { + "p": 0.07558121532201767, + "m": 0.9311133623123169 + }, + { + "p": 0.060087185353040695, + "m": 0.9997883439064026 + }, + { + "p": 0.06017444655299187, + "m": 0.9813007116317749 + }, + { + "p": 0.06408713012933731, + "m": 0.9582570195198059 + }, + { + "p": 0.05287083610892296, + "m": 0.9874736666679382 + }, + { + "p": 0.05948458984494209, + "m": 1.0 + }, + { + "p": 0.04659605026245117, + "m": 1.0 + }, + { + "p": 0.05681586638092995, + "m": 0.9983319044113159 + }, + { + "p": 0.06520722806453705, + "m": 1.0 + }, + { + "p": 0.059737443923950195, + "m": 1.0 + }, + { + "p": 0.043685656040906906, + "m": 1.0 + }, + { + "p": 0.049965713173151016, + "m": 0.9905092120170593 + }, + { + "p": 0.049136802554130554, + "m": 0.996039628982544 + }, + { + "p": 0.047314390540122986, + "m": 0.9651206135749817 + }, + { + "p": 0.04514291509985924, + "m": 0.8327622413635254 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.16815185546875, + "val_loss": 0.7208835482597351, + "acc": 71.24, + "time": 181.24056789302267, + "param": [ + { + "p": 0.04542052373290062, + "m": 1.0 + }, + { + "p": 0.05597367510199547, + "m": 1.0 + }, + { + "p": 0.041623178869485855, + "m": 1.0 + }, + { + "p": 0.03905820474028587, + "m": 0.9468571543693542 + }, + { + "p": 0.05466972291469574, + "m": 0.8405101299285889 + }, + { + "p": 0.050938673317432404, + "m": 0.9748409390449524 + }, + { + "p": 0.04258694127202034, + "m": 1.0 + }, + { + "p": 0.07321406155824661, + "m": 0.9877983927726746 + }, + { + "p": 0.06290645897388458, + "m": 1.0 + }, + { + "p": 0.06597120314836502, + "m": 0.9932643175125122 + }, + { + "p": 0.065765880048275, + "m": 1.0 + }, + { + "p": 0.06812247633934021, + "m": 1.0 + }, + { + "p": 0.05635950714349747, + "m": 1.0 + }, + { + "p": 0.054305315017700195, + "m": 1.0 + }, + { + "p": 0.05454672500491142, + "m": 0.9816002249717712 + }, + { + "p": 0.06860412657260895, + "m": 1.0 + }, + { + "p": 0.05664001777768135, + "m": 0.9764732122421265 + }, + { + "p": 0.043293293565511703, + "m": 0.9629587531089783 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1332519054412842, + "val_loss": 0.7157435417175293, + "acc": 71.56, + "time": 183.10895735694794, + "param": [ + { + "p": 0.03982749953866005, + "m": 1.0 + }, + { + "p": 0.032225050032138824, + "m": 1.0 + }, + { + "p": 0.06286545842885971, + "m": 1.0 + }, + { + "p": 0.03333229944109917, + "m": 0.9686309695243835 + }, + { + "p": 0.07050181180238724, + "m": 0.5939730405807495 + }, + { + "p": 0.05676906928420067, + "m": 0.8186912536621094 + }, + { + "p": 0.06579214334487915, + "m": 0.9772306084632874 + }, + { + "p": 0.07039827108383179, + "m": 0.996745765209198 + }, + { + "p": 0.07145732641220093, + "m": 1.0 + }, + { + "p": 0.051487598568201065, + "m": 0.868777871131897 + }, + { + "p": 0.08466330915689468, + "m": 0.9581304788589478 + }, + { + "p": 0.08373544365167618, + "m": 0.9998437762260437 + }, + { + "p": 0.05571631342172623, + "m": 1.0 + }, + { + "p": 0.05677461996674538, + "m": 1.0 + }, + { + "p": 0.041679758578538895, + "m": 0.9851990342140198 + }, + { + "p": 0.05546356737613678, + "m": 1.0 + }, + { + "p": 0.04058186337351799, + "m": 0.913295328617096 + }, + { + "p": 0.026728449389338493, + "m": 0.8634604215621948 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.974374532699585, + "val_loss": 0.8221792578697205, + "acc": 71.22, + "time": 190.1121349610039, + "param": [ + { + "p": 0.05908563360571861, + "m": 1.0 + }, + { + "p": 0.04139574617147446, + "m": 1.0 + }, + { + "p": 0.0554756261408329, + "m": 1.0 + }, + { + "p": 0.054262593388557434, + "m": 0.9524389505386353 + }, + { + "p": 0.06490015983581543, + "m": 0.5995784997940063 + }, + { + "p": 0.03397972136735916, + "m": 0.8411937952041626 + }, + { + "p": 0.062429074198007584, + "m": 0.892132580280304 + }, + { + "p": 0.04958721250295639, + "m": 0.9917845129966736 + }, + { + "p": 0.06634754687547684, + "m": 1.0 + }, + { + "p": 0.07682041078805923, + "m": 0.9442164301872253 + }, + { + "p": 0.04961802065372467, + "m": 1.0 + }, + { + "p": 0.04900585860013962, + "m": 0.9745795130729675 + }, + { + "p": 0.06547333300113678, + "m": 1.0 + }, + { + "p": 0.039672788232564926, + "m": 1.0 + }, + { + "p": 0.056444618850946426, + "m": 1.0 + }, + { + "p": 0.0622800774872303, + "m": 1.0 + }, + { + "p": 0.05982029810547829, + "m": 0.9289010763168335 + }, + { + "p": 0.05340132862329483, + "m": 0.8028683066368103 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.0919305086135864, + "val_loss": 0.7611553072929382, + "acc": 71.22, + "time": 195.06272186501883, + "param": [ + { + "p": 0.05123345926403999, + "m": 1.0 + }, + { + "p": 0.04473453387618065, + "m": 1.0 + }, + { + "p": 0.04542646184563637, + "m": 1.0 + }, + { + "p": 0.06704700738191605, + "m": 0.9515830278396606 + }, + { + "p": 0.077239990234375, + "m": 0.6997359395027161 + }, + { + "p": 0.07345571368932724, + "m": 0.7158485651016235 + }, + { + "p": 0.04067397490143776, + "m": 0.9971967339515686 + }, + { + "p": 0.06309649348258972, + "m": 1.0 + }, + { + "p": 0.03856196627020836, + "m": 0.9885702133178711 + }, + { + "p": 0.05449859797954559, + "m": 1.0 + }, + { + "p": 0.06441022455692291, + "m": 1.0 + }, + { + "p": 0.06215525418519974, + "m": 0.999821126461029 + }, + { + "p": 0.05605234205722809, + "m": 1.0 + }, + { + "p": 0.035098228603601456, + "m": 1.0 + }, + { + "p": 0.07971357554197311, + "m": 0.9998418092727661 + }, + { + "p": 0.05536443367600441, + "m": 1.0 + }, + { + "p": 0.05149397626519203, + "m": 0.8815680742263794 + }, + { + "p": 0.03974365070462227, + "m": 0.8265528678894043 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9664982557296753, + "val_loss": 0.7439805269241333, + "acc": 71.74, + "time": 196.0405636940268, + "param": [ + { + "p": 0.07225775718688965, + "m": 1.0 + }, + { + "p": 0.05727684870362282, + "m": 1.0 + }, + { + "p": 0.0769427940249443, + "m": 1.0 + }, + { + "p": 0.06192682683467865, + "m": 1.0 + }, + { + "p": 0.048136480152606964, + "m": 0.6654292345046997 + }, + { + "p": 0.03767818212509155, + "m": 0.6614397168159485 + }, + { + "p": 0.05666684731841087, + "m": 1.0 + }, + { + "p": 0.05772038921713829, + "m": 1.0 + }, + { + "p": 0.07168562710285187, + "m": 1.0 + }, + { + "p": 0.055040907114744186, + "m": 1.0 + }, + { + "p": 0.07329744845628738, + "m": 0.9999902844429016 + }, + { + "p": 0.0558771938085556, + "m": 1.0 + }, + { + "p": 0.07403625547885895, + "m": 1.0 + }, + { + "p": 0.04814337566494942, + "m": 1.0 + }, + { + "p": 0.019930103793740273, + "m": 0.997870922088623 + }, + { + "p": 0.06405064463615417, + "m": 1.0 + }, + { + "p": 0.03475050628185272, + "m": 0.938780665397644 + }, + { + "p": 0.03458179160952568, + "m": 0.8065840601921082 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9632952809333801, + "val_loss": 0.8345911502838135, + "acc": 70.76, + "time": 188.78297487198142, + "param": [ + { + "p": 0.045522354543209076, + "m": 1.0 + }, + { + "p": 0.03215321898460388, + "m": 1.0 + }, + { + "p": 0.051598891615867615, + "m": 1.0 + }, + { + "p": 0.07132171839475632, + "m": 0.9607675075531006 + }, + { + "p": 0.04188128188252449, + "m": 0.5624629855155945 + }, + { + "p": 0.07529157400131226, + "m": 0.6383582949638367 + }, + { + "p": 0.05375360697507858, + "m": 0.9929488897323608 + }, + { + "p": 0.03134240210056305, + "m": 0.9528560042381287 + }, + { + "p": 0.09488116204738617, + "m": 1.0 + }, + { + "p": 0.08189108967781067, + "m": 0.9991321563720703 + }, + { + "p": 0.04839688912034035, + "m": 0.9962441325187683 + }, + { + "p": 0.05678524821996689, + "m": 0.9938574433326721 + }, + { + "p": 0.0628717690706253, + "m": 1.0 + }, + { + "p": 0.04033661261200905, + "m": 1.0 + }, + { + "p": 0.05548018962144852, + "m": 0.9901152849197388 + }, + { + "p": 0.04313023015856743, + "m": 1.0 + }, + { + "p": 0.07012232393026352, + "m": 0.9404550790786743 + }, + { + "p": 0.04323942959308624, + "m": 0.9631227850914001 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3802508115768433, + "val_loss": 0.8555780649185181, + "acc": 71.42, + "time": 192.42907083401224, + "param": [ + { + "p": 0.06125534698367119, + "m": 1.0 + }, + { + "p": 0.04480571299791336, + "m": 1.0 + }, + { + "p": 0.06700945645570755, + "m": 1.0 + }, + { + "p": 0.06729502975940704, + "m": 0.9952625632286072 + }, + { + "p": 0.04476618394255638, + "m": 0.5571866035461426 + }, + { + "p": 0.04945722967386246, + "m": 0.696301281452179 + }, + { + "p": 0.05292791500687599, + "m": 0.9671159386634827 + }, + { + "p": 0.05904603749513626, + "m": 1.0 + }, + { + "p": 0.06097827106714249, + "m": 1.0 + }, + { + "p": 0.04023290425539017, + "m": 0.9949565529823303 + }, + { + "p": 0.06053275987505913, + "m": 0.9983243346214294 + }, + { + "p": 0.0720968097448349, + "m": 0.9792023301124573 + }, + { + "p": 0.0815567597746849, + "m": 1.0 + }, + { + "p": 0.03880855068564415, + "m": 1.0 + }, + { + "p": 0.06972361356019974, + "m": 0.9855769872665405 + }, + { + "p": 0.06144796684384346, + "m": 1.0 + }, + { + "p": 0.02690519578754902, + "m": 0.9139123558998108 + }, + { + "p": 0.04115421324968338, + "m": 0.986603319644928 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2258082628250122, + "val_loss": 0.768826961517334, + "acc": 71.89, + "time": 189.46700256504118, + "param": [ + { + "p": 0.0670371800661087, + "m": 1.0 + }, + { + "p": 0.043262921273708344, + "m": 1.0 + }, + { + "p": 0.07157497853040695, + "m": 1.0 + }, + { + "p": 0.012855666689574718, + "m": 0.9668283462524414 + }, + { + "p": 0.05846484377980232, + "m": 0.6786986589431763 + }, + { + "p": 0.040397610515356064, + "m": 0.641025960445404 + }, + { + "p": 0.07428064197301865, + "m": 0.9838477373123169 + }, + { + "p": 0.05402332544326782, + "m": 0.9095845818519592 + }, + { + "p": 0.05414965748786926, + "m": 1.0 + }, + { + "p": 0.06980236619710922, + "m": 1.0 + }, + { + "p": 0.06578715145587921, + "m": 1.0 + }, + { + "p": 0.05615086108446121, + "m": 1.0 + }, + { + "p": 0.06337440758943558, + "m": 1.0 + }, + { + "p": 0.07700808346271515, + "m": 1.0 + }, + { + "p": 0.03940429538488388, + "m": 0.9881030917167664 + }, + { + "p": 0.0679946020245552, + "m": 1.0 + }, + { + "p": 0.030637102201581, + "m": 0.9477888345718384 + }, + { + "p": 0.053794268518686295, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2334554195404053, + "val_loss": 0.6997657418251038, + "acc": 72.21, + "time": 196.3191348219989, + "param": [ + { + "p": 0.059555232524871826, + "m": 1.0 + }, + { + "p": 0.050544098019599915, + "m": 1.0 + }, + { + "p": 0.05790804699063301, + "m": 1.0 + }, + { + "p": 0.06000393256545067, + "m": 1.0 + }, + { + "p": 0.05320790782570839, + "m": 0.7332910895347595 + }, + { + "p": 0.05485375598073006, + "m": 0.7287628650665283 + }, + { + "p": 0.06418093293905258, + "m": 1.0 + }, + { + "p": 0.049913909286260605, + "m": 0.7444103956222534 + }, + { + "p": 0.06719230860471725, + "m": 1.0 + }, + { + "p": 0.052978042513132095, + "m": 0.9534798264503479 + }, + { + "p": 0.05322423204779625, + "m": 1.0 + }, + { + "p": 0.0679229125380516, + "m": 0.9946381449699402 + }, + { + "p": 0.04402369260787964, + "m": 1.0 + }, + { + "p": 0.06064486876130104, + "m": 1.0 + }, + { + "p": 0.06571772694587708, + "m": 1.0 + }, + { + "p": 0.06634901463985443, + "m": 1.0 + }, + { + "p": 0.03349282592535019, + "m": 0.9474781155586243 + }, + { + "p": 0.03828641399741173, + "m": 0.9918041229248047 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9533308148384094, + "val_loss": 0.7324067950248718, + "acc": 72.06, + "time": 181.35918052500347, + "param": [ + { + "p": 0.06006018817424774, + "m": 1.0 + }, + { + "p": 0.05737053230404854, + "m": 1.0 + }, + { + "p": 0.04215992987155914, + "m": 1.0 + }, + { + "p": 0.0666101947426796, + "m": 0.9996163249015808 + }, + { + "p": 0.04892994463443756, + "m": 0.7327291369438171 + }, + { + "p": 0.0624324232339859, + "m": 0.8619524240493774 + }, + { + "p": 0.05320487171411514, + "m": 1.0 + }, + { + "p": 0.05490206554532051, + "m": 0.7718167901039124 + }, + { + "p": 0.054139651358127594, + "m": 1.0 + }, + { + "p": 0.05554033815860748, + "m": 1.0 + }, + { + "p": 0.060018423944711685, + "m": 0.9917533993721008 + }, + { + "p": 0.05393344908952713, + "m": 1.0 + }, + { + "p": 0.05902743339538574, + "m": 1.0 + }, + { + "p": 0.04328344017267227, + "m": 1.0 + }, + { + "p": 0.06096147000789642, + "m": 0.9916685819625854 + }, + { + "p": 0.08372960239648819, + "m": 1.0 + }, + { + "p": 0.041558098047971725, + "m": 0.997180163860321 + }, + { + "p": 0.0421379953622818, + "m": 0.9843077659606934 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.046677589416504, + "val_loss": 0.7774840593338013, + "acc": 71.33, + "time": 186.36763247702038, + "param": [ + { + "p": 0.03944609314203262, + "m": 1.0 + }, + { + "p": 0.028938744217157364, + "m": 1.0 + }, + { + "p": 0.059118013828992844, + "m": 1.0 + }, + { + "p": 0.03951093554496765, + "m": 0.9671152830123901 + }, + { + "p": 0.055946025997400284, + "m": 0.7287818193435669 + }, + { + "p": 0.044346317648887634, + "m": 0.7892528772354126 + }, + { + "p": 0.06574993580579758, + "m": 1.0 + }, + { + "p": 0.060329657047986984, + "m": 0.7014757990837097 + }, + { + "p": 0.061300359666347504, + "m": 1.0 + }, + { + "p": 0.04291949421167374, + "m": 1.0 + }, + { + "p": 0.06431622058153152, + "m": 0.9894856810569763 + }, + { + "p": 0.056956641376018524, + "m": 0.9951002597808838 + }, + { + "p": 0.08518144488334656, + "m": 1.0 + }, + { + "p": 0.04994146525859833, + "m": 1.0 + }, + { + "p": 0.0714704617857933, + "m": 0.990427553653717 + }, + { + "p": 0.09903811663389206, + "m": 1.0 + }, + { + "p": 0.028999147936701775, + "m": 1.0 + }, + { + "p": 0.04649103805422783, + "m": 0.9649297595024109 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0560487508773804, + "val_loss": 0.8250012993812561, + "acc": 71.27, + "time": 190.9341231440194, + "param": [ + { + "p": 0.0496370755136013, + "m": 1.0 + }, + { + "p": 0.030568189918994904, + "m": 1.0 + }, + { + "p": 0.043291106820106506, + "m": 1.0 + }, + { + "p": 0.07617741078138351, + "m": 0.9429606795310974 + }, + { + "p": 0.05297395959496498, + "m": 0.6100295782089233 + }, + { + "p": 0.07029368728399277, + "m": 0.5909944176673889 + }, + { + "p": 0.0507783405482769, + "m": 0.94150310754776 + }, + { + "p": 0.07079767435789108, + "m": 0.8752894997596741 + }, + { + "p": 0.0698198601603508, + "m": 0.9940095543861389 + }, + { + "p": 0.0701756551861763, + "m": 1.0 + }, + { + "p": 0.0604771226644516, + "m": 0.9540013074874878 + }, + { + "p": 0.046987392008304596, + "m": 1.0 + }, + { + "p": 0.06576155126094818, + "m": 1.0 + }, + { + "p": 0.04772288724780083, + "m": 1.0 + }, + { + "p": 0.07366414368152618, + "m": 0.9818735122680664 + }, + { + "p": 0.04551209881901741, + "m": 1.0 + }, + { + "p": 0.04248299449682236, + "m": 0.8850938081741333 + }, + { + "p": 0.03287892043590546, + "m": 0.8228792548179626 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0663880109786987, + "val_loss": 0.87310391664505, + "acc": 71.13, + "time": 185.660672383965, + "param": [ + { + "p": 0.09665089100599289, + "m": 1.0 + }, + { + "p": 0.01238966453820467, + "m": 1.0 + }, + { + "p": 0.06719134002923965, + "m": 1.0 + }, + { + "p": 0.024386556819081306, + "m": 0.8540909290313721 + }, + { + "p": 0.059782691299915314, + "m": 0.6463097333908081 + }, + { + "p": 0.035971663892269135, + "m": 0.6857530474662781 + }, + { + "p": 0.07788003236055374, + "m": 0.982237696647644 + }, + { + "p": 0.044964514672756195, + "m": 0.9263970851898193 + }, + { + "p": 0.057461224496364594, + "m": 1.0 + }, + { + "p": 0.06248018890619278, + "m": 1.0 + }, + { + "p": 0.07235876470804214, + "m": 0.9974058270454407 + }, + { + "p": 0.06330438703298569, + "m": 1.0 + }, + { + "p": 0.07875006645917892, + "m": 1.0 + }, + { + "p": 0.04375805705785751, + "m": 1.0 + }, + { + "p": 0.0572192557156086, + "m": 0.9195870757102966 + }, + { + "p": 0.06779224425554276, + "m": 0.9967538714408875 + }, + { + "p": 0.04122794419527054, + "m": 0.9929699301719666 + }, + { + "p": 0.036430537700653076, + "m": 0.965120792388916 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0779420137405396, + "val_loss": 0.8408445715904236, + "acc": 72.82, + "time": 188.93067113199504, + "param": [ + { + "p": 0.07048741728067398, + "m": 1.0 + }, + { + "p": 0.04079826921224594, + "m": 1.0 + }, + { + "p": 0.07412944734096527, + "m": 1.0 + }, + { + "p": 0.048728786408901215, + "m": 0.9729913473129272 + }, + { + "p": 0.0391957126557827, + "m": 0.6855589151382446 + }, + { + "p": 0.03845980018377304, + "m": 0.7698530554771423 + }, + { + "p": 0.06093807518482208, + "m": 1.0 + }, + { + "p": 0.03854256495833397, + "m": 0.9987990856170654 + }, + { + "p": 0.07023701816797256, + "m": 0.9660041332244873 + }, + { + "p": 0.06899011880159378, + "m": 0.9661810994148254 + }, + { + "p": 0.05425649881362915, + "m": 0.9991644620895386 + }, + { + "p": 0.0661470890045166, + "m": 1.0 + }, + { + "p": 0.06401599198579788, + "m": 1.0 + }, + { + "p": 0.05985279753804207, + "m": 1.0 + }, + { + "p": 0.059521228075027466, + "m": 0.9968571066856384 + }, + { + "p": 0.060616981238126755, + "m": 1.0 + }, + { + "p": 0.0316607765853405, + "m": 0.9933329224586487 + }, + { + "p": 0.05342140793800354, + "m": 0.9927959442138672 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1995912790298462, + "val_loss": 0.79266756772995, + "acc": 71.08, + "time": 191.99401217896957, + "param": [ + { + "p": 0.06555745005607605, + "m": 1.0 + }, + { + "p": 0.055382683873176575, + "m": 1.0 + }, + { + "p": 0.07400648295879364, + "m": 1.0 + }, + { + "p": 0.030722366645932198, + "m": 0.9225346446037292 + }, + { + "p": 0.03842664882540703, + "m": 0.7845489978790283 + }, + { + "p": 0.050583552569150925, + "m": 0.6756488084793091 + }, + { + "p": 0.041738033294677734, + "m": 0.9854608774185181 + }, + { + "p": 0.05499245598912239, + "m": 0.9411978721618652 + }, + { + "p": 0.06513568013906479, + "m": 1.0 + }, + { + "p": 0.07503808289766312, + "m": 0.9527023434638977 + }, + { + "p": 0.057962775230407715, + "m": 1.0 + }, + { + "p": 0.04833277314901352, + "m": 0.9736063480377197 + }, + { + "p": 0.0673607736825943, + "m": 1.0 + }, + { + "p": 0.04240093380212784, + "m": 1.0 + }, + { + "p": 0.07297688722610474, + "m": 0.9530847668647766 + }, + { + "p": 0.060925308614969254, + "m": 0.9663329720497131 + }, + { + "p": 0.03283803164958954, + "m": 0.9466802477836609 + }, + { + "p": 0.06561919301748276, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.0646089315414429, + "val_loss": 0.7940266132354736, + "acc": 72.18, + "time": 192.47285860101692, + "param": [ + { + "p": 0.07589741051197052, + "m": 1.0 + }, + { + "p": 0.02929377183318138, + "m": 1.0 + }, + { + "p": 0.0750289261341095, + "m": 1.0 + }, + { + "p": 0.046657610684633255, + "m": 0.7940475344657898 + }, + { + "p": 0.03979012370109558, + "m": 0.7846019864082336 + }, + { + "p": 0.05329917371273041, + "m": 0.8333686590194702 + }, + { + "p": 0.06050208956003189, + "m": 0.9970217943191528 + }, + { + "p": 0.050249528139829636, + "m": 0.9960485696792603 + }, + { + "p": 0.06236147880554199, + "m": 1.0 + }, + { + "p": 0.06986911594867706, + "m": 0.9682956337928772 + }, + { + "p": 0.04171497002243996, + "m": 1.0 + }, + { + "p": 0.07423677295446396, + "m": 1.0 + }, + { + "p": 0.06782197952270508, + "m": 1.0 + }, + { + "p": 0.047387316823005676, + "m": 1.0 + }, + { + "p": 0.05225256457924843, + "m": 0.9618886709213257 + }, + { + "p": 0.062031373381614685, + "m": 1.0 + }, + { + "p": 0.03850998356938362, + "m": 1.0 + }, + { + "p": 0.053095731884241104, + "m": 0.9999937415122986 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0668745040893555, + "val_loss": 0.7292353510856628, + "acc": 72.18, + "time": 193.398870798992, + "param": [ + { + "p": 0.06611039489507675, + "m": 1.0 + }, + { + "p": 0.02537449635565281, + "m": 1.0 + }, + { + "p": 0.062237560749053955, + "m": 1.0 + }, + { + "p": 0.058251529932022095, + "m": 0.857872724533081 + }, + { + "p": 0.04123011976480484, + "m": 0.7104170322418213 + }, + { + "p": 0.04714178293943405, + "m": 0.7946316003799438 + }, + { + "p": 0.061381466686725616, + "m": 1.0 + }, + { + "p": 0.06202365830540657, + "m": 1.0 + }, + { + "p": 0.05330391228199005, + "m": 1.0 + }, + { + "p": 0.057557299733161926, + "m": 1.0 + }, + { + "p": 0.06521910429000854, + "m": 0.9989224672317505 + }, + { + "p": 0.07022512704133987, + "m": 1.0 + }, + { + "p": 0.05477758124470711, + "m": 1.0 + }, + { + "p": 0.057850729674100876, + "m": 1.0 + }, + { + "p": 0.06805790960788727, + "m": 0.9889810681343079 + }, + { + "p": 0.05201870948076248, + "m": 1.0 + }, + { + "p": 0.04958657920360565, + "m": 1.0 + }, + { + "p": 0.04765212908387184, + "m": 0.9992077350616455 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9858116507530212, + "val_loss": 0.8857921361923218, + "acc": 72.12, + "time": 189.06592574797105, + "param": [ + { + "p": 0.04964283108711243, + "m": 1.0 + }, + { + "p": 0.05068536102771759, + "m": 1.0 + }, + { + "p": 0.050737593322992325, + "m": 1.0 + }, + { + "p": 0.04769963026046753, + "m": 0.9691399335861206 + }, + { + "p": 0.04539148509502411, + "m": 0.7591570615768433 + }, + { + "p": 0.06984008848667145, + "m": 0.786053478717804 + }, + { + "p": 0.04711110144853592, + "m": 0.9501646161079407 + }, + { + "p": 0.0652548149228096, + "m": 0.9930577874183655 + }, + { + "p": 0.07011623680591583, + "m": 1.0 + }, + { + "p": 0.05840489640831947, + "m": 0.966223955154419 + }, + { + "p": 0.07106486707925797, + "m": 1.0 + }, + { + "p": 0.06161023676395416, + "m": 1.0 + }, + { + "p": 0.055572766810655594, + "m": 1.0 + }, + { + "p": 0.041970450431108475, + "m": 1.0 + }, + { + "p": 0.06380517780780792, + "m": 0.9515505433082581 + }, + { + "p": 0.05836451053619385, + "m": 1.0 + }, + { + "p": 0.06186525523662567, + "m": 0.981921374797821 + }, + { + "p": 0.030862776562571526, + "m": 0.999714195728302 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2127665281295776, + "val_loss": 0.8801347613334656, + "acc": 72.92, + "time": 184.8959763610037, + "param": [ + { + "p": 0.056147631257772446, + "m": 1.0 + }, + { + "p": 0.04662854224443436, + "m": 1.0 + }, + { + "p": 0.05631274729967117, + "m": 1.0 + }, + { + "p": 0.050977084785699844, + "m": 0.9278648495674133 + }, + { + "p": 0.05870986357331276, + "m": 0.729017972946167 + }, + { + "p": 0.04866009205579758, + "m": 0.7785468697547913 + }, + { + "p": 0.06431803852319717, + "m": 0.879847526550293 + }, + { + "p": 0.07362908124923706, + "m": 0.9621902108192444 + }, + { + "p": 0.06903716176748276, + "m": 1.0 + }, + { + "p": 0.06136477366089821, + "m": 0.9125462770462036 + }, + { + "p": 0.0642109289765358, + "m": 1.0 + }, + { + "p": 0.05376279354095459, + "m": 0.9995428323745728 + }, + { + "p": 0.0378611721098423, + "m": 1.0 + }, + { + "p": 0.06215153634548187, + "m": 1.0 + }, + { + "p": 0.03991524130105972, + "m": 0.9700524210929871 + }, + { + "p": 0.06051700934767723, + "m": 1.0 + }, + { + "p": 0.04915092512965202, + "m": 1.0 + }, + { + "p": 0.046645402908325195, + "m": 0.9773787260055542 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9799192547798157, + "val_loss": 0.7659139633178711, + "acc": 72.15, + "time": 191.11616060399683, + "param": [ + { + "p": 0.0677732303738594, + "m": 1.0 + }, + { + "p": 0.05915360897779465, + "m": 1.0 + }, + { + "p": 0.061329446732997894, + "m": 1.0 + }, + { + "p": 0.03836831822991371, + "m": 0.8184431195259094 + }, + { + "p": 0.07240882515907288, + "m": 0.728532075881958 + }, + { + "p": 0.05617009848356247, + "m": 0.818759560585022 + }, + { + "p": 0.06025663763284683, + "m": 0.9694787859916687 + }, + { + "p": 0.05333762615919113, + "m": 0.9420585632324219 + }, + { + "p": 0.0604107603430748, + "m": 0.9715826511383057 + }, + { + "p": 0.045847781002521515, + "m": 0.9619691967964172 + }, + { + "p": 0.044977471232414246, + "m": 0.9742665886878967 + }, + { + "p": 0.0763348713517189, + "m": 1.0 + }, + { + "p": 0.05204024165868759, + "m": 1.0 + }, + { + "p": 0.05232338234782219, + "m": 1.0 + }, + { + "p": 0.05791662260890007, + "m": 0.9896541237831116 + }, + { + "p": 0.08483720570802689, + "m": 1.0 + }, + { + "p": 0.03580343723297119, + "m": 0.9609026908874512 + }, + { + "p": 0.020710362121462822, + "m": 0.9489783644676208 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.115038275718689, + "val_loss": 0.8275949954986572, + "acc": 72.66, + "time": 182.21934995800257, + "param": [ + { + "p": 0.0745583325624466, + "m": 1.0 + }, + { + "p": 0.04407466575503349, + "m": 1.0 + }, + { + "p": 0.06503182649612427, + "m": 1.0 + }, + { + "p": 0.06496226042509079, + "m": 0.7911202311515808 + }, + { + "p": 0.04644456133246422, + "m": 0.722977876663208 + }, + { + "p": 0.056336402893066406, + "m": 0.8940608501434326 + }, + { + "p": 0.034659214317798615, + "m": 0.9018131494522095 + }, + { + "p": 0.0666942447423935, + "m": 0.9704352617263794 + }, + { + "p": 0.05277992784976959, + "m": 0.9802522659301758 + }, + { + "p": 0.0642184466123581, + "m": 0.9607941508293152 + }, + { + "p": 0.0453513003885746, + "m": 0.9806182384490967 + }, + { + "p": 0.07055394351482391, + "m": 0.9998642802238464 + }, + { + "p": 0.08227535337209702, + "m": 1.0 + }, + { + "p": 0.06309580057859421, + "m": 1.0 + }, + { + "p": 0.06213542819023132, + "m": 0.9356375336647034 + }, + { + "p": 0.04375429078936577, + "m": 0.9922440648078918 + }, + { + "p": 0.0387071929872036, + "m": 0.9848951101303101 + }, + { + "p": 0.02436685934662819, + "m": 0.9578230381011963 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0824811458587646, + "val_loss": 0.7996401786804199, + "acc": 72.12, + "time": 182.0717937569716, + "param": [ + { + "p": 0.04467078670859337, + "m": 1.0 + }, + { + "p": 0.04381503164768219, + "m": 1.0 + }, + { + "p": 0.06500283628702164, + "m": 1.0 + }, + { + "p": 0.05320747196674347, + "m": 0.8437929153442383 + }, + { + "p": 0.0639059841632843, + "m": 0.7711204886436462 + }, + { + "p": 0.05110437795519829, + "m": 0.9140893220901489 + }, + { + "p": 0.06718827039003372, + "m": 0.9784250855445862 + }, + { + "p": 0.05849120765924454, + "m": 0.999107301235199 + }, + { + "p": 0.0582304373383522, + "m": 1.0 + }, + { + "p": 0.042978543788194656, + "m": 0.9424833655357361 + }, + { + "p": 0.04970201849937439, + "m": 0.9863308072090149 + }, + { + "p": 0.06897282600402832, + "m": 0.9967056512832642 + }, + { + "p": 0.04964037612080574, + "m": 1.0 + }, + { + "p": 0.06535572558641434, + "m": 1.0 + }, + { + "p": 0.05904393270611763, + "m": 1.0 + }, + { + "p": 0.06257817894220352, + "m": 1.0 + }, + { + "p": 0.02681385725736618, + "m": 0.9136709570884705 + }, + { + "p": 0.06929819285869598, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1347261667251587, + "val_loss": 0.6773523092269897, + "acc": 72.94, + "time": 184.50801725202473, + "param": [ + { + "p": 0.05765689164400101, + "m": 1.0 + }, + { + "p": 0.027704164385795593, + "m": 1.0 + }, + { + "p": 0.07645910978317261, + "m": 1.0 + }, + { + "p": 0.05477611720561981, + "m": 0.9141989946365356 + }, + { + "p": 0.04527967795729637, + "m": 0.8151819109916687 + }, + { + "p": 0.06340495496988297, + "m": 0.9113367795944214 + }, + { + "p": 0.0834159180521965, + "m": 0.9865420460700989 + }, + { + "p": 0.03712103143334389, + "m": 0.9525007009506226 + }, + { + "p": 0.07418884336948395, + "m": 1.0 + }, + { + "p": 0.06897424906492233, + "m": 1.0 + }, + { + "p": 0.07052023708820343, + "m": 0.9907097816467285 + }, + { + "p": 0.03595844283699989, + "m": 1.0 + }, + { + "p": 0.060496412217617035, + "m": 1.0 + }, + { + "p": 0.015634605661034584, + "m": 1.0 + }, + { + "p": 0.07383990287780762, + "m": 0.9850672483444214 + }, + { + "p": 0.0667906180024147, + "m": 1.0 + }, + { + "p": 0.049872543662786484, + "m": 1.0 + }, + { + "p": 0.03790626674890518, + "m": 0.98442143201828 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.2448391914367676, + "val_loss": 0.7062045931816101, + "acc": 72.07, + "time": 179.53565325401723, + "param": [ + { + "p": 0.0740111917257309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06164459511637688, + "m": 1.0 + }, + { + "p": 0.08145186305046082, + "m": 0.9471803903579712 + }, + { + "p": 0.05001570284366608, + "m": 0.8289437294006348 + }, + { + "p": 0.04945473000407219, + "m": 0.9085880517959595 + }, + { + "p": 0.03741515055298805, + "m": 0.9818264842033386 + }, + { + "p": 0.0868835598230362, + "m": 0.9449686408042908 + }, + { + "p": 0.051878850907087326, + "m": 1.0 + }, + { + "p": 0.04676268622279167, + "m": 0.9461764693260193 + }, + { + "p": 0.06999143213033676, + "m": 0.9865010976791382 + }, + { + "p": 0.05029992386698723, + "m": 0.9854406118392944 + }, + { + "p": 0.04587913677096367, + "m": 1.0 + }, + { + "p": 0.0607544369995594, + "m": 1.0 + }, + { + "p": 0.07299653440713882, + "m": 0.9618432521820068 + }, + { + "p": 0.05378881096839905, + "m": 0.9805606007575989 + }, + { + "p": 0.05524052679538727, + "m": 1.0 + }, + { + "p": 0.0515308640897274, + "m": 0.8658941388130188 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.127007007598877, + "val_loss": 0.7931394577026367, + "acc": 72.73, + "time": 191.5175208930159, + "param": [ + { + "p": 0.07582590728998184, + "m": 1.0 + }, + { + "p": 0.0492657832801342, + "m": 1.0 + }, + { + "p": 0.06292909383773804, + "m": 1.0 + }, + { + "p": 0.055872268974781036, + "m": 0.8857536911964417 + }, + { + "p": 0.031065162271261215, + "m": 0.7441200017929077 + }, + { + "p": 0.028587328270077705, + "m": 1.0 + }, + { + "p": 0.06744398176670074, + "m": 0.9766454696655273 + }, + { + "p": 0.07302910834550858, + "m": 0.996297299861908 + }, + { + "p": 0.06947065889835358, + "m": 1.0 + }, + { + "p": 0.05013382062315941, + "m": 0.988200306892395 + }, + { + "p": 0.06678014993667603, + "m": 0.9478142261505127 + }, + { + "p": 0.07798043638467789, + "m": 1.0 + }, + { + "p": 0.057256001979112625, + "m": 1.0 + }, + { + "p": 0.04165814071893692, + "m": 1.0 + }, + { + "p": 0.053483959287405014, + "m": 0.7961172461509705 + }, + { + "p": 0.05424279347062111, + "m": 1.0 + }, + { + "p": 0.062032777816057205, + "m": 0.8920286297798157 + }, + { + "p": 0.022942563518881798, + "m": 0.6923754215240479 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1413267850875854, + "val_loss": 0.735256552696228, + "acc": 72.25, + "time": 185.4306149170152, + "param": [ + { + "p": 0.082163505256176, + "m": 1.0 + }, + { + "p": 0.03793793171644211, + "m": 1.0 + }, + { + "p": 0.06039293110370636, + "m": 1.0 + }, + { + "p": 0.05370740592479706, + "m": 0.9927818775177002 + }, + { + "p": 0.06796970218420029, + "m": 0.8230001330375671 + }, + { + "p": 0.057701997458934784, + "m": 1.0 + }, + { + "p": 0.08823241293430328, + "m": 1.0 + }, + { + "p": 0.07133520394563675, + "m": 0.9784897565841675 + }, + { + "p": 0.06189374998211861, + "m": 1.0 + }, + { + "p": 0.04832645505666733, + "m": 0.9393664002418518 + }, + { + "p": 0.09616799652576447, + "m": 0.9997574090957642 + }, + { + "p": 0.01399773359298706, + "m": 0.9999648928642273 + }, + { + "p": 0.04779557138681412, + "m": 1.0 + }, + { + "p": 0.06229860335588455, + "m": 1.0 + }, + { + "p": 0.048691265285015106, + "m": 0.9454450607299805 + }, + { + "p": 0.05288611724972725, + "m": 0.965645432472229 + }, + { + "p": 0.029367249459028244, + "m": 0.9168132543563843 + }, + { + "p": 0.01913418620824814, + "m": 0.725692093372345 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9354029893875122, + "val_loss": 0.8161807060241699, + "acc": 71.73, + "time": 187.6542965809931, + "param": [ + { + "p": 0.06704819947481155, + "m": 1.0 + }, + { + "p": 0.04401017352938652, + "m": 1.0 + }, + { + "p": 0.06058230251073837, + "m": 1.0 + }, + { + "p": 0.05292275547981262, + "m": 0.9203054308891296 + }, + { + "p": 0.0344797745347023, + "m": 0.9564470052719116 + }, + { + "p": 0.04977613687515259, + "m": 0.9443908929824829 + }, + { + "p": 0.0614151731133461, + "m": 0.9884129762649536 + }, + { + "p": 0.04488202556967735, + "m": 0.9747887253761292 + }, + { + "p": 0.03863561525940895, + "m": 0.9966691136360168 + }, + { + "p": 0.061578284949064255, + "m": 0.9597030878067017 + }, + { + "p": 0.03673975169658661, + "m": 0.8968304991722107 + }, + { + "p": 0.06626911461353302, + "m": 1.0 + }, + { + "p": 0.07244764268398285, + "m": 1.0 + }, + { + "p": 0.0589614175260067, + "m": 1.0 + }, + { + "p": 0.06456178426742554, + "m": 0.9428025484085083 + }, + { + "p": 0.0795513316988945, + "m": 0.9547245502471924 + }, + { + "p": 0.061972763389348984, + "m": 1.0 + }, + { + "p": 0.04416569322347641, + "m": 0.7378365397453308 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9703542590141296, + "val_loss": 0.7393516302108765, + "acc": 73.11, + "time": 192.8009699480026, + "param": [ + { + "p": 0.07503722608089447, + "m": 1.0 + }, + { + "p": 0.044373080134391785, + "m": 1.0 + }, + { + "p": 0.07521302998065948, + "m": 1.0 + }, + { + "p": 0.03489505872130394, + "m": 0.9377975463867188 + }, + { + "p": 0.062124982476234436, + "m": 1.0 + }, + { + "p": 0.0342460535466671, + "m": 0.9937058687210083 + }, + { + "p": 0.05224108695983887, + "m": 0.8116369843482971 + }, + { + "p": 0.02850269339978695, + "m": 0.9559162259101868 + }, + { + "p": 0.067315012216568, + "m": 0.9998190402984619 + }, + { + "p": 0.048682406544685364, + "m": 1.0 + }, + { + "p": 0.07276565581560135, + "m": 1.0 + }, + { + "p": 0.06530191004276276, + "m": 1.0 + }, + { + "p": 0.06662009656429291, + "m": 1.0 + }, + { + "p": 0.0554901659488678, + "m": 1.0 + }, + { + "p": 0.05613827332854271, + "m": 0.9681923389434814 + }, + { + "p": 0.06598694622516632, + "m": 1.0 + }, + { + "p": 0.04463160037994385, + "m": 0.8215660452842712 + }, + { + "p": 0.05043470859527588, + "m": 0.7083314657211304 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.2300270795822144, + "val_loss": 0.7226607203483582, + "acc": 71.82, + "time": 205.490314501978, + "param": [ + { + "p": 0.06728333979845047, + "m": 1.0 + }, + { + "p": 0.06533344835042953, + "m": 1.0 + }, + { + "p": 0.05604008585214615, + "m": 1.0 + }, + { + "p": 0.040082838386297226, + "m": 0.9860484600067139 + }, + { + "p": 0.024679532274603844, + "m": 0.9968764781951904 + }, + { + "p": 0.037289105355739594, + "m": 1.0 + }, + { + "p": 0.05766037851572037, + "m": 0.8037423491477966 + }, + { + "p": 0.05639314651489258, + "m": 0.9898504614830017 + }, + { + "p": 0.05427747592329979, + "m": 1.0 + }, + { + "p": 0.05865304917097092, + "m": 0.9984720349311829 + }, + { + "p": 0.07804801315069199, + "m": 0.9719620943069458 + }, + { + "p": 0.060163166373968124, + "m": 1.0 + }, + { + "p": 0.06609326601028442, + "m": 1.0 + }, + { + "p": 0.06880422681570053, + "m": 1.0 + }, + { + "p": 0.049713894724845886, + "m": 0.9993126392364502 + }, + { + "p": 0.07628736644983292, + "m": 1.0 + }, + { + "p": 0.03042282909154892, + "m": 0.8224226236343384 + }, + { + "p": 0.05277479439973831, + "m": 0.6205591559410095 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0075610876083374, + "val_loss": 0.8154618144035339, + "acc": 73.13, + "time": 197.91564843297238, + "param": [ + { + "p": 0.07427363842725754, + "m": 1.0 + }, + { + "p": 0.042349450290203094, + "m": 1.0 + }, + { + "p": 0.06620831787586212, + "m": 1.0 + }, + { + "p": 0.05721794068813324, + "m": 0.9803100228309631 + }, + { + "p": 0.06958681344985962, + "m": 0.9353674054145813 + }, + { + "p": 0.038090091198682785, + "m": 0.9618226885795593 + }, + { + "p": 0.04642119258642197, + "m": 0.7846477031707764 + }, + { + "p": 0.05763912573456764, + "m": 1.0 + }, + { + "p": 0.05693013593554497, + "m": 0.9933898448944092 + }, + { + "p": 0.06300640106201172, + "m": 0.9589356184005737 + }, + { + "p": 0.05949016660451889, + "m": 1.0 + }, + { + "p": 0.04984022304415703, + "m": 1.0 + }, + { + "p": 0.05137180536985397, + "m": 1.0 + }, + { + "p": 0.012927824631333351, + "m": 1.0 + }, + { + "p": 0.055609434843063354, + "m": 0.9401460886001587 + }, + { + "p": 0.09708116948604584, + "m": 0.9889019727706909 + }, + { + "p": 0.049573346972465515, + "m": 0.7903692126274109 + }, + { + "p": 0.05238283798098564, + "m": 0.6970615386962891 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.007745623588562, + "val_loss": 0.6894247531890869, + "acc": 73.14, + "time": 197.33640058501624, + "param": [ + { + "p": 0.06746116280555725, + "m": 1.0 + }, + { + "p": 0.033814143389463425, + "m": 1.0 + }, + { + "p": 0.05283687636256218, + "m": 1.0 + }, + { + "p": 0.05045901611447334, + "m": 0.8787046670913696 + }, + { + "p": 0.06778977811336517, + "m": 0.8153955340385437 + }, + { + "p": 0.05751962214708328, + "m": 0.8787722587585449 + }, + { + "p": 0.06943096965551376, + "m": 0.7483921647071838 + }, + { + "p": 0.05541852116584778, + "m": 0.9430018663406372 + }, + { + "p": 0.054324109107255936, + "m": 1.0 + }, + { + "p": 0.056783679872751236, + "m": 0.9317829012870789 + }, + { + "p": 0.06027989089488983, + "m": 1.0 + }, + { + "p": 0.06117613613605499, + "m": 0.9654111266136169 + }, + { + "p": 0.05104968696832657, + "m": 1.0 + }, + { + "p": 0.05501140281558037, + "m": 1.0 + }, + { + "p": 0.06405776739120483, + "m": 1.0 + }, + { + "p": 0.046021509915590286, + "m": 0.9856355786323547 + }, + { + "p": 0.04018430784344673, + "m": 0.7758752703666687 + }, + { + "p": 0.05638141930103302, + "m": 0.9003083109855652 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9604966640472412, + "val_loss": 0.7813650965690613, + "acc": 73.57, + "time": 188.7749756120029, + "param": [ + { + "p": 0.06926480680704117, + "m": 1.0 + }, + { + "p": 0.04780485853552818, + "m": 1.0 + }, + { + "p": 0.05635198950767517, + "m": 1.0 + }, + { + "p": 0.03139210492372513, + "m": 0.8762199282646179 + }, + { + "p": 0.04524443671107292, + "m": 0.701715886592865 + }, + { + "p": 0.05210264399647713, + "m": 0.9475703239440918 + }, + { + "p": 0.053312379866838455, + "m": 0.8614642024040222 + }, + { + "p": 0.0452553853392601, + "m": 0.9864130020141602 + }, + { + "p": 0.049999337643384933, + "m": 0.9961481094360352 + }, + { + "p": 0.060806531459093094, + "m": 1.0 + }, + { + "p": 0.0688597559928894, + "m": 1.0 + }, + { + "p": 0.07844440639019012, + "m": 1.0 + }, + { + "p": 0.05874486640095711, + "m": 1.0 + }, + { + "p": 0.0449838787317276, + "m": 1.0 + }, + { + "p": 0.0692078024148941, + "m": 0.973614513874054 + }, + { + "p": 0.06469956040382385, + "m": 0.9887387752532959 + }, + { + "p": 0.04899131879210472, + "m": 0.6848277449607849 + }, + { + "p": 0.05453401431441307, + "m": 0.8980271220207214 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1068933010101318, + "val_loss": 0.7215867042541504, + "acc": 73.45, + "time": 192.2301367719774, + "param": [ + { + "p": 0.05915249139070511, + "m": 1.0 + }, + { + "p": 0.04405989125370979, + "m": 1.0 + }, + { + "p": 0.06760169565677643, + "m": 1.0 + }, + { + "p": 0.059538986533880234, + "m": 0.8908328413963318 + }, + { + "p": 0.025741584599018097, + "m": 0.5988029837608337 + }, + { + "p": 0.05713800713419914, + "m": 0.8793594837188721 + }, + { + "p": 0.06325782835483551, + "m": 0.9591361880302429 + }, + { + "p": 0.07537583261728287, + "m": 0.997480571269989 + }, + { + "p": 0.05678724870085716, + "m": 0.9917473793029785 + }, + { + "p": 0.050126515328884125, + "m": 0.9645799398422241 + }, + { + "p": 0.058527376502752304, + "m": 1.0 + }, + { + "p": 0.09231583029031754, + "m": 1.0 + }, + { + "p": 0.04942303150892258, + "m": 1.0 + }, + { + "p": 0.04807472601532936, + "m": 1.0 + }, + { + "p": 0.046198520809412, + "m": 0.9084925055503845 + }, + { + "p": 0.07396049797534943, + "m": 0.9871622920036316 + }, + { + "p": 0.04002627730369568, + "m": 0.8612440824508667 + }, + { + "p": 0.0326935239136219, + "m": 0.9084957242012024 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.9498926997184753, + "val_loss": 0.7513235807418823, + "acc": 73.33, + "time": 179.7714984039776, + "param": [ + { + "p": 0.05505382642149925, + "m": 1.0 + }, + { + "p": 0.05670785531401634, + "m": 1.0 + }, + { + "p": 0.06101500988006592, + "m": 1.0 + }, + { + "p": 0.06718239188194275, + "m": 1.0 + }, + { + "p": 0.06135399639606476, + "m": 0.6724488139152527 + }, + { + "p": 0.04701661318540573, + "m": 0.8429964184761047 + }, + { + "p": 0.05081887170672417, + "m": 0.9249290227890015 + }, + { + "p": 0.05960771441459656, + "m": 0.8413193821907043 + }, + { + "p": 0.06193220987915993, + "m": 1.0 + }, + { + "p": 0.04489358514547348, + "m": 0.9627282619476318 + }, + { + "p": 0.07118895649909973, + "m": 0.9702246189117432 + }, + { + "p": 0.06641357392072678, + "m": 0.987395703792572 + }, + { + "p": 0.039643775671720505, + "m": 1.0 + }, + { + "p": 0.04778597503900528, + "m": 1.0 + }, + { + "p": 0.04816068708896637, + "m": 0.9455184936523438 + }, + { + "p": 0.059349220246076584, + "m": 0.9862229228019714 + }, + { + "p": 0.0617012083530426, + "m": 0.873551607131958 + }, + { + "p": 0.040174562484025955, + "m": 0.9213227033615112 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2846133708953857, + "val_loss": 0.7240701913833618, + "acc": 73.19, + "time": 181.9781226469786, + "param": [ + { + "p": 0.07295939326286316, + "m": 1.0 + }, + { + "p": 0.029324233531951904, + "m": 1.0 + }, + { + "p": 0.06938575208187103, + "m": 1.0 + }, + { + "p": 0.05444192513823509, + "m": 0.9643444418907166 + }, + { + "p": 0.046440690755844116, + "m": 0.7680930495262146 + }, + { + "p": 0.021922942250967026, + "m": 0.9936001896858215 + }, + { + "p": 0.04312608763575554, + "m": 0.9873364567756653 + }, + { + "p": 0.027092913165688515, + "m": 1.0 + }, + { + "p": 0.061936210840940475, + "m": 0.9944345355033875 + }, + { + "p": 0.07747954875230789, + "m": 0.9972746968269348 + }, + { + "p": 0.04062500223517418, + "m": 0.9974353909492493 + }, + { + "p": 0.06207358092069626, + "m": 1.0 + }, + { + "p": 0.060519181191921234, + "m": 1.0 + }, + { + "p": 0.0754912868142128, + "m": 1.0 + }, + { + "p": 0.0714372843503952, + "m": 0.9201631546020508 + }, + { + "p": 0.08674154430627823, + "m": 1.0 + }, + { + "p": 0.0517546646296978, + "m": 0.9772478342056274 + }, + { + "p": 0.047247715294361115, + "m": 0.8062939643859863 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0649094581604004, + "val_loss": 0.7553249001502991, + "acc": 73.2, + "time": 174.0265894610202, + "param": [ + { + "p": 0.05169752612709999, + "m": 1.0 + }, + { + "p": 0.05204726383090019, + "m": 1.0 + }, + { + "p": 0.06728078424930573, + "m": 1.0 + }, + { + "p": 0.05405646935105324, + "m": 1.0 + }, + { + "p": 0.07869303226470947, + "m": 0.7311016917228699 + }, + { + "p": 0.041322361677885056, + "m": 0.8680493831634521 + }, + { + "p": 0.06746840476989746, + "m": 1.0 + }, + { + "p": 0.06871609389781952, + "m": 1.0 + }, + { + "p": 0.039494842290878296, + "m": 0.907020092010498 + }, + { + "p": 0.0666663870215416, + "m": 0.9376122951507568 + }, + { + "p": 0.05009457841515541, + "m": 1.0 + }, + { + "p": 0.036183178424835205, + "m": 0.9939629435539246 + }, + { + "p": 0.060429897159338, + "m": 1.0 + }, + { + "p": 0.07847287505865097, + "m": 1.0 + }, + { + "p": 0.05177510157227516, + "m": 0.9721471667289734 + }, + { + "p": 0.07076966762542725, + "m": 0.8897019624710083 + }, + { + "p": 0.029587795957922935, + "m": 0.9726613759994507 + }, + { + "p": 0.03524370118975639, + "m": 0.7786325812339783 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1658145189285278, + "val_loss": 0.725528359413147, + "acc": 73.68, + "time": 184.65631839400157, + "param": [ + { + "p": 0.0868440791964531, + "m": 1.0 + }, + { + "p": 0.016394909471273422, + "m": 1.0 + }, + { + "p": 0.04794411361217499, + "m": 1.0 + }, + { + "p": 0.05523616448044777, + "m": 0.9646041393280029 + }, + { + "p": 0.05886062979698181, + "m": 0.7716429233551025 + }, + { + "p": 0.014821678400039673, + "m": 0.8943500518798828 + }, + { + "p": 0.07761847972869873, + "m": 0.9743695855140686 + }, + { + "p": 0.04158356413245201, + "m": 0.9448447227478027 + }, + { + "p": 0.06045518442988396, + "m": 0.8604252338409424 + }, + { + "p": 0.03865968436002731, + "m": 0.8671793341636658 + }, + { + "p": 0.05275227501988411, + "m": 0.9898048639297485 + }, + { + "p": 0.09565725177526474, + "m": 1.0 + }, + { + "p": 0.08455663174390793, + "m": 1.0 + }, + { + "p": 0.0054964651353657246, + "m": 1.0 + }, + { + "p": 0.055656176060438156, + "m": 0.9677795767784119 + }, + { + "p": 0.0846574604511261, + "m": 0.9762557148933411 + }, + { + "p": 0.07688119262456894, + "m": 0.981738805770874 + }, + { + "p": 0.045924149453639984, + "m": 0.7974206805229187 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.987111508846283, + "val_loss": 0.7680688500404358, + "acc": 74.1, + "time": 178.10131599701708, + "param": [ + { + "p": 0.07685918360948563, + "m": 1.0 + }, + { + "p": 0.028742142021656036, + "m": 1.0 + }, + { + "p": 0.049738217145204544, + "m": 1.0 + }, + { + "p": 0.04553801193833351, + "m": 0.9016443490982056 + }, + { + "p": 0.06664422899484634, + "m": 0.7868139147758484 + }, + { + "p": 0.07852199673652649, + "m": 1.0 + }, + { + "p": 0.04742211103439331, + "m": 1.0 + }, + { + "p": 0.060017846524715424, + "m": 0.9837216138839722 + }, + { + "p": 0.06461804360151291, + "m": 0.9892711043357849 + }, + { + "p": 0.053144585341215134, + "m": 0.9230602979660034 + }, + { + "p": 0.06897307932376862, + "m": 1.0 + }, + { + "p": 0.06805163621902466, + "m": 1.0 + }, + { + "p": 0.07049331068992615, + "m": 1.0 + }, + { + "p": 0.05993083864450455, + "m": 1.0 + }, + { + "p": 0.05228276923298836, + "m": 0.9594271779060364 + }, + { + "p": 0.04706074297428131, + "m": 0.9718548059463501 + }, + { + "p": 0.031763989478349686, + "m": 0.8948493599891663 + }, + { + "p": 0.030197234824299812, + "m": 0.7502729892730713 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9744331240653992, + "val_loss": 0.7784051299095154, + "acc": 73.35, + "time": 177.32478541496675, + "param": [ + { + "p": 0.06867016851902008, + "m": 1.0 + }, + { + "p": 0.04684555530548096, + "m": 1.0 + }, + { + "p": 0.05910877883434296, + "m": 1.0 + }, + { + "p": 0.04902461916208267, + "m": 0.9150211215019226 + }, + { + "p": 0.03633610159158707, + "m": 0.7256813645362854 + }, + { + "p": 0.01782122068107128, + "m": 0.8278398513793945 + }, + { + "p": 0.045739900320768356, + "m": 0.8874398469924927 + }, + { + "p": 0.056679870933294296, + "m": 0.9558003544807434 + }, + { + "p": 0.06353092938661575, + "m": 1.0 + }, + { + "p": 0.05848218500614166, + "m": 0.9700800180435181 + }, + { + "p": 0.06829000264406204, + "m": 0.9876502752304077 + }, + { + "p": 0.05621981993317604, + "m": 1.0 + }, + { + "p": 0.059282511472702026, + "m": 1.0 + }, + { + "p": 0.04733855649828911, + "m": 1.0 + }, + { + "p": 0.0636148601770401, + "m": 1.0 + }, + { + "p": 0.0809950903058052, + "m": 1.0 + }, + { + "p": 0.06891931593418121, + "m": 0.9884823560714722 + }, + { + "p": 0.053100451827049255, + "m": 0.8619891405105591 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9297633171081543, + "val_loss": 0.7431839108467102, + "acc": 72.71, + "time": 191.99112515198067, + "param": [ + { + "p": 0.08521594107151031, + "m": 1.0 + }, + { + "p": 0.05508572235703468, + "m": 1.0 + }, + { + "p": 0.09160280972719193, + "m": 1.0 + }, + { + "p": 0.04608514532446861, + "m": 0.8938373327255249 + }, + { + "p": 0.035696808248758316, + "m": 0.7198923826217651 + }, + { + "p": 0.06226139888167381, + "m": 0.8275137543678284 + }, + { + "p": 0.03757631406188011, + "m": 0.7017455101013184 + }, + { + "p": 0.049859680235385895, + "m": 0.9386578798294067 + }, + { + "p": 0.08150671422481537, + "m": 0.9133351445198059 + }, + { + "p": 0.0766584500670433, + "m": 0.9219915866851807 + }, + { + "p": 0.05213266238570213, + "m": 1.0 + }, + { + "p": 0.05138450488448143, + "m": 1.0 + }, + { + "p": 0.06464139372110367, + "m": 1.0 + }, + { + "p": 0.02895219624042511, + "m": 1.0 + }, + { + "p": 0.04015345126390457, + "m": 0.9356309771537781 + }, + { + "p": 0.0683751180768013, + "m": 1.0 + }, + { + "p": 0.03684026002883911, + "m": 0.9345640540122986 + }, + { + "p": 0.03597143664956093, + "m": 0.7882257699966431 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0434638261795044, + "val_loss": 0.6931930184364319, + "acc": 73.49, + "time": 181.32084510300774, + "param": [ + { + "p": 0.0677388459444046, + "m": 1.0 + }, + { + "p": 0.05337744578719139, + "m": 1.0 + }, + { + "p": 0.04957064986228943, + "m": 1.0 + }, + { + "p": 0.034688301384449005, + "m": 0.8571549654006958 + }, + { + "p": 0.04886477813124657, + "m": 0.6891432404518127 + }, + { + "p": 0.02946319431066513, + "m": 0.8062114119529724 + }, + { + "p": 0.060327768325805664, + "m": 0.7702281475067139 + }, + { + "p": 0.059374772012233734, + "m": 0.7689962983131409 + }, + { + "p": 0.08534357696771622, + "m": 0.9822722673416138 + }, + { + "p": 0.056399211287498474, + "m": 0.9887053370475769 + }, + { + "p": 0.07788272947072983, + "m": 1.0 + }, + { + "p": 0.08490338921546936, + "m": 1.0 + }, + { + "p": 0.027454303577542305, + "m": 1.0 + }, + { + "p": 0.05326976999640465, + "m": 1.0 + }, + { + "p": 0.07710693031549454, + "m": 0.9822732210159302 + }, + { + "p": 0.06645554304122925, + "m": 0.9850665330886841 + }, + { + "p": 0.025990331545472145, + "m": 0.8438209891319275 + }, + { + "p": 0.04178851097822189, + "m": 0.8818958401679993 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.985337495803833, + "val_loss": 0.7097066640853882, + "acc": 73.36, + "time": 193.40867513802368, + "param": [ + { + "p": 0.051224082708358765, + "m": 1.0 + }, + { + "p": 0.04477852210402489, + "m": 1.0 + }, + { + "p": 0.06021115556359291, + "m": 1.0 + }, + { + "p": 0.071071095764637, + "m": 0.8564362525939941 + }, + { + "p": 0.07251132279634476, + "m": 0.6742624640464783 + }, + { + "p": 0.039894960820674896, + "m": 0.5620488524436951 + }, + { + "p": 0.03084874339401722, + "m": 0.881228506565094 + }, + { + "p": 0.05510494112968445, + "m": 0.7532263994216919 + }, + { + "p": 0.07961246371269226, + "m": 1.0 + }, + { + "p": 0.05509215220808983, + "m": 0.9549354314804077 + }, + { + "p": 0.0624006949365139, + "m": 1.0 + }, + { + "p": 0.0618361160159111, + "m": 0.9717090725898743 + }, + { + "p": 0.07125358283519745, + "m": 1.0 + }, + { + "p": 0.03821486607193947, + "m": 1.0 + }, + { + "p": 0.042735740542411804, + "m": 0.9854389429092407 + }, + { + "p": 0.0598747581243515, + "m": 1.0 + }, + { + "p": 0.05364413186907768, + "m": 0.8040105700492859 + }, + { + "p": 0.049690552055835724, + "m": 0.9585379958152771 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.0103399753570557, + "val_loss": 0.8004593253135681, + "acc": 72.92, + "time": 191.03396013297606, + "param": [ + { + "p": 0.05268560349941254, + "m": 1.0 + }, + { + "p": 0.04815128445625305, + "m": 1.0 + }, + { + "p": 0.06360716372728348, + "m": 1.0 + }, + { + "p": 0.037891749292612076, + "m": 0.795616626739502 + }, + { + "p": 0.06300035119056702, + "m": 0.630245566368103 + }, + { + "p": 0.06364117562770844, + "m": 0.6551542282104492 + }, + { + "p": 0.05165965482592583, + "m": 0.9385323524475098 + }, + { + "p": 0.037634216248989105, + "m": 0.9057040214538574 + }, + { + "p": 0.07003903388977051, + "m": 0.9743847250938416 + }, + { + "p": 0.04247165098786354, + "m": 0.96435546875 + }, + { + "p": 0.05419482663273811, + "m": 0.9714728593826294 + }, + { + "p": 0.05088689178228378, + "m": 0.9990447163581848 + }, + { + "p": 0.07625984400510788, + "m": 1.0 + }, + { + "p": 0.05286888778209686, + "m": 1.0 + }, + { + "p": 0.05599917471408844, + "m": 0.9689872860908508 + }, + { + "p": 0.07207988947629929, + "m": 1.0 + }, + { + "p": 0.060955844819545746, + "m": 0.9932822585105896 + }, + { + "p": 0.04597267135977745, + "m": 0.991314172744751 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7221981883049011, + "val_loss": 0.7685825824737549, + "acc": 73.1, + "time": 191.63917287503136, + "param": [ + { + "p": 0.053018201142549515, + "m": 1.0 + }, + { + "p": 0.03398779779672623, + "m": 1.0 + }, + { + "p": 0.04753252491354942, + "m": 1.0 + }, + { + "p": 0.04632880538702011, + "m": 0.7452586889266968 + }, + { + "p": 0.07867777347564697, + "m": 0.4187692105770111 + }, + { + "p": 0.03605980426073074, + "m": 0.6238353252410889 + }, + { + "p": 0.06860124319791794, + "m": 0.9617381691932678 + }, + { + "p": 0.06387028843164444, + "m": 0.9012296795845032 + }, + { + "p": 0.03768596798181534, + "m": 0.9860237240791321 + }, + { + "p": 0.0660518929362297, + "m": 0.9005341529846191 + }, + { + "p": 0.06723181903362274, + "m": 0.9947750568389893 + }, + { + "p": 0.0533706359565258, + "m": 0.9853032231330872 + }, + { + "p": 0.06357728689908981, + "m": 1.0 + }, + { + "p": 0.07063902914524078, + "m": 1.0 + }, + { + "p": 0.0694955512881279, + "m": 0.9081955552101135 + }, + { + "p": 0.0493299700319767, + "m": 1.0 + }, + { + "p": 0.0550982765853405, + "m": 0.9045332670211792 + }, + { + "p": 0.039443179965019226, + "m": 0.9272506237030029 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1114447116851807, + "val_loss": 0.7309352159500122, + "acc": 73.21, + "time": 187.07727819896536, + "param": [ + { + "p": 0.08161858469247818, + "m": 1.0 + }, + { + "p": 0.0504867248237133, + "m": 1.0 + }, + { + "p": 0.04345794767141342, + "m": 1.0 + }, + { + "p": 0.042657434940338135, + "m": 0.7457682490348816 + }, + { + "p": 0.05722647160291672, + "m": 0.7026129961013794 + }, + { + "p": 0.0037837917916476727, + "m": 0.6848396062850952 + }, + { + "p": 0.05103226378560066, + "m": 0.9454135298728943 + }, + { + "p": 0.04241543263196945, + "m": 0.8372094035148621 + }, + { + "p": 0.06493719667196274, + "m": 1.0 + }, + { + "p": 0.07481671124696732, + "m": 0.9084774851799011 + }, + { + "p": 0.06714584678411484, + "m": 0.9979764223098755 + }, + { + "p": 0.08885017782449722, + "m": 0.9940599799156189 + }, + { + "p": 0.0695829838514328, + "m": 1.0 + }, + { + "p": 0.05255316570401192, + "m": 1.0 + }, + { + "p": 0.06848930567502975, + "m": 1.0 + }, + { + "p": 0.060028184205293655, + "m": 0.9996331334114075 + }, + { + "p": 0.05331661179661751, + "m": 0.9908719658851624 + }, + { + "p": 0.027601201087236404, + "m": 0.9636927843093872 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9411094188690186, + "val_loss": 0.7880392074584961, + "acc": 73.37, + "time": 188.06431714404607, + "param": [ + { + "p": 0.05995819717645645, + "m": 1.0 + }, + { + "p": 0.04751620441675186, + "m": 1.0 + }, + { + "p": 0.0693107470870018, + "m": 1.0 + }, + { + "p": 0.045572828501462936, + "m": 0.7437086701393127 + }, + { + "p": 0.051994405686855316, + "m": 0.8123406767845154 + }, + { + "p": 0.04817763715982437, + "m": 0.622664213180542 + }, + { + "p": 0.06539920717477798, + "m": 0.9440032839775085 + }, + { + "p": 0.0572725385427475, + "m": 0.9056270718574524 + }, + { + "p": 0.06563498824834824, + "m": 0.9939819574356079 + }, + { + "p": 0.049412284046411514, + "m": 0.905485212802887 + }, + { + "p": 0.06135999783873558, + "m": 0.9945038557052612 + }, + { + "p": 0.05075831338763237, + "m": 1.0 + }, + { + "p": 0.07672321051359177, + "m": 1.0 + }, + { + "p": 0.060328513383865356, + "m": 1.0 + }, + { + "p": 0.05798884853720665, + "m": 0.918201744556427 + }, + { + "p": 0.04171059653162956, + "m": 1.0 + }, + { + "p": 0.04946049302816391, + "m": 0.9017820358276367 + }, + { + "p": 0.041421011090278625, + "m": 0.99541836977005 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9502283930778503, + "val_loss": 0.6570360064506531, + "acc": 73.37, + "time": 181.90466691501206, + "param": [ + { + "p": 0.07131969183683395, + "m": 1.0 + }, + { + "p": 0.05128748342394829, + "m": 1.0 + }, + { + "p": 0.04664291441440582, + "m": 1.0 + }, + { + "p": 0.0706930011510849, + "m": 0.7971066832542419 + }, + { + "p": 0.05771511793136597, + "m": 0.7907766699790955 + }, + { + "p": 0.06549761444330215, + "m": 0.4005081355571747 + }, + { + "p": 0.044774360954761505, + "m": 0.8741589188575745 + }, + { + "p": 0.05239079147577286, + "m": 0.9314133524894714 + }, + { + "p": 0.06014575436711311, + "m": 0.9990048408508301 + }, + { + "p": 0.05957841873168945, + "m": 1.0 + }, + { + "p": 0.042889900505542755, + "m": 0.9655553698539734 + }, + { + "p": 0.04564713314175606, + "m": 1.0 + }, + { + "p": 0.0565047487616539, + "m": 1.0 + }, + { + "p": 0.0572490468621254, + "m": 1.0 + }, + { + "p": 0.06517226248979568, + "m": 0.8377236723899841 + }, + { + "p": 0.06223643943667412, + "m": 0.9723284244537354 + }, + { + "p": 0.04342402145266533, + "m": 0.9998016357421875 + }, + { + "p": 0.04683111980557442, + "m": 0.875332772731781 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9314137101173401, + "val_loss": 0.6761739253997803, + "acc": 73.57, + "time": 187.68814868899062, + "param": [ + { + "p": 0.05983695760369301, + "m": 1.0 + }, + { + "p": 0.0569867342710495, + "m": 1.0 + }, + { + "p": 0.04738721251487732, + "m": 1.0 + }, + { + "p": 0.059043824672698975, + "m": 0.7423207759857178 + }, + { + "p": 0.04811382666230202, + "m": 0.6741721630096436 + }, + { + "p": 0.0534963384270668, + "m": 0.373309463262558 + }, + { + "p": 0.054748259484767914, + "m": 0.8301073312759399 + }, + { + "p": 0.0516512505710125, + "m": 0.8916550874710083 + }, + { + "p": 0.05129306763410568, + "m": 0.948907196521759 + }, + { + "p": 0.06116897240281105, + "m": 0.9818773865699768 + }, + { + "p": 0.06577825546264648, + "m": 1.0 + }, + { + "p": 0.054380692541599274, + "m": 1.0 + }, + { + "p": 0.05243154242634773, + "m": 1.0 + }, + { + "p": 0.05640963092446327, + "m": 1.0 + }, + { + "p": 0.05975859984755516, + "m": 0.8266167044639587 + }, + { + "p": 0.07693766802549362, + "m": 1.0 + }, + { + "p": 0.0527510941028595, + "m": 0.9601739048957825 + }, + { + "p": 0.03782615065574646, + "m": 0.8620861768722534 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json new file mode 100644 index 0000000..a096100 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 73.17, + "Time": [ + 514.8632591676665, + 68.5193674615903 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2906768321990967, + "val_loss": 2.278728723526001, + "acc": 15.01, + "time": 535.1636421550065, + "param": [ + { + "p": 0.012231085449457169, + "m": 1.0 + }, + { + "p": 0.024965666234493256, + "m": 1.0 + }, + { + "p": 0.08519939333200455, + "m": 1.0 + }, + { + "p": 0.0404735766351223, + "m": 1.0 + }, + { + "p": 0.06751090288162231, + "m": 1.0 + }, + { + "p": 0.05737081542611122, + "m": 1.0 + }, + { + "p": 0.012423700653016567, + "m": 1.0 + }, + { + "p": 0.07423830777406693, + "m": 1.0 + }, + { + "p": 0.022925104945898056, + "m": 1.0 + }, + { + "p": 0.10601206868886948, + "m": 1.0 + }, + { + "p": 0.09147244691848755, + "m": 1.0 + }, + { + "p": 0.09680595993995667, + "m": 1.0 + }, + { + "p": 0.07430822402238846, + "m": 1.0 + }, + { + "p": 0.004772089887410402, + "m": 1.0 + }, + { + "p": 0.10845685750246048, + "m": 1.0 + }, + { + "p": 0.10100365430116653, + "m": 1.0 + }, + { + "p": 0.013774314895272255, + "m": 1.0 + }, + { + "p": 0.006055826786905527, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.249481201171875, + "val_loss": 2.124074697494507, + "acc": 23.96, + "time": 537.6550781209953, + "param": [ + { + "p": 0.08724941313266754, + "m": 1.0 + }, + { + "p": 0.09155645966529846, + "m": 1.0 + }, + { + "p": 0.08159659057855606, + "m": 1.0 + }, + { + "p": 0.04408495873212814, + "m": 1.0 + }, + { + "p": 0.06412701308727264, + "m": 1.0 + }, + { + "p": 0.04421931505203247, + "m": 1.0 + }, + { + "p": 0.08137261122465134, + "m": 1.0 + }, + { + "p": 0.03196803480386734, + "m": 1.0 + }, + { + "p": 0.04433567076921463, + "m": 1.0 + }, + { + "p": 0.04947284236550331, + "m": 1.0 + }, + { + "p": 0.08832515776157379, + "m": 1.0 + }, + { + "p": 0.06350389122962952, + "m": 1.0 + }, + { + "p": 0.07623612880706787, + "m": 1.0 + }, + { + "p": 0.012481207959353924, + "m": 1.0 + }, + { + "p": 0.05435425043106079, + "m": 1.0 + }, + { + "p": 0.02781646139919758, + "m": 1.0 + }, + { + "p": 0.031320344656705856, + "m": 1.0 + }, + { + "p": 0.025979651138186455, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.064923048019409, + "val_loss": 1.9402557611465454, + "acc": 31.6, + "time": 531.1498452399974, + "param": [ + { + "p": 0.06868446618318558, + "m": 1.0 + }, + { + "p": 0.07266643643379211, + "m": 1.0 + }, + { + "p": 0.0328201949596405, + "m": 1.0 + }, + { + "p": 0.06407228857278824, + "m": 1.0 + }, + { + "p": 0.05866193026304245, + "m": 1.0 + }, + { + "p": 0.02733423374593258, + "m": 1.0 + }, + { + "p": 0.10793459415435791, + "m": 1.0 + }, + { + "p": 0.06674199551343918, + "m": 1.0 + }, + { + "p": 0.0931209921836853, + "m": 1.0 + }, + { + "p": 0.056356992572546005, + "m": 1.0 + }, + { + "p": 0.05642528086900711, + "m": 1.0 + }, + { + "p": 0.0795818641781807, + "m": 1.0 + }, + { + "p": 0.055845264345407486, + "m": 1.0 + }, + { + "p": 0.00028670928440988064, + "m": 1.0 + }, + { + "p": 0.07028897851705551, + "m": 1.0 + }, + { + "p": 0.06448117643594742, + "m": 1.0 + }, + { + "p": 0.024696435779333115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1191766262054443, + "val_loss": 1.889733910560608, + "acc": 32.91, + "time": 538.686811660009, + "param": [ + { + "p": 0.07002516835927963, + "m": 1.0 + }, + { + "p": 0.06936096400022507, + "m": 1.0 + }, + { + "p": 0.04384686425328255, + "m": 1.0 + }, + { + "p": 0.053033556789159775, + "m": 1.0 + }, + { + "p": 0.05384378507733345, + "m": 1.0 + }, + { + "p": 0.07330421358346939, + "m": 1.0 + }, + { + "p": 0.04740963876247406, + "m": 1.0 + }, + { + "p": 0.06460196524858475, + "m": 1.0 + }, + { + "p": 0.011172330938279629, + "m": 1.0 + }, + { + "p": 0.07611683756113052, + "m": 1.0 + }, + { + "p": 0.0638582780957222, + "m": 1.0 + }, + { + "p": 0.06353776901960373, + "m": 1.0 + }, + { + "p": 0.06129501014947891, + "m": 1.0 + }, + { + "p": 0.015216004103422165, + "m": 1.0 + }, + { + "p": 0.07277128100395203, + "m": 1.0 + }, + { + "p": 0.08854459971189499, + "m": 1.0 + }, + { + "p": 0.005953290034085512, + "m": 1.0 + }, + { + "p": 0.0661085695028305, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.878040075302124, + "val_loss": 1.8437607288360596, + "acc": 36.64, + "time": 539.1316808669944, + "param": [ + { + "p": 0.09738215804100037, + "m": 1.0 + }, + { + "p": 0.06111578643321991, + "m": 1.0 + }, + { + "p": 0.06895235925912857, + "m": 1.0 + }, + { + "p": 0.03997508063912392, + "m": 1.0 + }, + { + "p": 0.04691885784268379, + "m": 1.0 + }, + { + "p": 0.06898518651723862, + "m": 1.0 + }, + { + "p": 0.06376282870769501, + "m": 1.0 + }, + { + "p": 0.06777283549308777, + "m": 1.0 + }, + { + "p": 0.040174614638090134, + "m": 1.0 + }, + { + "p": 0.06724448502063751, + "m": 1.0 + }, + { + "p": 0.07417324930429459, + "m": 1.0 + }, + { + "p": 0.039348579943180084, + "m": 1.0 + }, + { + "p": 0.03188743814826012, + "m": 1.0 + }, + { + "p": 0.03693176433444023, + "m": 1.0 + }, + { + "p": 0.04353027045726776, + "m": 1.0 + }, + { + "p": 0.12443319708108902, + "m": 1.0 + }, + { + "p": 0.013801834546029568, + "m": 1.0 + }, + { + "p": 0.013609432615339756, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9431579113006592, + "val_loss": 1.7514677047729492, + "acc": 38.85, + "time": 355.3470090190094, + "param": [ + { + "p": 0.1034451425075531, + "m": 1.0 + }, + { + "p": 0.012940340675413609, + "m": 1.0 + }, + { + "p": 0.07095757126808167, + "m": 1.0 + }, + { + "p": 0.009733668528497219, + "m": 1.0 + }, + { + "p": 0.056313224136829376, + "m": 1.0 + }, + { + "p": 0.062023330479860306, + "m": 1.0 + }, + { + "p": 0.05782289057970047, + "m": 1.0 + }, + { + "p": 0.08985050767660141, + "m": 1.0 + }, + { + "p": 0.026671063154935837, + "m": 1.0 + }, + { + "p": 0.11352977156639099, + "m": 1.0 + }, + { + "p": 0.05871215835213661, + "m": 1.0 + }, + { + "p": 0.09392037242650986, + "m": 1.0 + }, + { + "p": 0.04508230462670326, + "m": 1.0 + }, + { + "p": 0.0159976314753294, + "m": 1.0 + }, + { + "p": 0.05238081514835358, + "m": 1.0 + }, + { + "p": 0.12627092003822327, + "m": 1.0 + }, + { + "p": 0.002630620263516903, + "m": 1.0 + }, + { + "p": 0.0017176708206534386, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.1340506076812744, + "val_loss": 1.7189327478408813, + "acc": 40.07, + "time": 228.65920975200424, + "param": [ + { + "p": 0.06663713604211807, + "m": 1.0 + }, + { + "p": 0.05461666360497475, + "m": 1.0 + }, + { + "p": 0.043687574565410614, + "m": 1.0 + }, + { + "p": 0.05509733781218529, + "m": 1.0 + }, + { + "p": 0.06327639520168304, + "m": 1.0 + }, + { + "p": 0.02014700137078762, + "m": 1.0 + }, + { + "p": 0.051927387714385986, + "m": 1.0 + }, + { + "p": 0.07139956206083298, + "m": 1.0 + }, + { + "p": 0.04007843881845474, + "m": 1.0 + }, + { + "p": 0.06650307029485703, + "m": 1.0 + }, + { + "p": 0.06146613880991936, + "m": 1.0 + }, + { + "p": 0.0737052783370018, + "m": 1.0 + }, + { + "p": 0.08004874736070633, + "m": 1.0 + }, + { + "p": 0.05088410899043083, + "m": 1.0 + }, + { + "p": 0.05537448823451996, + "m": 1.0 + }, + { + "p": 0.08137540519237518, + "m": 1.0 + }, + { + "p": 0.03292972594499588, + "m": 1.0 + }, + { + "p": 0.030845578759908676, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9747393131256104, + "val_loss": 1.6452584266662598, + "acc": 41.83, + "time": 397.58222812500026, + "param": [ + { + "p": 0.07660870999097824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055966708809137344, + "m": 1.0 + }, + { + "p": 0.03581633418798447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01641140691936016, + "m": 1.0 + }, + { + "p": 0.1035664826631546, + "m": 1.0 + }, + { + "p": 0.031211014837026596, + "m": 1.0 + }, + { + "p": 0.13084782660007477, + "m": 1.0 + }, + { + "p": 0.07612127810716629, + "m": 1.0 + }, + { + "p": 0.06019899621605873, + "m": 1.0 + }, + { + "p": 0.07084767520427704, + "m": 1.0 + }, + { + "p": 0.1084337905049324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030885426327586174, + "m": 1.0 + }, + { + "p": 0.1639239639043808, + "m": 1.0 + }, + { + "p": 0.031730376183986664, + "m": 1.0 + }, + { + "p": 0.007429992314428091, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8513790369033813, + "val_loss": 1.6508959531784058, + "acc": 43.89, + "time": 537.8452872619964, + "param": [ + { + "p": 0.06490956246852875, + "m": 1.0 + }, + { + "p": 0.03401477262377739, + "m": 1.0 + }, + { + "p": 0.08029637485742569, + "m": 1.0 + }, + { + "p": 0.05737252160906792, + "m": 1.0 + }, + { + "p": 0.045471955090761185, + "m": 1.0 + }, + { + "p": 0.03700040653347969, + "m": 1.0 + }, + { + "p": 0.07429571449756622, + "m": 1.0 + }, + { + "p": 0.03910527750849724, + "m": 1.0 + }, + { + "p": 0.06446734815835953, + "m": 1.0 + }, + { + "p": 0.06556828320026398, + "m": 1.0 + }, + { + "p": 0.06457336246967316, + "m": 1.0 + }, + { + "p": 0.04182867705821991, + "m": 1.0 + }, + { + "p": 0.07953490316867828, + "m": 1.0 + }, + { + "p": 0.046311601996421814, + "m": 1.0 + }, + { + "p": 0.06615699082612991, + "m": 1.0 + }, + { + "p": 0.08878053724765778, + "m": 1.0 + }, + { + "p": 0.026822689920663834, + "m": 1.0 + }, + { + "p": 0.023488987237215042, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8948283195495605, + "val_loss": 1.688810110092163, + "acc": 43.31, + "time": 535.2999865919992, + "param": [ + { + "p": 0.05308276414871216, + "m": 1.0 + }, + { + "p": 0.030328623950481415, + "m": 1.0 + }, + { + "p": 0.075830839574337, + "m": 1.0 + }, + { + "p": 0.05477005988359451, + "m": 1.0 + }, + { + "p": 0.017082294449210167, + "m": 1.0 + }, + { + "p": 0.05629926919937134, + "m": 1.0 + }, + { + "p": 0.07016175240278244, + "m": 1.0 + }, + { + "p": 0.0631711333990097, + "m": 1.0 + }, + { + "p": 0.07638972252607346, + "m": 1.0 + }, + { + "p": 0.03304389864206314, + "m": 1.0 + }, + { + "p": 0.08211307972669601, + "m": 1.0 + }, + { + "p": 0.05910567194223404, + "m": 1.0 + }, + { + "p": 0.0661437138915062, + "m": 1.0 + }, + { + "p": 0.01252743974328041, + "m": 1.0 + }, + { + "p": 0.07375496625900269, + "m": 1.0 + }, + { + "p": 0.08131162077188492, + "m": 1.0 + }, + { + "p": 0.056506723165512085, + "m": 1.0 + }, + { + "p": 0.03837636113166809, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9148718118667603, + "val_loss": 1.4955899715423584, + "acc": 46.04, + "time": 541.8830912779958, + "param": [ + { + "p": 0.07020116597414017, + "m": 1.0 + }, + { + "p": 0.04254795238375664, + "m": 1.0 + }, + { + "p": 0.0582909882068634, + "m": 1.0 + }, + { + "p": 0.0698380395770073, + "m": 1.0 + }, + { + "p": 0.028317337855696678, + "m": 1.0 + }, + { + "p": 0.07064586877822876, + "m": 1.0 + }, + { + "p": 0.047898612916469574, + "m": 1.0 + }, + { + "p": 0.06173274293541908, + "m": 1.0 + }, + { + "p": 0.07076612114906311, + "m": 1.0 + }, + { + "p": 0.07316876947879791, + "m": 1.0 + }, + { + "p": 0.04912056401371956, + "m": 1.0 + }, + { + "p": 0.06671173125505447, + "m": 1.0 + }, + { + "p": 0.06618402153253555, + "m": 1.0 + }, + { + "p": 0.02732812613248825, + "m": 1.0 + }, + { + "p": 0.049856387078762054, + "m": 1.0 + }, + { + "p": 0.06229895353317261, + "m": 1.0 + }, + { + "p": 0.04855688661336899, + "m": 1.0 + }, + { + "p": 0.03653586655855179, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8317164182662964, + "val_loss": 1.5685138702392578, + "acc": 45.99, + "time": 535.7720935410034, + "param": [ + { + "p": 0.0454368032515049, + "m": 1.0 + }, + { + "p": 0.02328401617705822, + "m": 1.0 + }, + { + "p": 0.11764613538980484, + "m": 1.0 + }, + { + "p": 0.02576632797718048, + "m": 1.0 + }, + { + "p": 0.03891199454665184, + "m": 1.0 + }, + { + "p": 0.07133219391107559, + "m": 1.0 + }, + { + "p": 0.06838109344244003, + "m": 1.0 + }, + { + "p": 0.066298708319664, + "m": 1.0 + }, + { + "p": 0.05624540522694588, + "m": 1.0 + }, + { + "p": 0.05963216722011566, + "m": 1.0 + }, + { + "p": 0.05925292149186134, + "m": 1.0 + }, + { + "p": 0.07343088835477829, + "m": 1.0 + }, + { + "p": 0.08212848752737045, + "m": 1.0 + }, + { + "p": 0.0475899837911129, + "m": 1.0 + }, + { + "p": 0.07372330874204636, + "m": 1.0 + }, + { + "p": 0.07555434107780457, + "m": 1.0 + }, + { + "p": 0.014686095528304577, + "m": 1.0 + }, + { + "p": 0.0006991359987296164, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7743017673492432, + "val_loss": 1.5462136268615723, + "acc": 48.33, + "time": 536.0092229790025, + "param": [ + { + "p": 0.07703950256109238, + "m": 1.0 + }, + { + "p": 0.033577609807252884, + "m": 1.0 + }, + { + "p": 0.0716714933514595, + "m": 1.0 + }, + { + "p": 0.05853148549795151, + "m": 1.0 + }, + { + "p": 0.012293146923184395, + "m": 1.0 + }, + { + "p": 0.050871726125478745, + "m": 1.0 + }, + { + "p": 0.053792811930179596, + "m": 1.0 + }, + { + "p": 0.056015752255916595, + "m": 1.0 + }, + { + "p": 0.060076236724853516, + "m": 1.0 + }, + { + "p": 0.06651259958744049, + "m": 1.0 + }, + { + "p": 0.07223448902368546, + "m": 1.0 + }, + { + "p": 0.08492563664913177, + "m": 1.0 + }, + { + "p": 0.08502449840307236, + "m": 1.0 + }, + { + "p": 0.004168217536062002, + "m": 1.0 + }, + { + "p": 0.06206279620528221, + "m": 1.0 + }, + { + "p": 0.07368337363004684, + "m": 1.0 + }, + { + "p": 0.036517128348350525, + "m": 1.0 + }, + { + "p": 0.04100142791867256, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8899210691452026, + "val_loss": 1.4660392999649048, + "acc": 48.15, + "time": 537.7425467180001, + "param": [ + { + "p": 0.05552836135029793, + "m": 1.0 + }, + { + "p": 0.021915430203080177, + "m": 1.0 + }, + { + "p": 0.09709971398115158, + "m": 1.0 + }, + { + "p": 0.07249893993139267, + "m": 1.0 + }, + { + "p": 0.023231511935591698, + "m": 1.0 + }, + { + "p": 0.07333900779485703, + "m": 1.0 + }, + { + "p": 0.0820150077342987, + "m": 1.0 + }, + { + "p": 0.07082229852676392, + "m": 1.0 + }, + { + "p": 0.08177344501018524, + "m": 1.0 + }, + { + "p": 0.04152396693825722, + "m": 1.0 + }, + { + "p": 0.029323339462280273, + "m": 1.0 + }, + { + "p": 0.057525426149368286, + "m": 1.0 + }, + { + "p": 0.08526816964149475, + "m": 1.0 + }, + { + "p": 0.004303594585508108, + "m": 1.0 + }, + { + "p": 0.07612887024879456, + "m": 1.0 + }, + { + "p": 0.1026708260178566, + "m": 1.0 + }, + { + "p": 0.024062128737568855, + "m": 1.0 + }, + { + "p": 0.00096988829318434, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8914449214935303, + "val_loss": 1.4838463068008423, + "acc": 46.92, + "time": 540.8383774570102, + "param": [ + { + "p": 0.06651023775339127, + "m": 1.0 + }, + { + "p": 0.03694571182131767, + "m": 1.0 + }, + { + "p": 0.06171951815485954, + "m": 1.0 + }, + { + "p": 0.049870215356349945, + "m": 1.0 + }, + { + "p": 0.05618153139948845, + "m": 1.0 + }, + { + "p": 0.04674800857901573, + "m": 1.0 + }, + { + "p": 0.052709899842739105, + "m": 1.0 + }, + { + "p": 0.06543880701065063, + "m": 1.0 + }, + { + "p": 0.06814157962799072, + "m": 1.0 + }, + { + "p": 0.05477830767631531, + "m": 1.0 + }, + { + "p": 0.06972965598106384, + "m": 1.0 + }, + { + "p": 0.05900228023529053, + "m": 1.0 + }, + { + "p": 0.06858162581920624, + "m": 1.0 + }, + { + "p": 0.05937141925096512, + "m": 1.0 + }, + { + "p": 0.05332258716225624, + "m": 1.0 + }, + { + "p": 0.05647231265902519, + "m": 1.0 + }, + { + "p": 0.030979635193943977, + "m": 1.0 + }, + { + "p": 0.043496496975421906, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.784907341003418, + "val_loss": 1.5621074438095093, + "acc": 43.98, + "time": 533.7969317420066, + "param": [ + { + "p": 0.06486137956380844, + "m": 1.0 + }, + { + "p": 0.01930328458547592, + "m": 1.0 + }, + { + "p": 0.07291882485151291, + "m": 1.0 + }, + { + "p": 0.05067022889852524, + "m": 1.0 + }, + { + "p": 0.038184765726327896, + "m": 1.0 + }, + { + "p": 0.05657878518104553, + "m": 1.0 + }, + { + "p": 0.02793867513537407, + "m": 1.0 + }, + { + "p": 0.0747242271900177, + "m": 1.0 + }, + { + "p": 0.07400526851415634, + "m": 1.0 + }, + { + "p": 0.06888490170240402, + "m": 1.0 + }, + { + "p": 0.0435660295188427, + "m": 1.0 + }, + { + "p": 0.04742737486958504, + "m": 1.0 + }, + { + "p": 0.09159433096647263, + "m": 1.0 + }, + { + "p": 0.03440803289413452, + "m": 1.0 + }, + { + "p": 0.06864836066961288, + "m": 1.0 + }, + { + "p": 0.0835987776517868, + "m": 1.0 + }, + { + "p": 0.03619539737701416, + "m": 1.0 + }, + { + "p": 0.046491313725709915, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.899139642715454, + "val_loss": 1.4329761266708374, + "acc": 49.91, + "time": 538.4050560360047, + "param": [ + { + "p": 0.054249268025159836, + "m": 1.0 + }, + { + "p": 0.04308021813631058, + "m": 1.0 + }, + { + "p": 0.08141306787729263, + "m": 1.0 + }, + { + "p": 0.043204907327890396, + "m": 1.0 + }, + { + "p": 0.041564904153347015, + "m": 1.0 + }, + { + "p": 0.04982771351933479, + "m": 1.0 + }, + { + "p": 0.058622486889362335, + "m": 1.0 + }, + { + "p": 0.06995391845703125, + "m": 1.0 + }, + { + "p": 0.06422453373670578, + "m": 1.0 + }, + { + "p": 0.059739165008068085, + "m": 1.0 + }, + { + "p": 0.05777939409017563, + "m": 1.0 + }, + { + "p": 0.056298840790987015, + "m": 1.0 + }, + { + "p": 0.0628320723772049, + "m": 1.0 + }, + { + "p": 0.04280821979045868, + "m": 1.0 + }, + { + "p": 0.08109740912914276, + "m": 1.0 + }, + { + "p": 0.0708136335015297, + "m": 1.0 + }, + { + "p": 0.024623587727546692, + "m": 1.0 + }, + { + "p": 0.03786666318774223, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6718640327453613, + "val_loss": 1.4114230871200562, + "acc": 51.11, + "time": 539.7705424349988, + "param": [ + { + "p": 0.07888395339250565, + "m": 1.0 + }, + { + "p": 0.03507475182414055, + "m": 1.0 + }, + { + "p": 0.07608449459075928, + "m": 1.0 + }, + { + "p": 0.09220807999372482, + "m": 1.0 + }, + { + "p": 0.03126361966133118, + "m": 1.0 + }, + { + "p": 0.04687806963920593, + "m": 1.0 + }, + { + "p": 0.08501061052083969, + "m": 1.0 + }, + { + "p": 0.06056804955005646, + "m": 1.0 + }, + { + "p": 0.09448637068271637, + "m": 1.0 + }, + { + "p": 0.0793348103761673, + "m": 1.0 + }, + { + "p": 0.027814729139208794, + "m": 1.0 + }, + { + "p": 0.035012416541576385, + "m": 1.0 + }, + { + "p": 0.06861070543527603, + "m": 1.0 + }, + { + "p": 0.022750169038772583, + "m": 1.0 + }, + { + "p": 0.022387230768799782, + "m": 1.0 + }, + { + "p": 0.10350245237350464, + "m": 1.0 + }, + { + "p": 0.03552021086215973, + "m": 1.0 + }, + { + "p": 0.00460925605148077, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6897060871124268, + "val_loss": 1.3454840183258057, + "acc": 51.97, + "time": 529.8459289570019, + "param": [ + { + "p": 0.0885682925581932, + "m": 1.0 + }, + { + "p": 0.0017823949456214905, + "m": 1.0 + }, + { + "p": 0.07256112992763519, + "m": 1.0 + }, + { + "p": 0.06442320346832275, + "m": 1.0 + }, + { + "p": 0.0016791608650237322, + "m": 1.0 + }, + { + "p": 0.03638545423746109, + "m": 1.0 + }, + { + "p": 0.06563982367515564, + "m": 1.0 + }, + { + "p": 0.09968915581703186, + "m": 1.0 + }, + { + "p": 0.05768672376871109, + "m": 1.0 + }, + { + "p": 0.08729452639818192, + "m": 1.0 + }, + { + "p": 0.06067438796162605, + "m": 1.0 + }, + { + "p": 0.05322650820016861, + "m": 1.0 + }, + { + "p": 0.07980655133724213, + "m": 1.0 + }, + { + "p": 0.032591793686151505, + "m": 1.0 + }, + { + "p": 0.0735267698764801, + "m": 1.0 + }, + { + "p": 0.0881064310669899, + "m": 1.0 + }, + { + "p": 0.010144795291125774, + "m": 1.0 + }, + { + "p": 0.026213014498353004, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8014706373214722, + "val_loss": 1.3278837203979492, + "acc": 52.42, + "time": 536.6693887239962, + "param": [ + { + "p": 0.062224775552749634, + "m": 1.0 + }, + { + "p": 0.06519024074077606, + "m": 1.0 + }, + { + "p": 0.07457903772592545, + "m": 1.0 + }, + { + "p": 0.01348390243947506, + "m": 1.0 + }, + { + "p": 0.03555027395486832, + "m": 1.0 + }, + { + "p": 0.04856402426958084, + "m": 1.0 + }, + { + "p": 0.04818619042634964, + "m": 1.0 + }, + { + "p": 0.08000339567661285, + "m": 1.0 + }, + { + "p": 0.06337171792984009, + "m": 1.0 + }, + { + "p": 0.07165834307670593, + "m": 1.0 + }, + { + "p": 0.06906472146511078, + "m": 1.0 + }, + { + "p": 0.05662459135055542, + "m": 1.0 + }, + { + "p": 0.06893565505743027, + "m": 1.0 + }, + { + "p": 0.04981903359293938, + "m": 1.0 + }, + { + "p": 0.06287740170955658, + "m": 1.0 + }, + { + "p": 0.06035800278186798, + "m": 1.0 + }, + { + "p": 0.031196875497698784, + "m": 1.0 + }, + { + "p": 0.038311753422021866, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.717672348022461, + "val_loss": 1.2757682800292969, + "acc": 53.05, + "time": 537.2731751599931, + "param": [ + { + "p": 0.06643946468830109, + "m": 1.0 + }, + { + "p": 0.025668006390333176, + "m": 1.0 + }, + { + "p": 0.07902868092060089, + "m": 1.0 + }, + { + "p": 0.06524530053138733, + "m": 1.0 + }, + { + "p": 0.029267963021993637, + "m": 1.0 + }, + { + "p": 0.050890445709228516, + "m": 1.0 + }, + { + "p": 0.06098666414618492, + "m": 1.0 + }, + { + "p": 0.055446553975343704, + "m": 1.0 + }, + { + "p": 0.06653081625699997, + "m": 1.0 + }, + { + "p": 0.05941004306077957, + "m": 1.0 + }, + { + "p": 0.0626230388879776, + "m": 1.0 + }, + { + "p": 0.06813531368970871, + "m": 1.0 + }, + { + "p": 0.08244026452302933, + "m": 1.0 + }, + { + "p": 0.034090809524059296, + "m": 1.0 + }, + { + "p": 0.04697714373469353, + "m": 1.0 + }, + { + "p": 0.04955648258328438, + "m": 1.0 + }, + { + "p": 0.045342348515987396, + "m": 1.0 + }, + { + "p": 0.05192062631249428, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4508789777755737, + "val_loss": 1.2797821760177612, + "acc": 53.39, + "time": 539.8661233299936, + "param": [ + { + "p": 0.04326360672712326, + "m": 1.0 + }, + { + "p": 0.04337843507528305, + "m": 1.0 + }, + { + "p": 0.07449669390916824, + "m": 1.0 + }, + { + "p": 0.056252963840961456, + "m": 1.0 + }, + { + "p": 0.032299283891916275, + "m": 1.0 + }, + { + "p": 0.06163046509027481, + "m": 1.0 + }, + { + "p": 0.05543902516365051, + "m": 1.0 + }, + { + "p": 0.060970406979322433, + "m": 1.0 + }, + { + "p": 0.08633719384670258, + "m": 1.0 + }, + { + "p": 0.05734332650899887, + "m": 1.0 + }, + { + "p": 0.06069093197584152, + "m": 1.0 + }, + { + "p": 0.05321580916643143, + "m": 1.0 + }, + { + "p": 0.0712956041097641, + "m": 1.0 + }, + { + "p": 0.03175815939903259, + "m": 1.0 + }, + { + "p": 0.052588511258363724, + "m": 1.0 + }, + { + "p": 0.05065218359231949, + "m": 1.0 + }, + { + "p": 0.06538219749927521, + "m": 1.0 + }, + { + "p": 0.043005045503377914, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5254287719726562, + "val_loss": 1.3017574548721313, + "acc": 54.27, + "time": 536.6251658289984, + "param": [ + { + "p": 0.08019259572029114, + "m": 1.0 + }, + { + "p": 0.039543356746435165, + "m": 1.0 + }, + { + "p": 0.06947023421525955, + "m": 1.0 + }, + { + "p": 0.06302030384540558, + "m": 1.0 + }, + { + "p": 0.04303285852074623, + "m": 1.0 + }, + { + "p": 0.06180703639984131, + "m": 1.0 + }, + { + "p": 0.031661029905080795, + "m": 1.0 + }, + { + "p": 0.05890032276511192, + "m": 1.0 + }, + { + "p": 0.0683123990893364, + "m": 1.0 + }, + { + "p": 0.05057331174612045, + "m": 1.0 + }, + { + "p": 0.08197493106126785, + "m": 1.0 + }, + { + "p": 0.037279095500707626, + "m": 1.0 + }, + { + "p": 0.07328008860349655, + "m": 1.0 + }, + { + "p": 0.030925419181585312, + "m": 1.0 + }, + { + "p": 0.056363221257925034, + "m": 1.0 + }, + { + "p": 0.06571246683597565, + "m": 1.0 + }, + { + "p": 0.04602259770035744, + "m": 1.0 + }, + { + "p": 0.04192870482802391, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6937307119369507, + "val_loss": 1.2525111436843872, + "acc": 53.98, + "time": 536.0746317380108, + "param": [ + { + "p": 0.06404630839824677, + "m": 1.0 + }, + { + "p": 0.014904996380209923, + "m": 1.0 + }, + { + "p": 0.07069682329893112, + "m": 1.0 + }, + { + "p": 0.04743266850709915, + "m": 1.0 + }, + { + "p": 0.028361469507217407, + "m": 1.0 + }, + { + "p": 0.0439775325357914, + "m": 1.0 + }, + { + "p": 0.042507100850343704, + "m": 1.0 + }, + { + "p": 0.062362030148506165, + "m": 1.0 + }, + { + "p": 0.08935628831386566, + "m": 1.0 + }, + { + "p": 0.07048258185386658, + "m": 1.0 + }, + { + "p": 0.06329330801963806, + "m": 1.0 + }, + { + "p": 0.05122971162199974, + "m": 1.0 + }, + { + "p": 0.08220867067575455, + "m": 1.0 + }, + { + "p": 0.0528733991086483, + "m": 1.0 + }, + { + "p": 0.07392856478691101, + "m": 1.0 + }, + { + "p": 0.060470324009656906, + "m": 1.0 + }, + { + "p": 0.029043959453701973, + "m": 1.0 + }, + { + "p": 0.05282427370548248, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6130863428115845, + "val_loss": 1.3300048112869263, + "acc": 54.83, + "time": 536.1383215770038, + "param": [ + { + "p": 0.05373690277338028, + "m": 1.0 + }, + { + "p": 0.03796969726681709, + "m": 1.0 + }, + { + "p": 0.08607291430234909, + "m": 1.0 + }, + { + "p": 0.06865956634283066, + "m": 1.0 + }, + { + "p": 0.04506474360823631, + "m": 1.0 + }, + { + "p": 0.028195003047585487, + "m": 1.0 + }, + { + "p": 0.04483802989125252, + "m": 1.0 + }, + { + "p": 0.07268941402435303, + "m": 1.0 + }, + { + "p": 0.06725718826055527, + "m": 1.0 + }, + { + "p": 0.05694832652807236, + "m": 1.0 + }, + { + "p": 0.08689875155687332, + "m": 1.0 + }, + { + "p": 0.05056675523519516, + "m": 1.0 + }, + { + "p": 0.059090837836265564, + "m": 1.0 + }, + { + "p": 0.012893232516944408, + "m": 1.0 + }, + { + "p": 0.06284195184707642, + "m": 1.0 + }, + { + "p": 0.08238234370946884, + "m": 1.0 + }, + { + "p": 0.04101192578673363, + "m": 1.0 + }, + { + "p": 0.04288245737552643, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5928292274475098, + "val_loss": 1.216318130493164, + "acc": 54.63, + "time": 538.7990798550018, + "param": [ + { + "p": 0.06741806119680405, + "m": 1.0 + }, + { + "p": 0.018423425033688545, + "m": 1.0 + }, + { + "p": 0.06727755814790726, + "m": 1.0 + }, + { + "p": 0.053171634674072266, + "m": 1.0 + }, + { + "p": 0.043955590575933456, + "m": 1.0 + }, + { + "p": 0.08002028614282608, + "m": 1.0 + }, + { + "p": 0.060040153563022614, + "m": 1.0 + }, + { + "p": 0.05432887375354767, + "m": 1.0 + }, + { + "p": 0.04627182334661484, + "m": 1.0 + }, + { + "p": 0.05652148276567459, + "m": 1.0 + }, + { + "p": 0.0591050386428833, + "m": 1.0 + }, + { + "p": 0.07315289229154587, + "m": 1.0 + }, + { + "p": 0.0749148428440094, + "m": 1.0 + }, + { + "p": 0.039384111762046814, + "m": 1.0 + }, + { + "p": 0.05389299988746643, + "m": 1.0 + }, + { + "p": 0.08068264275789261, + "m": 1.0 + }, + { + "p": 0.028094308450818062, + "m": 1.0 + }, + { + "p": 0.04334430769085884, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5270380973815918, + "val_loss": 1.1852867603302002, + "acc": 56.04, + "time": 531.4286518729932, + "param": [ + { + "p": 0.06708800047636032, + "m": 1.0 + }, + { + "p": 0.04173583537340164, + "m": 1.0 + }, + { + "p": 0.059736426919698715, + "m": 1.0 + }, + { + "p": 0.058094389736652374, + "m": 1.0 + }, + { + "p": 0.05903363227844238, + "m": 1.0 + }, + { + "p": 0.06785699725151062, + "m": 1.0 + }, + { + "p": 0.06078944355249405, + "m": 1.0 + }, + { + "p": 0.057115890085697174, + "m": 1.0 + }, + { + "p": 0.06228362396359444, + "m": 1.0 + }, + { + "p": 0.06214667111635208, + "m": 1.0 + }, + { + "p": 0.058834340423345566, + "m": 1.0 + }, + { + "p": 0.05248809605836868, + "m": 1.0 + }, + { + "p": 0.06008138135075569, + "m": 1.0 + }, + { + "p": 0.0515071302652359, + "m": 1.0 + }, + { + "p": 0.05431182682514191, + "m": 1.0 + }, + { + "p": 0.05657238885760307, + "m": 1.0 + }, + { + "p": 0.0374303013086319, + "m": 1.0 + }, + { + "p": 0.03289361298084259, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5611438751220703, + "val_loss": 1.2379003763198853, + "acc": 58.11, + "time": 537.1739976100071, + "param": [ + { + "p": 0.048515647649765015, + "m": 1.0 + }, + { + "p": 0.03342212364077568, + "m": 1.0 + }, + { + "p": 0.05063381791114807, + "m": 1.0 + }, + { + "p": 0.056568801403045654, + "m": 1.0 + }, + { + "p": 0.050484877079725266, + "m": 1.0 + }, + { + "p": 0.05175958573818207, + "m": 1.0 + }, + { + "p": 0.0968431606888771, + "m": 1.0 + }, + { + "p": 0.08561873435974121, + "m": 1.0 + }, + { + "p": 0.08427613973617554, + "m": 1.0 + }, + { + "p": 0.07853414118289948, + "m": 1.0 + }, + { + "p": 0.0583336241543293, + "m": 1.0 + }, + { + "p": 0.07599443942308426, + "m": 1.0 + }, + { + "p": 0.037089768797159195, + "m": 1.0 + }, + { + "p": 0.033892977982759476, + "m": 1.0 + }, + { + "p": 0.054919179528951645, + "m": 1.0 + }, + { + "p": 0.04626086726784706, + "m": 1.0 + }, + { + "p": 0.0390678234398365, + "m": 1.0 + }, + { + "p": 0.01778426766395569, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.506765365600586, + "val_loss": 1.1824681758880615, + "acc": 57.84, + "time": 541.4196508019959, + "param": [ + { + "p": 0.06162872537970543, + "m": 1.0 + }, + { + "p": 0.019972292706370354, + "m": 1.0 + }, + { + "p": 0.09116018563508987, + "m": 1.0 + }, + { + "p": 0.046611811965703964, + "m": 1.0 + }, + { + "p": 0.028920629993081093, + "m": 1.0 + }, + { + "p": 0.07763227820396423, + "m": 1.0 + }, + { + "p": 0.07028648257255554, + "m": 1.0 + }, + { + "p": 0.05130436271429062, + "m": 1.0 + }, + { + "p": 0.07318951189517975, + "m": 1.0 + }, + { + "p": 0.06267441064119339, + "m": 1.0 + }, + { + "p": 0.033425092697143555, + "m": 1.0 + }, + { + "p": 0.07596177607774734, + "m": 1.0 + }, + { + "p": 0.05126207694411278, + "m": 1.0 + }, + { + "p": 0.05636316537857056, + "m": 1.0 + }, + { + "p": 0.07587460428476334, + "m": 1.0 + }, + { + "p": 0.05457641929388046, + "m": 1.0 + }, + { + "p": 0.03928563743829727, + "m": 1.0 + }, + { + "p": 0.02987050451338291, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6264138221740723, + "val_loss": 1.254451036453247, + "acc": 57.98, + "time": 535.56400213101, + "param": [ + { + "p": 0.06054903566837311, + "m": 1.0 + }, + { + "p": 0.031207747757434845, + "m": 1.0 + }, + { + "p": 0.08099547773599625, + "m": 1.0 + }, + { + "p": 0.04153651371598244, + "m": 1.0 + }, + { + "p": 0.03014049120247364, + "m": 1.0 + }, + { + "p": 0.048995062708854675, + "m": 1.0 + }, + { + "p": 0.07156135141849518, + "m": 1.0 + }, + { + "p": 0.050913650542497635, + "m": 1.0 + }, + { + "p": 0.0514071062207222, + "m": 1.0 + }, + { + "p": 0.04787147045135498, + "m": 1.0 + }, + { + "p": 0.05180323123931885, + "m": 1.0 + }, + { + "p": 0.0783059224486351, + "m": 1.0 + }, + { + "p": 0.08297789841890335, + "m": 1.0 + }, + { + "p": 0.05797893553972244, + "m": 1.0 + }, + { + "p": 0.07960782200098038, + "m": 1.0 + }, + { + "p": 0.06091047078371048, + "m": 1.0 + }, + { + "p": 0.039852242916822433, + "m": 1.0 + }, + { + "p": 0.03338570147752762, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.603916883468628, + "val_loss": 1.309025764465332, + "acc": 56.77, + "time": 527.3221954920009, + "param": [ + { + "p": 0.06422479450702667, + "m": 1.0 + }, + { + "p": 0.04551832750439644, + "m": 1.0 + }, + { + "p": 0.05806850269436836, + "m": 1.0 + }, + { + "p": 0.0439806804060936, + "m": 1.0 + }, + { + "p": 0.0353998988866806, + "m": 1.0 + }, + { + "p": 0.07709839195013046, + "m": 1.0 + }, + { + "p": 0.048672616481781006, + "m": 1.0 + }, + { + "p": 0.07969903200864792, + "m": 1.0 + }, + { + "p": 0.07164327055215836, + "m": 1.0 + }, + { + "p": 0.06985390186309814, + "m": 1.0 + }, + { + "p": 0.0394245944917202, + "m": 1.0 + }, + { + "p": 0.07075852155685425, + "m": 1.0 + }, + { + "p": 0.07065006345510483, + "m": 1.0 + }, + { + "p": 0.02873764932155609, + "m": 1.0 + }, + { + "p": 0.05623931437730789, + "m": 1.0 + }, + { + "p": 0.07394354045391083, + "m": 1.0 + }, + { + "p": 0.025634517893195152, + "m": 1.0 + }, + { + "p": 0.040452323853969574, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.4927700757980347, + "val_loss": 1.2650936841964722, + "acc": 54.78, + "time": 537.1753276560048, + "param": [ + { + "p": 0.06553628295660019, + "m": 1.0 + }, + { + "p": 0.01169089786708355, + "m": 1.0 + }, + { + "p": 0.08016761392354965, + "m": 1.0 + }, + { + "p": 0.06312718242406845, + "m": 1.0 + }, + { + "p": 0.05245775356888771, + "m": 1.0 + }, + { + "p": 0.035955190658569336, + "m": 1.0 + }, + { + "p": 0.04185088723897934, + "m": 1.0 + }, + { + "p": 0.07212648540735245, + "m": 1.0 + }, + { + "p": 0.0820196270942688, + "m": 1.0 + }, + { + "p": 0.06454043090343475, + "m": 1.0 + }, + { + "p": 0.060464732348918915, + "m": 1.0 + }, + { + "p": 0.050829142332077026, + "m": 1.0 + }, + { + "p": 0.08331996947526932, + "m": 1.0 + }, + { + "p": 0.03305276110768318, + "m": 1.0 + }, + { + "p": 0.05687177553772926, + "m": 1.0 + }, + { + "p": 0.058575570583343506, + "m": 1.0 + }, + { + "p": 0.03682515770196915, + "m": 1.0 + }, + { + "p": 0.050588611513376236, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.651210904121399, + "val_loss": 1.1299225091934204, + "acc": 58.57, + "time": 538.3846109909937, + "param": [ + { + "p": 0.08801040053367615, + "m": 1.0 + }, + { + "p": 0.04370379447937012, + "m": 1.0 + }, + { + "p": 0.06799138337373734, + "m": 1.0 + }, + { + "p": 0.06873277574777603, + "m": 1.0 + }, + { + "p": 0.039544012397527695, + "m": 1.0 + }, + { + "p": 0.04018833488225937, + "m": 1.0 + }, + { + "p": 0.04698246344923973, + "m": 1.0 + }, + { + "p": 0.06923633813858032, + "m": 1.0 + }, + { + "p": 0.07706531137228012, + "m": 1.0 + }, + { + "p": 0.06420164555311203, + "m": 1.0 + }, + { + "p": 0.04796859622001648, + "m": 1.0 + }, + { + "p": 0.06958596408367157, + "m": 1.0 + }, + { + "p": 0.0784854143857956, + "m": 1.0 + }, + { + "p": 0.010563958436250687, + "m": 1.0 + }, + { + "p": 0.04873219504952431, + "m": 1.0 + }, + { + "p": 0.08423179388046265, + "m": 1.0 + }, + { + "p": 0.03176533058285713, + "m": 1.0 + }, + { + "p": 0.023010337725281715, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6092405319213867, + "val_loss": 1.037625789642334, + "acc": 60.09, + "time": 533.7004609660071, + "param": [ + { + "p": 0.08227475732564926, + "m": 1.0 + }, + { + "p": 0.048707760870456696, + "m": 1.0 + }, + { + "p": 0.054395273327827454, + "m": 1.0 + }, + { + "p": 0.04075705260038376, + "m": 1.0 + }, + { + "p": 0.053244102746248245, + "m": 1.0 + }, + { + "p": 0.049838852137327194, + "m": 1.0 + }, + { + "p": 0.066497802734375, + "m": 1.0 + }, + { + "p": 0.05730472877621651, + "m": 1.0 + }, + { + "p": 0.06665951758623123, + "m": 1.0 + }, + { + "p": 0.05980992689728737, + "m": 1.0 + }, + { + "p": 0.07569477707147598, + "m": 1.0 + }, + { + "p": 0.06432817876338959, + "m": 1.0 + }, + { + "p": 0.058621399104595184, + "m": 1.0 + }, + { + "p": 0.008441847749054432, + "m": 1.0 + }, + { + "p": 0.053001049906015396, + "m": 1.0 + }, + { + "p": 0.06393662095069885, + "m": 1.0 + }, + { + "p": 0.03701642528176308, + "m": 1.0 + }, + { + "p": 0.05946991592645645, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5982292890548706, + "val_loss": 1.1949785947799683, + "acc": 59.64, + "time": 536.1013652640104, + "param": [ + { + "p": 0.07436925917863846, + "m": 1.0 + }, + { + "p": 0.04081098362803459, + "m": 1.0 + }, + { + "p": 0.07000226527452469, + "m": 1.0 + }, + { + "p": 0.039181895554065704, + "m": 1.0 + }, + { + "p": 0.030843662098050117, + "m": 1.0 + }, + { + "p": 0.051915865391492844, + "m": 1.0 + }, + { + "p": 0.07848794758319855, + "m": 1.0 + }, + { + "p": 0.0729275569319725, + "m": 1.0 + }, + { + "p": 0.05714577063918114, + "m": 1.0 + }, + { + "p": 0.05047925189137459, + "m": 1.0 + }, + { + "p": 0.046411458402872086, + "m": 1.0 + }, + { + "p": 0.05723093822598457, + "m": 1.0 + }, + { + "p": 0.062169160693883896, + "m": 1.0 + }, + { + "p": 0.030468182638287544, + "m": 1.0 + }, + { + "p": 0.07537376880645752, + "m": 1.0 + }, + { + "p": 0.0637153685092926, + "m": 1.0 + }, + { + "p": 0.05380019545555115, + "m": 1.0 + }, + { + "p": 0.04466644302010536, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6144258975982666, + "val_loss": 1.1590547561645508, + "acc": 60.48, + "time": 535.3001830180001, + "param": [ + { + "p": 0.07810530066490173, + "m": 1.0 + }, + { + "p": 0.029605727642774582, + "m": 1.0 + }, + { + "p": 0.07547016441822052, + "m": 1.0 + }, + { + "p": 0.03203335776925087, + "m": 1.0 + }, + { + "p": 0.03732873499393463, + "m": 1.0 + }, + { + "p": 0.04217630624771118, + "m": 1.0 + }, + { + "p": 0.07552098482847214, + "m": 1.0 + }, + { + "p": 0.06031867116689682, + "m": 1.0 + }, + { + "p": 0.05212627351284027, + "m": 1.0 + }, + { + "p": 0.04257458820939064, + "m": 1.0 + }, + { + "p": 0.07430912554264069, + "m": 1.0 + }, + { + "p": 0.05671723932027817, + "m": 1.0 + }, + { + "p": 0.054113585501909256, + "m": 1.0 + }, + { + "p": 0.05359426885843277, + "m": 1.0 + }, + { + "p": 0.05229733884334564, + "m": 1.0 + }, + { + "p": 0.0711534395813942, + "m": 1.0 + }, + { + "p": 0.06432270258665085, + "m": 1.0 + }, + { + "p": 0.04823220521211624, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.7597399950027466, + "val_loss": 1.18425452709198, + "acc": 59.93, + "time": 538.8975813530124, + "param": [ + { + "p": 0.05411427468061447, + "m": 1.0 + }, + { + "p": 0.05055991932749748, + "m": 1.0 + }, + { + "p": 0.0495014563202858, + "m": 1.0 + }, + { + "p": 0.07076013088226318, + "m": 1.0 + }, + { + "p": 0.038101520389318466, + "m": 1.0 + }, + { + "p": 0.039919063448905945, + "m": 1.0 + }, + { + "p": 0.0707457885146141, + "m": 1.0 + }, + { + "p": 0.05400599539279938, + "m": 1.0 + }, + { + "p": 0.07982988655567169, + "m": 1.0 + }, + { + "p": 0.05675916373729706, + "m": 1.0 + }, + { + "p": 0.06416290253400803, + "m": 1.0 + }, + { + "p": 0.05394911766052246, + "m": 1.0 + }, + { + "p": 0.06460060924291611, + "m": 1.0 + }, + { + "p": 0.03796953707933426, + "m": 1.0 + }, + { + "p": 0.07125844806432724, + "m": 1.0 + }, + { + "p": 0.043572455644607544, + "m": 1.0 + }, + { + "p": 0.04586854577064514, + "m": 1.0 + }, + { + "p": 0.054321177303791046, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.602109432220459, + "val_loss": 1.1180437803268433, + "acc": 60.32, + "time": 534.1065525960003, + "param": [ + { + "p": 0.046532101929187775, + "m": 1.0 + }, + { + "p": 0.029849784448742867, + "m": 1.0 + }, + { + "p": 0.06753972172737122, + "m": 1.0 + }, + { + "p": 0.06719006597995758, + "m": 1.0 + }, + { + "p": 0.04638514295220375, + "m": 1.0 + }, + { + "p": 0.041136059910058975, + "m": 1.0 + }, + { + "p": 0.05748197063803673, + "m": 1.0 + }, + { + "p": 0.06632101535797119, + "m": 1.0 + }, + { + "p": 0.058540228754282, + "m": 1.0 + }, + { + "p": 0.059888266026973724, + "m": 1.0 + }, + { + "p": 0.07149247825145721, + "m": 1.0 + }, + { + "p": 0.06807445734739304, + "m": 1.0 + }, + { + "p": 0.06693510711193085, + "m": 1.0 + }, + { + "p": 0.049874257296323776, + "m": 1.0 + }, + { + "p": 0.04688069224357605, + "m": 1.0 + }, + { + "p": 0.06393206864595413, + "m": 1.0 + }, + { + "p": 0.044966068118810654, + "m": 1.0 + }, + { + "p": 0.04698044806718826, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4037344455718994, + "val_loss": 1.0759878158569336, + "acc": 60.15, + "time": 533.1115868509951, + "param": [ + { + "p": 0.06537981331348419, + "m": 1.0 + }, + { + "p": 0.041615623980760574, + "m": 1.0 + }, + { + "p": 0.050389256328344345, + "m": 1.0 + }, + { + "p": 0.05046931281685829, + "m": 1.0 + }, + { + "p": 0.026060346513986588, + "m": 1.0 + }, + { + "p": 0.0584452748298645, + "m": 1.0 + }, + { + "p": 0.06217298284173012, + "m": 1.0 + }, + { + "p": 0.06183917075395584, + "m": 1.0 + }, + { + "p": 0.06629198789596558, + "m": 1.0 + }, + { + "p": 0.061619240790605545, + "m": 1.0 + }, + { + "p": 0.07361903041601181, + "m": 1.0 + }, + { + "p": 0.05838136374950409, + "m": 1.0 + }, + { + "p": 0.06525973975658417, + "m": 1.0 + }, + { + "p": 0.044521965086460114, + "m": 1.0 + }, + { + "p": 0.053377848118543625, + "m": 1.0 + }, + { + "p": 0.06790739297866821, + "m": 1.0 + }, + { + "p": 0.04408414289355278, + "m": 1.0 + }, + { + "p": 0.04856538772583008, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5883800983428955, + "val_loss": 1.2210509777069092, + "acc": 61.11, + "time": 528.654873862004, + "param": [ + { + "p": 0.05811116844415665, + "m": 1.0 + }, + { + "p": 0.023592576384544373, + "m": 1.0 + }, + { + "p": 0.07739201933145523, + "m": 1.0 + }, + { + "p": 0.0337696298956871, + "m": 1.0 + }, + { + "p": 0.04956021532416344, + "m": 1.0 + }, + { + "p": 0.06884971261024475, + "m": 1.0 + }, + { + "p": 0.04560322314500809, + "m": 1.0 + }, + { + "p": 0.050846535712480545, + "m": 1.0 + }, + { + "p": 0.05307396501302719, + "m": 1.0 + }, + { + "p": 0.06933336704969406, + "m": 1.0 + }, + { + "p": 0.06352648884057999, + "m": 1.0 + }, + { + "p": 0.05781078711152077, + "m": 1.0 + }, + { + "p": 0.07831120491027832, + "m": 1.0 + }, + { + "p": 0.036552976816892624, + "m": 1.0 + }, + { + "p": 0.06727403402328491, + "m": 1.0 + }, + { + "p": 0.08647052198648453, + "m": 1.0 + }, + { + "p": 0.021314887329936028, + "m": 1.0 + }, + { + "p": 0.058606743812561035, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5649856328964233, + "val_loss": 1.1388936042785645, + "acc": 60.03, + "time": 538.8022778209997, + "param": [ + { + "p": 0.07681983709335327, + "m": 1.0 + }, + { + "p": 0.022373447194695473, + "m": 1.0 + }, + { + "p": 0.07752466201782227, + "m": 1.0 + }, + { + "p": 0.061162106692790985, + "m": 1.0 + }, + { + "p": 0.03228585049510002, + "m": 1.0 + }, + { + "p": 0.039863988757133484, + "m": 1.0 + }, + { + "p": 0.07816899567842484, + "m": 1.0 + }, + { + "p": 0.04722220078110695, + "m": 1.0 + }, + { + "p": 0.05498824641108513, + "m": 1.0 + }, + { + "p": 0.0626392811536789, + "m": 1.0 + }, + { + "p": 0.061057813465595245, + "m": 1.0 + }, + { + "p": 0.05828486755490303, + "m": 1.0 + }, + { + "p": 0.08144159615039825, + "m": 1.0 + }, + { + "p": 0.06080804765224457, + "m": 1.0 + }, + { + "p": 0.05467647314071655, + "m": 1.0 + }, + { + "p": 0.04718908667564392, + "m": 1.0 + }, + { + "p": 0.04340517893433571, + "m": 1.0 + }, + { + "p": 0.04008821025490761, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6530437469482422, + "val_loss": 1.1427761316299438, + "acc": 62.12, + "time": 536.5783869570005, + "param": [ + { + "p": 0.06228101626038551, + "m": 1.0 + }, + { + "p": 0.03889571502804756, + "m": 1.0 + }, + { + "p": 0.07439841330051422, + "m": 1.0 + }, + { + "p": 0.06699683517217636, + "m": 1.0 + }, + { + "p": 0.0338246151804924, + "m": 1.0 + }, + { + "p": 0.022928621619939804, + "m": 1.0 + }, + { + "p": 0.06641645729541779, + "m": 1.0 + }, + { + "p": 0.04685002192854881, + "m": 1.0 + }, + { + "p": 0.064792700111866, + "m": 1.0 + }, + { + "p": 0.05085066705942154, + "m": 1.0 + }, + { + "p": 0.0716547742486, + "m": 1.0 + }, + { + "p": 0.064402274787426, + "m": 1.0 + }, + { + "p": 0.06469608098268509, + "m": 1.0 + }, + { + "p": 0.03846227377653122, + "m": 1.0 + }, + { + "p": 0.06248787045478821, + "m": 1.0 + }, + { + "p": 0.06775588542222977, + "m": 1.0 + }, + { + "p": 0.04987799748778343, + "m": 1.0 + }, + { + "p": 0.05242782086133957, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.6144874095916748, + "val_loss": 0.9738087058067322, + "acc": 61.77, + "time": 358.35975204799615, + "param": [ + { + "p": 0.07817984372377396, + "m": 1.0 + }, + { + "p": 0.03517552837729454, + "m": 1.0 + }, + { + "p": 0.05848952382802963, + "m": 1.0 + }, + { + "p": 0.037174198776483536, + "m": 1.0 + }, + { + "p": 0.04181814193725586, + "m": 1.0 + }, + { + "p": 0.049259983003139496, + "m": 1.0 + }, + { + "p": 0.06752493232488632, + "m": 1.0 + }, + { + "p": 0.07196755707263947, + "m": 1.0 + }, + { + "p": 0.08045582473278046, + "m": 1.0 + }, + { + "p": 0.10146968811750412, + "m": 1.0 + }, + { + "p": 0.08638203889131546, + "m": 1.0 + }, + { + "p": 0.06692332774400711, + "m": 1.0 + }, + { + "p": 0.06999293714761734, + "m": 1.0 + }, + { + "p": 0.0035914017353206873, + "m": 1.0 + }, + { + "p": 0.053923290222883224, + "m": 1.0 + }, + { + "p": 0.0620691142976284, + "m": 1.0 + }, + { + "p": 0.025406613945961, + "m": 1.0 + }, + { + "p": 0.010196099057793617, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4440734386444092, + "val_loss": 1.0432658195495605, + "acc": 60.77, + "time": 232.8751721749868, + "param": [ + { + "p": 0.053212933242321014, + "m": 1.0 + }, + { + "p": 0.03193719685077667, + "m": 1.0 + }, + { + "p": 0.03869997337460518, + "m": 1.0 + }, + { + "p": 0.07197995483875275, + "m": 1.0 + }, + { + "p": 0.04114203900098801, + "m": 1.0 + }, + { + "p": 0.04155383259057999, + "m": 1.0 + }, + { + "p": 0.07124103605747223, + "m": 1.0 + }, + { + "p": 0.06362394988536835, + "m": 1.0 + }, + { + "p": 0.05672549083828926, + "m": 1.0 + }, + { + "p": 0.06118689104914665, + "m": 1.0 + }, + { + "p": 0.056256003677845, + "m": 1.0 + }, + { + "p": 0.07602106779813766, + "m": 1.0 + }, + { + "p": 0.06611723452806473, + "m": 1.0 + }, + { + "p": 0.055920299142599106, + "m": 1.0 + }, + { + "p": 0.053226616233587265, + "m": 1.0 + }, + { + "p": 0.054035887122154236, + "m": 1.0 + }, + { + "p": 0.04082770273089409, + "m": 1.0 + }, + { + "p": 0.06629181653261185, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5897594690322876, + "val_loss": 1.155818223953247, + "acc": 63.18, + "time": 389.8495876839879, + "param": [ + { + "p": 0.07397697865962982, + "m": 1.0 + }, + { + "p": 0.03397094085812569, + "m": 1.0 + }, + { + "p": 0.07130727916955948, + "m": 1.0 + }, + { + "p": 0.05017145723104477, + "m": 1.0 + }, + { + "p": 0.06278784573078156, + "m": 1.0 + }, + { + "p": 0.051886074244976044, + "m": 1.0 + }, + { + "p": 0.07027464359998703, + "m": 1.0 + }, + { + "p": 0.036505766212940216, + "m": 1.0 + }, + { + "p": 0.03374626487493515, + "m": 1.0 + }, + { + "p": 0.05138801410794258, + "m": 1.0 + }, + { + "p": 0.07654303312301636, + "m": 1.0 + }, + { + "p": 0.07543431222438812, + "m": 1.0 + }, + { + "p": 0.06352262943983078, + "m": 1.0 + }, + { + "p": 0.054973702877759933, + "m": 1.0 + }, + { + "p": 0.045511502772569656, + "m": 1.0 + }, + { + "p": 0.06006220355629921, + "m": 1.0 + }, + { + "p": 0.033115364611148834, + "m": 1.0 + }, + { + "p": 0.05482212081551552, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3587065935134888, + "val_loss": 1.051512360572815, + "acc": 61.82, + "time": 541.277864083997, + "param": [ + { + "p": 0.05145956948399544, + "m": 1.0 + }, + { + "p": 0.014392648823559284, + "m": 1.0 + }, + { + "p": 0.05674954503774643, + "m": 1.0 + }, + { + "p": 0.05833885073661804, + "m": 1.0 + }, + { + "p": 0.06502863019704819, + "m": 1.0 + }, + { + "p": 0.032384663820266724, + "m": 1.0 + }, + { + "p": 0.06634914875030518, + "m": 1.0 + }, + { + "p": 0.045298412442207336, + "m": 1.0 + }, + { + "p": 0.057816293090581894, + "m": 1.0 + }, + { + "p": 0.06692760437726974, + "m": 1.0 + }, + { + "p": 0.06742577999830246, + "m": 1.0 + }, + { + "p": 0.0684739500284195, + "m": 1.0 + }, + { + "p": 0.09783300757408142, + "m": 1.0 + }, + { + "p": 0.029979446902871132, + "m": 1.0 + }, + { + "p": 0.05954868346452713, + "m": 1.0 + }, + { + "p": 0.05900941789150238, + "m": 1.0 + }, + { + "p": 0.05630290508270264, + "m": 1.0 + }, + { + "p": 0.046681441366672516, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4687004089355469, + "val_loss": 1.0071197748184204, + "acc": 64.0, + "time": 525.4889101799927, + "param": [ + { + "p": 0.09329909086227417, + "m": 1.0 + }, + { + "p": 0.026612186804413795, + "m": 1.0 + }, + { + "p": 0.05880764126777649, + "m": 1.0 + }, + { + "p": 0.05479906499385834, + "m": 1.0 + }, + { + "p": 0.050245027989149094, + "m": 1.0 + }, + { + "p": 0.06427975744009018, + "m": 1.0 + }, + { + "p": 0.04669060930609703, + "m": 1.0 + }, + { + "p": 0.04177791252732277, + "m": 1.0 + }, + { + "p": 0.05209555849432945, + "m": 1.0 + }, + { + "p": 0.06279119849205017, + "m": 1.0 + }, + { + "p": 0.05162566527724266, + "m": 1.0 + }, + { + "p": 0.07302581518888474, + "m": 1.0 + }, + { + "p": 0.0775734931230545, + "m": 1.0 + }, + { + "p": 0.04485366865992546, + "m": 1.0 + }, + { + "p": 0.064448781311512, + "m": 1.0 + }, + { + "p": 0.059772711247205734, + "m": 1.0 + }, + { + "p": 0.02972584031522274, + "m": 1.0 + }, + { + "p": 0.04757603257894516, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4986076354980469, + "val_loss": 1.0369161367416382, + "acc": 63.63, + "time": 536.8712970920024, + "param": [ + { + "p": 0.05480041727423668, + "m": 1.0 + }, + { + "p": 0.039107393473386765, + "m": 1.0 + }, + { + "p": 0.06754902005195618, + "m": 1.0 + }, + { + "p": 0.0510825514793396, + "m": 1.0 + }, + { + "p": 0.04319890961050987, + "m": 1.0 + }, + { + "p": 0.055768921971321106, + "m": 1.0 + }, + { + "p": 0.059160009026527405, + "m": 1.0 + }, + { + "p": 0.08339033275842667, + "m": 1.0 + }, + { + "p": 0.046430692076683044, + "m": 1.0 + }, + { + "p": 0.08087273687124252, + "m": 1.0 + }, + { + "p": 0.07589034736156464, + "m": 1.0 + }, + { + "p": 0.047160085290670395, + "m": 1.0 + }, + { + "p": 0.05840962007641792, + "m": 1.0 + }, + { + "p": 0.04494838789105415, + "m": 1.0 + }, + { + "p": 0.03141678869724274, + "m": 1.0 + }, + { + "p": 0.0493524931371212, + "m": 1.0 + }, + { + "p": 0.04667636752128601, + "m": 1.0 + }, + { + "p": 0.06478496640920639, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3746808767318726, + "val_loss": 1.0498063564300537, + "acc": 62.87, + "time": 533.2473591229937, + "param": [ + { + "p": 0.07833629846572876, + "m": 1.0 + }, + { + "p": 0.03977346047759056, + "m": 1.0 + }, + { + "p": 0.07937765121459961, + "m": 1.0 + }, + { + "p": 0.027724187821149826, + "m": 1.0 + }, + { + "p": 0.0218369048088789, + "m": 1.0 + }, + { + "p": 0.030098723247647285, + "m": 1.0 + }, + { + "p": 0.0872035101056099, + "m": 1.0 + }, + { + "p": 0.048748455941677094, + "m": 1.0 + }, + { + "p": 0.06571416556835175, + "m": 1.0 + }, + { + "p": 0.08054129034280777, + "m": 1.0 + }, + { + "p": 0.05400226637721062, + "m": 1.0 + }, + { + "p": 0.0632869079709053, + "m": 1.0 + }, + { + "p": 0.059478309005498886, + "m": 1.0 + }, + { + "p": 0.04620308429002762, + "m": 1.0 + }, + { + "p": 0.058270763605833054, + "m": 1.0 + }, + { + "p": 0.06601736694574356, + "m": 1.0 + }, + { + "p": 0.060303330421447754, + "m": 1.0 + }, + { + "p": 0.033083319664001465, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2623507976531982, + "val_loss": 1.0385583639144897, + "acc": 63.55, + "time": 534.339993911999, + "param": [ + { + "p": 0.05937984585762024, + "m": 1.0 + }, + { + "p": 0.05045786499977112, + "m": 1.0 + }, + { + "p": 0.062236588448286057, + "m": 1.0 + }, + { + "p": 0.07357163727283478, + "m": 1.0 + }, + { + "p": 0.042684514075517654, + "m": 1.0 + }, + { + "p": 0.0566122829914093, + "m": 1.0 + }, + { + "p": 0.053544338792562485, + "m": 1.0 + }, + { + "p": 0.05589737743139267, + "m": 1.0 + }, + { + "p": 0.06814409792423248, + "m": 1.0 + }, + { + "p": 0.056719109416007996, + "m": 1.0 + }, + { + "p": 0.05749359354376793, + "m": 1.0 + }, + { + "p": 0.06766972690820694, + "m": 1.0 + }, + { + "p": 0.07237318903207779, + "m": 1.0 + }, + { + "p": 0.04217725619673729, + "m": 1.0 + }, + { + "p": 0.04824346303939819, + "m": 1.0 + }, + { + "p": 0.045975200831890106, + "m": 1.0 + }, + { + "p": 0.03736713528633118, + "m": 1.0 + }, + { + "p": 0.049452781677246094, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.387489914894104, + "val_loss": 1.0660514831542969, + "acc": 62.9, + "time": 537.0176141440024, + "param": [ + { + "p": 0.05186280980706215, + "m": 1.0 + }, + { + "p": 0.03366001322865486, + "m": 1.0 + }, + { + "p": 0.060218099504709244, + "m": 1.0 + }, + { + "p": 0.055625710636377335, + "m": 1.0 + }, + { + "p": 0.05792646110057831, + "m": 1.0 + }, + { + "p": 0.05292318016290665, + "m": 1.0 + }, + { + "p": 0.05760183185338974, + "m": 1.0 + }, + { + "p": 0.05663984641432762, + "m": 1.0 + }, + { + "p": 0.07338646054267883, + "m": 1.0 + }, + { + "p": 0.07346128672361374, + "m": 1.0 + }, + { + "p": 0.05356019735336304, + "m": 1.0 + }, + { + "p": 0.06340672075748444, + "m": 1.0 + }, + { + "p": 0.07664303481578827, + "m": 1.0 + }, + { + "p": 0.03645782917737961, + "m": 1.0 + }, + { + "p": 0.061978377401828766, + "m": 1.0 + }, + { + "p": 0.06404014676809311, + "m": 1.0 + }, + { + "p": 0.04437161982059479, + "m": 1.0 + }, + { + "p": 0.026236319914460182, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.483234167098999, + "val_loss": 1.0356115102767944, + "acc": 64.66, + "time": 538.656779271987, + "param": [ + { + "p": 0.06152370199561119, + "m": 1.0 + }, + { + "p": 0.038406774401664734, + "m": 1.0 + }, + { + "p": 0.08012531697750092, + "m": 1.0 + }, + { + "p": 0.04006672650575638, + "m": 1.0 + }, + { + "p": 0.03662857785820961, + "m": 1.0 + }, + { + "p": 0.041549619287252426, + "m": 1.0 + }, + { + "p": 0.050340455025434494, + "m": 1.0 + }, + { + "p": 0.06855077296495438, + "m": 1.0 + }, + { + "p": 0.0870889276266098, + "m": 1.0 + }, + { + "p": 0.07625550776720047, + "m": 1.0 + }, + { + "p": 0.055188532918691635, + "m": 1.0 + }, + { + "p": 0.05994759872555733, + "m": 1.0 + }, + { + "p": 0.062349334359169006, + "m": 1.0 + }, + { + "p": 0.05390008166432381, + "m": 1.0 + }, + { + "p": 0.049589239060878754, + "m": 1.0 + }, + { + "p": 0.04268355667591095, + "m": 1.0 + }, + { + "p": 0.04871378466486931, + "m": 1.0 + }, + { + "p": 0.04709148779511452, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.417412519454956, + "val_loss": 1.036229133605957, + "acc": 64.74, + "time": 537.4305480490002, + "param": [ + { + "p": 0.0815267413854599, + "m": 1.0 + }, + { + "p": 0.03702433779835701, + "m": 1.0 + }, + { + "p": 0.06627514958381653, + "m": 1.0 + }, + { + "p": 0.04808944836258888, + "m": 1.0 + }, + { + "p": 0.04822983965277672, + "m": 1.0 + }, + { + "p": 0.05186543986201286, + "m": 1.0 + }, + { + "p": 0.0607711523771286, + "m": 1.0 + }, + { + "p": 0.060036469250917435, + "m": 1.0 + }, + { + "p": 0.05101222172379494, + "m": 1.0 + }, + { + "p": 0.06220819056034088, + "m": 1.0 + }, + { + "p": 0.04791305214166641, + "m": 1.0 + }, + { + "p": 0.05413709580898285, + "m": 1.0 + }, + { + "p": 0.05846889317035675, + "m": 1.0 + }, + { + "p": 0.0552903413772583, + "m": 1.0 + }, + { + "p": 0.059307318180799484, + "m": 1.0 + }, + { + "p": 0.05984482914209366, + "m": 1.0 + }, + { + "p": 0.05268146097660065, + "m": 1.0 + }, + { + "p": 0.04531794786453247, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.21743643283844, + "val_loss": 0.9928790330886841, + "acc": 64.55, + "time": 537.9363370339997, + "param": [ + { + "p": 0.054884713143110275, + "m": 1.0 + }, + { + "p": 0.03995237499475479, + "m": 1.0 + }, + { + "p": 0.05674111843109131, + "m": 1.0 + }, + { + "p": 0.04923641309142113, + "m": 1.0 + }, + { + "p": 0.0217457078397274, + "m": 1.0 + }, + { + "p": 0.0321342907845974, + "m": 1.0 + }, + { + "p": 0.056024350225925446, + "m": 1.0 + }, + { + "p": 0.05348511412739754, + "m": 1.0 + }, + { + "p": 0.07242534309625626, + "m": 1.0 + }, + { + "p": 0.08123628795146942, + "m": 1.0 + }, + { + "p": 0.05198226869106293, + "m": 1.0 + }, + { + "p": 0.055128853768110275, + "m": 1.0 + }, + { + "p": 0.06623166054487228, + "m": 1.0 + }, + { + "p": 0.05327450856566429, + "m": 1.0 + }, + { + "p": 0.08493612706661224, + "m": 1.0 + }, + { + "p": 0.07897062599658966, + "m": 1.0 + }, + { + "p": 0.034571342170238495, + "m": 1.0 + }, + { + "p": 0.057038869708776474, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4343093633651733, + "val_loss": 1.0252904891967773, + "acc": 65.24, + "time": 534.1323113989929, + "param": [ + { + "p": 0.06892958283424377, + "m": 1.0 + }, + { + "p": 0.04295097663998604, + "m": 1.0 + }, + { + "p": 0.06178131327033043, + "m": 1.0 + }, + { + "p": 0.05456459894776344, + "m": 1.0 + }, + { + "p": 0.050309572368860245, + "m": 1.0 + }, + { + "p": 0.04857152700424194, + "m": 1.0 + }, + { + "p": 0.06097998097538948, + "m": 1.0 + }, + { + "p": 0.05445064231753349, + "m": 1.0 + }, + { + "p": 0.060371872037649155, + "m": 1.0 + }, + { + "p": 0.049106016755104065, + "m": 1.0 + }, + { + "p": 0.06902635842561722, + "m": 1.0 + }, + { + "p": 0.07401242107152939, + "m": 1.0 + }, + { + "p": 0.06093490123748779, + "m": 1.0 + }, + { + "p": 0.06004013493657112, + "m": 1.0 + }, + { + "p": 0.03929876908659935, + "m": 1.0 + }, + { + "p": 0.05179925635457039, + "m": 1.0 + }, + { + "p": 0.04441168159246445, + "m": 1.0 + }, + { + "p": 0.04846048355102539, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.429006576538086, + "val_loss": 1.0175957679748535, + "acc": 65.64, + "time": 534.8733119670069, + "param": [ + { + "p": 0.04323122277855873, + "m": 1.0 + }, + { + "p": 0.0347820445895195, + "m": 1.0 + }, + { + "p": 0.06303106993436813, + "m": 1.0 + }, + { + "p": 0.04704314097762108, + "m": 1.0 + }, + { + "p": 0.02506750077009201, + "m": 1.0 + }, + { + "p": 0.06303168833255768, + "m": 1.0 + }, + { + "p": 0.029088249430060387, + "m": 1.0 + }, + { + "p": 0.0698978528380394, + "m": 1.0 + }, + { + "p": 0.06142232567071915, + "m": 1.0 + }, + { + "p": 0.07736723124980927, + "m": 1.0 + }, + { + "p": 0.07530084997415543, + "m": 1.0 + }, + { + "p": 0.07631303369998932, + "m": 1.0 + }, + { + "p": 0.09236619621515274, + "m": 1.0 + }, + { + "p": 0.05212009325623512, + "m": 1.0 + }, + { + "p": 0.06519707292318344, + "m": 1.0 + }, + { + "p": 0.0785566046833992, + "m": 1.0 + }, + { + "p": 0.03300807997584343, + "m": 1.0 + }, + { + "p": 0.01317569613456726, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.4484456777572632, + "val_loss": 0.9828618168830872, + "acc": 65.5, + "time": 538.6874401130044, + "param": [ + { + "p": 0.07836662977933884, + "m": 1.0 + }, + { + "p": 0.02946976013481617, + "m": 1.0 + }, + { + "p": 0.06467436999082565, + "m": 1.0 + }, + { + "p": 0.04498501121997833, + "m": 1.0 + }, + { + "p": 0.04251515865325928, + "m": 1.0 + }, + { + "p": 0.0402444526553154, + "m": 1.0 + }, + { + "p": 0.0757836252450943, + "m": 1.0 + }, + { + "p": 0.0699552595615387, + "m": 1.0 + }, + { + "p": 0.0677485242486, + "m": 1.0 + }, + { + "p": 0.07477003335952759, + "m": 1.0 + }, + { + "p": 0.04453551396727562, + "m": 1.0 + }, + { + "p": 0.07244808226823807, + "m": 1.0 + }, + { + "p": 0.08529730141162872, + "m": 1.0 + }, + { + "p": 0.03376083821058273, + "m": 1.0 + }, + { + "p": 0.055955320596694946, + "m": 1.0 + }, + { + "p": 0.0493481419980526, + "m": 1.0 + }, + { + "p": 0.03403834253549576, + "m": 1.0 + }, + { + "p": 0.03610370680689812, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2642889022827148, + "val_loss": 0.9587225317955017, + "acc": 66.19, + "time": 536.803247126998, + "param": [ + { + "p": 0.05645805969834328, + "m": 1.0 + }, + { + "p": 0.04033685848116875, + "m": 1.0 + }, + { + "p": 0.06606097519397736, + "m": 1.0 + }, + { + "p": 0.05555780977010727, + "m": 1.0 + }, + { + "p": 0.048488590866327286, + "m": 1.0 + }, + { + "p": 0.03880017250776291, + "m": 1.0 + }, + { + "p": 0.04974827915430069, + "m": 1.0 + }, + { + "p": 0.037505313754081726, + "m": 1.0 + }, + { + "p": 0.07208269089460373, + "m": 1.0 + }, + { + "p": 0.0725226178765297, + "m": 1.0 + }, + { + "p": 0.06618212163448334, + "m": 1.0 + }, + { + "p": 0.07164977490901947, + "m": 1.0 + }, + { + "p": 0.07104221731424332, + "m": 1.0 + }, + { + "p": 0.03356260433793068, + "m": 1.0 + }, + { + "p": 0.0736008808016777, + "m": 1.0 + }, + { + "p": 0.055097803473472595, + "m": 1.0 + }, + { + "p": 0.05140336975455284, + "m": 1.0 + }, + { + "p": 0.03989986702799797, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.2853617668151855, + "val_loss": 1.02326238155365, + "acc": 64.8, + "time": 534.6703228350088, + "param": [ + { + "p": 0.06174107640981674, + "m": 1.0 + }, + { + "p": 0.033630505204200745, + "m": 1.0 + }, + { + "p": 0.04789615049958229, + "m": 1.0 + }, + { + "p": 0.05454461649060249, + "m": 1.0 + }, + { + "p": 0.05047100782394409, + "m": 1.0 + }, + { + "p": 0.038796935230493546, + "m": 1.0 + }, + { + "p": 0.06920643150806427, + "m": 1.0 + }, + { + "p": 0.0566071942448616, + "m": 1.0 + }, + { + "p": 0.0510106086730957, + "m": 1.0 + }, + { + "p": 0.05444379150867462, + "m": 1.0 + }, + { + "p": 0.05813587084412575, + "m": 1.0 + }, + { + "p": 0.08409086614847183, + "m": 1.0 + }, + { + "p": 0.06778242439031601, + "m": 1.0 + }, + { + "p": 0.0671147033572197, + "m": 1.0 + }, + { + "p": 0.09594161063432693, + "m": 1.0 + }, + { + "p": 0.05878926068544388, + "m": 1.0 + }, + { + "p": 0.03558629751205444, + "m": 1.0 + }, + { + "p": 0.014210628345608711, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.4771353006362915, + "val_loss": 0.9687815308570862, + "acc": 65.16, + "time": 538.0844981089904, + "param": [ + { + "p": 0.055399298667907715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07019650191068649, + "m": 1.0 + }, + { + "p": 0.03459341824054718, + "m": 1.0 + }, + { + "p": 0.06570270657539368, + "m": 1.0 + }, + { + "p": 0.051024969667196274, + "m": 1.0 + }, + { + "p": 0.053008317947387695, + "m": 1.0 + }, + { + "p": 0.08521735668182373, + "m": 1.0 + }, + { + "p": 0.07359635084867477, + "m": 1.0 + }, + { + "p": 0.09190371632575989, + "m": 1.0 + }, + { + "p": 0.07960144430398941, + "m": 1.0 + }, + { + "p": 0.05177133157849312, + "m": 1.0 + }, + { + "p": 0.07428582012653351, + "m": 1.0 + }, + { + "p": 0.07127678394317627, + "m": 1.0 + }, + { + "p": 0.0533205009996891, + "m": 1.0 + }, + { + "p": 0.033126913011074066, + "m": 1.0 + }, + { + "p": 0.035795871168375015, + "m": 1.0 + }, + { + "p": 0.020178673788905144, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4251388311386108, + "val_loss": 0.9763949513435364, + "acc": 65.64, + "time": 532.2224871329963, + "param": [ + { + "p": 0.07294709235429764, + "m": 1.0 + }, + { + "p": 0.0034798921551555395, + "m": 1.0 + }, + { + "p": 0.06312980502843857, + "m": 1.0 + }, + { + "p": 0.030686622485518456, + "m": 1.0 + }, + { + "p": 0.020807955414056778, + "m": 1.0 + }, + { + "p": 0.059708792716264725, + "m": 1.0 + }, + { + "p": 0.0824485793709755, + "m": 1.0 + }, + { + "p": 0.058004528284072876, + "m": 1.0 + }, + { + "p": 0.06747200340032578, + "m": 1.0 + }, + { + "p": 0.07962076365947723, + "m": 1.0 + }, + { + "p": 0.06420765072107315, + "m": 1.0 + }, + { + "p": 0.06488218158483505, + "m": 1.0 + }, + { + "p": 0.07352736592292786, + "m": 1.0 + }, + { + "p": 0.05985596030950546, + "m": 1.0 + }, + { + "p": 0.05516916140913963, + "m": 1.0 + }, + { + "p": 0.06792071461677551, + "m": 1.0 + }, + { + "p": 0.038874927908182144, + "m": 1.0 + }, + { + "p": 0.03725592792034149, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.388718843460083, + "val_loss": 1.007554054260254, + "acc": 66.23, + "time": 534.4770109020028, + "param": [ + { + "p": 0.05733226239681244, + "m": 1.0 + }, + { + "p": 0.03565163537859917, + "m": 1.0 + }, + { + "p": 0.06700384616851807, + "m": 1.0 + }, + { + "p": 0.04605337232351303, + "m": 1.0 + }, + { + "p": 0.047286976128816605, + "m": 1.0 + }, + { + "p": 0.04984885826706886, + "m": 1.0 + }, + { + "p": 0.0575396902859211, + "m": 1.0 + }, + { + "p": 0.06778232008218765, + "m": 1.0 + }, + { + "p": 0.04463258758187294, + "m": 1.0 + }, + { + "p": 0.08115610480308533, + "m": 1.0 + }, + { + "p": 0.0545109398663044, + "m": 1.0 + }, + { + "p": 0.06669382750988007, + "m": 1.0 + }, + { + "p": 0.0660514310002327, + "m": 1.0 + }, + { + "p": 0.04528342932462692, + "m": 1.0 + }, + { + "p": 0.0762181356549263, + "m": 1.0 + }, + { + "p": 0.0669989287853241, + "m": 1.0 + }, + { + "p": 0.03534679487347603, + "m": 1.0 + }, + { + "p": 0.03460882976651192, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3742520809173584, + "val_loss": 0.9195770025253296, + "acc": 66.52, + "time": 533.3599843699922, + "param": [ + { + "p": 0.05871305614709854, + "m": 1.0 + }, + { + "p": 0.04202073812484741, + "m": 1.0 + }, + { + "p": 0.06459204852581024, + "m": 1.0 + }, + { + "p": 0.041569359600543976, + "m": 1.0 + }, + { + "p": 0.03922224044799805, + "m": 1.0 + }, + { + "p": 0.04438207298517227, + "m": 1.0 + }, + { + "p": 0.0841546431183815, + "m": 1.0 + }, + { + "p": 0.05719903111457825, + "m": 1.0 + }, + { + "p": 0.06372064352035522, + "m": 1.0 + }, + { + "p": 0.057461827993392944, + "m": 1.0 + }, + { + "p": 0.06512733548879623, + "m": 1.0 + }, + { + "p": 0.05990219488739967, + "m": 1.0 + }, + { + "p": 0.06216801702976227, + "m": 1.0 + }, + { + "p": 0.06289392709732056, + "m": 1.0 + }, + { + "p": 0.0507919043302536, + "m": 1.0 + }, + { + "p": 0.07818552851676941, + "m": 1.0 + }, + { + "p": 0.026006488129496574, + "m": 1.0 + }, + { + "p": 0.04188890382647514, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2031863927841187, + "val_loss": 0.9760163426399231, + "acc": 66.6, + "time": 537.3624640710041, + "param": [ + { + "p": 0.09132909774780273, + "m": 1.0 + }, + { + "p": 0.0032008420675992966, + "m": 1.0 + }, + { + "p": 0.07780123502016068, + "m": 1.0 + }, + { + "p": 0.047996923327445984, + "m": 1.0 + }, + { + "p": 0.025826681405305862, + "m": 1.0 + }, + { + "p": 0.03865852952003479, + "m": 1.0 + }, + { + "p": 0.048196371644735336, + "m": 1.0 + }, + { + "p": 0.05560016259551048, + "m": 1.0 + }, + { + "p": 0.06301061809062958, + "m": 1.0 + }, + { + "p": 0.06726767122745514, + "m": 1.0 + }, + { + "p": 0.07506021857261658, + "m": 1.0 + }, + { + "p": 0.05975981801748276, + "m": 1.0 + }, + { + "p": 0.10265984386205673, + "m": 1.0 + }, + { + "p": 0.06358014792203903, + "m": 1.0 + }, + { + "p": 0.06970485299825668, + "m": 1.0 + }, + { + "p": 0.04973126947879791, + "m": 1.0 + }, + { + "p": 0.038136258721351624, + "m": 1.0 + }, + { + "p": 0.02247946709394455, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.452967643737793, + "val_loss": 1.0371707677841187, + "acc": 66.88, + "time": 535.2311015519954, + "param": [ + { + "p": 0.05877463147044182, + "m": 1.0 + }, + { + "p": 0.02738485299050808, + "m": 1.0 + }, + { + "p": 0.06627824157476425, + "m": 1.0 + }, + { + "p": 0.04482674598693848, + "m": 1.0 + }, + { + "p": 0.04112183302640915, + "m": 1.0 + }, + { + "p": 0.0714445412158966, + "m": 1.0 + }, + { + "p": 0.06372307986021042, + "m": 1.0 + }, + { + "p": 0.07429028302431107, + "m": 1.0 + }, + { + "p": 0.05912664160132408, + "m": 1.0 + }, + { + "p": 0.06603866070508957, + "m": 1.0 + }, + { + "p": 0.05660349130630493, + "m": 1.0 + }, + { + "p": 0.046183157712221146, + "m": 1.0 + }, + { + "p": 0.07234685868024826, + "m": 1.0 + }, + { + "p": 0.04095255956053734, + "m": 1.0 + }, + { + "p": 0.07713552564382553, + "m": 1.0 + }, + { + "p": 0.057603176683187485, + "m": 1.0 + }, + { + "p": 0.02203027904033661, + "m": 1.0 + }, + { + "p": 0.05413532629609108, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.4960170984268188, + "val_loss": 1.0540339946746826, + "acc": 67.6, + "time": 532.8364459410077, + "param": [ + { + "p": 0.0699559822678566, + "m": 1.0 + }, + { + "p": 0.04459555074572563, + "m": 1.0 + }, + { + "p": 0.07228464633226395, + "m": 1.0 + }, + { + "p": 0.04077919200062752, + "m": 1.0 + }, + { + "p": 0.042927633970975876, + "m": 1.0 + }, + { + "p": 0.02576972171664238, + "m": 1.0 + }, + { + "p": 0.06294862926006317, + "m": 1.0 + }, + { + "p": 0.054016511887311935, + "m": 1.0 + }, + { + "p": 0.05103253200650215, + "m": 1.0 + }, + { + "p": 0.056212056428194046, + "m": 1.0 + }, + { + "p": 0.06580289453268051, + "m": 1.0 + }, + { + "p": 0.07562216371297836, + "m": 1.0 + }, + { + "p": 0.07901835441589355, + "m": 1.0 + }, + { + "p": 0.0511806420981884, + "m": 1.0 + }, + { + "p": 0.07341465353965759, + "m": 1.0 + }, + { + "p": 0.056175775825977325, + "m": 1.0 + }, + { + "p": 0.028376080095767975, + "m": 1.0 + }, + { + "p": 0.049886997789144516, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.312941074371338, + "val_loss": 0.8776177167892456, + "acc": 67.25, + "time": 541.3921746599954, + "param": [ + { + "p": 0.06712496280670166, + "m": 1.0 + }, + { + "p": 0.05596116930246353, + "m": 1.0 + }, + { + "p": 0.05481985583901405, + "m": 1.0 + }, + { + "p": 0.056322578340768814, + "m": 1.0 + }, + { + "p": 0.04002595692873001, + "m": 1.0 + }, + { + "p": 0.030913367867469788, + "m": 1.0 + }, + { + "p": 0.04713596776127815, + "m": 1.0 + }, + { + "p": 0.047339387238025665, + "m": 1.0 + }, + { + "p": 0.07033947110176086, + "m": 1.0 + }, + { + "p": 0.059748899191617966, + "m": 1.0 + }, + { + "p": 0.07983268052339554, + "m": 1.0 + }, + { + "p": 0.0783856213092804, + "m": 1.0 + }, + { + "p": 0.05087568238377571, + "m": 1.0 + }, + { + "p": 0.0371333509683609, + "m": 1.0 + }, + { + "p": 0.05948302894830704, + "m": 1.0 + }, + { + "p": 0.05938126891851425, + "m": 1.0 + }, + { + "p": 0.062244512140750885, + "m": 1.0 + }, + { + "p": 0.04293231666088104, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5074372291564941, + "val_loss": 1.0450526475906372, + "acc": 66.21, + "time": 540.588258179996, + "param": [ + { + "p": 0.05290108174085617, + "m": 1.0 + }, + { + "p": 0.04432999715209007, + "m": 1.0 + }, + { + "p": 0.06280794739723206, + "m": 1.0 + }, + { + "p": 0.055690452456474304, + "m": 1.0 + }, + { + "p": 0.055374398827552795, + "m": 1.0 + }, + { + "p": 0.0704403668642044, + "m": 1.0 + }, + { + "p": 0.05556986853480339, + "m": 1.0 + }, + { + "p": 0.054950322955846786, + "m": 1.0 + }, + { + "p": 0.052759960293769836, + "m": 1.0 + }, + { + "p": 0.05234072729945183, + "m": 1.0 + }, + { + "p": 0.061564650386571884, + "m": 1.0 + }, + { + "p": 0.05573499947786331, + "m": 1.0 + }, + { + "p": 0.07777063548564911, + "m": 1.0 + }, + { + "p": 0.05219227820634842, + "m": 1.0 + }, + { + "p": 0.062359727919101715, + "m": 1.0 + }, + { + "p": 0.06663192063570023, + "m": 1.0 + }, + { + "p": 0.020893193781375885, + "m": 1.0 + }, + { + "p": 0.045687485486269, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2449928522109985, + "val_loss": 0.9290234446525574, + "acc": 67.21, + "time": 536.1358301889995, + "param": [ + { + "p": 0.06316665560007095, + "m": 1.0 + }, + { + "p": 0.0660884827375412, + "m": 1.0 + }, + { + "p": 0.061919670552015305, + "m": 1.0 + }, + { + "p": 0.03987507522106171, + "m": 1.0 + }, + { + "p": 0.02627333253622055, + "m": 1.0 + }, + { + "p": 0.045941174030303955, + "m": 1.0 + }, + { + "p": 0.05236690118908882, + "m": 1.0 + }, + { + "p": 0.0642961636185646, + "m": 1.0 + }, + { + "p": 0.06738617271184921, + "m": 1.0 + }, + { + "p": 0.07295727729797363, + "m": 1.0 + }, + { + "p": 0.06415686011314392, + "m": 1.0 + }, + { + "p": 0.04998660087585449, + "m": 1.0 + }, + { + "p": 0.057408176362514496, + "m": 1.0 + }, + { + "p": 0.05927428603172302, + "m": 1.0 + }, + { + "p": 0.06296557188034058, + "m": 1.0 + }, + { + "p": 0.06172110512852669, + "m": 1.0 + }, + { + "p": 0.054077520966529846, + "m": 1.0 + }, + { + "p": 0.03013903833925724, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2847152948379517, + "val_loss": 0.9600569605827332, + "acc": 67.45, + "time": 535.6939513369871, + "param": [ + { + "p": 0.0771685391664505, + "m": 1.0 + }, + { + "p": 0.04381655529141426, + "m": 1.0 + }, + { + "p": 0.05583824962377548, + "m": 1.0 + }, + { + "p": 0.06476845592260361, + "m": 1.0 + }, + { + "p": 0.04978218302130699, + "m": 1.0 + }, + { + "p": 0.06031550467014313, + "m": 1.0 + }, + { + "p": 0.06056772172451019, + "m": 1.0 + }, + { + "p": 0.0666586384177208, + "m": 1.0 + }, + { + "p": 0.04865895211696625, + "m": 1.0 + }, + { + "p": 0.05588661506772041, + "m": 1.0 + }, + { + "p": 0.06670787930488586, + "m": 1.0 + }, + { + "p": 0.051999591290950775, + "m": 1.0 + }, + { + "p": 0.09378177672624588, + "m": 1.0 + }, + { + "p": 0.03495406731963158, + "m": 1.0 + }, + { + "p": 0.05898984149098396, + "m": 1.0 + }, + { + "p": 0.05707520246505737, + "m": 1.0 + }, + { + "p": 0.02377917431294918, + "m": 1.0 + }, + { + "p": 0.02925102412700653, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3171414136886597, + "val_loss": 1.0343774557113647, + "acc": 66.56, + "time": 539.6948110020021, + "param": [ + { + "p": 0.06254776567220688, + "m": 1.0 + }, + { + "p": 0.0338578000664711, + "m": 1.0 + }, + { + "p": 0.06441444158554077, + "m": 1.0 + }, + { + "p": 0.036658454686403275, + "m": 1.0 + }, + { + "p": 0.009428451769053936, + "m": 1.0 + }, + { + "p": 0.022814113646745682, + "m": 1.0 + }, + { + "p": 0.04851425439119339, + "m": 1.0 + }, + { + "p": 0.07097721844911575, + "m": 1.0 + }, + { + "p": 0.06257624179124832, + "m": 1.0 + }, + { + "p": 0.0785871297121048, + "m": 1.0 + }, + { + "p": 0.059377554804086685, + "m": 1.0 + }, + { + "p": 0.0781460702419281, + "m": 1.0 + }, + { + "p": 0.06973937898874283, + "m": 1.0 + }, + { + "p": 0.057106006890535355, + "m": 1.0 + }, + { + "p": 0.0687270388007164, + "m": 1.0 + }, + { + "p": 0.043770406395196915, + "m": 1.0 + }, + { + "p": 0.07038407027721405, + "m": 1.0 + }, + { + "p": 0.06237363442778587, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.5295255184173584, + "val_loss": 1.0322741270065308, + "acc": 67.73, + "time": 537.2614359439904, + "param": [ + { + "p": 0.06631939113140106, + "m": 1.0 + }, + { + "p": 0.029591552913188934, + "m": 1.0 + }, + { + "p": 0.03955356404185295, + "m": 1.0 + }, + { + "p": 0.045299142599105835, + "m": 1.0 + }, + { + "p": 0.03838471323251724, + "m": 1.0 + }, + { + "p": 0.04064216837286949, + "m": 1.0 + }, + { + "p": 0.055394504219293594, + "m": 1.0 + }, + { + "p": 0.056704312562942505, + "m": 1.0 + }, + { + "p": 0.07573135197162628, + "m": 1.0 + }, + { + "p": 0.06778572499752045, + "m": 1.0 + }, + { + "p": 0.061153121292591095, + "m": 1.0 + }, + { + "p": 0.07243963330984116, + "m": 1.0 + }, + { + "p": 0.05801594629883766, + "m": 1.0 + }, + { + "p": 0.05419912189245224, + "m": 1.0 + }, + { + "p": 0.04370740056037903, + "m": 1.0 + }, + { + "p": 0.07641111314296722, + "m": 1.0 + }, + { + "p": 0.049127183854579926, + "m": 1.0 + }, + { + "p": 0.06954003125429153, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.49612295627594, + "val_loss": 0.9125652313232422, + "acc": 66.28, + "time": 530.7954626470018, + "param": [ + { + "p": 0.07772359251976013, + "m": 1.0 + }, + { + "p": 0.009310073219239712, + "m": 1.0 + }, + { + "p": 0.07048274576663971, + "m": 1.0 + }, + { + "p": 0.05950983241200447, + "m": 1.0 + }, + { + "p": 0.03641723096370697, + "m": 1.0 + }, + { + "p": 0.02584632858633995, + "m": 1.0 + }, + { + "p": 0.07099663466215134, + "m": 1.0 + }, + { + "p": 0.035151220858097076, + "m": 1.0 + }, + { + "p": 0.07275300472974777, + "m": 1.0 + }, + { + "p": 0.04904042184352875, + "m": 1.0 + }, + { + "p": 0.07447949796915054, + "m": 1.0 + }, + { + "p": 0.07613196223974228, + "m": 1.0 + }, + { + "p": 0.06592819839715958, + "m": 1.0 + }, + { + "p": 0.04592369869351387, + "m": 1.0 + }, + { + "p": 0.08075790852308273, + "m": 1.0 + }, + { + "p": 0.09235658496618271, + "m": 1.0 + }, + { + "p": 0.015374203212559223, + "m": 1.0 + }, + { + "p": 0.04181695356965065, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5363231897354126, + "val_loss": 0.8977593183517456, + "acc": 67.84, + "time": 537.8366228379891, + "param": [ + { + "p": 0.05018152669072151, + "m": 1.0 + }, + { + "p": 0.03700489550828934, + "m": 1.0 + }, + { + "p": 0.05510585755109787, + "m": 1.0 + }, + { + "p": 0.06412739306688309, + "m": 1.0 + }, + { + "p": 0.054608363658189774, + "m": 1.0 + }, + { + "p": 0.05030995234847069, + "m": 1.0 + }, + { + "p": 0.05607513338327408, + "m": 1.0 + }, + { + "p": 0.05993223562836647, + "m": 1.0 + }, + { + "p": 0.04986829683184624, + "m": 1.0 + }, + { + "p": 0.0619136281311512, + "m": 1.0 + }, + { + "p": 0.06589562445878983, + "m": 1.0 + }, + { + "p": 0.05973972752690315, + "m": 1.0 + }, + { + "p": 0.05833696946501732, + "m": 1.0 + }, + { + "p": 0.06466517597436905, + "m": 1.0 + }, + { + "p": 0.07430442422628403, + "m": 1.0 + }, + { + "p": 0.05423561856150627, + "m": 1.0 + }, + { + "p": 0.054003845900297165, + "m": 1.0 + }, + { + "p": 0.029691388830542564, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2910102605819702, + "val_loss": 0.8780133128166199, + "acc": 68.16, + "time": 530.5576745580038, + "param": [ + { + "p": 0.06702182441949844, + "m": 1.0 + }, + { + "p": 0.05432344973087311, + "m": 1.0 + }, + { + "p": 0.03611847013235092, + "m": 1.0 + }, + { + "p": 0.05666962265968323, + "m": 1.0 + }, + { + "p": 0.044601984322071075, + "m": 1.0 + }, + { + "p": 0.04965493455529213, + "m": 1.0 + }, + { + "p": 0.049087394028902054, + "m": 1.0 + }, + { + "p": 0.06305383890867233, + "m": 1.0 + }, + { + "p": 0.05858319625258446, + "m": 1.0 + }, + { + "p": 0.060870200395584106, + "m": 1.0 + }, + { + "p": 0.07425341755151749, + "m": 1.0 + }, + { + "p": 0.0557701513171196, + "m": 1.0 + }, + { + "p": 0.07087337225675583, + "m": 1.0 + }, + { + "p": 0.05778932198882103, + "m": 1.0 + }, + { + "p": 0.07501672953367233, + "m": 1.0 + }, + { + "p": 0.07512813061475754, + "m": 1.0 + }, + { + "p": 0.030133666470646858, + "m": 1.0 + }, + { + "p": 0.021050387993454933, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.312551736831665, + "val_loss": 0.9328472018241882, + "acc": 68.2, + "time": 537.3956400409952, + "param": [ + { + "p": 0.03599277511239052, + "m": 1.0 + }, + { + "p": 0.046407051384449005, + "m": 1.0 + }, + { + "p": 0.05596466362476349, + "m": 1.0 + }, + { + "p": 0.046201616525650024, + "m": 1.0 + }, + { + "p": 0.06451516598463058, + "m": 1.0 + }, + { + "p": 0.0586797259747982, + "m": 1.0 + }, + { + "p": 0.07012348622083664, + "m": 1.0 + }, + { + "p": 0.0920972153544426, + "m": 1.0 + }, + { + "p": 0.07263055443763733, + "m": 1.0 + }, + { + "p": 0.045779578387737274, + "m": 1.0 + }, + { + "p": 0.06133008375763893, + "m": 1.0 + }, + { + "p": 0.06780949234962463, + "m": 1.0 + }, + { + "p": 0.0833391398191452, + "m": 1.0 + }, + { + "p": 0.033548176288604736, + "m": 1.0 + }, + { + "p": 0.05199545994400978, + "m": 1.0 + }, + { + "p": 0.05903635546565056, + "m": 1.0 + }, + { + "p": 0.014965611509978771, + "m": 1.0 + }, + { + "p": 0.03958390653133392, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1212881803512573, + "val_loss": 1.0152168273925781, + "acc": 68.92, + "time": 536.1856970180088, + "param": [ + { + "p": 0.0684843361377716, + "m": 1.0 + }, + { + "p": 0.01832192949950695, + "m": 1.0 + }, + { + "p": 0.0731160119175911, + "m": 1.0 + }, + { + "p": 0.054501645267009735, + "m": 1.0 + }, + { + "p": 0.04385628551244736, + "m": 1.0 + }, + { + "p": 0.0412353090941906, + "m": 1.0 + }, + { + "p": 0.05078674107789993, + "m": 1.0 + }, + { + "p": 0.04165300354361534, + "m": 1.0 + }, + { + "p": 0.0512743704020977, + "m": 1.0 + }, + { + "p": 0.06945887207984924, + "m": 1.0 + }, + { + "p": 0.06973063200712204, + "m": 1.0 + }, + { + "p": 0.044227659702301025, + "m": 1.0 + }, + { + "p": 0.06503897160291672, + "m": 1.0 + }, + { + "p": 0.06543207168579102, + "m": 1.0 + }, + { + "p": 0.06668844074010849, + "m": 1.0 + }, + { + "p": 0.08025495707988739, + "m": 1.0 + }, + { + "p": 0.04868480563163757, + "m": 1.0 + }, + { + "p": 0.047253869473934174, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2932555675506592, + "val_loss": 0.9581560492515564, + "acc": 68.58, + "time": 535.7815843709977, + "param": [ + { + "p": 0.0896499752998352, + "m": 1.0 + }, + { + "p": 0.044561997056007385, + "m": 1.0 + }, + { + "p": 0.06209240108728409, + "m": 1.0 + }, + { + "p": 0.0596422515809536, + "m": 1.0 + }, + { + "p": 0.03528483584523201, + "m": 1.0 + }, + { + "p": 0.02882041223347187, + "m": 1.0 + }, + { + "p": 0.06897050142288208, + "m": 1.0 + }, + { + "p": 0.06714576482772827, + "m": 1.0 + }, + { + "p": 0.0505177266895771, + "m": 1.0 + }, + { + "p": 0.05350939929485321, + "m": 1.0 + }, + { + "p": 0.061543744057416916, + "m": 1.0 + }, + { + "p": 0.06685402244329453, + "m": 1.0 + }, + { + "p": 0.07640683650970459, + "m": 1.0 + }, + { + "p": 0.02590470388531685, + "m": 1.0 + }, + { + "p": 0.053420089185237885, + "m": 1.0 + }, + { + "p": 0.06410665810108185, + "m": 1.0 + }, + { + "p": 0.0453275702893734, + "m": 1.0 + }, + { + "p": 0.046241000294685364, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.3465723991394043, + "val_loss": 0.9259754419326782, + "acc": 68.34, + "time": 537.6335997639981, + "param": [ + { + "p": 0.08402284979820251, + "m": 1.0 + }, + { + "p": 0.022785579785704613, + "m": 1.0 + }, + { + "p": 0.05844702944159508, + "m": 1.0 + }, + { + "p": 0.03463136404752731, + "m": 1.0 + }, + { + "p": 0.03629285842180252, + "m": 1.0 + }, + { + "p": 0.04953508451581001, + "m": 1.0 + }, + { + "p": 0.06382149457931519, + "m": 1.0 + }, + { + "p": 0.07283284515142441, + "m": 1.0 + }, + { + "p": 0.052319224923849106, + "m": 1.0 + }, + { + "p": 0.05930004268884659, + "m": 1.0 + }, + { + "p": 0.056886717677116394, + "m": 1.0 + }, + { + "p": 0.06718485802412033, + "m": 1.0 + }, + { + "p": 0.08001507073640823, + "m": 1.0 + }, + { + "p": 0.04258288815617561, + "m": 1.0 + }, + { + "p": 0.05061060190200806, + "m": 1.0 + }, + { + "p": 0.0653272494673729, + "m": 1.0 + }, + { + "p": 0.06455216556787491, + "m": 1.0 + }, + { + "p": 0.03885208070278168, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4399709701538086, + "val_loss": 0.8797186017036438, + "acc": 68.55, + "time": 382.9220736030111, + "param": [ + { + "p": 0.07538812607526779, + "m": 1.0 + }, + { + "p": 0.060447923839092255, + "m": 1.0 + }, + { + "p": 0.06913043558597565, + "m": 1.0 + }, + { + "p": 0.03772440925240517, + "m": 1.0 + }, + { + "p": 0.05016935244202614, + "m": 1.0 + }, + { + "p": 0.04791231080889702, + "m": 1.0 + }, + { + "p": 0.05070014297962189, + "m": 1.0 + }, + { + "p": 0.07450508326292038, + "m": 1.0 + }, + { + "p": 0.06251084059476852, + "m": 1.0 + }, + { + "p": 0.05510863661766052, + "m": 1.0 + }, + { + "p": 0.037492379546165466, + "m": 1.0 + }, + { + "p": 0.08154135942459106, + "m": 1.0 + }, + { + "p": 0.06503017991781235, + "m": 1.0 + }, + { + "p": 0.015735585242509842, + "m": 1.0 + }, + { + "p": 0.07011060416698456, + "m": 1.0 + }, + { + "p": 0.0633239671587944, + "m": 1.0 + }, + { + "p": 0.044359251856803894, + "m": 1.0 + }, + { + "p": 0.038809388875961304, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.349310278892517, + "val_loss": 0.9158676266670227, + "acc": 68.67, + "time": 230.18925042400951, + "param": [ + { + "p": 0.06460826098918915, + "m": 1.0 + }, + { + "p": 0.04521716386079788, + "m": 1.0 + }, + { + "p": 0.05688801407814026, + "m": 1.0 + }, + { + "p": 0.05830875411629677, + "m": 1.0 + }, + { + "p": 0.04062112048268318, + "m": 1.0 + }, + { + "p": 0.06544223427772522, + "m": 1.0 + }, + { + "p": 0.045070718973875046, + "m": 1.0 + }, + { + "p": 0.056346576660871506, + "m": 1.0 + }, + { + "p": 0.07286669313907623, + "m": 1.0 + }, + { + "p": 0.0511418953537941, + "m": 1.0 + }, + { + "p": 0.059474438428878784, + "m": 1.0 + }, + { + "p": 0.044794656336307526, + "m": 1.0 + }, + { + "p": 0.06414688378572464, + "m": 1.0 + }, + { + "p": 0.048023127019405365, + "m": 1.0 + }, + { + "p": 0.06379067152738571, + "m": 1.0 + }, + { + "p": 0.06455276161432266, + "m": 1.0 + }, + { + "p": 0.053298987448215485, + "m": 1.0 + }, + { + "p": 0.045407142490148544, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3784698247909546, + "val_loss": 0.888470470905304, + "acc": 68.71, + "time": 415.5041456889885, + "param": [ + { + "p": 0.08424936980009079, + "m": 1.0 + }, + { + "p": 0.02840976044535637, + "m": 1.0 + }, + { + "p": 0.06651224195957184, + "m": 1.0 + }, + { + "p": 0.04456893727183342, + "m": 1.0 + }, + { + "p": 0.06773170828819275, + "m": 1.0 + }, + { + "p": 0.05849061161279678, + "m": 1.0 + }, + { + "p": 0.057255614548921585, + "m": 1.0 + }, + { + "p": 0.033664267510175705, + "m": 1.0 + }, + { + "p": 0.06209444999694824, + "m": 1.0 + }, + { + "p": 0.049949537962675095, + "m": 1.0 + }, + { + "p": 0.05038328468799591, + "m": 1.0 + }, + { + "p": 0.08041968196630478, + "m": 1.0 + }, + { + "p": 0.06286804378032684, + "m": 1.0 + }, + { + "p": 0.04228205606341362, + "m": 1.0 + }, + { + "p": 0.06545032560825348, + "m": 1.0 + }, + { + "p": 0.07634580880403519, + "m": 1.0 + }, + { + "p": 0.044955749064683914, + "m": 1.0 + }, + { + "p": 0.024368613958358765, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.5271880626678467, + "val_loss": 0.9141408205032349, + "acc": 69.31, + "time": 533.5580665809975, + "param": [ + { + "p": 0.062952920794487, + "m": 1.0 + }, + { + "p": 0.045913130044937134, + "m": 1.0 + }, + { + "p": 0.0458771213889122, + "m": 1.0 + }, + { + "p": 0.044708553701639175, + "m": 1.0 + }, + { + "p": 0.07606542855501175, + "m": 1.0 + }, + { + "p": 0.056660279631614685, + "m": 1.0 + }, + { + "p": 0.07378409802913666, + "m": 1.0 + }, + { + "p": 0.058147769421339035, + "m": 1.0 + }, + { + "p": 0.07081802189350128, + "m": 1.0 + }, + { + "p": 0.05824888497591019, + "m": 1.0 + }, + { + "p": 0.04863206669688225, + "m": 1.0 + }, + { + "p": 0.05856592580676079, + "m": 1.0 + }, + { + "p": 0.08508916199207306, + "m": 1.0 + }, + { + "p": 0.019253524020314217, + "m": 1.0 + }, + { + "p": 0.07170755416154861, + "m": 1.0 + }, + { + "p": 0.07006682455539703, + "m": 1.0 + }, + { + "p": 0.008816521614789963, + "m": 1.0 + }, + { + "p": 0.044692251831293106, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0727277994155884, + "val_loss": 0.8373578190803528, + "acc": 69.12, + "time": 534.6662783570064, + "param": [ + { + "p": 0.0531519390642643, + "m": 1.0 + }, + { + "p": 0.050506480038166046, + "m": 1.0 + }, + { + "p": 0.06170158088207245, + "m": 1.0 + }, + { + "p": 0.04433067888021469, + "m": 1.0 + }, + { + "p": 0.044410161674022675, + "m": 1.0 + }, + { + "p": 0.061150502413511276, + "m": 1.0 + }, + { + "p": 0.05277685448527336, + "m": 1.0 + }, + { + "p": 0.05409811809659004, + "m": 1.0 + }, + { + "p": 0.053880974650382996, + "m": 1.0 + }, + { + "p": 0.06718480587005615, + "m": 1.0 + }, + { + "p": 0.04436548054218292, + "m": 1.0 + }, + { + "p": 0.0753708928823471, + "m": 1.0 + }, + { + "p": 0.05958094075322151, + "m": 1.0 + }, + { + "p": 0.05261695012450218, + "m": 1.0 + }, + { + "p": 0.06996116042137146, + "m": 1.0 + }, + { + "p": 0.06452101469039917, + "m": 1.0 + }, + { + "p": 0.03296305611729622, + "m": 1.0 + }, + { + "p": 0.05742841213941574, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.247469425201416, + "val_loss": 0.8698362112045288, + "acc": 68.07, + "time": 536.2590931489976, + "param": [ + { + "p": 0.04082981124520302, + "m": 1.0 + }, + { + "p": 0.053769443184137344, + "m": 1.0 + }, + { + "p": 0.039932798594236374, + "m": 1.0 + }, + { + "p": 0.03310082480311394, + "m": 1.0 + }, + { + "p": 0.06318233162164688, + "m": 1.0 + }, + { + "p": 0.07357712835073471, + "m": 1.0 + }, + { + "p": 0.07079114764928818, + "m": 1.0 + }, + { + "p": 0.040726032108068466, + "m": 1.0 + }, + { + "p": 0.05620204284787178, + "m": 1.0 + }, + { + "p": 0.06413505971431732, + "m": 1.0 + }, + { + "p": 0.05973302200436592, + "m": 1.0 + }, + { + "p": 0.062498997896909714, + "m": 1.0 + }, + { + "p": 0.08429140597581863, + "m": 1.0 + }, + { + "p": 0.058927398175001144, + "m": 1.0 + }, + { + "p": 0.03178972378373146, + "m": 1.0 + }, + { + "p": 0.08366681635379791, + "m": 1.0 + }, + { + "p": 0.04210600256919861, + "m": 1.0 + }, + { + "p": 0.040739983320236206, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2819366455078125, + "val_loss": 0.8869246244430542, + "acc": 69.27, + "time": 531.533442888991, + "param": [ + { + "p": 0.04834406450390816, + "m": 1.0 + }, + { + "p": 0.04267420247197151, + "m": 1.0 + }, + { + "p": 0.06017327308654785, + "m": 1.0 + }, + { + "p": 0.047276370227336884, + "m": 1.0 + }, + { + "p": 0.04502234607934952, + "m": 1.0 + }, + { + "p": 0.05744728818535805, + "m": 1.0 + }, + { + "p": 0.06141453981399536, + "m": 1.0 + }, + { + "p": 0.04916350543498993, + "m": 1.0 + }, + { + "p": 0.05723600089550018, + "m": 1.0 + }, + { + "p": 0.056506261229515076, + "m": 1.0 + }, + { + "p": 0.06265208125114441, + "m": 1.0 + }, + { + "p": 0.06454359740018845, + "m": 1.0 + }, + { + "p": 0.06763184070587158, + "m": 1.0 + }, + { + "p": 0.0555749237537384, + "m": 1.0 + }, + { + "p": 0.0759064257144928, + "m": 1.0 + }, + { + "p": 0.0636662095785141, + "m": 1.0 + }, + { + "p": 0.04342856630682945, + "m": 1.0 + }, + { + "p": 0.04133850708603859, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.4002654552459717, + "val_loss": 0.8710498213768005, + "acc": 68.82, + "time": 535.6948535859992, + "param": [ + { + "p": 0.06067822873592377, + "m": 1.0 + }, + { + "p": 0.057270344346761703, + "m": 1.0 + }, + { + "p": 0.06382107734680176, + "m": 1.0 + }, + { + "p": 0.06271824240684509, + "m": 1.0 + }, + { + "p": 0.0368633009493351, + "m": 1.0 + }, + { + "p": 0.038051094859838486, + "m": 1.0 + }, + { + "p": 0.07738284766674042, + "m": 1.0 + }, + { + "p": 0.04248607158660889, + "m": 1.0 + }, + { + "p": 0.06078766658902168, + "m": 1.0 + }, + { + "p": 0.0669565200805664, + "m": 1.0 + }, + { + "p": 0.04786152020096779, + "m": 1.0 + }, + { + "p": 0.06391949206590652, + "m": 1.0 + }, + { + "p": 0.06492168456315994, + "m": 1.0 + }, + { + "p": 0.037289008498191833, + "m": 1.0 + }, + { + "p": 0.059960827231407166, + "m": 1.0 + }, + { + "p": 0.0671253353357315, + "m": 1.0 + }, + { + "p": 0.04257727041840553, + "m": 1.0 + }, + { + "p": 0.04932943731546402, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.1682676076889038, + "val_loss": 0.8407421112060547, + "acc": 69.89, + "time": 528.2199145110062, + "param": [ + { + "p": 0.08266911655664444, + "m": 1.0 + }, + { + "p": 0.012002500705420971, + "m": 1.0 + }, + { + "p": 0.07134158909320831, + "m": 1.0 + }, + { + "p": 0.044399648904800415, + "m": 1.0 + }, + { + "p": 0.035192154347896576, + "m": 1.0 + }, + { + "p": 0.046746138483285904, + "m": 1.0 + }, + { + "p": 0.04655758664011955, + "m": 1.0 + }, + { + "p": 0.04516821354627609, + "m": 1.0 + }, + { + "p": 0.06790284067392349, + "m": 1.0 + }, + { + "p": 0.06605451554059982, + "m": 1.0 + }, + { + "p": 0.07798980921506882, + "m": 1.0 + }, + { + "p": 0.06685541570186615, + "m": 1.0 + }, + { + "p": 0.0727933794260025, + "m": 1.0 + }, + { + "p": 0.04143347591161728, + "m": 1.0 + }, + { + "p": 0.06591188162565231, + "m": 1.0 + }, + { + "p": 0.0733826532959938, + "m": 1.0 + }, + { + "p": 0.05480825528502464, + "m": 1.0 + }, + { + "p": 0.028790682554244995, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4022585153579712, + "val_loss": 0.8025459051132202, + "acc": 69.18, + "time": 534.4162729189993, + "param": [ + { + "p": 0.059828273952007294, + "m": 1.0 + }, + { + "p": 0.016316257417201996, + "m": 1.0 + }, + { + "p": 0.06827346980571747, + "m": 1.0 + }, + { + "p": 0.03478674218058586, + "m": 1.0 + }, + { + "p": 0.035762984305620193, + "m": 1.0 + }, + { + "p": 0.049833618104457855, + "m": 1.0 + }, + { + "p": 0.045723382383584976, + "m": 1.0 + }, + { + "p": 0.04456618055701256, + "m": 1.0 + }, + { + "p": 0.07240752875804901, + "m": 1.0 + }, + { + "p": 0.06720277667045593, + "m": 1.0 + }, + { + "p": 0.07427894324064255, + "m": 1.0 + }, + { + "p": 0.08196895569562912, + "m": 1.0 + }, + { + "p": 0.07204397022724152, + "m": 1.0 + }, + { + "p": 0.05757317692041397, + "m": 1.0 + }, + { + "p": 0.0767795667052269, + "m": 1.0 + }, + { + "p": 0.08414165675640106, + "m": 1.0 + }, + { + "p": 0.026558972895145416, + "m": 1.0 + }, + { + "p": 0.031953517347574234, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1048654317855835, + "val_loss": 0.9465396404266357, + "acc": 69.84, + "time": 533.5099928580021, + "param": [ + { + "p": 0.08137233555316925, + "m": 1.0 + }, + { + "p": 0.05198994278907776, + "m": 1.0 + }, + { + "p": 0.061056483536958694, + "m": 1.0 + }, + { + "p": 0.04770997539162636, + "m": 1.0 + }, + { + "p": 0.05698017030954361, + "m": 1.0 + }, + { + "p": 0.03506080061197281, + "m": 1.0 + }, + { + "p": 0.04363246634602547, + "m": 1.0 + }, + { + "p": 0.05629339441657066, + "m": 1.0 + }, + { + "p": 0.0569300539791584, + "m": 1.0 + }, + { + "p": 0.07666656374931335, + "m": 1.0 + }, + { + "p": 0.057517822831869125, + "m": 1.0 + }, + { + "p": 0.06431502103805542, + "m": 1.0 + }, + { + "p": 0.06306232511997223, + "m": 1.0 + }, + { + "p": 0.025890197604894638, + "m": 1.0 + }, + { + "p": 0.048799555748701096, + "m": 1.0 + }, + { + "p": 0.07907651364803314, + "m": 1.0 + }, + { + "p": 0.04815292730927467, + "m": 1.0 + }, + { + "p": 0.04549338296055794, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.1474554538726807, + "val_loss": 1.0293835401535034, + "acc": 70.5, + "time": 543.085173059997, + "param": [ + { + "p": 0.052370112389326096, + "m": 1.0 + }, + { + "p": 0.039183393120765686, + "m": 1.0 + }, + { + "p": 0.06462379544973373, + "m": 1.0 + }, + { + "p": 0.06208572909235954, + "m": 1.0 + }, + { + "p": 0.03990739583969116, + "m": 1.0 + }, + { + "p": 0.03870008885860443, + "m": 1.0 + }, + { + "p": 0.05787647143006325, + "m": 1.0 + }, + { + "p": 0.08334247767925262, + "m": 1.0 + }, + { + "p": 0.06237617880105972, + "m": 1.0 + }, + { + "p": 0.04836578667163849, + "m": 1.0 + }, + { + "p": 0.07894498854875565, + "m": 1.0 + }, + { + "p": 0.05348944664001465, + "m": 1.0 + }, + { + "p": 0.0857279822230339, + "m": 1.0 + }, + { + "p": 0.05658647045493126, + "m": 1.0 + }, + { + "p": 0.05543540045619011, + "m": 1.0 + }, + { + "p": 0.053175188601017, + "m": 1.0 + }, + { + "p": 0.043681591749191284, + "m": 1.0 + }, + { + "p": 0.024127554148435593, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2797741889953613, + "val_loss": 0.8747811913490295, + "acc": 69.37, + "time": 536.726251383996, + "param": [ + { + "p": 0.04723247140645981, + "m": 1.0 + }, + { + "p": 0.03367364779114723, + "m": 1.0 + }, + { + "p": 0.06401003152132034, + "m": 1.0 + }, + { + "p": 0.05790223926305771, + "m": 1.0 + }, + { + "p": 0.04908202961087227, + "m": 1.0 + }, + { + "p": 0.03914844989776611, + "m": 1.0 + }, + { + "p": 0.0693703442811966, + "m": 1.0 + }, + { + "p": 0.06202203407883644, + "m": 1.0 + }, + { + "p": 0.05653952807188034, + "m": 1.0 + }, + { + "p": 0.057092223316431046, + "m": 1.0 + }, + { + "p": 0.059752967208623886, + "m": 1.0 + }, + { + "p": 0.059384722262620926, + "m": 1.0 + }, + { + "p": 0.07277004420757294, + "m": 1.0 + }, + { + "p": 0.0629628449678421, + "m": 1.0 + }, + { + "p": 0.047757040709257126, + "m": 1.0 + }, + { + "p": 0.07370956242084503, + "m": 1.0 + }, + { + "p": 0.048438798636198044, + "m": 1.0 + }, + { + "p": 0.039150845259428024, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.400996208190918, + "val_loss": 0.8461526036262512, + "acc": 68.66, + "time": 533.0341329179937, + "param": [ + { + "p": 0.06085099279880524, + "m": 1.0 + }, + { + "p": 0.04270588606595993, + "m": 1.0 + }, + { + "p": 0.06394068151712418, + "m": 1.0 + }, + { + "p": 0.048643287271261215, + "m": 1.0 + }, + { + "p": 0.03536844253540039, + "m": 1.0 + }, + { + "p": 0.05301307141780853, + "m": 1.0 + }, + { + "p": 0.048818446695804596, + "m": 1.0 + }, + { + "p": 0.05479440465569496, + "m": 1.0 + }, + { + "p": 0.0444139763712883, + "m": 1.0 + }, + { + "p": 0.07490990310907364, + "m": 1.0 + }, + { + "p": 0.06406599283218384, + "m": 1.0 + }, + { + "p": 0.05998151749372482, + "m": 1.0 + }, + { + "p": 0.0643651932477951, + "m": 1.0 + }, + { + "p": 0.06534251570701599, + "m": 1.0 + }, + { + "p": 0.0640716627240181, + "m": 1.0 + }, + { + "p": 0.07123292982578278, + "m": 1.0 + }, + { + "p": 0.04545564204454422, + "m": 1.0 + }, + { + "p": 0.038025327026844025, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1810604333877563, + "val_loss": 0.8092699646949768, + "acc": 70.84, + "time": 529.7142777919944, + "param": [ + { + "p": 0.0878707617521286, + "m": 1.0 + }, + { + "p": 0.0245249941945076, + "m": 1.0 + }, + { + "p": 0.0719585046172142, + "m": 1.0 + }, + { + "p": 0.05581166595220566, + "m": 1.0 + }, + { + "p": 0.02279769256711006, + "m": 1.0 + }, + { + "p": 0.03155739977955818, + "m": 1.0 + }, + { + "p": 0.05460524931550026, + "m": 1.0 + }, + { + "p": 0.061049655079841614, + "m": 1.0 + }, + { + "p": 0.062276873737573624, + "m": 1.0 + }, + { + "p": 0.0662304237484932, + "m": 1.0 + }, + { + "p": 0.06524237990379333, + "m": 1.0 + }, + { + "p": 0.05843350663781166, + "m": 1.0 + }, + { + "p": 0.08737300336360931, + "m": 1.0 + }, + { + "p": 0.031356122344732285, + "m": 1.0 + }, + { + "p": 0.06548625975847244, + "m": 1.0 + }, + { + "p": 0.0505884513258934, + "m": 1.0 + }, + { + "p": 0.040681567043066025, + "m": 1.0 + }, + { + "p": 0.062155451625585556, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1402417421340942, + "val_loss": 0.8622145652770996, + "acc": 69.24, + "time": 537.0523364429973, + "param": [ + { + "p": 0.05664842575788498, + "m": 1.0 + }, + { + "p": 0.028868740424513817, + "m": 1.0 + }, + { + "p": 0.03823533654212952, + "m": 1.0 + }, + { + "p": 0.03941861167550087, + "m": 1.0 + }, + { + "p": 0.06491228193044662, + "m": 1.0 + }, + { + "p": 0.051976099610328674, + "m": 1.0 + }, + { + "p": 0.06966224312782288, + "m": 1.0 + }, + { + "p": 0.034921105951070786, + "m": 1.0 + }, + { + "p": 0.07476495206356049, + "m": 1.0 + }, + { + "p": 0.07316447049379349, + "m": 1.0 + }, + { + "p": 0.05112821236252785, + "m": 1.0 + }, + { + "p": 0.09102461487054825, + "m": 1.0 + }, + { + "p": 0.08617376536130905, + "m": 1.0 + }, + { + "p": 0.03144281730055809, + "m": 1.0 + }, + { + "p": 0.08669698238372803, + "m": 1.0 + }, + { + "p": 0.07422369718551636, + "m": 1.0 + }, + { + "p": 0.018705664202570915, + "m": 1.0 + }, + { + "p": 0.02803189679980278, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.059525489807129, + "val_loss": 0.833634614944458, + "acc": 69.79, + "time": 532.454156716005, + "param": [ + { + "p": 0.04616646096110344, + "m": 1.0 + }, + { + "p": 0.021861670538783073, + "m": 1.0 + }, + { + "p": 0.07221037149429321, + "m": 1.0 + }, + { + "p": 0.04475752264261246, + "m": 1.0 + }, + { + "p": 0.03845354914665222, + "m": 1.0 + }, + { + "p": 0.05258672311902046, + "m": 1.0 + }, + { + "p": 0.04385695606470108, + "m": 1.0 + }, + { + "p": 0.062330685555934906, + "m": 1.0 + }, + { + "p": 0.07677444815635681, + "m": 1.0 + }, + { + "p": 0.0870838463306427, + "m": 1.0 + }, + { + "p": 0.048669472336769104, + "m": 1.0 + }, + { + "p": 0.0701165422797203, + "m": 1.0 + }, + { + "p": 0.06836225092411041, + "m": 1.0 + }, + { + "p": 0.0774763897061348, + "m": 1.0 + }, + { + "p": 0.0485834963619709, + "m": 1.0 + }, + { + "p": 0.06903176754713058, + "m": 1.0 + }, + { + "p": 0.048698633909225464, + "m": 1.0 + }, + { + "p": 0.022979261353611946, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1485214233398438, + "val_loss": 0.9006224274635315, + "acc": 69.91, + "time": 534.8251465619978, + "param": [ + { + "p": 0.06793911755084991, + "m": 1.0 + }, + { + "p": 0.03097662515938282, + "m": 1.0 + }, + { + "p": 0.07273048162460327, + "m": 1.0 + }, + { + "p": 0.049052756279706955, + "m": 1.0 + }, + { + "p": 0.035981301218271255, + "m": 1.0 + }, + { + "p": 0.0600295327603817, + "m": 1.0 + }, + { + "p": 0.08703391253948212, + "m": 1.0 + }, + { + "p": 0.03661367669701576, + "m": 1.0 + }, + { + "p": 0.06568992137908936, + "m": 1.0 + }, + { + "p": 0.04203427955508232, + "m": 1.0 + }, + { + "p": 0.052663546055555344, + "m": 1.0 + }, + { + "p": 0.0642847940325737, + "m": 1.0 + }, + { + "p": 0.07070942223072052, + "m": 1.0 + }, + { + "p": 0.0497027225792408, + "m": 1.0 + }, + { + "p": 0.07810457050800323, + "m": 1.0 + }, + { + "p": 0.0727013349533081, + "m": 1.0 + }, + { + "p": 0.038827940821647644, + "m": 1.0 + }, + { + "p": 0.024924058467149734, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2210865020751953, + "val_loss": 0.7948264479637146, + "acc": 71.39, + "time": 537.2712101869984, + "param": [ + { + "p": 0.06991904228925705, + "m": 1.0 + }, + { + "p": 0.0618157722055912, + "m": 1.0 + }, + { + "p": 0.04464295506477356, + "m": 1.0 + }, + { + "p": 0.05378558859229088, + "m": 1.0 + }, + { + "p": 0.05250595137476921, + "m": 1.0 + }, + { + "p": 0.06561895459890366, + "m": 1.0 + }, + { + "p": 0.060484956949949265, + "m": 1.0 + }, + { + "p": 0.0381556935608387, + "m": 1.0 + }, + { + "p": 0.05664786696434021, + "m": 1.0 + }, + { + "p": 0.08410979807376862, + "m": 1.0 + }, + { + "p": 0.06660350412130356, + "m": 1.0 + }, + { + "p": 0.05176423490047455, + "m": 1.0 + }, + { + "p": 0.06182172894477844, + "m": 1.0 + }, + { + "p": 0.05527742952108383, + "m": 1.0 + }, + { + "p": 0.07026250660419464, + "m": 1.0 + }, + { + "p": 0.04499669000506401, + "m": 1.0 + }, + { + "p": 0.04042394459247589, + "m": 1.0 + }, + { + "p": 0.02116338536143303, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2998648881912231, + "val_loss": 0.7904646992683411, + "acc": 69.65, + "time": 537.0499503159954, + "param": [ + { + "p": 0.05657975748181343, + "m": 1.0 + }, + { + "p": 0.02784644439816475, + "m": 1.0 + }, + { + "p": 0.052357349544763565, + "m": 1.0 + }, + { + "p": 0.06586671620607376, + "m": 1.0 + }, + { + "p": 0.06886310875415802, + "m": 1.0 + }, + { + "p": 0.07024387270212173, + "m": 1.0 + }, + { + "p": 0.03201466426253319, + "m": 1.0 + }, + { + "p": 0.05479723960161209, + "m": 1.0 + }, + { + "p": 0.06525590270757675, + "m": 1.0 + }, + { + "p": 0.06624354422092438, + "m": 1.0 + }, + { + "p": 0.05593908950686455, + "m": 1.0 + }, + { + "p": 0.04950525611639023, + "m": 1.0 + }, + { + "p": 0.08087481558322906, + "m": 1.0 + }, + { + "p": 0.044879067689180374, + "m": 1.0 + }, + { + "p": 0.07009980827569962, + "m": 1.0 + }, + { + "p": 0.04958076402544975, + "m": 1.0 + }, + { + "p": 0.04296305775642395, + "m": 1.0 + }, + { + "p": 0.046089522540569305, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.316331148147583, + "val_loss": 0.9040767550468445, + "acc": 70.13, + "time": 534.6821543120022, + "param": [ + { + "p": 0.0967436134815216, + "m": 1.0 + }, + { + "p": 0.020392367616295815, + "m": 1.0 + }, + { + "p": 0.08711759746074677, + "m": 1.0 + }, + { + "p": 0.06932833790779114, + "m": 1.0 + }, + { + "p": 0.036476980894804, + "m": 1.0 + }, + { + "p": 0.038779594004154205, + "m": 1.0 + }, + { + "p": 0.06591089069843292, + "m": 1.0 + }, + { + "p": 0.04723961651325226, + "m": 1.0 + }, + { + "p": 0.05494408681988716, + "m": 1.0 + }, + { + "p": 0.07121211290359497, + "m": 1.0 + }, + { + "p": 0.0750526711344719, + "m": 1.0 + }, + { + "p": 0.0825548991560936, + "m": 1.0 + }, + { + "p": 0.06858345866203308, + "m": 1.0 + }, + { + "p": 0.03679770976305008, + "m": 1.0 + }, + { + "p": 0.02719186246395111, + "m": 1.0 + }, + { + "p": 0.06479090452194214, + "m": 1.0 + }, + { + "p": 0.0403343103826046, + "m": 1.0 + }, + { + "p": 0.016549117863178253, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0776313543319702, + "val_loss": 0.8147081732749939, + "acc": 70.69, + "time": 529.717936451998, + "param": [ + { + "p": 0.05902776122093201, + "m": 1.0 + }, + { + "p": 0.030027298256754875, + "m": 1.0 + }, + { + "p": 0.05246264114975929, + "m": 1.0 + }, + { + "p": 0.08314379304647446, + "m": 1.0 + }, + { + "p": 0.04918716847896576, + "m": 1.0 + }, + { + "p": 0.05326643958687782, + "m": 1.0 + }, + { + "p": 0.0567278228700161, + "m": 1.0 + }, + { + "p": 0.07009996473789215, + "m": 1.0 + }, + { + "p": 0.051822688430547714, + "m": 1.0 + }, + { + "p": 0.05735155940055847, + "m": 1.0 + }, + { + "p": 0.05667322501540184, + "m": 1.0 + }, + { + "p": 0.05843668431043625, + "m": 1.0 + }, + { + "p": 0.07036186754703522, + "m": 1.0 + }, + { + "p": 0.049136169254779816, + "m": 1.0 + }, + { + "p": 0.04956626892089844, + "m": 1.0 + }, + { + "p": 0.06134407967329025, + "m": 1.0 + }, + { + "p": 0.04401864483952522, + "m": 1.0 + }, + { + "p": 0.04734594002366066, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.0643891096115112, + "val_loss": 0.7830155491828918, + "acc": 70.64, + "time": 532.7990977719892, + "param": [ + { + "p": 0.06264597922563553, + "m": 1.0 + }, + { + "p": 0.037734512239694595, + "m": 1.0 + }, + { + "p": 0.05922168120741844, + "m": 1.0 + }, + { + "p": 0.05402510613203049, + "m": 1.0 + }, + { + "p": 0.03299565240740776, + "m": 1.0 + }, + { + "p": 0.05285372585058212, + "m": 1.0 + }, + { + "p": 0.04421897605061531, + "m": 1.0 + }, + { + "p": 0.06136161834001541, + "m": 1.0 + }, + { + "p": 0.047446854412555695, + "m": 1.0 + }, + { + "p": 0.06586574763059616, + "m": 1.0 + }, + { + "p": 0.061666831374168396, + "m": 1.0 + }, + { + "p": 0.05030816048383713, + "m": 1.0 + }, + { + "p": 0.08134419471025467, + "m": 1.0 + }, + { + "p": 0.04703361541032791, + "m": 1.0 + }, + { + "p": 0.06998869776725769, + "m": 1.0 + }, + { + "p": 0.08327045291662216, + "m": 1.0 + }, + { + "p": 0.04601128771901131, + "m": 1.0 + }, + { + "p": 0.042007021605968475, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1488035917282104, + "val_loss": 0.8442118763923645, + "acc": 70.81, + "time": 537.3334206490108, + "param": [ + { + "p": 0.07137342542409897, + "m": 1.0 + }, + { + "p": 0.0486828088760376, + "m": 1.0 + }, + { + "p": 0.05168282985687256, + "m": 1.0 + }, + { + "p": 0.05011313036084175, + "m": 1.0 + }, + { + "p": 0.03387915715575218, + "m": 1.0 + }, + { + "p": 0.05451925843954086, + "m": 1.0 + }, + { + "p": 0.056221529841423035, + "m": 1.0 + }, + { + "p": 0.03808357194066048, + "m": 1.0 + }, + { + "p": 0.05344032123684883, + "m": 1.0 + }, + { + "p": 0.05982967093586922, + "m": 1.0 + }, + { + "p": 0.06556893140077591, + "m": 1.0 + }, + { + "p": 0.044321347028017044, + "m": 1.0 + }, + { + "p": 0.07309207320213318, + "m": 1.0 + }, + { + "p": 0.05434754490852356, + "m": 1.0 + }, + { + "p": 0.06529578566551208, + "m": 1.0 + }, + { + "p": 0.06577309221029282, + "m": 1.0 + }, + { + "p": 0.05358964577317238, + "m": 1.0 + }, + { + "p": 0.0601859949529171, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.060947060585022, + "val_loss": 0.8569557666778564, + "acc": 71.13, + "time": 528.4026431210077, + "param": [ + { + "p": 0.04210255667567253, + "m": 1.0 + }, + { + "p": 0.032777346670627594, + "m": 1.0 + }, + { + "p": 0.07144753634929657, + "m": 1.0 + }, + { + "p": 0.031827107071876526, + "m": 1.0 + }, + { + "p": 0.04081134498119354, + "m": 1.0 + }, + { + "p": 0.05400870367884636, + "m": 1.0 + }, + { + "p": 0.06690514832735062, + "m": 1.0 + }, + { + "p": 0.04862557351589203, + "m": 1.0 + }, + { + "p": 0.05423906445503235, + "m": 1.0 + }, + { + "p": 0.06883515417575836, + "m": 1.0 + }, + { + "p": 0.06418658792972565, + "m": 1.0 + }, + { + "p": 0.08072565495967865, + "m": 1.0 + }, + { + "p": 0.07398159801959991, + "m": 1.0 + }, + { + "p": 0.05192311108112335, + "m": 1.0 + }, + { + "p": 0.05673208460211754, + "m": 1.0 + }, + { + "p": 0.0725707858800888, + "m": 1.0 + }, + { + "p": 0.03105832263827324, + "m": 1.0 + }, + { + "p": 0.057242248207330704, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.4575693607330322, + "val_loss": 0.9677322506904602, + "acc": 70.84, + "time": 531.9251150000055, + "param": [ + { + "p": 0.05231330543756485, + "m": 1.0 + }, + { + "p": 0.04011410102248192, + "m": 1.0 + }, + { + "p": 0.0639115497469902, + "m": 1.0 + }, + { + "p": 0.055850837379693985, + "m": 1.0 + }, + { + "p": 0.03931482881307602, + "m": 1.0 + }, + { + "p": 0.06377530097961426, + "m": 1.0 + }, + { + "p": 0.0733223706483841, + "m": 1.0 + }, + { + "p": 0.051765430718660355, + "m": 1.0 + }, + { + "p": 0.0690644159913063, + "m": 1.0 + }, + { + "p": 0.05387558788061142, + "m": 1.0 + }, + { + "p": 0.05266484245657921, + "m": 1.0 + }, + { + "p": 0.04209832102060318, + "m": 1.0 + }, + { + "p": 0.06309069693088531, + "m": 1.0 + }, + { + "p": 0.07555773109197617, + "m": 1.0 + }, + { + "p": 0.06451722234487534, + "m": 1.0 + }, + { + "p": 0.06383031606674194, + "m": 1.0 + }, + { + "p": 0.022009512409567833, + "m": 1.0 + }, + { + "p": 0.05292364954948425, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2781847715377808, + "val_loss": 0.8046835064888, + "acc": 70.7, + "time": 536.3958403119759, + "param": [ + { + "p": 0.06413764506578445, + "m": 1.0 + }, + { + "p": 0.0504845529794693, + "m": 1.0 + }, + { + "p": 0.05782457813620567, + "m": 1.0 + }, + { + "p": 0.06672036647796631, + "m": 1.0 + }, + { + "p": 0.05133241042494774, + "m": 1.0 + }, + { + "p": 0.06189533323049545, + "m": 1.0 + }, + { + "p": 0.04059101268649101, + "m": 1.0 + }, + { + "p": 0.05627303943037987, + "m": 1.0 + }, + { + "p": 0.040613193064928055, + "m": 1.0 + }, + { + "p": 0.06038763001561165, + "m": 1.0 + }, + { + "p": 0.0440218523144722, + "m": 1.0 + }, + { + "p": 0.05228796228766441, + "m": 1.0 + }, + { + "p": 0.06637508422136307, + "m": 1.0 + }, + { + "p": 0.056119464337825775, + "m": 1.0 + }, + { + "p": 0.07486926764249802, + "m": 1.0 + }, + { + "p": 0.08542333543300629, + "m": 1.0 + }, + { + "p": 0.04029030725359917, + "m": 1.0 + }, + { + "p": 0.030353033915162086, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.0649044513702393, + "val_loss": 0.7109929323196411, + "acc": 71.67, + "time": 537.7749270260101, + "param": [ + { + "p": 0.07168196141719818, + "m": 1.0 + }, + { + "p": 0.031075291335582733, + "m": 1.0 + }, + { + "p": 0.06168080121278763, + "m": 1.0 + }, + { + "p": 0.07250194996595383, + "m": 1.0 + }, + { + "p": 0.055566057562828064, + "m": 1.0 + }, + { + "p": 0.03788331151008606, + "m": 1.0 + }, + { + "p": 0.06275087594985962, + "m": 1.0 + }, + { + "p": 0.06732160598039627, + "m": 1.0 + }, + { + "p": 0.055642303079366684, + "m": 1.0 + }, + { + "p": 0.05581966042518616, + "m": 1.0 + }, + { + "p": 0.06131841242313385, + "m": 1.0 + }, + { + "p": 0.06904604285955429, + "m": 1.0 + }, + { + "p": 0.06589222699403763, + "m": 1.0 + }, + { + "p": 0.03811265900731087, + "m": 1.0 + }, + { + "p": 0.07203391194343567, + "m": 1.0 + }, + { + "p": 0.03940137103199959, + "m": 1.0 + }, + { + "p": 0.05254976451396942, + "m": 1.0 + }, + { + "p": 0.02972177416086197, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1909549236297607, + "val_loss": 0.7262768745422363, + "acc": 70.71, + "time": 534.4505029360007, + "param": [ + { + "p": 0.0733453705906868, + "m": 1.0 + }, + { + "p": 0.061280425637960434, + "m": 1.0 + }, + { + "p": 0.06889905780553818, + "m": 1.0 + }, + { + "p": 0.04326312616467476, + "m": 1.0 + }, + { + "p": 0.0596001073718071, + "m": 1.0 + }, + { + "p": 0.04214494302868843, + "m": 1.0 + }, + { + "p": 0.05541687458753586, + "m": 1.0 + }, + { + "p": 0.06802967935800552, + "m": 1.0 + }, + { + "p": 0.04978615418076515, + "m": 1.0 + }, + { + "p": 0.056126996874809265, + "m": 1.0 + }, + { + "p": 0.06217101216316223, + "m": 1.0 + }, + { + "p": 0.051926132291555405, + "m": 1.0 + }, + { + "p": 0.048107877373695374, + "m": 1.0 + }, + { + "p": 0.03214113786816597, + "m": 1.0 + }, + { + "p": 0.056252796202898026, + "m": 1.0 + }, + { + "p": 0.07532905787229538, + "m": 1.0 + }, + { + "p": 0.05601475015282631, + "m": 1.0 + }, + { + "p": 0.040164515376091, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.397655963897705, + "val_loss": 0.895815908908844, + "acc": 70.79, + "time": 534.0690430479881, + "param": [ + { + "p": 0.07285164296627045, + "m": 1.0 + }, + { + "p": 0.05963977798819542, + "m": 1.0 + }, + { + "p": 0.06943674385547638, + "m": 1.0 + }, + { + "p": 0.04101904109120369, + "m": 1.0 + }, + { + "p": 0.03523160144686699, + "m": 1.0 + }, + { + "p": 0.04258280619978905, + "m": 1.0 + }, + { + "p": 0.04882959648966789, + "m": 1.0 + }, + { + "p": 0.04679301381111145, + "m": 1.0 + }, + { + "p": 0.030057156458497047, + "m": 1.0 + }, + { + "p": 0.06431889533996582, + "m": 1.0 + }, + { + "p": 0.09020775556564331, + "m": 1.0 + }, + { + "p": 0.06278777867555618, + "m": 1.0 + }, + { + "p": 0.07070761919021606, + "m": 1.0 + }, + { + "p": 0.036821067333221436, + "m": 1.0 + }, + { + "p": 0.06268768757581711, + "m": 1.0 + }, + { + "p": 0.07279757410287857, + "m": 1.0 + }, + { + "p": 0.04532335326075554, + "m": 1.0 + }, + { + "p": 0.04790686070919037, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2370436191558838, + "val_loss": 0.7982342839241028, + "acc": 70.67, + "time": 535.5710653729911, + "param": [ + { + "p": 0.06040288880467415, + "m": 1.0 + }, + { + "p": 0.05248113349080086, + "m": 1.0 + }, + { + "p": 0.06101669371128082, + "m": 1.0 + }, + { + "p": 0.06471019238233566, + "m": 1.0 + }, + { + "p": 0.05093767121434212, + "m": 1.0 + }, + { + "p": 0.05828406289219856, + "m": 1.0 + }, + { + "p": 0.07232147455215454, + "m": 1.0 + }, + { + "p": 0.05275140330195427, + "m": 1.0 + }, + { + "p": 0.04857267066836357, + "m": 1.0 + }, + { + "p": 0.06351751834154129, + "m": 1.0 + }, + { + "p": 0.07133196294307709, + "m": 1.0 + }, + { + "p": 0.06376554816961288, + "m": 1.0 + }, + { + "p": 0.06738395243883133, + "m": 1.0 + }, + { + "p": 0.03396269679069519, + "m": 1.0 + }, + { + "p": 0.06028949096798897, + "m": 1.0 + }, + { + "p": 0.06967215240001678, + "m": 1.0 + }, + { + "p": 0.026219161227345467, + "m": 1.0 + }, + { + "p": 0.02237921953201294, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1446826457977295, + "val_loss": 0.7790982127189636, + "acc": 71.37, + "time": 534.8252806169912, + "param": [ + { + "p": 0.07117383182048798, + "m": 1.0 + }, + { + "p": 0.05497382953763008, + "m": 1.0 + }, + { + "p": 0.062100280076265335, + "m": 1.0 + }, + { + "p": 0.046829696744680405, + "m": 1.0 + }, + { + "p": 0.040956709533929825, + "m": 1.0 + }, + { + "p": 0.026746688410639763, + "m": 1.0 + }, + { + "p": 0.059552695602178574, + "m": 1.0 + }, + { + "p": 0.061023835092782974, + "m": 1.0 + }, + { + "p": 0.04631531611084938, + "m": 1.0 + }, + { + "p": 0.04727020114660263, + "m": 1.0 + }, + { + "p": 0.060802657157182693, + "m": 1.0 + }, + { + "p": 0.07343441992998123, + "m": 1.0 + }, + { + "p": 0.05901701748371124, + "m": 1.0 + }, + { + "p": 0.0474831722676754, + "m": 1.0 + }, + { + "p": 0.06953100860118866, + "m": 1.0 + }, + { + "p": 0.06398520618677139, + "m": 1.0 + }, + { + "p": 0.06161995604634285, + "m": 1.0 + }, + { + "p": 0.04718350991606712, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.1123820543289185, + "val_loss": 0.7972666025161743, + "acc": 71.1, + "time": 537.0421674209938, + "param": [ + { + "p": 0.066960908472538, + "m": 1.0 + }, + { + "p": 0.018064022064208984, + "m": 1.0 + }, + { + "p": 0.060085199773311615, + "m": 1.0 + }, + { + "p": 0.04937940463423729, + "m": 1.0 + }, + { + "p": 0.06089041754603386, + "m": 1.0 + }, + { + "p": 0.06853696703910828, + "m": 1.0 + }, + { + "p": 0.059540756046772, + "m": 1.0 + }, + { + "p": 0.041881438344717026, + "m": 1.0 + }, + { + "p": 0.053680457174777985, + "m": 1.0 + }, + { + "p": 0.05631235986948013, + "m": 1.0 + }, + { + "p": 0.11115576326847076, + "m": 1.0 + }, + { + "p": 0.06564681977033615, + "m": 1.0 + }, + { + "p": 0.0546095110476017, + "m": 1.0 + }, + { + "p": 0.039035506546497345, + "m": 1.0 + }, + { + "p": 0.04312288761138916, + "m": 1.0 + }, + { + "p": 0.08116070926189423, + "m": 1.0 + }, + { + "p": 0.028409145772457123, + "m": 1.0 + }, + { + "p": 0.04152783378958702, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.4237322807312012, + "val_loss": 0.8702877759933472, + "acc": 69.92, + "time": 533.0008098529943, + "param": [ + { + "p": 0.06036686897277832, + "m": 1.0 + }, + { + "p": 0.006540677510201931, + "m": 1.0 + }, + { + "p": 0.05524991825222969, + "m": 1.0 + }, + { + "p": 0.03980700299143791, + "m": 1.0 + }, + { + "p": 0.04740474373102188, + "m": 1.0 + }, + { + "p": 0.07717294245958328, + "m": 1.0 + }, + { + "p": 0.050661128014326096, + "m": 1.0 + }, + { + "p": 0.05760877951979637, + "m": 1.0 + }, + { + "p": 0.05875649303197861, + "m": 1.0 + }, + { + "p": 0.06945346295833588, + "m": 1.0 + }, + { + "p": 0.06484348326921463, + "m": 1.0 + }, + { + "p": 0.05540340766310692, + "m": 1.0 + }, + { + "p": 0.05903102457523346, + "m": 1.0 + }, + { + "p": 0.06442034989595413, + "m": 1.0 + }, + { + "p": 0.06737865507602692, + "m": 1.0 + }, + { + "p": 0.05570966750383377, + "m": 1.0 + }, + { + "p": 0.05620279908180237, + "m": 1.0 + }, + { + "p": 0.05398860201239586, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3512763977050781, + "val_loss": 0.778352677822113, + "acc": 70.21, + "time": 538.6693510119803, + "param": [ + { + "p": 0.06903624534606934, + "m": 1.0 + }, + { + "p": 0.0327003113925457, + "m": 1.0 + }, + { + "p": 0.0650080069899559, + "m": 1.0 + }, + { + "p": 0.055118463933467865, + "m": 1.0 + }, + { + "p": 0.06116533279418945, + "m": 1.0 + }, + { + "p": 0.0633459985256195, + "m": 1.0 + }, + { + "p": 0.04027416184544563, + "m": 1.0 + }, + { + "p": 0.05639185756444931, + "m": 1.0 + }, + { + "p": 0.06537248194217682, + "m": 1.0 + }, + { + "p": 0.06732387095689774, + "m": 1.0 + }, + { + "p": 0.06093871220946312, + "m": 1.0 + }, + { + "p": 0.06293982267379761, + "m": 1.0 + }, + { + "p": 0.07195845246315002, + "m": 1.0 + }, + { + "p": 0.052259355783462524, + "m": 1.0 + }, + { + "p": 0.05879900977015495, + "m": 1.0 + }, + { + "p": 0.030802860856056213, + "m": 1.0 + }, + { + "p": 0.04350382089614868, + "m": 1.0 + }, + { + "p": 0.04306125268340111, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.086230754852295, + "val_loss": 0.7264863848686218, + "acc": 71.57, + "time": 535.5949289159907, + "param": [ + { + "p": 0.06749764084815979, + "m": 1.0 + }, + { + "p": 0.05365212261676788, + "m": 1.0 + }, + { + "p": 0.06756296008825302, + "m": 1.0 + }, + { + "p": 0.05374544858932495, + "m": 1.0 + }, + { + "p": 0.049021705985069275, + "m": 1.0 + }, + { + "p": 0.0349796898663044, + "m": 1.0 + }, + { + "p": 0.06449469923973083, + "m": 1.0 + }, + { + "p": 0.05445229634642601, + "m": 1.0 + }, + { + "p": 0.04248172789812088, + "m": 1.0 + }, + { + "p": 0.059571024030447006, + "m": 1.0 + }, + { + "p": 0.0590401217341423, + "m": 1.0 + }, + { + "p": 0.0617760606110096, + "m": 1.0 + }, + { + "p": 0.058310676366090775, + "m": 1.0 + }, + { + "p": 0.06643432378768921, + "m": 1.0 + }, + { + "p": 0.06803897768259048, + "m": 1.0 + }, + { + "p": 0.060577910393476486, + "m": 1.0 + }, + { + "p": 0.035830043256282806, + "m": 1.0 + }, + { + "p": 0.04253251478075981, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.281848669052124, + "val_loss": 0.825035035610199, + "acc": 71.14, + "time": 538.0662531160051, + "param": [ + { + "p": 0.061733487993478775, + "m": 1.0 + }, + { + "p": 0.0020891427993774414, + "m": 1.0 + }, + { + "p": 0.04997967556118965, + "m": 1.0 + }, + { + "p": 0.05964697524905205, + "m": 1.0 + }, + { + "p": 0.06126626953482628, + "m": 1.0 + }, + { + "p": 0.058593105524778366, + "m": 1.0 + }, + { + "p": 0.06201951950788498, + "m": 1.0 + }, + { + "p": 0.060254018753767014, + "m": 1.0 + }, + { + "p": 0.06531981378793716, + "m": 1.0 + }, + { + "p": 0.08538264781236649, + "m": 1.0 + }, + { + "p": 0.04761815816164017, + "m": 1.0 + }, + { + "p": 0.04667931795120239, + "m": 1.0 + }, + { + "p": 0.06385764479637146, + "m": 1.0 + }, + { + "p": 0.07275716215372086, + "m": 1.0 + }, + { + "p": 0.06747859716415405, + "m": 1.0 + }, + { + "p": 0.04652465879917145, + "m": 1.0 + }, + { + "p": 0.033370740711688995, + "m": 1.0 + }, + { + "p": 0.05542925000190735, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.294073462486267, + "val_loss": 0.8165250420570374, + "acc": 70.38, + "time": 361.19300172198564, + "param": [ + { + "p": 0.058147698640823364, + "m": 1.0 + }, + { + "p": 0.03173401579260826, + "m": 1.0 + }, + { + "p": 0.06042366474866867, + "m": 1.0 + }, + { + "p": 0.018437255173921585, + "m": 1.0 + }, + { + "p": 0.0582120306789875, + "m": 1.0 + }, + { + "p": 0.030847370624542236, + "m": 1.0 + }, + { + "p": 0.03581984341144562, + "m": 1.0 + }, + { + "p": 0.08292730152606964, + "m": 1.0 + }, + { + "p": 0.09555747359991074, + "m": 1.0 + }, + { + "p": 0.03787581995129585, + "m": 1.0 + }, + { + "p": 0.06773781776428223, + "m": 1.0 + }, + { + "p": 0.058862004429101944, + "m": 1.0 + }, + { + "p": 0.05838211253285408, + "m": 1.0 + }, + { + "p": 0.058098722249269485, + "m": 1.0 + }, + { + "p": 0.07932582497596741, + "m": 1.0 + }, + { + "p": 0.08284073323011398, + "m": 1.0 + }, + { + "p": 0.04323268681764603, + "m": 1.0 + }, + { + "p": 0.04153763875365257, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.093324899673462, + "val_loss": 0.7189409136772156, + "acc": 71.6, + "time": 220.76368173200171, + "param": [ + { + "p": 0.07224380224943161, + "m": 1.0 + }, + { + "p": 0.05038703605532646, + "m": 1.0 + }, + { + "p": 0.04386809095740318, + "m": 1.0 + }, + { + "p": 0.07817135751247406, + "m": 1.0 + }, + { + "p": 0.05667467042803764, + "m": 1.0 + }, + { + "p": 0.04242701455950737, + "m": 1.0 + }, + { + "p": 0.0470002181828022, + "m": 1.0 + }, + { + "p": 0.07695340365171432, + "m": 1.0 + }, + { + "p": 0.05203473940491676, + "m": 1.0 + }, + { + "p": 0.046690382063388824, + "m": 1.0 + }, + { + "p": 0.05245107039809227, + "m": 1.0 + }, + { + "p": 0.07423162460327148, + "m": 1.0 + }, + { + "p": 0.07314972579479218, + "m": 1.0 + }, + { + "p": 0.06708571314811707, + "m": 1.0 + }, + { + "p": 0.045807115733623505, + "m": 1.0 + }, + { + "p": 0.06242986395955086, + "m": 1.0 + }, + { + "p": 0.032997507601976395, + "m": 1.0 + }, + { + "p": 0.025396868586540222, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2374948263168335, + "val_loss": 0.7656967043876648, + "acc": 71.59, + "time": 408.01327320199925, + "param": [ + { + "p": 0.07240242511034012, + "m": 1.0 + }, + { + "p": 0.02540358155965805, + "m": 1.0 + }, + { + "p": 0.04751833155751228, + "m": 1.0 + }, + { + "p": 0.03405023738741875, + "m": 1.0 + }, + { + "p": 0.06430114060640335, + "m": 1.0 + }, + { + "p": 0.03676760941743851, + "m": 1.0 + }, + { + "p": 0.05236004665493965, + "m": 1.0 + }, + { + "p": 0.06037132814526558, + "m": 1.0 + }, + { + "p": 0.061026304960250854, + "m": 1.0 + }, + { + "p": 0.05684588849544525, + "m": 1.0 + }, + { + "p": 0.10139300674200058, + "m": 1.0 + }, + { + "p": 0.03850211948156357, + "m": 1.0 + }, + { + "p": 0.07420487701892853, + "m": 1.0 + }, + { + "p": 0.062101416289806366, + "m": 1.0 + }, + { + "p": 0.05675307288765907, + "m": 1.0 + }, + { + "p": 0.049287986010313034, + "m": 1.0 + }, + { + "p": 0.04807756468653679, + "m": 1.0 + }, + { + "p": 0.058632977306842804, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1524502038955688, + "val_loss": 0.8413652181625366, + "acc": 70.89, + "time": 535.3750332510099, + "param": [ + { + "p": 0.06514830887317657, + "m": 1.0 + }, + { + "p": 0.04915650561451912, + "m": 1.0 + }, + { + "p": 0.058429304510354996, + "m": 1.0 + }, + { + "p": 0.051601342856884, + "m": 1.0 + }, + { + "p": 0.053205203264951706, + "m": 1.0 + }, + { + "p": 0.0621568001806736, + "m": 1.0 + }, + { + "p": 0.06263098120689392, + "m": 1.0 + }, + { + "p": 0.027796510607004166, + "m": 1.0 + }, + { + "p": 0.06364991515874863, + "m": 1.0 + }, + { + "p": 0.07211765646934509, + "m": 1.0 + }, + { + "p": 0.05828184634447098, + "m": 1.0 + }, + { + "p": 0.054690759629011154, + "m": 1.0 + }, + { + "p": 0.07177142053842545, + "m": 1.0 + }, + { + "p": 0.03390838950872421, + "m": 1.0 + }, + { + "p": 0.057574253529310226, + "m": 1.0 + }, + { + "p": 0.05447942763566971, + "m": 1.0 + }, + { + "p": 0.04156777262687683, + "m": 1.0 + }, + { + "p": 0.06183350831270218, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.223249077796936, + "val_loss": 0.8106322288513184, + "acc": 71.35, + "time": 533.9345813149994, + "param": [ + { + "p": 0.06085992231965065, + "m": 1.0 + }, + { + "p": 0.06274790316820145, + "m": 1.0 + }, + { + "p": 0.05417514219880104, + "m": 1.0 + }, + { + "p": 0.08118698000907898, + "m": 1.0 + }, + { + "p": 0.03168436139822006, + "m": 1.0 + }, + { + "p": 0.05072612687945366, + "m": 1.0 + }, + { + "p": 0.0550127848982811, + "m": 1.0 + }, + { + "p": 0.04725592955946922, + "m": 1.0 + }, + { + "p": 0.0737493559718132, + "m": 1.0 + }, + { + "p": 0.0529598593711853, + "m": 1.0 + }, + { + "p": 0.06367464363574982, + "m": 1.0 + }, + { + "p": 0.07906527072191238, + "m": 1.0 + }, + { + "p": 0.047395072877407074, + "m": 1.0 + }, + { + "p": 0.04103541374206543, + "m": 1.0 + }, + { + "p": 0.05282729119062424, + "m": 1.0 + }, + { + "p": 0.0589887760579586, + "m": 1.0 + }, + { + "p": 0.05580497905611992, + "m": 1.0 + }, + { + "p": 0.03085017018020153, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.324823021888733, + "val_loss": 0.6835930347442627, + "acc": 72.15, + "time": 534.8792145999905, + "param": [ + { + "p": 0.0676802322268486, + "m": 1.0 + }, + { + "p": 0.024912817403674126, + "m": 1.0 + }, + { + "p": 0.05026165768504143, + "m": 1.0 + }, + { + "p": 0.04988648369908333, + "m": 1.0 + }, + { + "p": 0.0568467378616333, + "m": 1.0 + }, + { + "p": 0.05317918583750725, + "m": 1.0 + }, + { + "p": 0.061307672411203384, + "m": 1.0 + }, + { + "p": 0.04644526168704033, + "m": 1.0 + }, + { + "p": 0.07051479071378708, + "m": 1.0 + }, + { + "p": 0.06714528053998947, + "m": 1.0 + }, + { + "p": 0.060566969215869904, + "m": 1.0 + }, + { + "p": 0.07482335716485977, + "m": 1.0 + }, + { + "p": 0.05888838693499565, + "m": 1.0 + }, + { + "p": 0.05023245885968208, + "m": 1.0 + }, + { + "p": 0.05974530428647995, + "m": 1.0 + }, + { + "p": 0.06060456484556198, + "m": 1.0 + }, + { + "p": 0.026553399860858917, + "m": 1.0 + }, + { + "p": 0.06040545180439949, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.121163249015808, + "val_loss": 0.8584416508674622, + "acc": 71.43, + "time": 536.0393094039755, + "param": [ + { + "p": 0.047507330775260925, + "m": 1.0 + }, + { + "p": 0.04767142981290817, + "m": 1.0 + }, + { + "p": 0.08623035997152328, + "m": 1.0 + }, + { + "p": 0.07105625420808792, + "m": 1.0 + }, + { + "p": 0.05012891814112663, + "m": 1.0 + }, + { + "p": 0.06328751146793365, + "m": 1.0 + }, + { + "p": 0.0598004087805748, + "m": 1.0 + }, + { + "p": 0.06937242299318314, + "m": 1.0 + }, + { + "p": 0.06009986624121666, + "m": 1.0 + }, + { + "p": 0.060154397040605545, + "m": 1.0 + }, + { + "p": 0.06050973758101463, + "m": 1.0 + }, + { + "p": 0.06011734902858734, + "m": 1.0 + }, + { + "p": 0.05152663215994835, + "m": 1.0 + }, + { + "p": 0.04086916521191597, + "m": 1.0 + }, + { + "p": 0.05762423947453499, + "m": 1.0 + }, + { + "p": 0.046752821654081345, + "m": 1.0 + }, + { + "p": 0.03666176274418831, + "m": 1.0 + }, + { + "p": 0.030629443004727364, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.2270065546035767, + "val_loss": 0.6333284378051758, + "acc": 71.31, + "time": 540.549840149004, + "param": [ + { + "p": 0.0460139736533165, + "m": 1.0 + }, + { + "p": 0.04690559208393097, + "m": 1.0 + }, + { + "p": 0.05791706591844559, + "m": 1.0 + }, + { + "p": 0.05725792050361633, + "m": 1.0 + }, + { + "p": 0.039604801684617996, + "m": 1.0 + }, + { + "p": 0.028614932671189308, + "m": 1.0 + }, + { + "p": 0.060709740966558456, + "m": 1.0 + }, + { + "p": 0.06601996719837189, + "m": 1.0 + }, + { + "p": 0.06353884190320969, + "m": 1.0 + }, + { + "p": 0.06434649974107742, + "m": 1.0 + }, + { + "p": 0.05706530436873436, + "m": 1.0 + }, + { + "p": 0.06038765609264374, + "m": 1.0 + }, + { + "p": 0.06678576022386551, + "m": 1.0 + }, + { + "p": 0.060706380754709244, + "m": 1.0 + }, + { + "p": 0.07385261356830597, + "m": 1.0 + }, + { + "p": 0.054933592677116394, + "m": 1.0 + }, + { + "p": 0.052365969866514206, + "m": 1.0 + }, + { + "p": 0.04297340661287308, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2472883462905884, + "val_loss": 0.7293145656585693, + "acc": 72.1, + "time": 530.2154356840183, + "param": [ + { + "p": 0.05993643030524254, + "m": 1.0 + }, + { + "p": 0.05194990709424019, + "m": 1.0 + }, + { + "p": 0.06935381889343262, + "m": 1.0 + }, + { + "p": 0.05269977077841759, + "m": 1.0 + }, + { + "p": 0.028971685096621513, + "m": 1.0 + }, + { + "p": 0.06752068549394608, + "m": 1.0 + }, + { + "p": 0.055741459131240845, + "m": 1.0 + }, + { + "p": 0.05982537567615509, + "m": 1.0 + }, + { + "p": 0.06117201969027519, + "m": 1.0 + }, + { + "p": 0.06450925022363663, + "m": 1.0 + }, + { + "p": 0.06522893160581589, + "m": 1.0 + }, + { + "p": 0.06671300530433655, + "m": 1.0 + }, + { + "p": 0.04635093733668327, + "m": 1.0 + }, + { + "p": 0.03634738549590111, + "m": 1.0 + }, + { + "p": 0.04806986078619957, + "m": 1.0 + }, + { + "p": 0.05375214293599129, + "m": 1.0 + }, + { + "p": 0.057519178837537766, + "m": 1.0 + }, + { + "p": 0.05433826893568039, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1413135528564453, + "val_loss": 0.7722243070602417, + "acc": 72.05, + "time": 532.1572009889933, + "param": [ + { + "p": 0.07984720170497894, + "m": 1.0 + }, + { + "p": 0.04781102016568184, + "m": 1.0 + }, + { + "p": 0.060781028121709824, + "m": 1.0 + }, + { + "p": 0.06615407764911652, + "m": 1.0 + }, + { + "p": 0.06009591370820999, + "m": 1.0 + }, + { + "p": 0.035624537616968155, + "m": 1.0 + }, + { + "p": 0.08347517251968384, + "m": 1.0 + }, + { + "p": 0.04307984560728073, + "m": 1.0 + }, + { + "p": 0.04219498857855797, + "m": 1.0 + }, + { + "p": 0.08239155262708664, + "m": 1.0 + }, + { + "p": 0.050441816449165344, + "m": 1.0 + }, + { + "p": 0.09181421995162964, + "m": 1.0 + }, + { + "p": 0.06559448689222336, + "m": 1.0 + }, + { + "p": 0.022408518940210342, + "m": 1.0 + }, + { + "p": 0.04056848958134651, + "m": 1.0 + }, + { + "p": 0.055981118232011795, + "m": 1.0 + }, + { + "p": 0.030361801385879517, + "m": 1.0 + }, + { + "p": 0.04137430712580681, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.1702736616134644, + "val_loss": 0.8541764616966248, + "acc": 72.47, + "time": 534.9174395860173, + "param": [ + { + "p": 0.059337958693504333, + "m": 1.0 + }, + { + "p": 0.04900684580206871, + "m": 1.0 + }, + { + "p": 0.06199280917644501, + "m": 1.0 + }, + { + "p": 0.054439544677734375, + "m": 1.0 + }, + { + "p": 0.023137766867876053, + "m": 1.0 + }, + { + "p": 0.05964566394686699, + "m": 1.0 + }, + { + "p": 0.03353326767683029, + "m": 1.0 + }, + { + "p": 0.05412925407290459, + "m": 1.0 + }, + { + "p": 0.09009838849306107, + "m": 1.0 + }, + { + "p": 0.08103381842374802, + "m": 1.0 + }, + { + "p": 0.07838977128267288, + "m": 1.0 + }, + { + "p": 0.06750710308551788, + "m": 1.0 + }, + { + "p": 0.05173330381512642, + "m": 1.0 + }, + { + "p": 0.01969563029706478, + "m": 1.0 + }, + { + "p": 0.07163283973932266, + "m": 1.0 + }, + { + "p": 0.06344453245401382, + "m": 1.0 + }, + { + "p": 0.03531913459300995, + "m": 1.0 + }, + { + "p": 0.04592234268784523, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9998496174812317, + "val_loss": 0.8507683277130127, + "acc": 72.05, + "time": 534.3010835579771, + "param": [ + { + "p": 0.07566282898187637, + "m": 1.0 + }, + { + "p": 0.016642244532704353, + "m": 1.0 + }, + { + "p": 0.060596268624067307, + "m": 1.0 + }, + { + "p": 0.0424179807305336, + "m": 1.0 + }, + { + "p": 0.020398516207933426, + "m": 1.0 + }, + { + "p": 0.031986139714717865, + "m": 1.0 + }, + { + "p": 0.05963791161775589, + "m": 1.0 + }, + { + "p": 0.06434135138988495, + "m": 1.0 + }, + { + "p": 0.07696348428726196, + "m": 1.0 + }, + { + "p": 0.05434318259358406, + "m": 1.0 + }, + { + "p": 0.05270536243915558, + "m": 1.0 + }, + { + "p": 0.08458823710680008, + "m": 1.0 + }, + { + "p": 0.07322085648775101, + "m": 1.0 + }, + { + "p": 0.03245973214507103, + "m": 1.0 + }, + { + "p": 0.07556629925966263, + "m": 1.0 + }, + { + "p": 0.07734137773513794, + "m": 1.0 + }, + { + "p": 0.05570182949304581, + "m": 1.0 + }, + { + "p": 0.04542635381221771, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1586772203445435, + "val_loss": 0.7305892705917358, + "acc": 72.3, + "time": 536.1207266199926, + "param": [ + { + "p": 0.08524040877819061, + "m": 1.0 + }, + { + "p": 0.030911074951291084, + "m": 1.0 + }, + { + "p": 0.05594220012426376, + "m": 1.0 + }, + { + "p": 0.04076355695724487, + "m": 1.0 + }, + { + "p": 0.05672295391559601, + "m": 1.0 + }, + { + "p": 0.04412081465125084, + "m": 1.0 + }, + { + "p": 0.03645801544189453, + "m": 1.0 + }, + { + "p": 0.058593716472387314, + "m": 1.0 + }, + { + "p": 0.06914936006069183, + "m": 1.0 + }, + { + "p": 0.06498350948095322, + "m": 1.0 + }, + { + "p": 0.060642920434474945, + "m": 1.0 + }, + { + "p": 0.06292174011468887, + "m": 1.0 + }, + { + "p": 0.060597121715545654, + "m": 1.0 + }, + { + "p": 0.05376221612095833, + "m": 1.0 + }, + { + "p": 0.07537389546632767, + "m": 1.0 + }, + { + "p": 0.053372014313936234, + "m": 1.0 + }, + { + "p": 0.055500056594610214, + "m": 1.0 + }, + { + "p": 0.03494448587298393, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3101043701171875, + "val_loss": 0.6790595054626465, + "acc": 71.29, + "time": 537.961983399, + "param": [ + { + "p": 0.04336482658982277, + "m": 1.0 + }, + { + "p": 0.04323882609605789, + "m": 1.0 + }, + { + "p": 0.05385316535830498, + "m": 1.0 + }, + { + "p": 0.029198316857218742, + "m": 1.0 + }, + { + "p": 0.045363135635852814, + "m": 1.0 + }, + { + "p": 0.03985071927309036, + "m": 1.0 + }, + { + "p": 0.07428261637687683, + "m": 1.0 + }, + { + "p": 0.07176998257637024, + "m": 1.0 + }, + { + "p": 0.05522973835468292, + "m": 1.0 + }, + { + "p": 0.0871005654335022, + "m": 1.0 + }, + { + "p": 0.06930005550384521, + "m": 1.0 + }, + { + "p": 0.04573384299874306, + "m": 1.0 + }, + { + "p": 0.04977156221866608, + "m": 1.0 + }, + { + "p": 0.04197917506098747, + "m": 1.0 + }, + { + "p": 0.05737169086933136, + "m": 1.0 + }, + { + "p": 0.07240435481071472, + "m": 1.0 + }, + { + "p": 0.0646570548415184, + "m": 1.0 + }, + { + "p": 0.05553038418292999, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1116098165512085, + "val_loss": 0.9025757908821106, + "acc": 72.07, + "time": 534.8292139029945, + "param": [ + { + "p": 0.06832373887300491, + "m": 1.0 + }, + { + "p": 0.03859921172261238, + "m": 1.0 + }, + { + "p": 0.0674264207482338, + "m": 1.0 + }, + { + "p": 0.06646834313869476, + "m": 1.0 + }, + { + "p": 0.03887845203280449, + "m": 1.0 + }, + { + "p": 0.06268605589866638, + "m": 1.0 + }, + { + "p": 0.07501515746116638, + "m": 1.0 + }, + { + "p": 0.039574362337589264, + "m": 1.0 + }, + { + "p": 0.050869740545749664, + "m": 1.0 + }, + { + "p": 0.08418302237987518, + "m": 1.0 + }, + { + "p": 0.07055942714214325, + "m": 1.0 + }, + { + "p": 0.04641495645046234, + "m": 1.0 + }, + { + "p": 0.06898891925811768, + "m": 1.0 + }, + { + "p": 0.028927134349942207, + "m": 1.0 + }, + { + "p": 0.06433919817209244, + "m": 1.0 + }, + { + "p": 0.08501078188419342, + "m": 1.0 + }, + { + "p": 0.03921135514974594, + "m": 1.0 + }, + { + "p": 0.004523628856986761, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.271986961364746, + "val_loss": 0.8288754820823669, + "acc": 72.55, + "time": 532.3883121240069, + "param": [ + { + "p": 0.07204461097717285, + "m": 1.0 + }, + { + "p": 0.03255398944020271, + "m": 1.0 + }, + { + "p": 0.053567852824926376, + "m": 1.0 + }, + { + "p": 0.040959201753139496, + "m": 1.0 + }, + { + "p": 0.035156358033418655, + "m": 1.0 + }, + { + "p": 0.06222323700785637, + "m": 1.0 + }, + { + "p": 0.06006535142660141, + "m": 1.0 + }, + { + "p": 0.05840711295604706, + "m": 1.0 + }, + { + "p": 0.06273263692855835, + "m": 1.0 + }, + { + "p": 0.05468526855111122, + "m": 1.0 + }, + { + "p": 0.06976868957281113, + "m": 1.0 + }, + { + "p": 0.05753560736775398, + "m": 1.0 + }, + { + "p": 0.07282312214374542, + "m": 1.0 + }, + { + "p": 0.04985162988305092, + "m": 1.0 + }, + { + "p": 0.06829274445772171, + "m": 1.0 + }, + { + "p": 0.061681099236011505, + "m": 1.0 + }, + { + "p": 0.03771303594112396, + "m": 1.0 + }, + { + "p": 0.049938399344682693, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1135296821594238, + "val_loss": 0.7581362724304199, + "acc": 72.05, + "time": 532.377565258008, + "param": [ + { + "p": 0.0736331194639206, + "m": 1.0 + }, + { + "p": 0.04057890921831131, + "m": 1.0 + }, + { + "p": 0.05247558653354645, + "m": 1.0 + }, + { + "p": 0.050489168614149094, + "m": 1.0 + }, + { + "p": 0.058740291744470596, + "m": 1.0 + }, + { + "p": 0.05626218020915985, + "m": 1.0 + }, + { + "p": 0.058100152760744095, + "m": 1.0 + }, + { + "p": 0.07082487642765045, + "m": 1.0 + }, + { + "p": 0.06274967640638351, + "m": 1.0 + }, + { + "p": 0.04486798867583275, + "m": 1.0 + }, + { + "p": 0.05959564074873924, + "m": 1.0 + }, + { + "p": 0.06690066307783127, + "m": 1.0 + }, + { + "p": 0.05691946670413017, + "m": 1.0 + }, + { + "p": 0.055157408118247986, + "m": 1.0 + }, + { + "p": 0.03642331808805466, + "m": 1.0 + }, + { + "p": 0.04851570725440979, + "m": 1.0 + }, + { + "p": 0.061941828578710556, + "m": 1.0 + }, + { + "p": 0.04582392796874046, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0190677642822266, + "val_loss": 0.7186926603317261, + "acc": 72.3, + "time": 540.0095777280221, + "param": [ + { + "p": 0.08260925859212875, + "m": 1.0 + }, + { + "p": 0.028970059007406235, + "m": 1.0 + }, + { + "p": 0.07532998919487, + "m": 1.0 + }, + { + "p": 0.06259474158287048, + "m": 1.0 + }, + { + "p": 0.0555233396589756, + "m": 1.0 + }, + { + "p": 0.04870006814599037, + "m": 1.0 + }, + { + "p": 0.06791509687900543, + "m": 1.0 + }, + { + "p": 0.04534083977341652, + "m": 1.0 + }, + { + "p": 0.05030165612697601, + "m": 1.0 + }, + { + "p": 0.060655999928712845, + "m": 1.0 + }, + { + "p": 0.040109310299158096, + "m": 1.0 + }, + { + "p": 0.05693027377128601, + "m": 1.0 + }, + { + "p": 0.06628411263227463, + "m": 1.0 + }, + { + "p": 0.019327333196997643, + "m": 1.0 + }, + { + "p": 0.05533892661333084, + "m": 1.0 + }, + { + "p": 0.060980334877967834, + "m": 1.0 + }, + { + "p": 0.053078483790159225, + "m": 1.0 + }, + { + "p": 0.07001014053821564, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0479536056518555, + "val_loss": 0.7898274064064026, + "acc": 71.7, + "time": 535.4525697880017, + "param": [ + { + "p": 0.06893479824066162, + "m": 1.0 + }, + { + "p": 0.04412004351615906, + "m": 1.0 + }, + { + "p": 0.07026258856058121, + "m": 1.0 + }, + { + "p": 0.04415478557348251, + "m": 1.0 + }, + { + "p": 0.036479637026786804, + "m": 1.0 + }, + { + "p": 0.025325488299131393, + "m": 1.0 + }, + { + "p": 0.04760174825787544, + "m": 1.0 + }, + { + "p": 0.0778198391199112, + "m": 1.0 + }, + { + "p": 0.046926189213991165, + "m": 1.0 + }, + { + "p": 0.04439058527350426, + "m": 1.0 + }, + { + "p": 0.0811735987663269, + "m": 1.0 + }, + { + "p": 0.056396160274744034, + "m": 1.0 + }, + { + "p": 0.08132899552583694, + "m": 1.0 + }, + { + "p": 0.054675739258527756, + "m": 1.0 + }, + { + "p": 0.07285194098949432, + "m": 1.0 + }, + { + "p": 0.07221515476703644, + "m": 1.0 + }, + { + "p": 0.05794285237789154, + "m": 1.0 + }, + { + "p": 0.017399892210960388, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2494785785675049, + "val_loss": 0.7276315689086914, + "acc": 72.22, + "time": 499.4752198110218, + "param": [ + { + "p": 0.054576169699430466, + "m": 1.0 + }, + { + "p": 0.042680297046899796, + "m": 1.0 + }, + { + "p": 0.05980435758829117, + "m": 1.0 + }, + { + "p": 0.0672554224729538, + "m": 1.0 + }, + { + "p": 0.059921249747276306, + "m": 1.0 + }, + { + "p": 0.05669229477643967, + "m": 1.0 + }, + { + "p": 0.048951443284749985, + "m": 1.0 + }, + { + "p": 0.052551232278347015, + "m": 1.0 + }, + { + "p": 0.06269949674606323, + "m": 1.0 + }, + { + "p": 0.06914946436882019, + "m": 1.0 + }, + { + "p": 0.03252939507365227, + "m": 1.0 + }, + { + "p": 0.06959738582372665, + "m": 1.0 + }, + { + "p": 0.05552486702799797, + "m": 1.0 + }, + { + "p": 0.060321856290102005, + "m": 1.0 + }, + { + "p": 0.062732994556427, + "m": 1.0 + }, + { + "p": 0.06713259965181351, + "m": 1.0 + }, + { + "p": 0.028250625357031822, + "m": 1.0 + }, + { + "p": 0.04962874576449394, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2165371179580688, + "val_loss": 0.7304545044898987, + "acc": 71.07, + "time": 221.8281229409913, + "param": [ + { + "p": 0.05969810485839844, + "m": 1.0 + }, + { + "p": 0.03214246779680252, + "m": 1.0 + }, + { + "p": 0.05810932442545891, + "m": 1.0 + }, + { + "p": 0.08252332359552383, + "m": 1.0 + }, + { + "p": 0.04078495129942894, + "m": 1.0 + }, + { + "p": 0.043970465660095215, + "m": 1.0 + }, + { + "p": 0.08230618387460709, + "m": 1.0 + }, + { + "p": 0.05381420627236366, + "m": 1.0 + }, + { + "p": 0.038241758942604065, + "m": 1.0 + }, + { + "p": 0.0707862377166748, + "m": 1.0 + }, + { + "p": 0.06440836191177368, + "m": 1.0 + }, + { + "p": 0.06216409429907799, + "m": 1.0 + }, + { + "p": 0.04401350021362305, + "m": 1.0 + }, + { + "p": 0.07106102257966995, + "m": 1.0 + }, + { + "p": 0.07022915780544281, + "m": 1.0 + }, + { + "p": 0.04778905212879181, + "m": 1.0 + }, + { + "p": 0.034628916531801224, + "m": 1.0 + }, + { + "p": 0.04332902655005455, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1818435192108154, + "val_loss": 0.739545464515686, + "acc": 72.51, + "time": 218.18311346400878, + "param": [ + { + "p": 0.06733261793851852, + "m": 1.0 + }, + { + "p": 0.04955155402421951, + "m": 1.0 + }, + { + "p": 0.04666861891746521, + "m": 1.0 + }, + { + "p": 0.05360535904765129, + "m": 1.0 + }, + { + "p": 0.03880903497338295, + "m": 1.0 + }, + { + "p": 0.05531753972172737, + "m": 1.0 + }, + { + "p": 0.059927407652139664, + "m": 1.0 + }, + { + "p": 0.04935907945036888, + "m": 1.0 + }, + { + "p": 0.0648471936583519, + "m": 1.0 + }, + { + "p": 0.07655805349349976, + "m": 1.0 + }, + { + "p": 0.06743209064006805, + "m": 1.0 + }, + { + "p": 0.05247073620557785, + "m": 1.0 + }, + { + "p": 0.06912841647863388, + "m": 1.0 + }, + { + "p": 0.04784027487039566, + "m": 1.0 + }, + { + "p": 0.05492700636386871, + "m": 1.0 + }, + { + "p": 0.059480972588062286, + "m": 1.0 + }, + { + "p": 0.04167846217751503, + "m": 1.0 + }, + { + "p": 0.045065443962812424, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0017977952957153, + "val_loss": 0.8125636577606201, + "acc": 72.87, + "time": 535.7247663000016, + "param": [ + { + "p": 0.06070266291499138, + "m": 1.0 + }, + { + "p": 0.0437638945877552, + "m": 1.0 + }, + { + "p": 0.05128789693117142, + "m": 1.0 + }, + { + "p": 0.046251945197582245, + "m": 1.0 + }, + { + "p": 0.04681674763560295, + "m": 1.0 + }, + { + "p": 0.055151671171188354, + "m": 1.0 + }, + { + "p": 0.04267258942127228, + "m": 1.0 + }, + { + "p": 0.05105097219347954, + "m": 1.0 + }, + { + "p": 0.06576141715049744, + "m": 1.0 + }, + { + "p": 0.07141047716140747, + "m": 1.0 + }, + { + "p": 0.05830036476254463, + "m": 1.0 + }, + { + "p": 0.049716562032699585, + "m": 1.0 + }, + { + "p": 0.06871838122606277, + "m": 1.0 + }, + { + "p": 0.06678596884012222, + "m": 1.0 + }, + { + "p": 0.06845536828041077, + "m": 1.0 + }, + { + "p": 0.07435578852891922, + "m": 1.0 + }, + { + "p": 0.04499528557062149, + "m": 1.0 + }, + { + "p": 0.03380194678902626, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9824709892272949, + "val_loss": 0.7397503852844238, + "acc": 73.17, + "time": 535.3831659480056, + "param": [ + { + "p": 0.06119833514094353, + "m": 1.0 + }, + { + "p": 0.062115319073200226, + "m": 1.0 + }, + { + "p": 0.05237331986427307, + "m": 1.0 + }, + { + "p": 0.04839291423559189, + "m": 1.0 + }, + { + "p": 0.02158169075846672, + "m": 1.0 + }, + { + "p": 0.07274283468723297, + "m": 1.0 + }, + { + "p": 0.05860872566699982, + "m": 1.0 + }, + { + "p": 0.05757412314414978, + "m": 1.0 + }, + { + "p": 0.06864040344953537, + "m": 1.0 + }, + { + "p": 0.07307925075292587, + "m": 1.0 + }, + { + "p": 0.04165898635983467, + "m": 1.0 + }, + { + "p": 0.07593009620904922, + "m": 1.0 + }, + { + "p": 0.06589686870574951, + "m": 1.0 + }, + { + "p": 0.05268636718392372, + "m": 1.0 + }, + { + "p": 0.07064403593540192, + "m": 1.0 + }, + { + "p": 0.06306026875972748, + "m": 1.0 + }, + { + "p": 0.04927238076925278, + "m": 1.0 + }, + { + "p": 0.004544044844806194, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1445029973983765, + "val_loss": 0.8145160675048828, + "acc": 72.9, + "time": 533.9183830559778, + "param": [ + { + "p": 0.06529848277568817, + "m": 1.0 + }, + { + "p": 0.05044194310903549, + "m": 1.0 + }, + { + "p": 0.04462847486138344, + "m": 1.0 + }, + { + "p": 0.06754956394433975, + "m": 1.0 + }, + { + "p": 0.0685742124915123, + "m": 1.0 + }, + { + "p": 0.05532487854361534, + "m": 1.0 + }, + { + "p": 0.06612981110811234, + "m": 1.0 + }, + { + "p": 0.05140509083867073, + "m": 1.0 + }, + { + "p": 0.05474669486284256, + "m": 1.0 + }, + { + "p": 0.08254792541265488, + "m": 1.0 + }, + { + "p": 0.031604137271642685, + "m": 1.0 + }, + { + "p": 0.03588123247027397, + "m": 1.0 + }, + { + "p": 0.06650577485561371, + "m": 1.0 + }, + { + "p": 0.061396535485982895, + "m": 1.0 + }, + { + "p": 0.060025934129953384, + "m": 1.0 + }, + { + "p": 0.032926928251981735, + "m": 1.0 + }, + { + "p": 0.05012878030538559, + "m": 1.0 + }, + { + "p": 0.05488361418247223, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9691218137741089, + "val_loss": 0.8231387138366699, + "acc": 72.07, + "time": 535.9689761080081, + "param": [ + { + "p": 0.05336960032582283, + "m": 1.0 + }, + { + "p": 0.03343377262353897, + "m": 1.0 + }, + { + "p": 0.04143010452389717, + "m": 1.0 + }, + { + "p": 0.06011718884110451, + "m": 1.0 + }, + { + "p": 0.030889445915818214, + "m": 1.0 + }, + { + "p": 0.045340798795223236, + "m": 1.0 + }, + { + "p": 0.05986230820417404, + "m": 1.0 + }, + { + "p": 0.05565892904996872, + "m": 1.0 + }, + { + "p": 0.06886502355337143, + "m": 1.0 + }, + { + "p": 0.06841644644737244, + "m": 1.0 + }, + { + "p": 0.07313093543052673, + "m": 1.0 + }, + { + "p": 0.0686325803399086, + "m": 1.0 + }, + { + "p": 0.06491636484861374, + "m": 1.0 + }, + { + "p": 0.03662542253732681, + "m": 1.0 + }, + { + "p": 0.04640042409300804, + "m": 1.0 + }, + { + "p": 0.06411964446306229, + "m": 1.0 + }, + { + "p": 0.062024738639593124, + "m": 1.0 + }, + { + "p": 0.06676629930734634, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.076338529586792, + "val_loss": 0.9062589406967163, + "acc": 71.12, + "time": 535.3671907370153, + "param": [ + { + "p": 0.06493082642555237, + "m": 1.0 + }, + { + "p": 0.060847509652376175, + "m": 1.0 + }, + { + "p": 0.06675088405609131, + "m": 1.0 + }, + { + "p": 0.05774613097310066, + "m": 1.0 + }, + { + "p": 0.06180545315146446, + "m": 1.0 + }, + { + "p": 0.03492925316095352, + "m": 1.0 + }, + { + "p": 0.048274360597133636, + "m": 1.0 + }, + { + "p": 0.04161926731467247, + "m": 1.0 + }, + { + "p": 0.07048659026622772, + "m": 1.0 + }, + { + "p": 0.047053299844264984, + "m": 1.0 + }, + { + "p": 0.07418619841337204, + "m": 1.0 + }, + { + "p": 0.04723632335662842, + "m": 1.0 + }, + { + "p": 0.06697577238082886, + "m": 1.0 + }, + { + "p": 0.047750551253557205, + "m": 1.0 + }, + { + "p": 0.07233865559101105, + "m": 1.0 + }, + { + "p": 0.07155661284923553, + "m": 1.0 + }, + { + "p": 0.035556454211473465, + "m": 1.0 + }, + { + "p": 0.02995581552386284, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9805329442024231, + "val_loss": 0.6866128444671631, + "acc": 72.72, + "time": 539.516889157996, + "param": [ + { + "p": 0.0631314367055893, + "m": 1.0 + }, + { + "p": 0.04914610832929611, + "m": 1.0 + }, + { + "p": 0.0677097737789154, + "m": 1.0 + }, + { + "p": 0.05789275839924812, + "m": 1.0 + }, + { + "p": 0.04949461668729782, + "m": 1.0 + }, + { + "p": 0.049666695296764374, + "m": 1.0 + }, + { + "p": 0.02769768238067627, + "m": 1.0 + }, + { + "p": 0.07470743358135223, + "m": 1.0 + }, + { + "p": 0.0646623894572258, + "m": 1.0 + }, + { + "p": 0.03796358034014702, + "m": 1.0 + }, + { + "p": 0.05372166261076927, + "m": 1.0 + }, + { + "p": 0.07919687777757645, + "m": 1.0 + }, + { + "p": 0.07647746056318283, + "m": 1.0 + }, + { + "p": 0.0457436740398407, + "m": 1.0 + }, + { + "p": 0.05386911705136299, + "m": 1.0 + }, + { + "p": 0.06868739426136017, + "m": 1.0 + }, + { + "p": 0.048071470111608505, + "m": 1.0 + }, + { + "p": 0.03215993195772171, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.1349170207977295, + "val_loss": 0.7981614470481873, + "acc": 72.49, + "time": 538.127347489004, + "param": [ + { + "p": 0.05953187867999077, + "m": 1.0 + }, + { + "p": 0.05830595642328262, + "m": 1.0 + }, + { + "p": 0.06897304952144623, + "m": 1.0 + }, + { + "p": 0.053554560989141464, + "m": 1.0 + }, + { + "p": 0.03367841988801956, + "m": 1.0 + }, + { + "p": 0.06398086994886398, + "m": 1.0 + }, + { + "p": 0.0636361837387085, + "m": 1.0 + }, + { + "p": 0.06203048303723335, + "m": 1.0 + }, + { + "p": 0.0673580914735794, + "m": 1.0 + }, + { + "p": 0.06947952508926392, + "m": 1.0 + }, + { + "p": 0.03772701323032379, + "m": 1.0 + }, + { + "p": 0.06194640323519707, + "m": 1.0 + }, + { + "p": 0.04821755737066269, + "m": 1.0 + }, + { + "p": 0.04379456117749214, + "m": 1.0 + }, + { + "p": 0.07466869801282883, + "m": 1.0 + }, + { + "p": 0.05890689790248871, + "m": 1.0 + }, + { + "p": 0.027607133612036705, + "m": 1.0 + }, + { + "p": 0.04660264402627945, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9123415350914001, + "val_loss": 0.883941650390625, + "acc": 72.55, + "time": 538.0116716430057, + "param": [ + { + "p": 0.06813492625951767, + "m": 1.0 + }, + { + "p": 0.05288361385464668, + "m": 1.0 + }, + { + "p": 0.05521433800458908, + "m": 1.0 + }, + { + "p": 0.061644911766052246, + "m": 1.0 + }, + { + "p": 0.03902553394436836, + "m": 1.0 + }, + { + "p": 0.03564166650176048, + "m": 1.0 + }, + { + "p": 0.047472432255744934, + "m": 1.0 + }, + { + "p": 0.03464611992239952, + "m": 1.0 + }, + { + "p": 0.053496986627578735, + "m": 1.0 + }, + { + "p": 0.05292336642742157, + "m": 1.0 + }, + { + "p": 0.06251592189073563, + "m": 1.0 + }, + { + "p": 0.04719303920865059, + "m": 1.0 + }, + { + "p": 0.05758648365736008, + "m": 1.0 + }, + { + "p": 0.07654006779193878, + "m": 1.0 + }, + { + "p": 0.048720069229602814, + "m": 1.0 + }, + { + "p": 0.06514595448970795, + "m": 1.0 + }, + { + "p": 0.07268986105918884, + "m": 1.0 + }, + { + "p": 0.06852473318576813, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9764897227287292, + "val_loss": 0.8579914569854736, + "acc": 72.88, + "time": 539.6068292779964, + "param": [ + { + "p": 0.05997359752655029, + "m": 1.0 + }, + { + "p": 0.03590583801269531, + "m": 1.0 + }, + { + "p": 0.05520562082529068, + "m": 1.0 + }, + { + "p": 0.05855029448866844, + "m": 1.0 + }, + { + "p": 0.06580592691898346, + "m": 1.0 + }, + { + "p": 0.07199251651763916, + "m": 1.0 + }, + { + "p": 0.05648624151945114, + "m": 1.0 + }, + { + "p": 0.03959205746650696, + "m": 1.0 + }, + { + "p": 0.04942619428038597, + "m": 1.0 + }, + { + "p": 0.05667705088853836, + "m": 1.0 + }, + { + "p": 0.06887280195951462, + "m": 1.0 + }, + { + "p": 0.07030788064002991, + "m": 1.0 + }, + { + "p": 0.03808467462658882, + "m": 1.0 + }, + { + "p": 0.05117935314774513, + "m": 1.0 + }, + { + "p": 0.07457874715328217, + "m": 1.0 + }, + { + "p": 0.06727640330791473, + "m": 1.0 + }, + { + "p": 0.03618913143873215, + "m": 1.0 + }, + { + "p": 0.0438956692814827, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.148337960243225, + "val_loss": 0.9339408278465271, + "acc": 72.4, + "time": 536.3848165600211, + "param": [ + { + "p": 0.06641241163015366, + "m": 1.0 + }, + { + "p": 0.04542416334152222, + "m": 1.0 + }, + { + "p": 0.06398195028305054, + "m": 1.0 + }, + { + "p": 0.04461219906806946, + "m": 1.0 + }, + { + "p": 0.04705389589071274, + "m": 1.0 + }, + { + "p": 0.07791352272033691, + "m": 1.0 + }, + { + "p": 0.06535451114177704, + "m": 1.0 + }, + { + "p": 0.056470517069101334, + "m": 1.0 + }, + { + "p": 0.056638747453689575, + "m": 1.0 + }, + { + "p": 0.046265434473752975, + "m": 1.0 + }, + { + "p": 0.04930994659662247, + "m": 1.0 + }, + { + "p": 0.055755045264959335, + "m": 1.0 + }, + { + "p": 0.08134937286376953, + "m": 1.0 + }, + { + "p": 0.055805183947086334, + "m": 1.0 + }, + { + "p": 0.0555226132273674, + "m": 1.0 + }, + { + "p": 0.054023582488298416, + "m": 1.0 + }, + { + "p": 0.04184507206082344, + "m": 1.0 + }, + { + "p": 0.036261871457099915, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.3218066692352295, + "val_loss": 0.8658549785614014, + "acc": 73.0, + "time": 535.2956127750222, + "param": [ + { + "p": 0.06232426315546036, + "m": 1.0 + }, + { + "p": 0.03591277077794075, + "m": 1.0 + }, + { + "p": 0.05592901259660721, + "m": 1.0 + }, + { + "p": 0.05689122527837753, + "m": 1.0 + }, + { + "p": 0.08005635440349579, + "m": 1.0 + }, + { + "p": 0.08238229155540466, + "m": 1.0 + }, + { + "p": 0.0606120303273201, + "m": 1.0 + }, + { + "p": 0.058255262672901154, + "m": 1.0 + }, + { + "p": 0.04434850811958313, + "m": 1.0 + }, + { + "p": 0.04633815586566925, + "m": 1.0 + }, + { + "p": 0.06567669659852982, + "m": 1.0 + }, + { + "p": 0.05437728390097618, + "m": 1.0 + }, + { + "p": 0.05926890671253204, + "m": 1.0 + }, + { + "p": 0.04335298016667366, + "m": 1.0 + }, + { + "p": 0.051673199981451035, + "m": 1.0 + }, + { + "p": 0.06828007847070694, + "m": 1.0 + }, + { + "p": 0.03527023270726204, + "m": 1.0 + }, + { + "p": 0.03905078396201134, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.005096435546875, + "val_loss": 0.8136471509933472, + "acc": 73.08, + "time": 528.4144247329968, + "param": [ + { + "p": 0.10576129704713821, + "m": 1.0 + }, + { + "p": 0.04390471801161766, + "m": 1.0 + }, + { + "p": 0.05962064489722252, + "m": 1.0 + }, + { + "p": 0.03512534499168396, + "m": 1.0 + }, + { + "p": 0.07471447438001633, + "m": 1.0 + }, + { + "p": 0.055267080664634705, + "m": 1.0 + }, + { + "p": 0.04226916655898094, + "m": 1.0 + }, + { + "p": 0.03768715262413025, + "m": 1.0 + }, + { + "p": 0.052172791212797165, + "m": 1.0 + }, + { + "p": 0.06485418975353241, + "m": 1.0 + }, + { + "p": 0.058969542384147644, + "m": 1.0 + }, + { + "p": 0.06132480874657631, + "m": 1.0 + }, + { + "p": 0.07388995587825775, + "m": 1.0 + }, + { + "p": 0.062640480697155, + "m": 1.0 + }, + { + "p": 0.026644391939044, + "m": 1.0 + }, + { + "p": 0.07874581217765808, + "m": 1.0 + }, + { + "p": 0.018139932304620743, + "m": 1.0 + }, + { + "p": 0.0482681468129158, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json new file mode 100644 index 0000000..88c1d42 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 73.21, + "Time": [ + 519.0899210677552, + 64.10840806011166 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2683417797088623, + "val_loss": 2.287552833557129, + "acc": 13.88, + "time": 535.371512069978, + "param": [ + { + "p": 0.060629766434431076, + "m": 1.0 + }, + { + "p": 0.03833818435668945, + "m": 1.0 + }, + { + "p": 0.06056644022464752, + "m": 1.0 + }, + { + "p": 0.004617861472070217, + "m": 1.0 + }, + { + "p": 0.03938665613532066, + "m": 1.0 + }, + { + "p": 0.06770624220371246, + "m": 1.0 + }, + { + "p": 0.038179218769073486, + "m": 1.0 + }, + { + "p": 0.13055501878261566, + "m": 1.0 + }, + { + "p": 0.08166519552469254, + "m": 1.0 + }, + { + "p": 0.05960966646671295, + "m": 1.0 + }, + { + "p": 0.07081906497478485, + "m": 1.0 + }, + { + "p": 0.08151809871196747, + "m": 1.0 + }, + { + "p": 0.09749651700258255, + "m": 1.0 + }, + { + "p": 0.00577876903116703, + "m": 1.0 + }, + { + "p": 0.09557615965604782, + "m": 1.0 + }, + { + "p": 0.05295373126864433, + "m": 1.0 + }, + { + "p": 0.0038746490608900785, + "m": 1.0 + }, + { + "p": 0.010728759691119194, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.139958143234253, + "val_loss": 2.172381639480591, + "acc": 21.63, + "time": 538.4697638410144, + "param": [ + { + "p": 0.04839329794049263, + "m": 1.0 + }, + { + "p": 0.06452721357345581, + "m": 1.0 + }, + { + "p": 0.07097350060939789, + "m": 1.0 + }, + { + "p": 0.06654451042413712, + "m": 1.0 + }, + { + "p": 0.06890006363391876, + "m": 1.0 + }, + { + "p": 0.07133908569812775, + "m": 1.0 + }, + { + "p": 0.13609211146831512, + "m": 1.0 + }, + { + "p": 0.04812943935394287, + "m": 1.0 + }, + { + "p": 0.07215826958417892, + "m": 1.0 + }, + { + "p": 0.09740602225065231, + "m": 1.0 + }, + { + "p": 0.0339142307639122, + "m": 1.0 + }, + { + "p": 0.02433057874441147, + "m": 1.0 + }, + { + "p": 0.04200812429189682, + "m": 1.0 + }, + { + "p": 0.025426261126995087, + "m": 1.0 + }, + { + "p": 0.040022071450948715, + "m": 1.0 + }, + { + "p": 0.042190421372652054, + "m": 1.0 + }, + { + "p": 0.020413095131516457, + "m": 1.0 + }, + { + "p": 0.027231669053435326, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.095899820327759, + "val_loss": 1.9959814548492432, + "acc": 30.33, + "time": 532.0776797849976, + "param": [ + { + "p": 0.07926895469427109, + "m": 1.0 + }, + { + "p": 0.05990387871861458, + "m": 1.0 + }, + { + "p": 0.029881831258535385, + "m": 1.0 + }, + { + "p": 0.054700423032045364, + "m": 1.0 + }, + { + "p": 0.1248253807425499, + "m": 1.0 + }, + { + "p": 0.07370518893003464, + "m": 1.0 + }, + { + "p": 0.020692646503448486, + "m": 1.0 + }, + { + "p": 0.05850744992494583, + "m": 1.0 + }, + { + "p": 0.05261288210749626, + "m": 1.0 + }, + { + "p": 0.07205939292907715, + "m": 1.0 + }, + { + "p": 0.07293042540550232, + "m": 1.0 + }, + { + "p": 0.07045658677816391, + "m": 1.0 + }, + { + "p": 0.04393205791711807, + "m": 1.0 + }, + { + "p": 0.012646165676414967, + "m": 1.0 + }, + { + "p": 0.06582596153020859, + "m": 1.0 + }, + { + "p": 0.02008245140314102, + "m": 1.0 + }, + { + "p": 0.04423101246356964, + "m": 1.0 + }, + { + "p": 0.0437372662127018, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0366733074188232, + "val_loss": 1.9317094087600708, + "acc": 33.82, + "time": 536.7704585509782, + "param": [ + { + "p": 0.06767638027667999, + "m": 1.0 + }, + { + "p": 0.07232873141765594, + "m": 1.0 + }, + { + "p": 0.08919784426689148, + "m": 1.0 + }, + { + "p": 0.05325658619403839, + "m": 1.0 + }, + { + "p": 0.03373854234814644, + "m": 1.0 + }, + { + "p": 0.06916876137256622, + "m": 1.0 + }, + { + "p": 0.08660968393087387, + "m": 1.0 + }, + { + "p": 0.0510886088013649, + "m": 1.0 + }, + { + "p": 0.0574001669883728, + "m": 1.0 + }, + { + "p": 0.04882334917783737, + "m": 1.0 + }, + { + "p": 0.07672996819019318, + "m": 1.0 + }, + { + "p": 0.02059140056371689, + "m": 1.0 + }, + { + "p": 0.07232029736042023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0368315726518631, + "m": 1.0 + }, + { + "p": 0.05223671346902847, + "m": 1.0 + }, + { + "p": 0.07171709835529327, + "m": 1.0 + }, + { + "p": 0.04028430953621864, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.074300527572632, + "val_loss": 1.9353562593460083, + "acc": 32.6, + "time": 540.1031968940224, + "param": [ + { + "p": 0.014070716686546803, + "m": 1.0 + }, + { + "p": 0.06696408987045288, + "m": 1.0 + }, + { + "p": 0.09098754823207855, + "m": 1.0 + }, + { + "p": 0.0760960727930069, + "m": 1.0 + }, + { + "p": 0.016625337302684784, + "m": 1.0 + }, + { + "p": 0.0732872262597084, + "m": 1.0 + }, + { + "p": 0.06286916881799698, + "m": 1.0 + }, + { + "p": 0.044382378458976746, + "m": 1.0 + }, + { + "p": 0.04418991133570671, + "m": 1.0 + }, + { + "p": 0.059814129024744034, + "m": 1.0 + }, + { + "p": 0.029282383620738983, + "m": 1.0 + }, + { + "p": 0.06219181790947914, + "m": 1.0 + }, + { + "p": 0.09757756441831589, + "m": 1.0 + }, + { + "p": 0.02279079332947731, + "m": 1.0 + }, + { + "p": 0.05365634709596634, + "m": 1.0 + }, + { + "p": 0.13254065811634064, + "m": 1.0 + }, + { + "p": 0.040503233671188354, + "m": 1.0 + }, + { + "p": 0.01217054482549429, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0693564414978027, + "val_loss": 1.8804575204849243, + "acc": 36.43, + "time": 534.5179201659921, + "param": [ + { + "p": 0.04366416856646538, + "m": 1.0 + }, + { + "p": 0.05878962576389313, + "m": 1.0 + }, + { + "p": 0.09884229302406311, + "m": 1.0 + }, + { + "p": 0.04189963638782501, + "m": 1.0 + }, + { + "p": 0.050285883247852325, + "m": 1.0 + }, + { + "p": 0.04808608070015907, + "m": 1.0 + }, + { + "p": 0.07785742729902267, + "m": 1.0 + }, + { + "p": 0.05296142026782036, + "m": 1.0 + }, + { + "p": 0.06536474078893661, + "m": 1.0 + }, + { + "p": 0.0846707746386528, + "m": 1.0 + }, + { + "p": 0.05309801176190376, + "m": 1.0 + }, + { + "p": 0.05907627195119858, + "m": 1.0 + }, + { + "p": 0.03173620626330376, + "m": 1.0 + }, + { + "p": 0.03513473644852638, + "m": 1.0 + }, + { + "p": 0.05768410861492157, + "m": 1.0 + }, + { + "p": 0.08554072678089142, + "m": 1.0 + }, + { + "p": 0.01833171583712101, + "m": 1.0 + }, + { + "p": 0.036976221948862076, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9939199686050415, + "val_loss": 1.750474214553833, + "acc": 38.69, + "time": 536.071294273017, + "param": [ + { + "p": 0.07284047454595566, + "m": 1.0 + }, + { + "p": 0.03372091427445412, + "m": 1.0 + }, + { + "p": 0.061772506684064865, + "m": 1.0 + }, + { + "p": 0.06074979528784752, + "m": 1.0 + }, + { + "p": 0.04174673184752464, + "m": 1.0 + }, + { + "p": 0.039384160190820694, + "m": 1.0 + }, + { + "p": 0.05846194550395012, + "m": 1.0 + }, + { + "p": 0.05591036379337311, + "m": 1.0 + }, + { + "p": 0.07404027134180069, + "m": 1.0 + }, + { + "p": 0.09179095178842545, + "m": 1.0 + }, + { + "p": 0.04914429038763046, + "m": 1.0 + }, + { + "p": 0.056804850697517395, + "m": 1.0 + }, + { + "p": 0.06150173768401146, + "m": 1.0 + }, + { + "p": 0.03552575036883354, + "m": 1.0 + }, + { + "p": 0.029476603493094444, + "m": 1.0 + }, + { + "p": 0.061864543706178665, + "m": 1.0 + }, + { + "p": 0.05561021342873573, + "m": 1.0 + }, + { + "p": 0.05965389311313629, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.0319674015045166, + "val_loss": 1.769639253616333, + "acc": 38.66, + "time": 535.3858484390075, + "param": [ + { + "p": 0.06999846547842026, + "m": 1.0 + }, + { + "p": 0.037621092051267624, + "m": 1.0 + }, + { + "p": 0.06139002740383148, + "m": 1.0 + }, + { + "p": 0.05275933817028999, + "m": 1.0 + }, + { + "p": 0.0535934679210186, + "m": 1.0 + }, + { + "p": 0.05690068006515503, + "m": 1.0 + }, + { + "p": 0.05958719179034233, + "m": 1.0 + }, + { + "p": 0.059122782200574875, + "m": 1.0 + }, + { + "p": 0.0522187277674675, + "m": 1.0 + }, + { + "p": 0.07699167728424072, + "m": 1.0 + }, + { + "p": 0.05888937786221504, + "m": 1.0 + }, + { + "p": 0.05778168886899948, + "m": 1.0 + }, + { + "p": 0.05388955771923065, + "m": 1.0 + }, + { + "p": 0.038363344967365265, + "m": 1.0 + }, + { + "p": 0.06064276024699211, + "m": 1.0 + }, + { + "p": 0.059080589562654495, + "m": 1.0 + }, + { + "p": 0.04342181235551834, + "m": 1.0 + }, + { + "p": 0.04774735867977142, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.013871192932129, + "val_loss": 1.6844865083694458, + "acc": 42.97, + "time": 536.8525367070106, + "param": [ + { + "p": 0.08565814048051834, + "m": 1.0 + }, + { + "p": 0.009635711088776588, + "m": 1.0 + }, + { + "p": 0.08086612820625305, + "m": 1.0 + }, + { + "p": 0.024370238184928894, + "m": 1.0 + }, + { + "p": 0.007587836589664221, + "m": 1.0 + }, + { + "p": 0.07156837731599808, + "m": 1.0 + }, + { + "p": 0.12000077962875366, + "m": 1.0 + }, + { + "p": 0.061003178358078, + "m": 1.0 + }, + { + "p": 0.05319627746939659, + "m": 1.0 + }, + { + "p": 0.0799754187464714, + "m": 1.0 + }, + { + "p": 0.07707494497299194, + "m": 1.0 + }, + { + "p": 0.0727996900677681, + "m": 1.0 + }, + { + "p": 0.05851331353187561, + "m": 1.0 + }, + { + "p": 0.013155341148376465, + "m": 1.0 + }, + { + "p": 0.06466875225305557, + "m": 1.0 + }, + { + "p": 0.07496961951255798, + "m": 1.0 + }, + { + "p": 0.008531669154763222, + "m": 1.0 + }, + { + "p": 0.03642461448907852, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.038980722427368, + "val_loss": 1.662540078163147, + "acc": 41.23, + "time": 532.7238350799889, + "param": [ + { + "p": 0.03431706130504608, + "m": 1.0 + }, + { + "p": 0.05143143609166145, + "m": 1.0 + }, + { + "p": 0.05555689334869385, + "m": 1.0 + }, + { + "p": 0.059695303440093994, + "m": 1.0 + }, + { + "p": 0.02233824133872986, + "m": 1.0 + }, + { + "p": 0.05639271065592766, + "m": 1.0 + }, + { + "p": 0.05312972888350487, + "m": 1.0 + }, + { + "p": 0.06747478246688843, + "m": 1.0 + }, + { + "p": 0.07309020310640335, + "m": 1.0 + }, + { + "p": 0.08754179626703262, + "m": 1.0 + }, + { + "p": 0.04177223518490791, + "m": 1.0 + }, + { + "p": 0.08100338280200958, + "m": 1.0 + }, + { + "p": 0.08141811192035675, + "m": 1.0 + }, + { + "p": 0.05178898200392723, + "m": 1.0 + }, + { + "p": 0.050418585538864136, + "m": 1.0 + }, + { + "p": 0.06951142102479935, + "m": 1.0 + }, + { + "p": 0.03964193910360336, + "m": 1.0 + }, + { + "p": 0.023477233946323395, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.972735047340393, + "val_loss": 1.6483415365219116, + "acc": 44.09, + "time": 535.318512680009, + "param": [ + { + "p": 0.07662001252174377, + "m": 1.0 + }, + { + "p": 0.050690650939941406, + "m": 1.0 + }, + { + "p": 0.03385458141565323, + "m": 1.0 + }, + { + "p": 0.06894315779209137, + "m": 1.0 + }, + { + "p": 0.012438702397048473, + "m": 1.0 + }, + { + "p": 0.044047120958566666, + "m": 1.0 + }, + { + "p": 0.07437767088413239, + "m": 1.0 + }, + { + "p": 0.07699389010667801, + "m": 1.0 + }, + { + "p": 0.05137346312403679, + "m": 1.0 + }, + { + "p": 0.05939941480755806, + "m": 1.0 + }, + { + "p": 0.058517370373010635, + "m": 1.0 + }, + { + "p": 0.06243208795785904, + "m": 1.0 + }, + { + "p": 0.06717286258935928, + "m": 1.0 + }, + { + "p": 0.06268253177404404, + "m": 1.0 + }, + { + "p": 0.05569212883710861, + "m": 1.0 + }, + { + "p": 0.06350605189800262, + "m": 1.0 + }, + { + "p": 0.03969697654247284, + "m": 1.0 + }, + { + "p": 0.041561249643564224, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.817602515220642, + "val_loss": 1.4740527868270874, + "acc": 45.7, + "time": 536.2845225690107, + "param": [ + { + "p": 0.07061019539833069, + "m": 1.0 + }, + { + "p": 0.04458598420023918, + "m": 1.0 + }, + { + "p": 0.08355637639760971, + "m": 1.0 + }, + { + "p": 0.05765048414468765, + "m": 1.0 + }, + { + "p": 0.02044190838932991, + "m": 1.0 + }, + { + "p": 0.029998796060681343, + "m": 1.0 + }, + { + "p": 0.07051823288202286, + "m": 1.0 + }, + { + "p": 0.08177758753299713, + "m": 1.0 + }, + { + "p": 0.04304938763380051, + "m": 1.0 + }, + { + "p": 0.06719847768545151, + "m": 1.0 + }, + { + "p": 0.06471860408782959, + "m": 1.0 + }, + { + "p": 0.08680356293916702, + "m": 1.0 + }, + { + "p": 0.05707144737243652, + "m": 1.0 + }, + { + "p": 0.016002073884010315, + "m": 1.0 + }, + { + "p": 0.03542044758796692, + "m": 1.0 + }, + { + "p": 0.1004602238535881, + "m": 1.0 + }, + { + "p": 0.0331706739962101, + "m": 1.0 + }, + { + "p": 0.03696556016802788, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.533690094947815, + "val_loss": 1.6142650842666626, + "acc": 44.85, + "time": 531.0679319820192, + "param": [ + { + "p": 0.09658928215503693, + "m": 1.0 + }, + { + "p": 0.00524009158834815, + "m": 1.0 + }, + { + "p": 0.08879285305738449, + "m": 1.0 + }, + { + "p": 0.02443241886794567, + "m": 1.0 + }, + { + "p": 0.012444362975656986, + "m": 1.0 + }, + { + "p": 0.02219095267355442, + "m": 1.0 + }, + { + "p": 0.07467874139547348, + "m": 1.0 + }, + { + "p": 0.07724666595458984, + "m": 1.0 + }, + { + "p": 0.06434067338705063, + "m": 1.0 + }, + { + "p": 0.026894155889749527, + "m": 1.0 + }, + { + "p": 0.07100431621074677, + "m": 1.0 + }, + { + "p": 0.12676528096199036, + "m": 1.0 + }, + { + "p": 0.09830748289823532, + "m": 1.0 + }, + { + "p": 0.005400246009230614, + "m": 1.0 + }, + { + "p": 0.09526147693395615, + "m": 1.0 + }, + { + "p": 0.07056527584791183, + "m": 1.0 + }, + { + "p": 0.017038865014910698, + "m": 1.0 + }, + { + "p": 0.02280689775943756, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.77255117893219, + "val_loss": 1.463455080986023, + "acc": 47.45, + "time": 531.7428054379998, + "param": [ + { + "p": 0.08724228292703629, + "m": 1.0 + }, + { + "p": 0.04099845141172409, + "m": 1.0 + }, + { + "p": 0.08723784238100052, + "m": 1.0 + }, + { + "p": 0.0409524068236351, + "m": 1.0 + }, + { + "p": 0.03422637656331062, + "m": 1.0 + }, + { + "p": 0.02771514467895031, + "m": 1.0 + }, + { + "p": 0.055075354874134064, + "m": 1.0 + }, + { + "p": 0.06516426056623459, + "m": 1.0 + }, + { + "p": 0.051340389996767044, + "m": 1.0 + }, + { + "p": 0.09865224361419678, + "m": 1.0 + }, + { + "p": 0.06591149419546127, + "m": 1.0 + }, + { + "p": 0.07042182236909866, + "m": 1.0 + }, + { + "p": 0.05569900944828987, + "m": 1.0 + }, + { + "p": 0.02234840951859951, + "m": 1.0 + }, + { + "p": 0.07029826194047928, + "m": 1.0 + }, + { + "p": 0.07310658693313599, + "m": 1.0 + }, + { + "p": 0.03241953253746033, + "m": 1.0 + }, + { + "p": 0.021190056577324867, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.65684974193573, + "val_loss": 1.4532287120819092, + "acc": 45.89, + "time": 534.3546578699898, + "param": [ + { + "p": 0.07690263539552689, + "m": 1.0 + }, + { + "p": 0.052901316434144974, + "m": 1.0 + }, + { + "p": 0.07442931830883026, + "m": 1.0 + }, + { + "p": 0.05384628474712372, + "m": 1.0 + }, + { + "p": 0.03398517146706581, + "m": 1.0 + }, + { + "p": 0.04707661271095276, + "m": 1.0 + }, + { + "p": 0.0674661248922348, + "m": 1.0 + }, + { + "p": 0.07058335095643997, + "m": 1.0 + }, + { + "p": 0.0564834289252758, + "m": 1.0 + }, + { + "p": 0.0855700671672821, + "m": 1.0 + }, + { + "p": 0.0662422701716423, + "m": 1.0 + }, + { + "p": 0.06155937910079956, + "m": 1.0 + }, + { + "p": 0.05608293414115906, + "m": 1.0 + }, + { + "p": 0.0383777990937233, + "m": 1.0 + }, + { + "p": 0.07440562546253204, + "m": 1.0 + }, + { + "p": 0.0391022264957428, + "m": 1.0 + }, + { + "p": 0.009921093471348286, + "m": 1.0 + }, + { + "p": 0.03506436571478844, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8237868547439575, + "val_loss": 1.475525140762329, + "acc": 48.93, + "time": 531.2851894169871, + "param": [ + { + "p": 0.0570293627679348, + "m": 1.0 + }, + { + "p": 0.06701959669589996, + "m": 1.0 + }, + { + "p": 0.0550113320350647, + "m": 1.0 + }, + { + "p": 0.054659754037857056, + "m": 1.0 + }, + { + "p": 0.037291042506694794, + "m": 1.0 + }, + { + "p": 0.02529923990368843, + "m": 1.0 + }, + { + "p": 0.06369473040103912, + "m": 1.0 + }, + { + "p": 0.04709136113524437, + "m": 1.0 + }, + { + "p": 0.10124856233596802, + "m": 1.0 + }, + { + "p": 0.07286325842142105, + "m": 1.0 + }, + { + "p": 0.08677177876234055, + "m": 1.0 + }, + { + "p": 0.05981195345520973, + "m": 1.0 + }, + { + "p": 0.07862098515033722, + "m": 1.0 + }, + { + "p": 0.008026770316064358, + "m": 1.0 + }, + { + "p": 0.03498084098100662, + "m": 1.0 + }, + { + "p": 0.10908357053995132, + "m": 1.0 + }, + { + "p": 0.01956900767982006, + "m": 1.0 + }, + { + "p": 0.021927006542682648, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6285890340805054, + "val_loss": 1.448020100593567, + "acc": 48.2, + "time": 539.0523437510128, + "param": [ + { + "p": 0.06514488160610199, + "m": 1.0 + }, + { + "p": 0.04190526902675629, + "m": 1.0 + }, + { + "p": 0.091165691614151, + "m": 1.0 + }, + { + "p": 0.033970803022384644, + "m": 1.0 + }, + { + "p": 0.027094848453998566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08451824635267258, + "m": 1.0 + }, + { + "p": 0.05577113479375839, + "m": 1.0 + }, + { + "p": 0.0396701954305172, + "m": 1.0 + }, + { + "p": 0.08955162763595581, + "m": 1.0 + }, + { + "p": 0.06553660333156586, + "m": 1.0 + }, + { + "p": 0.05282590538263321, + "m": 1.0 + }, + { + "p": 0.01908390410244465, + "m": 1.0 + }, + { + "p": 0.04809559881687164, + "m": 1.0 + }, + { + "p": 0.11773769557476044, + "m": 1.0 + }, + { + "p": 0.07315093278884888, + "m": 1.0 + }, + { + "p": 0.06671537458896637, + "m": 1.0 + }, + { + "p": 0.028061240911483765, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6466165781021118, + "val_loss": 1.3873169422149658, + "acc": 49.08, + "time": 534.079601231002, + "param": [ + { + "p": 0.06486357003450394, + "m": 1.0 + }, + { + "p": 0.06244751065969467, + "m": 1.0 + }, + { + "p": 0.05995874106884003, + "m": 1.0 + }, + { + "p": 0.04790349677205086, + "m": 1.0 + }, + { + "p": 0.034012481570243835, + "m": 1.0 + }, + { + "p": 0.04340159893035889, + "m": 1.0 + }, + { + "p": 0.07495108246803284, + "m": 1.0 + }, + { + "p": 0.07684406638145447, + "m": 1.0 + }, + { + "p": 0.038696445524692535, + "m": 1.0 + }, + { + "p": 0.0591190904378891, + "m": 1.0 + }, + { + "p": 0.0503532737493515, + "m": 1.0 + }, + { + "p": 0.06677421927452087, + "m": 1.0 + }, + { + "p": 0.09737452864646912, + "m": 1.0 + }, + { + "p": 0.02940833568572998, + "m": 1.0 + }, + { + "p": 0.06262775510549545, + "m": 1.0 + }, + { + "p": 0.07275646924972534, + "m": 1.0 + }, + { + "p": 0.02193637378513813, + "m": 1.0 + }, + { + "p": 0.03657091408967972, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8277581930160522, + "val_loss": 1.420390009880066, + "acc": 50.8, + "time": 534.8127945069864, + "param": [ + { + "p": 0.06080244109034538, + "m": 1.0 + }, + { + "p": 0.04260068014264107, + "m": 1.0 + }, + { + "p": 0.05897331237792969, + "m": 1.0 + }, + { + "p": 0.06453903764486313, + "m": 1.0 + }, + { + "p": 0.03360018506646156, + "m": 1.0 + }, + { + "p": 0.06594403088092804, + "m": 1.0 + }, + { + "p": 0.054134368896484375, + "m": 1.0 + }, + { + "p": 0.05425805598497391, + "m": 1.0 + }, + { + "p": 0.053915590047836304, + "m": 1.0 + }, + { + "p": 0.06462377309799194, + "m": 1.0 + }, + { + "p": 0.0828600600361824, + "m": 1.0 + }, + { + "p": 0.06609554588794708, + "m": 1.0 + }, + { + "p": 0.07278452813625336, + "m": 1.0 + }, + { + "p": 0.04434361681342125, + "m": 1.0 + }, + { + "p": 0.04479750990867615, + "m": 1.0 + }, + { + "p": 0.06597555428743362, + "m": 1.0 + }, + { + "p": 0.035315413028001785, + "m": 1.0 + }, + { + "p": 0.0344361774623394, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7758632898330688, + "val_loss": 1.3346171379089355, + "acc": 51.44, + "time": 537.4385314190004, + "param": [ + { + "p": 0.06645090878009796, + "m": 1.0 + }, + { + "p": 0.02046339586377144, + "m": 1.0 + }, + { + "p": 0.06824834644794464, + "m": 1.0 + }, + { + "p": 0.05473753437399864, + "m": 1.0 + }, + { + "p": 0.036774180829524994, + "m": 1.0 + }, + { + "p": 0.04762209951877594, + "m": 1.0 + }, + { + "p": 0.07469481974840164, + "m": 1.0 + }, + { + "p": 0.057022783905267715, + "m": 1.0 + }, + { + "p": 0.06177514046430588, + "m": 1.0 + }, + { + "p": 0.061383187770843506, + "m": 1.0 + }, + { + "p": 0.07314890623092651, + "m": 1.0 + }, + { + "p": 0.05691058933734894, + "m": 1.0 + }, + { + "p": 0.07290657609701157, + "m": 1.0 + }, + { + "p": 0.046656254678964615, + "m": 1.0 + }, + { + "p": 0.06711423397064209, + "m": 1.0 + }, + { + "p": 0.07131336629390717, + "m": 1.0 + }, + { + "p": 0.03701772168278694, + "m": 1.0 + }, + { + "p": 0.025759827345609665, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8919109106063843, + "val_loss": 1.3662846088409424, + "acc": 52.68, + "time": 530.3176783699892, + "param": [ + { + "p": 0.07278185337781906, + "m": 1.0 + }, + { + "p": 0.06108759343624115, + "m": 1.0 + }, + { + "p": 0.07997561246156693, + "m": 1.0 + }, + { + "p": 0.050278440117836, + "m": 1.0 + }, + { + "p": 0.024161024019122124, + "m": 1.0 + }, + { + "p": 0.034373607486486435, + "m": 1.0 + }, + { + "p": 0.06433907896280289, + "m": 1.0 + }, + { + "p": 0.059967562556266785, + "m": 1.0 + }, + { + "p": 0.05891985073685646, + "m": 1.0 + }, + { + "p": 0.05536937341094017, + "m": 1.0 + }, + { + "p": 0.0589018315076828, + "m": 1.0 + }, + { + "p": 0.08582452684640884, + "m": 1.0 + }, + { + "p": 0.07811460644006729, + "m": 1.0 + }, + { + "p": 0.04658423364162445, + "m": 1.0 + }, + { + "p": 0.05633844435214996, + "m": 1.0 + }, + { + "p": 0.061592817306518555, + "m": 1.0 + }, + { + "p": 0.029816139489412308, + "m": 1.0 + }, + { + "p": 0.02157341130077839, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7505888938903809, + "val_loss": 1.3539034128189087, + "acc": 51.67, + "time": 535.6989036500163, + "param": [ + { + "p": 0.08189781755208969, + "m": 1.0 + }, + { + "p": 0.04618224501609802, + "m": 1.0 + }, + { + "p": 0.06192629784345627, + "m": 1.0 + }, + { + "p": 0.0478186309337616, + "m": 1.0 + }, + { + "p": 0.02615300752222538, + "m": 1.0 + }, + { + "p": 0.05675194784998894, + "m": 1.0 + }, + { + "p": 0.04601002857089043, + "m": 1.0 + }, + { + "p": 0.06543274968862534, + "m": 1.0 + }, + { + "p": 0.0737137570977211, + "m": 1.0 + }, + { + "p": 0.0618073008954525, + "m": 1.0 + }, + { + "p": 0.0521814338862896, + "m": 1.0 + }, + { + "p": 0.06095071882009506, + "m": 1.0 + }, + { + "p": 0.08590420335531235, + "m": 1.0 + }, + { + "p": 0.05327229201793671, + "m": 1.0 + }, + { + "p": 0.048031825572252274, + "m": 1.0 + }, + { + "p": 0.06484642624855042, + "m": 1.0 + }, + { + "p": 0.04697686433792114, + "m": 1.0 + }, + { + "p": 0.0201424453407526, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6906750202178955, + "val_loss": 1.3469157218933105, + "acc": 51.23, + "time": 532.1588521830272, + "param": [ + { + "p": 0.055185358971357346, + "m": 1.0 + }, + { + "p": 0.02493055909872055, + "m": 1.0 + }, + { + "p": 0.06708578765392303, + "m": 1.0 + }, + { + "p": 0.051451217383146286, + "m": 1.0 + }, + { + "p": 0.04933258518576622, + "m": 1.0 + }, + { + "p": 0.07434365898370743, + "m": 1.0 + }, + { + "p": 0.07140718400478363, + "m": 1.0 + }, + { + "p": 0.05213293805718422, + "m": 1.0 + }, + { + "p": 0.06665389984846115, + "m": 1.0 + }, + { + "p": 0.0660603791475296, + "m": 1.0 + }, + { + "p": 0.051343150436878204, + "m": 1.0 + }, + { + "p": 0.061700474470853806, + "m": 1.0 + }, + { + "p": 0.051479194313287735, + "m": 1.0 + }, + { + "p": 0.04346940293908119, + "m": 1.0 + }, + { + "p": 0.07905048131942749, + "m": 1.0 + }, + { + "p": 0.06576063483953476, + "m": 1.0 + }, + { + "p": 0.03110995702445507, + "m": 1.0 + }, + { + "p": 0.03750304505228996, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.7178906202316284, + "val_loss": 1.3258142471313477, + "acc": 53.4, + "time": 217.38975555301295, + "param": [ + { + "p": 0.06499800831079483, + "m": 1.0 + }, + { + "p": 0.00941016711294651, + "m": 1.0 + }, + { + "p": 0.04786920174956322, + "m": 1.0 + }, + { + "p": 0.05802888423204422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05908488109707832, + "m": 1.0 + }, + { + "p": 0.07068756967782974, + "m": 1.0 + }, + { + "p": 0.06299203634262085, + "m": 1.0 + }, + { + "p": 0.08637873083353043, + "m": 1.0 + }, + { + "p": 0.050880640745162964, + "m": 1.0 + }, + { + "p": 0.07723696529865265, + "m": 1.0 + }, + { + "p": 0.06699872016906738, + "m": 1.0 + }, + { + "p": 0.058073729276657104, + "m": 1.0 + }, + { + "p": 0.03977924585342407, + "m": 1.0 + }, + { + "p": 0.09051495790481567, + "m": 1.0 + }, + { + "p": 0.08424834161996841, + "m": 1.0 + }, + { + "p": 0.036525942385196686, + "m": 1.0 + }, + { + "p": 0.03629191592335701, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.643101453781128, + "val_loss": 1.2623398303985596, + "acc": 55.32, + "time": 224.48339279499487, + "param": [ + { + "p": 0.06178274750709534, + "m": 1.0 + }, + { + "p": 0.008624391630291939, + "m": 1.0 + }, + { + "p": 0.07201747596263885, + "m": 1.0 + }, + { + "p": 0.05248209834098816, + "m": 1.0 + }, + { + "p": 0.025345511734485626, + "m": 1.0 + }, + { + "p": 0.04866665229201317, + "m": 1.0 + }, + { + "p": 0.03314686566591263, + "m": 1.0 + }, + { + "p": 0.05955205112695694, + "m": 1.0 + }, + { + "p": 0.04208536446094513, + "m": 1.0 + }, + { + "p": 0.08169415593147278, + "m": 1.0 + }, + { + "p": 0.1300501823425293, + "m": 1.0 + }, + { + "p": 0.06454703956842422, + "m": 1.0 + }, + { + "p": 0.03097875416278839, + "m": 1.0 + }, + { + "p": 0.07187800109386444, + "m": 1.0 + }, + { + "p": 0.0620722770690918, + "m": 1.0 + }, + { + "p": 0.08741074800491333, + "m": 1.0 + }, + { + "p": 0.0485692098736763, + "m": 1.0 + }, + { + "p": 0.0190964937210083, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5654010772705078, + "val_loss": 1.2774478197097778, + "acc": 55.22, + "time": 533.091090670001, + "param": [ + { + "p": 0.057726722210645676, + "m": 1.0 + }, + { + "p": 0.030320357531309128, + "m": 1.0 + }, + { + "p": 0.0606786273419857, + "m": 1.0 + }, + { + "p": 0.04863136261701584, + "m": 1.0 + }, + { + "p": 0.041647013276815414, + "m": 1.0 + }, + { + "p": 0.059608906507492065, + "m": 1.0 + }, + { + "p": 0.07313089817762375, + "m": 1.0 + }, + { + "p": 0.04606812819838524, + "m": 1.0 + }, + { + "p": 0.06441115587949753, + "m": 1.0 + }, + { + "p": 0.061876509338617325, + "m": 1.0 + }, + { + "p": 0.06695768982172012, + "m": 1.0 + }, + { + "p": 0.08437015861272812, + "m": 1.0 + }, + { + "p": 0.06518419831991196, + "m": 1.0 + }, + { + "p": 0.05973667651414871, + "m": 1.0 + }, + { + "p": 0.06639565527439117, + "m": 1.0 + }, + { + "p": 0.07351169735193253, + "m": 1.0 + }, + { + "p": 0.01902202144265175, + "m": 1.0 + }, + { + "p": 0.020722171291708946, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.749453067779541, + "val_loss": 1.2418584823608398, + "acc": 56.27, + "time": 537.8475025219959, + "param": [ + { + "p": 0.04849625751376152, + "m": 1.0 + }, + { + "p": 0.058638595044612885, + "m": 1.0 + }, + { + "p": 0.053082603961229324, + "m": 1.0 + }, + { + "p": 0.044658273458480835, + "m": 1.0 + }, + { + "p": 0.032221075147390366, + "m": 1.0 + }, + { + "p": 0.04816857725381851, + "m": 1.0 + }, + { + "p": 0.07979931682348251, + "m": 1.0 + }, + { + "p": 0.05121612921357155, + "m": 1.0 + }, + { + "p": 0.08213028311729431, + "m": 1.0 + }, + { + "p": 0.06581073254346848, + "m": 1.0 + }, + { + "p": 0.06651546061038971, + "m": 1.0 + }, + { + "p": 0.06731229275465012, + "m": 1.0 + }, + { + "p": 0.05053434148430824, + "m": 1.0 + }, + { + "p": 0.04149923473596573, + "m": 1.0 + }, + { + "p": 0.06889747083187103, + "m": 1.0 + }, + { + "p": 0.08452983945608139, + "m": 1.0 + }, + { + "p": 0.04225444048643112, + "m": 1.0 + }, + { + "p": 0.014235155656933784, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7011348009109497, + "val_loss": 1.3282155990600586, + "acc": 55.44, + "time": 539.2551027189766, + "param": [ + { + "p": 0.07959507405757904, + "m": 1.0 + }, + { + "p": 0.04675096273422241, + "m": 1.0 + }, + { + "p": 0.07826283574104309, + "m": 1.0 + }, + { + "p": 0.04822160676121712, + "m": 1.0 + }, + { + "p": 0.0432644784450531, + "m": 1.0 + }, + { + "p": 0.04193512350320816, + "m": 1.0 + }, + { + "p": 0.07790528237819672, + "m": 1.0 + }, + { + "p": 0.0746035948395729, + "m": 1.0 + }, + { + "p": 0.05699434131383896, + "m": 1.0 + }, + { + "p": 0.07390458136796951, + "m": 1.0 + }, + { + "p": 0.059514109045267105, + "m": 1.0 + }, + { + "p": 0.050891488790512085, + "m": 1.0 + }, + { + "p": 0.050392843782901764, + "m": 1.0 + }, + { + "p": 0.04887159541249275, + "m": 1.0 + }, + { + "p": 0.0638141855597496, + "m": 1.0 + }, + { + "p": 0.04909741133451462, + "m": 1.0 + }, + { + "p": 0.021897973492741585, + "m": 1.0 + }, + { + "p": 0.03408243879675865, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.579417109489441, + "val_loss": 1.1684592962265015, + "acc": 57.59, + "time": 537.030227663985, + "param": [ + { + "p": 0.08550209552049637, + "m": 1.0 + }, + { + "p": 0.031615644693374634, + "m": 1.0 + }, + { + "p": 0.07539825886487961, + "m": 1.0 + }, + { + "p": 0.055592130869627, + "m": 1.0 + }, + { + "p": 0.026507267728447914, + "m": 1.0 + }, + { + "p": 0.05279143527150154, + "m": 1.0 + }, + { + "p": 0.0720493346452713, + "m": 1.0 + }, + { + "p": 0.032935112714767456, + "m": 1.0 + }, + { + "p": 0.05616189166903496, + "m": 1.0 + }, + { + "p": 0.05852103978395462, + "m": 1.0 + }, + { + "p": 0.04516882076859474, + "m": 1.0 + }, + { + "p": 0.06484030187129974, + "m": 1.0 + }, + { + "p": 0.09723968058824539, + "m": 1.0 + }, + { + "p": 0.04686152562499046, + "m": 1.0 + }, + { + "p": 0.06198269501328468, + "m": 1.0 + }, + { + "p": 0.05886473506689072, + "m": 1.0 + }, + { + "p": 0.03947072476148605, + "m": 1.0 + }, + { + "p": 0.03849722445011139, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.708315134048462, + "val_loss": 1.2397722005844116, + "acc": 57.27, + "time": 533.1306909419945, + "param": [ + { + "p": 0.07440197467803955, + "m": 1.0 + }, + { + "p": 0.025252457708120346, + "m": 1.0 + }, + { + "p": 0.0637497752904892, + "m": 1.0 + }, + { + "p": 0.038230881094932556, + "m": 1.0 + }, + { + "p": 0.027488937601447105, + "m": 1.0 + }, + { + "p": 0.055488184094429016, + "m": 1.0 + }, + { + "p": 0.06838250160217285, + "m": 1.0 + }, + { + "p": 0.0696384459733963, + "m": 1.0 + }, + { + "p": 0.07082074135541916, + "m": 1.0 + }, + { + "p": 0.06967788189649582, + "m": 1.0 + }, + { + "p": 0.06584693491458893, + "m": 1.0 + }, + { + "p": 0.0591714084148407, + "m": 1.0 + }, + { + "p": 0.0690709799528122, + "m": 1.0 + }, + { + "p": 0.045336466282606125, + "m": 1.0 + }, + { + "p": 0.033885832875967026, + "m": 1.0 + }, + { + "p": 0.08793758600950241, + "m": 1.0 + }, + { + "p": 0.046046819537878036, + "m": 1.0 + }, + { + "p": 0.029572268947958946, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.535882592201233, + "val_loss": 1.224158525466919, + "acc": 57.62, + "time": 530.4149466700037, + "param": [ + { + "p": 0.08044657111167908, + "m": 1.0 + }, + { + "p": 0.03669154271483421, + "m": 1.0 + }, + { + "p": 0.05196579545736313, + "m": 1.0 + }, + { + "p": 0.05445478856563568, + "m": 1.0 + }, + { + "p": 0.032903626561164856, + "m": 1.0 + }, + { + "p": 0.06518518179655075, + "m": 1.0 + }, + { + "p": 0.07158910483121872, + "m": 1.0 + }, + { + "p": 0.06135372444987297, + "m": 1.0 + }, + { + "p": 0.051431573927402496, + "m": 1.0 + }, + { + "p": 0.07305476069450378, + "m": 1.0 + }, + { + "p": 0.06439871340990067, + "m": 1.0 + }, + { + "p": 0.06451026350259781, + "m": 1.0 + }, + { + "p": 0.055631376802921295, + "m": 1.0 + }, + { + "p": 0.036084532737731934, + "m": 1.0 + }, + { + "p": 0.08162890374660492, + "m": 1.0 + }, + { + "p": 0.04655250534415245, + "m": 1.0 + }, + { + "p": 0.042746640741825104, + "m": 1.0 + }, + { + "p": 0.029370419681072235, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5486608743667603, + "val_loss": 1.2234385013580322, + "acc": 58.87, + "time": 535.2226050960016, + "param": [ + { + "p": 0.05152766779065132, + "m": 1.0 + }, + { + "p": 0.015976253896951675, + "m": 1.0 + }, + { + "p": 0.06218228116631508, + "m": 1.0 + }, + { + "p": 0.04934540390968323, + "m": 1.0 + }, + { + "p": 0.05122629553079605, + "m": 1.0 + }, + { + "p": 0.05104099214076996, + "m": 1.0 + }, + { + "p": 0.06765223294496536, + "m": 1.0 + }, + { + "p": 0.04896297678351402, + "m": 1.0 + }, + { + "p": 0.08551780134439468, + "m": 1.0 + }, + { + "p": 0.057525478303432465, + "m": 1.0 + }, + { + "p": 0.04469377547502518, + "m": 1.0 + }, + { + "p": 0.07177390158176422, + "m": 1.0 + }, + { + "p": 0.08625282347202301, + "m": 1.0 + }, + { + "p": 0.0648779422044754, + "m": 1.0 + }, + { + "p": 0.08885921537876129, + "m": 1.0 + }, + { + "p": 0.03956041857600212, + "m": 1.0 + }, + { + "p": 0.029114125296473503, + "m": 1.0 + }, + { + "p": 0.033910397440195084, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3086323738098145, + "val_loss": 1.153634786605835, + "acc": 58.79, + "time": 539.2047751049977, + "param": [ + { + "p": 0.07476562261581421, + "m": 1.0 + }, + { + "p": 0.043970249593257904, + "m": 1.0 + }, + { + "p": 0.05743110179901123, + "m": 1.0 + }, + { + "p": 0.05552536994218826, + "m": 1.0 + }, + { + "p": 0.03239823132753372, + "m": 1.0 + }, + { + "p": 0.0585298165678978, + "m": 1.0 + }, + { + "p": 0.05522463470697403, + "m": 1.0 + }, + { + "p": 0.05450781434774399, + "m": 1.0 + }, + { + "p": 0.06343955546617508, + "m": 1.0 + }, + { + "p": 0.07160042226314545, + "m": 1.0 + }, + { + "p": 0.06929035484790802, + "m": 1.0 + }, + { + "p": 0.06294182687997818, + "m": 1.0 + }, + { + "p": 0.06982198357582092, + "m": 1.0 + }, + { + "p": 0.054849762469530106, + "m": 1.0 + }, + { + "p": 0.0674731507897377, + "m": 1.0 + }, + { + "p": 0.04480767622590065, + "m": 1.0 + }, + { + "p": 0.031812634319067, + "m": 1.0 + }, + { + "p": 0.03160969167947769, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.3660335540771484, + "val_loss": 1.2563039064407349, + "acc": 58.79, + "time": 540.2038806279888, + "param": [ + { + "p": 0.07272057980298996, + "m": 1.0 + }, + { + "p": 0.049810100346803665, + "m": 1.0 + }, + { + "p": 0.08765874803066254, + "m": 1.0 + }, + { + "p": 0.06065612658858299, + "m": 1.0 + }, + { + "p": 0.039187461137771606, + "m": 1.0 + }, + { + "p": 0.059361543506383896, + "m": 1.0 + }, + { + "p": 0.055369891226291656, + "m": 1.0 + }, + { + "p": 0.037108588963747025, + "m": 1.0 + }, + { + "p": 0.06460200995206833, + "m": 1.0 + }, + { + "p": 0.06358451396226883, + "m": 1.0 + }, + { + "p": 0.03379461169242859, + "m": 1.0 + }, + { + "p": 0.05658509582281113, + "m": 1.0 + }, + { + "p": 0.09059756994247437, + "m": 1.0 + }, + { + "p": 0.045096926391124725, + "m": 1.0 + }, + { + "p": 0.0976385772228241, + "m": 1.0 + }, + { + "p": 0.037359464913606644, + "m": 1.0 + }, + { + "p": 0.044982194900512695, + "m": 1.0 + }, + { + "p": 0.0038861867506057024, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4128822088241577, + "val_loss": 1.107729434967041, + "acc": 60.43, + "time": 535.8678976680094, + "param": [ + { + "p": 0.0670015960931778, + "m": 1.0 + }, + { + "p": 0.04741783067584038, + "m": 1.0 + }, + { + "p": 0.0693669319152832, + "m": 1.0 + }, + { + "p": 0.03748055920004845, + "m": 1.0 + }, + { + "p": 0.043308231979608536, + "m": 1.0 + }, + { + "p": 0.050554659217596054, + "m": 1.0 + }, + { + "p": 0.05891678109765053, + "m": 1.0 + }, + { + "p": 0.08307946473360062, + "m": 1.0 + }, + { + "p": 0.03233002498745918, + "m": 1.0 + }, + { + "p": 0.0678049847483635, + "m": 1.0 + }, + { + "p": 0.06567566096782684, + "m": 1.0 + }, + { + "p": 0.05251855403184891, + "m": 1.0 + }, + { + "p": 0.06957022845745087, + "m": 1.0 + }, + { + "p": 0.03992864862084389, + "m": 1.0 + }, + { + "p": 0.07602613419294357, + "m": 1.0 + }, + { + "p": 0.07779115438461304, + "m": 1.0 + }, + { + "p": 0.04367369785904884, + "m": 1.0 + }, + { + "p": 0.017554741352796555, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3126623630523682, + "val_loss": 1.1617851257324219, + "acc": 59.54, + "time": 531.1881534419954, + "param": [ + { + "p": 0.05108189582824707, + "m": 1.0 + }, + { + "p": 0.011039365082979202, + "m": 1.0 + }, + { + "p": 0.07326488941907883, + "m": 1.0 + }, + { + "p": 0.08151014894247055, + "m": 1.0 + }, + { + "p": 0.04170496389269829, + "m": 1.0 + }, + { + "p": 0.07531826943159103, + "m": 1.0 + }, + { + "p": 0.055677276104688644, + "m": 1.0 + }, + { + "p": 0.027444755658507347, + "m": 1.0 + }, + { + "p": 0.07034217566251755, + "m": 1.0 + }, + { + "p": 0.0612153634428978, + "m": 1.0 + }, + { + "p": 0.0762578696012497, + "m": 1.0 + }, + { + "p": 0.06582515686750412, + "m": 1.0 + }, + { + "p": 0.06396590173244476, + "m": 1.0 + }, + { + "p": 0.01668362319469452, + "m": 1.0 + }, + { + "p": 0.052750375121831894, + "m": 1.0 + }, + { + "p": 0.07602206617593765, + "m": 1.0 + }, + { + "p": 0.015642764046788216, + "m": 1.0 + }, + { + "p": 0.08425313979387283, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.7031811475753784, + "val_loss": 1.192001461982727, + "acc": 55.75, + "time": 537.199442793004, + "param": [ + { + "p": 0.06569582223892212, + "m": 1.0 + }, + { + "p": 0.052631352096796036, + "m": 1.0 + }, + { + "p": 0.05448327958583832, + "m": 1.0 + }, + { + "p": 0.043966956436634064, + "m": 1.0 + }, + { + "p": 0.04787842929363251, + "m": 1.0 + }, + { + "p": 0.032124441117048264, + "m": 1.0 + }, + { + "p": 0.07566283643245697, + "m": 1.0 + }, + { + "p": 0.0651317834854126, + "m": 1.0 + }, + { + "p": 0.07644679397344589, + "m": 1.0 + }, + { + "p": 0.04991959407925606, + "m": 1.0 + }, + { + "p": 0.0647454559803009, + "m": 1.0 + }, + { + "p": 0.08640105277299881, + "m": 1.0 + }, + { + "p": 0.06621591001749039, + "m": 1.0 + }, + { + "p": 0.024018026888370514, + "m": 1.0 + }, + { + "p": 0.06655768305063248, + "m": 1.0 + }, + { + "p": 0.07179852575063705, + "m": 1.0 + }, + { + "p": 0.02726384624838829, + "m": 1.0 + }, + { + "p": 0.029058344662189484, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6256890296936035, + "val_loss": 1.170320987701416, + "acc": 60.18, + "time": 538.2341779790004, + "param": [ + { + "p": 0.07247725874185562, + "m": 1.0 + }, + { + "p": 0.042151134461164474, + "m": 1.0 + }, + { + "p": 0.05120469629764557, + "m": 1.0 + }, + { + "p": 0.056697580963373184, + "m": 1.0 + }, + { + "p": 0.023793162778019905, + "m": 1.0 + }, + { + "p": 0.043018460273742676, + "m": 1.0 + }, + { + "p": 0.0808565765619278, + "m": 1.0 + }, + { + "p": 0.05395272746682167, + "m": 1.0 + }, + { + "p": 0.05133829638361931, + "m": 1.0 + }, + { + "p": 0.04265036806464195, + "m": 1.0 + }, + { + "p": 0.08898700773715973, + "m": 1.0 + }, + { + "p": 0.058020222932100296, + "m": 1.0 + }, + { + "p": 0.08162904530763626, + "m": 1.0 + }, + { + "p": 0.03285970538854599, + "m": 1.0 + }, + { + "p": 0.08278965950012207, + "m": 1.0 + }, + { + "p": 0.05194568261504173, + "m": 1.0 + }, + { + "p": 0.02503485232591629, + "m": 1.0 + }, + { + "p": 0.06059345230460167, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4633599519729614, + "val_loss": 1.11765718460083, + "acc": 60.29, + "time": 529.8140473380045, + "param": [ + { + "p": 0.0578913651406765, + "m": 1.0 + }, + { + "p": 0.032668791711330414, + "m": 1.0 + }, + { + "p": 0.07546591013669968, + "m": 1.0 + }, + { + "p": 0.053160276263952255, + "m": 1.0 + }, + { + "p": 0.06443716585636139, + "m": 1.0 + }, + { + "p": 0.02312483824789524, + "m": 1.0 + }, + { + "p": 0.06608346849679947, + "m": 1.0 + }, + { + "p": 0.07368384301662445, + "m": 1.0 + }, + { + "p": 0.06194101646542549, + "m": 1.0 + }, + { + "p": 0.07481417059898376, + "m": 1.0 + }, + { + "p": 0.0559535026550293, + "m": 1.0 + }, + { + "p": 0.06359145790338516, + "m": 1.0 + }, + { + "p": 0.057337768375873566, + "m": 1.0 + }, + { + "p": 0.05496932566165924, + "m": 1.0 + }, + { + "p": 0.06506572663784027, + "m": 1.0 + }, + { + "p": 0.0328875407576561, + "m": 1.0 + }, + { + "p": 0.042833324521780014, + "m": 1.0 + }, + { + "p": 0.04409048706293106, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.63234281539917, + "val_loss": 1.1130510568618774, + "acc": 60.72, + "time": 533.1131750899949, + "param": [ + { + "p": 0.08826041966676712, + "m": 1.0 + }, + { + "p": 0.06731290370225906, + "m": 1.0 + }, + { + "p": 0.07079748809337616, + "m": 1.0 + }, + { + "p": 0.044665299355983734, + "m": 1.0 + }, + { + "p": 0.03536698594689369, + "m": 1.0 + }, + { + "p": 0.05722995102405548, + "m": 1.0 + }, + { + "p": 0.06165587157011032, + "m": 1.0 + }, + { + "p": 0.0562593974173069, + "m": 1.0 + }, + { + "p": 0.037724994122982025, + "m": 1.0 + }, + { + "p": 0.07476018369197845, + "m": 1.0 + }, + { + "p": 0.05971359461545944, + "m": 1.0 + }, + { + "p": 0.06411541253328323, + "m": 1.0 + }, + { + "p": 0.06517928093671799, + "m": 1.0 + }, + { + "p": 0.05785500258207321, + "m": 1.0 + }, + { + "p": 0.04508936032652855, + "m": 1.0 + }, + { + "p": 0.050513748079538345, + "m": 1.0 + }, + { + "p": 0.027096176519989967, + "m": 1.0 + }, + { + "p": 0.03640392795205116, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5297399759292603, + "val_loss": 1.1516116857528687, + "acc": 60.55, + "time": 531.766856628994, + "param": [ + { + "p": 0.06491143256425858, + "m": 1.0 + }, + { + "p": 0.04604323208332062, + "m": 1.0 + }, + { + "p": 0.07582657784223557, + "m": 1.0 + }, + { + "p": 0.07495137304067612, + "m": 1.0 + }, + { + "p": 0.05450006201863289, + "m": 1.0 + }, + { + "p": 0.04708997532725334, + "m": 1.0 + }, + { + "p": 0.07316431403160095, + "m": 1.0 + }, + { + "p": 0.06470398604869843, + "m": 1.0 + }, + { + "p": 0.05513307824730873, + "m": 1.0 + }, + { + "p": 0.06398148089647293, + "m": 1.0 + }, + { + "p": 0.05248074606060982, + "m": 1.0 + }, + { + "p": 0.06012986972928047, + "m": 1.0 + }, + { + "p": 0.06157703697681427, + "m": 1.0 + }, + { + "p": 0.02032691240310669, + "m": 1.0 + }, + { + "p": 0.05601733550429344, + "m": 1.0 + }, + { + "p": 0.04604288190603256, + "m": 1.0 + }, + { + "p": 0.03638013079762459, + "m": 1.0 + }, + { + "p": 0.04673965275287628, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4021878242492676, + "val_loss": 1.0975054502487183, + "acc": 60.6, + "time": 530.3692347260076, + "param": [ + { + "p": 0.07552162557840347, + "m": 1.0 + }, + { + "p": 0.036168161779642105, + "m": 1.0 + }, + { + "p": 0.06314101070165634, + "m": 1.0 + }, + { + "p": 0.04765918105840683, + "m": 1.0 + }, + { + "p": 0.03596796467900276, + "m": 1.0 + }, + { + "p": 0.052470605820417404, + "m": 1.0 + }, + { + "p": 0.0836079940199852, + "m": 1.0 + }, + { + "p": 0.057540662586688995, + "m": 1.0 + }, + { + "p": 0.06198510527610779, + "m": 1.0 + }, + { + "p": 0.07694307714700699, + "m": 1.0 + }, + { + "p": 0.08134894073009491, + "m": 1.0 + }, + { + "p": 0.06607074290513992, + "m": 1.0 + }, + { + "p": 0.029394831508398056, + "m": 1.0 + }, + { + "p": 0.04212445020675659, + "m": 1.0 + }, + { + "p": 0.03831594064831734, + "m": 1.0 + }, + { + "p": 0.07374457269906998, + "m": 1.0 + }, + { + "p": 0.024533474817872047, + "m": 1.0 + }, + { + "p": 0.053461723029613495, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.548255443572998, + "val_loss": 1.0879628658294678, + "acc": 62.11, + "time": 531.9768338410067, + "param": [ + { + "p": 0.06610090285539627, + "m": 1.0 + }, + { + "p": 0.05467109754681587, + "m": 1.0 + }, + { + "p": 0.06002682074904442, + "m": 1.0 + }, + { + "p": 0.049624837934970856, + "m": 1.0 + }, + { + "p": 0.0335446335375309, + "m": 1.0 + }, + { + "p": 0.05562078207731247, + "m": 1.0 + }, + { + "p": 0.05852404609322548, + "m": 1.0 + }, + { + "p": 0.06197014078497887, + "m": 1.0 + }, + { + "p": 0.06749088317155838, + "m": 1.0 + }, + { + "p": 0.04401083663105965, + "m": 1.0 + }, + { + "p": 0.06994267553091049, + "m": 1.0 + }, + { + "p": 0.06308789551258087, + "m": 1.0 + }, + { + "p": 0.06951729953289032, + "m": 1.0 + }, + { + "p": 0.04563672095537186, + "m": 1.0 + }, + { + "p": 0.059887781739234924, + "m": 1.0 + }, + { + "p": 0.057788681238889694, + "m": 1.0 + }, + { + "p": 0.04254286736249924, + "m": 1.0 + }, + { + "p": 0.040011171251535416, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4806671142578125, + "val_loss": 1.0346708297729492, + "acc": 62.53, + "time": 537.592401558999, + "param": [ + { + "p": 0.0738188624382019, + "m": 1.0 + }, + { + "p": 0.05264957994222641, + "m": 1.0 + }, + { + "p": 0.062395643442869186, + "m": 1.0 + }, + { + "p": 0.04642656818032265, + "m": 1.0 + }, + { + "p": 0.04759501293301582, + "m": 1.0 + }, + { + "p": 0.06450845301151276, + "m": 1.0 + }, + { + "p": 0.05579254403710365, + "m": 1.0 + }, + { + "p": 0.052839722484350204, + "m": 1.0 + }, + { + "p": 0.058914702385663986, + "m": 1.0 + }, + { + "p": 0.0757952630519867, + "m": 1.0 + }, + { + "p": 0.06569613516330719, + "m": 1.0 + }, + { + "p": 0.054694999009370804, + "m": 1.0 + }, + { + "p": 0.07847431302070618, + "m": 1.0 + }, + { + "p": 0.023612450808286667, + "m": 1.0 + }, + { + "p": 0.04559497535228729, + "m": 1.0 + }, + { + "p": 0.08433467894792557, + "m": 1.0 + }, + { + "p": 0.03493359312415123, + "m": 1.0 + }, + { + "p": 0.021922539919614792, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.451591968536377, + "val_loss": 1.0635939836502075, + "acc": 61.81, + "time": 530.9604949860077, + "param": [ + { + "p": 0.06269702315330505, + "m": 1.0 + }, + { + "p": 0.043887823820114136, + "m": 1.0 + }, + { + "p": 0.06200196221470833, + "m": 1.0 + }, + { + "p": 0.06408946216106415, + "m": 1.0 + }, + { + "p": 0.03860677406191826, + "m": 1.0 + }, + { + "p": 0.05016600340604782, + "m": 1.0 + }, + { + "p": 0.056033238768577576, + "m": 1.0 + }, + { + "p": 0.07116294652223587, + "m": 1.0 + }, + { + "p": 0.06190505623817444, + "m": 1.0 + }, + { + "p": 0.03630780801177025, + "m": 1.0 + }, + { + "p": 0.07012400031089783, + "m": 1.0 + }, + { + "p": 0.06809787452220917, + "m": 1.0 + }, + { + "p": 0.08009167015552521, + "m": 1.0 + }, + { + "p": 0.04720877856016159, + "m": 1.0 + }, + { + "p": 0.05003691464662552, + "m": 1.0 + }, + { + "p": 0.04683694615960121, + "m": 1.0 + }, + { + "p": 0.052568498998880386, + "m": 1.0 + }, + { + "p": 0.03817727789282799, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4890345335006714, + "val_loss": 1.1550986766815186, + "acc": 62.27, + "time": 531.624216501019, + "param": [ + { + "p": 0.0842757299542427, + "m": 1.0 + }, + { + "p": 0.03310754522681236, + "m": 1.0 + }, + { + "p": 0.0695338025689125, + "m": 1.0 + }, + { + "p": 0.04714173823595047, + "m": 1.0 + }, + { + "p": 0.041788723319768906, + "m": 1.0 + }, + { + "p": 0.030993996188044548, + "m": 1.0 + }, + { + "p": 0.04782772436738014, + "m": 1.0 + }, + { + "p": 0.0709242895245552, + "m": 1.0 + }, + { + "p": 0.06988649070262909, + "m": 1.0 + }, + { + "p": 0.064171202480793, + "m": 1.0 + }, + { + "p": 0.04540370777249336, + "m": 1.0 + }, + { + "p": 0.0677749291062355, + "m": 1.0 + }, + { + "p": 0.0762605145573616, + "m": 1.0 + }, + { + "p": 0.04040074720978737, + "m": 1.0 + }, + { + "p": 0.051506973803043365, + "m": 1.0 + }, + { + "p": 0.05876745656132698, + "m": 1.0 + }, + { + "p": 0.059548232704401016, + "m": 1.0 + }, + { + "p": 0.040686171501874924, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3980289697647095, + "val_loss": 1.236445665359497, + "acc": 59.3, + "time": 535.4366724880238, + "param": [ + { + "p": 0.04960279166698456, + "m": 1.0 + }, + { + "p": 0.035133279860019684, + "m": 1.0 + }, + { + "p": 0.07333876192569733, + "m": 1.0 + }, + { + "p": 0.06061054393649101, + "m": 1.0 + }, + { + "p": 0.03861582651734352, + "m": 1.0 + }, + { + "p": 0.06853070855140686, + "m": 1.0 + }, + { + "p": 0.05769292265176773, + "m": 1.0 + }, + { + "p": 0.058785200119018555, + "m": 1.0 + }, + { + "p": 0.059906892478466034, + "m": 1.0 + }, + { + "p": 0.05714263767004013, + "m": 1.0 + }, + { + "p": 0.034402623772621155, + "m": 1.0 + }, + { + "p": 0.07785843312740326, + "m": 1.0 + }, + { + "p": 0.07676156610250473, + "m": 1.0 + }, + { + "p": 0.04121043533086777, + "m": 1.0 + }, + { + "p": 0.061509791761636734, + "m": 1.0 + }, + { + "p": 0.06665538251399994, + "m": 1.0 + }, + { + "p": 0.03490566834807396, + "m": 1.0 + }, + { + "p": 0.04733653366565704, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4469640254974365, + "val_loss": 1.0019274950027466, + "acc": 62.57, + "time": 542.0079342530225, + "param": [ + { + "p": 0.061324045062065125, + "m": 1.0 + }, + { + "p": 0.0354110524058342, + "m": 1.0 + }, + { + "p": 0.07332594692707062, + "m": 1.0 + }, + { + "p": 0.06430929154157639, + "m": 1.0 + }, + { + "p": 0.04808593913912773, + "m": 1.0 + }, + { + "p": 0.038837652653455734, + "m": 1.0 + }, + { + "p": 0.03664408624172211, + "m": 1.0 + }, + { + "p": 0.049746859818696976, + "m": 1.0 + }, + { + "p": 0.06760070472955704, + "m": 1.0 + }, + { + "p": 0.07334225624799728, + "m": 1.0 + }, + { + "p": 0.06934784352779388, + "m": 1.0 + }, + { + "p": 0.057157963514328, + "m": 1.0 + }, + { + "p": 0.05703321099281311, + "m": 1.0 + }, + { + "p": 0.043394096195697784, + "m": 1.0 + }, + { + "p": 0.07765074819326401, + "m": 1.0 + }, + { + "p": 0.06842262297868729, + "m": 1.0 + }, + { + "p": 0.04329456016421318, + "m": 1.0 + }, + { + "p": 0.03507108613848686, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4717106819152832, + "val_loss": 0.926548182964325, + "acc": 62.92, + "time": 533.3150152610033, + "param": [ + { + "p": 0.04349597543478012, + "m": 1.0 + }, + { + "p": 0.026735085994005203, + "m": 1.0 + }, + { + "p": 0.06579000502824783, + "m": 1.0 + }, + { + "p": 0.05071194842457771, + "m": 1.0 + }, + { + "p": 0.06673294305801392, + "m": 1.0 + }, + { + "p": 0.04897826537489891, + "m": 1.0 + }, + { + "p": 0.057434387505054474, + "m": 1.0 + }, + { + "p": 0.05745433270931244, + "m": 1.0 + }, + { + "p": 0.05961935967206955, + "m": 1.0 + }, + { + "p": 0.048270441591739655, + "m": 1.0 + }, + { + "p": 0.06700281798839569, + "m": 1.0 + }, + { + "p": 0.05136420205235481, + "m": 1.0 + }, + { + "p": 0.073639415204525, + "m": 1.0 + }, + { + "p": 0.05845142528414726, + "m": 1.0 + }, + { + "p": 0.06636200100183487, + "m": 1.0 + }, + { + "p": 0.06859434396028519, + "m": 1.0 + }, + { + "p": 0.03893164545297623, + "m": 1.0 + }, + { + "p": 0.05043131858110428, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2845946550369263, + "val_loss": 1.1153664588928223, + "acc": 62.16, + "time": 535.6904729279922, + "param": [ + { + "p": 0.06283314526081085, + "m": 1.0 + }, + { + "p": 0.051037270575761795, + "m": 1.0 + }, + { + "p": 0.05480678752064705, + "m": 1.0 + }, + { + "p": 0.027708375826478004, + "m": 1.0 + }, + { + "p": 0.05931304395198822, + "m": 1.0 + }, + { + "p": 0.02700994163751602, + "m": 1.0 + }, + { + "p": 0.06956267356872559, + "m": 1.0 + }, + { + "p": 0.051492348313331604, + "m": 1.0 + }, + { + "p": 0.060710106045007706, + "m": 1.0 + }, + { + "p": 0.07059701532125473, + "m": 1.0 + }, + { + "p": 0.07852859050035477, + "m": 1.0 + }, + { + "p": 0.06806298345327377, + "m": 1.0 + }, + { + "p": 0.049309514462947845, + "m": 1.0 + }, + { + "p": 0.041828956454992294, + "m": 1.0 + }, + { + "p": 0.07072755694389343, + "m": 1.0 + }, + { + "p": 0.08190318942070007, + "m": 1.0 + }, + { + "p": 0.0446198545396328, + "m": 1.0 + }, + { + "p": 0.02994859404861927, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.385949969291687, + "val_loss": 0.9688432812690735, + "acc": 64.7, + "time": 529.6439725520031, + "param": [ + { + "p": 0.07055070996284485, + "m": 1.0 + }, + { + "p": 0.04310201480984688, + "m": 1.0 + }, + { + "p": 0.06391897797584534, + "m": 1.0 + }, + { + "p": 0.04093514382839203, + "m": 1.0 + }, + { + "p": 0.04246274009346962, + "m": 1.0 + }, + { + "p": 0.06151539087295532, + "m": 1.0 + }, + { + "p": 0.0608002170920372, + "m": 1.0 + }, + { + "p": 0.05672211945056915, + "m": 1.0 + }, + { + "p": 0.05569913238286972, + "m": 1.0 + }, + { + "p": 0.0687771812081337, + "m": 1.0 + }, + { + "p": 0.0723419263958931, + "m": 1.0 + }, + { + "p": 0.07169518619775772, + "m": 1.0 + }, + { + "p": 0.08078788965940475, + "m": 1.0 + }, + { + "p": 0.0337793231010437, + "m": 1.0 + }, + { + "p": 0.044788580387830734, + "m": 1.0 + }, + { + "p": 0.054669398814439774, + "m": 1.0 + }, + { + "p": 0.031921662390232086, + "m": 1.0 + }, + { + "p": 0.045532338321208954, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2680859565734863, + "val_loss": 1.1059256792068481, + "acc": 64.59, + "time": 532.5838405880204, + "param": [ + { + "p": 0.07060367614030838, + "m": 1.0 + }, + { + "p": 0.034417763352394104, + "m": 1.0 + }, + { + "p": 0.053803447633981705, + "m": 1.0 + }, + { + "p": 0.050840772688388824, + "m": 1.0 + }, + { + "p": 0.04606441780924797, + "m": 1.0 + }, + { + "p": 0.058234620839357376, + "m": 1.0 + }, + { + "p": 0.056013889610767365, + "m": 1.0 + }, + { + "p": 0.06506164371967316, + "m": 1.0 + }, + { + "p": 0.06798612326383591, + "m": 1.0 + }, + { + "p": 0.07275790721178055, + "m": 1.0 + }, + { + "p": 0.04035509005188942, + "m": 1.0 + }, + { + "p": 0.04573012888431549, + "m": 1.0 + }, + { + "p": 0.07316378504037857, + "m": 1.0 + }, + { + "p": 0.04038532078266144, + "m": 1.0 + }, + { + "p": 0.051528554409742355, + "m": 1.0 + }, + { + "p": 0.06182888150215149, + "m": 1.0 + }, + { + "p": 0.04602624848484993, + "m": 1.0 + }, + { + "p": 0.06519779562950134, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.6255484819412231, + "val_loss": 0.9849324822425842, + "acc": 64.16, + "time": 536.9390434079978, + "param": [ + { + "p": 0.05832336097955704, + "m": 1.0 + }, + { + "p": 0.05780656263232231, + "m": 1.0 + }, + { + "p": 0.05594595521688461, + "m": 1.0 + }, + { + "p": 0.06135044991970062, + "m": 1.0 + }, + { + "p": 0.07006540894508362, + "m": 1.0 + }, + { + "p": 0.03765420988202095, + "m": 1.0 + }, + { + "p": 0.05709623917937279, + "m": 1.0 + }, + { + "p": 0.05578082054853439, + "m": 1.0 + }, + { + "p": 0.06940081715583801, + "m": 1.0 + }, + { + "p": 0.06045503541827202, + "m": 1.0 + }, + { + "p": 0.04945434257388115, + "m": 1.0 + }, + { + "p": 0.06486406922340393, + "m": 1.0 + }, + { + "p": 0.052941445261240005, + "m": 1.0 + }, + { + "p": 0.052873872220516205, + "m": 1.0 + }, + { + "p": 0.05002651736140251, + "m": 1.0 + }, + { + "p": 0.07057583332061768, + "m": 1.0 + }, + { + "p": 0.05261228606104851, + "m": 1.0 + }, + { + "p": 0.022772807627916336, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5079087018966675, + "val_loss": 0.9642623066902161, + "acc": 66.13, + "time": 538.8725079929864, + "param": [ + { + "p": 0.05388977751135826, + "m": 1.0 + }, + { + "p": 0.04865201190114021, + "m": 1.0 + }, + { + "p": 0.05699736997485161, + "m": 1.0 + }, + { + "p": 0.03791659325361252, + "m": 1.0 + }, + { + "p": 0.04406612738966942, + "m": 1.0 + }, + { + "p": 0.06289520114660263, + "m": 1.0 + }, + { + "p": 0.07502258569002151, + "m": 1.0 + }, + { + "p": 0.07811004668474197, + "m": 1.0 + }, + { + "p": 0.04099743813276291, + "m": 1.0 + }, + { + "p": 0.06680330634117126, + "m": 1.0 + }, + { + "p": 0.06918856501579285, + "m": 1.0 + }, + { + "p": 0.06253880262374878, + "m": 1.0 + }, + { + "p": 0.08274562656879425, + "m": 1.0 + }, + { + "p": 0.056811366230249405, + "m": 1.0 + }, + { + "p": 0.030517634004354477, + "m": 1.0 + }, + { + "p": 0.0415206253528595, + "m": 1.0 + }, + { + "p": 0.052336014807224274, + "m": 1.0 + }, + { + "p": 0.038990892469882965, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4708443880081177, + "val_loss": 0.9850389361381531, + "acc": 65.72, + "time": 534.8060392579937, + "param": [ + { + "p": 0.06117211654782295, + "m": 1.0 + }, + { + "p": 0.052397966384887695, + "m": 1.0 + }, + { + "p": 0.06584115326404572, + "m": 1.0 + }, + { + "p": 0.055767714977264404, + "m": 1.0 + }, + { + "p": 0.050347950309515, + "m": 1.0 + }, + { + "p": 0.05729062855243683, + "m": 1.0 + }, + { + "p": 0.03808789700269699, + "m": 1.0 + }, + { + "p": 0.05372011661529541, + "m": 1.0 + }, + { + "p": 0.06470494717359543, + "m": 1.0 + }, + { + "p": 0.0658685564994812, + "m": 1.0 + }, + { + "p": 0.06086434796452522, + "m": 1.0 + }, + { + "p": 0.06376221030950546, + "m": 1.0 + }, + { + "p": 0.0532362125813961, + "m": 1.0 + }, + { + "p": 0.061760950833559036, + "m": 1.0 + }, + { + "p": 0.04560120776295662, + "m": 1.0 + }, + { + "p": 0.062224242836236954, + "m": 1.0 + }, + { + "p": 0.034452736377716064, + "m": 1.0 + }, + { + "p": 0.052898943424224854, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3163975477218628, + "val_loss": 1.04888117313385, + "acc": 65.86, + "time": 529.0826125149906, + "param": [ + { + "p": 0.055906593799591064, + "m": 1.0 + }, + { + "p": 0.026201281696558, + "m": 1.0 + }, + { + "p": 0.0805622935295105, + "m": 1.0 + }, + { + "p": 0.051484692841768265, + "m": 1.0 + }, + { + "p": 0.04042224586009979, + "m": 1.0 + }, + { + "p": 0.06197309121489525, + "m": 1.0 + }, + { + "p": 0.054992031306028366, + "m": 1.0 + }, + { + "p": 0.04681311547756195, + "m": 1.0 + }, + { + "p": 0.05240096151828766, + "m": 1.0 + }, + { + "p": 0.05561811849474907, + "m": 1.0 + }, + { + "p": 0.05977194756269455, + "m": 1.0 + }, + { + "p": 0.06043856590986252, + "m": 1.0 + }, + { + "p": 0.08723393827676773, + "m": 1.0 + }, + { + "p": 0.04609719291329384, + "m": 1.0 + }, + { + "p": 0.07157721370458603, + "m": 1.0 + }, + { + "p": 0.05724337697029114, + "m": 1.0 + }, + { + "p": 0.0607428252696991, + "m": 1.0 + }, + { + "p": 0.030520547181367874, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.7302074432373047, + "val_loss": 1.0554453134536743, + "acc": 65.99, + "time": 535.6712256319879, + "param": [ + { + "p": 0.07484594732522964, + "m": 1.0 + }, + { + "p": 0.047341082245111465, + "m": 1.0 + }, + { + "p": 0.05650362744927406, + "m": 1.0 + }, + { + "p": 0.047072917222976685, + "m": 1.0 + }, + { + "p": 0.04228440299630165, + "m": 1.0 + }, + { + "p": 0.045198243111371994, + "m": 1.0 + }, + { + "p": 0.05881419777870178, + "m": 1.0 + }, + { + "p": 0.0596618689596653, + "m": 1.0 + }, + { + "p": 0.07288853824138641, + "m": 1.0 + }, + { + "p": 0.04693840816617012, + "m": 1.0 + }, + { + "p": 0.06391968578100204, + "m": 1.0 + }, + { + "p": 0.06574858725070953, + "m": 1.0 + }, + { + "p": 0.06602368503808975, + "m": 1.0 + }, + { + "p": 0.04836226627230644, + "m": 1.0 + }, + { + "p": 0.06317012012004852, + "m": 1.0 + }, + { + "p": 0.06266787648200989, + "m": 1.0 + }, + { + "p": 0.03650420531630516, + "m": 1.0 + }, + { + "p": 0.042054496705532074, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4677120447158813, + "val_loss": 0.9865086674690247, + "acc": 65.66, + "time": 532.2889903899923, + "param": [ + { + "p": 0.07152274250984192, + "m": 1.0 + }, + { + "p": 0.012966619804501534, + "m": 1.0 + }, + { + "p": 0.07032574713230133, + "m": 1.0 + }, + { + "p": 0.04769023507833481, + "m": 1.0 + }, + { + "p": 0.07104760408401489, + "m": 1.0 + }, + { + "p": 0.03135111927986145, + "m": 1.0 + }, + { + "p": 0.06174448877573013, + "m": 1.0 + }, + { + "p": 0.06954874098300934, + "m": 1.0 + }, + { + "p": 0.06069844588637352, + "m": 1.0 + }, + { + "p": 0.04598595201969147, + "m": 1.0 + }, + { + "p": 0.058482274413108826, + "m": 1.0 + }, + { + "p": 0.07444372773170471, + "m": 1.0 + }, + { + "p": 0.07685686647891998, + "m": 1.0 + }, + { + "p": 0.0505061149597168, + "m": 1.0 + }, + { + "p": 0.06239714100956917, + "m": 1.0 + }, + { + "p": 0.05444138124585152, + "m": 1.0 + }, + { + "p": 0.04511209949851036, + "m": 1.0 + }, + { + "p": 0.03487858921289444, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3853205442428589, + "val_loss": 1.0341569185256958, + "acc": 66.05, + "time": 538.1496592889889, + "param": [ + { + "p": 0.048864368349313736, + "m": 1.0 + }, + { + "p": 0.04647018760442734, + "m": 1.0 + }, + { + "p": 0.061562858521938324, + "m": 1.0 + }, + { + "p": 0.05445581302046776, + "m": 1.0 + }, + { + "p": 0.05251183733344078, + "m": 1.0 + }, + { + "p": 0.035195790231227875, + "m": 1.0 + }, + { + "p": 0.08419523388147354, + "m": 1.0 + }, + { + "p": 0.05780359357595444, + "m": 1.0 + }, + { + "p": 0.05238347500562668, + "m": 1.0 + }, + { + "p": 0.06558467447757721, + "m": 1.0 + }, + { + "p": 0.07385115325450897, + "m": 1.0 + }, + { + "p": 0.07139766961336136, + "m": 1.0 + }, + { + "p": 0.07036013156175613, + "m": 1.0 + }, + { + "p": 0.0510689802467823, + "m": 1.0 + }, + { + "p": 0.04805619642138481, + "m": 1.0 + }, + { + "p": 0.040805574506521225, + "m": 1.0 + }, + { + "p": 0.05372367426753044, + "m": 1.0 + }, + { + "p": 0.03170882910490036, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.357346773147583, + "val_loss": 0.9700854420661926, + "acc": 66.22, + "time": 520.6147048260027, + "param": [ + { + "p": 0.05093429982662201, + "m": 1.0 + }, + { + "p": 0.04604998230934143, + "m": 1.0 + }, + { + "p": 0.07654883712530136, + "m": 1.0 + }, + { + "p": 0.046059779822826385, + "m": 1.0 + }, + { + "p": 0.0636611357331276, + "m": 1.0 + }, + { + "p": 0.05776916444301605, + "m": 1.0 + }, + { + "p": 0.07167915254831314, + "m": 1.0 + }, + { + "p": 0.0614018514752388, + "m": 1.0 + }, + { + "p": 0.04784905165433884, + "m": 1.0 + }, + { + "p": 0.05867522209882736, + "m": 1.0 + }, + { + "p": 0.06497663259506226, + "m": 1.0 + }, + { + "p": 0.06566333025693893, + "m": 1.0 + }, + { + "p": 0.07314911484718323, + "m": 1.0 + }, + { + "p": 0.046228330582380295, + "m": 1.0 + }, + { + "p": 0.04449259117245674, + "m": 1.0 + }, + { + "p": 0.05526157468557358, + "m": 1.0 + }, + { + "p": 0.04326954111456871, + "m": 1.0 + }, + { + "p": 0.026330498978495598, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4506734609603882, + "val_loss": 1.015447735786438, + "acc": 65.32, + "time": 220.3525646890048, + "param": [ + { + "p": 0.058960698544979095, + "m": 1.0 + }, + { + "p": 0.0347992442548275, + "m": 1.0 + }, + { + "p": 0.06470652669668198, + "m": 1.0 + }, + { + "p": 0.04199157655239105, + "m": 1.0 + }, + { + "p": 0.04907539486885071, + "m": 1.0 + }, + { + "p": 0.04844580590724945, + "m": 1.0 + }, + { + "p": 0.04600999504327774, + "m": 1.0 + }, + { + "p": 0.0491335429251194, + "m": 1.0 + }, + { + "p": 0.054678380489349365, + "m": 1.0 + }, + { + "p": 0.06554574519395828, + "m": 1.0 + }, + { + "p": 0.05950969085097313, + "m": 1.0 + }, + { + "p": 0.0702962577342987, + "m": 1.0 + }, + { + "p": 0.046452105045318604, + "m": 1.0 + }, + { + "p": 0.06563174724578857, + "m": 1.0 + }, + { + "p": 0.07253563404083252, + "m": 1.0 + }, + { + "p": 0.06709741055965424, + "m": 1.0 + }, + { + "p": 0.03985367715358734, + "m": 1.0 + }, + { + "p": 0.06527657061815262, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3124912977218628, + "val_loss": 0.946305513381958, + "acc": 66.05, + "time": 259.45178180898074, + "param": [ + { + "p": 0.042198002338409424, + "m": 1.0 + }, + { + "p": 0.038286641240119934, + "m": 1.0 + }, + { + "p": 0.06473804265260696, + "m": 1.0 + }, + { + "p": 0.06414040178060532, + "m": 1.0 + }, + { + "p": 0.060484569519758224, + "m": 1.0 + }, + { + "p": 0.062155742198228836, + "m": 1.0 + }, + { + "p": 0.06401070207357407, + "m": 1.0 + }, + { + "p": 0.050176385790109634, + "m": 1.0 + }, + { + "p": 0.057800497859716415, + "m": 1.0 + }, + { + "p": 0.05837501958012581, + "m": 1.0 + }, + { + "p": 0.07592951506376266, + "m": 1.0 + }, + { + "p": 0.045428358018398285, + "m": 1.0 + }, + { + "p": 0.0637570470571518, + "m": 1.0 + }, + { + "p": 0.04688079655170441, + "m": 1.0 + }, + { + "p": 0.05269894376397133, + "m": 1.0 + }, + { + "p": 0.08462776988744736, + "m": 1.0 + }, + { + "p": 0.041326578706502914, + "m": 1.0 + }, + { + "p": 0.02698506787419319, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2968435287475586, + "val_loss": 1.012237310409546, + "acc": 67.09, + "time": 533.6140486570075, + "param": [ + { + "p": 0.061232779175043106, + "m": 1.0 + }, + { + "p": 0.03321047127246857, + "m": 1.0 + }, + { + "p": 0.0703565776348114, + "m": 1.0 + }, + { + "p": 0.04487182945013046, + "m": 1.0 + }, + { + "p": 0.04433813691139221, + "m": 1.0 + }, + { + "p": 0.06298361718654633, + "m": 1.0 + }, + { + "p": 0.07562021166086197, + "m": 1.0 + }, + { + "p": 0.05536279454827309, + "m": 1.0 + }, + { + "p": 0.06007504463195801, + "m": 1.0 + }, + { + "p": 0.044078029692173004, + "m": 1.0 + }, + { + "p": 0.05889127776026726, + "m": 1.0 + }, + { + "p": 0.056805890053510666, + "m": 1.0 + }, + { + "p": 0.08680983632802963, + "m": 1.0 + }, + { + "p": 0.05424952507019043, + "m": 1.0 + }, + { + "p": 0.05375775322318077, + "m": 1.0 + }, + { + "p": 0.04499542713165283, + "m": 1.0 + }, + { + "p": 0.051168713718652725, + "m": 1.0 + }, + { + "p": 0.041192226111888885, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3118973970413208, + "val_loss": 0.9772059917449951, + "acc": 66.03, + "time": 536.1516414890066, + "param": [ + { + "p": 0.04983336478471756, + "m": 1.0 + }, + { + "p": 0.031877301633358, + "m": 1.0 + }, + { + "p": 0.05719035118818283, + "m": 1.0 + }, + { + "p": 0.08851906657218933, + "m": 1.0 + }, + { + "p": 0.050337787717580795, + "m": 1.0 + }, + { + "p": 0.043428435921669006, + "m": 1.0 + }, + { + "p": 0.07368356734514236, + "m": 1.0 + }, + { + "p": 0.05056312680244446, + "m": 1.0 + }, + { + "p": 0.07445225119590759, + "m": 1.0 + }, + { + "p": 0.06313277781009674, + "m": 1.0 + }, + { + "p": 0.07156053185462952, + "m": 1.0 + }, + { + "p": 0.04922211170196533, + "m": 1.0 + }, + { + "p": 0.05782794579863548, + "m": 1.0 + }, + { + "p": 0.031547050923109055, + "m": 1.0 + }, + { + "p": 0.06974832713603973, + "m": 1.0 + }, + { + "p": 0.04830320179462433, + "m": 1.0 + }, + { + "p": 0.040313683450222015, + "m": 1.0 + }, + { + "p": 0.04845915362238884, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3511991500854492, + "val_loss": 0.8957669138908386, + "acc": 67.41, + "time": 535.1271049409988, + "param": [ + { + "p": 0.05329139903187752, + "m": 1.0 + }, + { + "p": 0.058594249188899994, + "m": 1.0 + }, + { + "p": 0.07097985595464706, + "m": 1.0 + }, + { + "p": 0.055588580667972565, + "m": 1.0 + }, + { + "p": 0.04723849147558212, + "m": 1.0 + }, + { + "p": 0.03421669080853462, + "m": 1.0 + }, + { + "p": 0.05461767315864563, + "m": 1.0 + }, + { + "p": 0.055040329694747925, + "m": 1.0 + }, + { + "p": 0.06830492615699768, + "m": 1.0 + }, + { + "p": 0.06749286502599716, + "m": 1.0 + }, + { + "p": 0.05837588384747505, + "m": 1.0 + }, + { + "p": 0.06919465214014053, + "m": 1.0 + }, + { + "p": 0.0634855404496193, + "m": 1.0 + }, + { + "p": 0.040857117623090744, + "m": 1.0 + }, + { + "p": 0.06817657500505447, + "m": 1.0 + }, + { + "p": 0.0558466799557209, + "m": 1.0 + }, + { + "p": 0.03097245655953884, + "m": 1.0 + }, + { + "p": 0.04772605746984482, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.5465645790100098, + "val_loss": 1.0332530736923218, + "acc": 67.06, + "time": 534.0456162900082, + "param": [ + { + "p": 0.06594806909561157, + "m": 1.0 + }, + { + "p": 0.03935183957219124, + "m": 1.0 + }, + { + "p": 0.07343645393848419, + "m": 1.0 + }, + { + "p": 0.046520914882421494, + "m": 1.0 + }, + { + "p": 0.042648881673812866, + "m": 1.0 + }, + { + "p": 0.074090875685215, + "m": 1.0 + }, + { + "p": 0.04880649223923683, + "m": 1.0 + }, + { + "p": 0.04527430981397629, + "m": 1.0 + }, + { + "p": 0.06311046332120895, + "m": 1.0 + }, + { + "p": 0.05300676450133324, + "m": 1.0 + }, + { + "p": 0.052045393735170364, + "m": 1.0 + }, + { + "p": 0.06574378907680511, + "m": 1.0 + }, + { + "p": 0.07102242112159729, + "m": 1.0 + }, + { + "p": 0.070852130651474, + "m": 1.0 + }, + { + "p": 0.062434036284685135, + "m": 1.0 + }, + { + "p": 0.051421165466308594, + "m": 1.0 + }, + { + "p": 0.03665158897638321, + "m": 1.0 + }, + { + "p": 0.03763438016176224, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.1872364282608032, + "val_loss": 1.00254225730896, + "acc": 66.28, + "time": 531.578462423, + "param": [ + { + "p": 0.05450377240777016, + "m": 1.0 + }, + { + "p": 0.04031193256378174, + "m": 1.0 + }, + { + "p": 0.0641321986913681, + "m": 1.0 + }, + { + "p": 0.05616089701652527, + "m": 1.0 + }, + { + "p": 0.047699570655822754, + "m": 1.0 + }, + { + "p": 0.04399855062365532, + "m": 1.0 + }, + { + "p": 0.05525600537657738, + "m": 1.0 + }, + { + "p": 0.060646265745162964, + "m": 1.0 + }, + { + "p": 0.06152552738785744, + "m": 1.0 + }, + { + "p": 0.052953243255615234, + "m": 1.0 + }, + { + "p": 0.06378617137670517, + "m": 1.0 + }, + { + "p": 0.059796515852212906, + "m": 1.0 + }, + { + "p": 0.07075246423482895, + "m": 1.0 + }, + { + "p": 0.057721592485904694, + "m": 1.0 + }, + { + "p": 0.059340234845876694, + "m": 1.0 + }, + { + "p": 0.0678723007440567, + "m": 1.0 + }, + { + "p": 0.047905322164297104, + "m": 1.0 + }, + { + "p": 0.03563753888010979, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.307442307472229, + "val_loss": 1.0092111825942993, + "acc": 67.6, + "time": 531.9151189730037, + "param": [ + { + "p": 0.05595102906227112, + "m": 1.0 + }, + { + "p": 0.027058036997914314, + "m": 1.0 + }, + { + "p": 0.0637015625834465, + "m": 1.0 + }, + { + "p": 0.04379145801067352, + "m": 1.0 + }, + { + "p": 0.038210153579711914, + "m": 1.0 + }, + { + "p": 0.05643963813781738, + "m": 1.0 + }, + { + "p": 0.042331211268901825, + "m": 1.0 + }, + { + "p": 0.06117096170783043, + "m": 1.0 + }, + { + "p": 0.08620841801166534, + "m": 1.0 + }, + { + "p": 0.07917987555265427, + "m": 1.0 + }, + { + "p": 0.04543690010905266, + "m": 1.0 + }, + { + "p": 0.05603218823671341, + "m": 1.0 + }, + { + "p": 0.06650883704423904, + "m": 1.0 + }, + { + "p": 0.0603640042245388, + "m": 1.0 + }, + { + "p": 0.07243577390909195, + "m": 1.0 + }, + { + "p": 0.050050005316734314, + "m": 1.0 + }, + { + "p": 0.0433470718562603, + "m": 1.0 + }, + { + "p": 0.05178282409906387, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.194193959236145, + "val_loss": 0.9657785892486572, + "acc": 64.78, + "time": 534.0855612989981, + "param": [ + { + "p": 0.06527642160654068, + "m": 1.0 + }, + { + "p": 0.03674349561333656, + "m": 1.0 + }, + { + "p": 0.07234887033700943, + "m": 1.0 + }, + { + "p": 0.0503678061068058, + "m": 1.0 + }, + { + "p": 0.041721053421497345, + "m": 1.0 + }, + { + "p": 0.03864913433790207, + "m": 1.0 + }, + { + "p": 0.05826040729880333, + "m": 1.0 + }, + { + "p": 0.08288702368736267, + "m": 1.0 + }, + { + "p": 0.05919176712632179, + "m": 1.0 + }, + { + "p": 0.07136071473360062, + "m": 1.0 + }, + { + "p": 0.06160930544137955, + "m": 1.0 + }, + { + "p": 0.06780627369880676, + "m": 1.0 + }, + { + "p": 0.07945200800895691, + "m": 1.0 + }, + { + "p": 0.02870595082640648, + "m": 1.0 + }, + { + "p": 0.04885243996977806, + "m": 1.0 + }, + { + "p": 0.06284980475902557, + "m": 1.0 + }, + { + "p": 0.03081023506820202, + "m": 1.0 + }, + { + "p": 0.0431072860956192, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3324064016342163, + "val_loss": 0.9794668555259705, + "acc": 66.14, + "time": 534.6124900369905, + "param": [ + { + "p": 0.07761434465646744, + "m": 1.0 + }, + { + "p": 0.062270548194646835, + "m": 1.0 + }, + { + "p": 0.04940047487616539, + "m": 1.0 + }, + { + "p": 0.06810988485813141, + "m": 1.0 + }, + { + "p": 0.06285367161035538, + "m": 1.0 + }, + { + "p": 0.041754379868507385, + "m": 1.0 + }, + { + "p": 0.04746897891163826, + "m": 1.0 + }, + { + "p": 0.028432270511984825, + "m": 1.0 + }, + { + "p": 0.058223236352205276, + "m": 1.0 + }, + { + "p": 0.06684800982475281, + "m": 1.0 + }, + { + "p": 0.08406003564596176, + "m": 1.0 + }, + { + "p": 0.0546780563890934, + "m": 1.0 + }, + { + "p": 0.05414615571498871, + "m": 1.0 + }, + { + "p": 0.05329068377614021, + "m": 1.0 + }, + { + "p": 0.03921988978981972, + "m": 1.0 + }, + { + "p": 0.07179125398397446, + "m": 1.0 + }, + { + "p": 0.02869355119764805, + "m": 1.0 + }, + { + "p": 0.051144398748874664, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1166553497314453, + "val_loss": 1.0040854215621948, + "acc": 67.27, + "time": 534.5507227859925, + "param": [ + { + "p": 0.09606191515922546, + "m": 1.0 + }, + { + "p": 0.03599749132990837, + "m": 1.0 + }, + { + "p": 0.05221991240978241, + "m": 1.0 + }, + { + "p": 0.04388543590903282, + "m": 1.0 + }, + { + "p": 0.03533671423792839, + "m": 1.0 + }, + { + "p": 0.03386829420924187, + "m": 1.0 + }, + { + "p": 0.06980036944150925, + "m": 1.0 + }, + { + "p": 0.05259288102388382, + "m": 1.0 + }, + { + "p": 0.06464630365371704, + "m": 1.0 + }, + { + "p": 0.06477641314268112, + "m": 1.0 + }, + { + "p": 0.05336500704288483, + "m": 1.0 + }, + { + "p": 0.0676722526550293, + "m": 1.0 + }, + { + "p": 0.05498528480529785, + "m": 1.0 + }, + { + "p": 0.05360201746225357, + "m": 1.0 + }, + { + "p": 0.07801658660173416, + "m": 1.0 + }, + { + "p": 0.05075646936893463, + "m": 1.0 + }, + { + "p": 0.05128973722457886, + "m": 1.0 + }, + { + "p": 0.04112689197063446, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2548516988754272, + "val_loss": 0.8690836429595947, + "acc": 67.69, + "time": 530.5540720320132, + "param": [ + { + "p": 0.07322024554014206, + "m": 1.0 + }, + { + "p": 0.03504288196563721, + "m": 1.0 + }, + { + "p": 0.05806882679462433, + "m": 1.0 + }, + { + "p": 0.05070289224386215, + "m": 1.0 + }, + { + "p": 0.061600394546985626, + "m": 1.0 + }, + { + "p": 0.06714215874671936, + "m": 1.0 + }, + { + "p": 0.03929159790277481, + "m": 1.0 + }, + { + "p": 0.06825979799032211, + "m": 1.0 + }, + { + "p": 0.07314582914113998, + "m": 1.0 + }, + { + "p": 0.057891182601451874, + "m": 1.0 + }, + { + "p": 0.04170011729001999, + "m": 1.0 + }, + { + "p": 0.05727320909500122, + "m": 1.0 + }, + { + "p": 0.05060712248086929, + "m": 1.0 + }, + { + "p": 0.049714744091033936, + "m": 1.0 + }, + { + "p": 0.06347410380840302, + "m": 1.0 + }, + { + "p": 0.04885314777493477, + "m": 1.0 + }, + { + "p": 0.04689434543251991, + "m": 1.0 + }, + { + "p": 0.05711741000413895, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3452242612838745, + "val_loss": 0.9786653518676758, + "acc": 68.26, + "time": 533.7512065400078, + "param": [ + { + "p": 0.06381180137395859, + "m": 1.0 + }, + { + "p": 0.03690456971526146, + "m": 1.0 + }, + { + "p": 0.059325411915779114, + "m": 1.0 + }, + { + "p": 0.05513346567749977, + "m": 1.0 + }, + { + "p": 0.07148975878953934, + "m": 1.0 + }, + { + "p": 0.04300743713974953, + "m": 1.0 + }, + { + "p": 0.05449201911687851, + "m": 1.0 + }, + { + "p": 0.06353873014450073, + "m": 1.0 + }, + { + "p": 0.06608051061630249, + "m": 1.0 + }, + { + "p": 0.05717221647500992, + "m": 1.0 + }, + { + "p": 0.07379204034805298, + "m": 1.0 + }, + { + "p": 0.06908075511455536, + "m": 1.0 + }, + { + "p": 0.049626272171735764, + "m": 1.0 + }, + { + "p": 0.04757184907793999, + "m": 1.0 + }, + { + "p": 0.03990056365728378, + "m": 1.0 + }, + { + "p": 0.06552691012620926, + "m": 1.0 + }, + { + "p": 0.04152218624949455, + "m": 1.0 + }, + { + "p": 0.0420234240591526, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4512282609939575, + "val_loss": 0.8438650369644165, + "acc": 67.08, + "time": 531.1717750139942, + "param": [ + { + "p": 0.06510233134031296, + "m": 1.0 + }, + { + "p": 0.06013033539056778, + "m": 1.0 + }, + { + "p": 0.04774695634841919, + "m": 1.0 + }, + { + "p": 0.043351221829652786, + "m": 1.0 + }, + { + "p": 0.028421781957149506, + "m": 1.0 + }, + { + "p": 0.04854438826441765, + "m": 1.0 + }, + { + "p": 0.06200680509209633, + "m": 1.0 + }, + { + "p": 0.08101978152990341, + "m": 1.0 + }, + { + "p": 0.06629904359579086, + "m": 1.0 + }, + { + "p": 0.0492742657661438, + "m": 1.0 + }, + { + "p": 0.08039142936468124, + "m": 1.0 + }, + { + "p": 0.08452849835157394, + "m": 1.0 + }, + { + "p": 0.04897259920835495, + "m": 1.0 + }, + { + "p": 0.045607879757881165, + "m": 1.0 + }, + { + "p": 0.06541232019662857, + "m": 1.0 + }, + { + "p": 0.057352785021066666, + "m": 1.0 + }, + { + "p": 0.0362076573073864, + "m": 1.0 + }, + { + "p": 0.02962990663945675, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2177064418792725, + "val_loss": 0.9422075152397156, + "acc": 67.71, + "time": 534.8849273349915, + "param": [ + { + "p": 0.06688430905342102, + "m": 1.0 + }, + { + "p": 0.04862762615084648, + "m": 1.0 + }, + { + "p": 0.07031784951686859, + "m": 1.0 + }, + { + "p": 0.05116506665945053, + "m": 1.0 + }, + { + "p": 0.040364351123571396, + "m": 1.0 + }, + { + "p": 0.03937424346804619, + "m": 1.0 + }, + { + "p": 0.06610415130853653, + "m": 1.0 + }, + { + "p": 0.0678044855594635, + "m": 1.0 + }, + { + "p": 0.049161359667778015, + "m": 1.0 + }, + { + "p": 0.06750737130641937, + "m": 1.0 + }, + { + "p": 0.06619028747081757, + "m": 1.0 + }, + { + "p": 0.05443673953413963, + "m": 1.0 + }, + { + "p": 0.05882987380027771, + "m": 1.0 + }, + { + "p": 0.06633348017930984, + "m": 1.0 + }, + { + "p": 0.056574057787656784, + "m": 1.0 + }, + { + "p": 0.05618869140744209, + "m": 1.0 + }, + { + "p": 0.0299260001629591, + "m": 1.0 + }, + { + "p": 0.04421013593673706, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0241390466690063, + "val_loss": 0.9559437036514282, + "acc": 68.96, + "time": 531.224167051987, + "param": [ + { + "p": 0.05842652916908264, + "m": 1.0 + }, + { + "p": 0.04625370725989342, + "m": 1.0 + }, + { + "p": 0.06000159680843353, + "m": 1.0 + }, + { + "p": 0.06296540051698685, + "m": 1.0 + }, + { + "p": 0.06539129465818405, + "m": 1.0 + }, + { + "p": 0.054270658642053604, + "m": 1.0 + }, + { + "p": 0.045440636575222015, + "m": 1.0 + }, + { + "p": 0.06382263451814651, + "m": 1.0 + }, + { + "p": 0.06961355358362198, + "m": 1.0 + }, + { + "p": 0.042318642139434814, + "m": 1.0 + }, + { + "p": 0.06588966399431229, + "m": 1.0 + }, + { + "p": 0.05992668494582176, + "m": 1.0 + }, + { + "p": 0.06608325988054276, + "m": 1.0 + }, + { + "p": 0.04491857811808586, + "m": 1.0 + }, + { + "p": 0.07805231958627701, + "m": 1.0 + }, + { + "p": 0.05709775164723396, + "m": 1.0 + }, + { + "p": 0.0324651263654232, + "m": 1.0 + }, + { + "p": 0.027061928063631058, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4489190578460693, + "val_loss": 1.004030466079712, + "acc": 68.69, + "time": 533.8531951780024, + "param": [ + { + "p": 0.06105261668562889, + "m": 1.0 + }, + { + "p": 0.01378859207034111, + "m": 1.0 + }, + { + "p": 0.07180682569742203, + "m": 1.0 + }, + { + "p": 0.054424699395895004, + "m": 1.0 + }, + { + "p": 0.0402640663087368, + "m": 1.0 + }, + { + "p": 0.061065394431352615, + "m": 1.0 + }, + { + "p": 0.03606784716248512, + "m": 1.0 + }, + { + "p": 0.030826596543192863, + "m": 1.0 + }, + { + "p": 0.05536888167262077, + "m": 1.0 + }, + { + "p": 0.06281407177448273, + "m": 1.0 + }, + { + "p": 0.07445735484361649, + "m": 1.0 + }, + { + "p": 0.08063995093107224, + "m": 1.0 + }, + { + "p": 0.07278429716825485, + "m": 1.0 + }, + { + "p": 0.04711341857910156, + "m": 1.0 + }, + { + "p": 0.06696715205907822, + "m": 1.0 + }, + { + "p": 0.09276691824197769, + "m": 1.0 + }, + { + "p": 0.04346338286995888, + "m": 1.0 + }, + { + "p": 0.03432798758149147, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.334391713142395, + "val_loss": 0.8342390060424805, + "acc": 69.13, + "time": 529.8020544820174, + "param": [ + { + "p": 0.03174787387251854, + "m": 1.0 + }, + { + "p": 0.0751006007194519, + "m": 1.0 + }, + { + "p": 0.08219952881336212, + "m": 1.0 + }, + { + "p": 0.04709332808852196, + "m": 1.0 + }, + { + "p": 0.04995907098054886, + "m": 1.0 + }, + { + "p": 0.050770506262779236, + "m": 1.0 + }, + { + "p": 0.05705004557967186, + "m": 1.0 + }, + { + "p": 0.036804601550102234, + "m": 1.0 + }, + { + "p": 0.06608474999666214, + "m": 1.0 + }, + { + "p": 0.05964601784944534, + "m": 1.0 + }, + { + "p": 0.06721734255552292, + "m": 1.0 + }, + { + "p": 0.07543780654668808, + "m": 1.0 + }, + { + "p": 0.09234944730997086, + "m": 1.0 + }, + { + "p": 0.03858023136854172, + "m": 1.0 + }, + { + "p": 0.03681623935699463, + "m": 1.0 + }, + { + "p": 0.05722016096115112, + "m": 1.0 + }, + { + "p": 0.043570421636104584, + "m": 1.0 + }, + { + "p": 0.03235212340950966, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5437512397766113, + "val_loss": 0.9464740753173828, + "acc": 67.73, + "time": 537.379096307006, + "param": [ + { + "p": 0.04916110634803772, + "m": 1.0 + }, + { + "p": 0.041396960616111755, + "m": 1.0 + }, + { + "p": 0.062330134212970734, + "m": 1.0 + }, + { + "p": 0.05025911331176758, + "m": 1.0 + }, + { + "p": 0.03783968836069107, + "m": 1.0 + }, + { + "p": 0.053828079253435135, + "m": 1.0 + }, + { + "p": 0.06323247402906418, + "m": 1.0 + }, + { + "p": 0.06089264899492264, + "m": 1.0 + }, + { + "p": 0.057885996997356415, + "m": 1.0 + }, + { + "p": 0.05414646118879318, + "m": 1.0 + }, + { + "p": 0.07470874488353729, + "m": 1.0 + }, + { + "p": 0.06129447743296623, + "m": 1.0 + }, + { + "p": 0.06183075159788132, + "m": 1.0 + }, + { + "p": 0.062293268740177155, + "m": 1.0 + }, + { + "p": 0.059003300964832306, + "m": 1.0 + }, + { + "p": 0.05576668679714203, + "m": 1.0 + }, + { + "p": 0.03729904815554619, + "m": 1.0 + }, + { + "p": 0.056831080466508865, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.5090402364730835, + "val_loss": 0.8527979254722595, + "acc": 67.96, + "time": 533.9061658920255, + "param": [ + { + "p": 0.06932876259088516, + "m": 1.0 + }, + { + "p": 0.05476655066013336, + "m": 1.0 + }, + { + "p": 0.09212514758110046, + "m": 1.0 + }, + { + "p": 0.04612787067890167, + "m": 1.0 + }, + { + "p": 0.0618259496986866, + "m": 1.0 + }, + { + "p": 0.07385430485010147, + "m": 1.0 + }, + { + "p": 0.048789750784635544, + "m": 1.0 + }, + { + "p": 0.04137653857469559, + "m": 1.0 + }, + { + "p": 0.055066049098968506, + "m": 1.0 + }, + { + "p": 0.06317176669836044, + "m": 1.0 + }, + { + "p": 0.03698772192001343, + "m": 1.0 + }, + { + "p": 0.06716689467430115, + "m": 1.0 + }, + { + "p": 0.062435928732156754, + "m": 1.0 + }, + { + "p": 0.032999634742736816, + "m": 1.0 + }, + { + "p": 0.08537682890892029, + "m": 1.0 + }, + { + "p": 0.030696984380483627, + "m": 1.0 + }, + { + "p": 0.029735280200839043, + "m": 1.0 + }, + { + "p": 0.04816807061433792, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3207573890686035, + "val_loss": 0.8818187713623047, + "acc": 68.85, + "time": 533.209827151004, + "param": [ + { + "p": 0.07043002545833588, + "m": 1.0 + }, + { + "p": 0.05287951976060867, + "m": 1.0 + }, + { + "p": 0.07380978018045425, + "m": 1.0 + }, + { + "p": 0.05002151057124138, + "m": 1.0 + }, + { + "p": 0.05258096382021904, + "m": 1.0 + }, + { + "p": 0.05536702275276184, + "m": 1.0 + }, + { + "p": 0.047558125108480453, + "m": 1.0 + }, + { + "p": 0.05589152127504349, + "m": 1.0 + }, + { + "p": 0.05287501960992813, + "m": 1.0 + }, + { + "p": 0.05803555250167847, + "m": 1.0 + }, + { + "p": 0.05182407423853874, + "m": 1.0 + }, + { + "p": 0.07333127409219742, + "m": 1.0 + }, + { + "p": 0.0509989969432354, + "m": 1.0 + }, + { + "p": 0.04309754818677902, + "m": 1.0 + }, + { + "p": 0.05446994677186012, + "m": 1.0 + }, + { + "p": 0.06933089345693588, + "m": 1.0 + }, + { + "p": 0.04477226734161377, + "m": 1.0 + }, + { + "p": 0.04272592067718506, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3421630859375, + "val_loss": 0.9211246967315674, + "acc": 69.18, + "time": 537.5585556330043, + "param": [ + { + "p": 0.049863774329423904, + "m": 1.0 + }, + { + "p": 0.05000004917383194, + "m": 1.0 + }, + { + "p": 0.06909939646720886, + "m": 1.0 + }, + { + "p": 0.06101712957024574, + "m": 1.0 + }, + { + "p": 0.026840653270483017, + "m": 1.0 + }, + { + "p": 0.04806669056415558, + "m": 1.0 + }, + { + "p": 0.05716841667890549, + "m": 1.0 + }, + { + "p": 0.06976308673620224, + "m": 1.0 + }, + { + "p": 0.041661303490400314, + "m": 1.0 + }, + { + "p": 0.05619129538536072, + "m": 1.0 + }, + { + "p": 0.0500248521566391, + "m": 1.0 + }, + { + "p": 0.07214976102113724, + "m": 1.0 + }, + { + "p": 0.07634828239679337, + "m": 1.0 + }, + { + "p": 0.04722360894083977, + "m": 1.0 + }, + { + "p": 0.06158126890659332, + "m": 1.0 + }, + { + "p": 0.058006029576063156, + "m": 1.0 + }, + { + "p": 0.06498656421899796, + "m": 1.0 + }, + { + "p": 0.04000785946846008, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2933639287948608, + "val_loss": 0.9755477905273438, + "acc": 69.3, + "time": 538.8142279459862, + "param": [ + { + "p": 0.07633235305547714, + "m": 1.0 + }, + { + "p": 0.03931640088558197, + "m": 1.0 + }, + { + "p": 0.037879861891269684, + "m": 1.0 + }, + { + "p": 0.027249034494161606, + "m": 1.0 + }, + { + "p": 0.05072077736258507, + "m": 1.0 + }, + { + "p": 0.06408295035362244, + "m": 1.0 + }, + { + "p": 0.03706354647874832, + "m": 1.0 + }, + { + "p": 0.040728610008955, + "m": 1.0 + }, + { + "p": 0.05737235024571419, + "m": 1.0 + }, + { + "p": 0.07279687374830246, + "m": 1.0 + }, + { + "p": 0.06433030217885971, + "m": 1.0 + }, + { + "p": 0.08270689845085144, + "m": 1.0 + }, + { + "p": 0.05892137065529823, + "m": 1.0 + }, + { + "p": 0.06509258598089218, + "m": 1.0 + }, + { + "p": 0.05227016657590866, + "m": 1.0 + }, + { + "p": 0.06975390762090683, + "m": 1.0 + }, + { + "p": 0.039770156145095825, + "m": 1.0 + }, + { + "p": 0.06361186504364014, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.4189828634262085, + "val_loss": 0.8573563694953918, + "acc": 68.7, + "time": 538.440297876019, + "param": [ + { + "p": 0.04821774363517761, + "m": 1.0 + }, + { + "p": 0.03325159475207329, + "m": 1.0 + }, + { + "p": 0.04124057665467262, + "m": 1.0 + }, + { + "p": 0.055972468107938766, + "m": 1.0 + }, + { + "p": 0.05244654044508934, + "m": 1.0 + }, + { + "p": 0.0570872537791729, + "m": 1.0 + }, + { + "p": 0.04466891661286354, + "m": 1.0 + }, + { + "p": 0.06417793035507202, + "m": 1.0 + }, + { + "p": 0.07427208125591278, + "m": 1.0 + }, + { + "p": 0.05864264816045761, + "m": 1.0 + }, + { + "p": 0.06499801576137543, + "m": 1.0 + }, + { + "p": 0.06093478947877884, + "m": 1.0 + }, + { + "p": 0.06089094653725624, + "m": 1.0 + }, + { + "p": 0.04349011182785034, + "m": 1.0 + }, + { + "p": 0.0433017760515213, + "m": 1.0 + }, + { + "p": 0.07102286070585251, + "m": 1.0 + }, + { + "p": 0.06610755622386932, + "m": 1.0 + }, + { + "p": 0.059276215732097626, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3416146039962769, + "val_loss": 0.9476156830787659, + "acc": 68.98, + "time": 533.9152277930116, + "param": [ + { + "p": 0.059008751064538956, + "m": 1.0 + }, + { + "p": 0.032194219529628754, + "m": 1.0 + }, + { + "p": 0.055070243775844574, + "m": 1.0 + }, + { + "p": 0.04386984184384346, + "m": 1.0 + }, + { + "p": 0.05124518275260925, + "m": 1.0 + }, + { + "p": 0.054365403950214386, + "m": 1.0 + }, + { + "p": 0.06376615166664124, + "m": 1.0 + }, + { + "p": 0.05803161486983299, + "m": 1.0 + }, + { + "p": 0.05654032155871391, + "m": 1.0 + }, + { + "p": 0.07058267295360565, + "m": 1.0 + }, + { + "p": 0.06518232077360153, + "m": 1.0 + }, + { + "p": 0.07611007243394852, + "m": 1.0 + }, + { + "p": 0.07160261273384094, + "m": 1.0 + }, + { + "p": 0.06679918617010117, + "m": 1.0 + }, + { + "p": 0.04552045464515686, + "m": 1.0 + }, + { + "p": 0.04135595262050629, + "m": 1.0 + }, + { + "p": 0.03446825593709946, + "m": 1.0 + }, + { + "p": 0.05428680405020714, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2437937259674072, + "val_loss": 0.9498053789138794, + "acc": 69.35, + "time": 538.6772799979954, + "param": [ + { + "p": 0.06350687146186829, + "m": 1.0 + }, + { + "p": 0.030438238754868507, + "m": 1.0 + }, + { + "p": 0.057011183351278305, + "m": 1.0 + }, + { + "p": 0.0531424917280674, + "m": 1.0 + }, + { + "p": 0.03748350590467453, + "m": 1.0 + }, + { + "p": 0.06741641461849213, + "m": 1.0 + }, + { + "p": 0.052702080458402634, + "m": 1.0 + }, + { + "p": 0.04004950448870659, + "m": 1.0 + }, + { + "p": 0.058407917618751526, + "m": 1.0 + }, + { + "p": 0.07906214147806168, + "m": 1.0 + }, + { + "p": 0.05791177973151207, + "m": 1.0 + }, + { + "p": 0.0793052390217781, + "m": 1.0 + }, + { + "p": 0.09207479655742645, + "m": 1.0 + }, + { + "p": 0.033210933208465576, + "m": 1.0 + }, + { + "p": 0.07393524050712585, + "m": 1.0 + }, + { + "p": 0.07670556008815765, + "m": 1.0 + }, + { + "p": 0.02074776589870453, + "m": 1.0 + }, + { + "p": 0.026888344436883926, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.4878334999084473, + "val_loss": 0.9079320430755615, + "acc": 68.89, + "time": 538.6351347489981, + "param": [ + { + "p": 0.07334089279174805, + "m": 1.0 + }, + { + "p": 0.029555819928646088, + "m": 1.0 + }, + { + "p": 0.07086112350225449, + "m": 1.0 + }, + { + "p": 0.028103752061724663, + "m": 1.0 + }, + { + "p": 0.0440312922000885, + "m": 1.0 + }, + { + "p": 0.04577311500906944, + "m": 1.0 + }, + { + "p": 0.05163409188389778, + "m": 1.0 + }, + { + "p": 0.0583077110350132, + "m": 1.0 + }, + { + "p": 0.06868696212768555, + "m": 1.0 + }, + { + "p": 0.10923969000577927, + "m": 1.0 + }, + { + "p": 0.0578431598842144, + "m": 1.0 + }, + { + "p": 0.03567786142230034, + "m": 1.0 + }, + { + "p": 0.04657943174242973, + "m": 1.0 + }, + { + "p": 0.06307876855134964, + "m": 1.0 + }, + { + "p": 0.05580071359872818, + "m": 1.0 + }, + { + "p": 0.06688456237316132, + "m": 1.0 + }, + { + "p": 0.04162036255002022, + "m": 1.0 + }, + { + "p": 0.05298065394163132, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.36912202835083, + "val_loss": 1.0285887718200684, + "acc": 68.7, + "time": 538.8502844749892, + "param": [ + { + "p": 0.05409378185868263, + "m": 1.0 + }, + { + "p": 0.04337289556860924, + "m": 1.0 + }, + { + "p": 0.10071386396884918, + "m": 1.0 + }, + { + "p": 0.023945916444063187, + "m": 1.0 + }, + { + "p": 0.032046638429164886, + "m": 1.0 + }, + { + "p": 0.06258536130189896, + "m": 1.0 + }, + { + "p": 0.05082714557647705, + "m": 1.0 + }, + { + "p": 0.0402945838868618, + "m": 1.0 + }, + { + "p": 0.04749497026205063, + "m": 1.0 + }, + { + "p": 0.06040215492248535, + "m": 1.0 + }, + { + "p": 0.0674210786819458, + "m": 1.0 + }, + { + "p": 0.05607706308364868, + "m": 1.0 + }, + { + "p": 0.054416559636592865, + "m": 1.0 + }, + { + "p": 0.031609341502189636, + "m": 1.0 + }, + { + "p": 0.0651075541973114, + "m": 1.0 + }, + { + "p": 0.072319395840168, + "m": 1.0 + }, + { + "p": 0.05821146070957184, + "m": 1.0 + }, + { + "p": 0.07906019687652588, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.313086986541748, + "val_loss": 0.8003684282302856, + "acc": 69.78, + "time": 536.1049603320134, + "param": [ + { + "p": 0.031113963574171066, + "m": 1.0 + }, + { + "p": 0.06991641223430634, + "m": 1.0 + }, + { + "p": 0.06573756784200668, + "m": 1.0 + }, + { + "p": 0.015837766230106354, + "m": 1.0 + }, + { + "p": 0.054989177733659744, + "m": 1.0 + }, + { + "p": 0.055262621492147446, + "m": 1.0 + }, + { + "p": 0.055823832750320435, + "m": 1.0 + }, + { + "p": 0.05396247282624245, + "m": 1.0 + }, + { + "p": 0.05102534592151642, + "m": 1.0 + }, + { + "p": 0.05402587354183197, + "m": 1.0 + }, + { + "p": 0.05178306996822357, + "m": 1.0 + }, + { + "p": 0.05402423441410065, + "m": 1.0 + }, + { + "p": 0.07560984045267105, + "m": 1.0 + }, + { + "p": 0.06532051414251328, + "m": 1.0 + }, + { + "p": 0.07190550863742828, + "m": 1.0 + }, + { + "p": 0.06770613044500351, + "m": 1.0 + }, + { + "p": 0.06128393113613129, + "m": 1.0 + }, + { + "p": 0.044671762734651566, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4105172157287598, + "val_loss": 0.8813332319259644, + "acc": 70.38, + "time": 538.3438820529846, + "param": [ + { + "p": 0.0799475759267807, + "m": 1.0 + }, + { + "p": 0.0596449188888073, + "m": 1.0 + }, + { + "p": 0.07148198038339615, + "m": 1.0 + }, + { + "p": 0.051824845373630524, + "m": 1.0 + }, + { + "p": 0.04154936596751213, + "m": 1.0 + }, + { + "p": 0.036052439361810684, + "m": 1.0 + }, + { + "p": 0.04284549877047539, + "m": 1.0 + }, + { + "p": 0.041150521486997604, + "m": 1.0 + }, + { + "p": 0.06995154172182083, + "m": 1.0 + }, + { + "p": 0.0774918794631958, + "m": 1.0 + }, + { + "p": 0.05657618120312691, + "m": 1.0 + }, + { + "p": 0.06553517282009125, + "m": 1.0 + }, + { + "p": 0.054242052137851715, + "m": 1.0 + }, + { + "p": 0.051759444177150726, + "m": 1.0 + }, + { + "p": 0.062419142574071884, + "m": 1.0 + }, + { + "p": 0.0631193220615387, + "m": 1.0 + }, + { + "p": 0.03559443727135658, + "m": 1.0 + }, + { + "p": 0.038813650608062744, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9790952205657959, + "val_loss": 0.9551266431808472, + "acc": 69.98, + "time": 536.1745813350135, + "param": [ + { + "p": 0.04833637550473213, + "m": 1.0 + }, + { + "p": 0.0504751093685627, + "m": 1.0 + }, + { + "p": 0.06625984609127045, + "m": 1.0 + }, + { + "p": 0.040471941232681274, + "m": 1.0 + }, + { + "p": 0.06882960349321365, + "m": 1.0 + }, + { + "p": 0.02521093375980854, + "m": 1.0 + }, + { + "p": 0.06507259607315063, + "m": 1.0 + }, + { + "p": 0.04110511392354965, + "m": 1.0 + }, + { + "p": 0.08242164552211761, + "m": 1.0 + }, + { + "p": 0.05650990456342697, + "m": 1.0 + }, + { + "p": 0.058886632323265076, + "m": 1.0 + }, + { + "p": 0.07598745822906494, + "m": 1.0 + }, + { + "p": 0.054800599813461304, + "m": 1.0 + }, + { + "p": 0.044745150953531265, + "m": 1.0 + }, + { + "p": 0.06261876225471497, + "m": 1.0 + }, + { + "p": 0.0622175894677639, + "m": 1.0 + }, + { + "p": 0.03774438425898552, + "m": 1.0 + }, + { + "p": 0.05830631032586098, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1436971426010132, + "val_loss": 0.8256515860557556, + "acc": 69.96, + "time": 537.6622790349938, + "param": [ + { + "p": 0.07297244668006897, + "m": 1.0 + }, + { + "p": 0.046181827783584595, + "m": 1.0 + }, + { + "p": 0.056163664907217026, + "m": 1.0 + }, + { + "p": 0.0618317611515522, + "m": 1.0 + }, + { + "p": 0.05085216462612152, + "m": 1.0 + }, + { + "p": 0.04586274176836014, + "m": 1.0 + }, + { + "p": 0.06511019170284271, + "m": 1.0 + }, + { + "p": 0.06078026443719864, + "m": 1.0 + }, + { + "p": 0.030133729800581932, + "m": 1.0 + }, + { + "p": 0.05747900903224945, + "m": 1.0 + }, + { + "p": 0.0528893768787384, + "m": 1.0 + }, + { + "p": 0.06283269077539444, + "m": 1.0 + }, + { + "p": 0.06466294825077057, + "m": 1.0 + }, + { + "p": 0.043888818472623825, + "m": 1.0 + }, + { + "p": 0.06444922089576721, + "m": 1.0 + }, + { + "p": 0.0638871118426323, + "m": 1.0 + }, + { + "p": 0.05335360765457153, + "m": 1.0 + }, + { + "p": 0.046668641269207, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1962767839431763, + "val_loss": 0.9879171848297119, + "acc": 68.48, + "time": 533.8070389369968, + "param": [ + { + "p": 0.058681003749370575, + "m": 1.0 + }, + { + "p": 0.04246588796377182, + "m": 1.0 + }, + { + "p": 0.04671628400683403, + "m": 1.0 + }, + { + "p": 0.045769572257995605, + "m": 1.0 + }, + { + "p": 0.03913407400250435, + "m": 1.0 + }, + { + "p": 0.05387341231107712, + "m": 1.0 + }, + { + "p": 0.046971119940280914, + "m": 1.0 + }, + { + "p": 0.057358063757419586, + "m": 1.0 + }, + { + "p": 0.0610039122402668, + "m": 1.0 + }, + { + "p": 0.06257989257574081, + "m": 1.0 + }, + { + "p": 0.07615868002176285, + "m": 1.0 + }, + { + "p": 0.08016449213027954, + "m": 1.0 + }, + { + "p": 0.07106229662895203, + "m": 1.0 + }, + { + "p": 0.05586434155702591, + "m": 1.0 + }, + { + "p": 0.08999620378017426, + "m": 1.0 + }, + { + "p": 0.05375143513083458, + "m": 1.0 + }, + { + "p": 0.0252863559871912, + "m": 1.0 + }, + { + "p": 0.033163003623485565, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0867807865142822, + "val_loss": 0.9287890791893005, + "acc": 68.74, + "time": 533.4097371810058, + "param": [ + { + "p": 0.058464415371418, + "m": 1.0 + }, + { + "p": 0.05161890387535095, + "m": 1.0 + }, + { + "p": 0.075300432741642, + "m": 1.0 + }, + { + "p": 0.05626579374074936, + "m": 1.0 + }, + { + "p": 0.0466504767537117, + "m": 1.0 + }, + { + "p": 0.029759174212813377, + "m": 1.0 + }, + { + "p": 0.05832231789827347, + "m": 1.0 + }, + { + "p": 0.06526198983192444, + "m": 1.0 + }, + { + "p": 0.06375214457511902, + "m": 1.0 + }, + { + "p": 0.05797524377703667, + "m": 1.0 + }, + { + "p": 0.05119842663407326, + "m": 1.0 + }, + { + "p": 0.0605342835187912, + "m": 1.0 + }, + { + "p": 0.06256721168756485, + "m": 1.0 + }, + { + "p": 0.07095648348331451, + "m": 1.0 + }, + { + "p": 0.0616561658680439, + "m": 1.0 + }, + { + "p": 0.06414088606834412, + "m": 1.0 + }, + { + "p": 0.04286734014749527, + "m": 1.0 + }, + { + "p": 0.02270829677581787, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3556116819381714, + "val_loss": 0.8524959087371826, + "acc": 69.97, + "time": 534.5978522140067, + "param": [ + { + "p": 0.06025497615337372, + "m": 1.0 + }, + { + "p": 0.04650656506419182, + "m": 1.0 + }, + { + "p": 0.0750836506485939, + "m": 1.0 + }, + { + "p": 0.05024658516049385, + "m": 1.0 + }, + { + "p": 0.05487005040049553, + "m": 1.0 + }, + { + "p": 0.03691255301237106, + "m": 1.0 + }, + { + "p": 0.051598191261291504, + "m": 1.0 + }, + { + "p": 0.06877826154232025, + "m": 1.0 + }, + { + "p": 0.045070018619298935, + "m": 1.0 + }, + { + "p": 0.05932113528251648, + "m": 1.0 + }, + { + "p": 0.06127173826098442, + "m": 1.0 + }, + { + "p": 0.06066606193780899, + "m": 1.0 + }, + { + "p": 0.069218210875988, + "m": 1.0 + }, + { + "p": 0.06994013488292694, + "m": 1.0 + }, + { + "p": 0.04250042513012886, + "m": 1.0 + }, + { + "p": 0.0485759861767292, + "m": 1.0 + }, + { + "p": 0.049012038856744766, + "m": 1.0 + }, + { + "p": 0.05017343536019325, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3903270959854126, + "val_loss": 0.8361491560935974, + "acc": 70.34, + "time": 534.9862934169942, + "param": [ + { + "p": 0.0608639195561409, + "m": 1.0 + }, + { + "p": 0.03592732548713684, + "m": 1.0 + }, + { + "p": 0.04663340002298355, + "m": 1.0 + }, + { + "p": 0.07207861542701721, + "m": 1.0 + }, + { + "p": 0.031108364462852478, + "m": 1.0 + }, + { + "p": 0.06151105836033821, + "m": 1.0 + }, + { + "p": 0.06420660018920898, + "m": 1.0 + }, + { + "p": 0.05608344450592995, + "m": 1.0 + }, + { + "p": 0.07625025510787964, + "m": 1.0 + }, + { + "p": 0.05339900404214859, + "m": 1.0 + }, + { + "p": 0.06344198435544968, + "m": 1.0 + }, + { + "p": 0.061023835092782974, + "m": 1.0 + }, + { + "p": 0.04405907541513443, + "m": 1.0 + }, + { + "p": 0.05524354428052902, + "m": 1.0 + }, + { + "p": 0.04475345462560654, + "m": 1.0 + }, + { + "p": 0.07839881628751755, + "m": 1.0 + }, + { + "p": 0.048799872398376465, + "m": 1.0 + }, + { + "p": 0.04621746018528938, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4039570093154907, + "val_loss": 0.9214760065078735, + "acc": 69.53, + "time": 478.7876397189975, + "param": [ + { + "p": 0.04804603010416031, + "m": 1.0 + }, + { + "p": 0.03385792300105095, + "m": 1.0 + }, + { + "p": 0.05302082374691963, + "m": 1.0 + }, + { + "p": 0.057210445404052734, + "m": 1.0 + }, + { + "p": 0.046512894332408905, + "m": 1.0 + }, + { + "p": 0.05116869509220123, + "m": 1.0 + }, + { + "p": 0.05356287583708763, + "m": 1.0 + }, + { + "p": 0.05441301316022873, + "m": 1.0 + }, + { + "p": 0.07750818133354187, + "m": 1.0 + }, + { + "p": 0.062180645763874054, + "m": 1.0 + }, + { + "p": 0.07707720994949341, + "m": 1.0 + }, + { + "p": 0.07404416054487228, + "m": 1.0 + }, + { + "p": 0.08179730921983719, + "m": 1.0 + }, + { + "p": 0.050965551286935806, + "m": 1.0 + }, + { + "p": 0.07583334296941757, + "m": 1.0 + }, + { + "p": 0.04680198058485985, + "m": 1.0 + }, + { + "p": 0.02923503890633583, + "m": 1.0 + }, + { + "p": 0.026763916015625, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1348769664764404, + "val_loss": 0.8869779706001282, + "acc": 70.26, + "time": 230.76860832501552, + "param": [ + { + "p": 0.052359770983457565, + "m": 1.0 + }, + { + "p": 0.035871341824531555, + "m": 1.0 + }, + { + "p": 0.0723220705986023, + "m": 1.0 + }, + { + "p": 0.03289683163166046, + "m": 1.0 + }, + { + "p": 0.05264515057206154, + "m": 1.0 + }, + { + "p": 0.05603877082467079, + "m": 1.0 + }, + { + "p": 0.06415146589279175, + "m": 1.0 + }, + { + "p": 0.03780384361743927, + "m": 1.0 + }, + { + "p": 0.06511315703392029, + "m": 1.0 + }, + { + "p": 0.06802371889352798, + "m": 1.0 + }, + { + "p": 0.052294425666332245, + "m": 1.0 + }, + { + "p": 0.06439870595932007, + "m": 1.0 + }, + { + "p": 0.07077208161354065, + "m": 1.0 + }, + { + "p": 0.06650437414646149, + "m": 1.0 + }, + { + "p": 0.060433611273765564, + "m": 1.0 + }, + { + "p": 0.06524129211902618, + "m": 1.0 + }, + { + "p": 0.05719386786222458, + "m": 1.0 + }, + { + "p": 0.02593550644814968, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.217177391052246, + "val_loss": 0.8288322687149048, + "acc": 70.38, + "time": 297.2259208629839, + "param": [ + { + "p": 0.06802093237638474, + "m": 1.0 + }, + { + "p": 0.02745460532605648, + "m": 1.0 + }, + { + "p": 0.06089465320110321, + "m": 1.0 + }, + { + "p": 0.05981622636318207, + "m": 1.0 + }, + { + "p": 0.030810384079813957, + "m": 1.0 + }, + { + "p": 0.06648746132850647, + "m": 1.0 + }, + { + "p": 0.05179652199149132, + "m": 1.0 + }, + { + "p": 0.024023210629820824, + "m": 1.0 + }, + { + "p": 0.08661520481109619, + "m": 1.0 + }, + { + "p": 0.0809263363480568, + "m": 1.0 + }, + { + "p": 0.05668877437710762, + "m": 1.0 + }, + { + "p": 0.06917154043912888, + "m": 1.0 + }, + { + "p": 0.06920742243528366, + "m": 1.0 + }, + { + "p": 0.049144499003887177, + "m": 1.0 + }, + { + "p": 0.07788942009210587, + "m": 1.0 + }, + { + "p": 0.07046492397785187, + "m": 1.0 + }, + { + "p": 0.02204436995089054, + "m": 1.0 + }, + { + "p": 0.02854355052113533, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3237330913543701, + "val_loss": 0.7205740809440613, + "acc": 71.06, + "time": 537.4591534989886, + "param": [ + { + "p": 0.06234075129032135, + "m": 1.0 + }, + { + "p": 0.050018418580293655, + "m": 1.0 + }, + { + "p": 0.07717946171760559, + "m": 1.0 + }, + { + "p": 0.05886956676840782, + "m": 1.0 + }, + { + "p": 0.07696618139743805, + "m": 1.0 + }, + { + "p": 0.03314655274152756, + "m": 1.0 + }, + { + "p": 0.025400882586836815, + "m": 1.0 + }, + { + "p": 0.052139122039079666, + "m": 1.0 + }, + { + "p": 0.042491115629673004, + "m": 1.0 + }, + { + "p": 0.07311815023422241, + "m": 1.0 + }, + { + "p": 0.06269744038581848, + "m": 1.0 + }, + { + "p": 0.053550176322460175, + "m": 1.0 + }, + { + "p": 0.06268078088760376, + "m": 1.0 + }, + { + "p": 0.051828645169734955, + "m": 1.0 + }, + { + "p": 0.0628189966082573, + "m": 1.0 + }, + { + "p": 0.06776545196771622, + "m": 1.0 + }, + { + "p": 0.03931007534265518, + "m": 1.0 + }, + { + "p": 0.047678351402282715, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.320945143699646, + "val_loss": 0.9334892630577087, + "acc": 70.18, + "time": 539.1147756200226, + "param": [ + { + "p": 0.07041334360837936, + "m": 1.0 + }, + { + "p": 0.02770337089896202, + "m": 1.0 + }, + { + "p": 0.0916064977645874, + "m": 1.0 + }, + { + "p": 0.05397772043943405, + "m": 1.0 + }, + { + "p": 0.054096680134534836, + "m": 1.0 + }, + { + "p": 0.050158966332674026, + "m": 1.0 + }, + { + "p": 0.04835920035839081, + "m": 1.0 + }, + { + "p": 0.05441037937998772, + "m": 1.0 + }, + { + "p": 0.08457177132368088, + "m": 1.0 + }, + { + "p": 0.03662916645407677, + "m": 1.0 + }, + { + "p": 0.0482095405459404, + "m": 1.0 + }, + { + "p": 0.036082953214645386, + "m": 1.0 + }, + { + "p": 0.07059401273727417, + "m": 1.0 + }, + { + "p": 0.0694444552063942, + "m": 1.0 + }, + { + "p": 0.06042114645242691, + "m": 1.0 + }, + { + "p": 0.06548953056335449, + "m": 1.0 + }, + { + "p": 0.0397837869822979, + "m": 1.0 + }, + { + "p": 0.038047466427087784, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2772184610366821, + "val_loss": 0.871329665184021, + "acc": 70.99, + "time": 533.2369709920022, + "param": [ + { + "p": 0.05350809544324875, + "m": 1.0 + }, + { + "p": 0.041089244186878204, + "m": 1.0 + }, + { + "p": 0.05916599929332733, + "m": 1.0 + }, + { + "p": 0.05829698219895363, + "m": 1.0 + }, + { + "p": 0.07387592643499374, + "m": 1.0 + }, + { + "p": 0.03494741767644882, + "m": 1.0 + }, + { + "p": 0.05743506923317909, + "m": 1.0 + }, + { + "p": 0.0669185072183609, + "m": 1.0 + }, + { + "p": 0.06733737885951996, + "m": 1.0 + }, + { + "p": 0.05760779231786728, + "m": 1.0 + }, + { + "p": 0.05166032537817955, + "m": 1.0 + }, + { + "p": 0.06090852618217468, + "m": 1.0 + }, + { + "p": 0.051674529910087585, + "m": 1.0 + }, + { + "p": 0.03992689773440361, + "m": 1.0 + }, + { + "p": 0.045624133199453354, + "m": 1.0 + }, + { + "p": 0.058164626359939575, + "m": 1.0 + }, + { + "p": 0.0447978712618351, + "m": 1.0 + }, + { + "p": 0.07706062495708466, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3575732707977295, + "val_loss": 0.8058809638023376, + "acc": 69.8, + "time": 538.9079808600072, + "param": [ + { + "p": 0.05701712146401405, + "m": 1.0 + }, + { + "p": 0.02918032370507717, + "m": 1.0 + }, + { + "p": 0.06720420718193054, + "m": 1.0 + }, + { + "p": 0.03913414850831032, + "m": 1.0 + }, + { + "p": 0.037858571857213974, + "m": 1.0 + }, + { + "p": 0.03858112171292305, + "m": 1.0 + }, + { + "p": 0.06747039407491684, + "m": 1.0 + }, + { + "p": 0.052163973450660706, + "m": 1.0 + }, + { + "p": 0.09022810310125351, + "m": 1.0 + }, + { + "p": 0.043171316385269165, + "m": 1.0 + }, + { + "p": 0.07468308508396149, + "m": 1.0 + }, + { + "p": 0.07552695274353027, + "m": 1.0 + }, + { + "p": 0.04828788340091705, + "m": 1.0 + }, + { + "p": 0.0409785658121109, + "m": 1.0 + }, + { + "p": 0.0667179748415947, + "m": 1.0 + }, + { + "p": 0.05037873983383179, + "m": 1.0 + }, + { + "p": 0.058627109974622726, + "m": 1.0 + }, + { + "p": 0.06279029697179794, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1402778625488281, + "val_loss": 0.7932723164558411, + "acc": 70.61, + "time": 535.8418304440274, + "param": [ + { + "p": 0.07707429677248001, + "m": 1.0 + }, + { + "p": 0.035463906824588776, + "m": 1.0 + }, + { + "p": 0.060440853238105774, + "m": 1.0 + }, + { + "p": 0.05299502983689308, + "m": 1.0 + }, + { + "p": 0.06511086225509644, + "m": 1.0 + }, + { + "p": 0.04147520288825035, + "m": 1.0 + }, + { + "p": 0.04691090062260628, + "m": 1.0 + }, + { + "p": 0.07585307210683823, + "m": 1.0 + }, + { + "p": 0.049253612756729126, + "m": 1.0 + }, + { + "p": 0.06322040408849716, + "m": 1.0 + }, + { + "p": 0.05106835067272186, + "m": 1.0 + }, + { + "p": 0.06502992659807205, + "m": 1.0 + }, + { + "p": 0.051743149757385254, + "m": 1.0 + }, + { + "p": 0.05867030471563339, + "m": 1.0 + }, + { + "p": 0.07087790220975876, + "m": 1.0 + }, + { + "p": 0.05960320681333542, + "m": 1.0 + }, + { + "p": 0.04553348198533058, + "m": 1.0 + }, + { + "p": 0.02967558242380619, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.1220165491104126, + "val_loss": 0.7646787762641907, + "acc": 71.38, + "time": 534.2912228650239, + "param": [ + { + "p": 0.05913132429122925, + "m": 1.0 + }, + { + "p": 0.056654274463653564, + "m": 1.0 + }, + { + "p": 0.06512504816055298, + "m": 1.0 + }, + { + "p": 0.06759554892778397, + "m": 1.0 + }, + { + "p": 0.04796832054853439, + "m": 1.0 + }, + { + "p": 0.05853081867098808, + "m": 1.0 + }, + { + "p": 0.05781086906790733, + "m": 1.0 + }, + { + "p": 0.0537155345082283, + "m": 1.0 + }, + { + "p": 0.05465870350599289, + "m": 1.0 + }, + { + "p": 0.041705623269081116, + "m": 1.0 + }, + { + "p": 0.05701266601681709, + "m": 1.0 + }, + { + "p": 0.06688234210014343, + "m": 1.0 + }, + { + "p": 0.061626024544239044, + "m": 1.0 + }, + { + "p": 0.02967238239943981, + "m": 1.0 + }, + { + "p": 0.06480930745601654, + "m": 1.0 + }, + { + "p": 0.07003949582576752, + "m": 1.0 + }, + { + "p": 0.051929254084825516, + "m": 1.0 + }, + { + "p": 0.03513256087899208, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.247266411781311, + "val_loss": 0.9629862308502197, + "acc": 71.72, + "time": 537.9698701300076, + "param": [ + { + "p": 0.054446782916784286, + "m": 1.0 + }, + { + "p": 0.04431327059864998, + "m": 1.0 + }, + { + "p": 0.059288639575242996, + "m": 1.0 + }, + { + "p": 0.031228017061948776, + "m": 1.0 + }, + { + "p": 0.041353318840265274, + "m": 1.0 + }, + { + "p": 0.0281826164573431, + "m": 1.0 + }, + { + "p": 0.04790208488702774, + "m": 1.0 + }, + { + "p": 0.06887267529964447, + "m": 1.0 + }, + { + "p": 0.08515368402004242, + "m": 1.0 + }, + { + "p": 0.08075698465108871, + "m": 1.0 + }, + { + "p": 0.07071959972381592, + "m": 1.0 + }, + { + "p": 0.0694076418876648, + "m": 1.0 + }, + { + "p": 0.06584975123405457, + "m": 1.0 + }, + { + "p": 0.04210033267736435, + "m": 1.0 + }, + { + "p": 0.04302756115794182, + "m": 1.0 + }, + { + "p": 0.06373101472854614, + "m": 1.0 + }, + { + "p": 0.05016086995601654, + "m": 1.0 + }, + { + "p": 0.05350520834326744, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1332470178604126, + "val_loss": 0.8349679708480835, + "acc": 72.04, + "time": 538.008365799993, + "param": [ + { + "p": 0.09980896860361099, + "m": 1.0 + }, + { + "p": 0.05019449070096016, + "m": 1.0 + }, + { + "p": 0.05259779840707779, + "m": 1.0 + }, + { + "p": 0.054434217512607574, + "m": 1.0 + }, + { + "p": 0.06248427554965019, + "m": 1.0 + }, + { + "p": 0.037414051592350006, + "m": 1.0 + }, + { + "p": 0.05491773039102554, + "m": 1.0 + }, + { + "p": 0.04158410429954529, + "m": 1.0 + }, + { + "p": 0.056815486401319504, + "m": 1.0 + }, + { + "p": 0.03526518866419792, + "m": 1.0 + }, + { + "p": 0.05402178689837456, + "m": 1.0 + }, + { + "p": 0.07772984355688095, + "m": 1.0 + }, + { + "p": 0.0675487294793129, + "m": 1.0 + }, + { + "p": 0.06288157403469086, + "m": 1.0 + }, + { + "p": 0.06437378376722336, + "m": 1.0 + }, + { + "p": 0.03326217085123062, + "m": 1.0 + }, + { + "p": 0.018884647637605667, + "m": 1.0 + }, + { + "p": 0.07578107714653015, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.028281331062317, + "val_loss": 0.7904548645019531, + "acc": 71.38, + "time": 535.7992336780007, + "param": [ + { + "p": 0.06701357662677765, + "m": 1.0 + }, + { + "p": 0.0372101254761219, + "m": 1.0 + }, + { + "p": 0.06629138439893723, + "m": 1.0 + }, + { + "p": 0.02614593133330345, + "m": 1.0 + }, + { + "p": 0.027048856019973755, + "m": 1.0 + }, + { + "p": 0.03439641743898392, + "m": 1.0 + }, + { + "p": 0.05602547898888588, + "m": 1.0 + }, + { + "p": 0.03173848241567612, + "m": 1.0 + }, + { + "p": 0.06082551181316376, + "m": 1.0 + }, + { + "p": 0.08063149452209473, + "m": 1.0 + }, + { + "p": 0.08139566332101822, + "m": 1.0 + }, + { + "p": 0.03869147226214409, + "m": 1.0 + }, + { + "p": 0.06936617940664291, + "m": 1.0 + }, + { + "p": 0.047513119876384735, + "m": 1.0 + }, + { + "p": 0.08961184322834015, + "m": 1.0 + }, + { + "p": 0.06613289564847946, + "m": 1.0 + }, + { + "p": 0.07264553755521774, + "m": 1.0 + }, + { + "p": 0.04731607064604759, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2953766584396362, + "val_loss": 0.7266594171524048, + "acc": 71.68, + "time": 533.5730238599936, + "param": [ + { + "p": 0.06878281384706497, + "m": 1.0 + }, + { + "p": 0.045283351093530655, + "m": 1.0 + }, + { + "p": 0.0663382038474083, + "m": 1.0 + }, + { + "p": 0.034544434398412704, + "m": 1.0 + }, + { + "p": 0.05641614645719528, + "m": 1.0 + }, + { + "p": 0.042905110865831375, + "m": 1.0 + }, + { + "p": 0.06199809908866882, + "m": 1.0 + }, + { + "p": 0.07877112925052643, + "m": 1.0 + }, + { + "p": 0.045785047113895416, + "m": 1.0 + }, + { + "p": 0.06449222564697266, + "m": 1.0 + }, + { + "p": 0.059846214950084686, + "m": 1.0 + }, + { + "p": 0.05540592968463898, + "m": 1.0 + }, + { + "p": 0.046823032200336456, + "m": 1.0 + }, + { + "p": 0.05808139592409134, + "m": 1.0 + }, + { + "p": 0.05460913106799126, + "m": 1.0 + }, + { + "p": 0.05888567864894867, + "m": 1.0 + }, + { + "p": 0.05135750025510788, + "m": 1.0 + }, + { + "p": 0.04967459291219711, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1071707010269165, + "val_loss": 0.916190505027771, + "acc": 70.43, + "time": 531.2601070980018, + "param": [ + { + "p": 0.06484623998403549, + "m": 1.0 + }, + { + "p": 0.046616315841674805, + "m": 1.0 + }, + { + "p": 0.0422692708671093, + "m": 1.0 + }, + { + "p": 0.056039124727249146, + "m": 1.0 + }, + { + "p": 0.04021923616528511, + "m": 1.0 + }, + { + "p": 0.05906239524483681, + "m": 1.0 + }, + { + "p": 0.05297558009624481, + "m": 1.0 + }, + { + "p": 0.07566831260919571, + "m": 1.0 + }, + { + "p": 0.06968307495117188, + "m": 1.0 + }, + { + "p": 0.0821303129196167, + "m": 1.0 + }, + { + "p": 0.08094609528779984, + "m": 1.0 + }, + { + "p": 0.05262850597500801, + "m": 1.0 + }, + { + "p": 0.06078914552927017, + "m": 1.0 + }, + { + "p": 0.03444603830575943, + "m": 1.0 + }, + { + "p": 0.0463683158159256, + "m": 1.0 + }, + { + "p": 0.06633204966783524, + "m": 1.0 + }, + { + "p": 0.026355430483818054, + "m": 1.0 + }, + { + "p": 0.0426245853304863, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1706656217575073, + "val_loss": 0.8500416278839111, + "acc": 71.45, + "time": 535.7013006400084, + "param": [ + { + "p": 0.07906444370746613, + "m": 1.0 + }, + { + "p": 0.048918791115283966, + "m": 1.0 + }, + { + "p": 0.04928848147392273, + "m": 1.0 + }, + { + "p": 0.055586472153663635, + "m": 1.0 + }, + { + "p": 0.045137614011764526, + "m": 1.0 + }, + { + "p": 0.0417463481426239, + "m": 1.0 + }, + { + "p": 0.04748101904988289, + "m": 1.0 + }, + { + "p": 0.03413501754403114, + "m": 1.0 + }, + { + "p": 0.05535564571619034, + "m": 1.0 + }, + { + "p": 0.05243884399533272, + "m": 1.0 + }, + { + "p": 0.0546669140458107, + "m": 1.0 + }, + { + "p": 0.07255696505308151, + "m": 1.0 + }, + { + "p": 0.0629870817065239, + "m": 1.0 + }, + { + "p": 0.06146913021802902, + "m": 1.0 + }, + { + "p": 0.060975730419158936, + "m": 1.0 + }, + { + "p": 0.059228964149951935, + "m": 1.0 + }, + { + "p": 0.05059937760233879, + "m": 1.0 + }, + { + "p": 0.06836309283971786, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.095000147819519, + "val_loss": 0.9027572870254517, + "acc": 70.22, + "time": 534.5368777459953, + "param": [ + { + "p": 0.0636219009757042, + "m": 1.0 + }, + { + "p": 0.05407366901636124, + "m": 1.0 + }, + { + "p": 0.056072548031806946, + "m": 1.0 + }, + { + "p": 0.04952153563499451, + "m": 1.0 + }, + { + "p": 0.04464711993932724, + "m": 1.0 + }, + { + "p": 0.042403049767017365, + "m": 1.0 + }, + { + "p": 0.04550054669380188, + "m": 1.0 + }, + { + "p": 0.04743780195713043, + "m": 1.0 + }, + { + "p": 0.06504976749420166, + "m": 1.0 + }, + { + "p": 0.06396748870611191, + "m": 1.0 + }, + { + "p": 0.0665946900844574, + "m": 1.0 + }, + { + "p": 0.07391941547393799, + "m": 1.0 + }, + { + "p": 0.06466983258724213, + "m": 1.0 + }, + { + "p": 0.05151406303048134, + "m": 1.0 + }, + { + "p": 0.07125426828861237, + "m": 1.0 + }, + { + "p": 0.0490356869995594, + "m": 1.0 + }, + { + "p": 0.035694096237421036, + "m": 1.0 + }, + { + "p": 0.05502251535654068, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3256547451019287, + "val_loss": 0.7751760482788086, + "acc": 71.39, + "time": 539.1363685550168, + "param": [ + { + "p": 0.06615985929965973, + "m": 1.0 + }, + { + "p": 0.041915904730558395, + "m": 1.0 + }, + { + "p": 0.053054872900247574, + "m": 1.0 + }, + { + "p": 0.040712036192417145, + "m": 1.0 + }, + { + "p": 0.044948238879442215, + "m": 1.0 + }, + { + "p": 0.030620954930782318, + "m": 1.0 + }, + { + "p": 0.07104888558387756, + "m": 1.0 + }, + { + "p": 0.04231727123260498, + "m": 1.0 + }, + { + "p": 0.05846542865037918, + "m": 1.0 + }, + { + "p": 0.08262394368648529, + "m": 1.0 + }, + { + "p": 0.0624975748360157, + "m": 1.0 + }, + { + "p": 0.07045362144708633, + "m": 1.0 + }, + { + "p": 0.08098955452442169, + "m": 1.0 + }, + { + "p": 0.0547848641872406, + "m": 1.0 + }, + { + "p": 0.06253501772880554, + "m": 1.0 + }, + { + "p": 0.0829153060913086, + "m": 1.0 + }, + { + "p": 0.028828144073486328, + "m": 1.0 + }, + { + "p": 0.025128355249762535, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.232079029083252, + "val_loss": 0.9072141647338867, + "acc": 70.71, + "time": 536.265433299006, + "param": [ + { + "p": 0.0699334442615509, + "m": 1.0 + }, + { + "p": 0.044948577880859375, + "m": 1.0 + }, + { + "p": 0.06789913773536682, + "m": 1.0 + }, + { + "p": 0.0776907429099083, + "m": 1.0 + }, + { + "p": 0.05776192992925644, + "m": 1.0 + }, + { + "p": 0.03364542871713638, + "m": 1.0 + }, + { + "p": 0.046412836760282516, + "m": 1.0 + }, + { + "p": 0.046873822808265686, + "m": 1.0 + }, + { + "p": 0.0699554979801178, + "m": 1.0 + }, + { + "p": 0.050352469086647034, + "m": 1.0 + }, + { + "p": 0.07703379541635513, + "m": 1.0 + }, + { + "p": 0.04847747087478638, + "m": 1.0 + }, + { + "p": 0.055476877838373184, + "m": 1.0 + }, + { + "p": 0.03279856964945793, + "m": 1.0 + }, + { + "p": 0.05375971645116806, + "m": 1.0 + }, + { + "p": 0.06798463314771652, + "m": 1.0 + }, + { + "p": 0.04004625603556633, + "m": 1.0 + }, + { + "p": 0.05894884467124939, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2080233097076416, + "val_loss": 0.8471837043762207, + "acc": 71.6, + "time": 531.4599305739976, + "param": [ + { + "p": 0.0867357924580574, + "m": 1.0 + }, + { + "p": 0.02910827472805977, + "m": 1.0 + }, + { + "p": 0.06494107097387314, + "m": 1.0 + }, + { + "p": 0.03381163999438286, + "m": 1.0 + }, + { + "p": 0.05709613487124443, + "m": 1.0 + }, + { + "p": 0.05655425786972046, + "m": 1.0 + }, + { + "p": 0.04123953729867935, + "m": 1.0 + }, + { + "p": 0.05692526698112488, + "m": 1.0 + }, + { + "p": 0.07565533369779587, + "m": 1.0 + }, + { + "p": 0.0774233341217041, + "m": 1.0 + }, + { + "p": 0.06023705005645752, + "m": 1.0 + }, + { + "p": 0.06664790213108063, + "m": 1.0 + }, + { + "p": 0.06531588733196259, + "m": 1.0 + }, + { + "p": 0.05457565560936928, + "m": 1.0 + }, + { + "p": 0.05730457231402397, + "m": 1.0 + }, + { + "p": 0.05710732564330101, + "m": 1.0 + }, + { + "p": 0.02953435108065605, + "m": 1.0 + }, + { + "p": 0.029786618426442146, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2365731000900269, + "val_loss": 0.7795217633247375, + "acc": 71.78, + "time": 536.6632159349974, + "param": [ + { + "p": 0.04429847374558449, + "m": 1.0 + }, + { + "p": 0.06567970663309097, + "m": 1.0 + }, + { + "p": 0.05295424163341522, + "m": 1.0 + }, + { + "p": 0.05854802206158638, + "m": 1.0 + }, + { + "p": 0.029858961701393127, + "m": 1.0 + }, + { + "p": 0.05364861339330673, + "m": 1.0 + }, + { + "p": 0.06181999668478966, + "m": 1.0 + }, + { + "p": 0.059997644275426865, + "m": 1.0 + }, + { + "p": 0.06386945396661758, + "m": 1.0 + }, + { + "p": 0.05347289517521858, + "m": 1.0 + }, + { + "p": 0.04253992810845375, + "m": 1.0 + }, + { + "p": 0.07944834977388382, + "m": 1.0 + }, + { + "p": 0.06573188304901123, + "m": 1.0 + }, + { + "p": 0.044498927891254425, + "m": 1.0 + }, + { + "p": 0.0468284897506237, + "m": 1.0 + }, + { + "p": 0.0648011788725853, + "m": 1.0 + }, + { + "p": 0.059007447212934494, + "m": 1.0 + }, + { + "p": 0.05299574136734009, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.4683938026428223, + "val_loss": 0.8162965178489685, + "acc": 71.24, + "time": 530.9277385430178, + "param": [ + { + "p": 0.04983261600136757, + "m": 1.0 + }, + { + "p": 0.032953839749097824, + "m": 1.0 + }, + { + "p": 0.07549223303794861, + "m": 1.0 + }, + { + "p": 0.03458862379193306, + "m": 1.0 + }, + { + "p": 0.044455260038375854, + "m": 1.0 + }, + { + "p": 0.042321544140577316, + "m": 1.0 + }, + { + "p": 0.055529914796352386, + "m": 1.0 + }, + { + "p": 0.04444205388426781, + "m": 1.0 + }, + { + "p": 0.06877239793539047, + "m": 1.0 + }, + { + "p": 0.05407869443297386, + "m": 1.0 + }, + { + "p": 0.07719148695468903, + "m": 1.0 + }, + { + "p": 0.0830751284956932, + "m": 1.0 + }, + { + "p": 0.0740664005279541, + "m": 1.0 + }, + { + "p": 0.05881405994296074, + "m": 1.0 + }, + { + "p": 0.04100522771477699, + "m": 1.0 + }, + { + "p": 0.06896065175533295, + "m": 1.0 + }, + { + "p": 0.041414301842451096, + "m": 1.0 + }, + { + "p": 0.05300561338663101, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.0481433868408203, + "val_loss": 0.927885115146637, + "acc": 72.36, + "time": 537.5493572989944, + "param": [ + { + "p": 0.06391749531030655, + "m": 1.0 + }, + { + "p": 0.019383655861020088, + "m": 1.0 + }, + { + "p": 0.06888294965028763, + "m": 1.0 + }, + { + "p": 0.04597938433289528, + "m": 1.0 + }, + { + "p": 0.03027006797492504, + "m": 1.0 + }, + { + "p": 0.07893168181180954, + "m": 1.0 + }, + { + "p": 0.05757942050695419, + "m": 1.0 + }, + { + "p": 0.0823523998260498, + "m": 1.0 + }, + { + "p": 0.05513200908899307, + "m": 1.0 + }, + { + "p": 0.06496060639619827, + "m": 1.0 + }, + { + "p": 0.08084625005722046, + "m": 1.0 + }, + { + "p": 0.053925856947898865, + "m": 1.0 + }, + { + "p": 0.05359194800257683, + "m": 1.0 + }, + { + "p": 0.05246368423104286, + "m": 1.0 + }, + { + "p": 0.0708112120628357, + "m": 1.0 + }, + { + "p": 0.050480663776397705, + "m": 1.0 + }, + { + "p": 0.03581913188099861, + "m": 1.0 + }, + { + "p": 0.034671612083911896, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1937044858932495, + "val_loss": 0.8819953203201294, + "acc": 71.12, + "time": 541.6822025940055, + "param": [ + { + "p": 0.06393173336982727, + "m": 1.0 + }, + { + "p": 0.06488355249166489, + "m": 1.0 + }, + { + "p": 0.0641140416264534, + "m": 1.0 + }, + { + "p": 0.04885348305106163, + "m": 1.0 + }, + { + "p": 0.042604509741067886, + "m": 1.0 + }, + { + "p": 0.04000864550471306, + "m": 1.0 + }, + { + "p": 0.06887178868055344, + "m": 1.0 + }, + { + "p": 0.058526840060949326, + "m": 1.0 + }, + { + "p": 0.06922486424446106, + "m": 1.0 + }, + { + "p": 0.0682339295744896, + "m": 1.0 + }, + { + "p": 0.06050841882824898, + "m": 1.0 + }, + { + "p": 0.05603824183344841, + "m": 1.0 + }, + { + "p": 0.05715639516711235, + "m": 1.0 + }, + { + "p": 0.05149410292506218, + "m": 1.0 + }, + { + "p": 0.05961879342794418, + "m": 1.0 + }, + { + "p": 0.05376000329852104, + "m": 1.0 + }, + { + "p": 0.028966210782527924, + "m": 1.0 + }, + { + "p": 0.04320438951253891, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0247992277145386, + "val_loss": 0.8939524292945862, + "acc": 71.41, + "time": 537.4024962570111, + "param": [ + { + "p": 0.08223557472229004, + "m": 1.0 + }, + { + "p": 0.03881573677062988, + "m": 1.0 + }, + { + "p": 0.047462064772844315, + "m": 1.0 + }, + { + "p": 0.05750589445233345, + "m": 1.0 + }, + { + "p": 0.045857951045036316, + "m": 1.0 + }, + { + "p": 0.053371280431747437, + "m": 1.0 + }, + { + "p": 0.04311773553490639, + "m": 1.0 + }, + { + "p": 0.06511882692575455, + "m": 1.0 + }, + { + "p": 0.061821840703487396, + "m": 1.0 + }, + { + "p": 0.059444766491651535, + "m": 1.0 + }, + { + "p": 0.06430735439062119, + "m": 1.0 + }, + { + "p": 0.05531201511621475, + "m": 1.0 + }, + { + "p": 0.05716967582702637, + "m": 1.0 + }, + { + "p": 0.053289420902729034, + "m": 1.0 + }, + { + "p": 0.05713731795549393, + "m": 1.0 + }, + { + "p": 0.06167413666844368, + "m": 1.0 + }, + { + "p": 0.05702711269259453, + "m": 1.0 + }, + { + "p": 0.03933121636509895, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.085083246231079, + "val_loss": 0.7896299958229065, + "acc": 71.73, + "time": 533.5528634689981, + "param": [ + { + "p": 0.04475295543670654, + "m": 1.0 + }, + { + "p": 0.05332290008664131, + "m": 1.0 + }, + { + "p": 0.06740055978298187, + "m": 1.0 + }, + { + "p": 0.04885689541697502, + "m": 1.0 + }, + { + "p": 0.05386841297149658, + "m": 1.0 + }, + { + "p": 0.036624278873205185, + "m": 1.0 + }, + { + "p": 0.04611290246248245, + "m": 1.0 + }, + { + "p": 0.0698426216840744, + "m": 1.0 + }, + { + "p": 0.05786318704485893, + "m": 1.0 + }, + { + "p": 0.06026402860879898, + "m": 1.0 + }, + { + "p": 0.05324525758624077, + "m": 1.0 + }, + { + "p": 0.06884241849184036, + "m": 1.0 + }, + { + "p": 0.051773082464933395, + "m": 1.0 + }, + { + "p": 0.052425552159547806, + "m": 1.0 + }, + { + "p": 0.0620063878595829, + "m": 1.0 + }, + { + "p": 0.07358299940824509, + "m": 1.0 + }, + { + "p": 0.047120142728090286, + "m": 1.0 + }, + { + "p": 0.052095480263233185, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.15347421169281, + "val_loss": 0.8856688141822815, + "acc": 72.08, + "time": 531.4543753369944, + "param": [ + { + "p": 0.04019409045577049, + "m": 1.0 + }, + { + "p": 0.0467950701713562, + "m": 1.0 + }, + { + "p": 0.045829351991415024, + "m": 1.0 + }, + { + "p": 0.04961501806974411, + "m": 1.0 + }, + { + "p": 0.056445006281137466, + "m": 1.0 + }, + { + "p": 0.07501669228076935, + "m": 1.0 + }, + { + "p": 0.06814822554588318, + "m": 1.0 + }, + { + "p": 0.06396590918302536, + "m": 1.0 + }, + { + "p": 0.05243354290723801, + "m": 1.0 + }, + { + "p": 0.0492536798119545, + "m": 1.0 + }, + { + "p": 0.06526587903499603, + "m": 1.0 + }, + { + "p": 0.07170692831277847, + "m": 1.0 + }, + { + "p": 0.07537348568439484, + "m": 1.0 + }, + { + "p": 0.043407876044511795, + "m": 1.0 + }, + { + "p": 0.04848723113536835, + "m": 1.0 + }, + { + "p": 0.05665542930364609, + "m": 1.0 + }, + { + "p": 0.0442250594496727, + "m": 1.0 + }, + { + "p": 0.04718152433633804, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0506240129470825, + "val_loss": 0.8356773853302002, + "acc": 72.79, + "time": 532.7674386720173, + "param": [ + { + "p": 0.0560150220990181, + "m": 1.0 + }, + { + "p": 0.057004135102033615, + "m": 1.0 + }, + { + "p": 0.06438763439655304, + "m": 1.0 + }, + { + "p": 0.04709929600358009, + "m": 1.0 + }, + { + "p": 0.07136786729097366, + "m": 1.0 + }, + { + "p": 0.03844462335109711, + "m": 1.0 + }, + { + "p": 0.05105927214026451, + "m": 1.0 + }, + { + "p": 0.06259932368993759, + "m": 1.0 + }, + { + "p": 0.05090935528278351, + "m": 1.0 + }, + { + "p": 0.05089247599244118, + "m": 1.0 + }, + { + "p": 0.05281447991728783, + "m": 1.0 + }, + { + "p": 0.07474581152200699, + "m": 1.0 + }, + { + "p": 0.06049913540482521, + "m": 1.0 + }, + { + "p": 0.05380675569176674, + "m": 1.0 + }, + { + "p": 0.07010138779878616, + "m": 1.0 + }, + { + "p": 0.05584801360964775, + "m": 1.0 + }, + { + "p": 0.023907894268631935, + "m": 1.0 + }, + { + "p": 0.05849756672978401, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.21282160282135, + "val_loss": 0.6796771287918091, + "acc": 72.62, + "time": 534.9826587880088, + "param": [ + { + "p": 0.06408295780420303, + "m": 1.0 + }, + { + "p": 0.07538971304893494, + "m": 1.0 + }, + { + "p": 0.06783583760261536, + "m": 1.0 + }, + { + "p": 0.040944233536720276, + "m": 1.0 + }, + { + "p": 0.07563915848731995, + "m": 1.0 + }, + { + "p": 0.04826285317540169, + "m": 1.0 + }, + { + "p": 0.04139222577214241, + "m": 1.0 + }, + { + "p": 0.05821289122104645, + "m": 1.0 + }, + { + "p": 0.07318627089262009, + "m": 1.0 + }, + { + "p": 0.06399959325790405, + "m": 1.0 + }, + { + "p": 0.058657776564359665, + "m": 1.0 + }, + { + "p": 0.059631600975990295, + "m": 1.0 + }, + { + "p": 0.04934164881706238, + "m": 1.0 + }, + { + "p": 0.037062011659145355, + "m": 1.0 + }, + { + "p": 0.05773082375526428, + "m": 1.0 + }, + { + "p": 0.06683740019798279, + "m": 1.0 + }, + { + "p": 0.010227820836007595, + "m": 1.0 + }, + { + "p": 0.05156518891453743, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1316304206848145, + "val_loss": 0.8129600286483765, + "acc": 72.54, + "time": 536.939625708008, + "param": [ + { + "p": 0.04713927581906319, + "m": 1.0 + }, + { + "p": 0.03829305246472359, + "m": 1.0 + }, + { + "p": 0.08600745350122452, + "m": 1.0 + }, + { + "p": 0.03893206641077995, + "m": 1.0 + }, + { + "p": 0.052065640687942505, + "m": 1.0 + }, + { + "p": 0.032644905149936676, + "m": 1.0 + }, + { + "p": 0.06575220078229904, + "m": 1.0 + }, + { + "p": 0.05626589059829712, + "m": 1.0 + }, + { + "p": 0.050045765936374664, + "m": 1.0 + }, + { + "p": 0.07387053221464157, + "m": 1.0 + }, + { + "p": 0.07972646504640579, + "m": 1.0 + }, + { + "p": 0.06832922995090485, + "m": 1.0 + }, + { + "p": 0.054022643715143204, + "m": 1.0 + }, + { + "p": 0.05393638461828232, + "m": 1.0 + }, + { + "p": 0.057301394641399384, + "m": 1.0 + }, + { + "p": 0.07125571370124817, + "m": 1.0 + }, + { + "p": 0.04385829716920853, + "m": 1.0 + }, + { + "p": 0.03055308759212494, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9569085240364075, + "val_loss": 0.8089238405227661, + "acc": 72.43, + "time": 537.9202739580069, + "param": [ + { + "p": 0.04397832229733467, + "m": 1.0 + }, + { + "p": 0.04174181446433067, + "m": 1.0 + }, + { + "p": 0.056886352598667145, + "m": 1.0 + }, + { + "p": 0.05454029515385628, + "m": 1.0 + }, + { + "p": 0.0629708543419838, + "m": 1.0 + }, + { + "p": 0.05448688194155693, + "m": 1.0 + }, + { + "p": 0.06255853176116943, + "m": 1.0 + }, + { + "p": 0.0627383217215538, + "m": 1.0 + }, + { + "p": 0.06205153465270996, + "m": 1.0 + }, + { + "p": 0.0574847087264061, + "m": 1.0 + }, + { + "p": 0.04416344687342644, + "m": 1.0 + }, + { + "p": 0.05162808299064636, + "m": 1.0 + }, + { + "p": 0.07368797808885574, + "m": 1.0 + }, + { + "p": 0.06790384650230408, + "m": 1.0 + }, + { + "p": 0.07377064973115921, + "m": 1.0 + }, + { + "p": 0.05324377492070198, + "m": 1.0 + }, + { + "p": 0.03209270164370537, + "m": 1.0 + }, + { + "p": 0.04407193139195442, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.175262451171875, + "val_loss": 0.8357376456260681, + "acc": 71.74, + "time": 534.5023391499999, + "param": [ + { + "p": 0.06859495490789413, + "m": 1.0 + }, + { + "p": 0.044354941695928574, + "m": 1.0 + }, + { + "p": 0.059079281985759735, + "m": 1.0 + }, + { + "p": 0.04402598738670349, + "m": 1.0 + }, + { + "p": 0.06128615885972977, + "m": 1.0 + }, + { + "p": 0.040753670036792755, + "m": 1.0 + }, + { + "p": 0.04096807539463043, + "m": 1.0 + }, + { + "p": 0.04953763261437416, + "m": 1.0 + }, + { + "p": 0.058260247111320496, + "m": 1.0 + }, + { + "p": 0.07683947682380676, + "m": 1.0 + }, + { + "p": 0.038509853184223175, + "m": 1.0 + }, + { + "p": 0.06390529125928879, + "m": 1.0 + }, + { + "p": 0.06186776980757713, + "m": 1.0 + }, + { + "p": 0.07193492352962494, + "m": 1.0 + }, + { + "p": 0.07446833699941635, + "m": 1.0 + }, + { + "p": 0.035668760538101196, + "m": 1.0 + }, + { + "p": 0.047236450016498566, + "m": 1.0 + }, + { + "p": 0.06270821392536163, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.263384222984314, + "val_loss": 0.7638121843338013, + "acc": 70.71, + "time": 530.898479083, + "param": [ + { + "p": 0.06420927494764328, + "m": 1.0 + }, + { + "p": 0.031110428273677826, + "m": 1.0 + }, + { + "p": 0.08030737191438675, + "m": 1.0 + }, + { + "p": 0.06069829314947128, + "m": 1.0 + }, + { + "p": 0.009627565741539001, + "m": 1.0 + }, + { + "p": 0.0348333977162838, + "m": 1.0 + }, + { + "p": 0.03362835571169853, + "m": 1.0 + }, + { + "p": 0.0653906837105751, + "m": 1.0 + }, + { + "p": 0.05353106930851936, + "m": 1.0 + }, + { + "p": 0.058563750237226486, + "m": 1.0 + }, + { + "p": 0.08146319538354874, + "m": 1.0 + }, + { + "p": 0.06781137734651566, + "m": 1.0 + }, + { + "p": 0.09961237758398056, + "m": 1.0 + }, + { + "p": 0.0803491622209549, + "m": 1.0 + }, + { + "p": 0.05845433473587036, + "m": 1.0 + }, + { + "p": 0.08308645337820053, + "m": 1.0 + }, + { + "p": 0.029572466388344765, + "m": 1.0 + }, + { + "p": 0.007750473916530609, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.29388427734375, + "val_loss": 0.781313955783844, + "acc": 72.11, + "time": 536.9090074950072, + "param": [ + { + "p": 0.054309338331222534, + "m": 1.0 + }, + { + "p": 0.04799384996294975, + "m": 1.0 + }, + { + "p": 0.07050058990716934, + "m": 1.0 + }, + { + "p": 0.05503765121102333, + "m": 1.0 + }, + { + "p": 0.031256821006536484, + "m": 1.0 + }, + { + "p": 0.05011272057890892, + "m": 1.0 + }, + { + "p": 0.08165843784809113, + "m": 1.0 + }, + { + "p": 0.03863893821835518, + "m": 1.0 + }, + { + "p": 0.06886136531829834, + "m": 1.0 + }, + { + "p": 0.06223790720105171, + "m": 1.0 + }, + { + "p": 0.08206498622894287, + "m": 1.0 + }, + { + "p": 0.06457404792308807, + "m": 1.0 + }, + { + "p": 0.059141404926776886, + "m": 1.0 + }, + { + "p": 0.0504738949239254, + "m": 1.0 + }, + { + "p": 0.04311808571219444, + "m": 1.0 + }, + { + "p": 0.05917287990450859, + "m": 1.0 + }, + { + "p": 0.03318764641880989, + "m": 1.0 + }, + { + "p": 0.04765940457582474, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.2632546424865723, + "val_loss": 0.8597782254219055, + "acc": 72.07, + "time": 535.5549215879873, + "param": [ + { + "p": 0.06737983971834183, + "m": 1.0 + }, + { + "p": 0.027105743065476418, + "m": 1.0 + }, + { + "p": 0.041728030890226364, + "m": 1.0 + }, + { + "p": 0.05565762519836426, + "m": 1.0 + }, + { + "p": 0.06363455951213837, + "m": 1.0 + }, + { + "p": 0.07858484983444214, + "m": 1.0 + }, + { + "p": 0.05943014845252037, + "m": 1.0 + }, + { + "p": 0.04553382471203804, + "m": 1.0 + }, + { + "p": 0.05065838620066643, + "m": 1.0 + }, + { + "p": 0.057043880224227905, + "m": 1.0 + }, + { + "p": 0.07740017026662827, + "m": 1.0 + }, + { + "p": 0.05685298889875412, + "m": 1.0 + }, + { + "p": 0.06833085417747498, + "m": 1.0 + }, + { + "p": 0.04419546201825142, + "m": 1.0 + }, + { + "p": 0.04107510671019554, + "m": 1.0 + }, + { + "p": 0.043952856212854385, + "m": 1.0 + }, + { + "p": 0.06869184225797653, + "m": 1.0 + }, + { + "p": 0.05274389311671257, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.195848822593689, + "val_loss": 0.8691099882125854, + "acc": 71.68, + "time": 539.2699729040032, + "param": [ + { + "p": 0.06576109677553177, + "m": 1.0 + }, + { + "p": 0.04191461578011513, + "m": 1.0 + }, + { + "p": 0.06053273379802704, + "m": 1.0 + }, + { + "p": 0.0621204636991024, + "m": 1.0 + }, + { + "p": 0.04438472539186478, + "m": 1.0 + }, + { + "p": 0.05160100758075714, + "m": 1.0 + }, + { + "p": 0.05676954984664917, + "m": 1.0 + }, + { + "p": 0.050890494138002396, + "m": 1.0 + }, + { + "p": 0.03810325637459755, + "m": 1.0 + }, + { + "p": 0.049115363508462906, + "m": 1.0 + }, + { + "p": 0.06054927036166191, + "m": 1.0 + }, + { + "p": 0.045127879828214645, + "m": 1.0 + }, + { + "p": 0.07317093759775162, + "m": 1.0 + }, + { + "p": 0.03940870240330696, + "m": 1.0 + }, + { + "p": 0.08221786469221115, + "m": 1.0 + }, + { + "p": 0.06756510585546494, + "m": 1.0 + }, + { + "p": 0.06740576028823853, + "m": 1.0 + }, + { + "p": 0.0433611124753952, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0890196561813354, + "val_loss": 0.8796212673187256, + "acc": 72.62, + "time": 535.079500657972, + "param": [ + { + "p": 0.06705998629331589, + "m": 1.0 + }, + { + "p": 0.06145545095205307, + "m": 1.0 + }, + { + "p": 0.04129905253648758, + "m": 1.0 + }, + { + "p": 0.04710546135902405, + "m": 1.0 + }, + { + "p": 0.06853104382753372, + "m": 1.0 + }, + { + "p": 0.06486324965953827, + "m": 1.0 + }, + { + "p": 0.0578523725271225, + "m": 1.0 + }, + { + "p": 0.07894189655780792, + "m": 1.0 + }, + { + "p": 0.0604260191321373, + "m": 1.0 + }, + { + "p": 0.06768844276666641, + "m": 1.0 + }, + { + "p": 0.05568002164363861, + "m": 1.0 + }, + { + "p": 0.05501825734972954, + "m": 1.0 + }, + { + "p": 0.04708944633603096, + "m": 1.0 + }, + { + "p": 0.022334132343530655, + "m": 1.0 + }, + { + "p": 0.05355348810553551, + "m": 1.0 + }, + { + "p": 0.0497363805770874, + "m": 1.0 + }, + { + "p": 0.0603238083422184, + "m": 1.0 + }, + { + "p": 0.04104156792163849, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1776570081710815, + "val_loss": 0.7413768768310547, + "acc": 72.03, + "time": 540.1036918390018, + "param": [ + { + "p": 0.07207924127578735, + "m": 1.0 + }, + { + "p": 0.03701450675725937, + "m": 1.0 + }, + { + "p": 0.03763173893094063, + "m": 1.0 + }, + { + "p": 0.03180893510580063, + "m": 1.0 + }, + { + "p": 0.051086414605379105, + "m": 1.0 + }, + { + "p": 0.06908472627401352, + "m": 1.0 + }, + { + "p": 0.05192398279905319, + "m": 1.0 + }, + { + "p": 0.057828377932310104, + "m": 1.0 + }, + { + "p": 0.06412389129400253, + "m": 1.0 + }, + { + "p": 0.07449399679899216, + "m": 1.0 + }, + { + "p": 0.051926951855421066, + "m": 1.0 + }, + { + "p": 0.06199824437499046, + "m": 1.0 + }, + { + "p": 0.08003175258636475, + "m": 1.0 + }, + { + "p": 0.054761458188295364, + "m": 1.0 + }, + { + "p": 0.05353209748864174, + "m": 1.0 + }, + { + "p": 0.06587687879800797, + "m": 1.0 + }, + { + "p": 0.04123871028423309, + "m": 1.0 + }, + { + "p": 0.04355809465050697, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.173729658126831, + "val_loss": 0.8004351854324341, + "acc": 70.93, + "time": 421.4156466559798, + "param": [ + { + "p": 0.025414226576685905, + "m": 1.0 + }, + { + "p": 0.061807066202163696, + "m": 1.0 + }, + { + "p": 0.056996967643499374, + "m": 1.0 + }, + { + "p": 0.06617274880409241, + "m": 1.0 + }, + { + "p": 0.06801880151033401, + "m": 1.0 + }, + { + "p": 0.042638637125492096, + "m": 1.0 + }, + { + "p": 0.05443838611245155, + "m": 1.0 + }, + { + "p": 0.031417302787303925, + "m": 1.0 + }, + { + "p": 0.05794227495789528, + "m": 1.0 + }, + { + "p": 0.0674188882112503, + "m": 1.0 + }, + { + "p": 0.07358375936746597, + "m": 1.0 + }, + { + "p": 0.06109609827399254, + "m": 1.0 + }, + { + "p": 0.0813467800617218, + "m": 1.0 + }, + { + "p": 0.049570776522159576, + "m": 1.0 + }, + { + "p": 0.06195196881890297, + "m": 1.0 + }, + { + "p": 0.03738398849964142, + "m": 1.0 + }, + { + "p": 0.052050959318876266, + "m": 1.0 + }, + { + "p": 0.05075039714574814, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1029911041259766, + "val_loss": 0.7019733190536499, + "acc": 72.83, + "time": 230.5903226179944, + "param": [ + { + "p": 0.05464794859290123, + "m": 1.0 + }, + { + "p": 0.04344360902905464, + "m": 1.0 + }, + { + "p": 0.07340079545974731, + "m": 1.0 + }, + { + "p": 0.038013704121112823, + "m": 1.0 + }, + { + "p": 0.04712028056383133, + "m": 1.0 + }, + { + "p": 0.0697091668844223, + "m": 1.0 + }, + { + "p": 0.04217476025223732, + "m": 1.0 + }, + { + "p": 0.06901851296424866, + "m": 1.0 + }, + { + "p": 0.060872726142406464, + "m": 1.0 + }, + { + "p": 0.07347685843706131, + "m": 1.0 + }, + { + "p": 0.062068331986665726, + "m": 1.0 + }, + { + "p": 0.057124849408864975, + "m": 1.0 + }, + { + "p": 0.04674580693244934, + "m": 1.0 + }, + { + "p": 0.04966883361339569, + "m": 1.0 + }, + { + "p": 0.0616493821144104, + "m": 1.0 + }, + { + "p": 0.0682428777217865, + "m": 1.0 + }, + { + "p": 0.037360306829214096, + "m": 1.0 + }, + { + "p": 0.045261263847351074, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1333602666854858, + "val_loss": 0.8294112682342529, + "acc": 71.47, + "time": 383.2519908369868, + "param": [ + { + "p": 0.056451596319675446, + "m": 1.0 + }, + { + "p": 0.04021080583333969, + "m": 1.0 + }, + { + "p": 0.05147106200456619, + "m": 1.0 + }, + { + "p": 0.06102516129612923, + "m": 1.0 + }, + { + "p": 0.0376795269548893, + "m": 1.0 + }, + { + "p": 0.05409575626254082, + "m": 1.0 + }, + { + "p": 0.06346229463815689, + "m": 1.0 + }, + { + "p": 0.06315944343805313, + "m": 1.0 + }, + { + "p": 0.055520955473184586, + "m": 1.0 + }, + { + "p": 0.05930943042039871, + "m": 1.0 + }, + { + "p": 0.046173520386219025, + "m": 1.0 + }, + { + "p": 0.07591460645198822, + "m": 1.0 + }, + { + "p": 0.06059595197439194, + "m": 1.0 + }, + { + "p": 0.0467732809484005, + "m": 1.0 + }, + { + "p": 0.0508730374276638, + "m": 1.0 + }, + { + "p": 0.05883793532848358, + "m": 1.0 + }, + { + "p": 0.06801299750804901, + "m": 1.0 + }, + { + "p": 0.050432607531547546, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.076598048210144, + "val_loss": 0.8099693059921265, + "acc": 72.03, + "time": 533.1119701360003, + "param": [ + { + "p": 0.05413643643260002, + "m": 1.0 + }, + { + "p": 0.058761805295944214, + "m": 1.0 + }, + { + "p": 0.053837116807699203, + "m": 1.0 + }, + { + "p": 0.0741795003414154, + "m": 1.0 + }, + { + "p": 0.042950164526700974, + "m": 1.0 + }, + { + "p": 0.042548973113298416, + "m": 1.0 + }, + { + "p": 0.04470851644873619, + "m": 1.0 + }, + { + "p": 0.05086584389209747, + "m": 1.0 + }, + { + "p": 0.06510213017463684, + "m": 1.0 + }, + { + "p": 0.06632496416568756, + "m": 1.0 + }, + { + "p": 0.06895513087511063, + "m": 1.0 + }, + { + "p": 0.03983710706233978, + "m": 1.0 + }, + { + "p": 0.06855994462966919, + "m": 1.0 + }, + { + "p": 0.04875174164772034, + "m": 1.0 + }, + { + "p": 0.06372776627540588, + "m": 1.0 + }, + { + "p": 0.06352907419204712, + "m": 1.0 + }, + { + "p": 0.04650940001010895, + "m": 1.0 + }, + { + "p": 0.04671446233987808, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.2912460565567017, + "val_loss": 0.8237656950950623, + "acc": 72.8, + "time": 540.4066921480116, + "param": [ + { + "p": 0.04598415642976761, + "m": 1.0 + }, + { + "p": 0.06251193583011627, + "m": 1.0 + }, + { + "p": 0.06258092820644379, + "m": 1.0 + }, + { + "p": 0.04867634177207947, + "m": 1.0 + }, + { + "p": 0.03662341460585594, + "m": 1.0 + }, + { + "p": 0.018894292414188385, + "m": 1.0 + }, + { + "p": 0.0549507774412632, + "m": 1.0 + }, + { + "p": 0.05249015986919403, + "m": 1.0 + }, + { + "p": 0.058273278176784515, + "m": 1.0 + }, + { + "p": 0.05365310236811638, + "m": 1.0 + }, + { + "p": 0.07102874666452408, + "m": 1.0 + }, + { + "p": 0.08325566351413727, + "m": 1.0 + }, + { + "p": 0.05279727280139923, + "m": 1.0 + }, + { + "p": 0.057651784271001816, + "m": 1.0 + }, + { + "p": 0.06707071512937546, + "m": 1.0 + }, + { + "p": 0.06652860343456268, + "m": 1.0 + }, + { + "p": 0.05582471564412117, + "m": 1.0 + }, + { + "p": 0.05120411142706871, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2790889739990234, + "val_loss": 0.8620970845222473, + "acc": 72.04, + "time": 536.4341873800149, + "param": [ + { + "p": 0.06359393149614334, + "m": 1.0 + }, + { + "p": 0.044228196144104004, + "m": 1.0 + }, + { + "p": 0.06364570558071136, + "m": 1.0 + }, + { + "p": 0.04548531398177147, + "m": 1.0 + }, + { + "p": 0.04443906992673874, + "m": 1.0 + }, + { + "p": 0.06392595916986465, + "m": 1.0 + }, + { + "p": 0.057234883308410645, + "m": 1.0 + }, + { + "p": 0.05114443227648735, + "m": 1.0 + }, + { + "p": 0.062487538903951645, + "m": 1.0 + }, + { + "p": 0.05584999918937683, + "m": 1.0 + }, + { + "p": 0.08676102757453918, + "m": 1.0 + }, + { + "p": 0.06168309971690178, + "m": 1.0 + }, + { + "p": 0.0566740520298481, + "m": 1.0 + }, + { + "p": 0.028070148080587387, + "m": 1.0 + }, + { + "p": 0.061688218265771866, + "m": 1.0 + }, + { + "p": 0.056014951318502426, + "m": 1.0 + }, + { + "p": 0.052172936499118805, + "m": 1.0 + }, + { + "p": 0.04490054026246071, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.2409201860427856, + "val_loss": 0.7906003594398499, + "acc": 72.75, + "time": 535.5471056530077, + "param": [ + { + "p": 0.05553144961595535, + "m": 1.0 + }, + { + "p": 0.05079832300543785, + "m": 1.0 + }, + { + "p": 0.06869541108608246, + "m": 1.0 + }, + { + "p": 0.04107477515935898, + "m": 1.0 + }, + { + "p": 0.05654400959610939, + "m": 1.0 + }, + { + "p": 0.04237589240074158, + "m": 1.0 + }, + { + "p": 0.07733059674501419, + "m": 1.0 + }, + { + "p": 0.055561233311891556, + "m": 1.0 + }, + { + "p": 0.04399982467293739, + "m": 1.0 + }, + { + "p": 0.05213383212685585, + "m": 1.0 + }, + { + "p": 0.052497558295726776, + "m": 1.0 + }, + { + "p": 0.06162186339497566, + "m": 1.0 + }, + { + "p": 0.06375031918287277, + "m": 1.0 + }, + { + "p": 0.051811374723911285, + "m": 1.0 + }, + { + "p": 0.06635335832834244, + "m": 1.0 + }, + { + "p": 0.056995559483766556, + "m": 1.0 + }, + { + "p": 0.05328502133488655, + "m": 1.0 + }, + { + "p": 0.049639537930488586, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1915795803070068, + "val_loss": 0.7768260836601257, + "acc": 72.09, + "time": 536.9035675449995, + "param": [ + { + "p": 0.05159591883420944, + "m": 1.0 + }, + { + "p": 0.058574117720127106, + "m": 1.0 + }, + { + "p": 0.03544462099671364, + "m": 1.0 + }, + { + "p": 0.05794990435242653, + "m": 1.0 + }, + { + "p": 0.04496990144252777, + "m": 1.0 + }, + { + "p": 0.03171566501259804, + "m": 1.0 + }, + { + "p": 0.07347232848405838, + "m": 1.0 + }, + { + "p": 0.05031377822160721, + "m": 1.0 + }, + { + "p": 0.0785609781742096, + "m": 1.0 + }, + { + "p": 0.050367992371320724, + "m": 1.0 + }, + { + "p": 0.08023098111152649, + "m": 1.0 + }, + { + "p": 0.062082935124635696, + "m": 1.0 + }, + { + "p": 0.06449058651924133, + "m": 1.0 + }, + { + "p": 0.05554859712719917, + "m": 1.0 + }, + { + "p": 0.03886604309082031, + "m": 1.0 + }, + { + "p": 0.07643527537584305, + "m": 1.0 + }, + { + "p": 0.031682368367910385, + "m": 1.0 + }, + { + "p": 0.057698093354701996, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2354522943496704, + "val_loss": 0.8668894171714783, + "acc": 72.43, + "time": 539.3377408760134, + "param": [ + { + "p": 0.06198285520076752, + "m": 1.0 + }, + { + "p": 0.05840599536895752, + "m": 1.0 + }, + { + "p": 0.08083084970712662, + "m": 1.0 + }, + { + "p": 0.03771521896123886, + "m": 1.0 + }, + { + "p": 0.0507851168513298, + "m": 1.0 + }, + { + "p": 0.037378083914518356, + "m": 1.0 + }, + { + "p": 0.044720686972141266, + "m": 1.0 + }, + { + "p": 0.04305347055196762, + "m": 1.0 + }, + { + "p": 0.06502434611320496, + "m": 1.0 + }, + { + "p": 0.07264582067728043, + "m": 1.0 + }, + { + "p": 0.035652246326208115, + "m": 1.0 + }, + { + "p": 0.061687298119068146, + "m": 1.0 + }, + { + "p": 0.06588755548000336, + "m": 1.0 + }, + { + "p": 0.058759137988090515, + "m": 1.0 + }, + { + "p": 0.07504629343748093, + "m": 1.0 + }, + { + "p": 0.06454049795866013, + "m": 1.0 + }, + { + "p": 0.03565266355872154, + "m": 1.0 + }, + { + "p": 0.05023185908794403, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9043696522712708, + "val_loss": 0.7762101888656616, + "acc": 73.21, + "time": 534.0830551410036, + "param": [ + { + "p": 0.055773358792066574, + "m": 1.0 + }, + { + "p": 0.03596065193414688, + "m": 1.0 + }, + { + "p": 0.07046949118375778, + "m": 1.0 + }, + { + "p": 0.07366351783275604, + "m": 1.0 + }, + { + "p": 0.0026290344540029764, + "m": 1.0 + }, + { + "p": 0.01957342028617859, + "m": 1.0 + }, + { + "p": 0.05655906721949577, + "m": 1.0 + }, + { + "p": 0.08419529348611832, + "m": 1.0 + }, + { + "p": 0.054713692516088486, + "m": 1.0 + }, + { + "p": 0.06185833737254143, + "m": 1.0 + }, + { + "p": 0.06333233416080475, + "m": 1.0 + }, + { + "p": 0.056705255061388016, + "m": 1.0 + }, + { + "p": 0.07418747246265411, + "m": 1.0 + }, + { + "p": 0.06719323247671127, + "m": 1.0 + }, + { + "p": 0.06769005209207535, + "m": 1.0 + }, + { + "p": 0.053478021174669266, + "m": 1.0 + }, + { + "p": 0.05487298220396042, + "m": 1.0 + }, + { + "p": 0.04714469239115715, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.3946846723556519, + "val_loss": 0.8027298450469971, + "acc": 72.98, + "time": 532.1296058509906, + "param": [ + { + "p": 0.05359640344977379, + "m": 1.0 + }, + { + "p": 0.0399380661547184, + "m": 1.0 + }, + { + "p": 0.08227036148309708, + "m": 1.0 + }, + { + "p": 0.05329439789056778, + "m": 1.0 + }, + { + "p": 0.03389861434698105, + "m": 1.0 + }, + { + "p": 0.05622539296746254, + "m": 1.0 + }, + { + "p": 0.04649295657873154, + "m": 1.0 + }, + { + "p": 0.04591384157538414, + "m": 1.0 + }, + { + "p": 0.061510831117630005, + "m": 1.0 + }, + { + "p": 0.07143016159534454, + "m": 1.0 + }, + { + "p": 0.07235463708639145, + "m": 1.0 + }, + { + "p": 0.06984291225671768, + "m": 1.0 + }, + { + "p": 0.07514888793230057, + "m": 1.0 + }, + { + "p": 0.042278025299310684, + "m": 1.0 + }, + { + "p": 0.053855620324611664, + "m": 1.0 + }, + { + "p": 0.06675875931978226, + "m": 1.0 + }, + { + "p": 0.04246562346816063, + "m": 1.0 + }, + { + "p": 0.03272445872426033, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.1204808950424194, + "val_loss": 0.8416252136230469, + "acc": 72.85, + "time": 536.1275510380219, + "param": [ + { + "p": 0.06344132125377655, + "m": 1.0 + }, + { + "p": 0.038408245891332626, + "m": 1.0 + }, + { + "p": 0.0667133778333664, + "m": 1.0 + }, + { + "p": 0.051070813089609146, + "m": 1.0 + }, + { + "p": 0.04592692479491234, + "m": 1.0 + }, + { + "p": 0.0450163260102272, + "m": 1.0 + }, + { + "p": 0.038006480783224106, + "m": 1.0 + }, + { + "p": 0.0475660003721714, + "m": 1.0 + }, + { + "p": 0.0750865787267685, + "m": 1.0 + }, + { + "p": 0.04962264373898506, + "m": 1.0 + }, + { + "p": 0.07185158878564835, + "m": 1.0 + }, + { + "p": 0.06445083767175674, + "m": 1.0 + }, + { + "p": 0.054351504892110825, + "m": 1.0 + }, + { + "p": 0.04376674070954323, + "m": 1.0 + }, + { + "p": 0.06483118236064911, + "m": 1.0 + }, + { + "p": 0.08420922607183456, + "m": 1.0 + }, + { + "p": 0.05206530541181564, + "m": 1.0 + }, + { + "p": 0.04361489415168762, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1984530687332153, + "val_loss": 0.787335991859436, + "acc": 72.45, + "time": 536.965265485982, + "param": [ + { + "p": 0.049689725041389465, + "m": 1.0 + }, + { + "p": 0.030737657099962234, + "m": 1.0 + }, + { + "p": 0.0473654679954052, + "m": 1.0 + }, + { + "p": 0.04067467525601387, + "m": 1.0 + }, + { + "p": 0.04254593700170517, + "m": 1.0 + }, + { + "p": 0.06561670452356339, + "m": 1.0 + }, + { + "p": 0.060743119567632675, + "m": 1.0 + }, + { + "p": 0.06929223239421844, + "m": 1.0 + }, + { + "p": 0.06016761064529419, + "m": 1.0 + }, + { + "p": 0.04499594867229462, + "m": 1.0 + }, + { + "p": 0.06991816312074661, + "m": 1.0 + }, + { + "p": 0.059519462287425995, + "m": 1.0 + }, + { + "p": 0.07027800381183624, + "m": 1.0 + }, + { + "p": 0.05944740027189255, + "m": 1.0 + }, + { + "p": 0.07662948220968246, + "m": 1.0 + }, + { + "p": 0.06262999773025513, + "m": 1.0 + }, + { + "p": 0.030728919431567192, + "m": 1.0 + }, + { + "p": 0.05901952460408211, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0735887289047241, + "val_loss": 0.8439205884933472, + "acc": 72.14, + "time": 534.7347437670105, + "param": [ + { + "p": 0.0656319409608841, + "m": 1.0 + }, + { + "p": 0.029684191569685936, + "m": 1.0 + }, + { + "p": 0.06143976002931595, + "m": 1.0 + }, + { + "p": 0.036361247301101685, + "m": 1.0 + }, + { + "p": 0.059332627803087234, + "m": 1.0 + }, + { + "p": 0.04631032794713974, + "m": 1.0 + }, + { + "p": 0.06686582416296005, + "m": 1.0 + }, + { + "p": 0.07139547169208527, + "m": 1.0 + }, + { + "p": 0.07345787435770035, + "m": 1.0 + }, + { + "p": 0.06512430310249329, + "m": 1.0 + }, + { + "p": 0.06365088373422623, + "m": 1.0 + }, + { + "p": 0.06476014107465744, + "m": 1.0 + }, + { + "p": 0.07509102672338486, + "m": 1.0 + }, + { + "p": 0.03238207474350929, + "m": 1.0 + }, + { + "p": 0.062119077891111374, + "m": 1.0 + }, + { + "p": 0.04837274178862572, + "m": 1.0 + }, + { + "p": 0.037431374192237854, + "m": 1.0 + }, + { + "p": 0.04058908298611641, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.4337948560714722, + "val_loss": 0.7661411762237549, + "acc": 72.58, + "time": 536.2841376810102, + "param": [ + { + "p": 0.04831359162926674, + "m": 1.0 + }, + { + "p": 0.04842139780521393, + "m": 1.0 + }, + { + "p": 0.0760355219244957, + "m": 1.0 + }, + { + "p": 0.05256401374936104, + "m": 1.0 + }, + { + "p": 0.049806345254182816, + "m": 1.0 + }, + { + "p": 0.0649057999253273, + "m": 1.0 + }, + { + "p": 0.05450490489602089, + "m": 1.0 + }, + { + "p": 0.06964869797229767, + "m": 1.0 + }, + { + "p": 0.060941558331251144, + "m": 1.0 + }, + { + "p": 0.047520995140075684, + "m": 1.0 + }, + { + "p": 0.0668620690703392, + "m": 1.0 + }, + { + "p": 0.030576545745134354, + "m": 1.0 + }, + { + "p": 0.08184071630239487, + "m": 1.0 + }, + { + "p": 0.03739970549941063, + "m": 1.0 + }, + { + "p": 0.04524174705147743, + "m": 1.0 + }, + { + "p": 0.05734778568148613, + "m": 1.0 + }, + { + "p": 0.04831758886575699, + "m": 1.0 + }, + { + "p": 0.05975106358528137, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1985280513763428, + "val_loss": 0.7432616949081421, + "acc": 73.09, + "time": 528.2409326890192, + "param": [ + { + "p": 0.07100871205329895, + "m": 1.0 + }, + { + "p": 0.049390483647584915, + "m": 1.0 + }, + { + "p": 0.05344464257359505, + "m": 1.0 + }, + { + "p": 0.05518028885126114, + "m": 1.0 + }, + { + "p": 0.04072212427854538, + "m": 1.0 + }, + { + "p": 0.06984543800354004, + "m": 1.0 + }, + { + "p": 0.05841989815235138, + "m": 1.0 + }, + { + "p": 0.05022033303976059, + "m": 1.0 + }, + { + "p": 0.04003166779875755, + "m": 1.0 + }, + { + "p": 0.04827647656202316, + "m": 1.0 + }, + { + "p": 0.07043172419071198, + "m": 1.0 + }, + { + "p": 0.07316142320632935, + "m": 1.0 + }, + { + "p": 0.05393477901816368, + "m": 1.0 + }, + { + "p": 0.06447198241949081, + "m": 1.0 + }, + { + "p": 0.052774373441934586, + "m": 1.0 + }, + { + "p": 0.05448295921087265, + "m": 1.0 + }, + { + "p": 0.05780298635363579, + "m": 1.0 + }, + { + "p": 0.03639959171414375, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0562604665756226, + "val_loss": 0.9137480854988098, + "acc": 72.99, + "time": 535.179672297003, + "param": [ + { + "p": 0.08074967563152313, + "m": 1.0 + }, + { + "p": 0.04134382680058479, + "m": 1.0 + }, + { + "p": 0.04242457076907158, + "m": 1.0 + }, + { + "p": 0.03964542597532272, + "m": 1.0 + }, + { + "p": 0.04769701138138771, + "m": 1.0 + }, + { + "p": 0.046646349132061005, + "m": 1.0 + }, + { + "p": 0.060022879391908646, + "m": 1.0 + }, + { + "p": 0.056625623255968094, + "m": 1.0 + }, + { + "p": 0.05556993559002876, + "m": 1.0 + }, + { + "p": 0.05107240378856659, + "m": 1.0 + }, + { + "p": 0.06207478418946266, + "m": 1.0 + }, + { + "p": 0.060689326375722885, + "m": 1.0 + }, + { + "p": 0.07901189476251602, + "m": 1.0 + }, + { + "p": 0.058655548840761185, + "m": 1.0 + }, + { + "p": 0.08414997160434723, + "m": 1.0 + }, + { + "p": 0.029927033931016922, + "m": 1.0 + }, + { + "p": 0.04882235825061798, + "m": 1.0 + }, + { + "p": 0.054871443659067154, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json new file mode 100644 index 0000000..38ccb5b --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.09, + "Time": [ + 518.6650156620061, + 64.59132686433988 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2043893337249756, + "val_loss": 2.2902684211730957, + "acc": 15.22, + "time": 533.9478079770051, + "param": [ + { + "p": 0.05805926397442818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1186944991350174, + "m": 1.0 + }, + { + "p": 0.09193537384271622, + "m": 1.0 + }, + { + "p": 0.09275707602500916, + "m": 1.0 + }, + { + "p": 0.04739929363131523, + "m": 1.0 + }, + { + "p": 0.04845558851957321, + "m": 1.0 + }, + { + "p": 0.05328267067670822, + "m": 1.0 + }, + { + "p": 0.03981976956129074, + "m": 1.0 + }, + { + "p": 0.07716835290193558, + "m": 1.0 + }, + { + "p": 0.12168038636445999, + "m": 1.0 + }, + { + "p": 0.03285962715744972, + "m": 1.0 + }, + { + "p": 0.10535281896591187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07372727245092392, + "m": 1.0 + }, + { + "p": 0.03880799561738968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2292287349700928, + "val_loss": 2.1223714351654053, + "acc": 22.36, + "time": 537.4389918579836, + "param": [ + { + "p": 0.015851691365242004, + "m": 1.0 + }, + { + "p": 0.016415275633335114, + "m": 1.0 + }, + { + "p": 0.12832917273044586, + "m": 1.0 + }, + { + "p": 0.08441112190485, + "m": 1.0 + }, + { + "p": 0.07379404455423355, + "m": 1.0 + }, + { + "p": 0.039207540452480316, + "m": 1.0 + }, + { + "p": 0.04163149744272232, + "m": 1.0 + }, + { + "p": 0.057894714176654816, + "m": 1.0 + }, + { + "p": 0.04523869976401329, + "m": 1.0 + }, + { + "p": 0.015591095201671124, + "m": 1.0 + }, + { + "p": 0.07455907762050629, + "m": 1.0 + }, + { + "p": 0.052310772240161896, + "m": 1.0 + }, + { + "p": 0.06728806346654892, + "m": 1.0 + }, + { + "p": 0.033456701785326004, + "m": 1.0 + }, + { + "p": 0.060526419430971146, + "m": 1.0 + }, + { + "p": 0.10569610446691513, + "m": 1.0 + }, + { + "p": 0.05604197829961777, + "m": 1.0 + }, + { + "p": 0.03175605461001396, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1173055171966553, + "val_loss": 1.9474259614944458, + "acc": 29.78, + "time": 532.811073910998, + "param": [ + { + "p": 0.049196768552064896, + "m": 1.0 + }, + { + "p": 0.07246000319719315, + "m": 1.0 + }, + { + "p": 0.07324431836605072, + "m": 1.0 + }, + { + "p": 0.05415228381752968, + "m": 1.0 + }, + { + "p": 0.07329508662223816, + "m": 1.0 + }, + { + "p": 0.050652530044317245, + "m": 1.0 + }, + { + "p": 0.07429728657007217, + "m": 1.0 + }, + { + "p": 0.04547405615448952, + "m": 1.0 + }, + { + "p": 0.06870291382074356, + "m": 1.0 + }, + { + "p": 0.047949060797691345, + "m": 1.0 + }, + { + "p": 0.04104349762201309, + "m": 1.0 + }, + { + "p": 0.049828000366687775, + "m": 1.0 + }, + { + "p": 0.05262245982885361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09829786419868469, + "m": 1.0 + }, + { + "p": 0.08434037864208221, + "m": 1.0 + }, + { + "p": 0.035832811146974564, + "m": 1.0 + }, + { + "p": 0.028610607609152794, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1263389587402344, + "val_loss": 1.9653987884521484, + "acc": 31.96, + "time": 233.24172528801137, + "param": [ + { + "p": 0.07336738705635071, + "m": 1.0 + }, + { + "p": 0.05008934065699577, + "m": 1.0 + }, + { + "p": 0.05843867361545563, + "m": 1.0 + }, + { + "p": 0.0592038668692112, + "m": 1.0 + }, + { + "p": 0.051501452922821045, + "m": 1.0 + }, + { + "p": 0.05322584882378578, + "m": 1.0 + }, + { + "p": 0.05291428789496422, + "m": 1.0 + }, + { + "p": 0.06978119164705276, + "m": 1.0 + }, + { + "p": 0.029396628960967064, + "m": 1.0 + }, + { + "p": 0.08467485755681992, + "m": 1.0 + }, + { + "p": 0.05294692888855934, + "m": 1.0 + }, + { + "p": 0.0631822943687439, + "m": 1.0 + }, + { + "p": 0.048510193824768066, + "m": 1.0 + }, + { + "p": 0.017341336235404015, + "m": 1.0 + }, + { + "p": 0.057529181241989136, + "m": 1.0 + }, + { + "p": 0.09497668594121933, + "m": 1.0 + }, + { + "p": 0.0488714836537838, + "m": 1.0 + }, + { + "p": 0.03404824808239937, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.1523332595825195, + "val_loss": 1.8086901903152466, + "acc": 36.53, + "time": 224.731363798026, + "param": [ + { + "p": 0.05087839066982269, + "m": 1.0 + }, + { + "p": 0.039010416716337204, + "m": 1.0 + }, + { + "p": 0.06838653981685638, + "m": 1.0 + }, + { + "p": 0.04865773394703865, + "m": 1.0 + }, + { + "p": 0.05594971030950546, + "m": 1.0 + }, + { + "p": 0.05642375349998474, + "m": 1.0 + }, + { + "p": 0.08330897986888885, + "m": 1.0 + }, + { + "p": 0.07884333282709122, + "m": 1.0 + }, + { + "p": 0.06874766200780869, + "m": 1.0 + }, + { + "p": 0.052486784756183624, + "m": 1.0 + }, + { + "p": 0.037527862936258316, + "m": 1.0 + }, + { + "p": 0.07719668745994568, + "m": 1.0 + }, + { + "p": 0.046671148389577866, + "m": 1.0 + }, + { + "p": 0.04565070942044258, + "m": 1.0 + }, + { + "p": 0.0732656940817833, + "m": 1.0 + }, + { + "p": 0.059853628277778625, + "m": 1.0 + }, + { + "p": 0.029604321345686913, + "m": 1.0 + }, + { + "p": 0.02753664180636406, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0146450996398926, + "val_loss": 1.8256632089614868, + "acc": 38.82, + "time": 531.9675352810009, + "param": [ + { + "p": 0.07780834287405014, + "m": 1.0 + }, + { + "p": 0.05381977558135986, + "m": 1.0 + }, + { + "p": 0.07331138104200363, + "m": 1.0 + }, + { + "p": 0.0433138832449913, + "m": 1.0 + }, + { + "p": 0.04330729320645332, + "m": 1.0 + }, + { + "p": 0.07054874300956726, + "m": 1.0 + }, + { + "p": 0.0605650320649147, + "m": 1.0 + }, + { + "p": 0.05581981688737869, + "m": 1.0 + }, + { + "p": 0.049043841660022736, + "m": 1.0 + }, + { + "p": 0.0632667988538742, + "m": 1.0 + }, + { + "p": 0.04425104334950447, + "m": 1.0 + }, + { + "p": 0.07545444369316101, + "m": 1.0 + }, + { + "p": 0.05445391684770584, + "m": 1.0 + }, + { + "p": 0.03561388701200485, + "m": 1.0 + }, + { + "p": 0.05265438184142113, + "m": 1.0 + }, + { + "p": 0.0791299045085907, + "m": 1.0 + }, + { + "p": 0.044577840715646744, + "m": 1.0 + }, + { + "p": 0.023059623315930367, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.1002981662750244, + "val_loss": 1.7477549314498901, + "acc": 39.05, + "time": 533.2364263329946, + "param": [ + { + "p": 0.06998078525066376, + "m": 1.0 + }, + { + "p": 0.04947162792086601, + "m": 1.0 + }, + { + "p": 0.07486540079116821, + "m": 1.0 + }, + { + "p": 0.06458043307065964, + "m": 1.0 + }, + { + "p": 0.05789821594953537, + "m": 1.0 + }, + { + "p": 0.04673297703266144, + "m": 1.0 + }, + { + "p": 0.06802269071340561, + "m": 1.0 + }, + { + "p": 0.052666906267404556, + "m": 1.0 + }, + { + "p": 0.06799852102994919, + "m": 1.0 + }, + { + "p": 0.08248702436685562, + "m": 1.0 + }, + { + "p": 0.04396548867225647, + "m": 1.0 + }, + { + "p": 0.05712407827377319, + "m": 1.0 + }, + { + "p": 0.05786760523915291, + "m": 1.0 + }, + { + "p": 0.031158678233623505, + "m": 1.0 + }, + { + "p": 0.05149441957473755, + "m": 1.0 + }, + { + "p": 0.07076987624168396, + "m": 1.0 + }, + { + "p": 0.03211972117424011, + "m": 1.0 + }, + { + "p": 0.020795471966266632, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.019563913345337, + "val_loss": 1.7183398008346558, + "acc": 38.72, + "time": 537.7537751909986, + "param": [ + { + "p": 0.0520368255674839, + "m": 1.0 + }, + { + "p": 0.015842905268073082, + "m": 1.0 + }, + { + "p": 0.10565460473299026, + "m": 1.0 + }, + { + "p": 0.041377659887075424, + "m": 1.0 + }, + { + "p": 0.02742673270404339, + "m": 1.0 + }, + { + "p": 0.06281322240829468, + "m": 1.0 + }, + { + "p": 0.06959007680416107, + "m": 1.0 + }, + { + "p": 0.06614410877227783, + "m": 1.0 + }, + { + "p": 0.06352308392524719, + "m": 1.0 + }, + { + "p": 0.07984321564435959, + "m": 1.0 + }, + { + "p": 0.0489811897277832, + "m": 1.0 + }, + { + "p": 0.06968452781438828, + "m": 1.0 + }, + { + "p": 0.04425385594367981, + "m": 1.0 + }, + { + "p": 0.04444609582424164, + "m": 1.0 + }, + { + "p": 0.022061631083488464, + "m": 1.0 + }, + { + "p": 0.1026863306760788, + "m": 1.0 + }, + { + "p": 0.04877830296754837, + "m": 1.0 + }, + { + "p": 0.03485565260052681, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8620432615280151, + "val_loss": 1.6695549488067627, + "acc": 43.21, + "time": 538.610452221008, + "param": [ + { + "p": 0.07932458072900772, + "m": 1.0 + }, + { + "p": 0.04939660802483559, + "m": 1.0 + }, + { + "p": 0.048000164330005646, + "m": 1.0 + }, + { + "p": 0.05914342775940895, + "m": 1.0 + }, + { + "p": 0.03617436811327934, + "m": 1.0 + }, + { + "p": 0.030681051313877106, + "m": 1.0 + }, + { + "p": 0.06410269439220428, + "m": 1.0 + }, + { + "p": 0.024707969278097153, + "m": 1.0 + }, + { + "p": 0.06003113463521004, + "m": 1.0 + }, + { + "p": 0.06481920182704926, + "m": 1.0 + }, + { + "p": 0.05905848741531372, + "m": 1.0 + }, + { + "p": 0.07895378768444061, + "m": 1.0 + }, + { + "p": 0.08094125986099243, + "m": 1.0 + }, + { + "p": 0.03619534149765968, + "m": 1.0 + }, + { + "p": 0.0859292596578598, + "m": 1.0 + }, + { + "p": 0.09432796388864517, + "m": 1.0 + }, + { + "p": 0.016429495066404343, + "m": 1.0 + }, + { + "p": 0.03178323432803154, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9383188486099243, + "val_loss": 1.5816088914871216, + "acc": 42.73, + "time": 535.1656208740023, + "param": [ + { + "p": 0.096354179084301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054315898567438126, + "m": 1.0 + }, + { + "p": 0.07362619042396545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1322765052318573, + "m": 1.0 + }, + { + "p": 0.06237347796559334, + "m": 1.0 + }, + { + "p": 0.08188913017511368, + "m": 1.0 + }, + { + "p": 0.14352025091648102, + "m": 1.0 + }, + { + "p": 0.03562384098768234, + "m": 1.0 + }, + { + "p": 0.023432087153196335, + "m": 1.0 + }, + { + "p": 0.034278783947229385, + "m": 1.0 + }, + { + "p": 0.04934317618608475, + "m": 1.0 + }, + { + "p": 0.03706210106611252, + "m": 1.0 + }, + { + "p": 0.0732003003358841, + "m": 1.0 + }, + { + "p": 0.09811285138130188, + "m": 1.0 + }, + { + "p": 0.004591223318129778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.0025148391723633, + "val_loss": 1.5716098546981812, + "acc": 44.41, + "time": 532.453143391991, + "param": [ + { + "p": 0.041347842663526535, + "m": 1.0 + }, + { + "p": 0.02860289439558983, + "m": 1.0 + }, + { + "p": 0.055499520152807236, + "m": 1.0 + }, + { + "p": 0.04855608567595482, + "m": 1.0 + }, + { + "p": 0.000260749802691862, + "m": 1.0 + }, + { + "p": 0.1001780778169632, + "m": 1.0 + }, + { + "p": 0.034287285059690475, + "m": 1.0 + }, + { + "p": 0.07426562905311584, + "m": 1.0 + }, + { + "p": 0.06299939751625061, + "m": 1.0 + }, + { + "p": 0.08243339508771896, + "m": 1.0 + }, + { + "p": 0.041878022253513336, + "m": 1.0 + }, + { + "p": 0.0917351022362709, + "m": 1.0 + }, + { + "p": 0.06695099920034409, + "m": 1.0 + }, + { + "p": 0.09578128159046173, + "m": 1.0 + }, + { + "p": 0.06167968735098839, + "m": 1.0 + }, + { + "p": 0.09626821428537369, + "m": 1.0 + }, + { + "p": 0.017033282667398453, + "m": 1.0 + }, + { + "p": 0.0002425193233648315, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7697772979736328, + "val_loss": 1.4475693702697754, + "acc": 46.28, + "time": 532.9346089339815, + "param": [ + { + "p": 0.06252066045999527, + "m": 1.0 + }, + { + "p": 0.029041480273008347, + "m": 1.0 + }, + { + "p": 0.06414908170700073, + "m": 1.0 + }, + { + "p": 0.052872687578201294, + "m": 1.0 + }, + { + "p": 0.009071233682334423, + "m": 1.0 + }, + { + "p": 0.053367119282484055, + "m": 1.0 + }, + { + "p": 0.0765315517783165, + "m": 1.0 + }, + { + "p": 0.05765137821435928, + "m": 1.0 + }, + { + "p": 0.08651159703731537, + "m": 1.0 + }, + { + "p": 0.045552559196949005, + "m": 1.0 + }, + { + "p": 0.05901358649134636, + "m": 1.0 + }, + { + "p": 0.04810594767332077, + "m": 1.0 + }, + { + "p": 0.09781095385551453, + "m": 1.0 + }, + { + "p": 0.04206625372171402, + "m": 1.0 + }, + { + "p": 0.08058851957321167, + "m": 1.0 + }, + { + "p": 0.05393315851688385, + "m": 1.0 + }, + { + "p": 0.030063875019550323, + "m": 1.0 + }, + { + "p": 0.051148321479558945, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.887044906616211, + "val_loss": 1.6580952405929565, + "acc": 43.98, + "time": 538.9043992900115, + "param": [ + { + "p": 0.0696672797203064, + "m": 1.0 + }, + { + "p": 0.014637862332165241, + "m": 1.0 + }, + { + "p": 0.05101824924349785, + "m": 1.0 + }, + { + "p": 0.03838197514414787, + "m": 1.0 + }, + { + "p": 0.032172612845897675, + "m": 1.0 + }, + { + "p": 0.08097149431705475, + "m": 1.0 + }, + { + "p": 0.06314337998628616, + "m": 1.0 + }, + { + "p": 0.03059220127761364, + "m": 1.0 + }, + { + "p": 0.07409510761499405, + "m": 1.0 + }, + { + "p": 0.0948433205485344, + "m": 1.0 + }, + { + "p": 0.09623205661773682, + "m": 1.0 + }, + { + "p": 0.07755643129348755, + "m": 1.0 + }, + { + "p": 0.07335983961820602, + "m": 1.0 + }, + { + "p": 0.00980291422456503, + "m": 1.0 + }, + { + "p": 0.06632471829652786, + "m": 1.0 + }, + { + "p": 0.10665084421634674, + "m": 1.0 + }, + { + "p": 0.007663085591048002, + "m": 1.0 + }, + { + "p": 0.012886758893728256, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8528945446014404, + "val_loss": 1.537695050239563, + "acc": 47.7, + "time": 532.0747719730134, + "param": [ + { + "p": 0.06972795724868774, + "m": 1.0 + }, + { + "p": 0.025087259709835052, + "m": 1.0 + }, + { + "p": 0.07017234712839127, + "m": 1.0 + }, + { + "p": 0.05878264829516411, + "m": 1.0 + }, + { + "p": 0.00702342065051198, + "m": 1.0 + }, + { + "p": 0.05895410105586052, + "m": 1.0 + }, + { + "p": 0.06105203181505203, + "m": 1.0 + }, + { + "p": 0.07700058817863464, + "m": 1.0 + }, + { + "p": 0.06899482756853104, + "m": 1.0 + }, + { + "p": 0.07957922667264938, + "m": 1.0 + }, + { + "p": 0.07459723949432373, + "m": 1.0 + }, + { + "p": 0.041807953268289566, + "m": 1.0 + }, + { + "p": 0.08145168423652649, + "m": 1.0 + }, + { + "p": 0.051967840641736984, + "m": 1.0 + }, + { + "p": 0.0413690060377121, + "m": 1.0 + }, + { + "p": 0.07575264573097229, + "m": 1.0 + }, + { + "p": 0.022580794990062714, + "m": 1.0 + }, + { + "p": 0.034098464995622635, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.725909948348999, + "val_loss": 1.468568205833435, + "acc": 47.99, + "time": 527.3043588199944, + "param": [ + { + "p": 0.0797477662563324, + "m": 1.0 + }, + { + "p": 0.044361699372529984, + "m": 1.0 + }, + { + "p": 0.05663969740271568, + "m": 1.0 + }, + { + "p": 0.06250718235969543, + "m": 1.0 + }, + { + "p": 0.03128044307231903, + "m": 1.0 + }, + { + "p": 0.06203462556004524, + "m": 1.0 + }, + { + "p": 0.04080270603299141, + "m": 1.0 + }, + { + "p": 0.06169305741786957, + "m": 1.0 + }, + { + "p": 0.04958309605717659, + "m": 1.0 + }, + { + "p": 0.05885171517729759, + "m": 1.0 + }, + { + "p": 0.06580393761396408, + "m": 1.0 + }, + { + "p": 0.05123446509242058, + "m": 1.0 + }, + { + "p": 0.06478377431631088, + "m": 1.0 + }, + { + "p": 0.049048542976379395, + "m": 1.0 + }, + { + "p": 0.06857052445411682, + "m": 1.0 + }, + { + "p": 0.06723680347204208, + "m": 1.0 + }, + { + "p": 0.04873853921890259, + "m": 1.0 + }, + { + "p": 0.03708140552043915, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8477685451507568, + "val_loss": 1.412018895149231, + "acc": 48.88, + "time": 535.2364460870158, + "param": [ + { + "p": 0.07376903295516968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07193353027105331, + "m": 1.0 + }, + { + "p": 0.0489131435751915, + "m": 1.0 + }, + { + "p": 0.01297320332378149, + "m": 1.0 + }, + { + "p": 0.0407831147313118, + "m": 1.0 + }, + { + "p": 0.06084912642836571, + "m": 1.0 + }, + { + "p": 0.047982629388570786, + "m": 1.0 + }, + { + "p": 0.02974240854382515, + "m": 1.0 + }, + { + "p": 0.08386047184467316, + "m": 1.0 + }, + { + "p": 0.08083417266607285, + "m": 1.0 + }, + { + "p": 0.10818416625261307, + "m": 1.0 + }, + { + "p": 0.10656753927469254, + "m": 1.0 + }, + { + "p": 0.04009989649057388, + "m": 1.0 + }, + { + "p": 0.05845383554697037, + "m": 1.0 + }, + { + "p": 0.08404815196990967, + "m": 1.0 + }, + { + "p": 0.02385690063238144, + "m": 1.0 + }, + { + "p": 0.02714863419532776, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8571134805679321, + "val_loss": 1.4523277282714844, + "acc": 50.93, + "time": 536.5248673709866, + "param": [ + { + "p": 0.07247402518987656, + "m": 1.0 + }, + { + "p": 0.015493907034397125, + "m": 1.0 + }, + { + "p": 0.07865971326828003, + "m": 1.0 + }, + { + "p": 0.054683443158864975, + "m": 1.0 + }, + { + "p": 0.01521533727645874, + "m": 1.0 + }, + { + "p": 0.05127103626728058, + "m": 1.0 + }, + { + "p": 0.06037778779864311, + "m": 1.0 + }, + { + "p": 0.04153773561120033, + "m": 1.0 + }, + { + "p": 0.04132611304521561, + "m": 1.0 + }, + { + "p": 0.07856730371713638, + "m": 1.0 + }, + { + "p": 0.06701312959194183, + "m": 1.0 + }, + { + "p": 0.06459274888038635, + "m": 1.0 + }, + { + "p": 0.07940195500850677, + "m": 1.0 + }, + { + "p": 0.05756203830242157, + "m": 1.0 + }, + { + "p": 0.06704394519329071, + "m": 1.0 + }, + { + "p": 0.06721103936433792, + "m": 1.0 + }, + { + "p": 0.06695303320884705, + "m": 1.0 + }, + { + "p": 0.02061571180820465, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.846591591835022, + "val_loss": 1.370024561882019, + "acc": 50.53, + "time": 536.7809560050082, + "param": [ + { + "p": 0.04322143271565437, + "m": 1.0 + }, + { + "p": 0.044435303658246994, + "m": 1.0 + }, + { + "p": 0.08350244164466858, + "m": 1.0 + }, + { + "p": 0.054511554539203644, + "m": 1.0 + }, + { + "p": 0.03610534220933914, + "m": 1.0 + }, + { + "p": 0.06890188157558441, + "m": 1.0 + }, + { + "p": 0.06948617845773697, + "m": 1.0 + }, + { + "p": 0.038630492985248566, + "m": 1.0 + }, + { + "p": 0.0598047599196434, + "m": 1.0 + }, + { + "p": 0.04595859721302986, + "m": 1.0 + }, + { + "p": 0.054148007184267044, + "m": 1.0 + }, + { + "p": 0.08519889414310455, + "m": 1.0 + }, + { + "p": 0.08666606992483139, + "m": 1.0 + }, + { + "p": 0.05775904655456543, + "m": 1.0 + }, + { + "p": 0.06627573072910309, + "m": 1.0 + }, + { + "p": 0.0510580837726593, + "m": 1.0 + }, + { + "p": 0.026240764185786247, + "m": 1.0 + }, + { + "p": 0.028095468878746033, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.871883511543274, + "val_loss": 1.4101824760437012, + "acc": 50.68, + "time": 533.7058327980048, + "param": [ + { + "p": 0.047634903341531754, + "m": 1.0 + }, + { + "p": 0.03081381693482399, + "m": 1.0 + }, + { + "p": 0.05231122300028801, + "m": 1.0 + }, + { + "p": 0.07038366794586182, + "m": 1.0 + }, + { + "p": 0.03568084165453911, + "m": 1.0 + }, + { + "p": 0.05653587356209755, + "m": 1.0 + }, + { + "p": 0.08534350246191025, + "m": 1.0 + }, + { + "p": 0.0597543939948082, + "m": 1.0 + }, + { + "p": 0.05169336497783661, + "m": 1.0 + }, + { + "p": 0.06511655449867249, + "m": 1.0 + }, + { + "p": 0.04879120737314224, + "m": 1.0 + }, + { + "p": 0.06986352056264877, + "m": 1.0 + }, + { + "p": 0.07544024288654327, + "m": 1.0 + }, + { + "p": 0.026151619851589203, + "m": 1.0 + }, + { + "p": 0.05262082442641258, + "m": 1.0 + }, + { + "p": 0.06084086745977402, + "m": 1.0 + }, + { + "p": 0.06332831084728241, + "m": 1.0 + }, + { + "p": 0.04769529774785042, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7557016611099243, + "val_loss": 1.4009921550750732, + "acc": 50.62, + "time": 531.8711601870018, + "param": [ + { + "p": 0.07382112741470337, + "m": 1.0 + }, + { + "p": 0.009894889779388905, + "m": 1.0 + }, + { + "p": 0.03157307207584381, + "m": 1.0 + }, + { + "p": 0.06677229702472687, + "m": 1.0 + }, + { + "p": 0.03592359274625778, + "m": 1.0 + }, + { + "p": 0.061224352568387985, + "m": 1.0 + }, + { + "p": 0.06601008772850037, + "m": 1.0 + }, + { + "p": 0.05843575298786163, + "m": 1.0 + }, + { + "p": 0.042511191219091415, + "m": 1.0 + }, + { + "p": 0.06836046278476715, + "m": 1.0 + }, + { + "p": 0.0982138067483902, + "m": 1.0 + }, + { + "p": 0.08065290749073029, + "m": 1.0 + }, + { + "p": 0.10158523172140121, + "m": 1.0 + }, + { + "p": 0.035821232944726944, + "m": 1.0 + }, + { + "p": 0.05816061422228813, + "m": 1.0 + }, + { + "p": 0.07019083946943283, + "m": 1.0 + }, + { + "p": 0.022583745419979095, + "m": 1.0 + }, + { + "p": 0.018264856189489365, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8502932786941528, + "val_loss": 1.42095947265625, + "acc": 53.53, + "time": 528.39035310701, + "param": [ + { + "p": 0.05654442310333252, + "m": 1.0 + }, + { + "p": 0.0413094162940979, + "m": 1.0 + }, + { + "p": 0.07760749012231827, + "m": 1.0 + }, + { + "p": 0.06389035284519196, + "m": 1.0 + }, + { + "p": 0.030179645866155624, + "m": 1.0 + }, + { + "p": 0.042417608201503754, + "m": 1.0 + }, + { + "p": 0.05011405423283577, + "m": 1.0 + }, + { + "p": 0.07010727375745773, + "m": 1.0 + }, + { + "p": 0.04476069286465645, + "m": 1.0 + }, + { + "p": 0.060718949884176254, + "m": 1.0 + }, + { + "p": 0.059652917087078094, + "m": 1.0 + }, + { + "p": 0.07101047784090042, + "m": 1.0 + }, + { + "p": 0.0774519070982933, + "m": 1.0 + }, + { + "p": 0.04859249293804169, + "m": 1.0 + }, + { + "p": 0.058521632105112076, + "m": 1.0 + }, + { + "p": 0.04909709468483925, + "m": 1.0 + }, + { + "p": 0.059517573565244675, + "m": 1.0 + }, + { + "p": 0.03850606456398964, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7513220310211182, + "val_loss": 1.3154045343399048, + "acc": 53.85, + "time": 540.297424421995, + "param": [ + { + "p": 0.07224168628454208, + "m": 1.0 + }, + { + "p": 0.03788396716117859, + "m": 1.0 + }, + { + "p": 0.05201142653822899, + "m": 1.0 + }, + { + "p": 0.05284155532717705, + "m": 1.0 + }, + { + "p": 0.0395074263215065, + "m": 1.0 + }, + { + "p": 0.046197790652513504, + "m": 1.0 + }, + { + "p": 0.07486341148614883, + "m": 1.0 + }, + { + "p": 0.05607560649514198, + "m": 1.0 + }, + { + "p": 0.04883042350411415, + "m": 1.0 + }, + { + "p": 0.064491406083107, + "m": 1.0 + }, + { + "p": 0.051292043179273605, + "m": 1.0 + }, + { + "p": 0.06662358343601227, + "m": 1.0 + }, + { + "p": 0.07256120443344116, + "m": 1.0 + }, + { + "p": 0.05671325698494911, + "m": 1.0 + }, + { + "p": 0.06525834649801254, + "m": 1.0 + }, + { + "p": 0.06384825706481934, + "m": 1.0 + }, + { + "p": 0.03931524232029915, + "m": 1.0 + }, + { + "p": 0.039443448185920715, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.785134196281433, + "val_loss": 1.3237159252166748, + "acc": 53.82, + "time": 534.9703767169849, + "param": [ + { + "p": 0.07823087275028229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053809717297554016, + "m": 1.0 + }, + { + "p": 0.06167725473642349, + "m": 1.0 + }, + { + "p": 0.03801477327942848, + "m": 1.0 + }, + { + "p": 0.06609126180410385, + "m": 1.0 + }, + { + "p": 0.07301077991724014, + "m": 1.0 + }, + { + "p": 0.05138665437698364, + "m": 1.0 + }, + { + "p": 0.08038776367902756, + "m": 1.0 + }, + { + "p": 0.058334313333034515, + "m": 1.0 + }, + { + "p": 0.06622996181249619, + "m": 1.0 + }, + { + "p": 0.08616084605455399, + "m": 1.0 + }, + { + "p": 0.07854212075471878, + "m": 1.0 + }, + { + "p": 0.021424345672130585, + "m": 1.0 + }, + { + "p": 0.04301272705197334, + "m": 1.0 + }, + { + "p": 0.059314459562301636, + "m": 1.0 + }, + { + "p": 0.03837013617157936, + "m": 1.0 + }, + { + "p": 0.04600197449326515, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.8695272207260132, + "val_loss": 1.2940869331359863, + "acc": 54.22, + "time": 532.0510995399964, + "param": [ + { + "p": 0.0875079482793808, + "m": 1.0 + }, + { + "p": 0.016231270506978035, + "m": 1.0 + }, + { + "p": 0.06655097752809525, + "m": 1.0 + }, + { + "p": 0.050767067819833755, + "m": 1.0 + }, + { + "p": 0.03997834399342537, + "m": 1.0 + }, + { + "p": 0.04859763756394386, + "m": 1.0 + }, + { + "p": 0.05884762480854988, + "m": 1.0 + }, + { + "p": 0.043706800788640976, + "m": 1.0 + }, + { + "p": 0.08049580454826355, + "m": 1.0 + }, + { + "p": 0.07411074638366699, + "m": 1.0 + }, + { + "p": 0.055197179317474365, + "m": 1.0 + }, + { + "p": 0.0729413852095604, + "m": 1.0 + }, + { + "p": 0.07141870260238647, + "m": 1.0 + }, + { + "p": 0.048201948404312134, + "m": 1.0 + }, + { + "p": 0.058348506689071655, + "m": 1.0 + }, + { + "p": 0.057257916778326035, + "m": 1.0 + }, + { + "p": 0.04257482290267944, + "m": 1.0 + }, + { + "p": 0.02726529911160469, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.4643604755401611, + "val_loss": 1.3134526014328003, + "acc": 56.52, + "time": 531.5599082880071, + "param": [ + { + "p": 0.07701180130243301, + "m": 1.0 + }, + { + "p": 0.036107536405324936, + "m": 1.0 + }, + { + "p": 0.08881080895662308, + "m": 1.0 + }, + { + "p": 0.05043016001582146, + "m": 1.0 + }, + { + "p": 0.03753208369016647, + "m": 1.0 + }, + { + "p": 0.04218243062496185, + "m": 1.0 + }, + { + "p": 0.07005409896373749, + "m": 1.0 + }, + { + "p": 0.0672156885266304, + "m": 1.0 + }, + { + "p": 0.02480311505496502, + "m": 1.0 + }, + { + "p": 0.07636971026659012, + "m": 1.0 + }, + { + "p": 0.061674751341342926, + "m": 1.0 + }, + { + "p": 0.07335150986909866, + "m": 1.0 + }, + { + "p": 0.08114200085401535, + "m": 1.0 + }, + { + "p": 0.04107685014605522, + "m": 1.0 + }, + { + "p": 0.04616706818342209, + "m": 1.0 + }, + { + "p": 0.061691828072071075, + "m": 1.0 + }, + { + "p": 0.0417284332215786, + "m": 1.0 + }, + { + "p": 0.02265014871954918, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7269396781921387, + "val_loss": 1.4131889343261719, + "acc": 54.29, + "time": 540.9261732730083, + "param": [ + { + "p": 0.05758355185389519, + "m": 1.0 + }, + { + "p": 0.014992538839578629, + "m": 1.0 + }, + { + "p": 0.04359335079789162, + "m": 1.0 + }, + { + "p": 0.0739351138472557, + "m": 1.0 + }, + { + "p": 0.043556950986385345, + "m": 1.0 + }, + { + "p": 0.04954853653907776, + "m": 1.0 + }, + { + "p": 0.05382157117128372, + "m": 1.0 + }, + { + "p": 0.04703010991215706, + "m": 1.0 + }, + { + "p": 0.0610739067196846, + "m": 1.0 + }, + { + "p": 0.04577900469303131, + "m": 1.0 + }, + { + "p": 0.05674882233142853, + "m": 1.0 + }, + { + "p": 0.06524792313575745, + "m": 1.0 + }, + { + "p": 0.08329957723617554, + "m": 1.0 + }, + { + "p": 0.07363984733819962, + "m": 1.0 + }, + { + "p": 0.05898873507976532, + "m": 1.0 + }, + { + "p": 0.06279183179140091, + "m": 1.0 + }, + { + "p": 0.05009989067912102, + "m": 1.0 + }, + { + "p": 0.05826866626739502, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7147905826568604, + "val_loss": 1.193588137626648, + "acc": 57.09, + "time": 530.2597439590027, + "param": [ + { + "p": 0.06524935364723206, + "m": 1.0 + }, + { + "p": 0.02637883834540844, + "m": 1.0 + }, + { + "p": 0.07797802239656448, + "m": 1.0 + }, + { + "p": 0.07034384459257126, + "m": 1.0 + }, + { + "p": 0.011904062703251839, + "m": 1.0 + }, + { + "p": 0.057564593851566315, + "m": 1.0 + }, + { + "p": 0.07086943835020065, + "m": 1.0 + }, + { + "p": 0.06273427605628967, + "m": 1.0 + }, + { + "p": 0.06026313081383705, + "m": 1.0 + }, + { + "p": 0.05674457922577858, + "m": 1.0 + }, + { + "p": 0.05115306004881859, + "m": 1.0 + }, + { + "p": 0.0725429579615593, + "m": 1.0 + }, + { + "p": 0.06217607855796814, + "m": 1.0 + }, + { + "p": 0.011343685910105705, + "m": 1.0 + }, + { + "p": 0.06606509536504745, + "m": 1.0 + }, + { + "p": 0.08956487476825714, + "m": 1.0 + }, + { + "p": 0.04006798565387726, + "m": 1.0 + }, + { + "p": 0.047056034207344055, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.790282130241394, + "val_loss": 1.1938389539718628, + "acc": 56.89, + "time": 537.2139875079738, + "param": [ + { + "p": 0.057780783623456955, + "m": 1.0 + }, + { + "p": 0.01824682205915451, + "m": 1.0 + }, + { + "p": 0.04793809726834297, + "m": 1.0 + }, + { + "p": 0.054846543818712234, + "m": 1.0 + }, + { + "p": 0.05260796844959259, + "m": 1.0 + }, + { + "p": 0.046993859112262726, + "m": 1.0 + }, + { + "p": 0.04934614151716232, + "m": 1.0 + }, + { + "p": 0.04723266884684563, + "m": 1.0 + }, + { + "p": 0.07616490870714188, + "m": 1.0 + }, + { + "p": 0.056238193064928055, + "m": 1.0 + }, + { + "p": 0.08410368859767914, + "m": 1.0 + }, + { + "p": 0.07787943631410599, + "m": 1.0 + }, + { + "p": 0.07019340246915817, + "m": 1.0 + }, + { + "p": 0.022441649809479713, + "m": 1.0 + }, + { + "p": 0.08115892857313156, + "m": 1.0 + }, + { + "p": 0.0798107162117958, + "m": 1.0 + }, + { + "p": 0.03706018626689911, + "m": 1.0 + }, + { + "p": 0.03995592147111893, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.8462003469467163, + "val_loss": 1.2750802040100098, + "acc": 57.8, + "time": 535.0264259369869, + "param": [ + { + "p": 0.0721430629491806, + "m": 1.0 + }, + { + "p": 0.04111489653587341, + "m": 1.0 + }, + { + "p": 0.052107978612184525, + "m": 1.0 + }, + { + "p": 0.07199477404356003, + "m": 1.0 + }, + { + "p": 0.05871749296784401, + "m": 1.0 + }, + { + "p": 0.044332485646009445, + "m": 1.0 + }, + { + "p": 0.06765401363372803, + "m": 1.0 + }, + { + "p": 0.04617249220609665, + "m": 1.0 + }, + { + "p": 0.0524553507566452, + "m": 1.0 + }, + { + "p": 0.05111106485128403, + "m": 1.0 + }, + { + "p": 0.03878352791070938, + "m": 1.0 + }, + { + "p": 0.07044652104377747, + "m": 1.0 + }, + { + "p": 0.08764822036027908, + "m": 1.0 + }, + { + "p": 0.050889961421489716, + "m": 1.0 + }, + { + "p": 0.055089958012104034, + "m": 1.0 + }, + { + "p": 0.050875287503004074, + "m": 1.0 + }, + { + "p": 0.048742786049842834, + "m": 1.0 + }, + { + "p": 0.039720091968774796, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5666903257369995, + "val_loss": 1.189719319343567, + "acc": 57.9, + "time": 531.0622735240031, + "param": [ + { + "p": 0.09118660539388657, + "m": 1.0 + }, + { + "p": 0.025609683245420456, + "m": 1.0 + }, + { + "p": 0.04607182741165161, + "m": 1.0 + }, + { + "p": 0.04509029537439346, + "m": 1.0 + }, + { + "p": 0.03284353390336037, + "m": 1.0 + }, + { + "p": 0.03588839992880821, + "m": 1.0 + }, + { + "p": 0.06292308866977692, + "m": 1.0 + }, + { + "p": 0.055922213941812515, + "m": 1.0 + }, + { + "p": 0.08361063152551651, + "m": 1.0 + }, + { + "p": 0.07012242078781128, + "m": 1.0 + }, + { + "p": 0.04764064773917198, + "m": 1.0 + }, + { + "p": 0.08998413383960724, + "m": 1.0 + }, + { + "p": 0.06633111834526062, + "m": 1.0 + }, + { + "p": 0.04489517584443092, + "m": 1.0 + }, + { + "p": 0.051701437681913376, + "m": 1.0 + }, + { + "p": 0.07065749168395996, + "m": 1.0 + }, + { + "p": 0.05601963400840759, + "m": 1.0 + }, + { + "p": 0.023501653224229813, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5787774324417114, + "val_loss": 1.0439966917037964, + "acc": 57.61, + "time": 533.2020032099972, + "param": [ + { + "p": 0.05635526031255722, + "m": 1.0 + }, + { + "p": 0.040069419890642166, + "m": 1.0 + }, + { + "p": 0.054176174104213715, + "m": 1.0 + }, + { + "p": 0.0686769187450409, + "m": 1.0 + }, + { + "p": 0.031131690368056297, + "m": 1.0 + }, + { + "p": 0.04319262504577637, + "m": 1.0 + }, + { + "p": 0.06253211200237274, + "m": 1.0 + }, + { + "p": 0.05592087283730507, + "m": 1.0 + }, + { + "p": 0.05962619185447693, + "m": 1.0 + }, + { + "p": 0.06405454128980637, + "m": 1.0 + }, + { + "p": 0.07382719963788986, + "m": 1.0 + }, + { + "p": 0.06083820387721062, + "m": 1.0 + }, + { + "p": 0.07592642307281494, + "m": 1.0 + }, + { + "p": 0.04783257469534874, + "m": 1.0 + }, + { + "p": 0.06830093264579773, + "m": 1.0 + }, + { + "p": 0.0737445279955864, + "m": 1.0 + }, + { + "p": 0.04019307345151901, + "m": 1.0 + }, + { + "p": 0.02360130101442337, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5871038436889648, + "val_loss": 1.2413402795791626, + "acc": 58.68, + "time": 538.4944578259892, + "param": [ + { + "p": 0.051933567970991135, + "m": 1.0 + }, + { + "p": 0.046277619898319244, + "m": 1.0 + }, + { + "p": 0.05773536115884781, + "m": 1.0 + }, + { + "p": 0.04851829633116722, + "m": 1.0 + }, + { + "p": 0.03621753305196762, + "m": 1.0 + }, + { + "p": 0.03456731140613556, + "m": 1.0 + }, + { + "p": 0.06811689585447311, + "m": 1.0 + }, + { + "p": 0.053020212799310684, + "m": 1.0 + }, + { + "p": 0.08041376620531082, + "m": 1.0 + }, + { + "p": 0.08079551160335541, + "m": 1.0 + }, + { + "p": 0.06836839765310287, + "m": 1.0 + }, + { + "p": 0.06137293949723244, + "m": 1.0 + }, + { + "p": 0.07678829878568649, + "m": 1.0 + }, + { + "p": 0.040564876049757004, + "m": 1.0 + }, + { + "p": 0.07013032585382462, + "m": 1.0 + }, + { + "p": 0.0743323415517807, + "m": 1.0 + }, + { + "p": 0.024838918820023537, + "m": 1.0 + }, + { + "p": 0.026007695123553276, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.552759051322937, + "val_loss": 1.2191567420959473, + "acc": 58.01, + "time": 537.7308272669907, + "param": [ + { + "p": 0.06576944887638092, + "m": 1.0 + }, + { + "p": 0.02621467038989067, + "m": 1.0 + }, + { + "p": 0.08046923577785492, + "m": 1.0 + }, + { + "p": 0.06561652570962906, + "m": 1.0 + }, + { + "p": 0.033867284655570984, + "m": 1.0 + }, + { + "p": 0.05996940657496452, + "m": 1.0 + }, + { + "p": 0.06485500931739807, + "m": 1.0 + }, + { + "p": 0.029898790642619133, + "m": 1.0 + }, + { + "p": 0.06898606568574905, + "m": 1.0 + }, + { + "p": 0.06809522211551666, + "m": 1.0 + }, + { + "p": 0.06347698718309402, + "m": 1.0 + }, + { + "p": 0.07203405350446701, + "m": 1.0 + }, + { + "p": 0.05724257603287697, + "m": 1.0 + }, + { + "p": 0.04296315088868141, + "m": 1.0 + }, + { + "p": 0.05450556427240372, + "m": 1.0 + }, + { + "p": 0.0749930664896965, + "m": 1.0 + }, + { + "p": 0.03965364396572113, + "m": 1.0 + }, + { + "p": 0.03138933330774307, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5650746822357178, + "val_loss": 1.1878749132156372, + "acc": 58.55, + "time": 534.5249821899924, + "param": [ + { + "p": 0.06464540213346481, + "m": 1.0 + }, + { + "p": 0.04714620113372803, + "m": 1.0 + }, + { + "p": 0.0588056705892086, + "m": 1.0 + }, + { + "p": 0.06420411169528961, + "m": 1.0 + }, + { + "p": 0.028849812224507332, + "m": 1.0 + }, + { + "p": 0.04007309302687645, + "m": 1.0 + }, + { + "p": 0.05113732069730759, + "m": 1.0 + }, + { + "p": 0.05965431407094002, + "m": 1.0 + }, + { + "p": 0.05467477813363075, + "m": 1.0 + }, + { + "p": 0.06532388180494308, + "m": 1.0 + }, + { + "p": 0.06894228607416153, + "m": 1.0 + }, + { + "p": 0.05351748690009117, + "m": 1.0 + }, + { + "p": 0.06483570486307144, + "m": 1.0 + }, + { + "p": 0.05943521484732628, + "m": 1.0 + }, + { + "p": 0.04234326630830765, + "m": 1.0 + }, + { + "p": 0.08415645360946655, + "m": 1.0 + }, + { + "p": 0.049908656626939774, + "m": 1.0 + }, + { + "p": 0.0423462837934494, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4775700569152832, + "val_loss": 1.1423221826553345, + "acc": 60.4, + "time": 536.1506333310099, + "param": [ + { + "p": 0.0681663379073143, + "m": 1.0 + }, + { + "p": 0.026691734790802002, + "m": 1.0 + }, + { + "p": 0.060555893927812576, + "m": 1.0 + }, + { + "p": 0.06125662475824356, + "m": 1.0 + }, + { + "p": 0.05449141189455986, + "m": 1.0 + }, + { + "p": 0.05293843895196915, + "m": 1.0 + }, + { + "p": 0.056148141622543335, + "m": 1.0 + }, + { + "p": 0.03908936679363251, + "m": 1.0 + }, + { + "p": 0.06784463673830032, + "m": 1.0 + }, + { + "p": 0.06496739387512207, + "m": 1.0 + }, + { + "p": 0.05634624883532524, + "m": 1.0 + }, + { + "p": 0.06942570954561234, + "m": 1.0 + }, + { + "p": 0.06458496302366257, + "m": 1.0 + }, + { + "p": 0.048520278185606, + "m": 1.0 + }, + { + "p": 0.046479787677526474, + "m": 1.0 + }, + { + "p": 0.06995196640491486, + "m": 1.0 + }, + { + "p": 0.03360949456691742, + "m": 1.0 + }, + { + "p": 0.05893154814839363, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.404023289680481, + "val_loss": 1.2133920192718506, + "acc": 57.81, + "time": 528.2763641790079, + "param": [ + { + "p": 0.06430089473724365, + "m": 1.0 + }, + { + "p": 0.02760438062250614, + "m": 1.0 + }, + { + "p": 0.07416894286870956, + "m": 1.0 + }, + { + "p": 0.04630005732178688, + "m": 1.0 + }, + { + "p": 0.033155929297208786, + "m": 1.0 + }, + { + "p": 0.06564638763666153, + "m": 1.0 + }, + { + "p": 0.06810412555932999, + "m": 1.0 + }, + { + "p": 0.06031398847699165, + "m": 1.0 + }, + { + "p": 0.0597139447927475, + "m": 1.0 + }, + { + "p": 0.06486319750547409, + "m": 1.0 + }, + { + "p": 0.06450705230236053, + "m": 1.0 + }, + { + "p": 0.08001070469617844, + "m": 1.0 + }, + { + "p": 0.05959363281726837, + "m": 1.0 + }, + { + "p": 0.03602589666843414, + "m": 1.0 + }, + { + "p": 0.06189421936869621, + "m": 1.0 + }, + { + "p": 0.05019494891166687, + "m": 1.0 + }, + { + "p": 0.032655149698257446, + "m": 1.0 + }, + { + "p": 0.05094640702009201, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6250258684158325, + "val_loss": 1.056066632270813, + "acc": 60.42, + "time": 535.5633380210202, + "param": [ + { + "p": 0.05696580559015274, + "m": 1.0 + }, + { + "p": 0.021370630711317062, + "m": 1.0 + }, + { + "p": 0.07548381388187408, + "m": 1.0 + }, + { + "p": 0.04342522844672203, + "m": 1.0 + }, + { + "p": 0.035098545253276825, + "m": 1.0 + }, + { + "p": 0.053302131593227386, + "m": 1.0 + }, + { + "p": 0.0574086457490921, + "m": 1.0 + }, + { + "p": 0.04953698813915253, + "m": 1.0 + }, + { + "p": 0.0600460022687912, + "m": 1.0 + }, + { + "p": 0.07851549237966537, + "m": 1.0 + }, + { + "p": 0.06968185305595398, + "m": 1.0 + }, + { + "p": 0.06670024245977402, + "m": 1.0 + }, + { + "p": 0.08346375823020935, + "m": 1.0 + }, + { + "p": 0.04106726124882698, + "m": 1.0 + }, + { + "p": 0.06191210076212883, + "m": 1.0 + }, + { + "p": 0.0633629783987999, + "m": 1.0 + }, + { + "p": 0.025003422051668167, + "m": 1.0 + }, + { + "p": 0.05765517055988312, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5499463081359863, + "val_loss": 1.2183115482330322, + "acc": 59.07, + "time": 532.6095252080122, + "param": [ + { + "p": 0.07415486127138138, + "m": 1.0 + }, + { + "p": 0.045268166810274124, + "m": 1.0 + }, + { + "p": 0.05926252901554108, + "m": 1.0 + }, + { + "p": 0.031506311148405075, + "m": 1.0 + }, + { + "p": 0.025466108694672585, + "m": 1.0 + }, + { + "p": 0.0616375170648098, + "m": 1.0 + }, + { + "p": 0.06280229985713959, + "m": 1.0 + }, + { + "p": 0.0287002082914114, + "m": 1.0 + }, + { + "p": 0.058859094977378845, + "m": 1.0 + }, + { + "p": 0.05758245661854744, + "m": 1.0 + }, + { + "p": 0.0795828327536583, + "m": 1.0 + }, + { + "p": 0.06695274263620377, + "m": 1.0 + }, + { + "p": 0.06226405128836632, + "m": 1.0 + }, + { + "p": 0.04686954244971275, + "m": 1.0 + }, + { + "p": 0.06488396972417831, + "m": 1.0 + }, + { + "p": 0.06641435623168945, + "m": 1.0 + }, + { + "p": 0.04950898885726929, + "m": 1.0 + }, + { + "p": 0.058283958584070206, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5868879556655884, + "val_loss": 1.1163311004638672, + "acc": 60.51, + "time": 534.4898884450085, + "param": [ + { + "p": 0.06934615969657898, + "m": 1.0 + }, + { + "p": 0.051337119191884995, + "m": 1.0 + }, + { + "p": 0.0772152915596962, + "m": 1.0 + }, + { + "p": 0.020807215943932533, + "m": 1.0 + }, + { + "p": 0.04412802308797836, + "m": 1.0 + }, + { + "p": 0.058973852545022964, + "m": 1.0 + }, + { + "p": 0.052762486040592194, + "m": 1.0 + }, + { + "p": 0.06440147012472153, + "m": 1.0 + }, + { + "p": 0.06888803839683533, + "m": 1.0 + }, + { + "p": 0.06547622382640839, + "m": 1.0 + }, + { + "p": 0.07063556462526321, + "m": 1.0 + }, + { + "p": 0.06757690012454987, + "m": 1.0 + }, + { + "p": 0.04653306305408478, + "m": 1.0 + }, + { + "p": 0.03548363968729973, + "m": 1.0 + }, + { + "p": 0.05911233648657799, + "m": 1.0 + }, + { + "p": 0.049790021032094955, + "m": 1.0 + }, + { + "p": 0.05141197890043259, + "m": 1.0 + }, + { + "p": 0.04612061753869057, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5243879556655884, + "val_loss": 1.0809471607208252, + "acc": 61.77, + "time": 534.4018969770113, + "param": [ + { + "p": 0.08223696053028107, + "m": 1.0 + }, + { + "p": 0.040073201060295105, + "m": 1.0 + }, + { + "p": 0.055587287992239, + "m": 1.0 + }, + { + "p": 0.05810055509209633, + "m": 1.0 + }, + { + "p": 0.04702773317694664, + "m": 1.0 + }, + { + "p": 0.05316675454378128, + "m": 1.0 + }, + { + "p": 0.054140605032444, + "m": 1.0 + }, + { + "p": 0.06580716371536255, + "m": 1.0 + }, + { + "p": 0.05280221998691559, + "m": 1.0 + }, + { + "p": 0.046156421303749084, + "m": 1.0 + }, + { + "p": 0.07048000395298004, + "m": 1.0 + }, + { + "p": 0.07224973291158676, + "m": 1.0 + }, + { + "p": 0.07476979494094849, + "m": 1.0 + }, + { + "p": 0.044037435203790665, + "m": 1.0 + }, + { + "p": 0.06221107020974159, + "m": 1.0 + }, + { + "p": 0.04923383146524429, + "m": 1.0 + }, + { + "p": 0.0405084565281868, + "m": 1.0 + }, + { + "p": 0.0314108282327652, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4817367792129517, + "val_loss": 1.2041115760803223, + "acc": 61.26, + "time": 221.69637247399078, + "param": [ + { + "p": 0.07252155989408493, + "m": 1.0 + }, + { + "p": 0.030611088499426842, + "m": 1.0 + }, + { + "p": 0.0662408247590065, + "m": 1.0 + }, + { + "p": 0.05344736948609352, + "m": 1.0 + }, + { + "p": 0.015193481929600239, + "m": 1.0 + }, + { + "p": 0.04367353767156601, + "m": 1.0 + }, + { + "p": 0.06874819844961166, + "m": 1.0 + }, + { + "p": 0.06554407626390457, + "m": 1.0 + }, + { + "p": 0.059653718024492264, + "m": 1.0 + }, + { + "p": 0.07233069837093353, + "m": 1.0 + }, + { + "p": 0.051579009741544724, + "m": 1.0 + }, + { + "p": 0.08439482748508453, + "m": 1.0 + }, + { + "p": 0.09362349659204483, + "m": 1.0 + }, + { + "p": 0.022874413058161736, + "m": 1.0 + }, + { + "p": 0.03746967762708664, + "m": 1.0 + }, + { + "p": 0.06010124087333679, + "m": 1.0 + }, + { + "p": 0.05460990592837334, + "m": 1.0 + }, + { + "p": 0.0473828949034214, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5328412055969238, + "val_loss": 1.247743010520935, + "acc": 61.93, + "time": 259.36675851998734, + "param": [ + { + "p": 0.06039772182703018, + "m": 1.0 + }, + { + "p": 0.024883806705474854, + "m": 1.0 + }, + { + "p": 0.07161200046539307, + "m": 1.0 + }, + { + "p": 0.041116997599601746, + "m": 1.0 + }, + { + "p": 0.046786751598119736, + "m": 1.0 + }, + { + "p": 0.06645908951759338, + "m": 1.0 + }, + { + "p": 0.04414600133895874, + "m": 1.0 + }, + { + "p": 0.06497612595558167, + "m": 1.0 + }, + { + "p": 0.057409100234508514, + "m": 1.0 + }, + { + "p": 0.07074607908725739, + "m": 1.0 + }, + { + "p": 0.04434321075677872, + "m": 1.0 + }, + { + "p": 0.06781270354986191, + "m": 1.0 + }, + { + "p": 0.07470589131116867, + "m": 1.0 + }, + { + "p": 0.0324433334171772, + "m": 1.0 + }, + { + "p": 0.08038686215877533, + "m": 1.0 + }, + { + "p": 0.06457962840795517, + "m": 1.0 + }, + { + "p": 0.051530566066503525, + "m": 1.0 + }, + { + "p": 0.035664152354002, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.574945330619812, + "val_loss": 1.172213077545166, + "acc": 61.73, + "time": 538.004145022016, + "param": [ + { + "p": 0.08469291776418686, + "m": 1.0 + }, + { + "p": 0.0378965362906456, + "m": 1.0 + }, + { + "p": 0.07255800068378448, + "m": 1.0 + }, + { + "p": 0.03496972844004631, + "m": 1.0 + }, + { + "p": 0.04458456486463547, + "m": 1.0 + }, + { + "p": 0.04837299883365631, + "m": 1.0 + }, + { + "p": 0.051517948508262634, + "m": 1.0 + }, + { + "p": 0.06313927471637726, + "m": 1.0 + }, + { + "p": 0.07819131016731262, + "m": 1.0 + }, + { + "p": 0.07316669076681137, + "m": 1.0 + }, + { + "p": 0.05571608990430832, + "m": 1.0 + }, + { + "p": 0.07270356267690659, + "m": 1.0 + }, + { + "p": 0.07053176313638687, + "m": 1.0 + }, + { + "p": 0.0415879487991333, + "m": 1.0 + }, + { + "p": 0.03430410474538803, + "m": 1.0 + }, + { + "p": 0.06388017535209656, + "m": 1.0 + }, + { + "p": 0.031485795974731445, + "m": 1.0 + }, + { + "p": 0.04070069268345833, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.577782154083252, + "val_loss": 1.066716194152832, + "acc": 62.49, + "time": 536.7939070269931, + "param": [ + { + "p": 0.07265245914459229, + "m": 1.0 + }, + { + "p": 0.03875412419438362, + "m": 1.0 + }, + { + "p": 0.04698735103011131, + "m": 1.0 + }, + { + "p": 0.056057121604681015, + "m": 1.0 + }, + { + "p": 0.05235380306839943, + "m": 1.0 + }, + { + "p": 0.055078137665987015, + "m": 1.0 + }, + { + "p": 0.04728030785918236, + "m": 1.0 + }, + { + "p": 0.07069355994462967, + "m": 1.0 + }, + { + "p": 0.06482313573360443, + "m": 1.0 + }, + { + "p": 0.05475147068500519, + "m": 1.0 + }, + { + "p": 0.05875738710165024, + "m": 1.0 + }, + { + "p": 0.060526445508003235, + "m": 1.0 + }, + { + "p": 0.08629061281681061, + "m": 1.0 + }, + { + "p": 0.05139815807342529, + "m": 1.0 + }, + { + "p": 0.05861050635576248, + "m": 1.0 + }, + { + "p": 0.06124532222747803, + "m": 1.0 + }, + { + "p": 0.02533034048974514, + "m": 1.0 + }, + { + "p": 0.038409747183322906, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.567525029182434, + "val_loss": 1.0809223651885986, + "acc": 62.72, + "time": 535.9833014670003, + "param": [ + { + "p": 0.06879694014787674, + "m": 1.0 + }, + { + "p": 0.022923752665519714, + "m": 1.0 + }, + { + "p": 0.07277324795722961, + "m": 1.0 + }, + { + "p": 0.03642578423023224, + "m": 1.0 + }, + { + "p": 0.058141086250543594, + "m": 1.0 + }, + { + "p": 0.03928380087018013, + "m": 1.0 + }, + { + "p": 0.05318496376276016, + "m": 1.0 + }, + { + "p": 0.05418173968791962, + "m": 1.0 + }, + { + "p": 0.06681425124406815, + "m": 1.0 + }, + { + "p": 0.0772370770573616, + "m": 1.0 + }, + { + "p": 0.05886472761631012, + "m": 1.0 + }, + { + "p": 0.06563446670770645, + "m": 1.0 + }, + { + "p": 0.059658948332071304, + "m": 1.0 + }, + { + "p": 0.045679934322834015, + "m": 1.0 + }, + { + "p": 0.06705295294523239, + "m": 1.0 + }, + { + "p": 0.06302067637443542, + "m": 1.0 + }, + { + "p": 0.04035164788365364, + "m": 1.0 + }, + { + "p": 0.049973998218774796, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6059417724609375, + "val_loss": 1.0966650247573853, + "acc": 63.04, + "time": 539.006536254019, + "param": [ + { + "p": 0.09769603610038757, + "m": 1.0 + }, + { + "p": 0.005514916032552719, + "m": 1.0 + }, + { + "p": 0.04969073086977005, + "m": 1.0 + }, + { + "p": 0.04981556907296181, + "m": 1.0 + }, + { + "p": 0.05296596512198448, + "m": 1.0 + }, + { + "p": 0.049455661326646805, + "m": 1.0 + }, + { + "p": 0.06398827582597733, + "m": 1.0 + }, + { + "p": 0.031186386942863464, + "m": 1.0 + }, + { + "p": 0.052013568580150604, + "m": 1.0 + }, + { + "p": 0.06868154555559158, + "m": 1.0 + }, + { + "p": 0.0688558891415596, + "m": 1.0 + }, + { + "p": 0.06825963407754898, + "m": 1.0 + }, + { + "p": 0.07427887618541718, + "m": 1.0 + }, + { + "p": 0.05254071205854416, + "m": 1.0 + }, + { + "p": 0.057015202939510345, + "m": 1.0 + }, + { + "p": 0.07318119704723358, + "m": 1.0 + }, + { + "p": 0.03662283718585968, + "m": 1.0 + }, + { + "p": 0.04823698103427887, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5642892122268677, + "val_loss": 1.0372095108032227, + "acc": 62.98, + "time": 534.2348662870063, + "param": [ + { + "p": 0.1135142594575882, + "m": 1.0 + }, + { + "p": 0.02818603441119194, + "m": 1.0 + }, + { + "p": 0.0799776017665863, + "m": 1.0 + }, + { + "p": 0.03397604078054428, + "m": 1.0 + }, + { + "p": 0.035768743604421616, + "m": 1.0 + }, + { + "p": 0.050625573843717575, + "m": 1.0 + }, + { + "p": 0.057032354176044464, + "m": 1.0 + }, + { + "p": 0.03773075342178345, + "m": 1.0 + }, + { + "p": 0.06437986344099045, + "m": 1.0 + }, + { + "p": 0.0648595318198204, + "m": 1.0 + }, + { + "p": 0.0615992434322834, + "m": 1.0 + }, + { + "p": 0.04855632036924362, + "m": 1.0 + }, + { + "p": 0.08945553749799728, + "m": 1.0 + }, + { + "p": 0.052007369697093964, + "m": 1.0 + }, + { + "p": 0.06929824501276016, + "m": 1.0 + }, + { + "p": 0.053454380482435226, + "m": 1.0 + }, + { + "p": 0.023951886221766472, + "m": 1.0 + }, + { + "p": 0.03562622517347336, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.436739444732666, + "val_loss": 1.1945629119873047, + "acc": 61.16, + "time": 533.4194240899815, + "param": [ + { + "p": 0.0817713513970375, + "m": 1.0 + }, + { + "p": 0.01020521204918623, + "m": 1.0 + }, + { + "p": 0.07396069169044495, + "m": 1.0 + }, + { + "p": 0.033819444477558136, + "m": 1.0 + }, + { + "p": 0.023403018712997437, + "m": 1.0 + }, + { + "p": 0.02418290637433529, + "m": 1.0 + }, + { + "p": 0.0687338337302208, + "m": 1.0 + }, + { + "p": 0.052596624940633774, + "m": 1.0 + }, + { + "p": 0.07185252010822296, + "m": 1.0 + }, + { + "p": 0.06726592779159546, + "m": 1.0 + }, + { + "p": 0.07260162383317947, + "m": 1.0 + }, + { + "p": 0.06333045661449432, + "m": 1.0 + }, + { + "p": 0.07599484920501709, + "m": 1.0 + }, + { + "p": 0.03984181582927704, + "m": 1.0 + }, + { + "p": 0.08314625173807144, + "m": 1.0 + }, + { + "p": 0.07391045242547989, + "m": 1.0 + }, + { + "p": 0.03702982887625694, + "m": 1.0 + }, + { + "p": 0.04635319113731384, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3181670904159546, + "val_loss": 1.1731598377227783, + "acc": 61.64, + "time": 533.6100414389803, + "param": [ + { + "p": 0.06428483128547668, + "m": 1.0 + }, + { + "p": 0.032549671828746796, + "m": 1.0 + }, + { + "p": 0.05628225952386856, + "m": 1.0 + }, + { + "p": 0.051424939185380936, + "m": 1.0 + }, + { + "p": 0.0569172240793705, + "m": 1.0 + }, + { + "p": 0.04496035724878311, + "m": 1.0 + }, + { + "p": 0.05327415093779564, + "m": 1.0 + }, + { + "p": 0.04142169654369354, + "m": 1.0 + }, + { + "p": 0.07534561306238174, + "m": 1.0 + }, + { + "p": 0.0660308301448822, + "m": 1.0 + }, + { + "p": 0.081248939037323, + "m": 1.0 + }, + { + "p": 0.04165588319301605, + "m": 1.0 + }, + { + "p": 0.05198686197400093, + "m": 1.0 + }, + { + "p": 0.037908025085926056, + "m": 1.0 + }, + { + "p": 0.07300001382827759, + "m": 1.0 + }, + { + "p": 0.07199306041002274, + "m": 1.0 + }, + { + "p": 0.051695164293050766, + "m": 1.0 + }, + { + "p": 0.048020392656326294, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.534936785697937, + "val_loss": 0.9772223830223083, + "acc": 63.54, + "time": 537.4857150579919, + "param": [ + { + "p": 0.06044810265302658, + "m": 1.0 + }, + { + "p": 0.03592487424612045, + "m": 1.0 + }, + { + "p": 0.06854034960269928, + "m": 1.0 + }, + { + "p": 0.042321473360061646, + "m": 1.0 + }, + { + "p": 0.02739541418850422, + "m": 1.0 + }, + { + "p": 0.04863693565130234, + "m": 1.0 + }, + { + "p": 0.07848139107227325, + "m": 1.0 + }, + { + "p": 0.05572688952088356, + "m": 1.0 + }, + { + "p": 0.05511438101530075, + "m": 1.0 + }, + { + "p": 0.06722280383110046, + "m": 1.0 + }, + { + "p": 0.06358557194471359, + "m": 1.0 + }, + { + "p": 0.05583089590072632, + "m": 1.0 + }, + { + "p": 0.04424678906798363, + "m": 1.0 + }, + { + "p": 0.04784836992621422, + "m": 1.0 + }, + { + "p": 0.05753795802593231, + "m": 1.0 + }, + { + "p": 0.0873662531375885, + "m": 1.0 + }, + { + "p": 0.04752187058329582, + "m": 1.0 + }, + { + "p": 0.05624957010149956, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4529006481170654, + "val_loss": 1.1139609813690186, + "acc": 63.69, + "time": 538.963590452011, + "param": [ + { + "p": 0.09228473156690598, + "m": 1.0 + }, + { + "p": 0.012827199883759022, + "m": 1.0 + }, + { + "p": 0.053144656121730804, + "m": 1.0 + }, + { + "p": 0.0324753075838089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06202598661184311, + "m": 1.0 + }, + { + "p": 0.06450249254703522, + "m": 1.0 + }, + { + "p": 0.07630667090415955, + "m": 1.0 + }, + { + "p": 0.04121506214141846, + "m": 1.0 + }, + { + "p": 0.08369912952184677, + "m": 1.0 + }, + { + "p": 0.057657379657030106, + "m": 1.0 + }, + { + "p": 0.07232578843832016, + "m": 1.0 + }, + { + "p": 0.08475174754858017, + "m": 1.0 + }, + { + "p": 0.056686513125896454, + "m": 1.0 + }, + { + "p": 0.04222676157951355, + "m": 1.0 + }, + { + "p": 0.0800696536898613, + "m": 1.0 + }, + { + "p": 0.06970994174480438, + "m": 1.0 + }, + { + "p": 0.018091008067131042, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.5599877834320068, + "val_loss": 1.0065269470214844, + "acc": 62.99, + "time": 533.2817319520109, + "param": [ + { + "p": 0.04587839916348457, + "m": 1.0 + }, + { + "p": 0.03367720916867256, + "m": 1.0 + }, + { + "p": 0.06731276959180832, + "m": 1.0 + }, + { + "p": 0.038435399532318115, + "m": 1.0 + }, + { + "p": 0.034046389162540436, + "m": 1.0 + }, + { + "p": 0.02725658006966114, + "m": 1.0 + }, + { + "p": 0.06234188750386238, + "m": 1.0 + }, + { + "p": 0.04084183648228645, + "m": 1.0 + }, + { + "p": 0.07625945657491684, + "m": 1.0 + }, + { + "p": 0.07703777402639389, + "m": 1.0 + }, + { + "p": 0.08259736001491547, + "m": 1.0 + }, + { + "p": 0.07124004513025284, + "m": 1.0 + }, + { + "p": 0.05119166895747185, + "m": 1.0 + }, + { + "p": 0.041143372654914856, + "m": 1.0 + }, + { + "p": 0.055866554379463196, + "m": 1.0 + }, + { + "p": 0.0665680542588234, + "m": 1.0 + }, + { + "p": 0.07095833122730255, + "m": 1.0 + }, + { + "p": 0.0573468916118145, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4826046228408813, + "val_loss": 0.9891210198402405, + "acc": 64.87, + "time": 532.6360249879945, + "param": [ + { + "p": 0.07214020937681198, + "m": 1.0 + }, + { + "p": 0.008003548718988895, + "m": 1.0 + }, + { + "p": 0.055256281048059464, + "m": 1.0 + }, + { + "p": 0.0630582794547081, + "m": 1.0 + }, + { + "p": 0.055643416941165924, + "m": 1.0 + }, + { + "p": 0.05425746366381645, + "m": 1.0 + }, + { + "p": 0.06335176527500153, + "m": 1.0 + }, + { + "p": 0.04562736302614212, + "m": 1.0 + }, + { + "p": 0.07437565177679062, + "m": 1.0 + }, + { + "p": 0.05215482786297798, + "m": 1.0 + }, + { + "p": 0.07771845906972885, + "m": 1.0 + }, + { + "p": 0.04566924646496773, + "m": 1.0 + }, + { + "p": 0.08313599973917007, + "m": 1.0 + }, + { + "p": 0.03548356518149376, + "m": 1.0 + }, + { + "p": 0.06295594573020935, + "m": 1.0 + }, + { + "p": 0.06619375199079514, + "m": 1.0 + }, + { + "p": 0.059106744825839996, + "m": 1.0 + }, + { + "p": 0.025867478922009468, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4848049879074097, + "val_loss": 1.0969810485839844, + "acc": 64.04, + "time": 534.8785846390238, + "param": [ + { + "p": 0.06511897593736649, + "m": 1.0 + }, + { + "p": 0.04900086298584938, + "m": 1.0 + }, + { + "p": 0.05649736896157265, + "m": 1.0 + }, + { + "p": 0.055991001427173615, + "m": 1.0 + }, + { + "p": 0.026347847655415535, + "m": 1.0 + }, + { + "p": 0.06066909059882164, + "m": 1.0 + }, + { + "p": 0.04061724245548248, + "m": 1.0 + }, + { + "p": 0.06921197474002838, + "m": 1.0 + }, + { + "p": 0.06458942592144012, + "m": 1.0 + }, + { + "p": 0.055014193058013916, + "m": 1.0 + }, + { + "p": 0.07392201572656631, + "m": 1.0 + }, + { + "p": 0.06662338972091675, + "m": 1.0 + }, + { + "p": 0.06345964223146439, + "m": 1.0 + }, + { + "p": 0.05391441658139229, + "m": 1.0 + }, + { + "p": 0.07244636118412018, + "m": 1.0 + }, + { + "p": 0.042391981929540634, + "m": 1.0 + }, + { + "p": 0.04685830697417259, + "m": 1.0 + }, + { + "p": 0.03732579946517944, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.437792181968689, + "val_loss": 1.037434697151184, + "acc": 63.25, + "time": 536.3977883729967, + "param": [ + { + "p": 0.06531883031129837, + "m": 1.0 + }, + { + "p": 0.04783453419804573, + "m": 1.0 + }, + { + "p": 0.054980549961328506, + "m": 1.0 + }, + { + "p": 0.050089720636606216, + "m": 1.0 + }, + { + "p": 0.0467887744307518, + "m": 1.0 + }, + { + "p": 0.04798464477062225, + "m": 1.0 + }, + { + "p": 0.0515630841255188, + "m": 1.0 + }, + { + "p": 0.04578320309519768, + "m": 1.0 + }, + { + "p": 0.05139623209834099, + "m": 1.0 + }, + { + "p": 0.06902331113815308, + "m": 1.0 + }, + { + "p": 0.07293766736984253, + "m": 1.0 + }, + { + "p": 0.0611363984644413, + "m": 1.0 + }, + { + "p": 0.056132424622774124, + "m": 1.0 + }, + { + "p": 0.05721796676516533, + "m": 1.0 + }, + { + "p": 0.07164901494979858, + "m": 1.0 + }, + { + "p": 0.05320749059319496, + "m": 1.0 + }, + { + "p": 0.045140642672777176, + "m": 1.0 + }, + { + "p": 0.0518154576420784, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.35413658618927, + "val_loss": 0.9423366189002991, + "acc": 64.68, + "time": 529.1900792670203, + "param": [ + { + "p": 0.05141325667500496, + "m": 1.0 + }, + { + "p": 0.04632401466369629, + "m": 1.0 + }, + { + "p": 0.04744335263967514, + "m": 1.0 + }, + { + "p": 0.03547701984643936, + "m": 1.0 + }, + { + "p": 0.05209285765886307, + "m": 1.0 + }, + { + "p": 0.0736532211303711, + "m": 1.0 + }, + { + "p": 0.04731659218668938, + "m": 1.0 + }, + { + "p": 0.05220356583595276, + "m": 1.0 + }, + { + "p": 0.04756755754351616, + "m": 1.0 + }, + { + "p": 0.06617464870214462, + "m": 1.0 + }, + { + "p": 0.06570466607809067, + "m": 1.0 + }, + { + "p": 0.058401647955179214, + "m": 1.0 + }, + { + "p": 0.07396066188812256, + "m": 1.0 + }, + { + "p": 0.06507223099470139, + "m": 1.0 + }, + { + "p": 0.06584148854017258, + "m": 1.0 + }, + { + "p": 0.06790070235729218, + "m": 1.0 + }, + { + "p": 0.03171641007065773, + "m": 1.0 + }, + { + "p": 0.051736101508140564, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3754760026931763, + "val_loss": 1.0077524185180664, + "acc": 64.6, + "time": 536.2711474809912, + "param": [ + { + "p": 0.04965393617749214, + "m": 1.0 + }, + { + "p": 0.03373158350586891, + "m": 1.0 + }, + { + "p": 0.06357291340827942, + "m": 1.0 + }, + { + "p": 0.034514088183641434, + "m": 1.0 + }, + { + "p": 0.019846757873892784, + "m": 1.0 + }, + { + "p": 0.03040388785302639, + "m": 1.0 + }, + { + "p": 0.07511331140995026, + "m": 1.0 + }, + { + "p": 0.06473839282989502, + "m": 1.0 + }, + { + "p": 0.04378131404519081, + "m": 1.0 + }, + { + "p": 0.0542965866625309, + "m": 1.0 + }, + { + "p": 0.0709783136844635, + "m": 1.0 + }, + { + "p": 0.05970001593232155, + "m": 1.0 + }, + { + "p": 0.11331590265035629, + "m": 1.0 + }, + { + "p": 0.04942335933446884, + "m": 1.0 + }, + { + "p": 0.10007082670927048, + "m": 1.0 + }, + { + "p": 0.10473671555519104, + "m": 1.0 + }, + { + "p": 0.01550176739692688, + "m": 1.0 + }, + { + "p": 0.016620341688394547, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3349441289901733, + "val_loss": 1.1276097297668457, + "acc": 64.33, + "time": 534.6088327089965, + "param": [ + { + "p": 0.0879339799284935, + "m": 1.0 + }, + { + "p": 0.0342700220644474, + "m": 1.0 + }, + { + "p": 0.045308806002140045, + "m": 1.0 + }, + { + "p": 0.01877976767718792, + "m": 1.0 + }, + { + "p": 0.03812234848737717, + "m": 1.0 + }, + { + "p": 0.07514694333076477, + "m": 1.0 + }, + { + "p": 0.05781146511435509, + "m": 1.0 + }, + { + "p": 0.06174303963780403, + "m": 1.0 + }, + { + "p": 0.09351512789726257, + "m": 1.0 + }, + { + "p": 0.0100990766659379, + "m": 1.0 + }, + { + "p": 0.07338251173496246, + "m": 1.0 + }, + { + "p": 0.0589364618062973, + "m": 1.0 + }, + { + "p": 0.044976651668548584, + "m": 1.0 + }, + { + "p": 0.06197613850235939, + "m": 1.0 + }, + { + "p": 0.06283360719680786, + "m": 1.0 + }, + { + "p": 0.07620614767074585, + "m": 1.0 + }, + { + "p": 0.05296534299850464, + "m": 1.0 + }, + { + "p": 0.045992620289325714, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3167080879211426, + "val_loss": 1.1946738958358765, + "acc": 64.86, + "time": 534.6807088269852, + "param": [ + { + "p": 0.06771261245012283, + "m": 1.0 + }, + { + "p": 0.030347146093845367, + "m": 1.0 + }, + { + "p": 0.05126486346125603, + "m": 1.0 + }, + { + "p": 0.08357180655002594, + "m": 1.0 + }, + { + "p": 0.04717838391661644, + "m": 1.0 + }, + { + "p": 0.044152650982141495, + "m": 1.0 + }, + { + "p": 0.0499349944293499, + "m": 1.0 + }, + { + "p": 0.03816908225417137, + "m": 1.0 + }, + { + "p": 0.07145372778177261, + "m": 1.0 + }, + { + "p": 0.061007387936115265, + "m": 1.0 + }, + { + "p": 0.08800897002220154, + "m": 1.0 + }, + { + "p": 0.05846147611737251, + "m": 1.0 + }, + { + "p": 0.034738391637802124, + "m": 1.0 + }, + { + "p": 0.04181726276874542, + "m": 1.0 + }, + { + "p": 0.06920011341571808, + "m": 1.0 + }, + { + "p": 0.091385118663311, + "m": 1.0 + }, + { + "p": 0.05387282744050026, + "m": 1.0 + }, + { + "p": 0.01772313565015793, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.296580195426941, + "val_loss": 1.096073865890503, + "acc": 64.49, + "time": 537.0949040140258, + "param": [ + { + "p": 0.04830640181899071, + "m": 1.0 + }, + { + "p": 0.0270348209887743, + "m": 1.0 + }, + { + "p": 0.03816809132695198, + "m": 1.0 + }, + { + "p": 0.06338702887296677, + "m": 1.0 + }, + { + "p": 0.06550339609384537, + "m": 1.0 + }, + { + "p": 0.08443501591682434, + "m": 1.0 + }, + { + "p": 0.04409877955913544, + "m": 1.0 + }, + { + "p": 0.051919348537921906, + "m": 1.0 + }, + { + "p": 0.0640566498041153, + "m": 1.0 + }, + { + "p": 0.0549309216439724, + "m": 1.0 + }, + { + "p": 0.0695091262459755, + "m": 1.0 + }, + { + "p": 0.05514433979988098, + "m": 1.0 + }, + { + "p": 0.07026378810405731, + "m": 1.0 + }, + { + "p": 0.054007768630981445, + "m": 1.0 + }, + { + "p": 0.053806498646736145, + "m": 1.0 + }, + { + "p": 0.05703920125961304, + "m": 1.0 + }, + { + "p": 0.057540666311979294, + "m": 1.0 + }, + { + "p": 0.04084830358624458, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2753472328186035, + "val_loss": 0.964643120765686, + "acc": 65.61, + "time": 536.6825856060022, + "param": [ + { + "p": 0.07199806720018387, + "m": 1.0 + }, + { + "p": 0.013161124661564827, + "m": 1.0 + }, + { + "p": 0.058676403015851974, + "m": 1.0 + }, + { + "p": 0.03368845954537392, + "m": 1.0 + }, + { + "p": 0.007486854679882526, + "m": 1.0 + }, + { + "p": 0.0309761930257082, + "m": 1.0 + }, + { + "p": 0.08613040298223495, + "m": 1.0 + }, + { + "p": 0.05278598889708519, + "m": 1.0 + }, + { + "p": 0.0720987394452095, + "m": 1.0 + }, + { + "p": 0.06903602182865143, + "m": 1.0 + }, + { + "p": 0.059378232806921005, + "m": 1.0 + }, + { + "p": 0.07220976799726486, + "m": 1.0 + }, + { + "p": 0.08376511931419373, + "m": 1.0 + }, + { + "p": 0.038472604006528854, + "m": 1.0 + }, + { + "p": 0.06938473135232925, + "m": 1.0 + }, + { + "p": 0.0734393522143364, + "m": 1.0 + }, + { + "p": 0.04907896742224693, + "m": 1.0 + }, + { + "p": 0.05823306739330292, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.164329171180725, + "val_loss": 1.0803614854812622, + "acc": 64.69, + "time": 529.3482906830031, + "param": [ + { + "p": 0.05011250451207161, + "m": 1.0 + }, + { + "p": 0.037253059446811676, + "m": 1.0 + }, + { + "p": 0.06182331219315529, + "m": 1.0 + }, + { + "p": 0.006996070500463247, + "m": 1.0 + }, + { + "p": 0.005726926494389772, + "m": 1.0 + }, + { + "p": 0.0757736787199974, + "m": 1.0 + }, + { + "p": 0.05953141674399376, + "m": 1.0 + }, + { + "p": 0.06627854704856873, + "m": 1.0 + }, + { + "p": 0.07328466325998306, + "m": 1.0 + }, + { + "p": 0.06744716316461563, + "m": 1.0 + }, + { + "p": 0.0875372514128685, + "m": 1.0 + }, + { + "p": 0.0577511303126812, + "m": 1.0 + }, + { + "p": 0.07111426442861557, + "m": 1.0 + }, + { + "p": 0.05866392329335213, + "m": 1.0 + }, + { + "p": 0.07038234919309616, + "m": 1.0 + }, + { + "p": 0.04291694611310959, + "m": 1.0 + }, + { + "p": 0.04448680952191353, + "m": 1.0 + }, + { + "p": 0.06292005628347397, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3876256942749023, + "val_loss": 1.0090934038162231, + "acc": 64.48, + "time": 536.4976153739844, + "param": [ + { + "p": 0.08701944351196289, + "m": 1.0 + }, + { + "p": 0.05271230265498161, + "m": 1.0 + }, + { + "p": 0.0714467316865921, + "m": 1.0 + }, + { + "p": 0.02609359100461006, + "m": 1.0 + }, + { + "p": 0.018229948356747627, + "m": 1.0 + }, + { + "p": 0.04151277244091034, + "m": 1.0 + }, + { + "p": 0.0620124489068985, + "m": 1.0 + }, + { + "p": 0.07084044069051743, + "m": 1.0 + }, + { + "p": 0.06373734027147293, + "m": 1.0 + }, + { + "p": 0.06047726050019264, + "m": 1.0 + }, + { + "p": 0.06687603145837784, + "m": 1.0 + }, + { + "p": 0.05521007254719734, + "m": 1.0 + }, + { + "p": 0.06414642930030823, + "m": 1.0 + }, + { + "p": 0.06443043053150177, + "m": 1.0 + }, + { + "p": 0.05238758772611618, + "m": 1.0 + }, + { + "p": 0.062239762395620346, + "m": 1.0 + }, + { + "p": 0.034006014466285706, + "m": 1.0 + }, + { + "p": 0.046621356159448624, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1919424533843994, + "val_loss": 0.896023154258728, + "acc": 64.9, + "time": 531.3383263470023, + "param": [ + { + "p": 0.06833317130804062, + "m": 1.0 + }, + { + "p": 0.04632728546857834, + "m": 1.0 + }, + { + "p": 0.08246500045061111, + "m": 1.0 + }, + { + "p": 0.048574186861515045, + "m": 1.0 + }, + { + "p": 0.04615918919444084, + "m": 1.0 + }, + { + "p": 0.02834644541144371, + "m": 1.0 + }, + { + "p": 0.0484863705933094, + "m": 1.0 + }, + { + "p": 0.04723118990659714, + "m": 1.0 + }, + { + "p": 0.06955906748771667, + "m": 1.0 + }, + { + "p": 0.06844678521156311, + "m": 1.0 + }, + { + "p": 0.07006166875362396, + "m": 1.0 + }, + { + "p": 0.07130572199821472, + "m": 1.0 + }, + { + "p": 0.07141824811697006, + "m": 1.0 + }, + { + "p": 0.03326026722788811, + "m": 1.0 + }, + { + "p": 0.054056454449892044, + "m": 1.0 + }, + { + "p": 0.08465525507926941, + "m": 1.0 + }, + { + "p": 0.019726665690541267, + "m": 1.0 + }, + { + "p": 0.04158712923526764, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3841367959976196, + "val_loss": 0.883584201335907, + "acc": 66.58, + "time": 534.5698601999902, + "param": [ + { + "p": 0.06654860079288483, + "m": 1.0 + }, + { + "p": 0.023651104420423508, + "m": 1.0 + }, + { + "p": 0.07473938167095184, + "m": 1.0 + }, + { + "p": 0.04232973977923393, + "m": 1.0 + }, + { + "p": 0.05553078651428223, + "m": 1.0 + }, + { + "p": 0.06378516554832458, + "m": 1.0 + }, + { + "p": 0.04405273497104645, + "m": 1.0 + }, + { + "p": 0.042140454053878784, + "m": 1.0 + }, + { + "p": 0.07832638174295425, + "m": 1.0 + }, + { + "p": 0.03474506363272667, + "m": 1.0 + }, + { + "p": 0.06640150398015976, + "m": 1.0 + }, + { + "p": 0.06741458177566528, + "m": 1.0 + }, + { + "p": 0.08387859165668488, + "m": 1.0 + }, + { + "p": 0.057553503662347794, + "m": 1.0 + }, + { + "p": 0.04786365479230881, + "m": 1.0 + }, + { + "p": 0.05539952218532562, + "m": 1.0 + }, + { + "p": 0.06380647420883179, + "m": 1.0 + }, + { + "p": 0.03183276206254959, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3706127405166626, + "val_loss": 0.9484140276908875, + "acc": 65.41, + "time": 534.475303462008, + "param": [ + { + "p": 0.07943394780158997, + "m": 1.0 + }, + { + "p": 0.035060618072748184, + "m": 1.0 + }, + { + "p": 0.06331046670675278, + "m": 1.0 + }, + { + "p": 0.04817633703351021, + "m": 1.0 + }, + { + "p": 0.03900105506181717, + "m": 1.0 + }, + { + "p": 0.03219029679894447, + "m": 1.0 + }, + { + "p": 0.05828485265374184, + "m": 1.0 + }, + { + "p": 0.04452122002840042, + "m": 1.0 + }, + { + "p": 0.06705533713102341, + "m": 1.0 + }, + { + "p": 0.06943430006504059, + "m": 1.0 + }, + { + "p": 0.06305603682994843, + "m": 1.0 + }, + { + "p": 0.06959881633520126, + "m": 1.0 + }, + { + "p": 0.06470271199941635, + "m": 1.0 + }, + { + "p": 0.057598717510700226, + "m": 1.0 + }, + { + "p": 0.0719597265124321, + "m": 1.0 + }, + { + "p": 0.06344703584909439, + "m": 1.0 + }, + { + "p": 0.04479299858212471, + "m": 1.0 + }, + { + "p": 0.028375493362545967, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2586432695388794, + "val_loss": 0.9639766216278076, + "acc": 66.06, + "time": 533.7085070269532, + "param": [ + { + "p": 0.07894313335418701, + "m": 1.0 + }, + { + "p": 0.03172992542386055, + "m": 1.0 + }, + { + "p": 0.061282385140657425, + "m": 1.0 + }, + { + "p": 0.047445885837078094, + "m": 1.0 + }, + { + "p": 0.027565166354179382, + "m": 1.0 + }, + { + "p": 0.0487472340464592, + "m": 1.0 + }, + { + "p": 0.06542208045721054, + "m": 1.0 + }, + { + "p": 0.0823722779750824, + "m": 1.0 + }, + { + "p": 0.06826651096343994, + "m": 1.0 + }, + { + "p": 0.06652680784463882, + "m": 1.0 + }, + { + "p": 0.06583449244499207, + "m": 1.0 + }, + { + "p": 0.05832388252019882, + "m": 1.0 + }, + { + "p": 0.08481135964393616, + "m": 1.0 + }, + { + "p": 0.03327549993991852, + "m": 1.0 + }, + { + "p": 0.06862130761146545, + "m": 1.0 + }, + { + "p": 0.07444769144058228, + "m": 1.0 + }, + { + "p": 0.008967147208750248, + "m": 1.0 + }, + { + "p": 0.027417359873652458, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3925949335098267, + "val_loss": 0.913062334060669, + "acc": 65.46, + "time": 529.9397186390124, + "param": [ + { + "p": 0.06030833348631859, + "m": 1.0 + }, + { + "p": 0.05398973450064659, + "m": 1.0 + }, + { + "p": 0.07766682654619217, + "m": 1.0 + }, + { + "p": 0.055733438581228256, + "m": 1.0 + }, + { + "p": 0.037176284939050674, + "m": 1.0 + }, + { + "p": 0.040746528655290604, + "m": 1.0 + }, + { + "p": 0.04034983366727829, + "m": 1.0 + }, + { + "p": 0.04506491497159004, + "m": 1.0 + }, + { + "p": 0.08369173854589462, + "m": 1.0 + }, + { + "p": 0.06097973510622978, + "m": 1.0 + }, + { + "p": 0.07098641991615295, + "m": 1.0 + }, + { + "p": 0.021379675716161728, + "m": 1.0 + }, + { + "p": 0.08170697093009949, + "m": 1.0 + }, + { + "p": 0.05099720135331154, + "m": 1.0 + }, + { + "p": 0.07500883936882019, + "m": 1.0 + }, + { + "p": 0.07278219610452652, + "m": 1.0 + }, + { + "p": 0.023726971819996834, + "m": 1.0 + }, + { + "p": 0.04770451411604881, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.46760892868042, + "val_loss": 0.9605035185813904, + "acc": 65.83, + "time": 532.8791332840337, + "param": [ + { + "p": 0.057748228311538696, + "m": 1.0 + }, + { + "p": 0.05839873477816582, + "m": 1.0 + }, + { + "p": 0.07463623583316803, + "m": 1.0 + }, + { + "p": 0.06155771762132645, + "m": 1.0 + }, + { + "p": 0.051280003041028976, + "m": 1.0 + }, + { + "p": 0.0519024059176445, + "m": 1.0 + }, + { + "p": 0.06880597770214081, + "m": 1.0 + }, + { + "p": 0.06715085357427597, + "m": 1.0 + }, + { + "p": 0.04663921520113945, + "m": 1.0 + }, + { + "p": 0.05458030104637146, + "m": 1.0 + }, + { + "p": 0.05177465081214905, + "m": 1.0 + }, + { + "p": 0.04555488005280495, + "m": 1.0 + }, + { + "p": 0.07975854724645615, + "m": 1.0 + }, + { + "p": 0.05756831914186478, + "m": 1.0 + }, + { + "p": 0.047510210424661636, + "m": 1.0 + }, + { + "p": 0.048989187926054, + "m": 1.0 + }, + { + "p": 0.03569541499018669, + "m": 1.0 + }, + { + "p": 0.04044908285140991, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3492486476898193, + "val_loss": 1.0456819534301758, + "acc": 65.93, + "time": 528.2253640889539, + "param": [ + { + "p": 0.055512670427560806, + "m": 1.0 + }, + { + "p": 0.02254417911171913, + "m": 1.0 + }, + { + "p": 0.040226154029369354, + "m": 1.0 + }, + { + "p": 0.04861960932612419, + "m": 1.0 + }, + { + "p": 0.053147200495004654, + "m": 1.0 + }, + { + "p": 0.0477442592382431, + "m": 1.0 + }, + { + "p": 0.06239025294780731, + "m": 1.0 + }, + { + "p": 0.05540007725358009, + "m": 1.0 + }, + { + "p": 0.06738423556089401, + "m": 1.0 + }, + { + "p": 0.07072870433330536, + "m": 1.0 + }, + { + "p": 0.059596870094537735, + "m": 1.0 + }, + { + "p": 0.06079646572470665, + "m": 1.0 + }, + { + "p": 0.06244722381234169, + "m": 1.0 + }, + { + "p": 0.0650874450802803, + "m": 1.0 + }, + { + "p": 0.04726684093475342, + "m": 1.0 + }, + { + "p": 0.05802568793296814, + "m": 1.0 + }, + { + "p": 0.06607099622488022, + "m": 1.0 + }, + { + "p": 0.05701111629605293, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3998987674713135, + "val_loss": 0.9558650851249695, + "acc": 65.62, + "time": 533.4794678199687, + "param": [ + { + "p": 0.053285155445337296, + "m": 1.0 + }, + { + "p": 0.038080014288425446, + "m": 1.0 + }, + { + "p": 0.07255582511425018, + "m": 1.0 + }, + { + "p": 0.04911576211452484, + "m": 1.0 + }, + { + "p": 0.0166059210896492, + "m": 1.0 + }, + { + "p": 0.05097676068544388, + "m": 1.0 + }, + { + "p": 0.07105067372322083, + "m": 1.0 + }, + { + "p": 0.04958855360746384, + "m": 1.0 + }, + { + "p": 0.06900449842214584, + "m": 1.0 + }, + { + "p": 0.0428234301507473, + "m": 1.0 + }, + { + "p": 0.06217825785279274, + "m": 1.0 + }, + { + "p": 0.07155236601829529, + "m": 1.0 + }, + { + "p": 0.07423187047243118, + "m": 1.0 + }, + { + "p": 0.06091953068971634, + "m": 1.0 + }, + { + "p": 0.05480244383215904, + "m": 1.0 + }, + { + "p": 0.06712351739406586, + "m": 1.0 + }, + { + "p": 0.04385236278176308, + "m": 1.0 + }, + { + "p": 0.052252914756536484, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2775781154632568, + "val_loss": 0.948090136051178, + "acc": 67.1, + "time": 536.1053661460173, + "param": [ + { + "p": 0.06641152501106262, + "m": 1.0 + }, + { + "p": 0.029840553179383278, + "m": 1.0 + }, + { + "p": 0.06724435836076736, + "m": 1.0 + }, + { + "p": 0.04985286667943001, + "m": 1.0 + }, + { + "p": 0.04955805465579033, + "m": 1.0 + }, + { + "p": 0.07046480476856232, + "m": 1.0 + }, + { + "p": 0.06967029720544815, + "m": 1.0 + }, + { + "p": 0.06163093075156212, + "m": 1.0 + }, + { + "p": 0.04966099187731743, + "m": 1.0 + }, + { + "p": 0.028701771050691605, + "m": 1.0 + }, + { + "p": 0.05458233878016472, + "m": 1.0 + }, + { + "p": 0.07687988132238388, + "m": 1.0 + }, + { + "p": 0.07117710262537003, + "m": 1.0 + }, + { + "p": 0.045696306973695755, + "m": 1.0 + }, + { + "p": 0.06567388027906418, + "m": 1.0 + }, + { + "p": 0.05703398212790489, + "m": 1.0 + }, + { + "p": 0.032353926450014114, + "m": 1.0 + }, + { + "p": 0.05356638878583908, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2480380535125732, + "val_loss": 0.9374060034751892, + "acc": 65.94, + "time": 532.1157257679733, + "param": [ + { + "p": 0.054832879453897476, + "m": 1.0 + }, + { + "p": 0.028887208551168442, + "m": 1.0 + }, + { + "p": 0.05404464900493622, + "m": 1.0 + }, + { + "p": 0.06706105172634125, + "m": 1.0 + }, + { + "p": 0.06542894244194031, + "m": 1.0 + }, + { + "p": 0.05834200978279114, + "m": 1.0 + }, + { + "p": 0.04976024106144905, + "m": 1.0 + }, + { + "p": 0.049615442752838135, + "m": 1.0 + }, + { + "p": 0.067311592400074, + "m": 1.0 + }, + { + "p": 0.07726175338029861, + "m": 1.0 + }, + { + "p": 0.0670994371175766, + "m": 1.0 + }, + { + "p": 0.07412485778331757, + "m": 1.0 + }, + { + "p": 0.03649798408150673, + "m": 1.0 + }, + { + "p": 0.06426307559013367, + "m": 1.0 + }, + { + "p": 0.055175814777612686, + "m": 1.0 + }, + { + "p": 0.06513134390115738, + "m": 1.0 + }, + { + "p": 0.03500230610370636, + "m": 1.0 + }, + { + "p": 0.03015945851802826, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4144586324691772, + "val_loss": 0.912128210067749, + "acc": 67.06, + "time": 532.2285015949747, + "param": [ + { + "p": 0.08047763258218765, + "m": 1.0 + }, + { + "p": 0.011549730785191059, + "m": 1.0 + }, + { + "p": 0.06959513574838638, + "m": 1.0 + }, + { + "p": 0.06714485585689545, + "m": 1.0 + }, + { + "p": 0.05539420619606972, + "m": 1.0 + }, + { + "p": 0.04289586842060089, + "m": 1.0 + }, + { + "p": 0.04400387406349182, + "m": 1.0 + }, + { + "p": 0.03143841028213501, + "m": 1.0 + }, + { + "p": 0.055718544870615005, + "m": 1.0 + }, + { + "p": 0.08312542736530304, + "m": 1.0 + }, + { + "p": 0.0941016748547554, + "m": 1.0 + }, + { + "p": 0.06099952012300491, + "m": 1.0 + }, + { + "p": 0.06875517964363098, + "m": 1.0 + }, + { + "p": 0.03341726213693619, + "m": 1.0 + }, + { + "p": 0.06884114444255829, + "m": 1.0 + }, + { + "p": 0.053200773894786835, + "m": 1.0 + }, + { + "p": 0.03362123295664787, + "m": 1.0 + }, + { + "p": 0.04571946710348129, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.5205919742584229, + "val_loss": 0.9627150297164917, + "acc": 66.87, + "time": 536.126243324019, + "param": [ + { + "p": 0.07006235420703888, + "m": 1.0 + }, + { + "p": 0.061177611351013184, + "m": 1.0 + }, + { + "p": 0.06192055344581604, + "m": 1.0 + }, + { + "p": 0.038082946091890335, + "m": 1.0 + }, + { + "p": 0.04447989538311958, + "m": 1.0 + }, + { + "p": 0.040864087641239166, + "m": 1.0 + }, + { + "p": 0.0576246939599514, + "m": 1.0 + }, + { + "p": 0.04150786250829697, + "m": 1.0 + }, + { + "p": 0.07692068070173264, + "m": 1.0 + }, + { + "p": 0.04853399097919464, + "m": 1.0 + }, + { + "p": 0.05710890144109726, + "m": 1.0 + }, + { + "p": 0.04890400916337967, + "m": 1.0 + }, + { + "p": 0.07116597145795822, + "m": 1.0 + }, + { + "p": 0.06220659986138344, + "m": 1.0 + }, + { + "p": 0.062336064875125885, + "m": 1.0 + }, + { + "p": 0.06597726047039032, + "m": 1.0 + }, + { + "p": 0.0398993082344532, + "m": 1.0 + }, + { + "p": 0.05122729018330574, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2993223667144775, + "val_loss": 0.9330893754959106, + "acc": 66.28, + "time": 532.5996216170024, + "param": [ + { + "p": 0.052438583225011826, + "m": 1.0 + }, + { + "p": 0.034430619329214096, + "m": 1.0 + }, + { + "p": 0.07916922867298126, + "m": 1.0 + }, + { + "p": 0.06239859759807587, + "m": 1.0 + }, + { + "p": 0.046871691942214966, + "m": 1.0 + }, + { + "p": 0.049212899059057236, + "m": 1.0 + }, + { + "p": 0.05236322432756424, + "m": 1.0 + }, + { + "p": 0.061313845217227936, + "m": 1.0 + }, + { + "p": 0.06988763064146042, + "m": 1.0 + }, + { + "p": 0.05761793628334999, + "m": 1.0 + }, + { + "p": 0.059751253575086594, + "m": 1.0 + }, + { + "p": 0.05200439691543579, + "m": 1.0 + }, + { + "p": 0.06057998165488243, + "m": 1.0 + }, + { + "p": 0.022224295884370804, + "m": 1.0 + }, + { + "p": 0.06753859668970108, + "m": 1.0 + }, + { + "p": 0.06918792426586151, + "m": 1.0 + }, + { + "p": 0.042868372052907944, + "m": 1.0 + }, + { + "p": 0.060140859335660934, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2866590023040771, + "val_loss": 0.9574446678161621, + "acc": 66.67, + "time": 485.6407703819568, + "param": [ + { + "p": 0.06518577039241791, + "m": 1.0 + }, + { + "p": 0.04298411309719086, + "m": 1.0 + }, + { + "p": 0.06171117722988129, + "m": 1.0 + }, + { + "p": 0.06184825301170349, + "m": 1.0 + }, + { + "p": 0.05282946676015854, + "m": 1.0 + }, + { + "p": 0.06215941160917282, + "m": 1.0 + }, + { + "p": 0.06619859486818314, + "m": 1.0 + }, + { + "p": 0.05827146768569946, + "m": 1.0 + }, + { + "p": 0.05980720743536949, + "m": 1.0 + }, + { + "p": 0.04823096841573715, + "m": 1.0 + }, + { + "p": 0.06857502460479736, + "m": 1.0 + }, + { + "p": 0.04728244990110397, + "m": 1.0 + }, + { + "p": 0.06792107969522476, + "m": 1.0 + }, + { + "p": 0.04435670003294945, + "m": 1.0 + }, + { + "p": 0.041495371609926224, + "m": 1.0 + }, + { + "p": 0.042331159114837646, + "m": 1.0 + }, + { + "p": 0.055340707302093506, + "m": 1.0 + }, + { + "p": 0.05347105488181114, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.5234712362289429, + "val_loss": 0.8336932063102722, + "acc": 67.66, + "time": 228.60804078599904, + "param": [ + { + "p": 0.07056794315576553, + "m": 1.0 + }, + { + "p": 0.03218434378504753, + "m": 1.0 + }, + { + "p": 0.06385298073291779, + "m": 1.0 + }, + { + "p": 0.03187734633684158, + "m": 1.0 + }, + { + "p": 0.05653655529022217, + "m": 1.0 + }, + { + "p": 0.045026037842035294, + "m": 1.0 + }, + { + "p": 0.07916846871376038, + "m": 1.0 + }, + { + "p": 0.05796751007437706, + "m": 1.0 + }, + { + "p": 0.054421741515398026, + "m": 1.0 + }, + { + "p": 0.05429374426603317, + "m": 1.0 + }, + { + "p": 0.055034980177879333, + "m": 1.0 + }, + { + "p": 0.07532789558172226, + "m": 1.0 + }, + { + "p": 0.07261922955513, + "m": 1.0 + }, + { + "p": 0.04186679422855377, + "m": 1.0 + }, + { + "p": 0.0626147910952568, + "m": 1.0 + }, + { + "p": 0.05779343843460083, + "m": 1.0 + }, + { + "p": 0.05487493425607681, + "m": 1.0 + }, + { + "p": 0.03397131711244583, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1717928647994995, + "val_loss": 0.9259213209152222, + "acc": 66.56, + "time": 296.37699325202266, + "param": [ + { + "p": 0.06173549219965935, + "m": 1.0 + }, + { + "p": 0.022947106510400772, + "m": 1.0 + }, + { + "p": 0.0759299173951149, + "m": 1.0 + }, + { + "p": 0.03615231066942215, + "m": 1.0 + }, + { + "p": 0.0429205559194088, + "m": 1.0 + }, + { + "p": 0.036962248384952545, + "m": 1.0 + }, + { + "p": 0.06933054327964783, + "m": 1.0 + }, + { + "p": 0.062487661838531494, + "m": 1.0 + }, + { + "p": 0.07307767122983932, + "m": 1.0 + }, + { + "p": 0.05185224860906601, + "m": 1.0 + }, + { + "p": 0.06562083959579468, + "m": 1.0 + }, + { + "p": 0.07319042831659317, + "m": 1.0 + }, + { + "p": 0.05047087371349335, + "m": 1.0 + }, + { + "p": 0.049125321209430695, + "m": 1.0 + }, + { + "p": 0.07464351505041122, + "m": 1.0 + }, + { + "p": 0.07305549830198288, + "m": 1.0 + }, + { + "p": 0.05557418242096901, + "m": 1.0 + }, + { + "p": 0.024923622608184814, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.166882038116455, + "val_loss": 0.9172155857086182, + "acc": 67.72, + "time": 533.591783146956, + "param": [ + { + "p": 0.05632547661662102, + "m": 1.0 + }, + { + "p": 0.022976519539952278, + "m": 1.0 + }, + { + "p": 0.05020935833454132, + "m": 1.0 + }, + { + "p": 0.04294469580054283, + "m": 1.0 + }, + { + "p": 0.05841381847858429, + "m": 1.0 + }, + { + "p": 0.03956156224012375, + "m": 1.0 + }, + { + "p": 0.06321749836206436, + "m": 1.0 + }, + { + "p": 0.04359443485736847, + "m": 1.0 + }, + { + "p": 0.05859031155705452, + "m": 1.0 + }, + { + "p": 0.06421280652284622, + "m": 1.0 + }, + { + "p": 0.09492913633584976, + "m": 1.0 + }, + { + "p": 0.06242707744240761, + "m": 1.0 + }, + { + "p": 0.07016119360923767, + "m": 1.0 + }, + { + "p": 0.0506000816822052, + "m": 1.0 + }, + { + "p": 0.06259766966104507, + "m": 1.0 + }, + { + "p": 0.05774898827075958, + "m": 1.0 + }, + { + "p": 0.037509310990571976, + "m": 1.0 + }, + { + "p": 0.06398014724254608, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4056777954101562, + "val_loss": 0.872788667678833, + "acc": 67.11, + "time": 532.9989248649799, + "param": [ + { + "p": 0.061395589262247086, + "m": 1.0 + }, + { + "p": 0.03513425588607788, + "m": 1.0 + }, + { + "p": 0.04693162441253662, + "m": 1.0 + }, + { + "p": 0.06175118312239647, + "m": 1.0 + }, + { + "p": 0.022925226017832756, + "m": 1.0 + }, + { + "p": 0.05841640755534172, + "m": 1.0 + }, + { + "p": 0.08022066950798035, + "m": 1.0 + }, + { + "p": 0.07963516563177109, + "m": 1.0 + }, + { + "p": 0.05974629893898964, + "m": 1.0 + }, + { + "p": 0.060948651283979416, + "m": 1.0 + }, + { + "p": 0.062301404774188995, + "m": 1.0 + }, + { + "p": 0.07063838839530945, + "m": 1.0 + }, + { + "p": 0.06140688434243202, + "m": 1.0 + }, + { + "p": 0.05307083949446678, + "m": 1.0 + }, + { + "p": 0.058954767882823944, + "m": 1.0 + }, + { + "p": 0.06559201329946518, + "m": 1.0 + }, + { + "p": 0.02859601005911827, + "m": 1.0 + }, + { + "p": 0.03233460336923599, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2284538745880127, + "val_loss": 0.9015510082244873, + "acc": 67.49, + "time": 537.3005430090125, + "param": [ + { + "p": 0.05538981780409813, + "m": 1.0 + }, + { + "p": 0.04781307280063629, + "m": 1.0 + }, + { + "p": 0.05624819174408913, + "m": 1.0 + }, + { + "p": 0.054216064512729645, + "m": 1.0 + }, + { + "p": 0.04002923518419266, + "m": 1.0 + }, + { + "p": 0.05065884813666344, + "m": 1.0 + }, + { + "p": 0.05179803818464279, + "m": 1.0 + }, + { + "p": 0.0641765147447586, + "m": 1.0 + }, + { + "p": 0.052758026868104935, + "m": 1.0 + }, + { + "p": 0.06107748672366142, + "m": 1.0 + }, + { + "p": 0.07446164637804031, + "m": 1.0 + }, + { + "p": 0.05371306091547012, + "m": 1.0 + }, + { + "p": 0.06606396287679672, + "m": 1.0 + }, + { + "p": 0.05679730698466301, + "m": 1.0 + }, + { + "p": 0.05514087527990341, + "m": 1.0 + }, + { + "p": 0.054974060505628586, + "m": 1.0 + }, + { + "p": 0.052511025220155716, + "m": 1.0 + }, + { + "p": 0.05217274650931358, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2402687072753906, + "val_loss": 1.045093059539795, + "acc": 67.75, + "time": 534.6582866760436, + "param": [ + { + "p": 0.0560055635869503, + "m": 1.0 + }, + { + "p": 0.04535847529768944, + "m": 1.0 + }, + { + "p": 0.061348795890808105, + "m": 1.0 + }, + { + "p": 0.07517052441835403, + "m": 1.0 + }, + { + "p": 0.052652060985565186, + "m": 1.0 + }, + { + "p": 0.04951341077685356, + "m": 1.0 + }, + { + "p": 0.06515128165483475, + "m": 1.0 + }, + { + "p": 0.04058234021067619, + "m": 1.0 + }, + { + "p": 0.06922152638435364, + "m": 1.0 + }, + { + "p": 0.06666427850723267, + "m": 1.0 + }, + { + "p": 0.04206451401114464, + "m": 1.0 + }, + { + "p": 0.06927008181810379, + "m": 1.0 + }, + { + "p": 0.05346899479627609, + "m": 1.0 + }, + { + "p": 0.034877680242061615, + "m": 1.0 + }, + { + "p": 0.04598049074411392, + "m": 1.0 + }, + { + "p": 0.0662994384765625, + "m": 1.0 + }, + { + "p": 0.06050775200128555, + "m": 1.0 + }, + { + "p": 0.04586277902126312, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0992873907089233, + "val_loss": 0.8578792214393616, + "acc": 67.02, + "time": 535.6075141640031, + "param": [ + { + "p": 0.04596199467778206, + "m": 1.0 + }, + { + "p": 0.041982799768447876, + "m": 1.0 + }, + { + "p": 0.0794365182518959, + "m": 1.0 + }, + { + "p": 0.055527690798044205, + "m": 1.0 + }, + { + "p": 0.0448492057621479, + "m": 1.0 + }, + { + "p": 0.06339017301797867, + "m": 1.0 + }, + { + "p": 0.04452947527170181, + "m": 1.0 + }, + { + "p": 0.07040765881538391, + "m": 1.0 + }, + { + "p": 0.06845315545797348, + "m": 1.0 + }, + { + "p": 0.060124605894088745, + "m": 1.0 + }, + { + "p": 0.05556958541274071, + "m": 1.0 + }, + { + "p": 0.03539905697107315, + "m": 1.0 + }, + { + "p": 0.07888435572385788, + "m": 1.0 + }, + { + "p": 0.04802270978689194, + "m": 1.0 + }, + { + "p": 0.07175225764513016, + "m": 1.0 + }, + { + "p": 0.05707672983407974, + "m": 1.0 + }, + { + "p": 0.03899954631924629, + "m": 1.0 + }, + { + "p": 0.03963252156972885, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1910563707351685, + "val_loss": 0.839340329170227, + "acc": 67.52, + "time": 531.5190159259946, + "param": [ + { + "p": 0.05496184527873993, + "m": 1.0 + }, + { + "p": 0.03935810923576355, + "m": 1.0 + }, + { + "p": 0.07320567965507507, + "m": 1.0 + }, + { + "p": 0.04780277982354164, + "m": 1.0 + }, + { + "p": 0.06025378778576851, + "m": 1.0 + }, + { + "p": 0.04852936789393425, + "m": 1.0 + }, + { + "p": 0.06440571695566177, + "m": 1.0 + }, + { + "p": 0.05553478002548218, + "m": 1.0 + }, + { + "p": 0.07523932307958603, + "m": 1.0 + }, + { + "p": 0.05621400475502014, + "m": 1.0 + }, + { + "p": 0.06366101652383804, + "m": 1.0 + }, + { + "p": 0.05914152413606644, + "m": 1.0 + }, + { + "p": 0.064908467233181, + "m": 1.0 + }, + { + "p": 0.032450120896101, + "m": 1.0 + }, + { + "p": 0.06308139860630035, + "m": 1.0 + }, + { + "p": 0.054102301597595215, + "m": 1.0 + }, + { + "p": 0.04000921919941902, + "m": 1.0 + }, + { + "p": 0.04714054614305496, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.213574767112732, + "val_loss": 1.0087674856185913, + "acc": 68.01, + "time": 528.9075217729551, + "param": [ + { + "p": 0.07461314648389816, + "m": 1.0 + }, + { + "p": 0.022218355908989906, + "m": 1.0 + }, + { + "p": 0.07425735145807266, + "m": 1.0 + }, + { + "p": 0.059892479330301285, + "m": 1.0 + }, + { + "p": 0.04497465118765831, + "m": 1.0 + }, + { + "p": 0.027303650975227356, + "m": 1.0 + }, + { + "p": 0.03414992615580559, + "m": 1.0 + }, + { + "p": 0.06228888779878616, + "m": 1.0 + }, + { + "p": 0.07550210505723953, + "m": 1.0 + }, + { + "p": 0.059221770614385605, + "m": 1.0 + }, + { + "p": 0.0723189190030098, + "m": 1.0 + }, + { + "p": 0.06610975414514542, + "m": 1.0 + }, + { + "p": 0.0722302719950676, + "m": 1.0 + }, + { + "p": 0.044760480523109436, + "m": 1.0 + }, + { + "p": 0.06939829885959625, + "m": 1.0 + }, + { + "p": 0.055927395820617676, + "m": 1.0 + }, + { + "p": 0.05807166546583176, + "m": 1.0 + }, + { + "p": 0.026760824024677277, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.349735975265503, + "val_loss": 0.7753880620002747, + "acc": 68.46, + "time": 539.3380496070022, + "param": [ + { + "p": 0.07117555290460587, + "m": 1.0 + }, + { + "p": 0.011286690831184387, + "m": 1.0 + }, + { + "p": 0.06636437028646469, + "m": 1.0 + }, + { + "p": 0.036415569484233856, + "m": 1.0 + }, + { + "p": 0.034762900322675705, + "m": 1.0 + }, + { + "p": 0.04813511297106743, + "m": 1.0 + }, + { + "p": 0.04378773272037506, + "m": 1.0 + }, + { + "p": 0.07088221609592438, + "m": 1.0 + }, + { + "p": 0.06351960450410843, + "m": 1.0 + }, + { + "p": 0.0878070518374443, + "m": 1.0 + }, + { + "p": 0.03588837385177612, + "m": 1.0 + }, + { + "p": 0.07372032105922699, + "m": 1.0 + }, + { + "p": 0.07134483754634857, + "m": 1.0 + }, + { + "p": 0.06951981037855148, + "m": 1.0 + }, + { + "p": 0.058253683149814606, + "m": 1.0 + }, + { + "p": 0.06378407031297684, + "m": 1.0 + }, + { + "p": 0.05863489955663681, + "m": 1.0 + }, + { + "p": 0.034717146307229996, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.173298954963684, + "val_loss": 0.9371024370193481, + "acc": 68.15, + "time": 536.9135883699637, + "param": [ + { + "p": 0.0678260549902916, + "m": 1.0 + }, + { + "p": 0.06059499830007553, + "m": 1.0 + }, + { + "p": 0.06686706095933914, + "m": 1.0 + }, + { + "p": 0.07841618359088898, + "m": 1.0 + }, + { + "p": 0.057127695530653, + "m": 1.0 + }, + { + "p": 0.045183442533016205, + "m": 1.0 + }, + { + "p": 0.07473205775022507, + "m": 1.0 + }, + { + "p": 0.03459448739886284, + "m": 1.0 + }, + { + "p": 0.05014852434396744, + "m": 1.0 + }, + { + "p": 0.04918869957327843, + "m": 1.0 + }, + { + "p": 0.06347513198852539, + "m": 1.0 + }, + { + "p": 0.04279400035738945, + "m": 1.0 + }, + { + "p": 0.06443317979574203, + "m": 1.0 + }, + { + "p": 0.03862898424267769, + "m": 1.0 + }, + { + "p": 0.0556236207485199, + "m": 1.0 + }, + { + "p": 0.05009327456355095, + "m": 1.0 + }, + { + "p": 0.039438556879758835, + "m": 1.0 + }, + { + "p": 0.06083410978317261, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2545231580734253, + "val_loss": 0.9652563333511353, + "acc": 68.27, + "time": 534.3715727669769, + "param": [ + { + "p": 0.05214361846446991, + "m": 1.0 + }, + { + "p": 0.023141104727983475, + "m": 1.0 + }, + { + "p": 0.07134339958429337, + "m": 1.0 + }, + { + "p": 0.016386158764362335, + "m": 1.0 + }, + { + "p": 0.04152291640639305, + "m": 1.0 + }, + { + "p": 0.03908592462539673, + "m": 1.0 + }, + { + "p": 0.07619770616292953, + "m": 1.0 + }, + { + "p": 0.0563909150660038, + "m": 1.0 + }, + { + "p": 0.07565975934267044, + "m": 1.0 + }, + { + "p": 0.0614003948867321, + "m": 1.0 + }, + { + "p": 0.08113565295934677, + "m": 1.0 + }, + { + "p": 0.06815323978662491, + "m": 1.0 + }, + { + "p": 0.05657432600855827, + "m": 1.0 + }, + { + "p": 0.06335362046957016, + "m": 1.0 + }, + { + "p": 0.059641033411026, + "m": 1.0 + }, + { + "p": 0.06860692799091339, + "m": 1.0 + }, + { + "p": 0.03895333409309387, + "m": 1.0 + }, + { + "p": 0.05030994862318039, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3554763793945312, + "val_loss": 0.891539990901947, + "acc": 68.46, + "time": 534.0427792289993, + "param": [ + { + "p": 0.0605255551636219, + "m": 1.0 + }, + { + "p": 0.04283091053366661, + "m": 1.0 + }, + { + "p": 0.07473258674144745, + "m": 1.0 + }, + { + "p": 0.04186566174030304, + "m": 1.0 + }, + { + "p": 0.06014294922351837, + "m": 1.0 + }, + { + "p": 0.04978865385055542, + "m": 1.0 + }, + { + "p": 0.06898991763591766, + "m": 1.0 + }, + { + "p": 0.05180758610367775, + "m": 1.0 + }, + { + "p": 0.054107096046209335, + "m": 1.0 + }, + { + "p": 0.05270904675126076, + "m": 1.0 + }, + { + "p": 0.04831213131546974, + "m": 1.0 + }, + { + "p": 0.04008033126592636, + "m": 1.0 + }, + { + "p": 0.05857125297188759, + "m": 1.0 + }, + { + "p": 0.05957397073507309, + "m": 1.0 + }, + { + "p": 0.07143980264663696, + "m": 1.0 + }, + { + "p": 0.0683501735329628, + "m": 1.0 + }, + { + "p": 0.056505266577005386, + "m": 1.0 + }, + { + "p": 0.03966711834073067, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.124266505241394, + "val_loss": 0.8660937547683716, + "acc": 67.99, + "time": 538.5861002650345, + "param": [ + { + "p": 0.06813406199216843, + "m": 1.0 + }, + { + "p": 0.034033991396427155, + "m": 1.0 + }, + { + "p": 0.05888722836971283, + "m": 1.0 + }, + { + "p": 0.027662253007292747, + "m": 1.0 + }, + { + "p": 0.03776314854621887, + "m": 1.0 + }, + { + "p": 0.05459171161055565, + "m": 1.0 + }, + { + "p": 0.06926970928907394, + "m": 1.0 + }, + { + "p": 0.06303204596042633, + "m": 1.0 + }, + { + "p": 0.06373342126607895, + "m": 1.0 + }, + { + "p": 0.04327202960848808, + "m": 1.0 + }, + { + "p": 0.068992018699646, + "m": 1.0 + }, + { + "p": 0.0624152235686779, + "m": 1.0 + }, + { + "p": 0.05522960424423218, + "m": 1.0 + }, + { + "p": 0.06764402985572815, + "m": 1.0 + }, + { + "p": 0.052645161747932434, + "m": 1.0 + }, + { + "p": 0.07122001051902771, + "m": 1.0 + }, + { + "p": 0.04643286392092705, + "m": 1.0 + }, + { + "p": 0.05504143238067627, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1587251424789429, + "val_loss": 0.9962392449378967, + "acc": 68.47, + "time": 534.7905211969628, + "param": [ + { + "p": 0.055674754083156586, + "m": 1.0 + }, + { + "p": 0.05211223289370537, + "m": 1.0 + }, + { + "p": 0.0528205968439579, + "m": 1.0 + }, + { + "p": 0.044578954577445984, + "m": 1.0 + }, + { + "p": 0.03139333799481392, + "m": 1.0 + }, + { + "p": 0.046926114708185196, + "m": 1.0 + }, + { + "p": 0.05752057954668999, + "m": 1.0 + }, + { + "p": 0.04495653137564659, + "m": 1.0 + }, + { + "p": 0.07218858599662781, + "m": 1.0 + }, + { + "p": 0.05895744636654854, + "m": 1.0 + }, + { + "p": 0.05734120309352875, + "m": 1.0 + }, + { + "p": 0.08140713721513748, + "m": 1.0 + }, + { + "p": 0.05287814885377884, + "m": 1.0 + }, + { + "p": 0.05693132430315018, + "m": 1.0 + }, + { + "p": 0.06371846050024033, + "m": 1.0 + }, + { + "p": 0.0710047259926796, + "m": 1.0 + }, + { + "p": 0.051727816462516785, + "m": 1.0 + }, + { + "p": 0.04786207526922226, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2410579919815063, + "val_loss": 0.9859765768051147, + "acc": 67.81, + "time": 537.9234259810182, + "param": [ + { + "p": 0.0857706367969513, + "m": 1.0 + }, + { + "p": 0.04846157878637314, + "m": 1.0 + }, + { + "p": 0.048060592263936996, + "m": 1.0 + }, + { + "p": 0.056341297924518585, + "m": 1.0 + }, + { + "p": 0.015156622976064682, + "m": 1.0 + }, + { + "p": 0.04018663614988327, + "m": 1.0 + }, + { + "p": 0.08358664810657501, + "m": 1.0 + }, + { + "p": 0.04323951527476311, + "m": 1.0 + }, + { + "p": 0.04670915752649307, + "m": 1.0 + }, + { + "p": 0.06587624549865723, + "m": 1.0 + }, + { + "p": 0.06706743687391281, + "m": 1.0 + }, + { + "p": 0.06761647760868073, + "m": 1.0 + }, + { + "p": 0.05273193493485451, + "m": 1.0 + }, + { + "p": 0.04957685247063637, + "m": 1.0 + }, + { + "p": 0.058736156672239304, + "m": 1.0 + }, + { + "p": 0.05676056817173958, + "m": 1.0 + }, + { + "p": 0.051158033311367035, + "m": 1.0 + }, + { + "p": 0.06296354532241821, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4510849714279175, + "val_loss": 0.8575285077095032, + "acc": 68.93, + "time": 538.6876040829811, + "param": [ + { + "p": 0.07068174332380295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07066600024700165, + "m": 1.0 + }, + { + "p": 0.05608861520886421, + "m": 1.0 + }, + { + "p": 0.04043632745742798, + "m": 1.0 + }, + { + "p": 0.033653173595666885, + "m": 1.0 + }, + { + "p": 0.07193007320165634, + "m": 1.0 + }, + { + "p": 0.07739675045013428, + "m": 1.0 + }, + { + "p": 0.043904244899749756, + "m": 1.0 + }, + { + "p": 0.06635215133428574, + "m": 1.0 + }, + { + "p": 0.05513640120625496, + "m": 1.0 + }, + { + "p": 0.06818535178899765, + "m": 1.0 + }, + { + "p": 0.08061577379703522, + "m": 1.0 + }, + { + "p": 0.06347213685512543, + "m": 1.0 + }, + { + "p": 0.047579631209373474, + "m": 1.0 + }, + { + "p": 0.045673251152038574, + "m": 1.0 + }, + { + "p": 0.03708432614803314, + "m": 1.0 + }, + { + "p": 0.07114400714635849, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.068418025970459, + "val_loss": 0.8292942643165588, + "acc": 69.61, + "time": 531.4849526649923, + "param": [ + { + "p": 0.06463667750358582, + "m": 1.0 + }, + { + "p": 0.03846854716539383, + "m": 1.0 + }, + { + "p": 0.06315070390701294, + "m": 1.0 + }, + { + "p": 0.048712849617004395, + "m": 1.0 + }, + { + "p": 0.050225790590047836, + "m": 1.0 + }, + { + "p": 0.05168818682432175, + "m": 1.0 + }, + { + "p": 0.05997733399271965, + "m": 1.0 + }, + { + "p": 0.04708537459373474, + "m": 1.0 + }, + { + "p": 0.06310296803712845, + "m": 1.0 + }, + { + "p": 0.05832347646355629, + "m": 1.0 + }, + { + "p": 0.06306247413158417, + "m": 1.0 + }, + { + "p": 0.06382755935192108, + "m": 1.0 + }, + { + "p": 0.039586618542671204, + "m": 1.0 + }, + { + "p": 0.07000736147165298, + "m": 1.0 + }, + { + "p": 0.06965351849794388, + "m": 1.0 + }, + { + "p": 0.05885087698698044, + "m": 1.0 + }, + { + "p": 0.038310982286930084, + "m": 1.0 + }, + { + "p": 0.05132882297039032, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.0919550657272339, + "val_loss": 0.9449010491371155, + "acc": 68.85, + "time": 543.2099681010004, + "param": [ + { + "p": 0.07348539680242538, + "m": 1.0 + }, + { + "p": 0.03426892310380936, + "m": 1.0 + }, + { + "p": 0.07279079407453537, + "m": 1.0 + }, + { + "p": 0.018313389271497726, + "m": 1.0 + }, + { + "p": 0.03725423663854599, + "m": 1.0 + }, + { + "p": 0.057448357343673706, + "m": 1.0 + }, + { + "p": 0.037247613072395325, + "m": 1.0 + }, + { + "p": 0.05482180044054985, + "m": 1.0 + }, + { + "p": 0.06144162639975548, + "m": 1.0 + }, + { + "p": 0.06040357053279877, + "m": 1.0 + }, + { + "p": 0.07473768293857574, + "m": 1.0 + }, + { + "p": 0.09664736688137054, + "m": 1.0 + }, + { + "p": 0.05138275399804115, + "m": 1.0 + }, + { + "p": 0.0496424064040184, + "m": 1.0 + }, + { + "p": 0.044929828494787216, + "m": 1.0 + }, + { + "p": 0.07968855649232864, + "m": 1.0 + }, + { + "p": 0.03419240936636925, + "m": 1.0 + }, + { + "p": 0.06130330264568329, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2955152988433838, + "val_loss": 0.9413599371910095, + "acc": 69.73, + "time": 530.0540827179793, + "param": [ + { + "p": 0.06075556203722954, + "m": 1.0 + }, + { + "p": 0.026656314730644226, + "m": 1.0 + }, + { + "p": 0.058615583926439285, + "m": 1.0 + }, + { + "p": 0.02307288721203804, + "m": 1.0 + }, + { + "p": 0.062440164387226105, + "m": 1.0 + }, + { + "p": 0.05600987374782562, + "m": 1.0 + }, + { + "p": 0.0492115393280983, + "m": 1.0 + }, + { + "p": 0.053263191133737564, + "m": 1.0 + }, + { + "p": 0.06762422621250153, + "m": 1.0 + }, + { + "p": 0.06664841622114182, + "m": 1.0 + }, + { + "p": 0.05189885199069977, + "m": 1.0 + }, + { + "p": 0.04816330596804619, + "m": 1.0 + }, + { + "p": 0.07619188725948334, + "m": 1.0 + }, + { + "p": 0.03148921579122543, + "m": 1.0 + }, + { + "p": 0.07696251571178436, + "m": 1.0 + }, + { + "p": 0.07255392521619797, + "m": 1.0 + }, + { + "p": 0.06182471290230751, + "m": 1.0 + }, + { + "p": 0.05661771818995476, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.4768247604370117, + "val_loss": 0.891636848449707, + "acc": 68.9, + "time": 535.3526654940215, + "param": [ + { + "p": 0.0750957503914833, + "m": 1.0 + }, + { + "p": 0.05172945186495781, + "m": 1.0 + }, + { + "p": 0.07559451460838318, + "m": 1.0 + }, + { + "p": 0.030347155407071114, + "m": 1.0 + }, + { + "p": 0.02864770032465458, + "m": 1.0 + }, + { + "p": 0.04886699467897415, + "m": 1.0 + }, + { + "p": 0.06565745919942856, + "m": 1.0 + }, + { + "p": 0.04169655218720436, + "m": 1.0 + }, + { + "p": 0.07624627649784088, + "m": 1.0 + }, + { + "p": 0.061791714280843735, + "m": 1.0 + }, + { + "p": 0.07255895435810089, + "m": 1.0 + }, + { + "p": 0.06265520304441452, + "m": 1.0 + }, + { + "p": 0.058093518018722534, + "m": 1.0 + }, + { + "p": 0.050856199115514755, + "m": 1.0 + }, + { + "p": 0.0465996153652668, + "m": 1.0 + }, + { + "p": 0.06276538223028183, + "m": 1.0 + }, + { + "p": 0.050655901432037354, + "m": 1.0 + }, + { + "p": 0.04014165699481964, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2231178283691406, + "val_loss": 0.8461601138114929, + "acc": 68.49, + "time": 534.7095922080334, + "param": [ + { + "p": 0.08035433292388916, + "m": 1.0 + }, + { + "p": 0.02894207090139389, + "m": 1.0 + }, + { + "p": 0.08767342567443848, + "m": 1.0 + }, + { + "p": 0.058224212378263474, + "m": 1.0 + }, + { + "p": 0.028505949303507805, + "m": 1.0 + }, + { + "p": 0.02725677192211151, + "m": 1.0 + }, + { + "p": 0.06951756775379181, + "m": 1.0 + }, + { + "p": 0.03440862521529198, + "m": 1.0 + }, + { + "p": 0.06730831414461136, + "m": 1.0 + }, + { + "p": 0.06074288487434387, + "m": 1.0 + }, + { + "p": 0.06052149459719658, + "m": 1.0 + }, + { + "p": 0.04937705770134926, + "m": 1.0 + }, + { + "p": 0.09063360840082169, + "m": 1.0 + }, + { + "p": 0.035205595195293427, + "m": 1.0 + }, + { + "p": 0.08757651597261429, + "m": 1.0 + }, + { + "p": 0.05123577639460564, + "m": 1.0 + }, + { + "p": 0.0346280038356781, + "m": 1.0 + }, + { + "p": 0.04788776859641075, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2386711835861206, + "val_loss": 0.9183862209320068, + "acc": 68.55, + "time": 532.6333350000205, + "param": [ + { + "p": 0.07919599860906601, + "m": 1.0 + }, + { + "p": 0.052744846791028976, + "m": 1.0 + }, + { + "p": 0.059084851294755936, + "m": 1.0 + }, + { + "p": 0.06065639108419418, + "m": 1.0 + }, + { + "p": 0.03887944668531418, + "m": 1.0 + }, + { + "p": 0.0457100011408329, + "m": 1.0 + }, + { + "p": 0.05467464402318001, + "m": 1.0 + }, + { + "p": 0.06031515821814537, + "m": 1.0 + }, + { + "p": 0.05135814845561981, + "m": 1.0 + }, + { + "p": 0.06734446436166763, + "m": 1.0 + }, + { + "p": 0.05794934555888176, + "m": 1.0 + }, + { + "p": 0.07443010061979294, + "m": 1.0 + }, + { + "p": 0.07121937721967697, + "m": 1.0 + }, + { + "p": 0.02144446223974228, + "m": 1.0 + }, + { + "p": 0.06110197305679321, + "m": 1.0 + }, + { + "p": 0.04875287786126137, + "m": 1.0 + }, + { + "p": 0.045510273426771164, + "m": 1.0 + }, + { + "p": 0.04962771385908127, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2334554195404053, + "val_loss": 0.9645566940307617, + "acc": 69.81, + "time": 534.6066897879937, + "param": [ + { + "p": 0.07388331741094589, + "m": 1.0 + }, + { + "p": 0.028703050687909126, + "m": 1.0 + }, + { + "p": 0.05072581768035889, + "m": 1.0 + }, + { + "p": 0.04002698138356209, + "m": 1.0 + }, + { + "p": 0.05363718420267105, + "m": 1.0 + }, + { + "p": 0.04172448441386223, + "m": 1.0 + }, + { + "p": 0.07666078954935074, + "m": 1.0 + }, + { + "p": 0.03452420234680176, + "m": 1.0 + }, + { + "p": 0.051697757095098495, + "m": 1.0 + }, + { + "p": 0.06713497638702393, + "m": 1.0 + }, + { + "p": 0.049374084919691086, + "m": 1.0 + }, + { + "p": 0.08313662558794022, + "m": 1.0 + }, + { + "p": 0.0602591373026371, + "m": 1.0 + }, + { + "p": 0.09016770869493484, + "m": 1.0 + }, + { + "p": 0.04794096574187279, + "m": 1.0 + }, + { + "p": 0.060992587357759476, + "m": 1.0 + }, + { + "p": 0.05222562700510025, + "m": 1.0 + }, + { + "p": 0.03718463331460953, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1367257833480835, + "val_loss": 0.8156762719154358, + "acc": 69.87, + "time": 532.9433048059582, + "param": [ + { + "p": 0.06527258455753326, + "m": 1.0 + }, + { + "p": 0.055568404495716095, + "m": 1.0 + }, + { + "p": 0.056922342628240585, + "m": 1.0 + }, + { + "p": 0.05520796775817871, + "m": 1.0 + }, + { + "p": 0.03986283764243126, + "m": 1.0 + }, + { + "p": 0.052754927426576614, + "m": 1.0 + }, + { + "p": 0.08265455812215805, + "m": 1.0 + }, + { + "p": 0.03808500990271568, + "m": 1.0 + }, + { + "p": 0.07222935557365417, + "m": 1.0 + }, + { + "p": 0.03365654498338699, + "m": 1.0 + }, + { + "p": 0.07145741581916809, + "m": 1.0 + }, + { + "p": 0.05174988508224487, + "m": 1.0 + }, + { + "p": 0.05635998025536537, + "m": 1.0 + }, + { + "p": 0.040717143565416336, + "m": 1.0 + }, + { + "p": 0.04481456056237221, + "m": 1.0 + }, + { + "p": 0.06726312637329102, + "m": 1.0 + }, + { + "p": 0.0587322898209095, + "m": 1.0 + }, + { + "p": 0.05669102817773819, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2487154006958008, + "val_loss": 0.7915472984313965, + "acc": 69.56, + "time": 534.3681410480058, + "param": [ + { + "p": 0.06796958297491074, + "m": 1.0 + }, + { + "p": 0.03696940466761589, + "m": 1.0 + }, + { + "p": 0.057761307805776596, + "m": 1.0 + }, + { + "p": 0.05350854620337486, + "m": 1.0 + }, + { + "p": 0.05453193932771683, + "m": 1.0 + }, + { + "p": 0.0499245747923851, + "m": 1.0 + }, + { + "p": 0.052876438945531845, + "m": 1.0 + }, + { + "p": 0.05957064777612686, + "m": 1.0 + }, + { + "p": 0.07251207530498505, + "m": 1.0 + }, + { + "p": 0.0691833570599556, + "m": 1.0 + }, + { + "p": 0.06429982930421829, + "m": 1.0 + }, + { + "p": 0.06188467890024185, + "m": 1.0 + }, + { + "p": 0.039168089628219604, + "m": 1.0 + }, + { + "p": 0.050105832517147064, + "m": 1.0 + }, + { + "p": 0.04742157831788063, + "m": 1.0 + }, + { + "p": 0.06830672174692154, + "m": 1.0 + }, + { + "p": 0.05324258655309677, + "m": 1.0 + }, + { + "p": 0.040762919932603836, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2989184856414795, + "val_loss": 0.8805678486824036, + "acc": 68.09, + "time": 535.0863531560171, + "param": [ + { + "p": 0.07366585731506348, + "m": 1.0 + }, + { + "p": 0.0408630333840847, + "m": 1.0 + }, + { + "p": 0.07167407870292664, + "m": 1.0 + }, + { + "p": 0.028109021484851837, + "m": 1.0 + }, + { + "p": 0.06765482574701309, + "m": 1.0 + }, + { + "p": 0.04170409217476845, + "m": 1.0 + }, + { + "p": 0.07193777710199356, + "m": 1.0 + }, + { + "p": 0.07979618012905121, + "m": 1.0 + }, + { + "p": 0.04391459748148918, + "m": 1.0 + }, + { + "p": 0.050881486386060715, + "m": 1.0 + }, + { + "p": 0.05432380363345146, + "m": 1.0 + }, + { + "p": 0.053343113511800766, + "m": 1.0 + }, + { + "p": 0.04932880401611328, + "m": 1.0 + }, + { + "p": 0.05723979324102402, + "m": 1.0 + }, + { + "p": 0.054393090307712555, + "m": 1.0 + }, + { + "p": 0.06211446225643158, + "m": 1.0 + }, + { + "p": 0.04930074140429497, + "m": 1.0 + }, + { + "p": 0.049755338579416275, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3514055013656616, + "val_loss": 0.9836059808731079, + "acc": 70.06, + "time": 534.7422098899842, + "param": [ + { + "p": 0.06271030753850937, + "m": 1.0 + }, + { + "p": 0.044188667088747025, + "m": 1.0 + }, + { + "p": 0.06760380417108536, + "m": 1.0 + }, + { + "p": 0.054299477487802505, + "m": 1.0 + }, + { + "p": 0.05634979531168938, + "m": 1.0 + }, + { + "p": 0.0192852895706892, + "m": 1.0 + }, + { + "p": 0.057704053819179535, + "m": 1.0 + }, + { + "p": 0.07034483551979065, + "m": 1.0 + }, + { + "p": 0.07378103584051132, + "m": 1.0 + }, + { + "p": 0.06728058308362961, + "m": 1.0 + }, + { + "p": 0.056020140647888184, + "m": 1.0 + }, + { + "p": 0.07836712151765823, + "m": 1.0 + }, + { + "p": 0.06038129702210426, + "m": 1.0 + }, + { + "p": 0.049290239810943604, + "m": 1.0 + }, + { + "p": 0.05347913131117821, + "m": 1.0 + }, + { + "p": 0.05114665627479553, + "m": 1.0 + }, + { + "p": 0.050850484520196915, + "m": 1.0 + }, + { + "p": 0.026917073875665665, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2608681917190552, + "val_loss": 0.943355917930603, + "acc": 69.35, + "time": 538.9902085980284, + "param": [ + { + "p": 0.0564814992249012, + "m": 1.0 + }, + { + "p": 0.029662489891052246, + "m": 1.0 + }, + { + "p": 0.09524191170930862, + "m": 1.0 + }, + { + "p": 0.04387045279145241, + "m": 1.0 + }, + { + "p": 0.030929861590266228, + "m": 1.0 + }, + { + "p": 0.050736285746097565, + "m": 1.0 + }, + { + "p": 0.04537990689277649, + "m": 1.0 + }, + { + "p": 0.05023358762264252, + "m": 1.0 + }, + { + "p": 0.0362851545214653, + "m": 1.0 + }, + { + "p": 0.09036485105752945, + "m": 1.0 + }, + { + "p": 0.07268314063549042, + "m": 1.0 + }, + { + "p": 0.06706875562667847, + "m": 1.0 + }, + { + "p": 0.07440163940191269, + "m": 1.0 + }, + { + "p": 0.05545199289917946, + "m": 1.0 + }, + { + "p": 0.04294523969292641, + "m": 1.0 + }, + { + "p": 0.08688049763441086, + "m": 1.0 + }, + { + "p": 0.04520673304796219, + "m": 1.0 + }, + { + "p": 0.026175953447818756, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.540712833404541, + "val_loss": 0.8859007954597473, + "acc": 69.43, + "time": 532.3467170879594, + "param": [ + { + "p": 0.07278759777545929, + "m": 1.0 + }, + { + "p": 0.04682215675711632, + "m": 1.0 + }, + { + "p": 0.05968240275979042, + "m": 1.0 + }, + { + "p": 0.04226372763514519, + "m": 1.0 + }, + { + "p": 0.04565640166401863, + "m": 1.0 + }, + { + "p": 0.05982896313071251, + "m": 1.0 + }, + { + "p": 0.05947738140821457, + "m": 1.0 + }, + { + "p": 0.04767325520515442, + "m": 1.0 + }, + { + "p": 0.058120884001255035, + "m": 1.0 + }, + { + "p": 0.060171015560626984, + "m": 1.0 + }, + { + "p": 0.04755497723817825, + "m": 1.0 + }, + { + "p": 0.06603503227233887, + "m": 1.0 + }, + { + "p": 0.06161382421851158, + "m": 1.0 + }, + { + "p": 0.060279667377471924, + "m": 1.0 + }, + { + "p": 0.0810321792960167, + "m": 1.0 + }, + { + "p": 0.06160688400268555, + "m": 1.0 + }, + { + "p": 0.036953531205654144, + "m": 1.0 + }, + { + "p": 0.032440125942230225, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1537598371505737, + "val_loss": 0.9047262668609619, + "acc": 69.29, + "time": 532.5456891679787, + "param": [ + { + "p": 0.06154302880167961, + "m": 1.0 + }, + { + "p": 0.04843634366989136, + "m": 1.0 + }, + { + "p": 0.06381270289421082, + "m": 1.0 + }, + { + "p": 0.04053064063191414, + "m": 1.0 + }, + { + "p": 0.06556810438632965, + "m": 1.0 + }, + { + "p": 0.04217711463570595, + "m": 1.0 + }, + { + "p": 0.06052844971418381, + "m": 1.0 + }, + { + "p": 0.044692397117614746, + "m": 1.0 + }, + { + "p": 0.05947892367839813, + "m": 1.0 + }, + { + "p": 0.0684351921081543, + "m": 1.0 + }, + { + "p": 0.062327828258275986, + "m": 1.0 + }, + { + "p": 0.054777756333351135, + "m": 1.0 + }, + { + "p": 0.05415432155132294, + "m": 1.0 + }, + { + "p": 0.050215475261211395, + "m": 1.0 + }, + { + "p": 0.05620109289884567, + "m": 1.0 + }, + { + "p": 0.07500206679105759, + "m": 1.0 + }, + { + "p": 0.045315902680158615, + "m": 1.0 + }, + { + "p": 0.0468025840818882, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3677679300308228, + "val_loss": 0.92227703332901, + "acc": 70.21, + "time": 535.0480012170156, + "param": [ + { + "p": 0.06754875928163528, + "m": 1.0 + }, + { + "p": 0.05844273045659065, + "m": 1.0 + }, + { + "p": 0.055563755333423615, + "m": 1.0 + }, + { + "p": 0.04703456535935402, + "m": 1.0 + }, + { + "p": 0.041934311389923096, + "m": 1.0 + }, + { + "p": 0.03867365047335625, + "m": 1.0 + }, + { + "p": 0.062522292137146, + "m": 1.0 + }, + { + "p": 0.0607394203543663, + "m": 1.0 + }, + { + "p": 0.06390725821256638, + "m": 1.0 + }, + { + "p": 0.07789412885904312, + "m": 1.0 + }, + { + "p": 0.049622323364019394, + "m": 1.0 + }, + { + "p": 0.05355919897556305, + "m": 1.0 + }, + { + "p": 0.05394292250275612, + "m": 1.0 + }, + { + "p": 0.04145655781030655, + "m": 1.0 + }, + { + "p": 0.06720221042633057, + "m": 1.0 + }, + { + "p": 0.07785681635141373, + "m": 1.0 + }, + { + "p": 0.04882623627781868, + "m": 1.0 + }, + { + "p": 0.03327282518148422, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2402632236480713, + "val_loss": 0.9053124785423279, + "acc": 68.19, + "time": 534.5973979140399, + "param": [ + { + "p": 0.07354259490966797, + "m": 1.0 + }, + { + "p": 0.04010500758886337, + "m": 1.0 + }, + { + "p": 0.06322545558214188, + "m": 1.0 + }, + { + "p": 0.06472808867692947, + "m": 1.0 + }, + { + "p": 0.022947072982788086, + "m": 1.0 + }, + { + "p": 0.06309673190116882, + "m": 1.0 + }, + { + "p": 0.06816139817237854, + "m": 1.0 + }, + { + "p": 0.04036712273955345, + "m": 1.0 + }, + { + "p": 0.06956718862056732, + "m": 1.0 + }, + { + "p": 0.05311255156993866, + "m": 1.0 + }, + { + "p": 0.06480994820594788, + "m": 1.0 + }, + { + "p": 0.06877785176038742, + "m": 1.0 + }, + { + "p": 0.06241719424724579, + "m": 1.0 + }, + { + "p": 0.0339309461414814, + "m": 1.0 + }, + { + "p": 0.058603785932064056, + "m": 1.0 + }, + { + "p": 0.06766814738512039, + "m": 1.0 + }, + { + "p": 0.04150691255927086, + "m": 1.0 + }, + { + "p": 0.04343200847506523, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2183924913406372, + "val_loss": 0.8105664253234863, + "acc": 70.6, + "time": 538.4854461220093, + "param": [ + { + "p": 0.06287170946598053, + "m": 1.0 + }, + { + "p": 0.03685947135090828, + "m": 1.0 + }, + { + "p": 0.06595799326896667, + "m": 1.0 + }, + { + "p": 0.0394388809800148, + "m": 1.0 + }, + { + "p": 0.02784145623445511, + "m": 1.0 + }, + { + "p": 0.06020378693938255, + "m": 1.0 + }, + { + "p": 0.06267166137695312, + "m": 1.0 + }, + { + "p": 0.08096623420715332, + "m": 1.0 + }, + { + "p": 0.07177020609378815, + "m": 1.0 + }, + { + "p": 0.045353278517723083, + "m": 1.0 + }, + { + "p": 0.07080310583114624, + "m": 1.0 + }, + { + "p": 0.040856052190065384, + "m": 1.0 + }, + { + "p": 0.05614709481596947, + "m": 1.0 + }, + { + "p": 0.05431772395968437, + "m": 1.0 + }, + { + "p": 0.0644993707537651, + "m": 1.0 + }, + { + "p": 0.07268340140581131, + "m": 1.0 + }, + { + "p": 0.05434446036815643, + "m": 1.0 + }, + { + "p": 0.03241419419646263, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.261702060699463, + "val_loss": 0.8914603590965271, + "acc": 69.81, + "time": 528.3998033570242, + "param": [ + { + "p": 0.07065906375646591, + "m": 1.0 + }, + { + "p": 0.05663955584168434, + "m": 1.0 + }, + { + "p": 0.05088992789387703, + "m": 1.0 + }, + { + "p": 0.04380692169070244, + "m": 1.0 + }, + { + "p": 0.05504601448774338, + "m": 1.0 + }, + { + "p": 0.056547679007053375, + "m": 1.0 + }, + { + "p": 0.06434722244739532, + "m": 1.0 + }, + { + "p": 0.0625929906964302, + "m": 1.0 + }, + { + "p": 0.04740910232067108, + "m": 1.0 + }, + { + "p": 0.04770853742957115, + "m": 1.0 + }, + { + "p": 0.05874131619930267, + "m": 1.0 + }, + { + "p": 0.0801781713962555, + "m": 1.0 + }, + { + "p": 0.052847325801849365, + "m": 1.0 + }, + { + "p": 0.03583293408155441, + "m": 1.0 + }, + { + "p": 0.04904458671808243, + "m": 1.0 + }, + { + "p": 0.04711831733584404, + "m": 1.0 + }, + { + "p": 0.06543730944395065, + "m": 1.0 + }, + { + "p": 0.05515308678150177, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3788213729858398, + "val_loss": 0.8319321274757385, + "acc": 70.54, + "time": 531.9628463929985, + "param": [ + { + "p": 0.05080939084291458, + "m": 1.0 + }, + { + "p": 0.02610604465007782, + "m": 1.0 + }, + { + "p": 0.07748392224311829, + "m": 1.0 + }, + { + "p": 0.04704916477203369, + "m": 1.0 + }, + { + "p": 0.05755778029561043, + "m": 1.0 + }, + { + "p": 0.047844357788562775, + "m": 1.0 + }, + { + "p": 0.06156162545084953, + "m": 1.0 + }, + { + "p": 0.07209017127752304, + "m": 1.0 + }, + { + "p": 0.046187832951545715, + "m": 1.0 + }, + { + "p": 0.049276407808065414, + "m": 1.0 + }, + { + "p": 0.04914042353630066, + "m": 1.0 + }, + { + "p": 0.07224459946155548, + "m": 1.0 + }, + { + "p": 0.06782897561788559, + "m": 1.0 + }, + { + "p": 0.05792493745684624, + "m": 1.0 + }, + { + "p": 0.07158573716878891, + "m": 1.0 + }, + { + "p": 0.06765761971473694, + "m": 1.0 + }, + { + "p": 0.041474275290966034, + "m": 1.0 + }, + { + "p": 0.036176685243844986, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.398364543914795, + "val_loss": 0.8405988216400146, + "acc": 70.07, + "time": 455.91072994901333, + "param": [ + { + "p": 0.052473362535238266, + "m": 1.0 + }, + { + "p": 0.04417476803064346, + "m": 1.0 + }, + { + "p": 0.07346778362989426, + "m": 1.0 + }, + { + "p": 0.003102823393419385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08004660904407501, + "m": 1.0 + }, + { + "p": 0.0698314681649208, + "m": 1.0 + }, + { + "p": 0.04658588394522667, + "m": 1.0 + }, + { + "p": 0.056206002831459045, + "m": 1.0 + }, + { + "p": 0.06543070077896118, + "m": 1.0 + }, + { + "p": 0.050894249230623245, + "m": 1.0 + }, + { + "p": 0.07148025929927826, + "m": 1.0 + }, + { + "p": 0.04940025508403778, + "m": 1.0 + }, + { + "p": 0.08171006292104721, + "m": 1.0 + }, + { + "p": 0.05278399959206581, + "m": 1.0 + }, + { + "p": 0.08856254816055298, + "m": 1.0 + }, + { + "p": 0.06731614470481873, + "m": 1.0 + }, + { + "p": 0.04653308540582657, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3166756629943848, + "val_loss": 0.9232209324836731, + "acc": 71.0, + "time": 221.00466911296826, + "param": [ + { + "p": 0.055698588490486145, + "m": 1.0 + }, + { + "p": 0.03441297262907028, + "m": 1.0 + }, + { + "p": 0.07300585508346558, + "m": 1.0 + }, + { + "p": 0.046383824199438095, + "m": 1.0 + }, + { + "p": 0.03408290818333626, + "m": 1.0 + }, + { + "p": 0.04135269671678543, + "m": 1.0 + }, + { + "p": 0.06532075256109238, + "m": 1.0 + }, + { + "p": 0.0537741556763649, + "m": 1.0 + }, + { + "p": 0.05573073402047157, + "m": 1.0 + }, + { + "p": 0.05194278806447983, + "m": 1.0 + }, + { + "p": 0.034812308847904205, + "m": 1.0 + }, + { + "p": 0.07538355886936188, + "m": 1.0 + }, + { + "p": 0.05360917001962662, + "m": 1.0 + }, + { + "p": 0.07131525874137878, + "m": 1.0 + }, + { + "p": 0.05608769878745079, + "m": 1.0 + }, + { + "p": 0.09379648417234421, + "m": 1.0 + }, + { + "p": 0.0454716831445694, + "m": 1.0 + }, + { + "p": 0.05781859904527664, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1681437492370605, + "val_loss": 0.9155958890914917, + "acc": 69.82, + "time": 323.1789383929572, + "param": [ + { + "p": 0.0689152255654335, + "m": 1.0 + }, + { + "p": 0.0400366336107254, + "m": 1.0 + }, + { + "p": 0.052408479154109955, + "m": 1.0 + }, + { + "p": 0.044046249240636826, + "m": 1.0 + }, + { + "p": 0.03123171627521515, + "m": 1.0 + }, + { + "p": 0.058601927012205124, + "m": 1.0 + }, + { + "p": 0.06157844141125679, + "m": 1.0 + }, + { + "p": 0.062168676406145096, + "m": 1.0 + }, + { + "p": 0.05472677946090698, + "m": 1.0 + }, + { + "p": 0.06112811341881752, + "m": 1.0 + }, + { + "p": 0.06364942342042923, + "m": 1.0 + }, + { + "p": 0.059756387025117874, + "m": 1.0 + }, + { + "p": 0.054437872022390366, + "m": 1.0 + }, + { + "p": 0.04597388952970505, + "m": 1.0 + }, + { + "p": 0.06796865910291672, + "m": 1.0 + }, + { + "p": 0.07072768360376358, + "m": 1.0 + }, + { + "p": 0.04129055514931679, + "m": 1.0 + }, + { + "p": 0.061353374272584915, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1426275968551636, + "val_loss": 0.8097092509269714, + "acc": 70.48, + "time": 534.7554448150331, + "param": [ + { + "p": 0.07167181372642517, + "m": 1.0 + }, + { + "p": 0.033168088644742966, + "m": 1.0 + }, + { + "p": 0.06451141089200974, + "m": 1.0 + }, + { + "p": 0.04943525046110153, + "m": 1.0 + }, + { + "p": 0.05987975746393204, + "m": 1.0 + }, + { + "p": 0.03952285647392273, + "m": 1.0 + }, + { + "p": 0.062285564839839935, + "m": 1.0 + }, + { + "p": 0.04733002185821533, + "m": 1.0 + }, + { + "p": 0.07398827373981476, + "m": 1.0 + }, + { + "p": 0.08113405853509903, + "m": 1.0 + }, + { + "p": 0.07350926846265793, + "m": 1.0 + }, + { + "p": 0.04493565857410431, + "m": 1.0 + }, + { + "p": 0.06089652702212334, + "m": 1.0 + }, + { + "p": 0.05761508643627167, + "m": 1.0 + }, + { + "p": 0.07877817004919052, + "m": 1.0 + }, + { + "p": 0.06187538802623749, + "m": 1.0 + }, + { + "p": 0.006124251987785101, + "m": 1.0 + }, + { + "p": 0.033338624984025955, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.334220290184021, + "val_loss": 0.9460650682449341, + "acc": 70.96, + "time": 529.7071571620181, + "param": [ + { + "p": 0.05331447720527649, + "m": 1.0 + }, + { + "p": 0.05012690648436546, + "m": 1.0 + }, + { + "p": 0.05672462657094002, + "m": 1.0 + }, + { + "p": 0.09482625126838684, + "m": 1.0 + }, + { + "p": 0.041375260800123215, + "m": 1.0 + }, + { + "p": 0.0302499458193779, + "m": 1.0 + }, + { + "p": 0.0338076651096344, + "m": 1.0 + }, + { + "p": 0.034827254712581635, + "m": 1.0 + }, + { + "p": 0.06807038187980652, + "m": 1.0 + }, + { + "p": 0.0527598075568676, + "m": 1.0 + }, + { + "p": 0.07291088253259659, + "m": 1.0 + }, + { + "p": 0.09247349202632904, + "m": 1.0 + }, + { + "p": 0.06305403262376785, + "m": 1.0 + }, + { + "p": 0.05251556634902954, + "m": 1.0 + }, + { + "p": 0.054171811789274216, + "m": 1.0 + }, + { + "p": 0.03873194009065628, + "m": 1.0 + }, + { + "p": 0.05909140035510063, + "m": 1.0 + }, + { + "p": 0.050968244671821594, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0337668657302856, + "val_loss": 0.8832212090492249, + "acc": 71.07, + "time": 536.1358293929952, + "param": [ + { + "p": 0.0653967559337616, + "m": 1.0 + }, + { + "p": 0.02516045607626438, + "m": 1.0 + }, + { + "p": 0.053419116884469986, + "m": 1.0 + }, + { + "p": 0.038987092673778534, + "m": 1.0 + }, + { + "p": 0.026399893686175346, + "m": 1.0 + }, + { + "p": 0.05742162466049194, + "m": 1.0 + }, + { + "p": 0.057559866458177567, + "m": 1.0 + }, + { + "p": 0.07640601694583893, + "m": 1.0 + }, + { + "p": 0.07242826372385025, + "m": 1.0 + }, + { + "p": 0.06966123729944229, + "m": 1.0 + }, + { + "p": 0.06963129341602325, + "m": 1.0 + }, + { + "p": 0.06537725031375885, + "m": 1.0 + }, + { + "p": 0.050803713500499725, + "m": 1.0 + }, + { + "p": 0.04498475417494774, + "m": 1.0 + }, + { + "p": 0.06008008494973183, + "m": 1.0 + }, + { + "p": 0.06116989627480507, + "m": 1.0 + }, + { + "p": 0.0637405663728714, + "m": 1.0 + }, + { + "p": 0.041371963918209076, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0053833723068237, + "val_loss": 0.8689590692520142, + "acc": 70.7, + "time": 536.1635386859998, + "param": [ + { + "p": 0.07026472687721252, + "m": 1.0 + }, + { + "p": 0.011574867181479931, + "m": 1.0 + }, + { + "p": 0.06756674498319626, + "m": 1.0 + }, + { + "p": 0.043163374066352844, + "m": 1.0 + }, + { + "p": 0.03324117511510849, + "m": 1.0 + }, + { + "p": 0.05728822574019432, + "m": 1.0 + }, + { + "p": 0.06032859906554222, + "m": 1.0 + }, + { + "p": 0.09266677498817444, + "m": 1.0 + }, + { + "p": 0.07097160816192627, + "m": 1.0 + }, + { + "p": 0.050969939678907394, + "m": 1.0 + }, + { + "p": 0.06161640211939812, + "m": 1.0 + }, + { + "p": 0.08427788317203522, + "m": 1.0 + }, + { + "p": 0.06787342578172684, + "m": 1.0 + }, + { + "p": 0.061695635318756104, + "m": 1.0 + }, + { + "p": 0.028077593073248863, + "m": 1.0 + }, + { + "p": 0.05905168876051903, + "m": 1.0 + }, + { + "p": 0.03572114557027817, + "m": 1.0 + }, + { + "p": 0.04365019500255585, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.271880030632019, + "val_loss": 0.8202223777770996, + "acc": 70.6, + "time": 534.4806208829978, + "param": [ + { + "p": 0.07840687781572342, + "m": 1.0 + }, + { + "p": 0.01627155765891075, + "m": 1.0 + }, + { + "p": 0.08029839396476746, + "m": 1.0 + }, + { + "p": 0.04072153940796852, + "m": 1.0 + }, + { + "p": 0.02734270691871643, + "m": 1.0 + }, + { + "p": 0.0556616447865963, + "m": 1.0 + }, + { + "p": 0.07502546906471252, + "m": 1.0 + }, + { + "p": 0.07290206104516983, + "m": 1.0 + }, + { + "p": 0.04545563459396362, + "m": 1.0 + }, + { + "p": 0.062417153269052505, + "m": 1.0 + }, + { + "p": 0.07516154646873474, + "m": 1.0 + }, + { + "p": 0.07503357529640198, + "m": 1.0 + }, + { + "p": 0.0594145767390728, + "m": 1.0 + }, + { + "p": 0.024833206087350845, + "m": 1.0 + }, + { + "p": 0.06180203706026077, + "m": 1.0 + }, + { + "p": 0.05782312527298927, + "m": 1.0 + }, + { + "p": 0.036124587059020996, + "m": 1.0 + }, + { + "p": 0.055304303765296936, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.301477074623108, + "val_loss": 0.8224492073059082, + "acc": 70.11, + "time": 535.5176704850164, + "param": [ + { + "p": 0.08132108300924301, + "m": 1.0 + }, + { + "p": 0.036796510219573975, + "m": 1.0 + }, + { + "p": 0.05889496952295303, + "m": 1.0 + }, + { + "p": 0.052131932228803635, + "m": 1.0 + }, + { + "p": 0.047697022557258606, + "m": 1.0 + }, + { + "p": 0.04775416478514671, + "m": 1.0 + }, + { + "p": 0.05673208460211754, + "m": 1.0 + }, + { + "p": 0.0373959019780159, + "m": 1.0 + }, + { + "p": 0.06074410304427147, + "m": 1.0 + }, + { + "p": 0.052339836955070496, + "m": 1.0 + }, + { + "p": 0.04467085003852844, + "m": 1.0 + }, + { + "p": 0.05195410177111626, + "m": 1.0 + }, + { + "p": 0.0835849940776825, + "m": 1.0 + }, + { + "p": 0.06708703190088272, + "m": 1.0 + }, + { + "p": 0.07001063227653503, + "m": 1.0 + }, + { + "p": 0.06378521770238876, + "m": 1.0 + }, + { + "p": 0.034022826701402664, + "m": 1.0 + }, + { + "p": 0.05307672545313835, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.3538657426834106, + "val_loss": 0.8761491179466248, + "acc": 70.25, + "time": 536.2457502289908, + "param": [ + { + "p": 0.06168006360530853, + "m": 1.0 + }, + { + "p": 0.028949812054634094, + "m": 1.0 + }, + { + "p": 0.07446301728487015, + "m": 1.0 + }, + { + "p": 0.0692892074584961, + "m": 1.0 + }, + { + "p": 0.06389295309782028, + "m": 1.0 + }, + { + "p": 0.04844038933515549, + "m": 1.0 + }, + { + "p": 0.07215119898319244, + "m": 1.0 + }, + { + "p": 0.030147969722747803, + "m": 1.0 + }, + { + "p": 0.03819373622536659, + "m": 1.0 + }, + { + "p": 0.058815352618694305, + "m": 1.0 + }, + { + "p": 0.06332796812057495, + "m": 1.0 + }, + { + "p": 0.07277967780828476, + "m": 1.0 + }, + { + "p": 0.045573584735393524, + "m": 1.0 + }, + { + "p": 0.010745094157755375, + "m": 1.0 + }, + { + "p": 0.05414435267448425, + "m": 1.0 + }, + { + "p": 0.08300060033798218, + "m": 1.0 + }, + { + "p": 0.054445780813694, + "m": 1.0 + }, + { + "p": 0.06995910406112671, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.291060209274292, + "val_loss": 0.7790177464485168, + "acc": 70.72, + "time": 540.5080128310365, + "param": [ + { + "p": 0.056250929832458496, + "m": 1.0 + }, + { + "p": 0.04575343057513237, + "m": 1.0 + }, + { + "p": 0.06343447417020798, + "m": 1.0 + }, + { + "p": 0.066903255879879, + "m": 1.0 + }, + { + "p": 0.05274029076099396, + "m": 1.0 + }, + { + "p": 0.07267484068870544, + "m": 1.0 + }, + { + "p": 0.05092675983905792, + "m": 1.0 + }, + { + "p": 0.05314665287733078, + "m": 1.0 + }, + { + "p": 0.07047919183969498, + "m": 1.0 + }, + { + "p": 0.05109522491693497, + "m": 1.0 + }, + { + "p": 0.05256139859557152, + "m": 1.0 + }, + { + "p": 0.04156101867556572, + "m": 1.0 + }, + { + "p": 0.06413518637418747, + "m": 1.0 + }, + { + "p": 0.04737085849046707, + "m": 1.0 + }, + { + "p": 0.06043975427746773, + "m": 1.0 + }, + { + "p": 0.05246848613023758, + "m": 1.0 + }, + { + "p": 0.04418018087744713, + "m": 1.0 + }, + { + "p": 0.05387809872627258, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2119345664978027, + "val_loss": 0.9213889837265015, + "acc": 70.61, + "time": 534.1278998700436, + "param": [ + { + "p": 0.05457228794693947, + "m": 1.0 + }, + { + "p": 0.03566808998584747, + "m": 1.0 + }, + { + "p": 0.06670533120632172, + "m": 1.0 + }, + { + "p": 0.02425241842865944, + "m": 1.0 + }, + { + "p": 0.0633971095085144, + "m": 1.0 + }, + { + "p": 0.05510469153523445, + "m": 1.0 + }, + { + "p": 0.07636696845293045, + "m": 1.0 + }, + { + "p": 0.0496840737760067, + "m": 1.0 + }, + { + "p": 0.05254537984728813, + "m": 1.0 + }, + { + "p": 0.06585328280925751, + "m": 1.0 + }, + { + "p": 0.06487566232681274, + "m": 1.0 + }, + { + "p": 0.04051823541522026, + "m": 1.0 + }, + { + "p": 0.09025449305772781, + "m": 1.0 + }, + { + "p": 0.056538261473178864, + "m": 1.0 + }, + { + "p": 0.05056645721197128, + "m": 1.0 + }, + { + "p": 0.055499058216810226, + "m": 1.0 + }, + { + "p": 0.0687313973903656, + "m": 1.0 + }, + { + "p": 0.02886669896543026, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.3093862533569336, + "val_loss": 0.8213852643966675, + "acc": 70.76, + "time": 540.3925032339757, + "param": [ + { + "p": 0.06898253411054611, + "m": 1.0 + }, + { + "p": 0.041836194694042206, + "m": 1.0 + }, + { + "p": 0.04310569912195206, + "m": 1.0 + }, + { + "p": 0.05833388492465019, + "m": 1.0 + }, + { + "p": 0.05774388834834099, + "m": 1.0 + }, + { + "p": 0.054431021213531494, + "m": 1.0 + }, + { + "p": 0.049982815980911255, + "m": 1.0 + }, + { + "p": 0.047446127980947495, + "m": 1.0 + }, + { + "p": 0.04466261342167854, + "m": 1.0 + }, + { + "p": 0.06426002830266953, + "m": 1.0 + }, + { + "p": 0.046544983983039856, + "m": 1.0 + }, + { + "p": 0.0651327446103096, + "m": 1.0 + }, + { + "p": 0.06630763411521912, + "m": 1.0 + }, + { + "p": 0.05885438621044159, + "m": 1.0 + }, + { + "p": 0.05895553529262543, + "m": 1.0 + }, + { + "p": 0.07789508253335953, + "m": 1.0 + }, + { + "p": 0.04979774355888367, + "m": 1.0 + }, + { + "p": 0.04572705179452896, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.155084490776062, + "val_loss": 0.9281036257743835, + "acc": 71.46, + "time": 537.4600940780365, + "param": [ + { + "p": 0.08531516045331955, + "m": 1.0 + }, + { + "p": 0.018230779096484184, + "m": 1.0 + }, + { + "p": 0.056215666234493256, + "m": 1.0 + }, + { + "p": 0.03605392947793007, + "m": 1.0 + }, + { + "p": 0.059857651591300964, + "m": 1.0 + }, + { + "p": 0.0255422443151474, + "m": 1.0 + }, + { + "p": 0.05828087031841278, + "m": 1.0 + }, + { + "p": 0.05500038340687752, + "m": 1.0 + }, + { + "p": 0.10396686941385269, + "m": 1.0 + }, + { + "p": 0.08314786106348038, + "m": 1.0 + }, + { + "p": 0.028600849211215973, + "m": 1.0 + }, + { + "p": 0.05061182752251625, + "m": 1.0 + }, + { + "p": 0.05795306712388992, + "m": 1.0 + }, + { + "p": 0.04413266479969025, + "m": 1.0 + }, + { + "p": 0.04657767713069916, + "m": 1.0 + }, + { + "p": 0.06268557161092758, + "m": 1.0 + }, + { + "p": 0.07342422753572464, + "m": 1.0 + }, + { + "p": 0.0544026754796505, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2213233709335327, + "val_loss": 0.8732278347015381, + "acc": 70.01, + "time": 527.5837007929804, + "param": [ + { + "p": 0.04806036129593849, + "m": 1.0 + }, + { + "p": 0.07258234918117523, + "m": 1.0 + }, + { + "p": 0.05261373892426491, + "m": 1.0 + }, + { + "p": 0.034189846366643906, + "m": 1.0 + }, + { + "p": 0.04997830465435982, + "m": 1.0 + }, + { + "p": 0.06196540966629982, + "m": 1.0 + }, + { + "p": 0.07126786559820175, + "m": 1.0 + }, + { + "p": 0.027855053544044495, + "m": 1.0 + }, + { + "p": 0.05817975103855133, + "m": 1.0 + }, + { + "p": 0.05030591040849686, + "m": 1.0 + }, + { + "p": 0.05648599565029144, + "m": 1.0 + }, + { + "p": 0.053581662476062775, + "m": 1.0 + }, + { + "p": 0.06603536754846573, + "m": 1.0 + }, + { + "p": 0.052054062485694885, + "m": 1.0 + }, + { + "p": 0.08437003195285797, + "m": 1.0 + }, + { + "p": 0.0652511939406395, + "m": 1.0 + }, + { + "p": 0.05359192192554474, + "m": 1.0 + }, + { + "p": 0.04163121432065964, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1498104333877563, + "val_loss": 0.9730345606803894, + "acc": 69.7, + "time": 534.1068198859575, + "param": [ + { + "p": 0.07247883081436157, + "m": 1.0 + }, + { + "p": 0.038548216223716736, + "m": 1.0 + }, + { + "p": 0.06334943324327469, + "m": 1.0 + }, + { + "p": 0.05119173973798752, + "m": 1.0 + }, + { + "p": 0.054351117461919785, + "m": 1.0 + }, + { + "p": 0.059417687356472015, + "m": 1.0 + }, + { + "p": 0.06514355540275574, + "m": 1.0 + }, + { + "p": 0.056759096682071686, + "m": 1.0 + }, + { + "p": 0.05070630460977554, + "m": 1.0 + }, + { + "p": 0.0827835351228714, + "m": 1.0 + }, + { + "p": 0.06707913428544998, + "m": 1.0 + }, + { + "p": 0.052922241389751434, + "m": 1.0 + }, + { + "p": 0.06840532273054123, + "m": 1.0 + }, + { + "p": 0.06808500736951828, + "m": 1.0 + }, + { + "p": 0.0374174602329731, + "m": 1.0 + }, + { + "p": 0.0483221672475338, + "m": 1.0 + }, + { + "p": 0.03366104140877724, + "m": 1.0 + }, + { + "p": 0.029378272593021393, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.2909177541732788, + "val_loss": 0.9160986542701721, + "acc": 71.54, + "time": 536.9695093230112, + "param": [ + { + "p": 0.06638427823781967, + "m": 1.0 + }, + { + "p": 0.05182230472564697, + "m": 1.0 + }, + { + "p": 0.06907183676958084, + "m": 1.0 + }, + { + "p": 0.05692591890692711, + "m": 1.0 + }, + { + "p": 0.03440325707197189, + "m": 1.0 + }, + { + "p": 0.06113618612289429, + "m": 1.0 + }, + { + "p": 0.060409024357795715, + "m": 1.0 + }, + { + "p": 0.06671223789453506, + "m": 1.0 + }, + { + "p": 0.05691450089216232, + "m": 1.0 + }, + { + "p": 0.047522712498903275, + "m": 1.0 + }, + { + "p": 0.051083941012620926, + "m": 1.0 + }, + { + "p": 0.052169740200042725, + "m": 1.0 + }, + { + "p": 0.04287920519709587, + "m": 1.0 + }, + { + "p": 0.04636962711811066, + "m": 1.0 + }, + { + "p": 0.0708262026309967, + "m": 1.0 + }, + { + "p": 0.06237921491265297, + "m": 1.0 + }, + { + "p": 0.049549855291843414, + "m": 1.0 + }, + { + "p": 0.05343995615839958, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1334089040756226, + "val_loss": 0.9169676899909973, + "acc": 71.49, + "time": 535.1529354960076, + "param": [ + { + "p": 0.06839607656002045, + "m": 1.0 + }, + { + "p": 0.03906518220901489, + "m": 1.0 + }, + { + "p": 0.0734914094209671, + "m": 1.0 + }, + { + "p": 0.06812863796949387, + "m": 1.0 + }, + { + "p": 0.04877522587776184, + "m": 1.0 + }, + { + "p": 0.03516922891139984, + "m": 1.0 + }, + { + "p": 0.05869950354099274, + "m": 1.0 + }, + { + "p": 0.061723291873931885, + "m": 1.0 + }, + { + "p": 0.05135175958275795, + "m": 1.0 + }, + { + "p": 0.054225414991378784, + "m": 1.0 + }, + { + "p": 0.04135334491729736, + "m": 1.0 + }, + { + "p": 0.06874871253967285, + "m": 1.0 + }, + { + "p": 0.054480623453855515, + "m": 1.0 + }, + { + "p": 0.07303140312433243, + "m": 1.0 + }, + { + "p": 0.04540247097611427, + "m": 1.0 + }, + { + "p": 0.06794029474258423, + "m": 1.0 + }, + { + "p": 0.05568526312708855, + "m": 1.0 + }, + { + "p": 0.03433211147785187, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1930036544799805, + "val_loss": 0.7583999633789062, + "acc": 70.86, + "time": 538.8139307409874, + "param": [ + { + "p": 0.05636643245816231, + "m": 1.0 + }, + { + "p": 0.03840893879532814, + "m": 1.0 + }, + { + "p": 0.03808434307575226, + "m": 1.0 + }, + { + "p": 0.05310124158859253, + "m": 1.0 + }, + { + "p": 0.06869635730981827, + "m": 1.0 + }, + { + "p": 0.043179839849472046, + "m": 1.0 + }, + { + "p": 0.06723492592573166, + "m": 1.0 + }, + { + "p": 0.06302356719970703, + "m": 1.0 + }, + { + "p": 0.05880516394972801, + "m": 1.0 + }, + { + "p": 0.05603737756609917, + "m": 1.0 + }, + { + "p": 0.05029178038239479, + "m": 1.0 + }, + { + "p": 0.08579142391681671, + "m": 1.0 + }, + { + "p": 0.046789199113845825, + "m": 1.0 + }, + { + "p": 0.03934546187520027, + "m": 1.0 + }, + { + "p": 0.04624972492456436, + "m": 1.0 + }, + { + "p": 0.08252197504043579, + "m": 1.0 + }, + { + "p": 0.061815302819013596, + "m": 1.0 + }, + { + "p": 0.04425699636340141, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0675286054611206, + "val_loss": 0.9291188716888428, + "acc": 70.38, + "time": 537.6824085100088, + "param": [ + { + "p": 0.05248754471540451, + "m": 1.0 + }, + { + "p": 0.051337070763111115, + "m": 1.0 + }, + { + "p": 0.06346698105335236, + "m": 1.0 + }, + { + "p": 0.041753996163606644, + "m": 1.0 + }, + { + "p": 0.06485461443662643, + "m": 1.0 + }, + { + "p": 0.027630407363176346, + "m": 1.0 + }, + { + "p": 0.05200449377298355, + "m": 1.0 + }, + { + "p": 0.05262570455670357, + "m": 1.0 + }, + { + "p": 0.07005135715007782, + "m": 1.0 + }, + { + "p": 0.05450616031885147, + "m": 1.0 + }, + { + "p": 0.04108453169465065, + "m": 1.0 + }, + { + "p": 0.07253759354352951, + "m": 1.0 + }, + { + "p": 0.06653864681720734, + "m": 1.0 + }, + { + "p": 0.04122502729296684, + "m": 1.0 + }, + { + "p": 0.05271845683455467, + "m": 1.0 + }, + { + "p": 0.09002013504505157, + "m": 1.0 + }, + { + "p": 0.04215739294886589, + "m": 1.0 + }, + { + "p": 0.06299973279237747, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.5116686820983887, + "val_loss": 0.861105740070343, + "acc": 71.32, + "time": 531.7798789219814, + "param": [ + { + "p": 0.055321838706731796, + "m": 1.0 + }, + { + "p": 0.034788280725479126, + "m": 1.0 + }, + { + "p": 0.049686044454574585, + "m": 1.0 + }, + { + "p": 0.06777407228946686, + "m": 1.0 + }, + { + "p": 0.009695951826870441, + "m": 1.0 + }, + { + "p": 0.0485881045460701, + "m": 1.0 + }, + { + "p": 0.07223764806985855, + "m": 1.0 + }, + { + "p": 0.062206681817770004, + "m": 1.0 + }, + { + "p": 0.05713995546102524, + "m": 1.0 + }, + { + "p": 0.062135010957717896, + "m": 1.0 + }, + { + "p": 0.061302609741687775, + "m": 1.0 + }, + { + "p": 0.07246723771095276, + "m": 1.0 + }, + { + "p": 0.05537581816315651, + "m": 1.0 + }, + { + "p": 0.04669230803847313, + "m": 1.0 + }, + { + "p": 0.05933651700615883, + "m": 1.0 + }, + { + "p": 0.0903857871890068, + "m": 1.0 + }, + { + "p": 0.045012038201093674, + "m": 1.0 + }, + { + "p": 0.049854081124067307, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1247297525405884, + "val_loss": 0.8610851764678955, + "acc": 71.15, + "time": 537.282544717018, + "param": [ + { + "p": 0.0808526948094368, + "m": 1.0 + }, + { + "p": 0.055605657398700714, + "m": 1.0 + }, + { + "p": 0.0618816576898098, + "m": 1.0 + }, + { + "p": 0.04547213390469551, + "m": 1.0 + }, + { + "p": 0.024099960923194885, + "m": 1.0 + }, + { + "p": 0.06336766481399536, + "m": 1.0 + }, + { + "p": 0.05391724780201912, + "m": 1.0 + }, + { + "p": 0.05648723989725113, + "m": 1.0 + }, + { + "p": 0.055059004575014114, + "m": 1.0 + }, + { + "p": 0.060723185539245605, + "m": 1.0 + }, + { + "p": 0.05379398539662361, + "m": 1.0 + }, + { + "p": 0.06551005691289902, + "m": 1.0 + }, + { + "p": 0.06357976794242859, + "m": 1.0 + }, + { + "p": 0.030546946451067924, + "m": 1.0 + }, + { + "p": 0.07210370898246765, + "m": 1.0 + }, + { + "p": 0.056828420609235764, + "m": 1.0 + }, + { + "p": 0.053304385393857956, + "m": 1.0 + }, + { + "p": 0.04686635732650757, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2582391500473022, + "val_loss": 0.9384809136390686, + "acc": 71.78, + "time": 538.0252546609845, + "param": [ + { + "p": 0.06404904276132584, + "m": 1.0 + }, + { + "p": 0.040748827159404755, + "m": 1.0 + }, + { + "p": 0.05464126542210579, + "m": 1.0 + }, + { + "p": 0.06394808739423752, + "m": 1.0 + }, + { + "p": 0.06652293354272842, + "m": 1.0 + }, + { + "p": 0.06537977606058121, + "m": 1.0 + }, + { + "p": 0.051915958523750305, + "m": 1.0 + }, + { + "p": 0.0381062850356102, + "m": 1.0 + }, + { + "p": 0.055512938648462296, + "m": 1.0 + }, + { + "p": 0.056931715458631516, + "m": 1.0 + }, + { + "p": 0.048861004412174225, + "m": 1.0 + }, + { + "p": 0.041882097721099854, + "m": 1.0 + }, + { + "p": 0.09370746463537216, + "m": 1.0 + }, + { + "p": 0.054106324911117554, + "m": 1.0 + }, + { + "p": 0.04220549389719963, + "m": 1.0 + }, + { + "p": 0.07566285878419876, + "m": 1.0 + }, + { + "p": 0.06017423793673515, + "m": 1.0 + }, + { + "p": 0.02564373053610325, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.223398208618164, + "val_loss": 0.8198968172073364, + "acc": 69.95, + "time": 536.0222162079881, + "param": [ + { + "p": 0.07185875624418259, + "m": 1.0 + }, + { + "p": 0.04841037467122078, + "m": 1.0 + }, + { + "p": 0.07593369483947754, + "m": 1.0 + }, + { + "p": 0.040969133377075195, + "m": 1.0 + }, + { + "p": 0.02001762203872204, + "m": 1.0 + }, + { + "p": 0.058120179921388626, + "m": 1.0 + }, + { + "p": 0.04980824887752533, + "m": 1.0 + }, + { + "p": 0.05255921185016632, + "m": 1.0 + }, + { + "p": 0.04686489701271057, + "m": 1.0 + }, + { + "p": 0.059980250895023346, + "m": 1.0 + }, + { + "p": 0.06680667400360107, + "m": 1.0 + }, + { + "p": 0.07816136628389359, + "m": 1.0 + }, + { + "p": 0.05974956229329109, + "m": 1.0 + }, + { + "p": 0.06558659672737122, + "m": 1.0 + }, + { + "p": 0.04417353868484497, + "m": 1.0 + }, + { + "p": 0.06884410977363586, + "m": 1.0 + }, + { + "p": 0.04315680265426636, + "m": 1.0 + }, + { + "p": 0.048998937010765076, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.176544427871704, + "val_loss": 0.7686982750892639, + "acc": 71.86, + "time": 531.363684211974, + "param": [ + { + "p": 0.06979289650917053, + "m": 1.0 + }, + { + "p": 0.032390836626291275, + "m": 1.0 + }, + { + "p": 0.0852033719420433, + "m": 1.0 + }, + { + "p": 0.0016599319642409682, + "m": 1.0 + }, + { + "p": 0.03939613327383995, + "m": 1.0 + }, + { + "p": 0.04099119454622269, + "m": 1.0 + }, + { + "p": 0.06190240755677223, + "m": 1.0 + }, + { + "p": 0.061526231467723846, + "m": 1.0 + }, + { + "p": 0.04795012250542641, + "m": 1.0 + }, + { + "p": 0.07626260071992874, + "m": 1.0 + }, + { + "p": 0.0629570409655571, + "m": 1.0 + }, + { + "p": 0.06669359654188156, + "m": 1.0 + }, + { + "p": 0.06913455575704575, + "m": 1.0 + }, + { + "p": 0.05582645907998085, + "m": 1.0 + }, + { + "p": 0.06993039697408676, + "m": 1.0 + }, + { + "p": 0.07350696623325348, + "m": 1.0 + }, + { + "p": 0.0407959446310997, + "m": 1.0 + }, + { + "p": 0.04407939314842224, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2015925645828247, + "val_loss": 0.8683480620384216, + "acc": 70.68, + "time": 535.552860566997, + "param": [ + { + "p": 0.0631846934556961, + "m": 1.0 + }, + { + "p": 0.01714593917131424, + "m": 1.0 + }, + { + "p": 0.047477636486291885, + "m": 1.0 + }, + { + "p": 0.04501650854945183, + "m": 1.0 + }, + { + "p": 0.06280539929866791, + "m": 1.0 + }, + { + "p": 0.06023577228188515, + "m": 1.0 + }, + { + "p": 0.036241427063941956, + "m": 1.0 + }, + { + "p": 0.060182712972164154, + "m": 1.0 + }, + { + "p": 0.08058870583772659, + "m": 1.0 + }, + { + "p": 0.07539844512939453, + "m": 1.0 + }, + { + "p": 0.052952129393815994, + "m": 1.0 + }, + { + "p": 0.07361695915460587, + "m": 1.0 + }, + { + "p": 0.061912521719932556, + "m": 1.0 + }, + { + "p": 0.061453863978385925, + "m": 1.0 + }, + { + "p": 0.05993233621120453, + "m": 1.0 + }, + { + "p": 0.07512389123439789, + "m": 1.0 + }, + { + "p": 0.0344671793282032, + "m": 1.0 + }, + { + "p": 0.03226388990879059, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8902193903923035, + "val_loss": 0.9025137424468994, + "acc": 70.91, + "time": 538.5395765419817, + "param": [ + { + "p": 0.066126249730587, + "m": 1.0 + }, + { + "p": 0.03328092768788338, + "m": 1.0 + }, + { + "p": 0.06540942192077637, + "m": 1.0 + }, + { + "p": 0.050209615379571915, + "m": 1.0 + }, + { + "p": 0.036967504769563675, + "m": 1.0 + }, + { + "p": 0.03948203846812248, + "m": 1.0 + }, + { + "p": 0.05078180134296417, + "m": 1.0 + }, + { + "p": 0.06693650782108307, + "m": 1.0 + }, + { + "p": 0.07443001121282578, + "m": 1.0 + }, + { + "p": 0.06948577612638474, + "m": 1.0 + }, + { + "p": 0.06352322548627853, + "m": 1.0 + }, + { + "p": 0.06722196191549301, + "m": 1.0 + }, + { + "p": 0.060459308326244354, + "m": 1.0 + }, + { + "p": 0.07634036988019943, + "m": 1.0 + }, + { + "p": 0.04768390208482742, + "m": 1.0 + }, + { + "p": 0.07690257579088211, + "m": 1.0 + }, + { + "p": 0.02912868745625019, + "m": 1.0 + }, + { + "p": 0.02563018538057804, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.0770747661590576, + "val_loss": 0.8352064490318298, + "acc": 71.37, + "time": 535.6945045760367, + "param": [ + { + "p": 0.0621713325381279, + "m": 1.0 + }, + { + "p": 0.03409555181860924, + "m": 1.0 + }, + { + "p": 0.07195873558521271, + "m": 1.0 + }, + { + "p": 0.05960831418633461, + "m": 1.0 + }, + { + "p": 0.0596141591668129, + "m": 1.0 + }, + { + "p": 0.054840754717588425, + "m": 1.0 + }, + { + "p": 0.05097136273980141, + "m": 1.0 + }, + { + "p": 0.05677071586251259, + "m": 1.0 + }, + { + "p": 0.059672657400369644, + "m": 1.0 + }, + { + "p": 0.06095273792743683, + "m": 1.0 + }, + { + "p": 0.04434692859649658, + "m": 1.0 + }, + { + "p": 0.09119074046611786, + "m": 1.0 + }, + { + "p": 0.06003406643867493, + "m": 1.0 + }, + { + "p": 0.07170171290636063, + "m": 1.0 + }, + { + "p": 0.04826916381716728, + "m": 1.0 + }, + { + "p": 0.04959710314869881, + "m": 1.0 + }, + { + "p": 0.04349672421813011, + "m": 1.0 + }, + { + "p": 0.020707331597805023, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0860614776611328, + "val_loss": 0.6800618171691895, + "acc": 71.87, + "time": 535.0782631050097, + "param": [ + { + "p": 0.058800239115953445, + "m": 1.0 + }, + { + "p": 0.04279496520757675, + "m": 1.0 + }, + { + "p": 0.04822302609682083, + "m": 1.0 + }, + { + "p": 0.052177391946315765, + "m": 1.0 + }, + { + "p": 0.0434747077524662, + "m": 1.0 + }, + { + "p": 0.043289583176374435, + "m": 1.0 + }, + { + "p": 0.056282076984643936, + "m": 1.0 + }, + { + "p": 0.047394830733537674, + "m": 1.0 + }, + { + "p": 0.061141472309827805, + "m": 1.0 + }, + { + "p": 0.06623541563749313, + "m": 1.0 + }, + { + "p": 0.06943564862012863, + "m": 1.0 + }, + { + "p": 0.05552610009908676, + "m": 1.0 + }, + { + "p": 0.056214589625597, + "m": 1.0 + }, + { + "p": 0.07399671524763107, + "m": 1.0 + }, + { + "p": 0.0435752235352993, + "m": 1.0 + }, + { + "p": 0.07226534187793732, + "m": 1.0 + }, + { + "p": 0.055935781449079514, + "m": 1.0 + }, + { + "p": 0.05323681980371475, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.1135343313217163, + "val_loss": 0.7669998407363892, + "acc": 71.8, + "time": 532.4231060519814, + "param": [ + { + "p": 0.07187041640281677, + "m": 1.0 + }, + { + "p": 0.045713622123003006, + "m": 1.0 + }, + { + "p": 0.03459241986274719, + "m": 1.0 + }, + { + "p": 0.03131410852074623, + "m": 1.0 + }, + { + "p": 0.011669234372675419, + "m": 1.0 + }, + { + "p": 0.05754925310611725, + "m": 1.0 + }, + { + "p": 0.049505364149808884, + "m": 1.0 + }, + { + "p": 0.049466751515865326, + "m": 1.0 + }, + { + "p": 0.08675629645586014, + "m": 1.0 + }, + { + "p": 0.06627881526947021, + "m": 1.0 + }, + { + "p": 0.065566286444664, + "m": 1.0 + }, + { + "p": 0.06806366890668869, + "m": 1.0 + }, + { + "p": 0.09865850955247879, + "m": 1.0 + }, + { + "p": 0.05885230377316475, + "m": 1.0 + }, + { + "p": 0.07112569361925125, + "m": 1.0 + }, + { + "p": 0.07803785800933838, + "m": 1.0 + }, + { + "p": 0.022631162777543068, + "m": 1.0 + }, + { + "p": 0.03234824165701866, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0755761861801147, + "val_loss": 0.770957887172699, + "acc": 71.95, + "time": 531.6808222990367, + "param": [ + { + "p": 0.08541934192180634, + "m": 1.0 + }, + { + "p": 0.042955029755830765, + "m": 1.0 + }, + { + "p": 0.05833869427442551, + "m": 1.0 + }, + { + "p": 0.0483715757727623, + "m": 1.0 + }, + { + "p": 0.04465649649500847, + "m": 1.0 + }, + { + "p": 0.06284908950328827, + "m": 1.0 + }, + { + "p": 0.052487149834632874, + "m": 1.0 + }, + { + "p": 0.04985683411359787, + "m": 1.0 + }, + { + "p": 0.05329302325844765, + "m": 1.0 + }, + { + "p": 0.05531812831759453, + "m": 1.0 + }, + { + "p": 0.06475991755723953, + "m": 1.0 + }, + { + "p": 0.04672965407371521, + "m": 1.0 + }, + { + "p": 0.06747978180646896, + "m": 1.0 + }, + { + "p": 0.055229995399713516, + "m": 1.0 + }, + { + "p": 0.04233352094888687, + "m": 1.0 + }, + { + "p": 0.04989020526409149, + "m": 1.0 + }, + { + "p": 0.06180115044116974, + "m": 1.0 + }, + { + "p": 0.058230407536029816, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.110952615737915, + "val_loss": 0.8545929789543152, + "acc": 72.09, + "time": 538.1219736670027, + "param": [ + { + "p": 0.06925129145383835, + "m": 1.0 + }, + { + "p": 0.04877932369709015, + "m": 1.0 + }, + { + "p": 0.06009431183338165, + "m": 1.0 + }, + { + "p": 0.047232188284397125, + "m": 1.0 + }, + { + "p": 0.030874067917466164, + "m": 1.0 + }, + { + "p": 0.048316169530153275, + "m": 1.0 + }, + { + "p": 0.05751689523458481, + "m": 1.0 + }, + { + "p": 0.053040940314531326, + "m": 1.0 + }, + { + "p": 0.04667152464389801, + "m": 1.0 + }, + { + "p": 0.032695844769477844, + "m": 1.0 + }, + { + "p": 0.07487281411886215, + "m": 1.0 + }, + { + "p": 0.06507615745067596, + "m": 1.0 + }, + { + "p": 0.06354309618473053, + "m": 1.0 + }, + { + "p": 0.07532373815774918, + "m": 1.0 + }, + { + "p": 0.04313551262021065, + "m": 1.0 + }, + { + "p": 0.06712514907121658, + "m": 1.0 + }, + { + "p": 0.03311390057206154, + "m": 1.0 + }, + { + "p": 0.08333701640367508, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.3724640607833862, + "val_loss": 0.8737773895263672, + "acc": 71.48, + "time": 535.8778629510198, + "param": [ + { + "p": 0.06359212845563889, + "m": 1.0 + }, + { + "p": 0.05062463507056236, + "m": 1.0 + }, + { + "p": 0.053713202476501465, + "m": 1.0 + }, + { + "p": 0.0427410863339901, + "m": 1.0 + }, + { + "p": 0.035591933876276016, + "m": 1.0 + }, + { + "p": 0.07215140014886856, + "m": 1.0 + }, + { + "p": 0.03398196026682854, + "m": 1.0 + }, + { + "p": 0.057849232107400894, + "m": 1.0 + }, + { + "p": 0.05745556950569153, + "m": 1.0 + }, + { + "p": 0.0641898661851883, + "m": 1.0 + }, + { + "p": 0.05656241998076439, + "m": 1.0 + }, + { + "p": 0.06069255247712135, + "m": 1.0 + }, + { + "p": 0.07960861176252365, + "m": 1.0 + }, + { + "p": 0.04914461448788643, + "m": 1.0 + }, + { + "p": 0.060482125729322433, + "m": 1.0 + }, + { + "p": 0.07721511274576187, + "m": 1.0 + }, + { + "p": 0.04502037540078163, + "m": 1.0 + }, + { + "p": 0.039383262395858765, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.172141671180725, + "val_loss": 0.749734103679657, + "acc": 71.44, + "time": 532.5513597920071, + "param": [ + { + "p": 0.05168275535106659, + "m": 1.0 + }, + { + "p": 0.03225031495094299, + "m": 1.0 + }, + { + "p": 0.06655721366405487, + "m": 1.0 + }, + { + "p": 0.04270444065332413, + "m": 1.0 + }, + { + "p": 0.026790235191583633, + "m": 1.0 + }, + { + "p": 0.06897684186697006, + "m": 1.0 + }, + { + "p": 0.07230895757675171, + "m": 1.0 + }, + { + "p": 0.05260184034705162, + "m": 1.0 + }, + { + "p": 0.03487391769886017, + "m": 1.0 + }, + { + "p": 0.04805830493569374, + "m": 1.0 + }, + { + "p": 0.07091573625802994, + "m": 1.0 + }, + { + "p": 0.07526732981204987, + "m": 1.0 + }, + { + "p": 0.09013403207063675, + "m": 1.0 + }, + { + "p": 0.056569091975688934, + "m": 1.0 + }, + { + "p": 0.06453324854373932, + "m": 1.0 + }, + { + "p": 0.052967414259910583, + "m": 1.0 + }, + { + "p": 0.040391840040683746, + "m": 1.0 + }, + { + "p": 0.05241638422012329, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.218433141708374, + "val_loss": 0.8820679783821106, + "acc": 71.12, + "time": 523.9727720089722, + "param": [ + { + "p": 0.06685900688171387, + "m": 1.0 + }, + { + "p": 0.04552948474884033, + "m": 1.0 + }, + { + "p": 0.050468191504478455, + "m": 1.0 + }, + { + "p": 0.0520816296339035, + "m": 1.0 + }, + { + "p": 0.05266285687685013, + "m": 1.0 + }, + { + "p": 0.04949747398495674, + "m": 1.0 + }, + { + "p": 0.05201023817062378, + "m": 1.0 + }, + { + "p": 0.04750705137848854, + "m": 1.0 + }, + { + "p": 0.06844436377286911, + "m": 1.0 + }, + { + "p": 0.05251769721508026, + "m": 1.0 + }, + { + "p": 0.06887311488389969, + "m": 1.0 + }, + { + "p": 0.06078247353434563, + "m": 1.0 + }, + { + "p": 0.05288092792034149, + "m": 1.0 + }, + { + "p": 0.0674533024430275, + "m": 1.0 + }, + { + "p": 0.03548740968108177, + "m": 1.0 + }, + { + "p": 0.050807885825634, + "m": 1.0 + }, + { + "p": 0.07587581127882004, + "m": 1.0 + }, + { + "p": 0.05026104673743248, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.2025628089904785, + "val_loss": 0.9605516791343689, + "acc": 71.82, + "time": 538.5540756930131, + "param": [ + { + "p": 0.07857228070497513, + "m": 1.0 + }, + { + "p": 0.03969106823205948, + "m": 1.0 + }, + { + "p": 0.06459297984838486, + "m": 1.0 + }, + { + "p": 0.07469309866428375, + "m": 1.0 + }, + { + "p": 0.032164476811885834, + "m": 1.0 + }, + { + "p": 0.05200718715786934, + "m": 1.0 + }, + { + "p": 0.04676878824830055, + "m": 1.0 + }, + { + "p": 0.04883447289466858, + "m": 1.0 + }, + { + "p": 0.04540732502937317, + "m": 1.0 + }, + { + "p": 0.07753776013851166, + "m": 1.0 + }, + { + "p": 0.05898291617631912, + "m": 1.0 + }, + { + "p": 0.054309193044900894, + "m": 1.0 + }, + { + "p": 0.06617215275764465, + "m": 1.0 + }, + { + "p": 0.06488016992807388, + "m": 1.0 + }, + { + "p": 0.05945393815636635, + "m": 1.0 + }, + { + "p": 0.054591599851846695, + "m": 1.0 + }, + { + "p": 0.02925059013068676, + "m": 1.0 + }, + { + "p": 0.05209004506468773, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.1687040328979492, + "val_loss": 0.8580198287963867, + "acc": 70.38, + "time": 538.0818974089925, + "param": [ + { + "p": 0.07134681195020676, + "m": 1.0 + }, + { + "p": 0.048124443739652634, + "m": 1.0 + }, + { + "p": 0.059760529547929764, + "m": 1.0 + }, + { + "p": 0.050416767597198486, + "m": 1.0 + }, + { + "p": 0.0845082700252533, + "m": 1.0 + }, + { + "p": 0.035678572952747345, + "m": 1.0 + }, + { + "p": 0.036672353744506836, + "m": 1.0 + }, + { + "p": 0.0535404197871685, + "m": 1.0 + }, + { + "p": 0.05281431972980499, + "m": 1.0 + }, + { + "p": 0.058295756578445435, + "m": 1.0 + }, + { + "p": 0.05242105573415756, + "m": 1.0 + }, + { + "p": 0.06219065934419632, + "m": 1.0 + }, + { + "p": 0.06094438210129738, + "m": 1.0 + }, + { + "p": 0.07211800664663315, + "m": 1.0 + }, + { + "p": 0.07464956492185593, + "m": 1.0 + }, + { + "p": 0.054642677307128906, + "m": 1.0 + }, + { + "p": 0.03275339677929878, + "m": 1.0 + }, + { + "p": 0.0391220860183239, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json new file mode 100644 index 0000000..2710ee3 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.59, + "Time": [ + 229.9810393391697, + 37.80706837690337 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.295330762863159, + "val_loss": 2.2857346534729004, + "acc": 18.37, + "time": 217.28074743202887, + "param": [ + { + "p": 0.04713498055934906, + "m": 1.0 + }, + { + "p": 0.07425433397293091, + "m": 1.0 + }, + { + "p": 0.06418446451425552, + "m": 1.0 + }, + { + "p": 0.08430255204439163, + "m": 1.0 + }, + { + "p": 0.08466989547014236, + "m": 0.9745020270347595 + }, + { + "p": 0.03063938394188881, + "m": 1.0 + }, + { + "p": 0.0731133222579956, + "m": 0.9917641282081604 + }, + { + "p": 0.06153092533349991, + "m": 1.0 + }, + { + "p": 0.027906175702810287, + "m": 0.9754823446273804 + }, + { + "p": 0.06228028982877731, + "m": 1.0 + }, + { + "p": 0.06763363629579544, + "m": 1.0 + }, + { + "p": 0.06087992340326309, + "m": 0.9990590810775757 + }, + { + "p": 0.07950587570667267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07550756633281708, + "m": 1.0 + }, + { + "p": 0.015516146086156368, + "m": 1.0 + }, + { + "p": 0.009126425720751286, + "m": 0.9881488680839539 + }, + { + "p": 0.08181403577327728, + "m": 0.9854992032051086 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2653775215148926, + "val_loss": 2.133397340774536, + "acc": 22.55, + "time": 222.48012883297633, + "param": [ + { + "p": 0.061356063932180405, + "m": 1.0 + }, + { + "p": 0.04994941130280495, + "m": 1.0 + }, + { + "p": 0.06079380586743355, + "m": 1.0 + }, + { + "p": 0.04213147610425949, + "m": 1.0 + }, + { + "p": 0.0649581253528595, + "m": 0.49468907713890076 + }, + { + "p": 0.05946987867355347, + "m": 0.6357024908065796 + }, + { + "p": 0.07484544813632965, + "m": 0.7505070567131042 + }, + { + "p": 0.05665217712521553, + "m": 0.8459174633026123 + }, + { + "p": 0.06086738780140877, + "m": 1.0 + }, + { + "p": 0.05015520006418228, + "m": 0.9933531880378723 + }, + { + "p": 0.08573798090219498, + "m": 1.0 + }, + { + "p": 0.04017717391252518, + "m": 1.0 + }, + { + "p": 0.06353401392698288, + "m": 1.0 + }, + { + "p": 0.011144990101456642, + "m": 1.0 + }, + { + "p": 0.06920783221721649, + "m": 0.9335589408874512 + }, + { + "p": 0.07971872389316559, + "m": 1.0 + }, + { + "p": 0.04129483550786972, + "m": 0.8299731612205505 + }, + { + "p": 0.02800557017326355, + "m": 0.7016526460647583 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.185940980911255, + "val_loss": 2.0286920070648193, + "acc": 28.01, + "time": 223.64567511703353, + "param": [ + { + "p": 0.08708638697862625, + "m": 1.0 + }, + { + "p": 0.07084061205387115, + "m": 1.0 + }, + { + "p": 0.04977194219827652, + "m": 1.0 + }, + { + "p": 0.050828710198402405, + "m": 0.9992093443870544 + }, + { + "p": 0.07180852442979813, + "m": 0.624842643737793 + }, + { + "p": 0.07873896509408951, + "m": 0.5390371680259705 + }, + { + "p": 0.07556324452161789, + "m": 0.9224334955215454 + }, + { + "p": 0.0688014104962349, + "m": 0.9281060099601746 + }, + { + "p": 0.06562083959579468, + "m": 0.9761748313903809 + }, + { + "p": 0.06116759404540062, + "m": 0.990090012550354 + }, + { + "p": 0.0490533709526062, + "m": 0.9301276803016663 + }, + { + "p": 0.028548194095492363, + "m": 0.9884101748466492 + }, + { + "p": 0.048530273139476776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08397536724805832, + "m": 0.9097578525543213 + }, + { + "p": 0.08188620954751968, + "m": 1.0 + }, + { + "p": 0.015940330922603607, + "m": 0.6432033181190491 + }, + { + "p": 0.011837952770292759, + "m": 0.6327129006385803 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1086974143981934, + "val_loss": 1.954491138458252, + "acc": 30.72, + "time": 226.84116923704278, + "param": [ + { + "p": 0.04633240029215813, + "m": 1.0 + }, + { + "p": 0.05073454976081848, + "m": 1.0 + }, + { + "p": 0.0760539248585701, + "m": 1.0 + }, + { + "p": 0.045587457716464996, + "m": 0.9887929558753967 + }, + { + "p": 0.0838119238615036, + "m": 0.40413224697113037 + }, + { + "p": 0.07022475451231003, + "m": 0.5131958723068237 + }, + { + "p": 0.044033411890268326, + "m": 0.9940957427024841 + }, + { + "p": 0.04569728672504425, + "m": 0.9088237285614014 + }, + { + "p": 0.09774961322546005, + "m": 0.9990307688713074 + }, + { + "p": 0.041604503989219666, + "m": 0.8328522443771362 + }, + { + "p": 0.08140541613101959, + "m": 0.9993930459022522 + }, + { + "p": 0.06494367867708206, + "m": 0.997463047504425 + }, + { + "p": 0.060999225825071335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02378799207508564, + "m": 0.5850704312324524 + }, + { + "p": 0.0741267129778862, + "m": 1.0 + }, + { + "p": 0.03572613000869751, + "m": 0.8282175064086914 + }, + { + "p": 0.05718100443482399, + "m": 0.7568315863609314 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.073810338973999, + "val_loss": 1.874899983406067, + "acc": 34.42, + "time": 217.33684674603865, + "param": [ + { + "p": 0.08058454096317291, + "m": 1.0 + }, + { + "p": 0.025490250438451767, + "m": 1.0 + }, + { + "p": 0.0542951300740242, + "m": 1.0 + }, + { + "p": 0.06337931752204895, + "m": 0.8935122489929199 + }, + { + "p": 0.11461243778467178, + "m": 0.2572450339794159 + }, + { + "p": 0.04143116623163223, + "m": 0.534415066242218 + }, + { + "p": 0.08580842614173889, + "m": 1.0 + }, + { + "p": 0.04085696488618851, + "m": 0.8840577602386475 + }, + { + "p": 0.07642099261283875, + "m": 0.9925041794776917 + }, + { + "p": 0.13323567807674408, + "m": 0.7188665270805359 + }, + { + "p": 0.06555673480033875, + "m": 1.0 + }, + { + "p": 0.02926875837147236, + "m": 0.9980576038360596 + }, + { + "p": 0.044790368527173996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03754737600684166, + "m": 0.5604720115661621 + }, + { + "p": 0.10339755564928055, + "m": 0.9866976737976074 + }, + { + "p": 0.0030947409104555845, + "m": 0.8610486388206482 + }, + { + "p": 0.00022949339472688735, + "m": 0.6888043284416199 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.139479875564575, + "val_loss": 1.830678105354309, + "acc": 37.24, + "time": 221.46741566609126, + "param": [ + { + "p": 0.042950037866830826, + "m": 1.0 + }, + { + "p": 0.034490201622247696, + "m": 1.0 + }, + { + "p": 0.058491554111242294, + "m": 1.0 + }, + { + "p": 0.042184971272945404, + "m": 0.9826680421829224 + }, + { + "p": 0.07473497837781906, + "m": 0.27391600608825684 + }, + { + "p": 0.059734098613262177, + "m": 0.5199944376945496 + }, + { + "p": 0.05658871307969093, + "m": 0.9296016097068787 + }, + { + "p": 0.06849313527345657, + "m": 0.8472493886947632 + }, + { + "p": 0.05095166340470314, + "m": 1.0 + }, + { + "p": 0.07040168344974518, + "m": 0.536125898361206 + }, + { + "p": 0.04835902526974678, + "m": 1.0 + }, + { + "p": 0.06867001950740814, + "m": 0.9973393082618713 + }, + { + "p": 0.058273930102586746, + "m": 1.0 + }, + { + "p": 0.03622043877840042, + "m": 1.0 + }, + { + "p": 0.08198351413011551, + "m": 0.557750940322876 + }, + { + "p": 0.07643361389636993, + "m": 0.9961090087890625 + }, + { + "p": 0.028270717710256577, + "m": 0.852043092250824 + }, + { + "p": 0.0427677296102047, + "m": 0.7752062082290649 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9476637840270996, + "val_loss": 1.726765513420105, + "acc": 39.76, + "time": 212.38746826397255, + "param": [ + { + "p": 0.07527387142181396, + "m": 1.0 + }, + { + "p": 0.04637661948800087, + "m": 1.0 + }, + { + "p": 0.06238430738449097, + "m": 1.0 + }, + { + "p": 0.047827791422605515, + "m": 0.8383247256278992 + }, + { + "p": 0.03252292796969414, + "m": 0.2765301465988159 + }, + { + "p": 0.07400637120008469, + "m": 0.4775187373161316 + }, + { + "p": 0.06724853813648224, + "m": 0.8627767562866211 + }, + { + "p": 0.04719699174165726, + "m": 0.913165271282196 + }, + { + "p": 0.0302007757127285, + "m": 0.9962986707687378 + }, + { + "p": 0.06476065516471863, + "m": 0.35957059264183044 + }, + { + "p": 0.04746241867542267, + "m": 1.0 + }, + { + "p": 0.05249927565455437, + "m": 1.0 + }, + { + "p": 0.044201623648405075, + "m": 1.0 + }, + { + "p": 0.05166860669851303, + "m": 1.0 + }, + { + "p": 0.07539248466491699, + "m": 0.49668797850608826 + }, + { + "p": 0.1052754744887352, + "m": 1.0 + }, + { + "p": 0.022883599624037743, + "m": 0.9630557298660278 + }, + { + "p": 0.052817557007074356, + "m": 0.9782559275627136 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7085565328598022, + "val_loss": 1.6682137250900269, + "acc": 41.67, + "time": 220.09788320504595, + "param": [ + { + "p": 0.13745278120040894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6205381751060486 + }, + { + "p": 0.0, + "m": 0.10667478293180466 + }, + { + "p": 0.10993171483278275, + "m": 0.1365213543176651 + }, + { + "p": 0.08658062666654587, + "m": 0.7757042646408081 + }, + { + "p": 0.006133640184998512, + "m": 0.9844440817832947 + }, + { + "p": 0.0, + "m": 0.9435754418373108 + }, + { + "p": 0.06800241023302078, + "m": 0.42377394437789917 + }, + { + "p": 0.390142023563385, + "m": 0.8505133986473083 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7758505344390869 + }, + { + "p": 0.2017568051815033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.839820146560669 + }, + { + "p": 0.0, + "m": 0.8516022562980652 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8036739826202393, + "val_loss": 1.5711336135864258, + "acc": 42.87, + "time": 218.85489423200488, + "param": [ + { + "p": 0.06495648622512817, + "m": 1.0 + }, + { + "p": 0.05015447735786438, + "m": 1.0 + }, + { + "p": 0.06748643517494202, + "m": 1.0 + }, + { + "p": 0.06421415507793427, + "m": 0.7446591258049011 + }, + { + "p": 0.08069463819265366, + "m": 0.032914940267801285 + }, + { + "p": 0.06739708036184311, + "m": 0.2693900763988495 + }, + { + "p": 0.04602336883544922, + "m": 0.7919869422912598 + }, + { + "p": 0.06306561827659607, + "m": 1.0 + }, + { + "p": 0.055712487548589706, + "m": 0.9633834958076477 + }, + { + "p": 0.075302854180336, + "m": 0.35128000378608704 + }, + { + "p": 0.07003849744796753, + "m": 0.816263735294342 + }, + { + "p": 0.0738273411989212, + "m": 1.0 + }, + { + "p": 0.05734860897064209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0513857863843441, + "m": 0.9149055480957031 + }, + { + "p": 0.09320533275604248, + "m": 0.9916628003120422 + }, + { + "p": 0.017583444714546204, + "m": 0.754392683506012 + }, + { + "p": 0.001603430137038231, + "m": 0.8004510402679443 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8381823301315308, + "val_loss": 1.6290059089660645, + "acc": 41.15, + "time": 219.93181454506703, + "param": [ + { + "p": 0.0900055468082428, + "m": 1.0 + }, + { + "p": 0.0201412420719862, + "m": 1.0 + }, + { + "p": 0.059170790016651154, + "m": 1.0 + }, + { + "p": 0.0938563197851181, + "m": 0.7881357073783875 + }, + { + "p": 0.057268641889095306, + "m": 0.09445767104625702 + }, + { + "p": 0.042880479246377945, + "m": 0.2044016569852829 + }, + { + "p": 0.08690868318080902, + "m": 0.7749699950218201 + }, + { + "p": 0.05724673718214035, + "m": 0.9781059622764587 + }, + { + "p": 0.03655068948864937, + "m": 0.9800283908843994 + }, + { + "p": 0.046303242444992065, + "m": 0.37530845403671265 + }, + { + "p": 0.07046522945165634, + "m": 0.8531508445739746 + }, + { + "p": 0.07259076833724976, + "m": 1.0 + }, + { + "p": 0.0691223070025444, + "m": 1.0 + }, + { + "p": 0.0686483383178711, + "m": 1.0 + }, + { + "p": 0.031386155635118484, + "m": 0.838267982006073 + }, + { + "p": 0.07542221993207932, + "m": 1.0 + }, + { + "p": 0.020603114739060402, + "m": 0.7258048057556152 + }, + { + "p": 0.0014294536085799336, + "m": 0.7507525682449341 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8561644554138184, + "val_loss": 1.5732686519622803, + "acc": 45.59, + "time": 215.91869019705337, + "param": [ + { + "p": 0.029280856251716614, + "m": 1.0 + }, + { + "p": 0.03627458214759827, + "m": 1.0 + }, + { + "p": 0.06469517946243286, + "m": 1.0 + }, + { + "p": 0.06304141879081726, + "m": 0.8436629176139832 + }, + { + "p": 0.08519429713487625, + "m": 0.1339689940214157 + }, + { + "p": 0.0645475685596466, + "m": 0.3117198944091797 + }, + { + "p": 0.07766896486282349, + "m": 0.736105740070343 + }, + { + "p": 0.0834944024682045, + "m": 0.9964597821235657 + }, + { + "p": 0.02490488439798355, + "m": 0.9428661465644836 + }, + { + "p": 0.023361848667263985, + "m": 0.3981360197067261 + }, + { + "p": 0.07360150665044785, + "m": 0.8805017471313477 + }, + { + "p": 0.041881222277879715, + "m": 0.9997596740722656 + }, + { + "p": 0.09899262338876724, + "m": 1.0 + }, + { + "p": 0.03915857523679733, + "m": 1.0 + }, + { + "p": 0.0884585976600647, + "m": 0.8334717750549316 + }, + { + "p": 0.07864455133676529, + "m": 0.9999960064888 + }, + { + "p": 0.013659797608852386, + "m": 0.674476146697998 + }, + { + "p": 0.013139030896127224, + "m": 0.6896733045578003 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7672604322433472, + "val_loss": 1.5265724658966064, + "acc": 46.96, + "time": 221.9722114750184, + "param": [ + { + "p": 0.10465817153453827, + "m": 1.0 + }, + { + "p": 0.030250586569309235, + "m": 1.0 + }, + { + "p": 0.04574640095233917, + "m": 1.0 + }, + { + "p": 0.03413369134068489, + "m": 0.879266619682312 + }, + { + "p": 0.06461862474679947, + "m": 0.07577425241470337 + }, + { + "p": 0.057580143213272095, + "m": 0.27671319246292114 + }, + { + "p": 0.06170246750116348, + "m": 0.8111161589622498 + }, + { + "p": 0.04462101310491562, + "m": 1.0 + }, + { + "p": 0.02807372622191906, + "m": 0.9867200255393982 + }, + { + "p": 0.05834181234240532, + "m": 0.32256802916526794 + }, + { + "p": 0.060833852738142014, + "m": 0.9566931128501892 + }, + { + "p": 0.08529149740934372, + "m": 1.0 + }, + { + "p": 0.0827876403927803, + "m": 1.0 + }, + { + "p": 0.029038866981863976, + "m": 1.0 + }, + { + "p": 0.047199927270412445, + "m": 0.8886987566947937 + }, + { + "p": 0.09712392836809158, + "m": 1.0 + }, + { + "p": 0.03631053864955902, + "m": 0.7187914848327637 + }, + { + "p": 0.03168711066246033, + "m": 0.7198257446289062 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6510097980499268, + "val_loss": 1.4764611721038818, + "acc": 47.74, + "time": 220.0576008450007, + "param": [ + { + "p": 0.07458148151636124, + "m": 1.0 + }, + { + "p": 0.033590689301490784, + "m": 1.0 + }, + { + "p": 0.07967925071716309, + "m": 1.0 + }, + { + "p": 0.0655602216720581, + "m": 1.0 + }, + { + "p": 0.044685620814561844, + "m": 0.1188245564699173 + }, + { + "p": 0.03544638678431511, + "m": 0.3276382088661194 + }, + { + "p": 0.07159871608018875, + "m": 0.8198434114456177 + }, + { + "p": 0.06917952001094818, + "m": 1.0 + }, + { + "p": 0.07317446917295456, + "m": 0.9876232147216797 + }, + { + "p": 0.05423886701464653, + "m": 0.2561156153678894 + }, + { + "p": 0.05257461220026016, + "m": 0.989485502243042 + }, + { + "p": 0.08414286375045776, + "m": 0.9968123435974121 + }, + { + "p": 0.07343411445617676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09762060642242432, + "m": 0.9739760160446167 + }, + { + "p": 0.06525428593158722, + "m": 1.0 + }, + { + "p": 0.02523822896182537, + "m": 0.7525569200515747 + }, + { + "p": 0.0, + "m": 0.7445470094680786 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8003275394439697, + "val_loss": 1.4999970197677612, + "acc": 48.01, + "time": 216.71866712591145, + "param": [ + { + "p": 0.06107226386666298, + "m": 1.0 + }, + { + "p": 0.03183084726333618, + "m": 1.0 + }, + { + "p": 0.07458269596099854, + "m": 1.0 + }, + { + "p": 0.04506661742925644, + "m": 0.986272394657135 + }, + { + "p": 0.05647669732570648, + "m": 0.2453513890504837 + }, + { + "p": 0.061742912977933884, + "m": 0.3689081072807312 + }, + { + "p": 0.05614607781171799, + "m": 0.9329789876937866 + }, + { + "p": 0.061698902398347855, + "m": 1.0 + }, + { + "p": 0.06896508485078812, + "m": 1.0 + }, + { + "p": 0.06078555807471275, + "m": 0.22098428010940552 + }, + { + "p": 0.07239921391010284, + "m": 1.0 + }, + { + "p": 0.055929746478796005, + "m": 1.0 + }, + { + "p": 0.06688863784074783, + "m": 1.0 + }, + { + "p": 0.018328433856368065, + "m": 1.0 + }, + { + "p": 0.07450661063194275, + "m": 0.9990143775939941 + }, + { + "p": 0.0968160629272461, + "m": 1.0 + }, + { + "p": 0.023492947220802307, + "m": 0.7064609527587891 + }, + { + "p": 0.013270740397274494, + "m": 0.7422381043434143 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.808990240097046, + "val_loss": 1.4763004779815674, + "acc": 50.15, + "time": 220.73798981192522, + "param": [ + { + "p": 0.06652454286813736, + "m": 1.0 + }, + { + "p": 0.059310611337423325, + "m": 1.0 + }, + { + "p": 0.07102490216493607, + "m": 1.0 + }, + { + "p": 0.05351625382900238, + "m": 1.0 + }, + { + "p": 0.04693908989429474, + "m": 0.23759986460208893 + }, + { + "p": 0.050066038966178894, + "m": 0.2733732759952545 + }, + { + "p": 0.07079430669546127, + "m": 0.9680312871932983 + }, + { + "p": 0.06223352253437042, + "m": 1.0 + }, + { + "p": 0.0674111545085907, + "m": 1.0 + }, + { + "p": 0.04238075390458107, + "m": 0.10607670247554779 + }, + { + "p": 0.04748629778623581, + "m": 1.0 + }, + { + "p": 0.06757702678442001, + "m": 1.0 + }, + { + "p": 0.06784334033727646, + "m": 1.0 + }, + { + "p": 0.03236302733421326, + "m": 1.0 + }, + { + "p": 0.06563924252986908, + "m": 0.8768488764762878 + }, + { + "p": 0.06783819943666458, + "m": 0.9854186177253723 + }, + { + "p": 0.04406438022851944, + "m": 0.78305983543396 + }, + { + "p": 0.016987498849630356, + "m": 0.8379301428794861 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6475282907485962, + "val_loss": 1.4236277341842651, + "acc": 51.35, + "time": 220.4682728589978, + "param": [ + { + "p": 0.06966882199048996, + "m": 1.0 + }, + { + "p": 0.02954590506851673, + "m": 1.0 + }, + { + "p": 0.07331711798906326, + "m": 1.0 + }, + { + "p": 0.061408985406160355, + "m": 1.0 + }, + { + "p": 0.06805741786956787, + "m": 0.16600225865840912 + }, + { + "p": 0.036593127995729446, + "m": 0.25745633244514465 + }, + { + "p": 0.0754619613289833, + "m": 0.9905615448951721 + }, + { + "p": 0.07470662146806717, + "m": 1.0 + }, + { + "p": 0.05503571033477783, + "m": 1.0 + }, + { + "p": 0.04107166454195976, + "m": 0.19371305406093597 + }, + { + "p": 0.07204123586416245, + "m": 0.9950464367866516 + }, + { + "p": 0.0704110711812973, + "m": 1.0 + }, + { + "p": 0.07940255105495453, + "m": 1.0 + }, + { + "p": 0.012597491964697838, + "m": 1.0 + }, + { + "p": 0.07546431571245193, + "m": 0.8942042589187622 + }, + { + "p": 0.10213115811347961, + "m": 1.0 + }, + { + "p": 0.0023090483155101538, + "m": 0.8001211285591125 + }, + { + "p": 0.0007758087594993412, + "m": 0.7880266308784485 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.638201355934143, + "val_loss": 1.3487285375595093, + "acc": 50.31, + "time": 222.5523078739643, + "param": [ + { + "p": 0.07160327583551407, + "m": 1.0 + }, + { + "p": 0.053932856768369675, + "m": 1.0 + }, + { + "p": 0.05971470847725868, + "m": 1.0 + }, + { + "p": 0.068868488073349, + "m": 1.0 + }, + { + "p": 0.0512729249894619, + "m": 0.19337640702724457 + }, + { + "p": 0.04164952039718628, + "m": 0.24827119708061218 + }, + { + "p": 0.0555083304643631, + "m": 0.9870172739028931 + }, + { + "p": 0.07674924284219742, + "m": 1.0 + }, + { + "p": 0.056982431560754776, + "m": 0.9988555312156677 + }, + { + "p": 0.047200143337249756, + "m": 0.1990070790052414 + }, + { + "p": 0.05176428332924843, + "m": 0.9958541989326477 + }, + { + "p": 0.08744548261165619, + "m": 1.0 + }, + { + "p": 0.07709725201129913, + "m": 1.0 + }, + { + "p": 0.01989576779305935, + "m": 1.0 + }, + { + "p": 0.07282176613807678, + "m": 0.9855203628540039 + }, + { + "p": 0.059087153524160385, + "m": 1.0 + }, + { + "p": 0.020665695890784264, + "m": 0.860820472240448 + }, + { + "p": 0.027740616351366043, + "m": 0.8095679879188538 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.619550108909607, + "val_loss": 1.414175271987915, + "acc": 50.22, + "time": 213.99167172599118, + "param": [ + { + "p": 0.06206630542874336, + "m": 1.0 + }, + { + "p": 0.025732452049851418, + "m": 1.0 + }, + { + "p": 0.06832955777645111, + "m": 1.0 + }, + { + "p": 0.02918245829641819, + "m": 0.9874782562255859 + }, + { + "p": 0.04690276458859444, + "m": 0.26156705617904663 + }, + { + "p": 0.07613269984722137, + "m": 0.3235933184623718 + }, + { + "p": 0.06117384880781174, + "m": 0.9862932562828064 + }, + { + "p": 0.052697282284498215, + "m": 1.0 + }, + { + "p": 0.09233926236629486, + "m": 1.0 + }, + { + "p": 0.04356846585869789, + "m": 0.24960845708847046 + }, + { + "p": 0.027089644223451614, + "m": 1.0 + }, + { + "p": 0.07965735346078873, + "m": 1.0 + }, + { + "p": 0.10839378088712692, + "m": 1.0 + }, + { + "p": 0.03417285159230232, + "m": 1.0 + }, + { + "p": 0.09842175245285034, + "m": 1.0 + }, + { + "p": 0.08075859397649765, + "m": 1.0 + }, + { + "p": 0.009023108519613743, + "m": 0.8872383832931519 + }, + { + "p": 0.004357881844043732, + "m": 0.8523041605949402 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6841539144515991, + "val_loss": 1.3765535354614258, + "acc": 52.64, + "time": 224.8807426909916, + "param": [ + { + "p": 0.05983022227883339, + "m": 1.0 + }, + { + "p": 0.040271155536174774, + "m": 1.0 + }, + { + "p": 0.0658370777964592, + "m": 1.0 + }, + { + "p": 0.05872257053852081, + "m": 1.0 + }, + { + "p": 0.049725815653800964, + "m": 0.23924165964126587 + }, + { + "p": 0.0442199632525444, + "m": 0.3099851608276367 + }, + { + "p": 0.06217941269278526, + "m": 0.9653984904289246 + }, + { + "p": 0.06642112880945206, + "m": 0.9591701626777649 + }, + { + "p": 0.06465624272823334, + "m": 0.9991027116775513 + }, + { + "p": 0.07000371813774109, + "m": 0.27810758352279663 + }, + { + "p": 0.06687312573194504, + "m": 1.0 + }, + { + "p": 0.06511367112398148, + "m": 0.9985185265541077 + }, + { + "p": 0.06668151915073395, + "m": 1.0 + }, + { + "p": 0.03561769425868988, + "m": 1.0 + }, + { + "p": 0.07124827802181244, + "m": 1.0 + }, + { + "p": 0.0756664127111435, + "m": 1.0 + }, + { + "p": 0.013478211127221584, + "m": 0.8789827823638916 + }, + { + "p": 0.023453889414668083, + "m": 0.9626190662384033 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7483556270599365, + "val_loss": 1.4265631437301636, + "acc": 52.46, + "time": 226.21709339891095, + "param": [ + { + "p": 0.06909960508346558, + "m": 1.0 + }, + { + "p": 0.039377886801958084, + "m": 1.0 + }, + { + "p": 0.059083178639411926, + "m": 1.0 + }, + { + "p": 0.06089713051915169, + "m": 0.9550619721412659 + }, + { + "p": 0.05174504220485687, + "m": 0.3184767961502075 + }, + { + "p": 0.05061037838459015, + "m": 0.2873658537864685 + }, + { + "p": 0.07040944695472717, + "m": 1.0 + }, + { + "p": 0.0606391616165638, + "m": 1.0 + }, + { + "p": 0.06521099805831909, + "m": 1.0 + }, + { + "p": 0.06209590658545494, + "m": 0.19668243825435638 + }, + { + "p": 0.07108128815889359, + "m": 1.0 + }, + { + "p": 0.07374031096696854, + "m": 0.9974174499511719 + }, + { + "p": 0.04917845502495766, + "m": 1.0 + }, + { + "p": 0.03879291191697121, + "m": 1.0 + }, + { + "p": 0.038616642355918884, + "m": 0.988532543182373 + }, + { + "p": 0.08129605650901794, + "m": 0.9988843202590942 + }, + { + "p": 0.026235008612275124, + "m": 0.9525144100189209 + }, + { + "p": 0.03189067915081978, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.9109712839126587, + "val_loss": 1.2945058345794678, + "acc": 52.84, + "time": 220.12523896596394, + "param": [ + { + "p": 0.07908192276954651, + "m": 1.0 + }, + { + "p": 0.04863959178328514, + "m": 1.0 + }, + { + "p": 0.02513018436729908, + "m": 1.0 + }, + { + "p": 0.06989213079214096, + "m": 1.0 + }, + { + "p": 0.0463462732732296, + "m": 0.3147132098674774 + }, + { + "p": 0.05722186341881752, + "m": 0.3185402750968933 + }, + { + "p": 0.06801404803991318, + "m": 0.9994202852249146 + }, + { + "p": 0.05177679285407066, + "m": 1.0 + }, + { + "p": 0.07889267802238464, + "m": 1.0 + }, + { + "p": 0.05839331075549126, + "m": 0.11196310818195343 + }, + { + "p": 0.07665058225393295, + "m": 0.9904493093490601 + }, + { + "p": 0.06406816840171814, + "m": 1.0 + }, + { + "p": 0.06945327669382095, + "m": 1.0 + }, + { + "p": 0.027306897565722466, + "m": 1.0 + }, + { + "p": 0.04243842884898186, + "m": 0.9202443361282349 + }, + { + "p": 0.06986497342586517, + "m": 1.0 + }, + { + "p": 0.033455416560173035, + "m": 0.9982197284698486 + }, + { + "p": 0.03337346017360687, + "m": 0.997189462184906 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7078310251235962, + "val_loss": 1.3354095220565796, + "acc": 53.85, + "time": 215.3540945959976, + "param": [ + { + "p": 0.06533615291118622, + "m": 1.0 + }, + { + "p": 0.02432352490723133, + "m": 1.0 + }, + { + "p": 0.04959878325462341, + "m": 1.0 + }, + { + "p": 0.05031363666057587, + "m": 0.9891740083694458 + }, + { + "p": 0.04184293746948242, + "m": 0.3407992422580719 + }, + { + "p": 0.07895409315824509, + "m": 0.31573447585105896 + }, + { + "p": 0.06871861219406128, + "m": 0.9422562122344971 + }, + { + "p": 0.059853676706552505, + "m": 0.996450662612915 + }, + { + "p": 0.059659942984580994, + "m": 1.0 + }, + { + "p": 0.05459040403366089, + "m": 0.1086270809173584 + }, + { + "p": 0.07308675348758698, + "m": 1.0 + }, + { + "p": 0.08064818382263184, + "m": 1.0 + }, + { + "p": 0.06422273814678192, + "m": 1.0 + }, + { + "p": 0.04160472750663757, + "m": 1.0 + }, + { + "p": 0.07150877267122269, + "m": 0.9224122762680054 + }, + { + "p": 0.07753214240074158, + "m": 1.0 + }, + { + "p": 0.024590883404016495, + "m": 1.0 + }, + { + "p": 0.013614026829600334, + "m": 0.9760743975639343 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.65548574924469, + "val_loss": 1.25375497341156, + "acc": 55.64, + "time": 217.47416053002235, + "param": [ + { + "p": 0.06417059898376465, + "m": 1.0 + }, + { + "p": 0.04219702631235123, + "m": 1.0 + }, + { + "p": 0.055594805628061295, + "m": 1.0 + }, + { + "p": 0.0505339689552784, + "m": 0.9787328839302063 + }, + { + "p": 0.0654451921582222, + "m": 0.2926625907421112 + }, + { + "p": 0.07825358211994171, + "m": 0.22284547984600067 + }, + { + "p": 0.05020114779472351, + "m": 0.9200783967971802 + }, + { + "p": 0.057620976120233536, + "m": 0.9998667240142822 + }, + { + "p": 0.05632172152400017, + "m": 1.0 + }, + { + "p": 0.031408097594976425, + "m": 0.10014346987009048 + }, + { + "p": 0.07934479415416718, + "m": 0.9986424446105957 + }, + { + "p": 0.08885788172483444, + "m": 1.0 + }, + { + "p": 0.05999099463224411, + "m": 1.0 + }, + { + "p": 0.03664165735244751, + "m": 1.0 + }, + { + "p": 0.04839649051427841, + "m": 1.0 + }, + { + "p": 0.08349380642175674, + "m": 1.0 + }, + { + "p": 0.0280741136521101, + "m": 0.9759679436683655 + }, + { + "p": 0.02345317415893078, + "m": 0.990834653377533 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.7114914655685425, + "val_loss": 1.3195732831954956, + "acc": 55.37, + "time": 220.01265722396784, + "param": [ + { + "p": 0.0758369192481041, + "m": 1.0 + }, + { + "p": 0.03434907644987106, + "m": 1.0 + }, + { + "p": 0.05569062381982803, + "m": 1.0 + }, + { + "p": 0.05827328935265541, + "m": 1.0 + }, + { + "p": 0.04312894120812416, + "m": 0.34350159764289856 + }, + { + "p": 0.051321420818567276, + "m": 0.3184632360935211 + }, + { + "p": 0.05545004457235336, + "m": 0.9716076850891113 + }, + { + "p": 0.06679307669401169, + "m": 0.9969643354415894 + }, + { + "p": 0.0713280662894249, + "m": 1.0 + }, + { + "p": 0.05260467901825905, + "m": 0.1690599024295807 + }, + { + "p": 0.0588865727186203, + "m": 1.0 + }, + { + "p": 0.07120099663734436, + "m": 0.9994776248931885 + }, + { + "p": 0.0643756166100502, + "m": 1.0 + }, + { + "p": 0.06222554296255112, + "m": 1.0 + }, + { + "p": 0.06631158292293549, + "m": 0.9881579279899597 + }, + { + "p": 0.05181192606687546, + "m": 0.9992964267730713 + }, + { + "p": 0.030200045555830002, + "m": 0.9995387196540833 + }, + { + "p": 0.030211571604013443, + "m": 0.9900438189506531 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.509747862815857, + "val_loss": 1.257704734802246, + "acc": 54.62, + "time": 220.22284980793484, + "param": [ + { + "p": 0.057334721088409424, + "m": 1.0 + }, + { + "p": 0.04504210129380226, + "m": 1.0 + }, + { + "p": 0.06707631051540375, + "m": 1.0 + }, + { + "p": 0.06105286628007889, + "m": 0.9965048432350159 + }, + { + "p": 0.06037970259785652, + "m": 0.39466238021850586 + }, + { + "p": 0.052085794508457184, + "m": 0.3698524832725525 + }, + { + "p": 0.04484132304787636, + "m": 0.9864064455032349 + }, + { + "p": 0.059901732951402664, + "m": 0.9329800009727478 + }, + { + "p": 0.07325704395771027, + "m": 1.0 + }, + { + "p": 0.05941515043377876, + "m": 0.2003142535686493 + }, + { + "p": 0.05505342036485672, + "m": 1.0 + }, + { + "p": 0.06894322484731674, + "m": 1.0 + }, + { + "p": 0.05619122460484505, + "m": 1.0 + }, + { + "p": 0.03694319352507591, + "m": 1.0 + }, + { + "p": 0.055706143379211426, + "m": 0.9948499798774719 + }, + { + "p": 0.0753491073846817, + "m": 1.0 + }, + { + "p": 0.034998439252376556, + "m": 1.0 + }, + { + "p": 0.03642852231860161, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6036291122436523, + "val_loss": 1.2835845947265625, + "acc": 55.05, + "time": 219.24418814096134, + "param": [ + { + "p": 0.06862615048885345, + "m": 1.0 + }, + { + "p": 0.0296854916960001, + "m": 1.0 + }, + { + "p": 0.07725227624177933, + "m": 1.0 + }, + { + "p": 0.05969822034239769, + "m": 1.0 + }, + { + "p": 0.043999072164297104, + "m": 0.4202773869037628 + }, + { + "p": 0.06122000887989998, + "m": 0.42594560980796814 + }, + { + "p": 0.04400201514363289, + "m": 0.9930589199066162 + }, + { + "p": 0.06467629969120026, + "m": 1.0 + }, + { + "p": 0.054240964353084564, + "m": 1.0 + }, + { + "p": 0.05265839025378227, + "m": 0.183543860912323 + }, + { + "p": 0.05526841804385185, + "m": 1.0 + }, + { + "p": 0.06610825657844543, + "m": 1.0 + }, + { + "p": 0.07445203512907028, + "m": 1.0 + }, + { + "p": 0.04523949697613716, + "m": 1.0 + }, + { + "p": 0.05743689835071564, + "m": 0.9449409246444702 + }, + { + "p": 0.071426160633564, + "m": 0.9973954558372498 + }, + { + "p": 0.030535005033016205, + "m": 0.9929085373878479 + }, + { + "p": 0.04347497597336769, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.550792932510376, + "val_loss": 1.32589852809906, + "acc": 55.84, + "time": 220.3652067220537, + "param": [ + { + "p": 0.06722930073738098, + "m": 1.0 + }, + { + "p": 0.03334024176001549, + "m": 1.0 + }, + { + "p": 0.0617593452334404, + "m": 1.0 + }, + { + "p": 0.05818675458431244, + "m": 1.0 + }, + { + "p": 0.05124581605195999, + "m": 0.4130514860153198 + }, + { + "p": 0.05872010439634323, + "m": 0.4749910831451416 + }, + { + "p": 0.038421448320150375, + "m": 1.0 + }, + { + "p": 0.039412520825862885, + "m": 0.8474923372268677 + }, + { + "p": 0.060524825006723404, + "m": 1.0 + }, + { + "p": 0.057709693908691406, + "m": 0.28286340832710266 + }, + { + "p": 0.07657206803560257, + "m": 1.0 + }, + { + "p": 0.06706271320581436, + "m": 0.9389868378639221 + }, + { + "p": 0.07434145361185074, + "m": 1.0 + }, + { + "p": 0.034411635249853134, + "m": 1.0 + }, + { + "p": 0.08502792567014694, + "m": 1.0 + }, + { + "p": 0.07024143636226654, + "m": 0.958774745464325 + }, + { + "p": 0.03647768869996071, + "m": 0.9655424952507019 + }, + { + "p": 0.029314979910850525, + "m": 0.9997443556785583 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6730233430862427, + "val_loss": 1.2365996837615967, + "acc": 57.01, + "time": 220.88921393302735, + "param": [ + { + "p": 0.06757064908742905, + "m": 1.0 + }, + { + "p": 0.06621375679969788, + "m": 1.0 + }, + { + "p": 0.05462483689188957, + "m": 1.0 + }, + { + "p": 0.03646302595734596, + "m": 1.0 + }, + { + "p": 0.06816307455301285, + "m": 0.4220221936702728 + }, + { + "p": 0.028233755379915237, + "m": 0.49066999554634094 + }, + { + "p": 0.04878583922982216, + "m": 0.9595562815666199 + }, + { + "p": 0.059733860194683075, + "m": 0.978342592716217 + }, + { + "p": 0.06380456686019897, + "m": 1.0 + }, + { + "p": 0.054641496390104294, + "m": 0.28471508622169495 + }, + { + "p": 0.05444502457976341, + "m": 1.0 + }, + { + "p": 0.07896795868873596, + "m": 0.9962034225463867 + }, + { + "p": 0.06813578307628632, + "m": 1.0 + }, + { + "p": 0.030079089105129242, + "m": 1.0 + }, + { + "p": 0.07671914249658585, + "m": 0.972778856754303 + }, + { + "p": 0.08028154075145721, + "m": 0.9981585144996643 + }, + { + "p": 0.024811239913105965, + "m": 0.999669075012207 + }, + { + "p": 0.03832542151212692, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.605865478515625, + "val_loss": 1.1986125707626343, + "acc": 55.06, + "time": 226.19097595696803, + "param": [ + { + "p": 0.06870856881141663, + "m": 1.0 + }, + { + "p": 0.0441458560526371, + "m": 1.0 + }, + { + "p": 0.0478903092443943, + "m": 1.0 + }, + { + "p": 0.05417410284280777, + "m": 0.9709885120391846 + }, + { + "p": 0.06259334087371826, + "m": 0.36743491888046265 + }, + { + "p": 0.04995376989245415, + "m": 0.49512526392936707 + }, + { + "p": 0.06729862838983536, + "m": 0.9148263931274414 + }, + { + "p": 0.050069693475961685, + "m": 0.9383972883224487 + }, + { + "p": 0.05287982523441315, + "m": 0.9779974222183228 + }, + { + "p": 0.05023831129074097, + "m": 0.3573511838912964 + }, + { + "p": 0.05884084478020668, + "m": 0.989860475063324 + }, + { + "p": 0.06773998588323593, + "m": 1.0 + }, + { + "p": 0.0584552176296711, + "m": 1.0 + }, + { + "p": 0.06903143227100372, + "m": 1.0 + }, + { + "p": 0.06716299057006836, + "m": 1.0 + }, + { + "p": 0.04784500226378441, + "m": 0.9813392758369446 + }, + { + "p": 0.031701117753982544, + "m": 0.9997093677520752 + }, + { + "p": 0.051270898431539536, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5016448497772217, + "val_loss": 1.2743512392044067, + "acc": 57.24, + "time": 223.00874638394453, + "param": [ + { + "p": 0.0676000565290451, + "m": 1.0 + }, + { + "p": 0.03823154792189598, + "m": 1.0 + }, + { + "p": 0.0659065768122673, + "m": 1.0 + }, + { + "p": 0.04834311828017235, + "m": 1.0 + }, + { + "p": 0.04804598167538643, + "m": 0.4433973431587219 + }, + { + "p": 0.05024963989853859, + "m": 0.5107511281967163 + }, + { + "p": 0.07086745649576187, + "m": 0.9879830479621887 + }, + { + "p": 0.07614995539188385, + "m": 1.0 + }, + { + "p": 0.06606349349021912, + "m": 1.0 + }, + { + "p": 0.04018581658601761, + "m": 0.39482685923576355 + }, + { + "p": 0.05627407878637314, + "m": 1.0 + }, + { + "p": 0.06659593433141708, + "m": 0.9792619347572327 + }, + { + "p": 0.0644257515668869, + "m": 1.0 + }, + { + "p": 0.03384000062942505, + "m": 1.0 + }, + { + "p": 0.08407517522573471, + "m": 1.0 + }, + { + "p": 0.0704377070069313, + "m": 0.9641247391700745 + }, + { + "p": 0.024572307243943214, + "m": 0.9445858597755432 + }, + { + "p": 0.028135355561971664, + "m": 0.9902560114860535 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.7380039691925049, + "val_loss": 1.1410648822784424, + "acc": 57.31, + "time": 223.54056831507478, + "param": [ + { + "p": 0.049678027629852295, + "m": 1.0 + }, + { + "p": 0.049407102167606354, + "m": 1.0 + }, + { + "p": 0.07857587933540344, + "m": 1.0 + }, + { + "p": 0.03937734663486481, + "m": 0.9680169820785522 + }, + { + "p": 0.060246869921684265, + "m": 0.42100149393081665 + }, + { + "p": 0.0830191969871521, + "m": 0.41274842619895935 + }, + { + "p": 0.05966508388519287, + "m": 0.9914597272872925 + }, + { + "p": 0.08541234582662582, + "m": 0.9186660647392273 + }, + { + "p": 0.04583047702908516, + "m": 0.9721772074699402 + }, + { + "p": 0.03525127097964287, + "m": 0.40935638546943665 + }, + { + "p": 0.07478872686624527, + "m": 1.0 + }, + { + "p": 0.06751155853271484, + "m": 1.0 + }, + { + "p": 0.07948750257492065, + "m": 1.0 + }, + { + "p": 0.018108531832695007, + "m": 1.0 + }, + { + "p": 0.05188000202178955, + "m": 0.9998672604560852 + }, + { + "p": 0.06893907487392426, + "m": 0.9895328283309937 + }, + { + "p": 0.02378571219742298, + "m": 1.0 + }, + { + "p": 0.02903517708182335, + "m": 0.886445939540863 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6253167390823364, + "val_loss": 1.191512942314148, + "acc": 57.0, + "time": 218.90615558007266, + "param": [ + { + "p": 0.06364600360393524, + "m": 1.0 + }, + { + "p": 0.04813171923160553, + "m": 1.0 + }, + { + "p": 0.06641452014446259, + "m": 1.0 + }, + { + "p": 0.0687054693698883, + "m": 0.9859724640846252 + }, + { + "p": 0.05897311866283417, + "m": 0.477451354265213 + }, + { + "p": 0.05540042743086815, + "m": 0.4331328570842743 + }, + { + "p": 0.061341892927885056, + "m": 1.0 + }, + { + "p": 0.050414491444826126, + "m": 0.7904207110404968 + }, + { + "p": 0.06413286924362183, + "m": 1.0 + }, + { + "p": 0.056232038885354996, + "m": 0.40701085329055786 + }, + { + "p": 0.06817552447319031, + "m": 1.0 + }, + { + "p": 0.049724504351615906, + "m": 0.9999072551727295 + }, + { + "p": 0.07607797533273697, + "m": 1.0 + }, + { + "p": 0.04844830930233002, + "m": 1.0 + }, + { + "p": 0.04824196919798851, + "m": 1.0 + }, + { + "p": 0.04546479880809784, + "m": 0.9990739822387695 + }, + { + "p": 0.03981711342930794, + "m": 0.9799243211746216 + }, + { + "p": 0.030657116323709488, + "m": 0.8830735683441162 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.5957260131835938, + "val_loss": 1.2252849340438843, + "acc": 58.51, + "time": 222.09719736198895, + "param": [ + { + "p": 0.07737699151039124, + "m": 1.0 + }, + { + "p": 0.06134946271777153, + "m": 1.0 + }, + { + "p": 0.07639262080192566, + "m": 1.0 + }, + { + "p": 0.05264877900481224, + "m": 1.0 + }, + { + "p": 0.03641800582408905, + "m": 0.5994613170623779 + }, + { + "p": 0.027331016957759857, + "m": 0.505253791809082 + }, + { + "p": 0.04677059128880501, + "m": 0.9822726845741272 + }, + { + "p": 0.051851898431777954, + "m": 0.9617112874984741 + }, + { + "p": 0.07093822956085205, + "m": 1.0 + }, + { + "p": 0.05607942119240761, + "m": 0.34420934319496155 + }, + { + "p": 0.06561239808797836, + "m": 1.0 + }, + { + "p": 0.05993656814098358, + "m": 0.9788937568664551 + }, + { + "p": 0.06348130851984024, + "m": 1.0 + }, + { + "p": 0.053349513560533524, + "m": 1.0 + }, + { + "p": 0.057043831795454025, + "m": 1.0 + }, + { + "p": 0.06904593110084534, + "m": 0.9943735003471375 + }, + { + "p": 0.03220207244157791, + "m": 1.0 + }, + { + "p": 0.04217140004038811, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.7676656246185303, + "val_loss": 1.2651433944702148, + "acc": 59.09, + "time": 224.9753473480232, + "param": [ + { + "p": 0.05327047035098076, + "m": 1.0 + }, + { + "p": 0.03882067650556564, + "m": 1.0 + }, + { + "p": 0.08892378956079483, + "m": 1.0 + }, + { + "p": 0.05490115284919739, + "m": 0.9906516671180725 + }, + { + "p": 0.04535941034555435, + "m": 0.6265543103218079 + }, + { + "p": 0.0551508292555809, + "m": 0.6759825944900513 + }, + { + "p": 0.052701838314533234, + "m": 0.9515545964241028 + }, + { + "p": 0.057588644325733185, + "m": 1.0 + }, + { + "p": 0.0753694474697113, + "m": 1.0 + }, + { + "p": 0.075803242623806, + "m": 0.2844585180282593 + }, + { + "p": 0.04786112904548645, + "m": 1.0 + }, + { + "p": 0.05351349338889122, + "m": 0.9986639022827148 + }, + { + "p": 0.07278446853160858, + "m": 1.0 + }, + { + "p": 0.03497772291302681, + "m": 1.0 + }, + { + "p": 0.06597036123275757, + "m": 1.0 + }, + { + "p": 0.06419505178928375, + "m": 1.0 + }, + { + "p": 0.04238354042172432, + "m": 1.0 + }, + { + "p": 0.020424745976924896, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.7699544429779053, + "val_loss": 1.2431286573410034, + "acc": 57.88, + "time": 223.64597723504994, + "param": [ + { + "p": 0.08274707198143005, + "m": 1.0 + }, + { + "p": 0.035349681973457336, + "m": 1.0 + }, + { + "p": 0.05958988517522812, + "m": 1.0 + }, + { + "p": 0.047526344656944275, + "m": 0.9708536267280579 + }, + { + "p": 0.03269641101360321, + "m": 0.6490775942802429 + }, + { + "p": 0.03910890966653824, + "m": 0.6868062019348145 + }, + { + "p": 0.06506949663162231, + "m": 0.9447743892669678 + }, + { + "p": 0.04798804968595505, + "m": 0.9929009675979614 + }, + { + "p": 0.07837039977312088, + "m": 1.0 + }, + { + "p": 0.06332708895206451, + "m": 0.275676965713501 + }, + { + "p": 0.0604778490960598, + "m": 1.0 + }, + { + "p": 0.0595470555126667, + "m": 0.9971587061882019 + }, + { + "p": 0.06984590739011765, + "m": 1.0 + }, + { + "p": 0.04257546737790108, + "m": 1.0 + }, + { + "p": 0.06620633602142334, + "m": 0.9973879456520081 + }, + { + "p": 0.07105117291212082, + "m": 0.9903243184089661 + }, + { + "p": 0.0333760567009449, + "m": 1.0 + }, + { + "p": 0.04514682665467262, + "m": 0.9646478891372681 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.8208881616592407, + "val_loss": 1.2806907892227173, + "acc": 57.78, + "time": 218.53929831495043, + "param": [ + { + "p": 0.0701339840888977, + "m": 1.0 + }, + { + "p": 0.04337907209992409, + "m": 1.0 + }, + { + "p": 0.09160008281469345, + "m": 1.0 + }, + { + "p": 0.0705515444278717, + "m": 0.9093350768089294 + }, + { + "p": 0.03620566427707672, + "m": 0.6765468716621399 + }, + { + "p": 0.03553680330514908, + "m": 0.722174346446991 + }, + { + "p": 0.04718783497810364, + "m": 0.9488944411277771 + }, + { + "p": 0.048986148089170456, + "m": 0.9997325539588928 + }, + { + "p": 0.06915978342294693, + "m": 1.0 + }, + { + "p": 0.061360690742731094, + "m": 0.2692610025405884 + }, + { + "p": 0.07213355600833893, + "m": 1.0 + }, + { + "p": 0.05331030115485191, + "m": 1.0 + }, + { + "p": 0.08229661732912064, + "m": 1.0 + }, + { + "p": 0.03315292298793793, + "m": 1.0 + }, + { + "p": 0.07121697068214417, + "m": 0.9717267155647278 + }, + { + "p": 0.07309342920780182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04069473221898079, + "m": 0.9964238405227661 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6424459218978882, + "val_loss": 1.2146040201187134, + "acc": 58.68, + "time": 221.7170634190552, + "param": [ + { + "p": 0.06402285397052765, + "m": 1.0 + }, + { + "p": 0.050524648278951645, + "m": 1.0 + }, + { + "p": 0.055373869836330414, + "m": 1.0 + }, + { + "p": 0.06638695299625397, + "m": 1.0 + }, + { + "p": 0.04975007474422455, + "m": 0.6780767440795898 + }, + { + "p": 0.04496878385543823, + "m": 0.6743646860122681 + }, + { + "p": 0.05783754214644432, + "m": 1.0 + }, + { + "p": 0.061235129833221436, + "m": 0.932029664516449 + }, + { + "p": 0.06139202415943146, + "m": 1.0 + }, + { + "p": 0.05690106377005577, + "m": 0.27822500467300415 + }, + { + "p": 0.05831674858927727, + "m": 0.9987359046936035 + }, + { + "p": 0.06879092007875443, + "m": 1.0 + }, + { + "p": 0.058295316994190216, + "m": 1.0 + }, + { + "p": 0.03509313985705376, + "m": 1.0 + }, + { + "p": 0.0598386712372303, + "m": 0.9880169630050659 + }, + { + "p": 0.07255388051271439, + "m": 1.0 + }, + { + "p": 0.03372756764292717, + "m": 1.0 + }, + { + "p": 0.04499084874987602, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.475582242012024, + "val_loss": 1.2134582996368408, + "acc": 59.32, + "time": 228.00276169599965, + "param": [ + { + "p": 0.0830155536532402, + "m": 1.0 + }, + { + "p": 0.043836429715156555, + "m": 1.0 + }, + { + "p": 0.07209885120391846, + "m": 1.0 + }, + { + "p": 0.03392175957560539, + "m": 1.0 + }, + { + "p": 0.04468463361263275, + "m": 0.7379974722862244 + }, + { + "p": 0.03841297701001167, + "m": 0.6695780158042908 + }, + { + "p": 0.06971198320388794, + "m": 1.0 + }, + { + "p": 0.04974140599370003, + "m": 0.9663754105567932 + }, + { + "p": 0.06919729709625244, + "m": 0.9552708864212036 + }, + { + "p": 0.05382826179265976, + "m": 0.3509606719017029 + }, + { + "p": 0.10053771734237671, + "m": 0.9785407781600952 + }, + { + "p": 0.06014658138155937, + "m": 0.9793708324432373 + }, + { + "p": 0.058974895626306534, + "m": 1.0 + }, + { + "p": 0.020399734377861023, + "m": 1.0 + }, + { + "p": 0.08396858721971512, + "m": 1.0 + }, + { + "p": 0.07679775357246399, + "m": 0.9999868273735046 + }, + { + "p": 0.01399347186088562, + "m": 0.9835099577903748 + }, + { + "p": 0.026732007041573524, + "m": 0.9490264654159546 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6420480012893677, + "val_loss": 1.2642220258712769, + "acc": 59.43, + "time": 227.69394309201743, + "param": [ + { + "p": 0.07665115594863892, + "m": 1.0 + }, + { + "p": 0.0317564532160759, + "m": 1.0 + }, + { + "p": 0.05432860925793648, + "m": 1.0 + }, + { + "p": 0.06051221489906311, + "m": 0.968128502368927 + }, + { + "p": 0.038433678448200226, + "m": 0.8343986868858337 + }, + { + "p": 0.04117752984166145, + "m": 0.7368909120559692 + }, + { + "p": 0.044655006378889084, + "m": 0.995638370513916 + }, + { + "p": 0.059833724051713943, + "m": 1.0 + }, + { + "p": 0.07611298561096191, + "m": 1.0 + }, + { + "p": 0.055512893944978714, + "m": 0.34583503007888794 + }, + { + "p": 0.07305801659822464, + "m": 0.9953643679618835 + }, + { + "p": 0.05944765359163284, + "m": 1.0 + }, + { + "p": 0.050137925893068314, + "m": 1.0 + }, + { + "p": 0.016977421939373016, + "m": 1.0 + }, + { + "p": 0.08478110283613205, + "m": 1.0 + }, + { + "p": 0.08561316132545471, + "m": 0.9997312426567078 + }, + { + "p": 0.049576859921216965, + "m": 0.9945846199989319 + }, + { + "p": 0.04143369570374489, + "m": 0.9864146709442139 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.7950927019119263, + "val_loss": 1.0667003393173218, + "acc": 61.32, + "time": 218.39765119401272, + "param": [ + { + "p": 0.08078353852033615, + "m": 1.0 + }, + { + "p": 0.04274943843483925, + "m": 1.0 + }, + { + "p": 0.06571570783853531, + "m": 1.0 + }, + { + "p": 0.04484354332089424, + "m": 0.9904800057411194 + }, + { + "p": 0.031312305480241776, + "m": 0.8531316518783569 + }, + { + "p": 0.03523636981844902, + "m": 0.7503286004066467 + }, + { + "p": 0.06184503063559532, + "m": 0.9979668855667114 + }, + { + "p": 0.08232052624225616, + "m": 0.9930292367935181 + }, + { + "p": 0.06200001388788223, + "m": 1.0 + }, + { + "p": 0.04754694178700447, + "m": 0.3794792592525482 + }, + { + "p": 0.07142139971256256, + "m": 1.0 + }, + { + "p": 0.06951972842216492, + "m": 0.9975476264953613 + }, + { + "p": 0.07400611788034439, + "m": 1.0 + }, + { + "p": 0.037613362073898315, + "m": 1.0 + }, + { + "p": 0.0797608345746994, + "m": 1.0 + }, + { + "p": 0.06964144855737686, + "m": 0.9702047109603882 + }, + { + "p": 0.022772859781980515, + "m": 0.9877434372901917 + }, + { + "p": 0.020910926163196564, + "m": 0.9639981985092163 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5851949453353882, + "val_loss": 1.2894114255905151, + "acc": 58.97, + "time": 212.1864266230259, + "param": [ + { + "p": 0.06513212621212006, + "m": 1.0 + }, + { + "p": 0.02239515259861946, + "m": 1.0 + }, + { + "p": 0.06901601701974869, + "m": 1.0 + }, + { + "p": 0.06367798149585724, + "m": 0.999530017375946 + }, + { + "p": 0.002721511060371995, + "m": 0.8549360632896423 + }, + { + "p": 0.03717467188835144, + "m": 0.8862013220787048 + }, + { + "p": 0.06047190725803375, + "m": 0.9005434513092041 + }, + { + "p": 0.06549138575792313, + "m": 1.0 + }, + { + "p": 0.06207447126507759, + "m": 0.9977574348449707 + }, + { + "p": 0.05283685401082039, + "m": 0.4390130043029785 + }, + { + "p": 0.09339646995067596, + "m": 1.0 + }, + { + "p": 0.10119889676570892, + "m": 1.0 + }, + { + "p": 0.051518604159355164, + "m": 1.0 + }, + { + "p": 0.03631570190191269, + "m": 1.0 + }, + { + "p": 0.06785153597593307, + "m": 0.9456819295883179 + }, + { + "p": 0.08086755871772766, + "m": 0.9663515686988831 + }, + { + "p": 0.039446473121643066, + "m": 0.9867762923240662 + }, + { + "p": 0.028412705287337303, + "m": 0.994621217250824 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5649834871292114, + "val_loss": 1.2264091968536377, + "acc": 60.23, + "time": 224.3642613379052, + "param": [ + { + "p": 0.06293392926454544, + "m": 1.0 + }, + { + "p": 0.051947977393865585, + "m": 1.0 + }, + { + "p": 0.05570554360747337, + "m": 1.0 + }, + { + "p": 0.047604672610759735, + "m": 0.967861533164978 + }, + { + "p": 0.031870462000370026, + "m": 0.8516896367073059 + }, + { + "p": 0.029755525290966034, + "m": 0.8126882910728455 + }, + { + "p": 0.056445684283971786, + "m": 0.956975519657135 + }, + { + "p": 0.059589605778455734, + "m": 0.9387299418449402 + }, + { + "p": 0.06692634522914886, + "m": 1.0 + }, + { + "p": 0.0702851340174675, + "m": 0.48739877343177795 + }, + { + "p": 0.07710160315036774, + "m": 1.0 + }, + { + "p": 0.08222081512212753, + "m": 0.9794470071792603 + }, + { + "p": 0.06515152752399445, + "m": 1.0 + }, + { + "p": 0.04792172461748123, + "m": 1.0 + }, + { + "p": 0.07835777848958969, + "m": 1.0 + }, + { + "p": 0.05360524728894234, + "m": 0.9813723564147949 + }, + { + "p": 0.04434296116232872, + "m": 0.9799326658248901 + }, + { + "p": 0.01823355071246624, + "m": 0.9961732029914856 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5693795680999756, + "val_loss": 1.0156687498092651, + "acc": 61.05, + "time": 213.3487127899425, + "param": [ + { + "p": 0.07518277317285538, + "m": 1.0 + }, + { + "p": 0.015249799937009811, + "m": 1.0 + }, + { + "p": 0.05280839279294014, + "m": 1.0 + }, + { + "p": 0.05728121101856232, + "m": 0.905670166015625 + }, + { + "p": 0.04101501777768135, + "m": 0.8906035423278809 + }, + { + "p": 0.07028301060199738, + "m": 0.8385728597640991 + }, + { + "p": 0.0482977032661438, + "m": 0.9989640712738037 + }, + { + "p": 0.050035785883665085, + "m": 1.0 + }, + { + "p": 0.0714261457324028, + "m": 1.0 + }, + { + "p": 0.05891425535082817, + "m": 0.5469810366630554 + }, + { + "p": 0.06516657769680023, + "m": 0.9976510405540466 + }, + { + "p": 0.08404547721147537, + "m": 0.9875311255455017 + }, + { + "p": 0.06682512164115906, + "m": 1.0 + }, + { + "p": 0.03184882923960686, + "m": 1.0 + }, + { + "p": 0.06995660811662674, + "m": 0.9921194911003113 + }, + { + "p": 0.06559371203184128, + "m": 0.9740191102027893 + }, + { + "p": 0.04771069064736366, + "m": 1.0 + }, + { + "p": 0.028358805924654007, + "m": 0.9953269362449646 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5639536380767822, + "val_loss": 1.048948884010315, + "acc": 60.93, + "time": 216.84939242503606, + "param": [ + { + "p": 0.07527641206979752, + "m": 1.0 + }, + { + "p": 0.0340365469455719, + "m": 1.0 + }, + { + "p": 0.06603019684553146, + "m": 1.0 + }, + { + "p": 0.062395453453063965, + "m": 0.798217236995697 + }, + { + "p": 0.030957834795117378, + "m": 0.8793448805809021 + }, + { + "p": 0.044688452035188675, + "m": 0.7825022339820862 + }, + { + "p": 0.07508059591054916, + "m": 0.928367555141449 + }, + { + "p": 0.03918198496103287, + "m": 0.988510012626648 + }, + { + "p": 0.07483365386724472, + "m": 1.0 + }, + { + "p": 0.052129123359918594, + "m": 0.5795361399650574 + }, + { + "p": 0.07702891528606415, + "m": 1.0 + }, + { + "p": 0.052991051226854324, + "m": 1.0 + }, + { + "p": 0.06355267763137817, + "m": 1.0 + }, + { + "p": 0.04584616795182228, + "m": 1.0 + }, + { + "p": 0.07842297852039337, + "m": 1.0 + }, + { + "p": 0.0528937503695488, + "m": 1.0 + }, + { + "p": 0.036612093448638916, + "m": 0.999992847442627 + }, + { + "p": 0.03804213926196098, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5642443895339966, + "val_loss": 1.1576473712921143, + "acc": 59.27, + "time": 224.9588711420074, + "param": [ + { + "p": 0.07912809401750565, + "m": 1.0 + }, + { + "p": 0.04348796233534813, + "m": 1.0 + }, + { + "p": 0.06388874351978302, + "m": 1.0 + }, + { + "p": 0.048507433384656906, + "m": 0.920335054397583 + }, + { + "p": 0.028607066720724106, + "m": 0.8628883957862854 + }, + { + "p": 0.04374274984002113, + "m": 0.843635618686676 + }, + { + "p": 0.055927641689777374, + "m": 0.9944091439247131 + }, + { + "p": 0.05450977012515068, + "m": 0.9988332986831665 + }, + { + "p": 0.06973986327648163, + "m": 1.0 + }, + { + "p": 0.07003618776798248, + "m": 0.6479964256286621 + }, + { + "p": 0.07711672782897949, + "m": 1.0 + }, + { + "p": 0.05806561931967735, + "m": 1.0 + }, + { + "p": 0.04443138465285301, + "m": 1.0 + }, + { + "p": 0.049131687730550766, + "m": 1.0 + }, + { + "p": 0.07727643102407455, + "m": 0.9783541560173035 + }, + { + "p": 0.06260313838720322, + "m": 1.0 + }, + { + "p": 0.03458782285451889, + "m": 0.9184592962265015 + }, + { + "p": 0.03921148553490639, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6202425956726074, + "val_loss": 1.063299536705017, + "acc": 61.99, + "time": 216.93782682402525, + "param": [ + { + "p": 0.058060094714164734, + "m": 1.0 + }, + { + "p": 0.027331344783306122, + "m": 1.0 + }, + { + "p": 0.07499175518751144, + "m": 1.0 + }, + { + "p": 0.04131316393613815, + "m": 0.7800361514091492 + }, + { + "p": 0.033041875809431076, + "m": 0.9874662756919861 + }, + { + "p": 0.03842829540371895, + "m": 0.9966850876808167 + }, + { + "p": 0.06549736112356186, + "m": 0.9042401909828186 + }, + { + "p": 0.05556248128414154, + "m": 1.0 + }, + { + "p": 0.05458904057741165, + "m": 1.0 + }, + { + "p": 0.041500724852085114, + "m": 0.6484619379043579 + }, + { + "p": 0.06140247732400894, + "m": 0.9963948726654053 + }, + { + "p": 0.061826761811971664, + "m": 1.0 + }, + { + "p": 0.06770622730255127, + "m": 1.0 + }, + { + "p": 0.056477874517440796, + "m": 1.0 + }, + { + "p": 0.08751344680786133, + "m": 1.0 + }, + { + "p": 0.08510313183069229, + "m": 1.0 + }, + { + "p": 0.04388190060853958, + "m": 0.9548304080963135 + }, + { + "p": 0.045772064477205276, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5323240756988525, + "val_loss": 1.226962924003601, + "acc": 60.06, + "time": 222.06348545500077, + "param": [ + { + "p": 0.0555516853928566, + "m": 1.0 + }, + { + "p": 0.05228463560342789, + "m": 1.0 + }, + { + "p": 0.06045280024409294, + "m": 1.0 + }, + { + "p": 0.04873175546526909, + "m": 0.832430362701416 + }, + { + "p": 0.052678272128105164, + "m": 0.9914277791976929 + }, + { + "p": 0.03833422809839249, + "m": 0.9869602918624878 + }, + { + "p": 0.06347130239009857, + "m": 0.9027424454689026 + }, + { + "p": 0.061582762748003006, + "m": 0.992218554019928 + }, + { + "p": 0.060941435396671295, + "m": 1.0 + }, + { + "p": 0.057074174284935, + "m": 0.6324495673179626 + }, + { + "p": 0.05441475287079811, + "m": 1.0 + }, + { + "p": 0.053163617849349976, + "m": 0.9858010411262512 + }, + { + "p": 0.05318760499358177, + "m": 1.0 + }, + { + "p": 0.06475431472063065, + "m": 1.0 + }, + { + "p": 0.07077200710773468, + "m": 1.0 + }, + { + "p": 0.04966290667653084, + "m": 0.9584013223648071 + }, + { + "p": 0.049321021884679794, + "m": 1.0 + }, + { + "p": 0.05362078174948692, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5767830610275269, + "val_loss": 1.0773910284042358, + "acc": 61.11, + "time": 223.42507509200368, + "param": [ + { + "p": 0.07469087094068527, + "m": 1.0 + }, + { + "p": 0.0564170740544796, + "m": 1.0 + }, + { + "p": 0.06924912333488464, + "m": 1.0 + }, + { + "p": 0.04168206825852394, + "m": 0.7797137498855591 + }, + { + "p": 0.05349051207304001, + "m": 0.9510053992271423 + }, + { + "p": 0.05206950381398201, + "m": 0.9428122639656067 + }, + { + "p": 0.07310041785240173, + "m": 0.8524220585823059 + }, + { + "p": 0.04073096066713333, + "m": 0.9029254913330078 + }, + { + "p": 0.08519501239061356, + "m": 0.9936113953590393 + }, + { + "p": 0.05674995481967926, + "m": 0.6266178488731384 + }, + { + "p": 0.07529231905937195, + "m": 1.0 + }, + { + "p": 0.07679016143083572, + "m": 0.9159801006317139 + }, + { + "p": 0.03836875408887863, + "m": 1.0 + }, + { + "p": 0.0383412167429924, + "m": 1.0 + }, + { + "p": 0.045835599303245544, + "m": 0.9848277568817139 + }, + { + "p": 0.05848986655473709, + "m": 0.8992524147033691 + }, + { + "p": 0.02936273254454136, + "m": 1.0 + }, + { + "p": 0.034143950790166855, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.632283329963684, + "val_loss": 1.1906408071517944, + "acc": 61.93, + "time": 220.33159021101892, + "param": [ + { + "p": 0.07884620130062103, + "m": 1.0 + }, + { + "p": 0.032029151916503906, + "m": 1.0 + }, + { + "p": 0.06583870202302933, + "m": 1.0 + }, + { + "p": 0.05022745952010155, + "m": 0.7527471780776978 + }, + { + "p": 0.03759121149778366, + "m": 0.9643586874008179 + }, + { + "p": 0.05728380009531975, + "m": 0.8854077458381653 + }, + { + "p": 0.06468132883310318, + "m": 0.8047227263450623 + }, + { + "p": 0.07536350935697556, + "m": 0.8364366888999939 + }, + { + "p": 0.06976520270109177, + "m": 1.0 + }, + { + "p": 0.04374363645911217, + "m": 0.6510515213012695 + }, + { + "p": 0.06289251148700714, + "m": 1.0 + }, + { + "p": 0.06166332587599754, + "m": 0.9749359488487244 + }, + { + "p": 0.06239565089344978, + "m": 1.0 + }, + { + "p": 0.04533842206001282, + "m": 1.0 + }, + { + "p": 0.05366171523928642, + "m": 0.975967288017273 + }, + { + "p": 0.048756834119558334, + "m": 0.8774043321609497 + }, + { + "p": 0.043960683047771454, + "m": 1.0 + }, + { + "p": 0.045960698276758194, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.538447380065918, + "val_loss": 1.1222337484359741, + "acc": 63.0, + "time": 222.42328363703564, + "param": [ + { + "p": 0.06477052718400955, + "m": 1.0 + }, + { + "p": 0.02236049994826317, + "m": 1.0 + }, + { + "p": 0.05385952442884445, + "m": 1.0 + }, + { + "p": 0.0548035092651844, + "m": 0.7328354716300964 + }, + { + "p": 0.01602247729897499, + "m": 1.0 + }, + { + "p": 0.04127449914813042, + "m": 0.8691216111183167 + }, + { + "p": 0.06634627282619476, + "m": 0.8189648389816284 + }, + { + "p": 0.07160606235265732, + "m": 0.9006369113922119 + }, + { + "p": 0.06464304029941559, + "m": 1.0 + }, + { + "p": 0.04692228138446808, + "m": 0.6837590932846069 + }, + { + "p": 0.0693001002073288, + "m": 1.0 + }, + { + "p": 0.06870957463979721, + "m": 0.9920496344566345 + }, + { + "p": 0.08518649637699127, + "m": 1.0 + }, + { + "p": 0.04524875432252884, + "m": 1.0 + }, + { + "p": 0.07584809511899948, + "m": 1.0 + }, + { + "p": 0.07571525871753693, + "m": 1.0 + }, + { + "p": 0.029820967465639114, + "m": 0.9531518220901489 + }, + { + "p": 0.04756201431155205, + "m": 0.9993172883987427 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6054816246032715, + "val_loss": 1.0685399770736694, + "acc": 63.07, + "time": 213.98611162300222, + "param": [ + { + "p": 0.059454042464494705, + "m": 1.0 + }, + { + "p": 0.05165114998817444, + "m": 1.0 + }, + { + "p": 0.07514359802007675, + "m": 1.0 + }, + { + "p": 0.044364288449287415, + "m": 0.7240626215934753 + }, + { + "p": 0.04035468026995659, + "m": 1.0 + }, + { + "p": 0.052178844809532166, + "m": 0.8680464625358582 + }, + { + "p": 0.02876112051308155, + "m": 0.8578852415084839 + }, + { + "p": 0.05438198521733284, + "m": 0.9684127569198608 + }, + { + "p": 0.06509720534086227, + "m": 1.0 + }, + { + "p": 0.08672715723514557, + "m": 0.7425501346588135 + }, + { + "p": 0.07002558559179306, + "m": 1.0 + }, + { + "p": 0.049338795244693756, + "m": 0.9642411470413208 + }, + { + "p": 0.06521017849445343, + "m": 1.0 + }, + { + "p": 0.03762863948941231, + "m": 1.0 + }, + { + "p": 0.0713876262307167, + "m": 1.0 + }, + { + "p": 0.06224345788359642, + "m": 0.85895174741745 + }, + { + "p": 0.01945577934384346, + "m": 1.0 + }, + { + "p": 0.06659582257270813, + "m": 0.9650697708129883 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4727097749710083, + "val_loss": 1.0972745418548584, + "acc": 62.27, + "time": 215.1412872300716, + "param": [ + { + "p": 0.0732547789812088, + "m": 1.0 + }, + { + "p": 0.03537632152438164, + "m": 1.0 + }, + { + "p": 0.05617264658212662, + "m": 1.0 + }, + { + "p": 0.06370532512664795, + "m": 0.7331409454345703 + }, + { + "p": 0.04326903820037842, + "m": 0.968702495098114 + }, + { + "p": 0.05013899877667427, + "m": 0.9147872924804688 + }, + { + "p": 0.050267256796360016, + "m": 0.8636453151702881 + }, + { + "p": 0.05834178626537323, + "m": 0.9312121868133545 + }, + { + "p": 0.06009902060031891, + "m": 0.9982086420059204 + }, + { + "p": 0.045417528599500656, + "m": 0.788314700126648 + }, + { + "p": 0.05687076598405838, + "m": 1.0 + }, + { + "p": 0.06214362382888794, + "m": 1.0 + }, + { + "p": 0.052949465811252594, + "m": 1.0 + }, + { + "p": 0.05632384121417999, + "m": 1.0 + }, + { + "p": 0.05517713353037834, + "m": 1.0 + }, + { + "p": 0.07456541806459427, + "m": 1.0 + }, + { + "p": 0.05131262168288231, + "m": 0.9906493425369263 + }, + { + "p": 0.054614339023828506, + "m": 0.9955752491950989 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.362501859664917, + "val_loss": 1.0247567892074585, + "acc": 61.42, + "time": 218.21038613503333, + "param": [ + { + "p": 0.061434488743543625, + "m": 1.0 + }, + { + "p": 0.05143286660313606, + "m": 1.0 + }, + { + "p": 0.06728458404541016, + "m": 1.0 + }, + { + "p": 0.07180686295032501, + "m": 0.6893137693405151 + }, + { + "p": 0.023503830656409264, + "m": 0.9872292876243591 + }, + { + "p": 0.05952979624271393, + "m": 0.9720603227615356 + }, + { + "p": 0.07038194686174393, + "m": 0.8128669857978821 + }, + { + "p": 0.060600001364946365, + "m": 0.9833989143371582 + }, + { + "p": 0.044776204973459244, + "m": 0.9821984767913818 + }, + { + "p": 0.05816175043582916, + "m": 0.8412436842918396 + }, + { + "p": 0.046993572264909744, + "m": 1.0 + }, + { + "p": 0.06210894510149956, + "m": 0.945256233215332 + }, + { + "p": 0.08287006616592407, + "m": 1.0 + }, + { + "p": 0.07199603319168091, + "m": 1.0 + }, + { + "p": 0.04521494358778, + "m": 1.0 + }, + { + "p": 0.05477716028690338, + "m": 0.9748322367668152 + }, + { + "p": 0.03013424575328827, + "m": 0.9954863786697388 + }, + { + "p": 0.03699269890785217, + "m": 0.9605744481086731 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5494954586029053, + "val_loss": 1.0754746198654175, + "acc": 62.81, + "time": 219.90462650894187, + "param": [ + { + "p": 0.08015576750040054, + "m": 1.0 + }, + { + "p": 0.044709403067827225, + "m": 1.0 + }, + { + "p": 0.06216605380177498, + "m": 1.0 + }, + { + "p": 0.06584451347589493, + "m": 0.8121816515922546 + }, + { + "p": 0.034037765115499496, + "m": 0.9929272532463074 + }, + { + "p": 0.06999627500772476, + "m": 0.9298559427261353 + }, + { + "p": 0.04915354400873184, + "m": 0.8848109841346741 + }, + { + "p": 0.059636883437633514, + "m": 1.0 + }, + { + "p": 0.06315210461616516, + "m": 1.0 + }, + { + "p": 0.04301968216896057, + "m": 0.8900374174118042 + }, + { + "p": 0.06529329717159271, + "m": 1.0 + }, + { + "p": 0.053523849695920944, + "m": 0.9440566301345825 + }, + { + "p": 0.0544985868036747, + "m": 1.0 + }, + { + "p": 0.05193626880645752, + "m": 1.0 + }, + { + "p": 0.07015763968229294, + "m": 0.9966713786125183 + }, + { + "p": 0.06252937018871307, + "m": 0.9831576943397522 + }, + { + "p": 0.04288841411471367, + "m": 0.9967074394226074 + }, + { + "p": 0.027300728484988213, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.5190798044204712, + "val_loss": 1.0051125288009644, + "acc": 63.22, + "time": 222.9834112529643, + "param": [ + { + "p": 0.0487724170088768, + "m": 1.0 + }, + { + "p": 0.032240476459264755, + "m": 1.0 + }, + { + "p": 0.06183064728975296, + "m": 1.0 + }, + { + "p": 0.04774942994117737, + "m": 0.7204357385635376 + }, + { + "p": 0.04291487857699394, + "m": 0.9252576231956482 + }, + { + "p": 0.043808359652757645, + "m": 0.9985236525535583 + }, + { + "p": 0.0652606412768364, + "m": 0.7226672172546387 + }, + { + "p": 0.06813301891088486, + "m": 0.9378273487091064 + }, + { + "p": 0.07189694046974182, + "m": 1.0 + }, + { + "p": 0.05832868441939354, + "m": 0.8287913799285889 + }, + { + "p": 0.06455665081739426, + "m": 1.0 + }, + { + "p": 0.06356272846460342, + "m": 0.9554750323295593 + }, + { + "p": 0.057824764400720596, + "m": 1.0 + }, + { + "p": 0.06392180174589157, + "m": 1.0 + }, + { + "p": 0.060969166457653046, + "m": 1.0 + }, + { + "p": 0.07814992219209671, + "m": 0.999426007270813 + }, + { + "p": 0.019726572558283806, + "m": 1.0 + }, + { + "p": 0.05035291239619255, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.5412178039550781, + "val_loss": 1.0019596815109253, + "acc": 63.57, + "time": 221.28146471094806, + "param": [ + { + "p": 0.0670652985572815, + "m": 1.0 + }, + { + "p": 0.03768785670399666, + "m": 1.0 + }, + { + "p": 0.07654231041669846, + "m": 1.0 + }, + { + "p": 0.056920524686574936, + "m": 0.7862539887428284 + }, + { + "p": 0.036573756486177444, + "m": 0.974656879901886 + }, + { + "p": 0.0745440199971199, + "m": 0.9994348287582397 + }, + { + "p": 0.05703658610582352, + "m": 0.6651429533958435 + }, + { + "p": 0.05674230307340622, + "m": 1.0 + }, + { + "p": 0.05869586765766144, + "m": 0.9999178051948547 + }, + { + "p": 0.04861302301287651, + "m": 0.823157012462616 + }, + { + "p": 0.06244814395904541, + "m": 1.0 + }, + { + "p": 0.06380638480186462, + "m": 0.9500712156295776 + }, + { + "p": 0.06368552148342133, + "m": 1.0 + }, + { + "p": 0.03441918268799782, + "m": 1.0 + }, + { + "p": 0.05410178750753403, + "m": 1.0 + }, + { + "p": 0.05042574554681778, + "m": 0.9950716495513916 + }, + { + "p": 0.06994538009166718, + "m": 0.9999868273735046 + }, + { + "p": 0.030746299773454666, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.508142113685608, + "val_loss": 1.146233320236206, + "acc": 63.67, + "time": 224.67058194195852, + "param": [ + { + "p": 0.07627532631158829, + "m": 1.0 + }, + { + "p": 0.04250398278236389, + "m": 1.0 + }, + { + "p": 0.04963378980755806, + "m": 1.0 + }, + { + "p": 0.04305242747068405, + "m": 0.7185654640197754 + }, + { + "p": 0.062253884971141815, + "m": 1.0 + }, + { + "p": 0.05598701536655426, + "m": 0.9938861131668091 + }, + { + "p": 0.06382241100072861, + "m": 0.763942539691925 + }, + { + "p": 0.061038363724946976, + "m": 0.9738596677780151 + }, + { + "p": 0.058031752705574036, + "m": 1.0 + }, + { + "p": 0.05731404572725296, + "m": 0.9565711617469788 + }, + { + "p": 0.04613426327705383, + "m": 1.0 + }, + { + "p": 0.0746602863073349, + "m": 1.0 + }, + { + "p": 0.05856049060821533, + "m": 1.0 + }, + { + "p": 0.041010379791259766, + "m": 1.0 + }, + { + "p": 0.05971403792500496, + "m": 0.9797465205192566 + }, + { + "p": 0.06001880019903183, + "m": 0.9438674449920654 + }, + { + "p": 0.041046399623155594, + "m": 1.0 + }, + { + "p": 0.04894237965345383, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3045241832733154, + "val_loss": 1.1147425174713135, + "acc": 62.37, + "time": 222.7343406090513, + "param": [ + { + "p": 0.05693682283163071, + "m": 1.0 + }, + { + "p": 0.03952314332127571, + "m": 1.0 + }, + { + "p": 0.07331451773643494, + "m": 1.0 + }, + { + "p": 0.05520171672105789, + "m": 0.743191659450531 + }, + { + "p": 0.05453525483608246, + "m": 0.9136072397232056 + }, + { + "p": 0.04861494526267052, + "m": 1.0 + }, + { + "p": 0.06307673454284668, + "m": 0.850325882434845 + }, + { + "p": 0.05935479700565338, + "m": 1.0 + }, + { + "p": 0.05921190232038498, + "m": 1.0 + }, + { + "p": 0.059781283140182495, + "m": 0.9009246230125427 + }, + { + "p": 0.06509944796562195, + "m": 1.0 + }, + { + "p": 0.08880025148391724, + "m": 0.9793352484703064 + }, + { + "p": 0.052365366369485855, + "m": 1.0 + }, + { + "p": 0.04384314641356468, + "m": 1.0 + }, + { + "p": 0.05731193721294403, + "m": 0.9961446523666382 + }, + { + "p": 0.054299235343933105, + "m": 0.9823283553123474 + }, + { + "p": 0.033826861530542374, + "m": 1.0 + }, + { + "p": 0.034902602434158325, + "m": 0.999259889125824 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.43662428855896, + "val_loss": 0.9796141386032104, + "acc": 64.31, + "time": 221.21184022305533, + "param": [ + { + "p": 0.06724701821804047, + "m": 1.0 + }, + { + "p": 0.03614191338419914, + "m": 1.0 + }, + { + "p": 0.056858040392398834, + "m": 1.0 + }, + { + "p": 0.04137679934501648, + "m": 0.7038765549659729 + }, + { + "p": 0.04994675889611244, + "m": 0.8719775080680847 + }, + { + "p": 0.049479108303785324, + "m": 0.9678429365158081 + }, + { + "p": 0.06900426745414734, + "m": 0.8561599850654602 + }, + { + "p": 0.07865092903375626, + "m": 1.0 + }, + { + "p": 0.052573759108781815, + "m": 1.0 + }, + { + "p": 0.0598127655684948, + "m": 0.8930264115333557 + }, + { + "p": 0.06265167146921158, + "m": 1.0 + }, + { + "p": 0.07603757083415985, + "m": 1.0 + }, + { + "p": 0.0556146539747715, + "m": 1.0 + }, + { + "p": 0.044662583619356155, + "m": 1.0 + }, + { + "p": 0.06419406831264496, + "m": 0.9993217587471008 + }, + { + "p": 0.05053696781396866, + "m": 1.0 + }, + { + "p": 0.05061294883489609, + "m": 1.0 + }, + { + "p": 0.03459804132580757, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.297404408454895, + "val_loss": 1.049197793006897, + "acc": 63.99, + "time": 212.84556352696382, + "param": [ + { + "p": 0.04587617143988609, + "m": 1.0 + }, + { + "p": 0.007171233184635639, + "m": 1.0 + }, + { + "p": 0.07772451639175415, + "m": 1.0 + }, + { + "p": 0.0576481968164444, + "m": 0.7142684459686279 + }, + { + "p": 0.000544247857760638, + "m": 0.8030654191970825 + }, + { + "p": 0.06389576941728592, + "m": 0.9248504042625427 + }, + { + "p": 0.042139679193496704, + "m": 0.8171128034591675 + }, + { + "p": 0.06416624039411545, + "m": 0.9803445935249329 + }, + { + "p": 0.07655521482229233, + "m": 1.0 + }, + { + "p": 0.08268438279628754, + "m": 0.8806741237640381 + }, + { + "p": 0.06379251927137375, + "m": 0.9897244572639465 + }, + { + "p": 0.052642449736595154, + "m": 1.0 + }, + { + "p": 0.04138883948326111, + "m": 1.0 + }, + { + "p": 0.0648941844701767, + "m": 1.0 + }, + { + "p": 0.07984981685876846, + "m": 1.0 + }, + { + "p": 0.09866809099912643, + "m": 0.9992656111717224 + }, + { + "p": 0.03848922997713089, + "m": 0.9782593846321106 + }, + { + "p": 0.0418693944811821, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.173795223236084, + "val_loss": 0.9748536944389343, + "acc": 64.49, + "time": 215.50596625800245, + "param": [ + { + "p": 0.07615120708942413, + "m": 1.0 + }, + { + "p": 0.04492301493883133, + "m": 1.0 + }, + { + "p": 0.07345575094223022, + "m": 1.0 + }, + { + "p": 0.03261697664856911, + "m": 0.6368956565856934 + }, + { + "p": 0.06804871559143066, + "m": 0.8995638489723206 + }, + { + "p": 0.040517233312129974, + "m": 0.9929431676864624 + }, + { + "p": 0.05610647797584534, + "m": 0.7475690841674805 + }, + { + "p": 0.06521447747945786, + "m": 0.9985224008560181 + }, + { + "p": 0.07179384678602219, + "m": 1.0 + }, + { + "p": 0.07241864502429962, + "m": 0.8621744513511658 + }, + { + "p": 0.05038679391145706, + "m": 1.0 + }, + { + "p": 0.06408752501010895, + "m": 1.0 + }, + { + "p": 0.059128642082214355, + "m": 1.0 + }, + { + "p": 0.024104030802845955, + "m": 1.0 + }, + { + "p": 0.052765946835279465, + "m": 1.0 + }, + { + "p": 0.06055952608585358, + "m": 0.9751012921333313 + }, + { + "p": 0.030551176518201828, + "m": 1.0 + }, + { + "p": 0.05717005208134651, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4963414669036865, + "val_loss": 1.113083004951477, + "acc": 65.1, + "time": 217.52491744898725, + "param": [ + { + "p": 0.04403900355100632, + "m": 1.0 + }, + { + "p": 0.03997716307640076, + "m": 1.0 + }, + { + "p": 0.05619511753320694, + "m": 1.0 + }, + { + "p": 0.05559500679373741, + "m": 0.8246605396270752 + }, + { + "p": 0.052462972700595856, + "m": 0.882576584815979 + }, + { + "p": 0.04812251776456833, + "m": 0.9727604389190674 + }, + { + "p": 0.06168752163648605, + "m": 0.726213812828064 + }, + { + "p": 0.067705899477005, + "m": 0.9808458089828491 + }, + { + "p": 0.061128899455070496, + "m": 1.0 + }, + { + "p": 0.05904184281826019, + "m": 0.9340685606002808 + }, + { + "p": 0.056779924780130386, + "m": 1.0 + }, + { + "p": 0.07055141776800156, + "m": 1.0 + }, + { + "p": 0.0641983300447464, + "m": 1.0 + }, + { + "p": 0.039882466197013855, + "m": 1.0 + }, + { + "p": 0.05307874456048012, + "m": 1.0 + }, + { + "p": 0.06070595607161522, + "m": 0.9378367066383362 + }, + { + "p": 0.06870979815721512, + "m": 1.0 + }, + { + "p": 0.040137358009815216, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4571672677993774, + "val_loss": 0.9878368377685547, + "acc": 65.07, + "time": 217.6240406249417, + "param": [ + { + "p": 0.06142957881093025, + "m": 1.0 + }, + { + "p": 0.055230963975191116, + "m": 1.0 + }, + { + "p": 0.052113719284534454, + "m": 1.0 + }, + { + "p": 0.028163056820631027, + "m": 0.7985996603965759 + }, + { + "p": 0.03692770004272461, + "m": 0.8432953357696533 + }, + { + "p": 0.051886264234781265, + "m": 0.9485294222831726 + }, + { + "p": 0.07168611139059067, + "m": 0.7560847997665405 + }, + { + "p": 0.028676535934209824, + "m": 1.0 + }, + { + "p": 0.07315108180046082, + "m": 1.0 + }, + { + "p": 0.05741759017109871, + "m": 0.8898599743843079 + }, + { + "p": 0.06469996273517609, + "m": 1.0 + }, + { + "p": 0.08900244534015656, + "m": 1.0 + }, + { + "p": 0.057430561631917953, + "m": 1.0 + }, + { + "p": 0.028062734752893448, + "m": 1.0 + }, + { + "p": 0.07513699680566788, + "m": 1.0 + }, + { + "p": 0.07630125433206558, + "m": 1.0 + }, + { + "p": 0.05278433859348297, + "m": 0.9988664984703064 + }, + { + "p": 0.03989897668361664, + "m": 0.9906995892524719 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4275728464126587, + "val_loss": 0.994301974773407, + "acc": 64.99, + "time": 218.4092932420317, + "param": [ + { + "p": 0.06724198162555695, + "m": 1.0 + }, + { + "p": 0.025294281542301178, + "m": 1.0 + }, + { + "p": 0.06434611231088638, + "m": 1.0 + }, + { + "p": 0.04831276461482048, + "m": 0.8069018721580505 + }, + { + "p": 0.04353509843349457, + "m": 0.9431501626968384 + }, + { + "p": 0.062150537967681885, + "m": 0.9849589467048645 + }, + { + "p": 0.0626930445432663, + "m": 0.8189436793327332 + }, + { + "p": 0.047959886491298676, + "m": 1.0 + }, + { + "p": 0.08093520253896713, + "m": 1.0 + }, + { + "p": 0.0648009181022644, + "m": 0.9284290671348572 + }, + { + "p": 0.06956840306520462, + "m": 1.0 + }, + { + "p": 0.04866451397538185, + "m": 1.0 + }, + { + "p": 0.06414631754159927, + "m": 1.0 + }, + { + "p": 0.03674307465553284, + "m": 1.0 + }, + { + "p": 0.07940398901700974, + "m": 0.9991568326950073 + }, + { + "p": 0.07075164467096329, + "m": 0.9926059246063232 + }, + { + "p": 0.027525704354047775, + "m": 1.0 + }, + { + "p": 0.03592654690146446, + "m": 0.9942337870597839 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3787380456924438, + "val_loss": 1.0933912992477417, + "acc": 64.89, + "time": 223.2780981999822, + "param": [ + { + "p": 0.06891991198062897, + "m": 1.0 + }, + { + "p": 0.022444486618041992, + "m": 1.0 + }, + { + "p": 0.06566793471574783, + "m": 1.0 + }, + { + "p": 0.060401711612939835, + "m": 0.6866055130958557 + }, + { + "p": 0.032302189618349075, + "m": 0.9014262557029724 + }, + { + "p": 0.03322189301252365, + "m": 0.9940632581710815 + }, + { + "p": 0.070500947535038, + "m": 0.8447386622428894 + }, + { + "p": 0.060431867837905884, + "m": 0.9622266292572021 + }, + { + "p": 0.06149709224700928, + "m": 1.0 + }, + { + "p": 0.06822267174720764, + "m": 0.8816930055618286 + }, + { + "p": 0.06446105241775513, + "m": 1.0 + }, + { + "p": 0.061156611889600754, + "m": 1.0 + }, + { + "p": 0.06475552916526794, + "m": 1.0 + }, + { + "p": 0.053685665130615234, + "m": 1.0 + }, + { + "p": 0.04893539845943451, + "m": 0.9299247860908508 + }, + { + "p": 0.08135592937469482, + "m": 1.0 + }, + { + "p": 0.032314613461494446, + "m": 1.0 + }, + { + "p": 0.04972444474697113, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.4672685861587524, + "val_loss": 0.9764363169670105, + "acc": 65.0, + "time": 224.29613788693678, + "param": [ + { + "p": 0.08137407153844833, + "m": 1.0 + }, + { + "p": 0.03177398815751076, + "m": 1.0 + }, + { + "p": 0.059452954679727554, + "m": 1.0 + }, + { + "p": 0.04285172373056412, + "m": 0.6231698989868164 + }, + { + "p": 0.04440248757600784, + "m": 0.8869360089302063 + }, + { + "p": 0.04581229388713837, + "m": 0.9701756834983826 + }, + { + "p": 0.05409771576523781, + "m": 0.8612892627716064 + }, + { + "p": 0.037169475108385086, + "m": 0.9891470074653625 + }, + { + "p": 0.08049710094928741, + "m": 1.0 + }, + { + "p": 0.07082045823335648, + "m": 0.8235889077186584 + }, + { + "p": 0.04852671921253204, + "m": 1.0 + }, + { + "p": 0.05814195051789284, + "m": 1.0 + }, + { + "p": 0.0682259127497673, + "m": 1.0 + }, + { + "p": 0.031349048018455505, + "m": 1.0 + }, + { + "p": 0.08467786014080048, + "m": 0.9960500001907349 + }, + { + "p": 0.07882735878229141, + "m": 0.9913828372955322 + }, + { + "p": 0.0364200621843338, + "m": 0.999312698841095 + }, + { + "p": 0.04557887464761734, + "m": 0.9994115233421326 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.599817156791687, + "val_loss": 1.051016926765442, + "acc": 65.7, + "time": 222.59620853001252, + "param": [ + { + "p": 0.06186392530798912, + "m": 1.0 + }, + { + "p": 0.02633056975901127, + "m": 1.0 + }, + { + "p": 0.055198587477207184, + "m": 1.0 + }, + { + "p": 0.054616235196590424, + "m": 0.4634059965610504 + }, + { + "p": 0.014248219318687916, + "m": 0.9871189594268799 + }, + { + "p": 0.05597634240984917, + "m": 1.0 + }, + { + "p": 0.07605718821287155, + "m": 0.8417670130729675 + }, + { + "p": 0.039664119482040405, + "m": 0.9548865556716919 + }, + { + "p": 0.04135506600141525, + "m": 1.0 + }, + { + "p": 0.06354166567325592, + "m": 0.7557451128959656 + }, + { + "p": 0.05606435611844063, + "m": 0.9967464208602905 + }, + { + "p": 0.06715016812086105, + "m": 1.0 + }, + { + "p": 0.07201241701841354, + "m": 1.0 + }, + { + "p": 0.05252790078520775, + "m": 1.0 + }, + { + "p": 0.05832250788807869, + "m": 0.9615863561630249 + }, + { + "p": 0.09049101918935776, + "m": 0.9997836947441101 + }, + { + "p": 0.03767397254705429, + "m": 0.9816069602966309 + }, + { + "p": 0.0769057646393776, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3625930547714233, + "val_loss": 0.982159435749054, + "acc": 64.8, + "time": 221.59961529204156, + "param": [ + { + "p": 0.06928399205207825, + "m": 1.0 + }, + { + "p": 0.045823127031326294, + "m": 1.0 + }, + { + "p": 0.057069920003414154, + "m": 1.0 + }, + { + "p": 0.05498464033007622, + "m": 0.539106011390686 + }, + { + "p": 0.045545026659965515, + "m": 0.9022395610809326 + }, + { + "p": 0.033424414694309235, + "m": 0.9936266541481018 + }, + { + "p": 0.06984072178602219, + "m": 0.7478138208389282 + }, + { + "p": 0.04988034814596176, + "m": 0.9419848918914795 + }, + { + "p": 0.04883452504873276, + "m": 0.9784067273139954 + }, + { + "p": 0.05897951498627663, + "m": 0.8653151392936707 + }, + { + "p": 0.05329931527376175, + "m": 1.0 + }, + { + "p": 0.06197025999426842, + "m": 1.0 + }, + { + "p": 0.06337745487689972, + "m": 1.0 + }, + { + "p": 0.04015976935625076, + "m": 1.0 + }, + { + "p": 0.06764114648103714, + "m": 0.9999678730964661 + }, + { + "p": 0.07397173345088959, + "m": 1.0 + }, + { + "p": 0.051954708993434906, + "m": 0.9494714736938477 + }, + { + "p": 0.053959399461746216, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5905159711837769, + "val_loss": 0.9574428200721741, + "acc": 65.57, + "time": 218.94493744708598, + "param": [ + { + "p": 0.05648381635546684, + "m": 1.0 + }, + { + "p": 0.034322191029787064, + "m": 1.0 + }, + { + "p": 0.06251409649848938, + "m": 1.0 + }, + { + "p": 0.06192050874233246, + "m": 0.5427465438842773 + }, + { + "p": 0.04910830035805702, + "m": 1.0 + }, + { + "p": 0.06807217746973038, + "m": 0.9760177731513977 + }, + { + "p": 0.06449683755636215, + "m": 0.7701950669288635 + }, + { + "p": 0.03152801841497421, + "m": 1.0 + }, + { + "p": 0.05625537782907486, + "m": 0.997636616230011 + }, + { + "p": 0.04272933304309845, + "m": 0.8963830471038818 + }, + { + "p": 0.06645062565803528, + "m": 1.0 + }, + { + "p": 0.06341250985860825, + "m": 1.0 + }, + { + "p": 0.061738207936286926, + "m": 1.0 + }, + { + "p": 0.06753992289304733, + "m": 1.0 + }, + { + "p": 0.048888955265283585, + "m": 1.0 + }, + { + "p": 0.065980926156044, + "m": 1.0 + }, + { + "p": 0.04766674339771271, + "m": 1.0 + }, + { + "p": 0.05089137703180313, + "m": 0.9914141297340393 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.6228158473968506, + "val_loss": 0.9966351985931396, + "acc": 64.3, + "time": 220.94475631706882, + "param": [ + { + "p": 0.042268820106983185, + "m": 1.0 + }, + { + "p": 0.039126500487327576, + "m": 1.0 + }, + { + "p": 0.06789227575063705, + "m": 1.0 + }, + { + "p": 0.04542732611298561, + "m": 0.46882256865501404 + }, + { + "p": 0.042290475219488144, + "m": 1.0 + }, + { + "p": 0.044260427355766296, + "m": 0.9953058362007141 + }, + { + "p": 0.08990571647882462, + "m": 0.8654140830039978 + }, + { + "p": 0.04376440495252609, + "m": 1.0 + }, + { + "p": 0.07288902252912521, + "m": 1.0 + }, + { + "p": 0.06146341189742088, + "m": 0.9987267851829529 + }, + { + "p": 0.058364856988191605, + "m": 0.999565839767456 + }, + { + "p": 0.050000544637441635, + "m": 0.9958848357200623 + }, + { + "p": 0.06946133822202682, + "m": 1.0 + }, + { + "p": 0.059195633977651596, + "m": 1.0 + }, + { + "p": 0.06296529620885849, + "m": 1.0 + }, + { + "p": 0.06587205827236176, + "m": 0.9555200338363647 + }, + { + "p": 0.04345352575182915, + "m": 0.9728226661682129 + }, + { + "p": 0.0413983017206192, + "m": 0.9698800444602966 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2463703155517578, + "val_loss": 1.0304574966430664, + "acc": 66.4, + "time": 218.1146112009883, + "param": [ + { + "p": 0.060552410781383514, + "m": 1.0 + }, + { + "p": 0.03585964813828468, + "m": 1.0 + }, + { + "p": 0.0777595266699791, + "m": 1.0 + }, + { + "p": 0.04012789577245712, + "m": 0.47855955362319946 + }, + { + "p": 0.05345510318875313, + "m": 0.9447669386863708 + }, + { + "p": 0.05116407945752144, + "m": 0.9905293583869934 + }, + { + "p": 0.05115645006299019, + "m": 0.8479836583137512 + }, + { + "p": 0.04897385463118553, + "m": 1.0 + }, + { + "p": 0.057773176580667496, + "m": 0.99696946144104 + }, + { + "p": 0.07149611413478851, + "m": 0.9994717240333557 + }, + { + "p": 0.047123588621616364, + "m": 0.9954103231430054 + }, + { + "p": 0.06743234395980835, + "m": 1.0 + }, + { + "p": 0.06263040751218796, + "m": 1.0 + }, + { + "p": 0.05407959222793579, + "m": 1.0 + }, + { + "p": 0.06958916783332825, + "m": 0.9984530806541443 + }, + { + "p": 0.07740730792284012, + "m": 1.0 + }, + { + "p": 0.04545548930764198, + "m": 1.0 + }, + { + "p": 0.027963919565081596, + "m": 0.9899354577064514 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4997074604034424, + "val_loss": 1.099851369857788, + "acc": 67.08, + "time": 223.61033279809635, + "param": [ + { + "p": 0.07489821314811707, + "m": 1.0 + }, + { + "p": 0.021197767928242683, + "m": 1.0 + }, + { + "p": 0.06031065061688423, + "m": 1.0 + }, + { + "p": 0.03833891451358795, + "m": 0.5204181671142578 + }, + { + "p": 0.04816071316599846, + "m": 0.993221640586853 + }, + { + "p": 0.051113538444042206, + "m": 0.9788017868995667 + }, + { + "p": 0.038425058126449585, + "m": 0.7500731945037842 + }, + { + "p": 0.05391239747405052, + "m": 0.9802506566047668 + }, + { + "p": 0.05823860689997673, + "m": 1.0 + }, + { + "p": 0.07425445318222046, + "m": 0.9973957538604736 + }, + { + "p": 0.07328958809375763, + "m": 1.0 + }, + { + "p": 0.0705425813794136, + "m": 1.0 + }, + { + "p": 0.07647667080163956, + "m": 1.0 + }, + { + "p": 0.04911230504512787, + "m": 1.0 + }, + { + "p": 0.06296615302562714, + "m": 1.0 + }, + { + "p": 0.07487982511520386, + "m": 0.9962538480758667 + }, + { + "p": 0.038693659007549286, + "m": 0.9904190301895142 + }, + { + "p": 0.03518899902701378, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.327228307723999, + "val_loss": 0.9611969590187073, + "acc": 65.03, + "time": 211.52504268696066, + "param": [ + { + "p": 0.06693412363529205, + "m": 1.0 + }, + { + "p": 0.047304220497608185, + "m": 1.0 + }, + { + "p": 0.06217939034104347, + "m": 1.0 + }, + { + "p": 0.051793910562992096, + "m": 0.658210039138794 + }, + { + "p": 0.050461649894714355, + "m": 0.9733841419219971 + }, + { + "p": 0.05028858780860901, + "m": 0.9024943709373474 + }, + { + "p": 0.07242846488952637, + "m": 0.7368553876876831 + }, + { + "p": 0.018589014187455177, + "m": 0.9332982301712036 + }, + { + "p": 0.064121313393116, + "m": 1.0 + }, + { + "p": 0.056652192026376724, + "m": 0.9233685731887817 + }, + { + "p": 0.0654962807893753, + "m": 1.0 + }, + { + "p": 0.07413232326507568, + "m": 0.9695809483528137 + }, + { + "p": 0.0560561902821064, + "m": 1.0 + }, + { + "p": 0.06413143128156662, + "m": 1.0 + }, + { + "p": 0.055690694600343704, + "m": 0.9470440745353699 + }, + { + "p": 0.06027313321828842, + "m": 0.993305504322052 + }, + { + "p": 0.04679173603653908, + "m": 1.0 + }, + { + "p": 0.03667530417442322, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5101804733276367, + "val_loss": 0.9935111403465271, + "acc": 66.11, + "time": 208.71718096907716, + "param": [ + { + "p": 0.05734023451805115, + "m": 1.0 + }, + { + "p": 0.05243150144815445, + "m": 1.0 + }, + { + "p": 0.06016896292567253, + "m": 1.0 + }, + { + "p": 0.05444991588592529, + "m": 0.6165874004364014 + }, + { + "p": 0.03333026543259621, + "m": 0.9815108776092529 + }, + { + "p": 0.06055525690317154, + "m": 0.9090719819068909 + }, + { + "p": 0.04076108708977699, + "m": 0.9882095456123352 + }, + { + "p": 0.06088326871395111, + "m": 0.9795158505439758 + }, + { + "p": 0.0628594234585762, + "m": 1.0 + }, + { + "p": 0.05664984509348869, + "m": 0.9383243918418884 + }, + { + "p": 0.07279051840305328, + "m": 1.0 + }, + { + "p": 0.06318938732147217, + "m": 1.0 + }, + { + "p": 0.05627437308430672, + "m": 1.0 + }, + { + "p": 0.03812408074736595, + "m": 1.0 + }, + { + "p": 0.0618421845138073, + "m": 1.0 + }, + { + "p": 0.07435232400894165, + "m": 1.0 + }, + { + "p": 0.06195087730884552, + "m": 1.0 + }, + { + "p": 0.032046493142843246, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3431415557861328, + "val_loss": 0.9907952547073364, + "acc": 66.92, + "time": 211.46747816703282, + "param": [ + { + "p": 0.0728951171040535, + "m": 1.0 + }, + { + "p": 0.02145008184015751, + "m": 1.0 + }, + { + "p": 0.06433441489934921, + "m": 1.0 + }, + { + "p": 0.04441016912460327, + "m": 0.6174008250236511 + }, + { + "p": 0.030260859057307243, + "m": 0.89607173204422 + }, + { + "p": 0.045310333371162415, + "m": 0.8582170009613037 + }, + { + "p": 0.08202771097421646, + "m": 0.8861159086227417 + }, + { + "p": 0.06641145795583725, + "m": 0.982370913028717 + }, + { + "p": 0.06811416894197464, + "m": 1.0 + }, + { + "p": 0.04593244194984436, + "m": 0.996665894985199 + }, + { + "p": 0.07321123778820038, + "m": 1.0 + }, + { + "p": 0.03184670954942703, + "m": 0.9982412457466125 + }, + { + "p": 0.06939368695020676, + "m": 1.0 + }, + { + "p": 0.04191625490784645, + "m": 1.0 + }, + { + "p": 0.037920061498880386, + "m": 0.9687433242797852 + }, + { + "p": 0.09026769548654556, + "m": 0.9993085861206055 + }, + { + "p": 0.061395224183797836, + "m": 1.0 + }, + { + "p": 0.05290238931775093, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4722819328308105, + "val_loss": 0.9781917929649353, + "acc": 65.94, + "time": 214.0757507609669, + "param": [ + { + "p": 0.06993091106414795, + "m": 1.0 + }, + { + "p": 0.06273558735847473, + "m": 1.0 + }, + { + "p": 0.0720466747879982, + "m": 1.0 + }, + { + "p": 0.060286860913038254, + "m": 0.5881312489509583 + }, + { + "p": 0.0505317747592926, + "m": 0.9954461455345154 + }, + { + "p": 0.04921504855155945, + "m": 0.8850136399269104 + }, + { + "p": 0.0606544129550457, + "m": 0.8023941516876221 + }, + { + "p": 0.05351538211107254, + "m": 0.9978731274604797 + }, + { + "p": 0.06116490066051483, + "m": 0.9970199465751648 + }, + { + "p": 0.044202182441949844, + "m": 0.9857744574546814 + }, + { + "p": 0.05097658187150955, + "m": 0.9851202964782715 + }, + { + "p": 0.07518400251865387, + "m": 1.0 + }, + { + "p": 0.06262161582708359, + "m": 1.0 + }, + { + "p": 0.05249868333339691, + "m": 1.0 + }, + { + "p": 0.03609854727983475, + "m": 0.976938009262085 + }, + { + "p": 0.050681911408901215, + "m": 0.9922542572021484 + }, + { + "p": 0.05015240237116814, + "m": 1.0 + }, + { + "p": 0.03750251978635788, + "m": 0.9961162209510803 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3589673042297363, + "val_loss": 0.9261634349822998, + "acc": 67.26, + "time": 225.8447084799409, + "param": [ + { + "p": 0.0626596212387085, + "m": 1.0 + }, + { + "p": 0.050176408141851425, + "m": 1.0 + }, + { + "p": 0.06190621480345726, + "m": 1.0 + }, + { + "p": 0.06007807329297066, + "m": 0.6574029922485352 + }, + { + "p": 0.05293096601963043, + "m": 0.8101271390914917 + }, + { + "p": 0.05391303077340126, + "m": 0.8564379811286926 + }, + { + "p": 0.0607474148273468, + "m": 0.8648671507835388 + }, + { + "p": 0.042517270892858505, + "m": 0.9338085055351257 + }, + { + "p": 0.04348454996943474, + "m": 1.0 + }, + { + "p": 0.07205116748809814, + "m": 0.9334794282913208 + }, + { + "p": 0.05743291229009628, + "m": 0.9991995096206665 + }, + { + "p": 0.06448395550251007, + "m": 0.9914345741271973 + }, + { + "p": 0.06779832392930984, + "m": 1.0 + }, + { + "p": 0.03938867896795273, + "m": 1.0 + }, + { + "p": 0.04920640587806702, + "m": 1.0 + }, + { + "p": 0.060660023242235184, + "m": 0.9311844706535339 + }, + { + "p": 0.05384349077939987, + "m": 1.0 + }, + { + "p": 0.046721361577510834, + "m": 0.9998199343681335 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.505684494972229, + "val_loss": 0.9955758452415466, + "acc": 66.05, + "time": 216.82894218002912, + "param": [ + { + "p": 0.08007902652025223, + "m": 1.0 + }, + { + "p": 0.029789166525006294, + "m": 1.0 + }, + { + "p": 0.05128626152873039, + "m": 1.0 + }, + { + "p": 0.04209759458899498, + "m": 0.6867433786392212 + }, + { + "p": 0.02169834077358246, + "m": 0.8181091547012329 + }, + { + "p": 0.04453781992197037, + "m": 0.8880676627159119 + }, + { + "p": 0.058087266981601715, + "m": 1.0 + }, + { + "p": 0.0625922903418541, + "m": 0.9341790676116943 + }, + { + "p": 0.060746997594833374, + "m": 1.0 + }, + { + "p": 0.04636791720986366, + "m": 0.9040676355361938 + }, + { + "p": 0.03365777060389519, + "m": 1.0 + }, + { + "p": 0.07115713506937027, + "m": 1.0 + }, + { + "p": 0.09777361899614334, + "m": 1.0 + }, + { + "p": 0.03184443712234497, + "m": 1.0 + }, + { + "p": 0.08516936749219894, + "m": 0.9813334345817566 + }, + { + "p": 0.08751830458641052, + "m": 1.0 + }, + { + "p": 0.053161367774009705, + "m": 1.0 + }, + { + "p": 0.04243528097867966, + "m": 0.9572936296463013 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.413892149925232, + "val_loss": 0.9663541316986084, + "acc": 67.54, + "time": 220.59306804696098, + "param": [ + { + "p": 0.05161997303366661, + "m": 1.0 + }, + { + "p": 0.055181775242090225, + "m": 1.0 + }, + { + "p": 0.06245895475149155, + "m": 1.0 + }, + { + "p": 0.06296451389789581, + "m": 0.6160376667976379 + }, + { + "p": 0.059078846126794815, + "m": 0.8239797949790955 + }, + { + "p": 0.04699958860874176, + "m": 0.8458971381187439 + }, + { + "p": 0.06681059300899506, + "m": 0.8862357139587402 + }, + { + "p": 0.05937642976641655, + "m": 0.9872196316719055 + }, + { + "p": 0.06315571069717407, + "m": 1.0 + }, + { + "p": 0.06449111551046371, + "m": 0.9962502121925354 + }, + { + "p": 0.0666540190577507, + "m": 1.0 + }, + { + "p": 0.06165747717022896, + "m": 1.0 + }, + { + "p": 0.05513041839003563, + "m": 1.0 + }, + { + "p": 0.0477394238114357, + "m": 1.0 + }, + { + "p": 0.05700485780835152, + "m": 0.9983909726142883 + }, + { + "p": 0.04648815467953682, + "m": 0.9923007488250732 + }, + { + "p": 0.04363252967596054, + "m": 0.9812091588973999 + }, + { + "p": 0.02955569699406624, + "m": 0.9996814131736755 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.426676630973816, + "val_loss": 0.8918221592903137, + "acc": 66.68, + "time": 216.15998236800078, + "param": [ + { + "p": 0.05410758778452873, + "m": 1.0 + }, + { + "p": 0.03528418764472008, + "m": 1.0 + }, + { + "p": 0.06072314456105232, + "m": 1.0 + }, + { + "p": 0.04750236123800278, + "m": 0.6038015484809875 + }, + { + "p": 0.0642973780632019, + "m": 0.8574755787849426 + }, + { + "p": 0.0574662946164608, + "m": 0.9413958191871643 + }, + { + "p": 0.048201482743024826, + "m": 0.7473248839378357 + }, + { + "p": 0.04638689383864403, + "m": 0.9309040904045105 + }, + { + "p": 0.062198344618082047, + "m": 0.991105318069458 + }, + { + "p": 0.050735510885715485, + "m": 0.9277597665786743 + }, + { + "p": 0.0555998831987381, + "m": 0.9869461059570312 + }, + { + "p": 0.060045816004276276, + "m": 0.9944052696228027 + }, + { + "p": 0.06612521409988403, + "m": 1.0 + }, + { + "p": 0.04883252829313278, + "m": 1.0 + }, + { + "p": 0.07088068127632141, + "m": 0.9979040026664734 + }, + { + "p": 0.08234171569347382, + "m": 1.0 + }, + { + "p": 0.05981859564781189, + "m": 0.9993166923522949 + }, + { + "p": 0.02945229969918728, + "m": 0.9864456057548523 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.5071684122085571, + "val_loss": 0.9554572105407715, + "acc": 66.62, + "time": 224.76352548599243, + "param": [ + { + "p": 0.077161505818367, + "m": 1.0 + }, + { + "p": 0.028347281739115715, + "m": 1.0 + }, + { + "p": 0.060452595353126526, + "m": 1.0 + }, + { + "p": 0.039160363376140594, + "m": 0.7105191946029663 + }, + { + "p": 0.034116730093955994, + "m": 0.8626956939697266 + }, + { + "p": 0.05447114631533623, + "m": 0.9521549940109253 + }, + { + "p": 0.06374718993902206, + "m": 0.7241522073745728 + }, + { + "p": 0.049916911870241165, + "m": 1.0 + }, + { + "p": 0.05269039049744606, + "m": 1.0 + }, + { + "p": 0.06104615330696106, + "m": 0.9753042459487915 + }, + { + "p": 0.05069708079099655, + "m": 0.9659589529037476 + }, + { + "p": 0.07860153168439865, + "m": 1.0 + }, + { + "p": 0.056331951171159744, + "m": 1.0 + }, + { + "p": 0.05461682751774788, + "m": 1.0 + }, + { + "p": 0.08059769123792648, + "m": 1.0 + }, + { + "p": 0.06415020674467087, + "m": 0.9815987348556519 + }, + { + "p": 0.03685951232910156, + "m": 0.9890848994255066 + }, + { + "p": 0.05703482776880264, + "m": 0.9591698050498962 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.4144484996795654, + "val_loss": 0.8219220638275146, + "acc": 66.98, + "time": 222.06814487103838, + "param": [ + { + "p": 0.05130527913570404, + "m": 1.0 + }, + { + "p": 0.03758089244365692, + "m": 1.0 + }, + { + "p": 0.04750536382198334, + "m": 1.0 + }, + { + "p": 0.0461648553609848, + "m": 0.6624517440795898 + }, + { + "p": 0.06992507725954056, + "m": 0.7369610071182251 + }, + { + "p": 0.05651193857192993, + "m": 0.8627005815505981 + }, + { + "p": 0.062354762107133865, + "m": 0.83583664894104 + }, + { + "p": 0.04449639096856117, + "m": 0.9905412793159485 + }, + { + "p": 0.07004756480455399, + "m": 1.0 + }, + { + "p": 0.05460146442055702, + "m": 0.9056928753852844 + }, + { + "p": 0.052361033856868744, + "m": 0.9822889566421509 + }, + { + "p": 0.07325232028961182, + "m": 0.9863076210021973 + }, + { + "p": 0.0711839497089386, + "m": 1.0 + }, + { + "p": 0.06605841219425201, + "m": 1.0 + }, + { + "p": 0.06124246120452881, + "m": 0.9996274709701538 + }, + { + "p": 0.05511781573295593, + "m": 0.9925876259803772 + }, + { + "p": 0.03720580413937569, + "m": 0.9692274332046509 + }, + { + "p": 0.04308469966053963, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2069233655929565, + "val_loss": 0.992975652217865, + "acc": 66.95, + "time": 229.7175984379137, + "param": [ + { + "p": 0.04362824186682701, + "m": 1.0 + }, + { + "p": 0.050897836685180664, + "m": 1.0 + }, + { + "p": 0.05413258075714111, + "m": 1.0 + }, + { + "p": 0.07515724748373032, + "m": 0.7185719013214111 + }, + { + "p": 0.07397866994142532, + "m": 0.6773468852043152 + }, + { + "p": 0.0455545112490654, + "m": 0.7756596803665161 + }, + { + "p": 0.057610392570495605, + "m": 0.9218371510505676 + }, + { + "p": 0.06557590514421463, + "m": 0.908044159412384 + }, + { + "p": 0.07351872324943542, + "m": 1.0 + }, + { + "p": 0.031059471890330315, + "m": 0.912264347076416 + }, + { + "p": 0.05930749699473381, + "m": 1.0 + }, + { + "p": 0.06091923266649246, + "m": 0.9867160320281982 + }, + { + "p": 0.06555178016424179, + "m": 1.0 + }, + { + "p": 0.05229699984192848, + "m": 1.0 + }, + { + "p": 0.06746700406074524, + "m": 0.9996005892753601 + }, + { + "p": 0.039279088377952576, + "m": 0.9326043128967285 + }, + { + "p": 0.03698544576764107, + "m": 1.0 + }, + { + "p": 0.04707939177751541, + "m": 0.9803237915039062 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.6120766401290894, + "val_loss": 0.9544636607170105, + "acc": 66.68, + "time": 227.43656171194743, + "param": [ + { + "p": 0.06090591102838516, + "m": 1.0 + }, + { + "p": 0.04205591231584549, + "m": 1.0 + }, + { + "p": 0.0675988718867302, + "m": 1.0 + }, + { + "p": 0.05870090052485466, + "m": 0.7343286275863647 + }, + { + "p": 0.01903177797794342, + "m": 0.7665007710456848 + }, + { + "p": 0.04784703254699707, + "m": 0.8372523188591003 + }, + { + "p": 0.056666020303964615, + "m": 0.9824454188346863 + }, + { + "p": 0.0439084991812706, + "m": 0.9244904518127441 + }, + { + "p": 0.05778030678629875, + "m": 1.0 + }, + { + "p": 0.06593520194292068, + "m": 0.9492330551147461 + }, + { + "p": 0.06916817277669907, + "m": 1.0 + }, + { + "p": 0.04238782078027725, + "m": 0.991514265537262 + }, + { + "p": 0.06761046499013901, + "m": 1.0 + }, + { + "p": 0.05343654006719589, + "m": 1.0 + }, + { + "p": 0.07202452421188354, + "m": 1.0 + }, + { + "p": 0.0643300712108612, + "m": 1.0 + }, + { + "p": 0.053076934069395065, + "m": 0.9668249487876892 + }, + { + "p": 0.057535070925951004, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4746843576431274, + "val_loss": 1.0010792016983032, + "acc": 67.43, + "time": 215.3124636260327, + "param": [ + { + "p": 0.07431453466415405, + "m": 1.0 + }, + { + "p": 0.05269991233944893, + "m": 1.0 + }, + { + "p": 0.028864426538348198, + "m": 1.0 + }, + { + "p": 0.052639976143836975, + "m": 0.7369656562805176 + }, + { + "p": 0.043017927557229996, + "m": 0.793706476688385 + }, + { + "p": 0.02672341652214527, + "m": 0.9842482209205627 + }, + { + "p": 0.044407181441783905, + "m": 0.9050655961036682 + }, + { + "p": 0.07200326025485992, + "m": 0.9982587099075317 + }, + { + "p": 0.06690310686826706, + "m": 0.9913378357887268 + }, + { + "p": 0.07084629684686661, + "m": 0.8358995914459229 + }, + { + "p": 0.06422746181488037, + "m": 0.9829645156860352 + }, + { + "p": 0.08532585948705673, + "m": 0.9868569374084473 + }, + { + "p": 0.07218000292778015, + "m": 1.0 + }, + { + "p": 0.04991954565048218, + "m": 1.0 + }, + { + "p": 0.04736989736557007, + "m": 0.992634117603302 + }, + { + "p": 0.06453254818916321, + "m": 0.9643635153770447 + }, + { + "p": 0.05107162892818451, + "m": 1.0 + }, + { + "p": 0.03295297920703888, + "m": 0.9821280837059021 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.5333176851272583, + "val_loss": 0.9624317288398743, + "acc": 68.11, + "time": 223.15193722594995, + "param": [ + { + "p": 0.07023801654577255, + "m": 1.0 + }, + { + "p": 0.026871103793382645, + "m": 1.0 + }, + { + "p": 0.05393977835774422, + "m": 1.0 + }, + { + "p": 0.05479811504483223, + "m": 0.7430160641670227 + }, + { + "p": 0.04390396177768707, + "m": 0.94202721118927 + }, + { + "p": 0.04107500985264778, + "m": 0.9899188280105591 + }, + { + "p": 0.0787273496389389, + "m": 0.9297013282775879 + }, + { + "p": 0.07387815415859222, + "m": 0.992276668548584 + }, + { + "p": 0.045295849442481995, + "m": 1.0 + }, + { + "p": 0.05334727466106415, + "m": 0.8637262582778931 + }, + { + "p": 0.06634560972452164, + "m": 1.0 + }, + { + "p": 0.06562381237745285, + "m": 0.9763060212135315 + }, + { + "p": 0.05927640572190285, + "m": 1.0 + }, + { + "p": 0.04970293119549751, + "m": 1.0 + }, + { + "p": 0.07256710529327393, + "m": 1.0 + }, + { + "p": 0.056842368096113205, + "m": 0.9969103932380676 + }, + { + "p": 0.04416731372475624, + "m": 0.9795645475387573 + }, + { + "p": 0.0433998741209507, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3359363079071045, + "val_loss": 1.0668985843658447, + "acc": 66.4, + "time": 220.26398002600763, + "param": [ + { + "p": 0.07439255714416504, + "m": 1.0 + }, + { + "p": 0.01889915019273758, + "m": 1.0 + }, + { + "p": 0.06531237810850143, + "m": 1.0 + }, + { + "p": 0.03176267445087433, + "m": 0.6732112169265747 + }, + { + "p": 0.07969602197408676, + "m": 1.0 + }, + { + "p": 0.044969622045755386, + "m": 1.0 + }, + { + "p": 0.028467854484915733, + "m": 0.8648257851600647 + }, + { + "p": 0.0830453559756279, + "m": 0.9938281774520874 + }, + { + "p": 0.06476178020238876, + "m": 1.0 + }, + { + "p": 0.07309751957654953, + "m": 0.8994153738021851 + }, + { + "p": 0.0760262981057167, + "m": 1.0 + }, + { + "p": 0.05907116457819939, + "m": 1.0 + }, + { + "p": 0.04013398662209511, + "m": 1.0 + }, + { + "p": 0.051716964691877365, + "m": 1.0 + }, + { + "p": 0.06570500135421753, + "m": 0.9986374974250793 + }, + { + "p": 0.05788864567875862, + "m": 0.9816120862960815 + }, + { + "p": 0.05948314070701599, + "m": 1.0 + }, + { + "p": 0.025569811463356018, + "m": 0.9991990327835083 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.528946042060852, + "val_loss": 0.9018643498420715, + "acc": 68.09, + "time": 216.55860161210876, + "param": [ + { + "p": 0.07835456728935242, + "m": 1.0 + }, + { + "p": 0.032631296664476395, + "m": 1.0 + }, + { + "p": 0.050841428339481354, + "m": 1.0 + }, + { + "p": 0.04752422869205475, + "m": 0.642669141292572 + }, + { + "p": 0.03329818323254585, + "m": 1.0 + }, + { + "p": 0.04993392527103424, + "m": 0.9281378984451294 + }, + { + "p": 0.0632653534412384, + "m": 0.9690283536911011 + }, + { + "p": 0.031383711844682693, + "m": 0.9670137166976929 + }, + { + "p": 0.059467870742082596, + "m": 1.0 + }, + { + "p": 0.0596616230905056, + "m": 0.9883195757865906 + }, + { + "p": 0.06567783653736115, + "m": 1.0 + }, + { + "p": 0.051336172968149185, + "m": 1.0 + }, + { + "p": 0.07265588641166687, + "m": 1.0 + }, + { + "p": 0.05302366986870766, + "m": 1.0 + }, + { + "p": 0.05910133570432663, + "m": 1.0 + }, + { + "p": 0.08878815174102783, + "m": 0.9588146209716797 + }, + { + "p": 0.06447765231132507, + "m": 1.0 + }, + { + "p": 0.03857721760869026, + "m": 0.9709392189979553 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.3423833847045898, + "val_loss": 0.8717408776283264, + "acc": 67.56, + "time": 217.88895321299788, + "param": [ + { + "p": 0.05779348686337471, + "m": 1.0 + }, + { + "p": 0.04043080285191536, + "m": 1.0 + }, + { + "p": 0.05117979273200035, + "m": 1.0 + }, + { + "p": 0.05595987290143967, + "m": 0.6654884815216064 + }, + { + "p": 0.042549554258584976, + "m": 0.9146961569786072 + }, + { + "p": 0.06834729760885239, + "m": 0.818779706954956 + }, + { + "p": 0.055122796446084976, + "m": 0.9831993579864502 + }, + { + "p": 0.04762652888894081, + "m": 0.9725542068481445 + }, + { + "p": 0.07387303560972214, + "m": 1.0 + }, + { + "p": 0.04320498928427696, + "m": 0.9998401403427124 + }, + { + "p": 0.04073719307780266, + "m": 1.0 + }, + { + "p": 0.0676930695772171, + "m": 1.0 + }, + { + "p": 0.05149382725358009, + "m": 1.0 + }, + { + "p": 0.06736025214195251, + "m": 1.0 + }, + { + "p": 0.07582691311836243, + "m": 1.0 + }, + { + "p": 0.0713796466588974, + "m": 1.0 + }, + { + "p": 0.051591526716947556, + "m": 1.0 + }, + { + "p": 0.037829406559467316, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3701545000076294, + "val_loss": 0.9333868026733398, + "acc": 67.53, + "time": 211.55763728998136, + "param": [ + { + "p": 0.059049587696790695, + "m": 1.0 + }, + { + "p": 0.035184260457754135, + "m": 1.0 + }, + { + "p": 0.056591033935546875, + "m": 1.0 + }, + { + "p": 0.053858619183301926, + "m": 0.6737179756164551 + }, + { + "p": 0.058741893619298935, + "m": 0.9340766668319702 + }, + { + "p": 0.045512013137340546, + "m": 0.8830496668815613 + }, + { + "p": 0.0658670961856842, + "m": 0.9992731809616089 + }, + { + "p": 0.047023795545101166, + "m": 1.0 + }, + { + "p": 0.06730115413665771, + "m": 1.0 + }, + { + "p": 0.06138601154088974, + "m": 0.9484033584594727 + }, + { + "p": 0.06526335328817368, + "m": 1.0 + }, + { + "p": 0.06124622002243996, + "m": 1.0 + }, + { + "p": 0.06749717891216278, + "m": 1.0 + }, + { + "p": 0.06091633439064026, + "m": 1.0 + }, + { + "p": 0.038989078253507614, + "m": 1.0 + }, + { + "p": 0.059793077409267426, + "m": 1.0 + }, + { + "p": 0.03864949941635132, + "m": 0.9710742235183716 + }, + { + "p": 0.05712977796792984, + "m": 0.9304632544517517 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.315320372581482, + "val_loss": 0.8960846066474915, + "acc": 67.78, + "time": 212.57618163200095, + "param": [ + { + "p": 0.049990471452474594, + "m": 1.0 + }, + { + "p": 0.04470290616154671, + "m": 1.0 + }, + { + "p": 0.060297686606645584, + "m": 1.0 + }, + { + "p": 0.0691375657916069, + "m": 0.6580089926719666 + }, + { + "p": 0.043131183832883835, + "m": 0.9448411464691162 + }, + { + "p": 0.0662105530500412, + "m": 0.832331657409668 + }, + { + "p": 0.05005369707942009, + "m": 1.0 + }, + { + "p": 0.044616591185331345, + "m": 0.87889164686203 + }, + { + "p": 0.07212594151496887, + "m": 1.0 + }, + { + "p": 0.06484676152467728, + "m": 0.9511325359344482 + }, + { + "p": 0.06704922020435333, + "m": 1.0 + }, + { + "p": 0.05876434966921806, + "m": 1.0 + }, + { + "p": 0.07379652559757233, + "m": 1.0 + }, + { + "p": 0.038627032190561295, + "m": 1.0 + }, + { + "p": 0.04659587889909744, + "m": 1.0 + }, + { + "p": 0.05961501970887184, + "m": 1.0 + }, + { + "p": 0.03874829784035683, + "m": 1.0 + }, + { + "p": 0.05169030278921127, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3425625562667847, + "val_loss": 1.048990249633789, + "acc": 68.8, + "time": 209.97412649006583, + "param": [ + { + "p": 0.04909513145685196, + "m": 1.0 + }, + { + "p": 0.03248853236436844, + "m": 1.0 + }, + { + "p": 0.0645536482334137, + "m": 1.0 + }, + { + "p": 0.07392878085374832, + "m": 0.575991690158844 + }, + { + "p": 0.050531625747680664, + "m": 0.9627957940101624 + }, + { + "p": 0.04488486051559448, + "m": 1.0 + }, + { + "p": 0.055943720042705536, + "m": 0.9898215532302856 + }, + { + "p": 0.05831994116306305, + "m": 0.9813107252120972 + }, + { + "p": 0.06603559851646423, + "m": 1.0 + }, + { + "p": 0.05785556137561798, + "m": 0.988723635673523 + }, + { + "p": 0.0518554262816906, + "m": 1.0 + }, + { + "p": 0.06219354271888733, + "m": 0.9992972016334534 + }, + { + "p": 0.05961703881621361, + "m": 1.0 + }, + { + "p": 0.030942970886826515, + "m": 1.0 + }, + { + "p": 0.06217772513628006, + "m": 1.0 + }, + { + "p": 0.08183271437883377, + "m": 1.0 + }, + { + "p": 0.04314747080206871, + "m": 0.981390118598938 + }, + { + "p": 0.054595716297626495, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.269281029701233, + "val_loss": 0.8902217745780945, + "acc": 68.54, + "time": 213.92934866901487, + "param": [ + { + "p": 0.082670196890831, + "m": 1.0 + }, + { + "p": 0.04530761390924454, + "m": 1.0 + }, + { + "p": 0.06707409024238586, + "m": 1.0 + }, + { + "p": 0.05057772621512413, + "m": 0.6208488941192627 + }, + { + "p": 0.009202615357935429, + "m": 0.9181039333343506 + }, + { + "p": 0.056036219000816345, + "m": 0.9965367317199707 + }, + { + "p": 0.07081001251935959, + "m": 0.8830302953720093 + }, + { + "p": 0.05534292012453079, + "m": 1.0 + }, + { + "p": 0.0629270151257515, + "m": 0.9917463660240173 + }, + { + "p": 0.06252706050872803, + "m": 0.9168829321861267 + }, + { + "p": 0.07201229780912399, + "m": 1.0 + }, + { + "p": 0.05189190432429314, + "m": 0.996890664100647 + }, + { + "p": 0.04265915974974632, + "m": 1.0 + }, + { + "p": 0.06766276061534882, + "m": 1.0 + }, + { + "p": 0.07853645831346512, + "m": 0.9714237451553345 + }, + { + "p": 0.06262370198965073, + "m": 1.0 + }, + { + "p": 0.040217120200395584, + "m": 1.0 + }, + { + "p": 0.021921204403042793, + "m": 0.9478932023048401 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3992085456848145, + "val_loss": 0.8650262355804443, + "acc": 68.27, + "time": 223.59437143302057, + "param": [ + { + "p": 0.07363731414079666, + "m": 1.0 + }, + { + "p": 0.011197634041309357, + "m": 1.0 + }, + { + "p": 0.0811411514878273, + "m": 1.0 + }, + { + "p": 0.06070594862103462, + "m": 0.6647928357124329 + }, + { + "p": 0.05309179052710533, + "m": 0.9927359819412231 + }, + { + "p": 0.050740987062454224, + "m": 0.9921593070030212 + }, + { + "p": 0.06649437546730042, + "m": 0.9633083939552307 + }, + { + "p": 0.03815842792391777, + "m": 1.0 + }, + { + "p": 0.06318280845880508, + "m": 1.0 + }, + { + "p": 0.062435828149318695, + "m": 0.9206880331039429 + }, + { + "p": 0.06099758297204971, + "m": 1.0 + }, + { + "p": 0.05826698988676071, + "m": 0.9904025793075562 + }, + { + "p": 0.06400515139102936, + "m": 1.0 + }, + { + "p": 0.04423315450549126, + "m": 1.0 + }, + { + "p": 0.04760647937655449, + "m": 0.9794797301292419 + }, + { + "p": 0.06351309269666672, + "m": 1.0 + }, + { + "p": 0.04218203201889992, + "m": 1.0 + }, + { + "p": 0.058409225195646286, + "m": 0.9746315479278564 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.4006339311599731, + "val_loss": 0.9460984468460083, + "acc": 68.81, + "time": 226.72753261995967, + "param": [ + { + "p": 0.07020311802625656, + "m": 1.0 + }, + { + "p": 0.05702623724937439, + "m": 1.0 + }, + { + "p": 0.06777612864971161, + "m": 1.0 + }, + { + "p": 0.04331882297992706, + "m": 0.8175082206726074 + }, + { + "p": 0.05540492758154869, + "m": 0.9814039468765259 + }, + { + "p": 0.02971794269979, + "m": 1.0 + }, + { + "p": 0.061610277742147446, + "m": 0.9831926226615906 + }, + { + "p": 0.038712769746780396, + "m": 0.9925897717475891 + }, + { + "p": 0.06026342138648033, + "m": 1.0 + }, + { + "p": 0.06553381681442261, + "m": 0.8315744400024414 + }, + { + "p": 0.05054165795445442, + "m": 1.0 + }, + { + "p": 0.05319677293300629, + "m": 1.0 + }, + { + "p": 0.05795116350054741, + "m": 1.0 + }, + { + "p": 0.05395521968603134, + "m": 1.0 + }, + { + "p": 0.058368902653455734, + "m": 0.9413594603538513 + }, + { + "p": 0.061880193650722504, + "m": 1.0 + }, + { + "p": 0.06627260148525238, + "m": 1.0 + }, + { + "p": 0.04826594516634941, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.4486831426620483, + "val_loss": 0.9402532577514648, + "acc": 68.24, + "time": 224.9168311440153, + "param": [ + { + "p": 0.06184130162000656, + "m": 1.0 + }, + { + "p": 0.05691487342119217, + "m": 1.0 + }, + { + "p": 0.06044117733836174, + "m": 1.0 + }, + { + "p": 0.030716849491000175, + "m": 0.7475281953811646 + }, + { + "p": 0.050650522112846375, + "m": 0.9975327849388123 + }, + { + "p": 0.0392100065946579, + "m": 0.9990110993385315 + }, + { + "p": 0.07962594926357269, + "m": 0.9573624134063721 + }, + { + "p": 0.05075769126415253, + "m": 0.9559099674224854 + }, + { + "p": 0.056275758892297745, + "m": 1.0 + }, + { + "p": 0.07913457602262497, + "m": 0.8269099593162537 + }, + { + "p": 0.057245075702667236, + "m": 1.0 + }, + { + "p": 0.048798318952322006, + "m": 1.0 + }, + { + "p": 0.06352517753839493, + "m": 1.0 + }, + { + "p": 0.058471400290727615, + "m": 1.0 + }, + { + "p": 0.047286078333854675, + "m": 0.9738821387290955 + }, + { + "p": 0.06729026883840561, + "m": 1.0 + }, + { + "p": 0.04421628639101982, + "m": 0.9990980625152588 + }, + { + "p": 0.047598715871572495, + "m": 0.9747903943061829 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4243738651275635, + "val_loss": 0.8919116258621216, + "acc": 68.6, + "time": 221.09614854189567, + "param": [ + { + "p": 0.06912245601415634, + "m": 1.0 + }, + { + "p": 0.05171333625912666, + "m": 1.0 + }, + { + "p": 0.06570732593536377, + "m": 1.0 + }, + { + "p": 0.061591241508722305, + "m": 0.8220866322517395 + }, + { + "p": 0.04173041135072708, + "m": 0.9885050058364868 + }, + { + "p": 0.06864715367555618, + "m": 1.0 + }, + { + "p": 0.05191794037818909, + "m": 1.0 + }, + { + "p": 0.05690620467066765, + "m": 1.0 + }, + { + "p": 0.06619731336832047, + "m": 1.0 + }, + { + "p": 0.053682733327150345, + "m": 0.9990625381469727 + }, + { + "p": 0.054725028574466705, + "m": 0.9924039840698242 + }, + { + "p": 0.06270330399274826, + "m": 1.0 + }, + { + "p": 0.05456073209643364, + "m": 1.0 + }, + { + "p": 0.045252975076436996, + "m": 1.0 + }, + { + "p": 0.05917096138000488, + "m": 0.9861171245574951 + }, + { + "p": 0.046532973647117615, + "m": 1.0 + }, + { + "p": 0.040297940373420715, + "m": 0.998308002948761 + }, + { + "p": 0.049539972096681595, + "m": 0.9833619594573975 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.4188389778137207, + "val_loss": 0.7842363119125366, + "acc": 69.11, + "time": 218.19733286602423, + "param": [ + { + "p": 0.06699302792549133, + "m": 1.0 + }, + { + "p": 0.04392063990235329, + "m": 1.0 + }, + { + "p": 0.057316653430461884, + "m": 1.0 + }, + { + "p": 0.05230649933218956, + "m": 0.6974300742149353 + }, + { + "p": 0.06398952752351761, + "m": 0.9391933083534241 + }, + { + "p": 0.04584873840212822, + "m": 0.9949375987052917 + }, + { + "p": 0.07080113887786865, + "m": 0.9906051754951477 + }, + { + "p": 0.04432686045765877, + "m": 1.0 + }, + { + "p": 0.05212082341313362, + "m": 1.0 + }, + { + "p": 0.05764444172382355, + "m": 0.9485759735107422 + }, + { + "p": 0.04762548580765724, + "m": 1.0 + }, + { + "p": 0.08445681631565094, + "m": 1.0 + }, + { + "p": 0.05054321885108948, + "m": 1.0 + }, + { + "p": 0.04921629652380943, + "m": 1.0 + }, + { + "p": 0.06196041405200958, + "m": 0.9942527413368225 + }, + { + "p": 0.08187336474657059, + "m": 1.0 + }, + { + "p": 0.02438831515610218, + "m": 0.9997785687446594 + }, + { + "p": 0.044667746871709824, + "m": 0.9833528399467468 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2256277799606323, + "val_loss": 0.8643286228179932, + "acc": 69.1, + "time": 226.30087991501205, + "param": [ + { + "p": 0.061455629765987396, + "m": 1.0 + }, + { + "p": 0.04975789412856102, + "m": 1.0 + }, + { + "p": 0.06994681060314178, + "m": 1.0 + }, + { + "p": 0.06244276091456413, + "m": 0.6683531999588013 + }, + { + "p": 0.05067557096481323, + "m": 0.9872158765792847 + }, + { + "p": 0.04786365479230881, + "m": 1.0 + }, + { + "p": 0.05760257691144943, + "m": 1.0 + }, + { + "p": 0.04913518205285072, + "m": 0.9101887345314026 + }, + { + "p": 0.050942886620759964, + "m": 1.0 + }, + { + "p": 0.0446452833712101, + "m": 0.9590789675712585 + }, + { + "p": 0.06255721300840378, + "m": 1.0 + }, + { + "p": 0.06659159064292908, + "m": 1.0 + }, + { + "p": 0.0680834949016571, + "m": 1.0 + }, + { + "p": 0.0641186535358429, + "m": 1.0 + }, + { + "p": 0.03689085319638252, + "m": 0.9349684715270996 + }, + { + "p": 0.06855005770921707, + "m": 1.0 + }, + { + "p": 0.05460909381508827, + "m": 1.0 + }, + { + "p": 0.034130871295928955, + "m": 0.9993419647216797 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.524832844734192, + "val_loss": 0.9171659350395203, + "acc": 68.54, + "time": 225.32861027808394, + "param": [ + { + "p": 0.053556475788354874, + "m": 1.0 + }, + { + "p": 0.04883407801389694, + "m": 1.0 + }, + { + "p": 0.05891992896795273, + "m": 1.0 + }, + { + "p": 0.060172971338033676, + "m": 0.6846104264259338 + }, + { + "p": 0.053777746856212616, + "m": 0.8101761341094971 + }, + { + "p": 0.06012016907334328, + "m": 0.9988158941268921 + }, + { + "p": 0.05150073394179344, + "m": 0.9282652139663696 + }, + { + "p": 0.050436485558748245, + "m": 0.9146604537963867 + }, + { + "p": 0.07029186189174652, + "m": 1.0 + }, + { + "p": 0.05576843023300171, + "m": 0.9888418316841125 + }, + { + "p": 0.06725700199604034, + "m": 1.0 + }, + { + "p": 0.05372649058699608, + "m": 1.0 + }, + { + "p": 0.06381060928106308, + "m": 1.0 + }, + { + "p": 0.062025826424360275, + "m": 1.0 + }, + { + "p": 0.05998614802956581, + "m": 1.0 + }, + { + "p": 0.06323283910751343, + "m": 1.0 + }, + { + "p": 0.04396989569067955, + "m": 0.99245285987854 + }, + { + "p": 0.022612355649471283, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.333236813545227, + "val_loss": 0.8271711468696594, + "acc": 68.93, + "time": 217.89144872000907, + "param": [ + { + "p": 0.09256050735712051, + "m": 1.0 + }, + { + "p": 0.03631861135363579, + "m": 1.0 + }, + { + "p": 0.05717584490776062, + "m": 1.0 + }, + { + "p": 0.05226084962487221, + "m": 0.7393903732299805 + }, + { + "p": 0.04639681056141853, + "m": 0.7722403407096863 + }, + { + "p": 0.0497543103992939, + "m": 1.0 + }, + { + "p": 0.0392192117869854, + "m": 1.0 + }, + { + "p": 0.06877075880765915, + "m": 0.9570867419242859 + }, + { + "p": 0.06944908201694489, + "m": 1.0 + }, + { + "p": 0.053806137293577194, + "m": 0.8593126535415649 + }, + { + "p": 0.05929345265030861, + "m": 1.0 + }, + { + "p": 0.05586680769920349, + "m": 1.0 + }, + { + "p": 0.07397863268852234, + "m": 1.0 + }, + { + "p": 0.045956481248140335, + "m": 1.0 + }, + { + "p": 0.05629447102546692, + "m": 1.0 + }, + { + "p": 0.045525699853897095, + "m": 0.9978305101394653 + }, + { + "p": 0.04333840683102608, + "m": 0.9964213967323303 + }, + { + "p": 0.05403387174010277, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3580570220947266, + "val_loss": 0.9022872447967529, + "acc": 69.37, + "time": 213.2446496799821, + "param": [ + { + "p": 0.06246594712138176, + "m": 1.0 + }, + { + "p": 0.07042593508958817, + "m": 1.0 + }, + { + "p": 0.06956232339143753, + "m": 1.0 + }, + { + "p": 0.05583237111568451, + "m": 0.7320786118507385 + }, + { + "p": 0.04239065572619438, + "m": 0.8886034488677979 + }, + { + "p": 0.03117263875901699, + "m": 0.8972458243370056 + }, + { + "p": 0.05125093832612038, + "m": 1.0 + }, + { + "p": 0.08135128766298294, + "m": 0.9869682192802429 + }, + { + "p": 0.03800163045525551, + "m": 0.966340184211731 + }, + { + "p": 0.06750881671905518, + "m": 1.0 + }, + { + "p": 0.05288684368133545, + "m": 1.0 + }, + { + "p": 0.060715191066265106, + "m": 0.9867925047874451 + }, + { + "p": 0.060132693499326706, + "m": 1.0 + }, + { + "p": 0.028271827846765518, + "m": 1.0 + }, + { + "p": 0.08034902811050415, + "m": 1.0 + }, + { + "p": 0.0551222525537014, + "m": 0.9204853773117065 + }, + { + "p": 0.03819066658616066, + "m": 0.982143223285675 + }, + { + "p": 0.05436894670128822, + "m": 0.9954307675361633 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2685421705245972, + "val_loss": 0.9633389711380005, + "acc": 69.46, + "time": 215.91371166997124, + "param": [ + { + "p": 0.05527178943157196, + "m": 1.0 + }, + { + "p": 0.05223599076271057, + "m": 1.0 + }, + { + "p": 0.05435720831155777, + "m": 1.0 + }, + { + "p": 0.042527228593826294, + "m": 0.7084207534790039 + }, + { + "p": 0.05440715327858925, + "m": 0.8397207856178284 + }, + { + "p": 0.06053419038653374, + "m": 0.8881036043167114 + }, + { + "p": 0.07826060056686401, + "m": 0.9783958792686462 + }, + { + "p": 0.05756545066833496, + "m": 1.0 + }, + { + "p": 0.05411708727478981, + "m": 1.0 + }, + { + "p": 0.062381062656641006, + "m": 0.9260472655296326 + }, + { + "p": 0.05721729248762131, + "m": 1.0 + }, + { + "p": 0.04823576658964157, + "m": 1.0 + }, + { + "p": 0.07874327898025513, + "m": 1.0 + }, + { + "p": 0.05741062015295029, + "m": 1.0 + }, + { + "p": 0.059096384793519974, + "m": 0.9787296652793884 + }, + { + "p": 0.06053505465388298, + "m": 1.0 + }, + { + "p": 0.02423493005335331, + "m": 1.0 + }, + { + "p": 0.04286891594529152, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.4993239641189575, + "val_loss": 0.8693651556968689, + "acc": 68.04, + "time": 223.16981969808694, + "param": [ + { + "p": 0.05183981731534004, + "m": 1.0 + }, + { + "p": 0.03343791142106056, + "m": 1.0 + }, + { + "p": 0.034581515938043594, + "m": 1.0 + }, + { + "p": 0.05401408672332764, + "m": 0.6869251728057861 + }, + { + "p": 0.05603703856468201, + "m": 0.7475320100784302 + }, + { + "p": 0.05693918094038963, + "m": 0.9786416292190552 + }, + { + "p": 0.046676091849803925, + "m": 0.9778282046318054 + }, + { + "p": 0.052062466740608215, + "m": 0.9629308581352234 + }, + { + "p": 0.04491107538342476, + "m": 0.9992601275444031 + }, + { + "p": 0.07482492923736572, + "m": 0.8594423532485962 + }, + { + "p": 0.06709609925746918, + "m": 1.0 + }, + { + "p": 0.054331306368112564, + "m": 0.9977531433105469 + }, + { + "p": 0.06864920258522034, + "m": 1.0 + }, + { + "p": 0.053960319608449936, + "m": 1.0 + }, + { + "p": 0.07037321478128433, + "m": 1.0 + }, + { + "p": 0.07579877227544785, + "m": 0.9695534110069275 + }, + { + "p": 0.07778892666101456, + "m": 1.0 + }, + { + "p": 0.026678092777729034, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.4163618087768555, + "val_loss": 0.8634575605392456, + "acc": 68.63, + "time": 222.66806574806105, + "param": [ + { + "p": 0.07163230329751968, + "m": 1.0 + }, + { + "p": 0.04268987849354744, + "m": 1.0 + }, + { + "p": 0.050239577889442444, + "m": 1.0 + }, + { + "p": 0.05738643556833267, + "m": 0.667148232460022 + }, + { + "p": 0.07075685262680054, + "m": 0.6997746825218201 + }, + { + "p": 0.04774521291255951, + "m": 0.8954595923423767 + }, + { + "p": 0.06285195797681808, + "m": 0.7853319644927979 + }, + { + "p": 0.07155543565750122, + "m": 0.9460268616676331 + }, + { + "p": 0.05049232766032219, + "m": 1.0 + }, + { + "p": 0.05282251909375191, + "m": 0.8559658527374268 + }, + { + "p": 0.051522016525268555, + "m": 0.9806325435638428 + }, + { + "p": 0.05312072113156319, + "m": 0.9767826199531555 + }, + { + "p": 0.053272925317287445, + "m": 1.0 + }, + { + "p": 0.049491219222545624, + "m": 1.0 + }, + { + "p": 0.04780173674225807, + "m": 0.9326648712158203 + }, + { + "p": 0.06424466520547867, + "m": 0.9897103309631348 + }, + { + "p": 0.05341363325715065, + "m": 1.0 + }, + { + "p": 0.04896050691604614, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2682154178619385, + "val_loss": 0.8462311029434204, + "acc": 69.07, + "time": 214.8396301929606, + "param": [ + { + "p": 0.04607423022389412, + "m": 1.0 + }, + { + "p": 0.026784716174006462, + "m": 1.0 + }, + { + "p": 0.06177781522274017, + "m": 1.0 + }, + { + "p": 0.05631250888109207, + "m": 0.5883393287658691 + }, + { + "p": 0.03938883915543556, + "m": 0.8009103536605835 + }, + { + "p": 0.05103283375501633, + "m": 0.949135422706604 + }, + { + "p": 0.06315615773200989, + "m": 0.9093022346496582 + }, + { + "p": 0.06787265837192535, + "m": 0.8936158418655396 + }, + { + "p": 0.05226485803723335, + "m": 1.0 + }, + { + "p": 0.07376697659492493, + "m": 0.9067299365997314 + }, + { + "p": 0.07152483612298965, + "m": 1.0 + }, + { + "p": 0.06377458572387695, + "m": 0.9713228940963745 + }, + { + "p": 0.07134265452623367, + "m": 1.0 + }, + { + "p": 0.05159761756658554, + "m": 1.0 + }, + { + "p": 0.03828645870089531, + "m": 1.0 + }, + { + "p": 0.06455335021018982, + "m": 1.0 + }, + { + "p": 0.052983082830905914, + "m": 1.0 + }, + { + "p": 0.04750578850507736, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.4156709909439087, + "val_loss": 0.8777831792831421, + "acc": 67.63, + "time": 222.00552207394503, + "param": [ + { + "p": 0.059813663363456726, + "m": 1.0 + }, + { + "p": 0.02828276716172695, + "m": 1.0 + }, + { + "p": 0.05011354014277458, + "m": 1.0 + }, + { + "p": 0.05163852870464325, + "m": 0.5953975915908813 + }, + { + "p": 0.04812777414917946, + "m": 0.6947765350341797 + }, + { + "p": 0.05166993290185928, + "m": 0.9376034736633301 + }, + { + "p": 0.057008735835552216, + "m": 0.9906775951385498 + }, + { + "p": 0.058146458119153976, + "m": 0.9627859592437744 + }, + { + "p": 0.05923838168382645, + "m": 0.999728798866272 + }, + { + "p": 0.0758877694606781, + "m": 0.8802820444107056 + }, + { + "p": 0.04785734787583351, + "m": 0.9985789656639099 + }, + { + "p": 0.07214663922786713, + "m": 0.9795158505439758 + }, + { + "p": 0.060967762023210526, + "m": 1.0 + }, + { + "p": 0.03890753164887428, + "m": 1.0 + }, + { + "p": 0.04823719710111618, + "m": 0.9906511306762695 + }, + { + "p": 0.08350328356027603, + "m": 0.9309406876564026 + }, + { + "p": 0.06008710339665413, + "m": 0.9950721263885498 + }, + { + "p": 0.048365529626607895, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.514146089553833, + "val_loss": 0.8036353588104248, + "acc": 69.55, + "time": 221.51739920000546, + "param": [ + { + "p": 0.054957181215286255, + "m": 1.0 + }, + { + "p": 0.029387658461928368, + "m": 1.0 + }, + { + "p": 0.0427049919962883, + "m": 1.0 + }, + { + "p": 0.040897972881793976, + "m": 0.6145230531692505 + }, + { + "p": 0.07523850351572037, + "m": 0.6442118287086487 + }, + { + "p": 0.05351932719349861, + "m": 0.9167654514312744 + }, + { + "p": 0.03992357850074768, + "m": 0.9214461445808411 + }, + { + "p": 0.0512310229241848, + "m": 0.9135111570358276 + }, + { + "p": 0.06372340768575668, + "m": 0.9967145919799805 + }, + { + "p": 0.07520200312137604, + "m": 0.9019325971603394 + }, + { + "p": 0.049209028482437134, + "m": 0.9858673810958862 + }, + { + "p": 0.06711460649967194, + "m": 0.9996933341026306 + }, + { + "p": 0.04677926003932953, + "m": 1.0 + }, + { + "p": 0.058508146554231644, + "m": 1.0 + }, + { + "p": 0.06401100754737854, + "m": 0.9918752908706665 + }, + { + "p": 0.07177084684371948, + "m": 0.9993809461593628 + }, + { + "p": 0.05265933275222778, + "m": 1.0 + }, + { + "p": 0.06316208094358444, + "m": 0.9887931942939758 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.227370262145996, + "val_loss": 0.8009275197982788, + "acc": 68.81, + "time": 214.11887429002672, + "param": [ + { + "p": 0.06633248925209045, + "m": 1.0 + }, + { + "p": 0.037645068019628525, + "m": 1.0 + }, + { + "p": 0.06751662492752075, + "m": 1.0 + }, + { + "p": 0.04476025328040123, + "m": 0.6226829290390015 + }, + { + "p": 0.06539017707109451, + "m": 0.5351690649986267 + }, + { + "p": 0.06856907159090042, + "m": 0.8074969053268433 + }, + { + "p": 0.049995556473731995, + "m": 0.8793178200721741 + }, + { + "p": 0.05633505433797836, + "m": 0.8443173170089722 + }, + { + "p": 0.05708370730280876, + "m": 1.0 + }, + { + "p": 0.0470271110534668, + "m": 0.8614893555641174 + }, + { + "p": 0.04749732464551926, + "m": 0.9788065552711487 + }, + { + "p": 0.061622362583875656, + "m": 0.999933660030365 + }, + { + "p": 0.07023154199123383, + "m": 1.0 + }, + { + "p": 0.046997640281915665, + "m": 1.0 + }, + { + "p": 0.04639619216322899, + "m": 1.0 + }, + { + "p": 0.05553608760237694, + "m": 1.0 + }, + { + "p": 0.054047636687755585, + "m": 0.9236151576042175 + }, + { + "p": 0.057016097009181976, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2263668775558472, + "val_loss": 0.8613932728767395, + "acc": 70.75, + "time": 224.67143744800705, + "param": [ + { + "p": 0.0743529200553894, + "m": 1.0 + }, + { + "p": 0.03710191324353218, + "m": 1.0 + }, + { + "p": 0.05409548804163933, + "m": 1.0 + }, + { + "p": 0.055068351328372955, + "m": 0.6850597858428955 + }, + { + "p": 0.04587719589471817, + "m": 0.550079882144928 + }, + { + "p": 0.06555325537919998, + "m": 0.8299305438995361 + }, + { + "p": 0.04858625680208206, + "m": 0.9408655166625977 + }, + { + "p": 0.05088847130537033, + "m": 0.8460344672203064 + }, + { + "p": 0.06109747663140297, + "m": 0.9982485175132751 + }, + { + "p": 0.06765302270650864, + "m": 0.9324794411659241 + }, + { + "p": 0.053417451679706573, + "m": 0.9595536589622498 + }, + { + "p": 0.06472098082304001, + "m": 1.0 + }, + { + "p": 0.04303037375211716, + "m": 1.0 + }, + { + "p": 0.04114195704460144, + "m": 1.0 + }, + { + "p": 0.059878770262002945, + "m": 1.0 + }, + { + "p": 0.06980809569358826, + "m": 0.886369526386261 + }, + { + "p": 0.04726624861359596, + "m": 1.0 + }, + { + "p": 0.06046178564429283, + "m": 0.9993617534637451 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.5010640621185303, + "val_loss": 0.8036446571350098, + "acc": 69.29, + "time": 216.00282242603134, + "param": [ + { + "p": 0.07501723617315292, + "m": 1.0 + }, + { + "p": 0.03338618576526642, + "m": 1.0 + }, + { + "p": 0.07588067650794983, + "m": 1.0 + }, + { + "p": 0.04804272577166557, + "m": 0.6612673401832581 + }, + { + "p": 0.05156388878822327, + "m": 0.6696480512619019 + }, + { + "p": 0.05876867100596428, + "m": 0.8132250905036926 + }, + { + "p": 0.056240856647491455, + "m": 0.9563829898834229 + }, + { + "p": 0.05621803179383278, + "m": 0.8063151240348816 + }, + { + "p": 0.06980333477258682, + "m": 1.0 + }, + { + "p": 0.061599694192409515, + "m": 0.9432722926139832 + }, + { + "p": 0.051209788769483566, + "m": 0.9995927214622498 + }, + { + "p": 0.043975766748189926, + "m": 0.9858176708221436 + }, + { + "p": 0.07922974973917007, + "m": 1.0 + }, + { + "p": 0.03369936719536781, + "m": 1.0 + }, + { + "p": 0.06875332444906235, + "m": 1.0 + }, + { + "p": 0.06227235496044159, + "m": 0.9310494065284729 + }, + { + "p": 0.0374126136302948, + "m": 0.9487772583961487 + }, + { + "p": 0.03692566603422165, + "m": 0.9596577882766724 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.4973886013031006, + "val_loss": 0.8512240052223206, + "acc": 70.62, + "time": 211.47487957496196, + "param": [ + { + "p": 0.07550661265850067, + "m": 1.0 + }, + { + "p": 0.026548322290182114, + "m": 1.0 + }, + { + "p": 0.06140398234128952, + "m": 1.0 + }, + { + "p": 0.03141401708126068, + "m": 0.7396443486213684 + }, + { + "p": 0.04823997989296913, + "m": 0.779697060585022 + }, + { + "p": 0.057418327778577805, + "m": 0.8029595613479614 + }, + { + "p": 0.06656333804130554, + "m": 0.9865030646324158 + }, + { + "p": 0.044306378811597824, + "m": 0.8840727806091309 + }, + { + "p": 0.0835554450750351, + "m": 1.0 + }, + { + "p": 0.05225681886076927, + "m": 0.7828717827796936 + }, + { + "p": 0.0616801381111145, + "m": 0.9945050477981567 + }, + { + "p": 0.06301596015691757, + "m": 0.9992898106575012 + }, + { + "p": 0.058625854551792145, + "m": 1.0 + }, + { + "p": 0.06174411252140999, + "m": 1.0 + }, + { + "p": 0.05014176666736603, + "m": 0.9882575273513794 + }, + { + "p": 0.07102999091148376, + "m": 0.9992039203643799 + }, + { + "p": 0.06318376958370209, + "m": 0.9485436081886292 + }, + { + "p": 0.023365097120404243, + "m": 0.9375666379928589 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.5138999223709106, + "val_loss": 0.8548262119293213, + "acc": 69.28, + "time": 221.35602486296557, + "param": [ + { + "p": 0.08299978077411652, + "m": 1.0 + }, + { + "p": 0.032362572848796844, + "m": 1.0 + }, + { + "p": 0.07397110760211945, + "m": 1.0 + }, + { + "p": 0.05675506964325905, + "m": 0.7673443555831909 + }, + { + "p": 0.05154286324977875, + "m": 0.7919940948486328 + }, + { + "p": 0.05018604174256325, + "m": 0.7759777307510376 + }, + { + "p": 0.052031293511390686, + "m": 0.9501874446868896 + }, + { + "p": 0.048453737050294876, + "m": 0.8914778828620911 + }, + { + "p": 0.07127354294061661, + "m": 1.0 + }, + { + "p": 0.04088853299617767, + "m": 0.7486487627029419 + }, + { + "p": 0.0692954882979393, + "m": 1.0 + }, + { + "p": 0.048299942165613174, + "m": 0.975368082523346 + }, + { + "p": 0.05889347195625305, + "m": 1.0 + }, + { + "p": 0.037885624915361404, + "m": 1.0 + }, + { + "p": 0.072111114859581, + "m": 1.0 + }, + { + "p": 0.08012931048870087, + "m": 0.996212899684906 + }, + { + "p": 0.05146101117134094, + "m": 0.9506900310516357 + }, + { + "p": 0.021459465846419334, + "m": 0.9288346171379089 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.2945656776428223, + "val_loss": 0.7991365194320679, + "acc": 70.55, + "time": 213.9030197430402, + "param": [ + { + "p": 0.0494249165058136, + "m": 1.0 + }, + { + "p": 0.03918727859854698, + "m": 1.0 + }, + { + "p": 0.07952740788459778, + "m": 1.0 + }, + { + "p": 0.04519607499241829, + "m": 0.7900422215461731 + }, + { + "p": 0.05017130821943283, + "m": 0.6788268685340881 + }, + { + "p": 0.05641528218984604, + "m": 0.8886075019836426 + }, + { + "p": 0.05199417099356651, + "m": 0.9137176871299744 + }, + { + "p": 0.05618683248758316, + "m": 0.8485491871833801 + }, + { + "p": 0.06489281356334686, + "m": 0.9854256510734558 + }, + { + "p": 0.06666852533817291, + "m": 0.7261629700660706 + }, + { + "p": 0.06654562056064606, + "m": 1.0 + }, + { + "p": 0.047943033277988434, + "m": 1.0 + }, + { + "p": 0.06684549897909164, + "m": 1.0 + }, + { + "p": 0.07487721741199493, + "m": 1.0 + }, + { + "p": 0.0435975156724453, + "m": 0.9729893207550049 + }, + { + "p": 0.06143588200211525, + "m": 1.0 + }, + { + "p": 0.027973493561148643, + "m": 1.0 + }, + { + "p": 0.05111704021692276, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3743724822998047, + "val_loss": 0.8992449641227722, + "acc": 69.42, + "time": 217.02496278099716, + "param": [ + { + "p": 0.05726417899131775, + "m": 1.0 + }, + { + "p": 0.0576239712536335, + "m": 1.0 + }, + { + "p": 0.0719754546880722, + "m": 1.0 + }, + { + "p": 0.04093792662024498, + "m": 0.7829065918922424 + }, + { + "p": 0.04345465078949928, + "m": 0.706023633480072 + }, + { + "p": 0.04484913498163223, + "m": 0.9228072762489319 + }, + { + "p": 0.04338787496089935, + "m": 0.9117726683616638 + }, + { + "p": 0.06267207115888596, + "m": 0.9932771921157837 + }, + { + "p": 0.07118777185678482, + "m": 1.0 + }, + { + "p": 0.055523358285427094, + "m": 0.7664639353752136 + }, + { + "p": 0.06867779046297073, + "m": 1.0 + }, + { + "p": 0.05164625123143196, + "m": 0.9796330332756042 + }, + { + "p": 0.04889386519789696, + "m": 1.0 + }, + { + "p": 0.06003032997250557, + "m": 1.0 + }, + { + "p": 0.05554194003343582, + "m": 1.0 + }, + { + "p": 0.05881151929497719, + "m": 0.9008684158325195 + }, + { + "p": 0.04913800582289696, + "m": 1.0 + }, + { + "p": 0.058383822441101074, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.328073501586914, + "val_loss": 0.8167995810508728, + "acc": 70.81, + "time": 215.7538841930218, + "param": [ + { + "p": 0.06476731598377228, + "m": 1.0 + }, + { + "p": 0.06613504886627197, + "m": 1.0 + }, + { + "p": 0.0573226734995842, + "m": 1.0 + }, + { + "p": 0.05237015336751938, + "m": 0.752219021320343 + }, + { + "p": 0.06021532788872719, + "m": 0.7878170013427734 + }, + { + "p": 0.07044250518083572, + "m": 0.7280579805374146 + }, + { + "p": 0.03576977178454399, + "m": 0.8577760457992554 + }, + { + "p": 0.05338682234287262, + "m": 0.977924644947052 + }, + { + "p": 0.06104467809200287, + "m": 1.0 + }, + { + "p": 0.06700842827558517, + "m": 0.8208475112915039 + }, + { + "p": 0.06467723101377487, + "m": 1.0 + }, + { + "p": 0.04261589050292969, + "m": 0.9662216305732727 + }, + { + "p": 0.048951033502817154, + "m": 1.0 + }, + { + "p": 0.05959553271532059, + "m": 1.0 + }, + { + "p": 0.07208270579576492, + "m": 0.9876551032066345 + }, + { + "p": 0.049846455454826355, + "m": 0.9640694260597229 + }, + { + "p": 0.039409089833498, + "m": 0.9401973485946655 + }, + { + "p": 0.03435942530632019, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.297202229499817, + "val_loss": 0.8719316124916077, + "acc": 70.18, + "time": 255.71012657298706, + "param": [ + { + "p": 0.056812725961208344, + "m": 1.0 + }, + { + "p": 0.03512081876397133, + "m": 1.0 + }, + { + "p": 0.06138446927070618, + "m": 1.0 + }, + { + "p": 0.057293280959129333, + "m": 0.7308099269866943 + }, + { + "p": 0.04622630774974823, + "m": 0.8970047235488892 + }, + { + "p": 0.06940024346113205, + "m": 0.7561661005020142 + }, + { + "p": 0.056267160922288895, + "m": 0.8731250762939453 + }, + { + "p": 0.07330571860074997, + "m": 0.8119410276412964 + }, + { + "p": 0.0687718391418457, + "m": 0.9982500672340393 + }, + { + "p": 0.03406572714447975, + "m": 0.8311893939971924 + }, + { + "p": 0.06128421425819397, + "m": 1.0 + }, + { + "p": 0.056944072246551514, + "m": 0.9981933832168579 + }, + { + "p": 0.0722920224070549, + "m": 1.0 + }, + { + "p": 0.04446925222873688, + "m": 1.0 + }, + { + "p": 0.051683176308870316, + "m": 0.9504994750022888 + }, + { + "p": 0.060669369995594025, + "m": 0.9971628189086914 + }, + { + "p": 0.03630099445581436, + "m": 1.0 + }, + { + "p": 0.05770846828818321, + "m": 0.9995772242546082 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1746448278427124, + "val_loss": 0.8217416405677795, + "acc": 69.86, + "time": 262.59659978502896, + "param": [ + { + "p": 0.06437211483716965, + "m": 1.0 + }, + { + "p": 0.04078389331698418, + "m": 1.0 + }, + { + "p": 0.06740659475326538, + "m": 1.0 + }, + { + "p": 0.02886994555592537, + "m": 0.7161728143692017 + }, + { + "p": 0.050691768527030945, + "m": 0.7505452036857605 + }, + { + "p": 0.07260952889919281, + "m": 0.6294509172439575 + }, + { + "p": 0.05293500795960426, + "m": 0.8256469368934631 + }, + { + "p": 0.040309805423021317, + "m": 0.935250997543335 + }, + { + "p": 0.08388540893793106, + "m": 1.0 + }, + { + "p": 0.040916524827480316, + "m": 0.9268761277198792 + }, + { + "p": 0.07143716514110565, + "m": 1.0 + }, + { + "p": 0.0684085562825203, + "m": 0.9691030979156494 + }, + { + "p": 0.06424848735332489, + "m": 1.0 + }, + { + "p": 0.05345017462968826, + "m": 1.0 + }, + { + "p": 0.05525355413556099, + "m": 1.0 + }, + { + "p": 0.058130327612161636, + "m": 0.857980489730835 + }, + { + "p": 0.0456041619181633, + "m": 0.9975245594978333 + }, + { + "p": 0.0406869575381279, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3647233247756958, + "val_loss": 0.7476826310157776, + "acc": 70.75, + "time": 221.0614719419973, + "param": [ + { + "p": 0.05272875353693962, + "m": 1.0 + }, + { + "p": 0.06078702583909035, + "m": 1.0 + }, + { + "p": 0.06831212341785431, + "m": 1.0 + }, + { + "p": 0.05663199722766876, + "m": 0.7417666912078857 + }, + { + "p": 0.0350647009909153, + "m": 0.8060194253921509 + }, + { + "p": 0.0421888642013073, + "m": 0.6901364326477051 + }, + { + "p": 0.07414056360721588, + "m": 0.8366305828094482 + }, + { + "p": 0.04863852262496948, + "m": 0.8396647572517395 + }, + { + "p": 0.04259858280420303, + "m": 0.9856966733932495 + }, + { + "p": 0.060723982751369476, + "m": 0.976669430732727 + }, + { + "p": 0.06398681551218033, + "m": 1.0 + }, + { + "p": 0.061310868710279465, + "m": 0.9986925721168518 + }, + { + "p": 0.07506924867630005, + "m": 1.0 + }, + { + "p": 0.05131988599896431, + "m": 1.0 + }, + { + "p": 0.05852121114730835, + "m": 1.0 + }, + { + "p": 0.05721025541424751, + "m": 0.8350329995155334 + }, + { + "p": 0.0457255095243454, + "m": 0.9926502108573914 + }, + { + "p": 0.045041028410196304, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2658034563064575, + "val_loss": 0.8564896583557129, + "acc": 69.24, + "time": 458.77741077402607, + "param": [ + { + "p": 0.05714765563607216, + "m": 1.0 + }, + { + "p": 0.036204993724823, + "m": 1.0 + }, + { + "p": 0.06529461592435837, + "m": 1.0 + }, + { + "p": 0.06078214943408966, + "m": 0.7274271249771118 + }, + { + "p": 0.058437831699848175, + "m": 0.7497198581695557 + }, + { + "p": 0.04842523857951164, + "m": 0.7643166780471802 + }, + { + "p": 0.06340112537145615, + "m": 0.9067453145980835 + }, + { + "p": 0.06431085616350174, + "m": 0.8362172245979309 + }, + { + "p": 0.051166582852602005, + "m": 1.0 + }, + { + "p": 0.06271509826183319, + "m": 0.9218828082084656 + }, + { + "p": 0.03222159668803215, + "m": 0.9536131024360657 + }, + { + "p": 0.07514212280511856, + "m": 0.9792001247406006 + }, + { + "p": 0.04363368824124336, + "m": 1.0 + }, + { + "p": 0.04610317945480347, + "m": 1.0 + }, + { + "p": 0.06940057128667831, + "m": 0.9898555278778076 + }, + { + "p": 0.0666700229048729, + "m": 0.9666289687156677 + }, + { + "p": 0.046599164605140686, + "m": 0.9604670405387878 + }, + { + "p": 0.052343495190143585, + "m": 0.9856950044631958 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.1247831583023071, + "val_loss": 0.748147189617157, + "acc": 71.43, + "time": 227.26310627209023, + "param": [ + { + "p": 0.053944457322359085, + "m": 1.0 + }, + { + "p": 0.04984093829989433, + "m": 1.0 + }, + { + "p": 0.0518471784889698, + "m": 1.0 + }, + { + "p": 0.02189275249838829, + "m": 0.733280599117279 + }, + { + "p": 0.058253780007362366, + "m": 0.7739030122756958 + }, + { + "p": 0.0708574652671814, + "m": 0.895172119140625 + }, + { + "p": 0.07532671838998795, + "m": 0.896808385848999 + }, + { + "p": 0.06511484831571579, + "m": 0.9528937339782715 + }, + { + "p": 0.06592956930398941, + "m": 0.9976043105125427 + }, + { + "p": 0.0538465790450573, + "m": 0.9251193404197693 + }, + { + "p": 0.06034841388463974, + "m": 0.9743558764457703 + }, + { + "p": 0.06562772393226624, + "m": 0.9758605360984802 + }, + { + "p": 0.042360201478004456, + "m": 1.0 + }, + { + "p": 0.04704223945736885, + "m": 1.0 + }, + { + "p": 0.06447107344865799, + "m": 0.9958457946777344 + }, + { + "p": 0.06749601662158966, + "m": 1.0 + }, + { + "p": 0.054309770464897156, + "m": 0.9651726484298706 + }, + { + "p": 0.03149028122425079, + "m": 0.9352463483810425 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.4451806545257568, + "val_loss": 0.8820750713348389, + "acc": 70.79, + "time": 443.4349650789518, + "param": [ + { + "p": 0.0618952177464962, + "m": 1.0 + }, + { + "p": 0.039455391466617584, + "m": 1.0 + }, + { + "p": 0.07429926842451096, + "m": 1.0 + }, + { + "p": 0.05217396467924118, + "m": 0.6580069065093994 + }, + { + "p": 0.06175146996974945, + "m": 0.7830144166946411 + }, + { + "p": 0.058027397841215134, + "m": 0.873664915561676 + }, + { + "p": 0.05929955095052719, + "m": 1.0 + }, + { + "p": 0.06259007751941681, + "m": 0.9949390292167664 + }, + { + "p": 0.060520753264427185, + "m": 1.0 + }, + { + "p": 0.05945976823568344, + "m": 0.9332584738731384 + }, + { + "p": 0.0588003434240818, + "m": 1.0 + }, + { + "p": 0.04709019511938095, + "m": 0.9675763845443726 + }, + { + "p": 0.058445483446121216, + "m": 1.0 + }, + { + "p": 0.06163064390420914, + "m": 1.0 + }, + { + "p": 0.04596002399921417, + "m": 1.0 + }, + { + "p": 0.04421466216444969, + "m": 0.9990559220314026 + }, + { + "p": 0.04914400726556778, + "m": 1.0 + }, + { + "p": 0.0452418215572834, + "m": 0.9945988655090332 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2565608024597168, + "val_loss": 0.8244768977165222, + "acc": 70.41, + "time": 324.05535557703115, + "param": [ + { + "p": 0.06989993155002594, + "m": 1.0 + }, + { + "p": 0.026025447994470596, + "m": 1.0 + }, + { + "p": 0.06545250862836838, + "m": 1.0 + }, + { + "p": 0.06259270757436752, + "m": 0.5887876152992249 + }, + { + "p": 0.059073206037282944, + "m": 0.864988386631012 + }, + { + "p": 0.026032503694295883, + "m": 0.9159213900566101 + }, + { + "p": 0.04725221171975136, + "m": 0.9416921138763428 + }, + { + "p": 0.061899688094854355, + "m": 0.9561762809753418 + }, + { + "p": 0.063315749168396, + "m": 0.9994199275970459 + }, + { + "p": 0.07097841799259186, + "m": 0.9802992939949036 + }, + { + "p": 0.06645583361387253, + "m": 1.0 + }, + { + "p": 0.04899057373404503, + "m": 1.0 + }, + { + "p": 0.050504669547080994, + "m": 1.0 + }, + { + "p": 0.06572801619768143, + "m": 1.0 + }, + { + "p": 0.04249168559908867, + "m": 0.985227644443512 + }, + { + "p": 0.10134434700012207, + "m": 1.0 + }, + { + "p": 0.02736164629459381, + "m": 0.9775509834289551 + }, + { + "p": 0.044600848108530045, + "m": 0.972115159034729 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3708889484405518, + "val_loss": 0.7957947254180908, + "acc": 70.03, + "time": 340.2106335229473, + "param": [ + { + "p": 0.053233638405799866, + "m": 1.0 + }, + { + "p": 0.0534776970744133, + "m": 1.0 + }, + { + "p": 0.06431201100349426, + "m": 1.0 + }, + { + "p": 0.051547933369874954, + "m": 0.6231074929237366 + }, + { + "p": 0.051688797771930695, + "m": 0.8799307346343994 + }, + { + "p": 0.039406124502420425, + "m": 0.9454734325408936 + }, + { + "p": 0.06455957144498825, + "m": 1.0 + }, + { + "p": 0.06868407130241394, + "m": 0.9777287244796753 + }, + { + "p": 0.06482355296611786, + "m": 1.0 + }, + { + "p": 0.06082095950841904, + "m": 0.9960586428642273 + }, + { + "p": 0.0545843206346035, + "m": 1.0 + }, + { + "p": 0.07088632881641388, + "m": 1.0 + }, + { + "p": 0.05804188922047615, + "m": 1.0 + }, + { + "p": 0.04896491765975952, + "m": 1.0 + }, + { + "p": 0.0605701245367527, + "m": 1.0 + }, + { + "p": 0.04629354551434517, + "m": 0.9885546565055847 + }, + { + "p": 0.04925644397735596, + "m": 0.9918408989906311 + }, + { + "p": 0.038848020136356354, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.3680062294006348, + "val_loss": 0.7617438435554504, + "acc": 71.81, + "time": 462.6693699780153, + "param": [ + { + "p": 0.0584273636341095, + "m": 1.0 + }, + { + "p": 0.056803226470947266, + "m": 1.0 + }, + { + "p": 0.0823795273900032, + "m": 1.0 + }, + { + "p": 0.056284770369529724, + "m": 0.6365375518798828 + }, + { + "p": 0.0492875762283802, + "m": 1.0 + }, + { + "p": 0.05746474117040634, + "m": 0.9722079038619995 + }, + { + "p": 0.06200053170323372, + "m": 0.9845433831214905 + }, + { + "p": 0.050118084996938705, + "m": 0.8897212147712708 + }, + { + "p": 0.048538196831941605, + "m": 0.9843570590019226 + }, + { + "p": 0.07008649408817291, + "m": 0.964650571346283 + }, + { + "p": 0.06737345457077026, + "m": 1.0 + }, + { + "p": 0.06295913457870483, + "m": 0.9732131958007812 + }, + { + "p": 0.0777687281370163, + "m": 1.0 + }, + { + "p": 0.02849726192653179, + "m": 1.0 + }, + { + "p": 0.028906412422657013, + "m": 1.0 + }, + { + "p": 0.05211504176259041, + "m": 0.9975266456604004 + }, + { + "p": 0.05490314960479736, + "m": 0.9923701286315918 + }, + { + "p": 0.036086250096559525, + "m": 0.9367793798446655 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.3715898990631104, + "val_loss": 0.954514741897583, + "acc": 70.71, + "time": 221.85884260199964, + "param": [ + { + "p": 0.06752077490091324, + "m": 1.0 + }, + { + "p": 0.05252565070986748, + "m": 1.0 + }, + { + "p": 0.06417910009622574, + "m": 1.0 + }, + { + "p": 0.06328775733709335, + "m": 0.8115717172622681 + }, + { + "p": 0.026282120496034622, + "m": 1.0 + }, + { + "p": 0.027652950957417488, + "m": 0.9392108917236328 + }, + { + "p": 0.06365516036748886, + "m": 0.9423980116844177 + }, + { + "p": 0.07164505124092102, + "m": 0.9720253348350525 + }, + { + "p": 0.0800667405128479, + "m": 1.0 + }, + { + "p": 0.07110174745321274, + "m": 0.9423631429672241 + }, + { + "p": 0.05921792611479759, + "m": 0.9945531487464905 + }, + { + "p": 0.056457459926605225, + "m": 0.9988261461257935 + }, + { + "p": 0.05718244984745979, + "m": 1.0 + }, + { + "p": 0.03650055453181267, + "m": 1.0 + }, + { + "p": 0.07814355939626694, + "m": 0.9968798160552979 + }, + { + "p": 0.058144960552453995, + "m": 0.9980576038360596 + }, + { + "p": 0.030738694593310356, + "m": 0.926718533039093 + }, + { + "p": 0.03569745272397995, + "m": 0.9473806619644165 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.4125258922576904, + "val_loss": 0.7590367197990417, + "acc": 70.25, + "time": 236.80850249901414, + "param": [ + { + "p": 0.05617034062743187, + "m": 1.0 + }, + { + "p": 0.043414585292339325, + "m": 1.0 + }, + { + "p": 0.06878534704446793, + "m": 1.0 + }, + { + "p": 0.0473538301885128, + "m": 0.857293426990509 + }, + { + "p": 0.03223281726241112, + "m": 0.9404297471046448 + }, + { + "p": 0.03183368965983391, + "m": 1.0 + }, + { + "p": 0.05839551240205765, + "m": 0.9181377291679382 + }, + { + "p": 0.06573868542909622, + "m": 0.9692753553390503 + }, + { + "p": 0.06383378058671951, + "m": 0.9908897280693054 + }, + { + "p": 0.06443513184785843, + "m": 0.9749698638916016 + }, + { + "p": 0.05521141365170479, + "m": 1.0 + }, + { + "p": 0.07597075402736664, + "m": 1.0 + }, + { + "p": 0.06264713406562805, + "m": 1.0 + }, + { + "p": 0.06161605194211006, + "m": 1.0 + }, + { + "p": 0.06171581521630287, + "m": 0.9567573070526123 + }, + { + "p": 0.06511833518743515, + "m": 0.9873976111412048 + }, + { + "p": 0.05463789775967598, + "m": 0.8849927186965942 + }, + { + "p": 0.030888760462403297, + "m": 0.9053922891616821 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.420453429222107, + "val_loss": 0.8173498511314392, + "acc": 70.51, + "time": 225.40306506992783, + "param": [ + { + "p": 0.053729329258203506, + "m": 1.0 + }, + { + "p": 0.033077288419008255, + "m": 1.0 + }, + { + "p": 0.06853054463863373, + "m": 1.0 + }, + { + "p": 0.04648926481604576, + "m": 0.9357125163078308 + }, + { + "p": 0.026358013972640038, + "m": 0.9630376696586609 + }, + { + "p": 0.05343128368258476, + "m": 1.0 + }, + { + "p": 0.0456417016685009, + "m": 0.8967649340629578 + }, + { + "p": 0.07468236982822418, + "m": 1.0 + }, + { + "p": 0.0583060123026371, + "m": 1.0 + }, + { + "p": 0.0769217312335968, + "m": 1.0 + }, + { + "p": 0.0527799017727375, + "m": 0.9896612763404846 + }, + { + "p": 0.048823241144418716, + "m": 0.9740622043609619 + }, + { + "p": 0.06994962692260742, + "m": 1.0 + }, + { + "p": 0.038082659244537354, + "m": 1.0 + }, + { + "p": 0.08504676818847656, + "m": 0.9948817491531372 + }, + { + "p": 0.07410642504692078, + "m": 0.9601073265075684 + }, + { + "p": 0.06218534708023071, + "m": 0.969577431678772 + }, + { + "p": 0.03185845911502838, + "m": 0.9485501646995544 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.5102148056030273, + "val_loss": 0.7441128492355347, + "acc": 71.61, + "time": 256.6050120180007, + "param": [ + { + "p": 0.07168671488761902, + "m": 1.0 + }, + { + "p": 0.03033115342259407, + "m": 1.0 + }, + { + "p": 0.07447430491447449, + "m": 1.0 + }, + { + "p": 0.050691407173871994, + "m": 0.8390381932258606 + }, + { + "p": 0.07518625259399414, + "m": 0.9715771675109863 + }, + { + "p": 0.025212163105607033, + "m": 0.9912573099136353 + }, + { + "p": 0.07246685028076172, + "m": 0.8939340114593506 + }, + { + "p": 0.055394064635038376, + "m": 0.930946946144104 + }, + { + "p": 0.05472308397293091, + "m": 1.0 + }, + { + "p": 0.05282105877995491, + "m": 1.0 + }, + { + "p": 0.05157813802361488, + "m": 1.0 + }, + { + "p": 0.056624460965394974, + "m": 0.9679116010665894 + }, + { + "p": 0.04761302471160889, + "m": 1.0 + }, + { + "p": 0.03163762018084526, + "m": 1.0 + }, + { + "p": 0.05924047529697418, + "m": 0.9799541234970093 + }, + { + "p": 0.07707908749580383, + "m": 0.8601818084716797 + }, + { + "p": 0.08135522902011871, + "m": 1.0 + }, + { + "p": 0.03188491240143776, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.5162267684936523, + "val_loss": 0.8492974042892456, + "acc": 70.11, + "time": 227.96537971007638, + "param": [ + { + "p": 0.08076582103967667, + "m": 1.0 + }, + { + "p": 0.03935428708791733, + "m": 1.0 + }, + { + "p": 0.054122377187013626, + "m": 1.0 + }, + { + "p": 0.05779946222901344, + "m": 0.9068933129310608 + }, + { + "p": 0.053488485515117645, + "m": 0.9788492321968079 + }, + { + "p": 0.03715202212333679, + "m": 0.916530191898346 + }, + { + "p": 0.052212465554475784, + "m": 1.0 + }, + { + "p": 0.06493538618087769, + "m": 0.8201963305473328 + }, + { + "p": 0.07728645205497742, + "m": 1.0 + }, + { + "p": 0.055793121457099915, + "m": 0.9638746976852417 + }, + { + "p": 0.06293801218271255, + "m": 1.0 + }, + { + "p": 0.04609942436218262, + "m": 1.0 + }, + { + "p": 0.05969645082950592, + "m": 1.0 + }, + { + "p": 0.048436857759952545, + "m": 1.0 + }, + { + "p": 0.05910402908921242, + "m": 0.9949772357940674 + }, + { + "p": 0.053290173411369324, + "m": 0.9259830117225647 + }, + { + "p": 0.047344356775283813, + "m": 0.9975663423538208 + }, + { + "p": 0.05018088221549988, + "m": 0.9960198402404785 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3116793632507324, + "val_loss": 0.7631457448005676, + "acc": 71.54, + "time": 220.79775187501218, + "param": [ + { + "p": 0.035439956933259964, + "m": 1.0 + }, + { + "p": 0.037442151457071304, + "m": 1.0 + }, + { + "p": 0.05637996643781662, + "m": 1.0 + }, + { + "p": 0.05045533552765846, + "m": 0.8163231015205383 + }, + { + "p": 0.043805304914712906, + "m": 0.9447158575057983 + }, + { + "p": 0.04417512193322182, + "m": 1.0 + }, + { + "p": 0.06154656037688255, + "m": 0.982171893119812 + }, + { + "p": 0.055080968886613846, + "m": 0.8402146100997925 + }, + { + "p": 0.08004013448953629, + "m": 0.9698675274848938 + }, + { + "p": 0.0775969997048378, + "m": 1.0 + }, + { + "p": 0.037692151963710785, + "m": 0.9639101028442383 + }, + { + "p": 0.0861581563949585, + "m": 1.0 + }, + { + "p": 0.06982610374689102, + "m": 1.0 + }, + { + "p": 0.06301601231098175, + "m": 1.0 + }, + { + "p": 0.07738875597715378, + "m": 1.0 + }, + { + "p": 0.053971678018569946, + "m": 1.0 + }, + { + "p": 0.04596220701932907, + "m": 0.9920015335083008 + }, + { + "p": 0.024022474884986877, + "m": 0.8897883296012878 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0881881713867188, + "val_loss": 0.7658621668815613, + "acc": 71.5, + "time": 219.73558525706176, + "param": [ + { + "p": 0.04452880844473839, + "m": 1.0 + }, + { + "p": 0.040427833795547485, + "m": 1.0 + }, + { + "p": 0.07345090806484222, + "m": 1.0 + }, + { + "p": 0.06204300746321678, + "m": 0.8072503209114075 + }, + { + "p": 0.05523717403411865, + "m": 0.8818608522415161 + }, + { + "p": 0.04674836993217468, + "m": 0.9506130218505859 + }, + { + "p": 0.049420829862356186, + "m": 0.9166845083236694 + }, + { + "p": 0.04394495114684105, + "m": 0.9661344289779663 + }, + { + "p": 0.04919903725385666, + "m": 1.0 + }, + { + "p": 0.05920843780040741, + "m": 0.963334321975708 + }, + { + "p": 0.06613851338624954, + "m": 0.9966265559196472 + }, + { + "p": 0.06916528195142746, + "m": 1.0 + }, + { + "p": 0.047983568161726, + "m": 1.0 + }, + { + "p": 0.05378308147192001, + "m": 1.0 + }, + { + "p": 0.055354561656713486, + "m": 0.993038535118103 + }, + { + "p": 0.07031356543302536, + "m": 0.9963394403457642 + }, + { + "p": 0.052223000675439835, + "m": 1.0 + }, + { + "p": 0.06082896143198013, + "m": 0.9789107441902161 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0088144540786743, + "val_loss": 0.8489793539047241, + "acc": 70.61, + "time": 310.90570951101836, + "param": [ + { + "p": 0.05557262524962425, + "m": 1.0 + }, + { + "p": 0.04942368343472481, + "m": 1.0 + }, + { + "p": 0.05436834692955017, + "m": 1.0 + }, + { + "p": 0.05931035429239273, + "m": 0.7378308176994324 + }, + { + "p": 0.060055285692214966, + "m": 0.9244965314865112 + }, + { + "p": 0.052547652274370193, + "m": 0.9110680222511292 + }, + { + "p": 0.056332871317863464, + "m": 1.0 + }, + { + "p": 0.05174456536769867, + "m": 0.9986444115638733 + }, + { + "p": 0.05832553282380104, + "m": 1.0 + }, + { + "p": 0.06376535445451736, + "m": 0.9486473202705383 + }, + { + "p": 0.0704258531332016, + "m": 1.0 + }, + { + "p": 0.04978848993778229, + "m": 0.9994373917579651 + }, + { + "p": 0.06646382063627243, + "m": 1.0 + }, + { + "p": 0.0469830222427845, + "m": 1.0 + }, + { + "p": 0.06385264545679092, + "m": 0.9723545908927917 + }, + { + "p": 0.05810718983411789, + "m": 0.946533203125 + }, + { + "p": 0.04519975185394287, + "m": 1.0 + }, + { + "p": 0.037732891738414764, + "m": 0.999247670173645 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.168784737586975, + "val_loss": 0.8549124002456665, + "acc": 71.08, + "time": 312.196018179995, + "param": [ + { + "p": 0.055392444133758545, + "m": 1.0 + }, + { + "p": 0.03881015256047249, + "m": 1.0 + }, + { + "p": 0.0660722479224205, + "m": 1.0 + }, + { + "p": 0.0480368435382843, + "m": 0.6760185956954956 + }, + { + "p": 0.029957814142107964, + "m": 0.9225412607192993 + }, + { + "p": 0.033788878470659256, + "m": 0.9173194169998169 + }, + { + "p": 0.06225022301077843, + "m": 1.0 + }, + { + "p": 0.06834972649812698, + "m": 1.0 + }, + { + "p": 0.06391346454620361, + "m": 0.9934972524642944 + }, + { + "p": 0.07997000962495804, + "m": 0.8679324984550476 + }, + { + "p": 0.06352457404136658, + "m": 1.0 + }, + { + "p": 0.05612007528543472, + "m": 1.0 + }, + { + "p": 0.06213804706931114, + "m": 1.0 + }, + { + "p": 0.06543673574924469, + "m": 1.0 + }, + { + "p": 0.055697835981845856, + "m": 0.9843971133232117 + }, + { + "p": 0.03751836717128754, + "m": 0.8130707740783691 + }, + { + "p": 0.052883394062519073, + "m": 0.9904010891914368 + }, + { + "p": 0.060139164328575134, + "m": 0.991604208946228 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.384032964706421, + "val_loss": 0.8465873003005981, + "acc": 71.57, + "time": 230.44732682604808, + "param": [ + { + "p": 0.06919682025909424, + "m": 1.0 + }, + { + "p": 0.053826555609703064, + "m": 1.0 + }, + { + "p": 0.04918917268514633, + "m": 1.0 + }, + { + "p": 0.05109114572405815, + "m": 0.8029106259346008 + }, + { + "p": 0.04823184385895729, + "m": 0.947935163974762 + }, + { + "p": 0.06132809817790985, + "m": 0.9254716634750366 + }, + { + "p": 0.06402838230133057, + "m": 0.9683486223220825 + }, + { + "p": 0.05591701343655586, + "m": 0.9865309596061707 + }, + { + "p": 0.05667264387011528, + "m": 1.0 + }, + { + "p": 0.057417359203100204, + "m": 0.8521241545677185 + }, + { + "p": 0.042397063225507736, + "m": 1.0 + }, + { + "p": 0.059240180999040604, + "m": 1.0 + }, + { + "p": 0.05418098345398903, + "m": 1.0 + }, + { + "p": 0.06459066271781921, + "m": 1.0 + }, + { + "p": 0.04434189200401306, + "m": 0.9557844400405884 + }, + { + "p": 0.05898417532444, + "m": 1.0 + }, + { + "p": 0.04782545939087868, + "m": 1.0 + }, + { + "p": 0.06154060363769531, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.5558618307113647, + "val_loss": 0.8184412717819214, + "acc": 71.29, + "time": 318.3862898009829, + "param": [ + { + "p": 0.07606066763401031, + "m": 1.0 + }, + { + "p": 0.037131212651729584, + "m": 1.0 + }, + { + "p": 0.056999724358320236, + "m": 1.0 + }, + { + "p": 0.05395830050110817, + "m": 0.7571007609367371 + }, + { + "p": 0.04400130361318588, + "m": 0.8799468278884888 + }, + { + "p": 0.05796970799565315, + "m": 0.927157461643219 + }, + { + "p": 0.04319547489285469, + "m": 0.92296302318573 + }, + { + "p": 0.05426877737045288, + "m": 0.8413015604019165 + }, + { + "p": 0.05493670701980591, + "m": 1.0 + }, + { + "p": 0.06314656883478165, + "m": 0.7418724894523621 + }, + { + "p": 0.060650214552879333, + "m": 1.0 + }, + { + "p": 0.05489186570048332, + "m": 0.9934293627738953 + }, + { + "p": 0.06532265245914459, + "m": 1.0 + }, + { + "p": 0.06408409774303436, + "m": 1.0 + }, + { + "p": 0.06428609043359756, + "m": 1.0 + }, + { + "p": 0.06363026797771454, + "m": 1.0 + }, + { + "p": 0.03811584413051605, + "m": 1.0 + }, + { + "p": 0.047350551933050156, + "m": 0.9607284665107727 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2369171380996704, + "val_loss": 0.8191325664520264, + "acc": 71.96, + "time": 259.58628214302007, + "param": [ + { + "p": 0.06789331138134003, + "m": 1.0 + }, + { + "p": 0.027373813092708588, + "m": 1.0 + }, + { + "p": 0.059792306274175644, + "m": 1.0 + }, + { + "p": 0.05787745118141174, + "m": 0.7103954553604126 + }, + { + "p": 0.0694088488817215, + "m": 0.7678719162940979 + }, + { + "p": 0.03580128774046898, + "m": 0.9647390842437744 + }, + { + "p": 0.06383106857538223, + "m": 0.9653910994529724 + }, + { + "p": 0.05987662822008133, + "m": 0.9390072822570801 + }, + { + "p": 0.06868946552276611, + "m": 1.0 + }, + { + "p": 0.08761186897754669, + "m": 0.5499066710472107 + }, + { + "p": 0.06354989111423492, + "m": 1.0 + }, + { + "p": 0.048447489738464355, + "m": 1.0 + }, + { + "p": 0.051917292177677155, + "m": 1.0 + }, + { + "p": 0.044335637241601944, + "m": 1.0 + }, + { + "p": 0.049642372876405716, + "m": 0.8808278441429138 + }, + { + "p": 0.05938059836626053, + "m": 1.0 + }, + { + "p": 0.05664011090993881, + "m": 0.9814475178718567 + }, + { + "p": 0.02793058194220066, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3272514343261719, + "val_loss": 0.7221194505691528, + "acc": 71.76, + "time": 226.75321356393397, + "param": [ + { + "p": 0.06968934834003448, + "m": 1.0 + }, + { + "p": 0.035293105989694595, + "m": 1.0 + }, + { + "p": 0.049587104469537735, + "m": 1.0 + }, + { + "p": 0.06588943302631378, + "m": 0.8493791818618774 + }, + { + "p": 0.042809292674064636, + "m": 0.8964471220970154 + }, + { + "p": 0.06497801095247269, + "m": 0.9827933311462402 + }, + { + "p": 0.05788054317235947, + "m": 0.9228948354721069 + }, + { + "p": 0.04608660191297531, + "m": 0.9406672716140747 + }, + { + "p": 0.06365780532360077, + "m": 0.9237197637557983 + }, + { + "p": 0.05128832906484604, + "m": 0.5750704407691956 + }, + { + "p": 0.06860223412513733, + "m": 1.0 + }, + { + "p": 0.07846839725971222, + "m": 1.0 + }, + { + "p": 0.06820095330476761, + "m": 1.0 + }, + { + "p": 0.04287608340382576, + "m": 1.0 + }, + { + "p": 0.06744935363531113, + "m": 0.9469507336616516 + }, + { + "p": 0.037897828966379166, + "m": 0.9706048965454102 + }, + { + "p": 0.03484043478965759, + "m": 1.0 + }, + { + "p": 0.054505228996276855, + "m": 0.9878271222114563 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.3964614868164062, + "val_loss": 0.8650119304656982, + "acc": 70.0, + "time": 245.65542223793454, + "param": [ + { + "p": 0.08760171383619308, + "m": 1.0 + }, + { + "p": 0.0277198925614357, + "m": 1.0 + }, + { + "p": 0.05153711512684822, + "m": 1.0 + }, + { + "p": 0.07339276373386383, + "m": 0.7533352971076965 + }, + { + "p": 0.04923603683710098, + "m": 0.884083092212677 + }, + { + "p": 0.03761405497789383, + "m": 0.9826489090919495 + }, + { + "p": 0.05435401573777199, + "m": 0.9125664234161377 + }, + { + "p": 0.03858238831162453, + "m": 0.9707843661308289 + }, + { + "p": 0.05094550549983978, + "m": 0.9348132014274597 + }, + { + "p": 0.03820129483938217, + "m": 0.7301294207572937 + }, + { + "p": 0.06412634253501892, + "m": 0.9994246363639832 + }, + { + "p": 0.07568608969449997, + "m": 1.0 + }, + { + "p": 0.05961291864514351, + "m": 1.0 + }, + { + "p": 0.05077418312430382, + "m": 1.0 + }, + { + "p": 0.07759536802768707, + "m": 0.9818288683891296 + }, + { + "p": 0.09324196726083755, + "m": 1.0 + }, + { + "p": 0.039396077394485474, + "m": 0.9025089740753174 + }, + { + "p": 0.030382191762328148, + "m": 0.9840191602706909 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1660081148147583, + "val_loss": 0.6875555515289307, + "acc": 71.38, + "time": 250.96183791104704, + "param": [ + { + "p": 0.07807548344135284, + "m": 1.0 + }, + { + "p": 0.05013682693243027, + "m": 1.0 + }, + { + "p": 0.06191631034016609, + "m": 1.0 + }, + { + "p": 0.04526554420590401, + "m": 0.7451993227005005 + }, + { + "p": 0.03632128983736038, + "m": 0.8636629581451416 + }, + { + "p": 0.06023481860756874, + "m": 0.995102047920227 + }, + { + "p": 0.08063755929470062, + "m": 0.9156169295310974 + }, + { + "p": 0.04798627272248268, + "m": 1.0 + }, + { + "p": 0.05928860977292061, + "m": 0.9923521280288696 + }, + { + "p": 0.052087295800447464, + "m": 0.8086288571357727 + }, + { + "p": 0.0678713321685791, + "m": 1.0 + }, + { + "p": 0.04997323825955391, + "m": 0.9726648330688477 + }, + { + "p": 0.061718955636024475, + "m": 1.0 + }, + { + "p": 0.042259227484464645, + "m": 1.0 + }, + { + "p": 0.061604250222444534, + "m": 0.9195753335952759 + }, + { + "p": 0.07997748255729675, + "m": 1.0 + }, + { + "p": 0.033817045390605927, + "m": 0.8606265187263489 + }, + { + "p": 0.03082839399576187, + "m": 0.8975459933280945 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.3330345153808594, + "val_loss": 0.809252142906189, + "acc": 72.29, + "time": 223.36424526304472, + "param": [ + { + "p": 0.040715109556913376, + "m": 1.0 + }, + { + "p": 0.058328285813331604, + "m": 1.0 + }, + { + "p": 0.05954732373356819, + "m": 1.0 + }, + { + "p": 0.08406370878219604, + "m": 0.7032187581062317 + }, + { + "p": 0.04942435026168823, + "m": 0.7825446724891663 + }, + { + "p": 0.04923860356211662, + "m": 0.9915558099746704 + }, + { + "p": 0.07490000873804092, + "m": 0.8704389333724976 + }, + { + "p": 0.06467735022306442, + "m": 0.9996947646141052 + }, + { + "p": 0.044916555285453796, + "m": 1.0 + }, + { + "p": 0.04642060026526451, + "m": 0.8045903444290161 + }, + { + "p": 0.051334600895643234, + "m": 0.9996471405029297 + }, + { + "p": 0.07895519584417343, + "m": 0.9948413372039795 + }, + { + "p": 0.09746038168668747, + "m": 1.0 + }, + { + "p": 0.06700053066015244, + "m": 1.0 + }, + { + "p": 0.032689377665519714, + "m": 0.9881529808044434 + }, + { + "p": 0.049321580678224564, + "m": 0.9990975260734558 + }, + { + "p": 0.015513484366238117, + "m": 0.9126262664794922 + }, + { + "p": 0.035492923110723495, + "m": 0.869536280632019 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2027007341384888, + "val_loss": 0.7911438345909119, + "acc": 72.0, + "time": 215.63678623596206, + "param": [ + { + "p": 0.08625905215740204, + "m": 1.0 + }, + { + "p": 0.02899201586842537, + "m": 1.0 + }, + { + "p": 0.046052027493715286, + "m": 1.0 + }, + { + "p": 0.056503139436244965, + "m": 0.7258036136627197 + }, + { + "p": 0.07439358532428741, + "m": 0.6565576195716858 + }, + { + "p": 0.051136456429958344, + "m": 0.9428192973136902 + }, + { + "p": 0.06195272132754326, + "m": 0.7766197919845581 + }, + { + "p": 0.02677963860332966, + "m": 0.999168872833252 + }, + { + "p": 0.06773316115140915, + "m": 0.9748305678367615 + }, + { + "p": 0.08163046091794968, + "m": 0.7280058264732361 + }, + { + "p": 0.0517256073653698, + "m": 1.0 + }, + { + "p": 0.07926115393638611, + "m": 1.0 + }, + { + "p": 0.04545416310429573, + "m": 1.0 + }, + { + "p": 0.04062364622950554, + "m": 1.0 + }, + { + "p": 0.08354607224464417, + "m": 1.0 + }, + { + "p": 0.062334343791007996, + "m": 1.0 + }, + { + "p": 0.030437728390097618, + "m": 0.8510594964027405 + }, + { + "p": 0.02518497221171856, + "m": 0.6993105411529541 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.310998558998108, + "val_loss": 0.8413911461830139, + "acc": 71.43, + "time": 214.98412326199468, + "param": [ + { + "p": 0.042846307158470154, + "m": 1.0 + }, + { + "p": 0.06411737203598022, + "m": 1.0 + }, + { + "p": 0.05283495411276817, + "m": 1.0 + }, + { + "p": 0.05002107471227646, + "m": 0.8628796935081482 + }, + { + "p": 0.04996080324053764, + "m": 0.7567269206047058 + }, + { + "p": 0.04321147873997688, + "m": 0.9708298444747925 + }, + { + "p": 0.05218124017119408, + "m": 0.7110969424247742 + }, + { + "p": 0.06408969312906265, + "m": 0.9865479469299316 + }, + { + "p": 0.06350771337747574, + "m": 0.9980245232582092 + }, + { + "p": 0.03607288748025894, + "m": 0.805726945400238 + }, + { + "p": 0.07530388981103897, + "m": 1.0 + }, + { + "p": 0.06231391802430153, + "m": 0.997499942779541 + }, + { + "p": 0.07705418020486832, + "m": 1.0 + }, + { + "p": 0.04901048541069031, + "m": 1.0 + }, + { + "p": 0.05264207348227501, + "m": 0.9168239831924438 + }, + { + "p": 0.059445951133966446, + "m": 0.9541081786155701 + }, + { + "p": 0.06201041489839554, + "m": 0.9637351036071777 + }, + { + "p": 0.04337552934885025, + "m": 0.9437285661697388 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.5767372846603394, + "val_loss": 0.8834542632102966, + "acc": 71.71, + "time": 213.85916356893722, + "param": [ + { + "p": 0.0711609497666359, + "m": 1.0 + }, + { + "p": 0.042925506830215454, + "m": 1.0 + }, + { + "p": 0.06306383013725281, + "m": 1.0 + }, + { + "p": 0.06802743673324585, + "m": 0.853549599647522 + }, + { + "p": 0.04837070405483246, + "m": 0.8810416460037231 + }, + { + "p": 0.05401291325688362, + "m": 0.8874509930610657 + }, + { + "p": 0.05693109333515167, + "m": 0.8175917267799377 + }, + { + "p": 0.03297192603349686, + "m": 0.9553723931312561 + }, + { + "p": 0.05959273502230644, + "m": 1.0 + }, + { + "p": 0.050731588155031204, + "m": 0.8235134482383728 + }, + { + "p": 0.058201760053634644, + "m": 1.0 + }, + { + "p": 0.0717606395483017, + "m": 0.9974119067192078 + }, + { + "p": 0.05702996253967285, + "m": 1.0 + }, + { + "p": 0.06390203535556793, + "m": 1.0 + }, + { + "p": 0.055841974914073944, + "m": 0.9231640100479126 + }, + { + "p": 0.06497231125831604, + "m": 0.9811281561851501 + }, + { + "p": 0.03788411244750023, + "m": 0.9840006828308105 + }, + { + "p": 0.042618442326784134, + "m": 0.9268545508384705 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2186436653137207, + "val_loss": 0.9025667309761047, + "acc": 70.86, + "time": 232.85861562902573, + "param": [ + { + "p": 0.06104261800646782, + "m": 1.0 + }, + { + "p": 0.034494251012802124, + "m": 1.0 + }, + { + "p": 0.052624233067035675, + "m": 1.0 + }, + { + "p": 0.07473359256982803, + "m": 0.8483027219772339 + }, + { + "p": 0.03710786625742912, + "m": 0.8774523138999939 + }, + { + "p": 0.04081282392144203, + "m": 0.9513285160064697 + }, + { + "p": 0.0569661408662796, + "m": 0.7586443424224854 + }, + { + "p": 0.060895729809999466, + "m": 0.9972413182258606 + }, + { + "p": 0.06505024433135986, + "m": 0.9571251273155212 + }, + { + "p": 0.05789851397275925, + "m": 0.8365009427070618 + }, + { + "p": 0.0403645858168602, + "m": 0.985007107257843 + }, + { + "p": 0.07189144194126129, + "m": 0.9687514901161194 + }, + { + "p": 0.0621420294046402, + "m": 1.0 + }, + { + "p": 0.06840591132640839, + "m": 1.0 + }, + { + "p": 0.047081783413887024, + "m": 1.0 + }, + { + "p": 0.0692889392375946, + "m": 0.9860290288925171 + }, + { + "p": 0.04342937096953392, + "m": 1.0 + }, + { + "p": 0.0557699054479599, + "m": 0.999018669128418 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.0831303596496582, + "val_loss": 0.7677727341651917, + "acc": 72.55, + "time": 238.43312680290546, + "param": [ + { + "p": 0.07048485428094864, + "m": 1.0 + }, + { + "p": 0.02887331135571003, + "m": 1.0 + }, + { + "p": 0.07265166193246841, + "m": 1.0 + }, + { + "p": 0.06326021999120712, + "m": 0.7164905667304993 + }, + { + "p": 0.05766754969954491, + "m": 0.9519217014312744 + }, + { + "p": 0.0415029413998127, + "m": 0.886608898639679 + }, + { + "p": 0.050195302814245224, + "m": 0.6605830788612366 + }, + { + "p": 0.04673876240849495, + "m": 1.0 + }, + { + "p": 0.05058839172124863, + "m": 0.9957883358001709 + }, + { + "p": 0.06692836433649063, + "m": 0.8197259902954102 + }, + { + "p": 0.06363586336374283, + "m": 0.9981476068496704 + }, + { + "p": 0.05003273859620094, + "m": 0.9368157982826233 + }, + { + "p": 0.060474202036857605, + "m": 1.0 + }, + { + "p": 0.05875951051712036, + "m": 1.0 + }, + { + "p": 0.0679670050740242, + "m": 0.9966146945953369 + }, + { + "p": 0.048343535512685776, + "m": 0.9500175714492798 + }, + { + "p": 0.04830440878868103, + "m": 1.0 + }, + { + "p": 0.05359131842851639, + "m": 0.9994024634361267 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.4267733097076416, + "val_loss": 0.7821580171585083, + "acc": 72.16, + "time": 217.5356188720325, + "param": [ + { + "p": 0.03313419595360756, + "m": 1.0 + }, + { + "p": 0.04191286861896515, + "m": 1.0 + }, + { + "p": 0.05251703038811684, + "m": 1.0 + }, + { + "p": 0.056154198944568634, + "m": 0.7702633738517761 + }, + { + "p": 0.06733815371990204, + "m": 0.8433356285095215 + }, + { + "p": 0.04184159263968468, + "m": 0.8780691623687744 + }, + { + "p": 0.07588887959718704, + "m": 0.7598385810852051 + }, + { + "p": 0.04998604580760002, + "m": 0.9019167423248291 + }, + { + "p": 0.054752372205257416, + "m": 1.0 + }, + { + "p": 0.05570867657661438, + "m": 0.8695639967918396 + }, + { + "p": 0.07351067662239075, + "m": 1.0 + }, + { + "p": 0.06527376174926758, + "m": 1.0 + }, + { + "p": 0.06276199966669083, + "m": 1.0 + }, + { + "p": 0.06947717815637589, + "m": 1.0 + }, + { + "p": 0.06542526185512543, + "m": 0.944114089012146 + }, + { + "p": 0.061743076890707016, + "m": 1.0 + }, + { + "p": 0.0173020139336586, + "m": 0.9611872434616089 + }, + { + "p": 0.05527196452021599, + "m": 0.9677094221115112 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.0941524505615234, + "val_loss": 0.7572565674781799, + "acc": 71.56, + "time": 223.54903987597208, + "param": [ + { + "p": 0.07132831960916519, + "m": 1.0 + }, + { + "p": 0.036813896149396896, + "m": 1.0 + }, + { + "p": 0.06172935292124748, + "m": 1.0 + }, + { + "p": 0.04599481448531151, + "m": 0.8276535272598267 + }, + { + "p": 0.05154792591929436, + "m": 0.8193060755729675 + }, + { + "p": 0.037990715354681015, + "m": 0.7481638789176941 + }, + { + "p": 0.05199822410941124, + "m": 0.6876392364501953 + }, + { + "p": 0.05668263137340546, + "m": 0.9687953591346741 + }, + { + "p": 0.08281804621219635, + "m": 0.9939952492713928 + }, + { + "p": 0.05950630083680153, + "m": 0.9478864669799805 + }, + { + "p": 0.06639839708805084, + "m": 1.0 + }, + { + "p": 0.06681104004383087, + "m": 1.0 + }, + { + "p": 0.04456773400306702, + "m": 1.0 + }, + { + "p": 0.028310151770710945, + "m": 1.0 + }, + { + "p": 0.06623655557632446, + "m": 0.9522826075553894 + }, + { + "p": 0.05802738294005394, + "m": 0.9993878602981567 + }, + { + "p": 0.05401111766695976, + "m": 1.0 + }, + { + "p": 0.05922731012105942, + "m": 0.9319948554039001 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.5167732238769531, + "val_loss": 0.7398189902305603, + "acc": 72.41, + "time": 245.62144495802931, + "param": [ + { + "p": 0.06312502920627594, + "m": 1.0 + }, + { + "p": 0.0590568445622921, + "m": 1.0 + }, + { + "p": 0.060587506741285324, + "m": 1.0 + }, + { + "p": 0.04875314235687256, + "m": 0.7575690746307373 + }, + { + "p": 0.043732769787311554, + "m": 0.8895726799964905 + }, + { + "p": 0.0431615486741066, + "m": 0.749271810054779 + }, + { + "p": 0.03931547328829765, + "m": 0.811580240726471 + }, + { + "p": 0.06023605167865753, + "m": 0.9879029989242554 + }, + { + "p": 0.05683083459734917, + "m": 1.0 + }, + { + "p": 0.06206389144062996, + "m": 0.9013952016830444 + }, + { + "p": 0.05666489899158478, + "m": 1.0 + }, + { + "p": 0.06397704780101776, + "m": 1.0 + }, + { + "p": 0.05779632180929184, + "m": 1.0 + }, + { + "p": 0.05982857197523117, + "m": 1.0 + }, + { + "p": 0.05443469062447548, + "m": 0.9376770853996277 + }, + { + "p": 0.06147368252277374, + "m": 1.0 + }, + { + "p": 0.059803735464811325, + "m": 0.9995912909507751 + }, + { + "p": 0.049157921224832535, + "m": 0.9978012442588806 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2711623907089233, + "val_loss": 0.7584625482559204, + "acc": 72.59, + "time": 222.78934300597757, + "param": [ + { + "p": 0.06262726336717606, + "m": 1.0 + }, + { + "p": 0.03958073630928993, + "m": 1.0 + }, + { + "p": 0.045639436691999435, + "m": 1.0 + }, + { + "p": 0.024114325642585754, + "m": 0.8095316886901855 + }, + { + "p": 0.03906286880373955, + "m": 0.9282734990119934 + }, + { + "p": 0.05836334824562073, + "m": 0.8326888680458069 + }, + { + "p": 0.05366631597280502, + "m": 0.7953014373779297 + }, + { + "p": 0.05634505674242973, + "m": 0.939822793006897 + }, + { + "p": 0.07292929291725159, + "m": 1.0 + }, + { + "p": 0.06071975827217102, + "m": 0.9994003176689148 + }, + { + "p": 0.061994388699531555, + "m": 0.9928691387176514 + }, + { + "p": 0.08491261303424835, + "m": 1.0 + }, + { + "p": 0.07088625431060791, + "m": 1.0 + }, + { + "p": 0.05595814436674118, + "m": 1.0 + }, + { + "p": 0.03649650141596794, + "m": 0.9998462796211243 + }, + { + "p": 0.09423668682575226, + "m": 1.0 + }, + { + "p": 0.03849977254867554, + "m": 0.9246525168418884 + }, + { + "p": 0.043967172503471375, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json new file mode 100644 index 0000000..ff30f98 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.99, + "Time": [ + 229.59011197815494, + 39.16681445788736 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.300568103790283, + "val_loss": 2.2845585346221924, + "acc": 19.34, + "time": 218.1703571670223, + "param": [ + { + "p": 0.06513366103172302, + "m": 1.0 + }, + { + "p": 0.08385857194662094, + "m": 1.0 + }, + { + "p": 0.07435082644224167, + "m": 1.0 + }, + { + "p": 0.08007854223251343, + "m": 0.9948944449424744 + }, + { + "p": 0.0441136509180069, + "m": 1.0 + }, + { + "p": 0.07143814861774445, + "m": 0.9980252981185913 + }, + { + "p": 0.049705542623996735, + "m": 1.0 + }, + { + "p": 0.052373841404914856, + "m": 0.992941677570343 + }, + { + "p": 0.07860968261957169, + "m": 1.0 + }, + { + "p": 0.05276436358690262, + "m": 1.0 + }, + { + "p": 0.06213577464222908, + "m": 0.9993844032287598 + }, + { + "p": 0.03972422704100609, + "m": 0.9974517226219177 + }, + { + "p": 0.07532112300395966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06495368480682373, + "m": 1.0 + }, + { + "p": 0.038816869258880615, + "m": 0.9961495399475098 + }, + { + "p": 0.03467937186360359, + "m": 0.9729160666465759 + }, + { + "p": 0.03194209933280945, + "m": 0.9640671610832214 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.273683786392212, + "val_loss": 2.1186840534210205, + "acc": 20.75, + "time": 218.45024153101258, + "param": [ + { + "p": 0.07441229373216629, + "m": 1.0 + }, + { + "p": 0.06736902892589569, + "m": 1.0 + }, + { + "p": 0.06367083638906479, + "m": 1.0 + }, + { + "p": 0.07429871708154678, + "m": 1.0 + }, + { + "p": 0.062330376356840134, + "m": 0.7091305255889893 + }, + { + "p": 0.057888664305210114, + "m": 0.6083539724349976 + }, + { + "p": 0.07279735058546066, + "m": 0.9754570722579956 + }, + { + "p": 0.008770628832280636, + "m": 0.9307900071144104 + }, + { + "p": 0.03227690979838371, + "m": 0.9894344806671143 + }, + { + "p": 0.06667780876159668, + "m": 1.0 + }, + { + "p": 0.07172902673482895, + "m": 0.9993168711662292 + }, + { + "p": 0.07691283524036407, + "m": 0.9824467301368713 + }, + { + "p": 0.06458407640457153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07511528581380844, + "m": 0.8420637249946594 + }, + { + "p": 0.053942933678627014, + "m": 0.8672236800193787 + }, + { + "p": 0.041923776268959045, + "m": 0.9047380685806274 + }, + { + "p": 0.03529942035675049, + "m": 0.9364266991615295 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1888585090637207, + "val_loss": 2.040699005126953, + "acc": 28.17, + "time": 258.6711970960023, + "param": [ + { + "p": 0.06297199428081512, + "m": 1.0 + }, + { + "p": 0.06025131046772003, + "m": 1.0 + }, + { + "p": 0.06531251966953278, + "m": 1.0 + }, + { + "p": 0.050712212920188904, + "m": 0.9901208281517029 + }, + { + "p": 0.04632888361811638, + "m": 0.6703227162361145 + }, + { + "p": 0.07701441645622253, + "m": 0.516007125377655 + }, + { + "p": 0.05271458625793457, + "m": 0.9571202993392944 + }, + { + "p": 0.0753408819437027, + "m": 0.894716739654541 + }, + { + "p": 0.06458621472120285, + "m": 1.0 + }, + { + "p": 0.055867716670036316, + "m": 0.8968126773834229 + }, + { + "p": 0.04941099137067795, + "m": 1.0 + }, + { + "p": 0.05496353283524513, + "m": 0.8768463134765625 + }, + { + "p": 0.05426975339651108, + "m": 1.0 + }, + { + "p": 0.0013776352861896157, + "m": 1.0 + }, + { + "p": 0.06641227751970291, + "m": 0.6333766579627991 + }, + { + "p": 0.06631036102771759, + "m": 0.7664940357208252 + }, + { + "p": 0.04834394529461861, + "m": 0.9217897653579712 + }, + { + "p": 0.04781077057123184, + "m": 0.787339448928833 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1193761825561523, + "val_loss": 1.9504204988479614, + "acc": 30.4, + "time": 224.52122042397968, + "param": [ + { + "p": 0.08461697399616241, + "m": 1.0 + }, + { + "p": 0.03507661074399948, + "m": 1.0 + }, + { + "p": 0.060523249208927155, + "m": 1.0 + }, + { + "p": 0.04997723177075386, + "m": 0.8254027366638184 + }, + { + "p": 0.1036287322640419, + "m": 0.7839275598526001 + }, + { + "p": 0.05835533142089844, + "m": 0.4733486473560333 + }, + { + "p": 0.08654093742370605, + "m": 0.9896820187568665 + }, + { + "p": 0.10883753001689911, + "m": 0.9703533053398132 + }, + { + "p": 0.0, + "m": 0.9694191217422485 + }, + { + "p": 0.04068361222743988, + "m": 0.8079959154129028 + }, + { + "p": 0.06890475749969482, + "m": 0.9998657703399658 + }, + { + "p": 0.05231639742851257, + "m": 0.9972232580184937 + }, + { + "p": 0.02700781263411045, + "m": 1.0 + }, + { + "p": 0.06853286921977997, + "m": 1.0 + }, + { + "p": 0.05062174052000046, + "m": 0.6217129826545715 + }, + { + "p": 0.06525333970785141, + "m": 0.8573017716407776 + }, + { + "p": 0.00210399879142642, + "m": 0.8361485004425049 + }, + { + "p": 0.03701889514923096, + "m": 0.8795086741447449 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.074462890625, + "val_loss": 1.8919661045074463, + "acc": 33.91, + "time": 219.4551890650764, + "param": [ + { + "p": 0.039140522480010986, + "m": 1.0 + }, + { + "p": 0.048840656876564026, + "m": 1.0 + }, + { + "p": 0.07435335218906403, + "m": 1.0 + }, + { + "p": 0.0163445882499218, + "m": 0.9065817594528198 + }, + { + "p": 0.058916378766298294, + "m": 0.7352876663208008 + }, + { + "p": 0.09042531996965408, + "m": 0.5645577311515808 + }, + { + "p": 0.046771321445703506, + "m": 1.0 + }, + { + "p": 0.098066046833992, + "m": 0.9910029768943787 + }, + { + "p": 0.057859960943460464, + "m": 0.9963616132736206 + }, + { + "p": 0.08668925613164902, + "m": 0.5865990519523621 + }, + { + "p": 0.04115140810608864, + "m": 1.0 + }, + { + "p": 0.042815450578927994, + "m": 0.9974926710128784 + }, + { + "p": 0.05004573613405228, + "m": 1.0 + }, + { + "p": 0.03519537299871445, + "m": 1.0 + }, + { + "p": 0.03370584174990654, + "m": 0.6115614771842957 + }, + { + "p": 0.12744095921516418, + "m": 1.0 + }, + { + "p": 0.03380100056529045, + "m": 0.8318526744842529 + }, + { + "p": 0.018436767160892487, + "m": 0.9638147950172424 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0158097743988037, + "val_loss": 1.8882430791854858, + "acc": 34.14, + "time": 226.8627889440395, + "param": [ + { + "p": 0.05405517667531967, + "m": 1.0 + }, + { + "p": 0.05551128461956978, + "m": 1.0 + }, + { + "p": 0.08346790075302124, + "m": 1.0 + }, + { + "p": 0.03927881270647049, + "m": 0.961108922958374 + }, + { + "p": 0.08705922961235046, + "m": 0.5135706663131714 + }, + { + "p": 0.044341955333948135, + "m": 0.49478551745414734 + }, + { + "p": 0.10850881040096283, + "m": 0.9710522890090942 + }, + { + "p": 0.03964866325259209, + "m": 0.9276320934295654 + }, + { + "p": 0.09454632550477982, + "m": 1.0 + }, + { + "p": 0.0744754746556282, + "m": 0.4843639135360718 + }, + { + "p": 0.09522174298763275, + "m": 1.0 + }, + { + "p": 0.03544890135526657, + "m": 0.9974136352539062 + }, + { + "p": 0.032681211829185486, + "m": 1.0 + }, + { + "p": 0.012863028794527054, + "m": 1.0 + }, + { + "p": 0.024939777329564095, + "m": 0.5544100403785706 + }, + { + "p": 0.06265450268983841, + "m": 0.9862114787101746 + }, + { + "p": 0.027818424627184868, + "m": 0.8394802808761597 + }, + { + "p": 0.027478856965899467, + "m": 0.99214768409729 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8734561204910278, + "val_loss": 1.7368535995483398, + "acc": 36.9, + "time": 225.4612672459334, + "param": [ + { + "p": 0.1099543496966362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05816676840186119, + "m": 1.0 + }, + { + "p": 0.0025014204438775778, + "m": 0.9843401908874512 + }, + { + "p": 0.041658852249383926, + "m": 0.530403733253479 + }, + { + "p": 0.06236085668206215, + "m": 0.5162490010261536 + }, + { + "p": 0.00017758859030436724, + "m": 0.929077684879303 + }, + { + "p": 0.1306232213973999, + "m": 1.0 + }, + { + "p": 0.0965893566608429, + "m": 0.9797142744064331 + }, + { + "p": 0.1182473823428154, + "m": 0.41295796632766724 + }, + { + "p": 0.018266892060637474, + "m": 0.9627212882041931 + }, + { + "p": 0.0006625917740166187, + "m": 0.9983691573143005 + }, + { + "p": 0.17911261320114136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05697336047887802, + "m": 0.6264277696609497 + }, + { + "p": 0.11729704588651657, + "m": 0.9871301054954529 + }, + { + "p": 0.007010696455836296, + "m": 0.7856892943382263 + }, + { + "p": 0.00039692461723461747, + "m": 0.9751948118209839 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.1273746490478516, + "val_loss": 1.7756160497665405, + "acc": 39.83, + "time": 220.83490356302354, + "param": [ + { + "p": 0.09284476190805435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016061394708231091, + "m": 1.0 + }, + { + "p": 0.1473071277141571, + "m": 0.8424426317214966 + }, + { + "p": 0.01462670136243105, + "m": 0.8291086554527283 + }, + { + "p": 0.0, + "m": 0.5287846922874451 + }, + { + "p": 0.015485474839806557, + "m": 0.9531158208847046 + }, + { + "p": 0.07946788519620895, + "m": 1.0 + }, + { + "p": 0.05582113564014435, + "m": 0.6671087741851807 + }, + { + "p": 0.12571360170841217, + "m": 0.5094521045684814 + }, + { + "p": 0.05111435055732727, + "m": 0.9543414115905762 + }, + { + "p": 0.06320587545633316, + "m": 0.9958283305168152 + }, + { + "p": 0.21922355890274048, + "m": 1.0 + }, + { + "p": 0.007339580915868282, + "m": 1.0 + }, + { + "p": 0.01455600094050169, + "m": 0.8440805673599243 + }, + { + "p": 0.10996942222118378, + "m": 0.9907023310661316 + }, + { + "p": 0.0, + "m": 0.48649805784225464 + }, + { + "p": 0.0017183448653668165, + "m": 0.9532328248023987 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8421920537948608, + "val_loss": 1.8145464658737183, + "acc": 39.88, + "time": 222.7990616169991, + "param": [ + { + "p": 0.07548239827156067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012790700420737267, + "m": 1.0 + }, + { + "p": 0.09583345055580139, + "m": 0.989912748336792 + }, + { + "p": 0.03933895006775856, + "m": 0.6165609955787659 + }, + { + "p": 0.023659825325012207, + "m": 0.40586280822753906 + }, + { + "p": 0.09523157775402069, + "m": 0.8693523406982422 + }, + { + "p": 0.06130979210138321, + "m": 1.0 + }, + { + "p": 0.09931503236293793, + "m": 0.7464722990989685 + }, + { + "p": 0.098089799284935, + "m": 0.47314631938934326 + }, + { + "p": 0.04794055595993996, + "m": 0.9980735182762146 + }, + { + "p": 0.04833352193236351, + "m": 1.0 + }, + { + "p": 0.1245734915137291, + "m": 1.0 + }, + { + "p": 0.05102971941232681, + "m": 1.0 + }, + { + "p": 0.041391126811504364, + "m": 0.8251227140426636 + }, + { + "p": 0.0953124612569809, + "m": 0.9986392259597778 + }, + { + "p": 0.0004837466694880277, + "m": 0.3815346360206604 + }, + { + "p": 0.0013954376336187124, + "m": 0.8966564536094666 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8876125812530518, + "val_loss": 1.5792579650878906, + "acc": 43.28, + "time": 212.3255323880585, + "param": [ + { + "p": 0.12487123906612396, + "m": 1.0 + }, + { + "p": 0.026001248508691788, + "m": 1.0 + }, + { + "p": 0.039574019610881805, + "m": 1.0 + }, + { + "p": 0.022944020107388496, + "m": 0.6980835795402527 + }, + { + "p": 0.06287223845720291, + "m": 0.6179876923561096 + }, + { + "p": 0.059326741844415665, + "m": 0.6311684846878052 + }, + { + "p": 0.0922272577881813, + "m": 0.9871894717216492 + }, + { + "p": 0.0024478461127728224, + "m": 0.9849230051040649 + }, + { + "p": 0.06328479945659637, + "m": 0.6283373236656189 + }, + { + "p": 0.10503596067428589, + "m": 0.47870364785194397 + }, + { + "p": 0.06820838898420334, + "m": 0.9170264005661011 + }, + { + "p": 0.03464870899915695, + "m": 0.8959615230560303 + }, + { + "p": 0.1021004319190979, + "m": 1.0 + }, + { + "p": 0.04349882900714874, + "m": 1.0 + }, + { + "p": 0.03935600817203522, + "m": 1.0 + }, + { + "p": 0.07582520693540573, + "m": 0.9108574986457825 + }, + { + "p": 0.011216633953154087, + "m": 0.2370406985282898 + }, + { + "p": 0.026560423895716667, + "m": 0.925235390663147 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7903238534927368, + "val_loss": 1.6246589422225952, + "acc": 43.35, + "time": 225.30037879699375, + "param": [ + { + "p": 0.08575764298439026, + "m": 1.0 + }, + { + "p": 0.031860243529081345, + "m": 1.0 + }, + { + "p": 0.07876743376255035, + "m": 1.0 + }, + { + "p": 0.05209563300013542, + "m": 0.9244765043258667 + }, + { + "p": 0.060781653970479965, + "m": 0.5942010283470154 + }, + { + "p": 0.03718535229563713, + "m": 0.7502537369728088 + }, + { + "p": 0.06842783093452454, + "m": 0.8020240664482117 + }, + { + "p": 0.09441442042589188, + "m": 0.8031989336013794 + }, + { + "p": 0.045223455876111984, + "m": 0.6858858466148376 + }, + { + "p": 0.05092201381921768, + "m": 0.5993195176124573 + }, + { + "p": 0.08444355428218842, + "m": 0.9629586338996887 + }, + { + "p": 0.05416131019592285, + "m": 0.9145867824554443 + }, + { + "p": 0.05645917356014252, + "m": 1.0 + }, + { + "p": 0.002007695147767663, + "m": 1.0 + }, + { + "p": 0.05974327772855759, + "m": 0.9550936818122864 + }, + { + "p": 0.09488606452941895, + "m": 0.8238160610198975 + }, + { + "p": 0.017437495291233063, + "m": 0.31286928057670593 + }, + { + "p": 0.025425808504223824, + "m": 0.7853338122367859 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8287235498428345, + "val_loss": 1.5915406942367554, + "acc": 44.24, + "time": 217.80803817207925, + "param": [ + { + "p": 0.07385555654764175, + "m": 1.0 + }, + { + "p": 0.0603795051574707, + "m": 1.0 + }, + { + "p": 0.061028458178043365, + "m": 1.0 + }, + { + "p": 0.053456246852874756, + "m": 0.8958374857902527 + }, + { + "p": 0.038242947310209274, + "m": 0.354365736246109 + }, + { + "p": 0.00888944324105978, + "m": 0.9163910746574402 + }, + { + "p": 0.04893287643790245, + "m": 0.8064146041870117 + }, + { + "p": 0.05876694247126579, + "m": 1.0 + }, + { + "p": 0.09672048687934875, + "m": 0.7855697274208069 + }, + { + "p": 0.04688480496406555, + "m": 0.5158132910728455 + }, + { + "p": 0.07886587083339691, + "m": 1.0 + }, + { + "p": 0.08115062117576599, + "m": 0.9978915452957153 + }, + { + "p": 0.08593883365392685, + "m": 1.0 + }, + { + "p": 0.014156581833958626, + "m": 1.0 + }, + { + "p": 0.0703226774930954, + "m": 0.9473317265510559 + }, + { + "p": 0.04972836375236511, + "m": 0.8475679755210876 + }, + { + "p": 0.04842827096581459, + "m": 0.504969596862793 + }, + { + "p": 0.024251557886600494, + "m": 0.7337045073509216 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.0038113594055176, + "val_loss": 1.581809639930725, + "acc": 45.61, + "time": 223.37972819595598, + "param": [ + { + "p": 0.04989094287157059, + "m": 1.0 + }, + { + "p": 0.0338454432785511, + "m": 1.0 + }, + { + "p": 0.03494735807180405, + "m": 1.0 + }, + { + "p": 0.056697335094213486, + "m": 0.9303105473518372 + }, + { + "p": 0.046604204922914505, + "m": 0.5069034099578857 + }, + { + "p": 0.0, + "m": 0.9119748473167419 + }, + { + "p": 0.08137256652116776, + "m": 0.8873929381370544 + }, + { + "p": 0.02143348567187786, + "m": 0.9980981945991516 + }, + { + "p": 0.0841708555817604, + "m": 0.8804528117179871 + }, + { + "p": 0.04658888652920723, + "m": 0.6047852635383606 + }, + { + "p": 0.06890032440423965, + "m": 0.9793166518211365 + }, + { + "p": 0.12123242765665054, + "m": 1.0 + }, + { + "p": 0.07441965490579605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1281764954328537, + "m": 1.0 + }, + { + "p": 0.14843341708183289, + "m": 0.8923576474189758 + }, + { + "p": 0.003286706516519189, + "m": 0.36810043454170227 + }, + { + "p": 0.0, + "m": 0.49653467535972595 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8909531831741333, + "val_loss": 1.5234365463256836, + "acc": 45.42, + "time": 224.9411899560364, + "param": [ + { + "p": 0.052498798817396164, + "m": 1.0 + }, + { + "p": 0.057018671184778214, + "m": 1.0 + }, + { + "p": 0.08656233549118042, + "m": 1.0 + }, + { + "p": 0.037309881299734116, + "m": 0.9018401503562927 + }, + { + "p": 0.05526955798268318, + "m": 0.664515495300293 + }, + { + "p": 0.044200312346220016, + "m": 1.0 + }, + { + "p": 0.04023488983511925, + "m": 0.9760563373565674 + }, + { + "p": 0.05455224961042404, + "m": 1.0 + }, + { + "p": 0.07131025195121765, + "m": 0.9870036840438843 + }, + { + "p": 0.025119489058852196, + "m": 0.5959290266036987 + }, + { + "p": 0.08270429819822311, + "m": 0.9194458723068237 + }, + { + "p": 0.04454741254448891, + "m": 0.9856564998626709 + }, + { + "p": 0.09106597304344177, + "m": 1.0 + }, + { + "p": 0.00980338267982006, + "m": 1.0 + }, + { + "p": 0.08606047928333282, + "m": 0.9581432342529297 + }, + { + "p": 0.0735902264714241, + "m": 0.9137205481529236 + }, + { + "p": 0.06700524687767029, + "m": 0.5305489897727966 + }, + { + "p": 0.02114660106599331, + "m": 0.6805939078330994 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.807769775390625, + "val_loss": 1.5356817245483398, + "acc": 47.37, + "time": 220.48345032101497, + "param": [ + { + "p": 0.0772547647356987, + "m": 1.0 + }, + { + "p": 0.03746486455202103, + "m": 1.0 + }, + { + "p": 0.07114288955926895, + "m": 1.0 + }, + { + "p": 0.06443760544061661, + "m": 0.8629800081253052 + }, + { + "p": 0.015366093255579472, + "m": 0.6929041743278503 + }, + { + "p": 0.04759100824594498, + "m": 0.9892429709434509 + }, + { + "p": 0.06296882778406143, + "m": 0.9550889730453491 + }, + { + "p": 0.06972629576921463, + "m": 0.9323728084564209 + }, + { + "p": 0.07287311553955078, + "m": 0.9866688251495361 + }, + { + "p": 0.05210679769515991, + "m": 0.6393694281578064 + }, + { + "p": 0.06729093194007874, + "m": 0.9725595116615295 + }, + { + "p": 0.048448625952005386, + "m": 1.0 + }, + { + "p": 0.05888625606894493, + "m": 1.0 + }, + { + "p": 0.052019283175468445, + "m": 1.0 + }, + { + "p": 0.0408492274582386, + "m": 0.939591109752655 + }, + { + "p": 0.08761220425367355, + "m": 0.9907035231590271 + }, + { + "p": 0.04565226659178734, + "m": 0.5279712677001953 + }, + { + "p": 0.028309058398008347, + "m": 0.6425964832305908 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6041003465652466, + "val_loss": 1.5617116689682007, + "acc": 45.62, + "time": 224.5233120030025, + "param": [ + { + "p": 0.08155423402786255, + "m": 1.0 + }, + { + "p": 0.05672242492437363, + "m": 1.0 + }, + { + "p": 0.07344874739646912, + "m": 1.0 + }, + { + "p": 0.05135277286171913, + "m": 0.8566245436668396 + }, + { + "p": 0.04280300810933113, + "m": 0.7156777381896973 + }, + { + "p": 0.06158197298645973, + "m": 0.9829647541046143 + }, + { + "p": 0.062035441398620605, + "m": 0.8433051705360413 + }, + { + "p": 0.047795992344617844, + "m": 1.0 + }, + { + "p": 0.021213917061686516, + "m": 0.9240656495094299 + }, + { + "p": 0.061138980090618134, + "m": 0.6758991479873657 + }, + { + "p": 0.07849783450365067, + "m": 0.9757355451583862 + }, + { + "p": 0.06397609412670135, + "m": 1.0 + }, + { + "p": 0.09758739173412323, + "m": 1.0 + }, + { + "p": 0.016882261261343956, + "m": 1.0 + }, + { + "p": 0.04076649993658066, + "m": 0.9722914099693298 + }, + { + "p": 0.08502277731895447, + "m": 1.0 + }, + { + "p": 0.029967376962304115, + "m": 0.5333619117736816 + }, + { + "p": 0.027652250602841377, + "m": 0.6268901228904724 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.78549063205719, + "val_loss": 1.4871352910995483, + "acc": 46.61, + "time": 215.78209959995002, + "param": [ + { + "p": 0.07081213593482971, + "m": 1.0 + }, + { + "p": 0.05195275694131851, + "m": 1.0 + }, + { + "p": 0.05800545960664749, + "m": 1.0 + }, + { + "p": 0.0571809746325016, + "m": 0.8859325647354126 + }, + { + "p": 0.0721757560968399, + "m": 0.6897415518760681 + }, + { + "p": 0.05084880068898201, + "m": 0.9333663582801819 + }, + { + "p": 0.0636410266160965, + "m": 0.8341267704963684 + }, + { + "p": 0.06198018044233322, + "m": 1.0 + }, + { + "p": 0.042221952229738235, + "m": 1.0 + }, + { + "p": 0.04494830593466759, + "m": 0.5764981508255005 + }, + { + "p": 0.06295492500066757, + "m": 1.0 + }, + { + "p": 0.07355326414108276, + "m": 0.9740161299705505 + }, + { + "p": 0.040073834359645844, + "m": 1.0 + }, + { + "p": 0.028346605598926544, + "m": 1.0 + }, + { + "p": 0.05213194712996483, + "m": 0.905198872089386 + }, + { + "p": 0.08802837133407593, + "m": 1.0 + }, + { + "p": 0.04487840458750725, + "m": 0.5381548404693604 + }, + { + "p": 0.036265384405851364, + "m": 0.6727365255355835 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6819438934326172, + "val_loss": 1.4340729713439941, + "acc": 49.97, + "time": 224.5296487880405, + "param": [ + { + "p": 0.06858053058385849, + "m": 1.0 + }, + { + "p": 0.04279842972755432, + "m": 1.0 + }, + { + "p": 0.08656362444162369, + "m": 1.0 + }, + { + "p": 0.027363309636712074, + "m": 0.9715912938117981 + }, + { + "p": 0.029121994972229004, + "m": 0.6563141345977783 + }, + { + "p": 0.05830244719982147, + "m": 0.8801358342170715 + }, + { + "p": 0.08744379132986069, + "m": 0.8189572691917419 + }, + { + "p": 0.06945226341485977, + "m": 0.8999131321907043 + }, + { + "p": 0.08210302889347076, + "m": 1.0 + }, + { + "p": 0.05430150777101517, + "m": 0.4959145784378052 + }, + { + "p": 0.059676386415958405, + "m": 0.9818176031112671 + }, + { + "p": 0.0766759142279625, + "m": 0.9662739038467407 + }, + { + "p": 0.07497952878475189, + "m": 1.0 + }, + { + "p": 0.01892356388270855, + "m": 1.0 + }, + { + "p": 0.03145020827651024, + "m": 0.7337273955345154 + }, + { + "p": 0.07428780943155289, + "m": 0.9984447956085205 + }, + { + "p": 0.0332818329334259, + "m": 0.568825900554657 + }, + { + "p": 0.02469385601580143, + "m": 0.731342077255249 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6909408569335938, + "val_loss": 1.4421560764312744, + "acc": 51.34, + "time": 209.6620086140465, + "param": [ + { + "p": 0.06612437218427658, + "m": 1.0 + }, + { + "p": 0.047385066747665405, + "m": 1.0 + }, + { + "p": 0.06208840385079384, + "m": 1.0 + }, + { + "p": 0.056740425527095795, + "m": 0.9798274040222168 + }, + { + "p": 0.03507149964570999, + "m": 0.6726582050323486 + }, + { + "p": 0.026046033948659897, + "m": 0.9524462819099426 + }, + { + "p": 0.05741142854094505, + "m": 0.8509780168533325 + }, + { + "p": 0.05308263376355171, + "m": 1.0 + }, + { + "p": 0.060544926673173904, + "m": 1.0 + }, + { + "p": 0.07602578401565552, + "m": 0.5113523006439209 + }, + { + "p": 0.06214097887277603, + "m": 1.0 + }, + { + "p": 0.058762986212968826, + "m": 1.0 + }, + { + "p": 0.05653824284672737, + "m": 1.0 + }, + { + "p": 0.04040974751114845, + "m": 1.0 + }, + { + "p": 0.08493392169475555, + "m": 0.8846708536148071 + }, + { + "p": 0.07142899185419083, + "m": 0.9814498424530029 + }, + { + "p": 0.053065020591020584, + "m": 0.6549803614616394 + }, + { + "p": 0.03219950944185257, + "m": 0.8296940922737122 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8734194040298462, + "val_loss": 1.4119423627853394, + "acc": 50.87, + "time": 222.34796142706182, + "param": [ + { + "p": 0.07969865947961807, + "m": 1.0 + }, + { + "p": 0.04019596427679062, + "m": 1.0 + }, + { + "p": 0.07395592331886292, + "m": 1.0 + }, + { + "p": 0.057760708034038544, + "m": 0.921730637550354 + }, + { + "p": 0.03861651569604874, + "m": 0.5737240314483643 + }, + { + "p": 0.05918245017528534, + "m": 0.9918277859687805 + }, + { + "p": 0.062365587800741196, + "m": 0.8838391304016113 + }, + { + "p": 0.05569157376885414, + "m": 0.9988083243370056 + }, + { + "p": 0.06451582908630371, + "m": 1.0 + }, + { + "p": 0.07627108693122864, + "m": 0.45305392146110535 + }, + { + "p": 0.06863332539796829, + "m": 0.9925087690353394 + }, + { + "p": 0.0556630976498127, + "m": 1.0 + }, + { + "p": 0.0584377758204937, + "m": 1.0 + }, + { + "p": 0.03350541368126869, + "m": 1.0 + }, + { + "p": 0.05169830843806267, + "m": 0.9347639679908752 + }, + { + "p": 0.06403394788503647, + "m": 1.0 + }, + { + "p": 0.02686409279704094, + "m": 0.7273935675621033 + }, + { + "p": 0.03290973976254463, + "m": 0.8803097009658813 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.695844054222107, + "val_loss": 1.340760588645935, + "acc": 52.96, + "time": 214.7158312209649, + "param": [ + { + "p": 0.0634152740240097, + "m": 1.0 + }, + { + "p": 0.022220822051167488, + "m": 1.0 + }, + { + "p": 0.06226707622408867, + "m": 1.0 + }, + { + "p": 0.03924848884344101, + "m": 0.8857606053352356 + }, + { + "p": 0.04402758181095123, + "m": 0.6725693941116333 + }, + { + "p": 0.05216106399893761, + "m": 0.9015945792198181 + }, + { + "p": 0.07231801748275757, + "m": 0.9355223178863525 + }, + { + "p": 0.06172854080796242, + "m": 1.0 + }, + { + "p": 0.04770221561193466, + "m": 1.0 + }, + { + "p": 0.0647319108247757, + "m": 0.48837897181510925 + }, + { + "p": 0.06435572355985641, + "m": 0.9936234354972839 + }, + { + "p": 0.07394877821207047, + "m": 1.0 + }, + { + "p": 0.07262376695871353, + "m": 1.0 + }, + { + "p": 0.045884959399700165, + "m": 1.0 + }, + { + "p": 0.054446738213300705, + "m": 0.9732250571250916 + }, + { + "p": 0.0947565883398056, + "m": 1.0 + }, + { + "p": 0.029910728335380554, + "m": 0.6783688068389893 + }, + { + "p": 0.03425169363617897, + "m": 0.793387234210968 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.8054052591323853, + "val_loss": 1.3168703317642212, + "acc": 52.12, + "time": 220.72863449004944, + "param": [ + { + "p": 0.07666945457458496, + "m": 1.0 + }, + { + "p": 0.03783464431762695, + "m": 1.0 + }, + { + "p": 0.07375102490186691, + "m": 1.0 + }, + { + "p": 0.03706156089901924, + "m": 0.9360002875328064 + }, + { + "p": 0.053373534232378006, + "m": 0.7531322240829468 + }, + { + "p": 0.06154146045446396, + "m": 0.9381712079048157 + }, + { + "p": 0.06373263895511627, + "m": 0.9841034412384033 + }, + { + "p": 0.06509871780872345, + "m": 1.0 + }, + { + "p": 0.06983569264411926, + "m": 0.9979576468467712 + }, + { + "p": 0.049141328781843185, + "m": 0.42480742931365967 + }, + { + "p": 0.06081609055399895, + "m": 1.0 + }, + { + "p": 0.06021098047494888, + "m": 1.0 + }, + { + "p": 0.06745116412639618, + "m": 1.0 + }, + { + "p": 0.02298692613840103, + "m": 1.0 + }, + { + "p": 0.047532789409160614, + "m": 0.8337358832359314 + }, + { + "p": 0.06904551386833191, + "m": 0.9953565001487732 + }, + { + "p": 0.041804682463407516, + "m": 0.7432762980461121 + }, + { + "p": 0.0421118438243866, + "m": 0.8703411221504211 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6225591897964478, + "val_loss": 1.3664305210113525, + "acc": 49.29, + "time": 220.28185361402575, + "param": [ + { + "p": 0.05580490082502365, + "m": 1.0 + }, + { + "p": 0.05557934194803238, + "m": 1.0 + }, + { + "p": 0.05743091553449631, + "m": 1.0 + }, + { + "p": 0.06487254798412323, + "m": 0.9404119849205017 + }, + { + "p": 0.045025378465652466, + "m": 0.7716678977012634 + }, + { + "p": 0.04372256621718407, + "m": 0.9606065154075623 + }, + { + "p": 0.049998845905065536, + "m": 0.998476505279541 + }, + { + "p": 0.04520148038864136, + "m": 0.9981033802032471 + }, + { + "p": 0.07971350848674774, + "m": 1.0 + }, + { + "p": 0.06081847473978996, + "m": 0.4735051989555359 + }, + { + "p": 0.06461336463689804, + "m": 0.9976366758346558 + }, + { + "p": 0.0656777173280716, + "m": 0.9916433095932007 + }, + { + "p": 0.06506191194057465, + "m": 1.0 + }, + { + "p": 0.042980778962373734, + "m": 1.0 + }, + { + "p": 0.08771899342536926, + "m": 0.8319920301437378 + }, + { + "p": 0.05132197588682175, + "m": 0.9842748045921326 + }, + { + "p": 0.02874697744846344, + "m": 0.7649854421615601 + }, + { + "p": 0.03571031242609024, + "m": 0.8554854989051819 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.691922664642334, + "val_loss": 1.3693101406097412, + "acc": 55.03, + "time": 214.53755977703258, + "param": [ + { + "p": 0.07116827368736267, + "m": 1.0 + }, + { + "p": 0.040288642048835754, + "m": 1.0 + }, + { + "p": 0.07990781962871552, + "m": 1.0 + }, + { + "p": 0.0668097585439682, + "m": 0.9648788571357727 + }, + { + "p": 0.03472777083516121, + "m": 0.7024422883987427 + }, + { + "p": 0.04727550968527794, + "m": 0.9519476294517517 + }, + { + "p": 0.041290219873189926, + "m": 0.924932062625885 + }, + { + "p": 0.06484171003103256, + "m": 0.9942823052406311 + }, + { + "p": 0.048258040100336075, + "m": 0.9966652989387512 + }, + { + "p": 0.05863450467586517, + "m": 0.4996599555015564 + }, + { + "p": 0.07909376919269562, + "m": 1.0 + }, + { + "p": 0.06322503834962845, + "m": 1.0 + }, + { + "p": 0.06224279850721359, + "m": 1.0 + }, + { + "p": 0.06405320018529892, + "m": 1.0 + }, + { + "p": 0.055161718279123306, + "m": 0.7742518782615662 + }, + { + "p": 0.06530606001615524, + "m": 0.9992379546165466 + }, + { + "p": 0.032903704792261124, + "m": 0.7410152554512024 + }, + { + "p": 0.024811403825879097, + "m": 0.8542423248291016 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.8239022493362427, + "val_loss": 1.409615159034729, + "acc": 51.98, + "time": 218.98548173392192, + "param": [ + { + "p": 0.06921245902776718, + "m": 1.0 + }, + { + "p": 0.030108317732810974, + "m": 1.0 + }, + { + "p": 0.07733123749494553, + "m": 1.0 + }, + { + "p": 0.04601825773715973, + "m": 0.9678233861923218 + }, + { + "p": 0.030407169833779335, + "m": 0.7852599620819092 + }, + { + "p": 0.0473320335149765, + "m": 0.9677528142929077 + }, + { + "p": 0.04729936271905899, + "m": 1.0 + }, + { + "p": 0.060994118452072144, + "m": 0.9644116163253784 + }, + { + "p": 0.05009392648935318, + "m": 0.9797067046165466 + }, + { + "p": 0.07131516933441162, + "m": 0.5571495890617371 + }, + { + "p": 0.047238852828741074, + "m": 1.0 + }, + { + "p": 0.07689791917800903, + "m": 1.0 + }, + { + "p": 0.06147845461964607, + "m": 1.0 + }, + { + "p": 0.04762931168079376, + "m": 1.0 + }, + { + "p": 0.06854591518640518, + "m": 0.8619902729988098 + }, + { + "p": 0.0867253839969635, + "m": 1.0 + }, + { + "p": 0.042324747890233994, + "m": 0.7564938068389893 + }, + { + "p": 0.0390474833548069, + "m": 0.8748893141746521 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.600475788116455, + "val_loss": 1.4588024616241455, + "acc": 51.68, + "time": 224.54338905902114, + "param": [ + { + "p": 0.082327701151371, + "m": 1.0 + }, + { + "p": 0.017715618014335632, + "m": 1.0 + }, + { + "p": 0.10327810049057007, + "m": 1.0 + }, + { + "p": 0.08495433628559113, + "m": 0.9041926264762878 + }, + { + "p": 0.006148307118564844, + "m": 0.695850133895874 + }, + { + "p": 0.06387760490179062, + "m": 1.0 + }, + { + "p": 0.04150615260004997, + "m": 0.8814179301261902 + }, + { + "p": 0.02581156976521015, + "m": 0.907283365726471 + }, + { + "p": 0.07310590147972107, + "m": 1.0 + }, + { + "p": 0.08668484538793564, + "m": 0.5073058009147644 + }, + { + "p": 0.05013097822666168, + "m": 0.9232810735702515 + }, + { + "p": 0.04331587627530098, + "m": 1.0 + }, + { + "p": 0.09257055819034576, + "m": 1.0 + }, + { + "p": 0.029100507497787476, + "m": 1.0 + }, + { + "p": 0.05502844229340553, + "m": 0.8295391201972961 + }, + { + "p": 0.07296952605247498, + "m": 1.0 + }, + { + "p": 0.037977028638124466, + "m": 0.7886328101158142 + }, + { + "p": 0.03349689394235611, + "m": 0.9035770297050476 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.8213698863983154, + "val_loss": 1.315422773361206, + "acc": 54.28, + "time": 240.0251886449987, + "param": [ + { + "p": 0.0625845342874527, + "m": 1.0 + }, + { + "p": 0.04207334667444229, + "m": 1.0 + }, + { + "p": 0.06865584850311279, + "m": 1.0 + }, + { + "p": 0.06909877061843872, + "m": 0.9460410475730896 + }, + { + "p": 0.04537057504057884, + "m": 0.8350146412849426 + }, + { + "p": 0.042346157133579254, + "m": 0.9579958319664001 + }, + { + "p": 0.06200551986694336, + "m": 0.816315233707428 + }, + { + "p": 0.060126982629299164, + "m": 0.9921562671661377 + }, + { + "p": 0.05936197564005852, + "m": 0.9973602890968323 + }, + { + "p": 0.0648186206817627, + "m": 0.5269749760627747 + }, + { + "p": 0.06896806508302689, + "m": 1.0 + }, + { + "p": 0.05576452240347862, + "m": 1.0 + }, + { + "p": 0.08444448560476303, + "m": 1.0 + }, + { + "p": 0.04877111315727234, + "m": 1.0 + }, + { + "p": 0.0628434494137764, + "m": 0.8445638418197632 + }, + { + "p": 0.050452861934900284, + "m": 1.0 + }, + { + "p": 0.02732747048139572, + "m": 0.7675644159317017 + }, + { + "p": 0.024985654279589653, + "m": 0.9728301167488098 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7265456914901733, + "val_loss": 1.2987117767333984, + "acc": 55.03, + "time": 297.6066563130589, + "param": [ + { + "p": 0.08718203753232956, + "m": 1.0 + }, + { + "p": 0.038569625467061996, + "m": 1.0 + }, + { + "p": 0.08005265891551971, + "m": 1.0 + }, + { + "p": 0.047730039805173874, + "m": 0.948631227016449 + }, + { + "p": 0.0021937827114015818, + "m": 0.9186795353889465 + }, + { + "p": 0.045363761484622955, + "m": 0.970758855342865 + }, + { + "p": 0.050948530435562134, + "m": 0.9549106955528259 + }, + { + "p": 0.0821569561958313, + "m": 1.0 + }, + { + "p": 0.07411092519760132, + "m": 0.996422529220581 + }, + { + "p": 0.05992412939667702, + "m": 0.6012775301933289 + }, + { + "p": 0.08361328393220901, + "m": 1.0 + }, + { + "p": 0.05840855464339256, + "m": 0.9985637664794922 + }, + { + "p": 0.08616257458925247, + "m": 1.0 + }, + { + "p": 0.02874486893415451, + "m": 1.0 + }, + { + "p": 0.05754000321030617, + "m": 0.8203026056289673 + }, + { + "p": 0.07278814911842346, + "m": 1.0 + }, + { + "p": 0.031677331775426865, + "m": 0.7822018265724182 + }, + { + "p": 0.012832753360271454, + "m": 0.8978766202926636 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.699100136756897, + "val_loss": 1.3848183155059814, + "acc": 57.62, + "time": 232.7403377169976, + "param": [ + { + "p": 0.08706823736429214, + "m": 1.0 + }, + { + "p": 0.03378114476799965, + "m": 1.0 + }, + { + "p": 0.059700533747673035, + "m": 1.0 + }, + { + "p": 0.04470742493867874, + "m": 1.0 + }, + { + "p": 0.03395742550492287, + "m": 1.0 + }, + { + "p": 0.04792699217796326, + "m": 0.9987054467201233 + }, + { + "p": 0.06239160895347595, + "m": 1.0 + }, + { + "p": 0.07073648273944855, + "m": 1.0 + }, + { + "p": 0.05874722823500633, + "m": 1.0 + }, + { + "p": 0.04593346267938614, + "m": 0.5834681987762451 + }, + { + "p": 0.060158487409353256, + "m": 0.9751186370849609 + }, + { + "p": 0.06913574784994125, + "m": 1.0 + }, + { + "p": 0.0771762803196907, + "m": 1.0 + }, + { + "p": 0.061512526124715805, + "m": 1.0 + }, + { + "p": 0.07685486972332001, + "m": 0.9621534943580627 + }, + { + "p": 0.04887519031763077, + "m": 0.978295624256134 + }, + { + "p": 0.03456539288163185, + "m": 0.8128098845481873 + }, + { + "p": 0.02677098847925663, + "m": 0.8568156957626343 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6069549322128296, + "val_loss": 1.2513618469238281, + "acc": 55.63, + "time": 451.5299021929968, + "param": [ + { + "p": 0.07701022177934647, + "m": 1.0 + }, + { + "p": 0.04562302678823471, + "m": 1.0 + }, + { + "p": 0.054478343576192856, + "m": 1.0 + }, + { + "p": 0.06230652332305908, + "m": 0.9469407796859741 + }, + { + "p": 0.03762240707874298, + "m": 0.9663145542144775 + }, + { + "p": 0.05835156887769699, + "m": 0.9262101650238037 + }, + { + "p": 0.02232130616903305, + "m": 0.9605710506439209 + }, + { + "p": 0.05966151878237724, + "m": 0.9570621252059937 + }, + { + "p": 0.08390594273805618, + "m": 0.9997232556343079 + }, + { + "p": 0.06296400725841522, + "m": 0.6300337314605713 + }, + { + "p": 0.0717242881655693, + "m": 1.0 + }, + { + "p": 0.06833044439554214, + "m": 1.0 + }, + { + "p": 0.08092235773801804, + "m": 1.0 + }, + { + "p": 0.046761587262153625, + "m": 1.0 + }, + { + "p": 0.05429506301879883, + "m": 0.9955824613571167 + }, + { + "p": 0.09037034958600998, + "m": 1.0 + }, + { + "p": 0.017932960763573647, + "m": 0.8057145476341248 + }, + { + "p": 0.005418157204985619, + "m": 0.7382596731185913 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5569918155670166, + "val_loss": 1.3076133728027344, + "acc": 56.37, + "time": 429.76080919697415, + "param": [ + { + "p": 0.08235137164592743, + "m": 1.0 + }, + { + "p": 0.06298989057540894, + "m": 1.0 + }, + { + "p": 0.08345979452133179, + "m": 1.0 + }, + { + "p": 0.06324192136526108, + "m": 0.9392960667610168 + }, + { + "p": 0.035310838371515274, + "m": 0.9856083989143372 + }, + { + "p": 0.014524556696414948, + "m": 0.9313769936561584 + }, + { + "p": 0.06182563304901123, + "m": 0.9732688069343567 + }, + { + "p": 0.07509441673755646, + "m": 1.0 + }, + { + "p": 0.06927552074193954, + "m": 0.9993286728858948 + }, + { + "p": 0.049865756183862686, + "m": 0.5595643520355225 + }, + { + "p": 0.06452927738428116, + "m": 0.9983171820640564 + }, + { + "p": 0.06634794920682907, + "m": 1.0 + }, + { + "p": 0.0652766302227974, + "m": 1.0 + }, + { + "p": 0.04090910032391548, + "m": 1.0 + }, + { + "p": 0.06101939454674721, + "m": 0.9532492160797119 + }, + { + "p": 0.06597743928432465, + "m": 1.0 + }, + { + "p": 0.015592028386890888, + "m": 0.8037191033363342 + }, + { + "p": 0.02240847423672676, + "m": 0.7075989842414856 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.8253672122955322, + "val_loss": 1.2305197715759277, + "acc": 57.67, + "time": 226.34881040407345, + "param": [ + { + "p": 0.06769705563783646, + "m": 1.0 + }, + { + "p": 0.05276500806212425, + "m": 1.0 + }, + { + "p": 0.07547885924577713, + "m": 1.0 + }, + { + "p": 0.07113350182771683, + "m": 1.0 + }, + { + "p": 0.048550769686698914, + "m": 0.9323585629463196 + }, + { + "p": 0.03684273734688759, + "m": 0.8644283413887024 + }, + { + "p": 0.043266523629426956, + "m": 0.8581156730651855 + }, + { + "p": 0.08206959813833237, + "m": 1.0 + }, + { + "p": 0.06777413189411163, + "m": 1.0 + }, + { + "p": 0.03659125789999962, + "m": 0.5989983081817627 + }, + { + "p": 0.05924391746520996, + "m": 1.0 + }, + { + "p": 0.0651017278432846, + "m": 1.0 + }, + { + "p": 0.07468246668577194, + "m": 1.0 + }, + { + "p": 0.04850057139992714, + "m": 1.0 + }, + { + "p": 0.03887263312935829, + "m": 0.9881603121757507 + }, + { + "p": 0.05646222457289696, + "m": 0.9641793966293335 + }, + { + "p": 0.046249259263277054, + "m": 0.8387566208839417 + }, + { + "p": 0.028717689216136932, + "m": 0.711490273475647 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6374413967132568, + "val_loss": 1.210005760192871, + "acc": 57.05, + "time": 456.54455365100875, + "param": [ + { + "p": 0.07295771688222885, + "m": 1.0 + }, + { + "p": 0.03666887804865837, + "m": 1.0 + }, + { + "p": 0.05533929169178009, + "m": 1.0 + }, + { + "p": 0.05723263695836067, + "m": 1.0 + }, + { + "p": 0.04626354202628136, + "m": 0.9632323384284973 + }, + { + "p": 0.06298640370368958, + "m": 0.792153000831604 + }, + { + "p": 0.04872466251254082, + "m": 0.993830680847168 + }, + { + "p": 0.056639041751623154, + "m": 0.9873265624046326 + }, + { + "p": 0.08007777482271194, + "m": 1.0 + }, + { + "p": 0.06931455433368683, + "m": 0.5674413442611694 + }, + { + "p": 0.06932808458805084, + "m": 0.994648277759552 + }, + { + "p": 0.05147300288081169, + "m": 1.0 + }, + { + "p": 0.06357455998659134, + "m": 1.0 + }, + { + "p": 0.048054806888103485, + "m": 1.0 + }, + { + "p": 0.05272622033953667, + "m": 0.9401072263717651 + }, + { + "p": 0.06020168215036392, + "m": 0.999250590801239 + }, + { + "p": 0.03301500901579857, + "m": 0.8756865859031677 + }, + { + "p": 0.03542206436395645, + "m": 0.8613987565040588 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6841176748275757, + "val_loss": 1.2521215677261353, + "acc": 58.04, + "time": 325.477038084995, + "param": [ + { + "p": 0.05153162404894829, + "m": 1.0 + }, + { + "p": 0.03817625716328621, + "m": 1.0 + }, + { + "p": 0.05968189984560013, + "m": 1.0 + }, + { + "p": 0.05530032142996788, + "m": 0.9853376150131226 + }, + { + "p": 0.04602580517530441, + "m": 0.762723982334137 + }, + { + "p": 0.06081409007310867, + "m": 0.7877859473228455 + }, + { + "p": 0.05657298490405083, + "m": 0.9320148825645447 + }, + { + "p": 0.06106982007622719, + "m": 0.9420821666717529 + }, + { + "p": 0.06778024137020111, + "m": 1.0 + }, + { + "p": 0.06280867010354996, + "m": 0.5251670479774475 + }, + { + "p": 0.06646797060966492, + "m": 1.0 + }, + { + "p": 0.07231491059064865, + "m": 0.9347429871559143 + }, + { + "p": 0.05063939467072487, + "m": 1.0 + }, + { + "p": 0.04600062593817711, + "m": 1.0 + }, + { + "p": 0.05687902495265007, + "m": 0.9991880655288696 + }, + { + "p": 0.05758523568511009, + "m": 0.9750316143035889 + }, + { + "p": 0.053915835916996, + "m": 0.8939415812492371 + }, + { + "p": 0.0364353246986866, + "m": 0.9422967433929443 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5669163465499878, + "val_loss": 1.2192275524139404, + "acc": 58.75, + "time": 226.21563242306001, + "param": [ + { + "p": 0.0520905964076519, + "m": 1.0 + }, + { + "p": 0.06616809964179993, + "m": 1.0 + }, + { + "p": 0.05280281603336334, + "m": 1.0 + }, + { + "p": 0.04577711597084999, + "m": 0.9398139715194702 + }, + { + "p": 0.05707594007253647, + "m": 0.8414103388786316 + }, + { + "p": 0.04749460145831108, + "m": 0.9396188259124756 + }, + { + "p": 0.057541411370038986, + "m": 0.8737640976905823 + }, + { + "p": 0.07795707881450653, + "m": 0.9545178413391113 + }, + { + "p": 0.07235947251319885, + "m": 1.0 + }, + { + "p": 0.0540936253964901, + "m": 0.6127436757087708 + }, + { + "p": 0.060616906732320786, + "m": 1.0 + }, + { + "p": 0.04934486746788025, + "m": 1.0 + }, + { + "p": 0.05229399353265762, + "m": 1.0 + }, + { + "p": 0.06559424847364426, + "m": 1.0 + }, + { + "p": 0.05344109237194061, + "m": 0.9616925716400146 + }, + { + "p": 0.06871877610683441, + "m": 1.0 + }, + { + "p": 0.02144721895456314, + "m": 0.9033523201942444 + }, + { + "p": 0.04518219828605652, + "m": 0.8830819129943848 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.570485234260559, + "val_loss": 1.235417366027832, + "acc": 56.24, + "time": 223.58192516397685, + "param": [ + { + "p": 0.060974035412073135, + "m": 1.0 + }, + { + "p": 0.03866184130311012, + "m": 1.0 + }, + { + "p": 0.043560758233070374, + "m": 1.0 + }, + { + "p": 0.03134218603372574, + "m": 0.9062690138816833 + }, + { + "p": 0.0634123682975769, + "m": 0.851588785648346 + }, + { + "p": 0.047849103808403015, + "m": 0.9719133973121643 + }, + { + "p": 0.07302691042423248, + "m": 0.979245126247406 + }, + { + "p": 0.05583290010690689, + "m": 0.9184364676475525 + }, + { + "p": 0.07973530143499374, + "m": 1.0 + }, + { + "p": 0.0684845969080925, + "m": 0.5897677540779114 + }, + { + "p": 0.050351571291685104, + "m": 1.0 + }, + { + "p": 0.05374704301357269, + "m": 1.0 + }, + { + "p": 0.05612877756357193, + "m": 1.0 + }, + { + "p": 0.024955501779913902, + "m": 1.0 + }, + { + "p": 0.056505560874938965, + "m": 0.9532384872436523 + }, + { + "p": 0.09147661924362183, + "m": 1.0 + }, + { + "p": 0.05499573051929474, + "m": 0.9244412779808044 + }, + { + "p": 0.0489591583609581, + "m": 0.8130852580070496 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5218666791915894, + "val_loss": 1.178442120552063, + "acc": 59.08, + "time": 224.78381517902017, + "param": [ + { + "p": 0.07461882382631302, + "m": 1.0 + }, + { + "p": 0.03095846250653267, + "m": 1.0 + }, + { + "p": 0.05574273318052292, + "m": 1.0 + }, + { + "p": 0.054781749844551086, + "m": 0.9449288845062256 + }, + { + "p": 0.04927473142743111, + "m": 0.9540592432022095 + }, + { + "p": 0.05802642181515694, + "m": 0.9128198027610779 + }, + { + "p": 0.034128159284591675, + "m": 0.9543370008468628 + }, + { + "p": 0.050822410732507706, + "m": 0.9530556797981262 + }, + { + "p": 0.08069602400064468, + "m": 1.0 + }, + { + "p": 0.06799478083848953, + "m": 0.5848447680473328 + }, + { + "p": 0.06035371869802475, + "m": 1.0 + }, + { + "p": 0.06821935623884201, + "m": 1.0 + }, + { + "p": 0.06947264820337296, + "m": 1.0 + }, + { + "p": 0.05291714519262314, + "m": 1.0 + }, + { + "p": 0.04955146834254265, + "m": 0.9173933863639832 + }, + { + "p": 0.07516035437583923, + "m": 1.0 + }, + { + "p": 0.039541710168123245, + "m": 0.8752918243408203 + }, + { + "p": 0.027739284560084343, + "m": 0.7894098162651062 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5307042598724365, + "val_loss": 1.2723366022109985, + "acc": 58.79, + "time": 458.85756097198464, + "param": [ + { + "p": 0.06632326543331146, + "m": 1.0 + }, + { + "p": 0.04145151004195213, + "m": 1.0 + }, + { + "p": 0.06312345713376999, + "m": 1.0 + }, + { + "p": 0.05090167000889778, + "m": 0.9182384610176086 + }, + { + "p": 0.03701593354344368, + "m": 0.9196248054504395 + }, + { + "p": 0.0485922209918499, + "m": 0.8119310736656189 + }, + { + "p": 0.07010172307491302, + "m": 0.9635255336761475 + }, + { + "p": 0.06200714409351349, + "m": 1.0 + }, + { + "p": 0.0600789450109005, + "m": 0.992011308670044 + }, + { + "p": 0.05806354805827141, + "m": 0.6669509410858154 + }, + { + "p": 0.05490044504404068, + "m": 1.0 + }, + { + "p": 0.07047442346811295, + "m": 1.0 + }, + { + "p": 0.04716099798679352, + "m": 1.0 + }, + { + "p": 0.06861083954572678, + "m": 1.0 + }, + { + "p": 0.0633653998374939, + "m": 0.9324026703834534 + }, + { + "p": 0.07302626967430115, + "m": 1.0 + }, + { + "p": 0.04294025897979736, + "m": 0.839693009853363 + }, + { + "p": 0.021861927583813667, + "m": 0.8020461201667786 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6191564798355103, + "val_loss": 1.1079342365264893, + "acc": 58.36, + "time": 321.25285981595516, + "param": [ + { + "p": 0.06876395642757416, + "m": 1.0 + }, + { + "p": 0.03828798606991768, + "m": 1.0 + }, + { + "p": 0.07437505573034286, + "m": 1.0 + }, + { + "p": 0.04501903057098389, + "m": 0.8901660442352295 + }, + { + "p": 0.05536716803908348, + "m": 0.9818782210350037 + }, + { + "p": 0.07290903478860855, + "m": 0.7416120767593384 + }, + { + "p": 0.039896562695503235, + "m": 0.9108415246009827 + }, + { + "p": 0.04402921721339226, + "m": 0.9591501355171204 + }, + { + "p": 0.06725268065929413, + "m": 1.0 + }, + { + "p": 0.06865814328193665, + "m": 0.6520984172821045 + }, + { + "p": 0.0572972297668457, + "m": 1.0 + }, + { + "p": 0.047204792499542236, + "m": 1.0 + }, + { + "p": 0.056217093020677567, + "m": 1.0 + }, + { + "p": 0.054865896701812744, + "m": 1.0 + }, + { + "p": 0.05161523446440697, + "m": 0.8244113922119141 + }, + { + "p": 0.05817118287086487, + "m": 1.0 + }, + { + "p": 0.04308502376079559, + "m": 0.7698134779930115 + }, + { + "p": 0.05698466673493385, + "m": 0.8514723777770996 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5512032508850098, + "val_loss": 1.1192173957824707, + "acc": 59.88, + "time": 224.30661089299247, + "param": [ + { + "p": 0.06740752607584, + "m": 1.0 + }, + { + "p": 0.0414373055100441, + "m": 1.0 + }, + { + "p": 0.05948260426521301, + "m": 1.0 + }, + { + "p": 0.04102883115410805, + "m": 0.8678582906723022 + }, + { + "p": 0.05455484986305237, + "m": 1.0 + }, + { + "p": 0.07159110903739929, + "m": 0.7435572147369385 + }, + { + "p": 0.049018897116184235, + "m": 0.9978146553039551 + }, + { + "p": 0.06294654309749603, + "m": 0.9725064039230347 + }, + { + "p": 0.08621791005134583, + "m": 1.0 + }, + { + "p": 0.07088170945644379, + "m": 0.6082894802093506 + }, + { + "p": 0.056856848299503326, + "m": 0.9920243620872498 + }, + { + "p": 0.051281385123729706, + "m": 1.0 + }, + { + "p": 0.06333138048648834, + "m": 1.0 + }, + { + "p": 0.046752192080020905, + "m": 1.0 + }, + { + "p": 0.05460722744464874, + "m": 0.8911983966827393 + }, + { + "p": 0.078606978058815, + "m": 1.0 + }, + { + "p": 0.04120444133877754, + "m": 0.6883535981178284 + }, + { + "p": 0.0027922377921640873, + "m": 0.6943447589874268 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5521531105041504, + "val_loss": 1.206817626953125, + "acc": 59.28, + "time": 224.3302349000005, + "param": [ + { + "p": 0.08157288283109665, + "m": 1.0 + }, + { + "p": 0.028617391362786293, + "m": 1.0 + }, + { + "p": 0.08564049750566483, + "m": 1.0 + }, + { + "p": 0.05927377939224243, + "m": 0.8147498965263367 + }, + { + "p": 0.01435853447765112, + "m": 0.9460607767105103 + }, + { + "p": 0.049151673913002014, + "m": 0.8939351439476013 + }, + { + "p": 0.049880266189575195, + "m": 0.935576856136322 + }, + { + "p": 0.07767803966999054, + "m": 0.8805733323097229 + }, + { + "p": 0.04250812157988548, + "m": 0.9968311190605164 + }, + { + "p": 0.07462826371192932, + "m": 0.703214704990387 + }, + { + "p": 0.0678827166557312, + "m": 0.9967303276062012 + }, + { + "p": 0.06275153905153275, + "m": 1.0 + }, + { + "p": 0.07538240402936935, + "m": 1.0 + }, + { + "p": 0.015987003222107887, + "m": 1.0 + }, + { + "p": 0.06519491970539093, + "m": 0.9302672743797302 + }, + { + "p": 0.08541816473007202, + "m": 1.0 + }, + { + "p": 0.03264431282877922, + "m": 0.5084950923919678 + }, + { + "p": 0.03142945095896721, + "m": 0.6334304213523865 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6320722103118896, + "val_loss": 1.1137735843658447, + "acc": 59.76, + "time": 213.780248196912, + "param": [ + { + "p": 0.08428801596164703, + "m": 1.0 + }, + { + "p": 0.04426072910428047, + "m": 1.0 + }, + { + "p": 0.0404360294342041, + "m": 1.0 + }, + { + "p": 0.036399804055690765, + "m": 0.8678789138793945 + }, + { + "p": 0.032187748700380325, + "m": 0.9733306169509888 + }, + { + "p": 0.08683779090642929, + "m": 0.9149705767631531 + }, + { + "p": 0.04812508821487427, + "m": 1.0 + }, + { + "p": 0.06674505770206451, + "m": 0.8282627463340759 + }, + { + "p": 0.05522998794913292, + "m": 1.0 + }, + { + "p": 0.05264812707901001, + "m": 0.6661887168884277 + }, + { + "p": 0.05431834235787392, + "m": 0.9618697762489319 + }, + { + "p": 0.06984079629182816, + "m": 1.0 + }, + { + "p": 0.08409315347671509, + "m": 1.0 + }, + { + "p": 0.0746876522898674, + "m": 1.0 + }, + { + "p": 0.05556245148181915, + "m": 0.9207196831703186 + }, + { + "p": 0.052537258714437485, + "m": 0.9994475245475769 + }, + { + "p": 0.023375999182462692, + "m": 0.533734917640686 + }, + { + "p": 0.038426000624895096, + "m": 0.5140034556388855 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4959343671798706, + "val_loss": 1.2931852340698242, + "acc": 60.46, + "time": 216.80418617709074, + "param": [ + { + "p": 0.06419377774000168, + "m": 1.0 + }, + { + "p": 0.037321723997592926, + "m": 1.0 + }, + { + "p": 0.06968944519758224, + "m": 1.0 + }, + { + "p": 0.04322739690542221, + "m": 0.925609290599823 + }, + { + "p": 0.05962266027927399, + "m": 0.9227343797683716 + }, + { + "p": 0.04710720106959343, + "m": 0.9244948029518127 + }, + { + "p": 0.04581987112760544, + "m": 0.9738419651985168 + }, + { + "p": 0.040038276463747025, + "m": 0.8733624219894409 + }, + { + "p": 0.05911391228437424, + "m": 1.0 + }, + { + "p": 0.07145079225301743, + "m": 0.688468337059021 + }, + { + "p": 0.06756215542554855, + "m": 1.0 + }, + { + "p": 0.0669834166765213, + "m": 0.996951162815094 + }, + { + "p": 0.07787363976240158, + "m": 1.0 + }, + { + "p": 0.05168924108147621, + "m": 1.0 + }, + { + "p": 0.05822066590189934, + "m": 0.9727736115455627 + }, + { + "p": 0.045747071504592896, + "m": 0.9971950650215149 + }, + { + "p": 0.03498462215065956, + "m": 0.543984055519104 + }, + { + "p": 0.05935417115688324, + "m": 0.515430212020874 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.6630831956863403, + "val_loss": 1.1415201425552368, + "acc": 60.97, + "time": 219.88341481005773, + "param": [ + { + "p": 0.05174591392278671, + "m": 1.0 + }, + { + "p": 0.06424618512392044, + "m": 1.0 + }, + { + "p": 0.0680607408285141, + "m": 1.0 + }, + { + "p": 0.06143634766340256, + "m": 0.8990924954414368 + }, + { + "p": 0.01805170439183712, + "m": 0.914584219455719 + }, + { + "p": 0.05290098488330841, + "m": 0.9684674739837646 + }, + { + "p": 0.05357348173856735, + "m": 1.0 + }, + { + "p": 0.07009008526802063, + "m": 0.940155029296875 + }, + { + "p": 0.07481871545314789, + "m": 1.0 + }, + { + "p": 0.07206246256828308, + "m": 0.6955046653747559 + }, + { + "p": 0.0523783415555954, + "m": 1.0 + }, + { + "p": 0.058329589664936066, + "m": 0.9970846772193909 + }, + { + "p": 0.05451541021466255, + "m": 1.0 + }, + { + "p": 0.04742375388741493, + "m": 1.0 + }, + { + "p": 0.06612945348024368, + "m": 1.0 + }, + { + "p": 0.05706489458680153, + "m": 0.9643318057060242 + }, + { + "p": 0.039672087877988815, + "m": 0.5002772212028503 + }, + { + "p": 0.03749976307153702, + "m": 0.43064433336257935 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.4930901527404785, + "val_loss": 1.149474024772644, + "acc": 59.2, + "time": 221.79478400596417, + "param": [ + { + "p": 0.048541098833084106, + "m": 1.0 + }, + { + "p": 0.02708618715405464, + "m": 1.0 + }, + { + "p": 0.04094988852739334, + "m": 1.0 + }, + { + "p": 0.06837707757949829, + "m": 0.8302992582321167 + }, + { + "p": 0.03649826720356941, + "m": 0.9058835506439209 + }, + { + "p": 0.042473502457141876, + "m": 1.0 + }, + { + "p": 0.06118648126721382, + "m": 1.0 + }, + { + "p": 0.06801005452871323, + "m": 0.9893845319747925 + }, + { + "p": 0.04758309945464134, + "m": 0.9982115030288696 + }, + { + "p": 0.06943236291408539, + "m": 0.7215545177459717 + }, + { + "p": 0.07030574232339859, + "m": 0.9980056881904602 + }, + { + "p": 0.04360942170023918, + "m": 0.9966105222702026 + }, + { + "p": 0.07758928090333939, + "m": 1.0 + }, + { + "p": 0.0541507825255394, + "m": 1.0 + }, + { + "p": 0.08603732287883759, + "m": 0.9986051321029663 + }, + { + "p": 0.061809223145246506, + "m": 0.9982662200927734 + }, + { + "p": 0.04907114431262016, + "m": 0.3223576247692108 + }, + { + "p": 0.047289155423641205, + "m": 0.5882041454315186 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.7110036611557007, + "val_loss": 1.1663637161254883, + "acc": 60.98, + "time": 216.19426865002606, + "param": [ + { + "p": 0.08847247809171677, + "m": 1.0 + }, + { + "p": 0.041340745985507965, + "m": 1.0 + }, + { + "p": 0.06492665410041809, + "m": 1.0 + }, + { + "p": 0.06869825720787048, + "m": 0.9725266695022583 + }, + { + "p": 0.05362648516893387, + "m": 0.8704745173454285 + }, + { + "p": 0.05087389424443245, + "m": 0.931606650352478 + }, + { + "p": 0.038279686123132706, + "m": 0.9840459227561951 + }, + { + "p": 0.04933793470263481, + "m": 0.939900815486908 + }, + { + "p": 0.07060962170362473, + "m": 1.0 + }, + { + "p": 0.06141912564635277, + "m": 0.7362396121025085 + }, + { + "p": 0.04755465313792229, + "m": 0.9805741906166077 + }, + { + "p": 0.0521598681807518, + "m": 1.0 + }, + { + "p": 0.06091281399130821, + "m": 1.0 + }, + { + "p": 0.04891108721494675, + "m": 1.0 + }, + { + "p": 0.07244198024272919, + "m": 0.9978604912757874 + }, + { + "p": 0.06550208479166031, + "m": 1.0 + }, + { + "p": 0.025320766493678093, + "m": 0.3141317665576935 + }, + { + "p": 0.03961194306612015, + "m": 0.5735241770744324 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5729604959487915, + "val_loss": 1.126230239868164, + "acc": 61.5, + "time": 225.21113504399545, + "param": [ + { + "p": 0.05711310729384422, + "m": 1.0 + }, + { + "p": 0.045256633311510086, + "m": 1.0 + }, + { + "p": 0.07393013685941696, + "m": 1.0 + }, + { + "p": 0.05076291784644127, + "m": 0.8582693338394165 + }, + { + "p": 0.05680624023079872, + "m": 0.9425219893455505 + }, + { + "p": 0.05814484506845474, + "m": 0.9956055283546448 + }, + { + "p": 0.0508541613817215, + "m": 0.8643871545791626 + }, + { + "p": 0.041278496384620667, + "m": 0.9490594863891602 + }, + { + "p": 0.05545638129115105, + "m": 0.9932560920715332 + }, + { + "p": 0.06336503475904465, + "m": 0.7806724905967712 + }, + { + "p": 0.07344143092632294, + "m": 1.0 + }, + { + "p": 0.05423374101519585, + "m": 0.9929640293121338 + }, + { + "p": 0.05108176916837692, + "m": 1.0 + }, + { + "p": 0.05051686614751816, + "m": 1.0 + }, + { + "p": 0.04158523678779602, + "m": 0.9049175977706909 + }, + { + "p": 0.058022260665893555, + "m": 0.9922348856925964 + }, + { + "p": 0.0718223825097084, + "m": 0.2665584087371826 + }, + { + "p": 0.046328358352184296, + "m": 0.5851470232009888 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4486298561096191, + "val_loss": 1.2181501388549805, + "acc": 60.99, + "time": 224.68351268500555, + "param": [ + { + "p": 0.05771453306078911, + "m": 1.0 + }, + { + "p": 0.056636691093444824, + "m": 1.0 + }, + { + "p": 0.06385460495948792, + "m": 1.0 + }, + { + "p": 0.04827569052577019, + "m": 0.7524923086166382 + }, + { + "p": 0.039892010390758514, + "m": 0.9669249653816223 + }, + { + "p": 0.04535140469670296, + "m": 0.951086163520813 + }, + { + "p": 0.039503443986177444, + "m": 0.8077928423881531 + }, + { + "p": 0.07192794233560562, + "m": 0.9996131658554077 + }, + { + "p": 0.06563777476549149, + "m": 0.9916651248931885 + }, + { + "p": 0.05480131879448891, + "m": 0.7485163807868958 + }, + { + "p": 0.05784233286976814, + "m": 0.9995281100273132 + }, + { + "p": 0.06674689799547195, + "m": 1.0 + }, + { + "p": 0.0535726323723793, + "m": 1.0 + }, + { + "p": 0.052836209535598755, + "m": 1.0 + }, + { + "p": 0.06000043824315071, + "m": 0.8484883308410645 + }, + { + "p": 0.055149417370557785, + "m": 1.0 + }, + { + "p": 0.06164512410759926, + "m": 0.4566744863986969 + }, + { + "p": 0.04861152544617653, + "m": 0.5891562104225159 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4691790342330933, + "val_loss": 1.1785528659820557, + "acc": 62.13, + "time": 229.70487481402233, + "param": [ + { + "p": 0.07890980690717697, + "m": 1.0 + }, + { + "p": 0.041871145367622375, + "m": 1.0 + }, + { + "p": 0.07502440363168716, + "m": 1.0 + }, + { + "p": 0.04108667001128197, + "m": 0.8803578019142151 + }, + { + "p": 0.05480276793241501, + "m": 0.9638691544532776 + }, + { + "p": 0.05784623697400093, + "m": 0.9171605110168457 + }, + { + "p": 0.06710288673639297, + "m": 0.937691330909729 + }, + { + "p": 0.03835974633693695, + "m": 0.9897830486297607 + }, + { + "p": 0.053333040326833725, + "m": 0.9957485795021057 + }, + { + "p": 0.049808960407972336, + "m": 0.7136765122413635 + }, + { + "p": 0.04969331994652748, + "m": 0.9728646874427795 + }, + { + "p": 0.06111191585659981, + "m": 0.9977755546569824 + }, + { + "p": 0.06046941876411438, + "m": 1.0 + }, + { + "p": 0.00852268747985363, + "m": 1.0 + }, + { + "p": 0.06906680762767792, + "m": 1.0 + }, + { + "p": 0.09336021542549133, + "m": 1.0 + }, + { + "p": 0.033019356429576874, + "m": 0.5157673954963684 + }, + { + "p": 0.06661060452461243, + "m": 0.5130184292793274 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3011142015457153, + "val_loss": 0.9741679430007935, + "acc": 63.17, + "time": 213.55345989204943, + "param": [ + { + "p": 0.04911613091826439, + "m": 1.0 + }, + { + "p": 0.05448069050908089, + "m": 1.0 + }, + { + "p": 0.10422220081090927, + "m": 1.0 + }, + { + "p": 0.05013969540596008, + "m": 0.9389581680297852 + }, + { + "p": 0.06759221851825714, + "m": 0.9447420239448547 + }, + { + "p": 0.05808000639081001, + "m": 0.9397035837173462 + }, + { + "p": 0.025145400315523148, + "m": 0.9829089045524597 + }, + { + "p": 0.06546757370233536, + "m": 0.9960508346557617 + }, + { + "p": 0.052437957376241684, + "m": 1.0 + }, + { + "p": 0.04741399362683296, + "m": 0.6393898129463196 + }, + { + "p": 0.06165175139904022, + "m": 1.0 + }, + { + "p": 0.0451275110244751, + "m": 1.0 + }, + { + "p": 0.07525113970041275, + "m": 1.0 + }, + { + "p": 0.04300989210605621, + "m": 1.0 + }, + { + "p": 0.058757323771715164, + "m": 0.9182561635971069 + }, + { + "p": 0.06863562017679214, + "m": 0.9766367077827454 + }, + { + "p": 0.0365336574614048, + "m": 0.4797665476799011 + }, + { + "p": 0.036937277764081955, + "m": 0.6311407685279846 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.406774878501892, + "val_loss": 1.0946509838104248, + "acc": 62.06, + "time": 222.86880321102217, + "param": [ + { + "p": 0.06684447824954987, + "m": 1.0 + }, + { + "p": 0.0507739819586277, + "m": 1.0 + }, + { + "p": 0.06324491649866104, + "m": 1.0 + }, + { + "p": 0.06595621258020401, + "m": 0.9470003247261047 + }, + { + "p": 0.0426180474460125, + "m": 0.7577440142631531 + }, + { + "p": 0.041179463267326355, + "m": 0.9721165895462036 + }, + { + "p": 0.04498431459069252, + "m": 0.9830232858657837 + }, + { + "p": 0.08088922500610352, + "m": 0.8937923312187195 + }, + { + "p": 0.05202513560652733, + "m": 1.0 + }, + { + "p": 0.053948208689689636, + "m": 0.6287897825241089 + }, + { + "p": 0.06873640418052673, + "m": 1.0 + }, + { + "p": 0.057526230812072754, + "m": 1.0 + }, + { + "p": 0.05494055151939392, + "m": 1.0 + }, + { + "p": 0.03989826887845993, + "m": 1.0 + }, + { + "p": 0.06860390305519104, + "m": 0.9301297068595886 + }, + { + "p": 0.05078914016485214, + "m": 1.0 + }, + { + "p": 0.05497816205024719, + "m": 0.5277302861213684 + }, + { + "p": 0.04206341505050659, + "m": 0.761418879032135 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.6002532243728638, + "val_loss": 1.088355541229248, + "acc": 62.34, + "time": 218.87089431809727, + "param": [ + { + "p": 0.06559740006923676, + "m": 1.0 + }, + { + "p": 0.05518126115202904, + "m": 1.0 + }, + { + "p": 0.0617733858525753, + "m": 1.0 + }, + { + "p": 0.04400205612182617, + "m": 0.9445525407791138 + }, + { + "p": 0.061322618275880814, + "m": 0.6521023511886597 + }, + { + "p": 0.05222085490822792, + "m": 1.0 + }, + { + "p": 0.07195289433002472, + "m": 1.0 + }, + { + "p": 0.04083925485610962, + "m": 1.0 + }, + { + "p": 0.059143003076314926, + "m": 0.9919292330741882 + }, + { + "p": 0.057103052735328674, + "m": 0.6693087220191956 + }, + { + "p": 0.04126616194844246, + "m": 1.0 + }, + { + "p": 0.046434685587882996, + "m": 1.0 + }, + { + "p": 0.07217522710561752, + "m": 1.0 + }, + { + "p": 0.05407518148422241, + "m": 1.0 + }, + { + "p": 0.05213816836476326, + "m": 1.0 + }, + { + "p": 0.08449476212263107, + "m": 1.0 + }, + { + "p": 0.04290313273668289, + "m": 0.491227924823761 + }, + { + "p": 0.037376973778009415, + "m": 0.69190514087677 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4968409538269043, + "val_loss": 1.0327372550964355, + "acc": 63.54, + "time": 222.44430115597788, + "param": [ + { + "p": 0.07800759375095367, + "m": 1.0 + }, + { + "p": 0.05398102104663849, + "m": 1.0 + }, + { + "p": 0.053647931665182114, + "m": 1.0 + }, + { + "p": 0.06037139147520065, + "m": 0.9305519461631775 + }, + { + "p": 0.07709747552871704, + "m": 0.7426807284355164 + }, + { + "p": 0.037227414548397064, + "m": 0.9631156325340271 + }, + { + "p": 0.06375128030776978, + "m": 1.0 + }, + { + "p": 0.03354470059275627, + "m": 0.9233016967773438 + }, + { + "p": 0.075204998254776, + "m": 0.9956528544425964 + }, + { + "p": 0.05617652088403702, + "m": 0.6510273218154907 + }, + { + "p": 0.06387180835008621, + "m": 0.9989466667175293 + }, + { + "p": 0.04853769764304161, + "m": 0.9996461272239685 + }, + { + "p": 0.06748230010271072, + "m": 1.0 + }, + { + "p": 0.03307002782821655, + "m": 1.0 + }, + { + "p": 0.05914892256259918, + "m": 1.0 + }, + { + "p": 0.06418353319168091, + "m": 1.0 + }, + { + "p": 0.03250837326049805, + "m": 0.5318018198013306 + }, + { + "p": 0.04218693822622299, + "m": 0.6880685687065125 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5135406255722046, + "val_loss": 1.1359440088272095, + "acc": 62.62, + "time": 226.78405421797652, + "param": [ + { + "p": 0.04587336629629135, + "m": 1.0 + }, + { + "p": 0.05400867015123367, + "m": 1.0 + }, + { + "p": 0.06665679812431335, + "m": 1.0 + }, + { + "p": 0.05317823961377144, + "m": 0.9249405860900879 + }, + { + "p": 0.04359409213066101, + "m": 0.711678147315979 + }, + { + "p": 0.05855007469654083, + "m": 0.8319822549819946 + }, + { + "p": 0.03785062953829765, + "m": 0.9437175393104553 + }, + { + "p": 0.061124708503484726, + "m": 0.7924496531486511 + }, + { + "p": 0.05559582635760307, + "m": 1.0 + }, + { + "p": 0.0773761197924614, + "m": 0.5360299944877625 + }, + { + "p": 0.06057915464043617, + "m": 1.0 + }, + { + "p": 0.06053420156240463, + "m": 0.9983610510826111 + }, + { + "p": 0.0674622431397438, + "m": 1.0 + }, + { + "p": 0.033663276582956314, + "m": 1.0 + }, + { + "p": 0.0629030093550682, + "m": 0.964693546295166 + }, + { + "p": 0.06258086115121841, + "m": 0.9986302852630615 + }, + { + "p": 0.04884544387459755, + "m": 0.644451916217804 + }, + { + "p": 0.04962315782904625, + "m": 0.7739281058311462 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4810479879379272, + "val_loss": 1.1418710947036743, + "acc": 61.05, + "time": 224.8110878020525, + "param": [ + { + "p": 0.07099040597677231, + "m": 1.0 + }, + { + "p": 0.04182152450084686, + "m": 1.0 + }, + { + "p": 0.050093263387680054, + "m": 1.0 + }, + { + "p": 0.06343766301870346, + "m": 1.0 + }, + { + "p": 0.06573755294084549, + "m": 0.5297573804855347 + }, + { + "p": 0.05541788786649704, + "m": 0.7687400579452515 + }, + { + "p": 0.057737309485673904, + "m": 0.8772318959236145 + }, + { + "p": 0.05595377832651138, + "m": 0.6921399235725403 + }, + { + "p": 0.05561787262558937, + "m": 0.996131956577301 + }, + { + "p": 0.06001952663064003, + "m": 0.6135359406471252 + }, + { + "p": 0.06284061819314957, + "m": 1.0 + }, + { + "p": 0.06168635934591293, + "m": 1.0 + }, + { + "p": 0.05555465444922447, + "m": 1.0 + }, + { + "p": 0.034475527703762054, + "m": 1.0 + }, + { + "p": 0.06919478625059128, + "m": 1.0 + }, + { + "p": 0.050881970673799515, + "m": 1.0 + }, + { + "p": 0.04590465500950813, + "m": 0.7428526878356934 + }, + { + "p": 0.042634543031454086, + "m": 0.6856514811515808 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.5319063663482666, + "val_loss": 1.1650772094726562, + "acc": 62.25, + "time": 222.63797751802485, + "param": [ + { + "p": 0.060784175992012024, + "m": 1.0 + }, + { + "p": 0.030832571908831596, + "m": 1.0 + }, + { + "p": 0.056203991174697876, + "m": 1.0 + }, + { + "p": 0.047614604234695435, + "m": 0.9991963505744934 + }, + { + "p": 0.057999175041913986, + "m": 0.6544569730758667 + }, + { + "p": 0.07824330776929855, + "m": 0.6761088967323303 + }, + { + "p": 0.07951952517032623, + "m": 0.909663736820221 + }, + { + "p": 0.07304609566926956, + "m": 0.7551136016845703 + }, + { + "p": 0.049614179879426956, + "m": 0.9911330938339233 + }, + { + "p": 0.04921863228082657, + "m": 0.6098315715789795 + }, + { + "p": 0.07171525806188583, + "m": 1.0 + }, + { + "p": 0.06742384284734726, + "m": 1.0 + }, + { + "p": 0.07000836730003357, + "m": 1.0 + }, + { + "p": 0.04523470252752304, + "m": 1.0 + }, + { + "p": 0.0802231878042221, + "m": 0.9920526146888733 + }, + { + "p": 0.05673012137413025, + "m": 0.9956970810890198 + }, + { + "p": 0.02558819204568863, + "m": 0.7296863794326782 + }, + { + "p": 0.0, + "m": 0.6478173136711121 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.4228848218917847, + "val_loss": 1.0550930500030518, + "acc": 63.85, + "time": 225.26478950690944, + "param": [ + { + "p": 0.0630539283156395, + "m": 1.0 + }, + { + "p": 0.04443187266588211, + "m": 1.0 + }, + { + "p": 0.07096659392118454, + "m": 1.0 + }, + { + "p": 0.04237482324242592, + "m": 0.9622219204902649 + }, + { + "p": 0.033455740660429, + "m": 0.7535675764083862 + }, + { + "p": 0.06862733513116837, + "m": 0.6378821134567261 + }, + { + "p": 0.05431852117180824, + "m": 0.9071958661079407 + }, + { + "p": 0.059640828520059586, + "m": 0.7507951259613037 + }, + { + "p": 0.08427581191062927, + "m": 0.9901486039161682 + }, + { + "p": 0.051126282662153244, + "m": 0.733588695526123 + }, + { + "p": 0.061472807079553604, + "m": 1.0 + }, + { + "p": 0.05167562887072563, + "m": 1.0 + }, + { + "p": 0.05415673926472664, + "m": 1.0 + }, + { + "p": 0.04089217633008957, + "m": 1.0 + }, + { + "p": 0.06132381036877632, + "m": 0.9677796959877014 + }, + { + "p": 0.064003586769104, + "m": 1.0 + }, + { + "p": 0.04510845988988876, + "m": 0.7589373588562012 + }, + { + "p": 0.049095045775175095, + "m": 0.6427794694900513 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5403499603271484, + "val_loss": 0.9623393416404724, + "acc": 64.87, + "time": 214.3271834650077, + "param": [ + { + "p": 0.06806022673845291, + "m": 1.0 + }, + { + "p": 0.05788420885801315, + "m": 1.0 + }, + { + "p": 0.07827942073345184, + "m": 1.0 + }, + { + "p": 0.04641970992088318, + "m": 0.8919249773025513 + }, + { + "p": 0.06051836535334587, + "m": 0.8936057090759277 + }, + { + "p": 0.03198075667023659, + "m": 0.7014617919921875 + }, + { + "p": 0.03053482621908188, + "m": 0.9148895144462585 + }, + { + "p": 0.0751415267586708, + "m": 0.77753084897995 + }, + { + "p": 0.06879223138093948, + "m": 1.0 + }, + { + "p": 0.06410655379295349, + "m": 0.7863054275512695 + }, + { + "p": 0.06185389682650566, + "m": 1.0 + }, + { + "p": 0.0742499902844429, + "m": 1.0 + }, + { + "p": 0.06502924859523773, + "m": 1.0 + }, + { + "p": 0.03233509510755539, + "m": 1.0 + }, + { + "p": 0.028392937034368515, + "m": 1.0 + }, + { + "p": 0.08703942596912384, + "m": 0.9884602427482605 + }, + { + "p": 0.04517916217446327, + "m": 0.7763407230377197 + }, + { + "p": 0.024202339351177216, + "m": 0.5754368901252747 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.519625186920166, + "val_loss": 0.9690689444541931, + "acc": 63.26, + "time": 219.9511894530151, + "param": [ + { + "p": 0.042990777641534805, + "m": 1.0 + }, + { + "p": 0.049102749675512314, + "m": 1.0 + }, + { + "p": 0.08955444395542145, + "m": 1.0 + }, + { + "p": 0.0709398165345192, + "m": 0.842449426651001 + }, + { + "p": 0.013606664724647999, + "m": 0.7970986366271973 + }, + { + "p": 0.07311546802520752, + "m": 0.8537206053733826 + }, + { + "p": 0.06482920795679092, + "m": 0.9963977336883545 + }, + { + "p": 0.08018931746482849, + "m": 0.7776720523834229 + }, + { + "p": 0.06846832484006882, + "m": 1.0 + }, + { + "p": 0.06837782263755798, + "m": 0.7837919592857361 + }, + { + "p": 0.06544466316699982, + "m": 0.9898569583892822 + }, + { + "p": 0.06278463453054428, + "m": 1.0 + }, + { + "p": 0.0708630383014679, + "m": 1.0 + }, + { + "p": 0.040374357253313065, + "m": 1.0 + }, + { + "p": 0.03992963954806328, + "m": 0.9660667777061462 + }, + { + "p": 0.049182020127773285, + "m": 1.0 + }, + { + "p": 0.016453733667731285, + "m": 0.7897664904594421 + }, + { + "p": 0.03379331901669502, + "m": 0.6211708784103394 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.445894479751587, + "val_loss": 1.034191370010376, + "acc": 64.58, + "time": 225.72861112991814, + "param": [ + { + "p": 0.06361979991197586, + "m": 1.0 + }, + { + "p": 0.04190214350819588, + "m": 1.0 + }, + { + "p": 0.05565374717116356, + "m": 1.0 + }, + { + "p": 0.030910536646842957, + "m": 0.7394120693206787 + }, + { + "p": 0.0514913834631443, + "m": 0.8635684251785278 + }, + { + "p": 0.07008925825357437, + "m": 0.8312986493110657 + }, + { + "p": 0.012994070537388325, + "m": 0.9954888820648193 + }, + { + "p": 0.07302165031433105, + "m": 0.7031660079956055 + }, + { + "p": 0.0488191694021225, + "m": 0.9993133544921875 + }, + { + "p": 0.09005586057901382, + "m": 0.7664419412612915 + }, + { + "p": 0.08608449995517731, + "m": 1.0 + }, + { + "p": 0.06479298323392868, + "m": 1.0 + }, + { + "p": 0.06006026640534401, + "m": 1.0 + }, + { + "p": 0.07537024468183517, + "m": 1.0 + }, + { + "p": 0.054233964532613754, + "m": 0.959462583065033 + }, + { + "p": 0.06499067693948746, + "m": 0.9987307786941528 + }, + { + "p": 0.019986698403954506, + "m": 0.7337709069252014 + }, + { + "p": 0.03592289239168167, + "m": 0.601553201675415 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3916914463043213, + "val_loss": 0.9978417754173279, + "acc": 64.61, + "time": 219.02720142609905, + "param": [ + { + "p": 0.0683874860405922, + "m": 1.0 + }, + { + "p": 0.06379449367523193, + "m": 1.0 + }, + { + "p": 0.069183848798275, + "m": 1.0 + }, + { + "p": 0.06861915439367294, + "m": 0.6538082361221313 + }, + { + "p": 0.03604323789477348, + "m": 0.8611356019973755 + }, + { + "p": 0.06322182714939117, + "m": 0.7223033308982849 + }, + { + "p": 0.03955285623669624, + "m": 0.9330495595932007 + }, + { + "p": 0.05793359875679016, + "m": 0.6426477432250977 + }, + { + "p": 0.052534449845552444, + "m": 0.9991900324821472 + }, + { + "p": 0.06112316623330116, + "m": 0.7797181010246277 + }, + { + "p": 0.03317568451166153, + "m": 0.9725084900856018 + }, + { + "p": 0.06214131787419319, + "m": 1.0 + }, + { + "p": 0.06738129258155823, + "m": 1.0 + }, + { + "p": 0.020107224583625793, + "m": 1.0 + }, + { + "p": 0.05953815206885338, + "m": 0.9237644076347351 + }, + { + "p": 0.06565149873495102, + "m": 1.0 + }, + { + "p": 0.059340134263038635, + "m": 0.664084792137146 + }, + { + "p": 0.05227058008313179, + "m": 0.5876845121383667 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.5091445446014404, + "val_loss": 1.0085736513137817, + "acc": 65.47, + "time": 225.09119683597237, + "param": [ + { + "p": 0.07255041599273682, + "m": 1.0 + }, + { + "p": 0.06366696953773499, + "m": 1.0 + }, + { + "p": 0.05518866330385208, + "m": 1.0 + }, + { + "p": 0.050824183970689774, + "m": 0.6295304298400879 + }, + { + "p": 0.05787681043148041, + "m": 0.7958961129188538 + }, + { + "p": 0.05618252605199814, + "m": 0.683966338634491 + }, + { + "p": 0.049037687480449677, + "m": 1.0 + }, + { + "p": 0.0679979994893074, + "m": 0.518157958984375 + }, + { + "p": 0.051896825432777405, + "m": 1.0 + }, + { + "p": 0.05417543649673462, + "m": 0.764417290687561 + }, + { + "p": 0.05641396716237068, + "m": 1.0 + }, + { + "p": 0.06168055906891823, + "m": 1.0 + }, + { + "p": 0.053641997277736664, + "m": 1.0 + }, + { + "p": 0.05206921324133873, + "m": 1.0 + }, + { + "p": 0.061158813536167145, + "m": 0.9681388139724731 + }, + { + "p": 0.07012450695037842, + "m": 1.0 + }, + { + "p": 0.029427798464894295, + "m": 0.756109356880188 + }, + { + "p": 0.036085743457078934, + "m": 0.7255446910858154 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5298409461975098, + "val_loss": 1.041636347770691, + "acc": 64.31, + "time": 214.02120545890648, + "param": [ + { + "p": 0.05518244206905365, + "m": 1.0 + }, + { + "p": 0.037067756056785583, + "m": 1.0 + }, + { + "p": 0.06699380278587341, + "m": 1.0 + }, + { + "p": 0.057453058660030365, + "m": 0.7360662817955017 + }, + { + "p": 0.04935937374830246, + "m": 0.8313892483711243 + }, + { + "p": 0.05197865143418312, + "m": 0.763684868812561 + }, + { + "p": 0.05032645910978317, + "m": 0.8888282179832458 + }, + { + "p": 0.05766014754772186, + "m": 0.5955213904380798 + }, + { + "p": 0.0624886192381382, + "m": 1.0 + }, + { + "p": 0.0731782391667366, + "m": 0.8135724663734436 + }, + { + "p": 0.05845959484577179, + "m": 1.0 + }, + { + "p": 0.05289258435368538, + "m": 1.0 + }, + { + "p": 0.061471953988075256, + "m": 1.0 + }, + { + "p": 0.05207578465342522, + "m": 1.0 + }, + { + "p": 0.06786380708217621, + "m": 0.9783341288566589 + }, + { + "p": 0.06802591681480408, + "m": 1.0 + }, + { + "p": 0.03589005768299103, + "m": 0.7792791724205017 + }, + { + "p": 0.04163167625665665, + "m": 0.7609080076217651 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4059749841690063, + "val_loss": 1.1752883195877075, + "acc": 62.94, + "time": 216.19592904602177, + "param": [ + { + "p": 0.06771358847618103, + "m": 1.0 + }, + { + "p": 0.06938569247722626, + "m": 1.0 + }, + { + "p": 0.04485001415014267, + "m": 1.0 + }, + { + "p": 0.05420825630426407, + "m": 0.6706604957580566 + }, + { + "p": 0.05562484636902809, + "m": 0.860777735710144 + }, + { + "p": 0.06250125169754028, + "m": 0.6953920125961304 + }, + { + "p": 0.05177804455161095, + "m": 0.9406225085258484 + }, + { + "p": 0.07141199707984924, + "m": 0.4686613380908966 + }, + { + "p": 0.05197635293006897, + "m": 1.0 + }, + { + "p": 0.05578119307756424, + "m": 0.7657542824745178 + }, + { + "p": 0.06008395552635193, + "m": 1.0 + }, + { + "p": 0.07058501243591309, + "m": 1.0 + }, + { + "p": 0.061964794993400574, + "m": 1.0 + }, + { + "p": 0.05114825814962387, + "m": 1.0 + }, + { + "p": 0.05768513306975365, + "m": 0.9632779955863953 + }, + { + "p": 0.037067096680402756, + "m": 0.9701768159866333 + }, + { + "p": 0.04203644394874573, + "m": 0.8410778641700745 + }, + { + "p": 0.03419802337884903, + "m": 0.8131276369094849 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.584108829498291, + "val_loss": 0.8908558487892151, + "acc": 63.58, + "time": 221.37764875695575, + "param": [ + { + "p": 0.03823336958885193, + "m": 1.0 + }, + { + "p": 0.05554890260100365, + "m": 1.0 + }, + { + "p": 0.06304191052913666, + "m": 1.0 + }, + { + "p": 0.06049865856766701, + "m": 0.7005590796470642 + }, + { + "p": 0.04317154362797737, + "m": 0.8791247606277466 + }, + { + "p": 0.04671929404139519, + "m": 0.7652531266212463 + }, + { + "p": 0.0334598645567894, + "m": 1.0 + }, + { + "p": 0.0647464171051979, + "m": 0.45277467370033264 + }, + { + "p": 0.08021257817745209, + "m": 1.0 + }, + { + "p": 0.04404545575380325, + "m": 0.7678853869438171 + }, + { + "p": 0.047466058284044266, + "m": 1.0 + }, + { + "p": 0.07108740508556366, + "m": 0.9872677326202393 + }, + { + "p": 0.0801711454987526, + "m": 1.0 + }, + { + "p": 0.05822603404521942, + "m": 1.0 + }, + { + "p": 0.05730036273598671, + "m": 1.0 + }, + { + "p": 0.06188444420695305, + "m": 0.9252132177352905 + }, + { + "p": 0.04613170772790909, + "m": 0.8684292435646057 + }, + { + "p": 0.04805478826165199, + "m": 0.9518116116523743 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.6045637130737305, + "val_loss": 0.9351117014884949, + "acc": 66.22, + "time": 222.6672763680108, + "param": [ + { + "p": 0.04934583976864815, + "m": 1.0 + }, + { + "p": 0.048893265426158905, + "m": 1.0 + }, + { + "p": 0.0767582431435585, + "m": 1.0 + }, + { + "p": 0.050853896886110306, + "m": 0.7487547397613525 + }, + { + "p": 0.05301446467638016, + "m": 0.9994602799415588 + }, + { + "p": 0.03149595484137535, + "m": 0.8063567280769348 + }, + { + "p": 0.07288412004709244, + "m": 0.9205836653709412 + }, + { + "p": 0.05670781806111336, + "m": 0.5311688780784607 + }, + { + "p": 0.04871820658445358, + "m": 1.0 + }, + { + "p": 0.06434107571840286, + "m": 0.9324328899383545 + }, + { + "p": 0.048227280378341675, + "m": 1.0 + }, + { + "p": 0.06135473772883415, + "m": 1.0 + }, + { + "p": 0.04903677478432655, + "m": 1.0 + }, + { + "p": 0.06320880353450775, + "m": 1.0 + }, + { + "p": 0.08378221094608307, + "m": 1.0 + }, + { + "p": 0.04350868985056877, + "m": 1.0 + }, + { + "p": 0.04252961277961731, + "m": 0.8400502800941467 + }, + { + "p": 0.05533900111913681, + "m": 0.9800013303756714 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.5441763401031494, + "val_loss": 0.9107466340065002, + "acc": 65.61, + "time": 228.21329586498905, + "param": [ + { + "p": 0.057252462953329086, + "m": 1.0 + }, + { + "p": 0.028986869379878044, + "m": 1.0 + }, + { + "p": 0.06163091957569122, + "m": 1.0 + }, + { + "p": 0.05482767894864082, + "m": 0.6937128305435181 + }, + { + "p": 0.05164333060383797, + "m": 0.9144803881645203 + }, + { + "p": 0.04778669774532318, + "m": 0.8476281762123108 + }, + { + "p": 0.06542360782623291, + "m": 0.9312064051628113 + }, + { + "p": 0.06503650546073914, + "m": 0.6622924208641052 + }, + { + "p": 0.07828937470912933, + "m": 0.9991710782051086 + }, + { + "p": 0.05158274620771408, + "m": 0.9244164824485779 + }, + { + "p": 0.0607382096350193, + "m": 0.99666428565979 + }, + { + "p": 0.06271208822727203, + "m": 1.0 + }, + { + "p": 0.06605008989572525, + "m": 1.0 + }, + { + "p": 0.051624543964862823, + "m": 1.0 + }, + { + "p": 0.07070576399564743, + "m": 1.0 + }, + { + "p": 0.04542803391814232, + "m": 0.9948306679725647 + }, + { + "p": 0.03223712369799614, + "m": 0.85166335105896 + }, + { + "p": 0.04804382845759392, + "m": 0.9283819198608398 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5728219747543335, + "val_loss": 0.9286859631538391, + "acc": 65.9, + "time": 226.96151886601, + "param": [ + { + "p": 0.06533551961183548, + "m": 1.0 + }, + { + "p": 0.041095517575740814, + "m": 1.0 + }, + { + "p": 0.05808592587709427, + "m": 1.0 + }, + { + "p": 0.04043013975024223, + "m": 0.6533862352371216 + }, + { + "p": 0.029557717964053154, + "m": 0.992640495300293 + }, + { + "p": 0.058967817574739456, + "m": 0.8350105881690979 + }, + { + "p": 0.06587392836809158, + "m": 0.9912680387496948 + }, + { + "p": 0.05284979194402695, + "m": 0.7705451250076294 + }, + { + "p": 0.063438780605793, + "m": 1.0 + }, + { + "p": 0.05027604103088379, + "m": 0.9133754372596741 + }, + { + "p": 0.06808587908744812, + "m": 1.0 + }, + { + "p": 0.05762307345867157, + "m": 1.0 + }, + { + "p": 0.06389982998371124, + "m": 1.0 + }, + { + "p": 0.04638635367155075, + "m": 1.0 + }, + { + "p": 0.04833096265792847, + "m": 0.9179456233978271 + }, + { + "p": 0.08209093660116196, + "m": 0.9444330930709839 + }, + { + "p": 0.04326370730996132, + "m": 0.9312924742698669 + }, + { + "p": 0.06440819054841995, + "m": 0.9743922352790833 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5324987173080444, + "val_loss": 1.084817886352539, + "acc": 65.04, + "time": 217.56494204199407, + "param": [ + { + "p": 0.06963345408439636, + "m": 1.0 + }, + { + "p": 0.049673113971948624, + "m": 1.0 + }, + { + "p": 0.06424224376678467, + "m": 1.0 + }, + { + "p": 0.03936479985713959, + "m": 0.6320115327835083 + }, + { + "p": 0.0500396192073822, + "m": 0.9476394057273865 + }, + { + "p": 0.05393480509519577, + "m": 0.8123611807823181 + }, + { + "p": 0.045976925641298294, + "m": 0.8667681217193604 + }, + { + "p": 0.06294035166501999, + "m": 0.8406733274459839 + }, + { + "p": 0.06781581789255142, + "m": 1.0 + }, + { + "p": 0.0725652277469635, + "m": 0.9240081310272217 + }, + { + "p": 0.0600799098610878, + "m": 1.0 + }, + { + "p": 0.05199034512042999, + "m": 1.0 + }, + { + "p": 0.059210121631622314, + "m": 1.0 + }, + { + "p": 0.046963997185230255, + "m": 1.0 + }, + { + "p": 0.06041809916496277, + "m": 0.9736803770065308 + }, + { + "p": 0.055993832647800446, + "m": 0.9255966544151306 + }, + { + "p": 0.05630049481987953, + "m": 0.9237655997276306 + }, + { + "p": 0.03285696730017662, + "m": 0.9004614949226379 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4115227460861206, + "val_loss": 0.9457463622093201, + "acc": 64.61, + "time": 223.34435298701283, + "param": [ + { + "p": 0.06255314499139786, + "m": 1.0 + }, + { + "p": 0.04332834854722023, + "m": 1.0 + }, + { + "p": 0.052299585193395615, + "m": 1.0 + }, + { + "p": 0.04901433363556862, + "m": 0.6555339097976685 + }, + { + "p": 0.06095898523926735, + "m": 0.958389163017273 + }, + { + "p": 0.06978250294923782, + "m": 0.7103821635246277 + }, + { + "p": 0.05932198464870453, + "m": 0.9067386984825134 + }, + { + "p": 0.05785844847559929, + "m": 0.903692364692688 + }, + { + "p": 0.06165791302919388, + "m": 0.9925452470779419 + }, + { + "p": 0.058522723615169525, + "m": 0.812678873538971 + }, + { + "p": 0.05580086633563042, + "m": 0.999396562576294 + }, + { + "p": 0.05931491032242775, + "m": 1.0 + }, + { + "p": 0.0716373473405838, + "m": 1.0 + }, + { + "p": 0.04914803057909012, + "m": 1.0 + }, + { + "p": 0.05907781049609184, + "m": 0.9366738796234131 + }, + { + "p": 0.06286745518445969, + "m": 1.0 + }, + { + "p": 0.03166775032877922, + "m": 0.9151546955108643 + }, + { + "p": 0.03518791124224663, + "m": 0.8811052441596985 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.4787499904632568, + "val_loss": 0.9972120523452759, + "acc": 66.15, + "time": 222.7913410459878, + "param": [ + { + "p": 0.05382414162158966, + "m": 1.0 + }, + { + "p": 0.05382494255900383, + "m": 1.0 + }, + { + "p": 0.06832347810268402, + "m": 1.0 + }, + { + "p": 0.06203451380133629, + "m": 0.645596981048584 + }, + { + "p": 0.05652402713894844, + "m": 0.9272236227989197 + }, + { + "p": 0.06565484404563904, + "m": 0.8036572337150574 + }, + { + "p": 0.04827965795993805, + "m": 0.8083288073539734 + }, + { + "p": 0.04533134773373604, + "m": 0.9134793877601624 + }, + { + "p": 0.056146394461393356, + "m": 1.0 + }, + { + "p": 0.049672141671180725, + "m": 0.8520190119743347 + }, + { + "p": 0.06394904106855392, + "m": 1.0 + }, + { + "p": 0.07093506306409836, + "m": 0.9756397604942322 + }, + { + "p": 0.04043840616941452, + "m": 1.0 + }, + { + "p": 0.04255206882953644, + "m": 1.0 + }, + { + "p": 0.06921495497226715, + "m": 0.8853724002838135 + }, + { + "p": 0.06791152060031891, + "m": 0.9828746914863586 + }, + { + "p": 0.044931743294000626, + "m": 0.9058060646057129 + }, + { + "p": 0.04045173525810242, + "m": 0.968691885471344 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4993953704833984, + "val_loss": 1.0798360109329224, + "acc": 61.55, + "time": 220.40574482805096, + "param": [ + { + "p": 0.08035352826118469, + "m": 1.0 + }, + { + "p": 0.05222858116030693, + "m": 1.0 + }, + { + "p": 0.04092627391219139, + "m": 1.0 + }, + { + "p": 0.044246573001146317, + "m": 0.576273500919342 + }, + { + "p": 0.034362826496362686, + "m": 0.8314879536628723 + }, + { + "p": 0.08628319203853607, + "m": 0.6877616047859192 + }, + { + "p": 0.02739160694181919, + "m": 0.8442845940589905 + }, + { + "p": 0.061707887798547745, + "m": 0.880901575088501 + }, + { + "p": 0.07887696474790573, + "m": 0.9761125445365906 + }, + { + "p": 0.05909048020839691, + "m": 0.7472335696220398 + }, + { + "p": 0.06636437028646469, + "m": 0.9726367592811584 + }, + { + "p": 0.08060329407453537, + "m": 1.0 + }, + { + "p": 0.06547381728887558, + "m": 1.0 + }, + { + "p": 0.0257890522480011, + "m": 1.0 + }, + { + "p": 0.0574476383626461, + "m": 0.9270648956298828 + }, + { + "p": 0.09600988775491714, + "m": 1.0 + }, + { + "p": 0.038687996566295624, + "m": 0.9177942276000977 + }, + { + "p": 0.004155977629125118, + "m": 0.9679338932037354 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.4243932962417603, + "val_loss": 1.0610889196395874, + "acc": 65.82, + "time": 217.98338992404751, + "param": [ + { + "p": 0.08585242927074432, + "m": 1.0 + }, + { + "p": 0.034048810601234436, + "m": 1.0 + }, + { + "p": 0.06084790825843811, + "m": 1.0 + }, + { + "p": 0.040589697659015656, + "m": 0.6854690313339233 + }, + { + "p": 0.03386450186371803, + "m": 0.9041433930397034 + }, + { + "p": 0.0525008849799633, + "m": 0.635330080986023 + }, + { + "p": 0.044319164007902145, + "m": 0.8447938561439514 + }, + { + "p": 0.06394018232822418, + "m": 0.9511282444000244 + }, + { + "p": 0.05936034023761749, + "m": 0.9976197481155396 + }, + { + "p": 0.07622184604406357, + "m": 0.7999023795127869 + }, + { + "p": 0.07770425081253052, + "m": 1.0 + }, + { + "p": 0.05431436374783516, + "m": 1.0 + }, + { + "p": 0.06940772384405136, + "m": 1.0 + }, + { + "p": 0.02905876375734806, + "m": 1.0 + }, + { + "p": 0.06987885385751724, + "m": 0.9986924529075623 + }, + { + "p": 0.06484473496675491, + "m": 1.0 + }, + { + "p": 0.05579013377428055, + "m": 0.9569040536880493 + }, + { + "p": 0.027455592527985573, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.410960078239441, + "val_loss": 0.9617022275924683, + "acc": 64.54, + "time": 224.71949499403127, + "param": [ + { + "p": 0.07962372153997421, + "m": 1.0 + }, + { + "p": 0.034729842096567154, + "m": 1.0 + }, + { + "p": 0.06028652936220169, + "m": 1.0 + }, + { + "p": 0.05794190987944603, + "m": 0.6767675280570984 + }, + { + "p": 0.05906173959374428, + "m": 0.8711572885513306 + }, + { + "p": 0.028469089418649673, + "m": 0.7304314970970154 + }, + { + "p": 0.05211949720978737, + "m": 0.8456898331642151 + }, + { + "p": 0.04421290382742882, + "m": 0.8540899753570557 + }, + { + "p": 0.0292875487357378, + "m": 0.973839282989502 + }, + { + "p": 0.07073552906513214, + "m": 0.7495529055595398 + }, + { + "p": 0.11151637881994247, + "m": 1.0 + }, + { + "p": 0.06423208117485046, + "m": 1.0 + }, + { + "p": 0.06419284641742706, + "m": 1.0 + }, + { + "p": 0.011501294560730457, + "m": 1.0 + }, + { + "p": 0.07556437700986862, + "m": 0.947631299495697 + }, + { + "p": 0.07639249414205551, + "m": 1.0 + }, + { + "p": 0.045616693794727325, + "m": 0.9050331711769104 + }, + { + "p": 0.03451551869511604, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3159879446029663, + "val_loss": 0.8778764009475708, + "acc": 67.29, + "time": 219.89344210503623, + "param": [ + { + "p": 0.06737468391656876, + "m": 1.0 + }, + { + "p": 0.05654367059469223, + "m": 1.0 + }, + { + "p": 0.055475663393735886, + "m": 1.0 + }, + { + "p": 0.045973364263772964, + "m": 0.6702267527580261 + }, + { + "p": 0.033982232213020325, + "m": 0.8720735907554626 + }, + { + "p": 0.06826723366975784, + "m": 0.7896611094474792 + }, + { + "p": 0.04845310375094414, + "m": 0.8669679164886475 + }, + { + "p": 0.06540114432573318, + "m": 0.7282541394233704 + }, + { + "p": 0.07573198527097702, + "m": 0.9946500062942505 + }, + { + "p": 0.06665166467428207, + "m": 0.719492495059967 + }, + { + "p": 0.06337746977806091, + "m": 1.0 + }, + { + "p": 0.06959281116724014, + "m": 1.0 + }, + { + "p": 0.05225041136145592, + "m": 1.0 + }, + { + "p": 0.06425455957651138, + "m": 1.0 + }, + { + "p": 0.03557964414358139, + "m": 0.7939009070396423 + }, + { + "p": 0.07793964445590973, + "m": 1.0 + }, + { + "p": 0.02304537408053875, + "m": 0.8023582696914673 + }, + { + "p": 0.03010541945695877, + "m": 0.9424204230308533 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3241223096847534, + "val_loss": 0.9675585627555847, + "acc": 65.24, + "time": 219.36752286402043, + "param": [ + { + "p": 0.06898853182792664, + "m": 1.0 + }, + { + "p": 0.04184019938111305, + "m": 1.0 + }, + { + "p": 0.0479683019220829, + "m": 1.0 + }, + { + "p": 0.027504460886120796, + "m": 0.6245582103729248 + }, + { + "p": 0.07223720848560333, + "m": 0.7709786295890808 + }, + { + "p": 0.05849634110927582, + "m": 0.7420709729194641 + }, + { + "p": 0.038009241223335266, + "m": 0.8019370436668396 + }, + { + "p": 0.06289621442556381, + "m": 0.6789611577987671 + }, + { + "p": 0.054772526025772095, + "m": 0.9984497427940369 + }, + { + "p": 0.05820830538868904, + "m": 0.7431010007858276 + }, + { + "p": 0.06627003103494644, + "m": 1.0 + }, + { + "p": 0.07358453422784805, + "m": 1.0 + }, + { + "p": 0.06944979727268219, + "m": 1.0 + }, + { + "p": 0.04192272201180458, + "m": 1.0 + }, + { + "p": 0.056448910385370255, + "m": 0.9804405570030212 + }, + { + "p": 0.06596687436103821, + "m": 1.0 + }, + { + "p": 0.027335114777088165, + "m": 0.8214462399482727 + }, + { + "p": 0.06810061633586884, + "m": 0.8812555074691772 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2792408466339111, + "val_loss": 0.9031311869621277, + "acc": 67.5, + "time": 218.25117097597104, + "param": [ + { + "p": 0.0757761225104332, + "m": 1.0 + }, + { + "p": 0.05103744566440582, + "m": 1.0 + }, + { + "p": 0.08040226995944977, + "m": 1.0 + }, + { + "p": 0.05153968557715416, + "m": 0.6937737464904785 + }, + { + "p": 0.03584699705243111, + "m": 0.8276044726371765 + }, + { + "p": 0.05624185875058174, + "m": 0.6937674283981323 + }, + { + "p": 0.02970593422651291, + "m": 0.6231871247291565 + }, + { + "p": 0.06355572491884232, + "m": 0.596222460269928 + }, + { + "p": 0.055879637598991394, + "m": 1.0 + }, + { + "p": 0.03750254958868027, + "m": 0.8521644473075867 + }, + { + "p": 0.049231093376874924, + "m": 0.9455622434616089 + }, + { + "p": 0.08083509653806686, + "m": 1.0 + }, + { + "p": 0.05679342523217201, + "m": 1.0 + }, + { + "p": 0.05977807939052582, + "m": 1.0 + }, + { + "p": 0.043803565204143524, + "m": 0.9673417210578918 + }, + { + "p": 0.08082981407642365, + "m": 0.9992138147354126 + }, + { + "p": 0.05417460575699806, + "m": 0.771518349647522 + }, + { + "p": 0.037066105753183365, + "m": 0.8194832801818848 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.3785111904144287, + "val_loss": 0.9389045238494873, + "acc": 66.98, + "time": 218.9046975550009, + "param": [ + { + "p": 0.07004916667938232, + "m": 1.0 + }, + { + "p": 0.0692475363612175, + "m": 1.0 + }, + { + "p": 0.07447904348373413, + "m": 1.0 + }, + { + "p": 0.029474984854459763, + "m": 0.6239023804664612 + }, + { + "p": 0.03359600901603699, + "m": 0.8105003237724304 + }, + { + "p": 0.03433643653988838, + "m": 0.7450809478759766 + }, + { + "p": 0.055282190442085266, + "m": 0.5912538170814514 + }, + { + "p": 0.06215054914355278, + "m": 0.5162333846092224 + }, + { + "p": 0.08472134172916412, + "m": 0.9963256120681763 + }, + { + "p": 0.03983822464942932, + "m": 0.7872325778007507 + }, + { + "p": 0.05244000256061554, + "m": 1.0 + }, + { + "p": 0.05505194514989853, + "m": 0.9858349561691284 + }, + { + "p": 0.047549325972795486, + "m": 1.0 + }, + { + "p": 0.052463382482528687, + "m": 1.0 + }, + { + "p": 0.048774559050798416, + "m": 0.9238549470901489 + }, + { + "p": 0.0837416797876358, + "m": 0.9694369435310364 + }, + { + "p": 0.0528130941092968, + "m": 0.7497453093528748 + }, + { + "p": 0.05399037525057793, + "m": 0.8456647992134094 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5450692176818848, + "val_loss": 0.9203492403030396, + "acc": 67.41, + "time": 223.59131788404193, + "param": [ + { + "p": 0.060390934348106384, + "m": 1.0 + }, + { + "p": 0.061592020094394684, + "m": 1.0 + }, + { + "p": 0.0605526939034462, + "m": 1.0 + }, + { + "p": 0.06381147354841232, + "m": 0.6271334290504456 + }, + { + "p": 0.03422199934720993, + "m": 0.6946242451667786 + }, + { + "p": 0.0745893344283104, + "m": 0.6398417353630066 + }, + { + "p": 0.056041087955236435, + "m": 0.7149651646614075 + }, + { + "p": 0.04409005492925644, + "m": 0.5781365036964417 + }, + { + "p": 0.059257086366415024, + "m": 0.9903312921524048 + }, + { + "p": 0.04840077459812164, + "m": 0.8534134030342102 + }, + { + "p": 0.05737680941820145, + "m": 1.0 + }, + { + "p": 0.06935727596282959, + "m": 0.9959658980369568 + }, + { + "p": 0.07446794211864471, + "m": 1.0 + }, + { + "p": 0.04881640151143074, + "m": 1.0 + }, + { + "p": 0.05620730295777321, + "m": 0.9906271696090698 + }, + { + "p": 0.04227204620838165, + "m": 1.0 + }, + { + "p": 0.055327340960502625, + "m": 0.6529628038406372 + }, + { + "p": 0.033227454870939255, + "m": 0.7841722965240479 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4744343757629395, + "val_loss": 0.9434345364570618, + "acc": 66.97, + "time": 223.53505830501672, + "param": [ + { + "p": 0.05232053995132446, + "m": 1.0 + }, + { + "p": 0.06164040416479111, + "m": 1.0 + }, + { + "p": 0.05169842764735222, + "m": 1.0 + }, + { + "p": 0.06256354600191116, + "m": 0.6497587561607361 + }, + { + "p": 0.05462167412042618, + "m": 0.6462038159370422 + }, + { + "p": 0.07184001803398132, + "m": 0.6191267967224121 + }, + { + "p": 0.05251334235072136, + "m": 0.6896053552627563 + }, + { + "p": 0.045933082699775696, + "m": 0.7294743657112122 + }, + { + "p": 0.07412916421890259, + "m": 1.0 + }, + { + "p": 0.06014617905020714, + "m": 0.9283047914505005 + }, + { + "p": 0.06575115770101547, + "m": 1.0 + }, + { + "p": 0.05741019919514656, + "m": 1.0 + }, + { + "p": 0.045364685356616974, + "m": 1.0 + }, + { + "p": 0.029047267511487007, + "m": 1.0 + }, + { + "p": 0.07744097709655762, + "m": 1.0 + }, + { + "p": 0.07710085064172745, + "m": 0.9812934398651123 + }, + { + "p": 0.02486482262611389, + "m": 0.7088583707809448 + }, + { + "p": 0.03561374917626381, + "m": 0.8207816481590271 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.5964035987854004, + "val_loss": 0.9720399975776672, + "acc": 67.88, + "time": 225.68433016189374, + "param": [ + { + "p": 0.058223579078912735, + "m": 1.0 + }, + { + "p": 0.01973847672343254, + "m": 1.0 + }, + { + "p": 0.06734193116426468, + "m": 1.0 + }, + { + "p": 0.040232859551906586, + "m": 0.5577183961868286 + }, + { + "p": 0.06171441823244095, + "m": 0.676339864730835 + }, + { + "p": 0.06353742629289627, + "m": 0.7168740034103394 + }, + { + "p": 0.05681134760379791, + "m": 0.7120991349220276 + }, + { + "p": 0.05350586771965027, + "m": 0.7102785706520081 + }, + { + "p": 0.07600275427103043, + "m": 1.0 + }, + { + "p": 0.06961803138256073, + "m": 0.9649898409843445 + }, + { + "p": 0.07380390167236328, + "m": 1.0 + }, + { + "p": 0.05992938578128815, + "m": 1.0 + }, + { + "p": 0.06231365725398064, + "m": 1.0 + }, + { + "p": 0.03812054544687271, + "m": 1.0 + }, + { + "p": 0.06143219769001007, + "m": 0.969275951385498 + }, + { + "p": 0.06544762849807739, + "m": 1.0 + }, + { + "p": 0.03925244137644768, + "m": 0.6583489179611206 + }, + { + "p": 0.03297354280948639, + "m": 0.8061246275901794 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3605819940567017, + "val_loss": 0.7953950762748718, + "acc": 67.61, + "time": 224.62243651796598, + "param": [ + { + "p": 0.06128217279911041, + "m": 1.0 + }, + { + "p": 0.04390380159020424, + "m": 1.0 + }, + { + "p": 0.06372512131929398, + "m": 1.0 + }, + { + "p": 0.05308748409152031, + "m": 0.6154599189758301 + }, + { + "p": 0.07756888121366501, + "m": 0.6622964143753052 + }, + { + "p": 0.048718467354774475, + "m": 0.7392922043800354 + }, + { + "p": 0.06697650998830795, + "m": 0.6290813684463501 + }, + { + "p": 0.06072245165705681, + "m": 0.7355009317398071 + }, + { + "p": 0.06310462951660156, + "m": 1.0 + }, + { + "p": 0.0477394238114357, + "m": 0.959712028503418 + }, + { + "p": 0.0489506833255291, + "m": 1.0 + }, + { + "p": 0.053904253989458084, + "m": 0.9955629706382751 + }, + { + "p": 0.06323052942752838, + "m": 1.0 + }, + { + "p": 0.04586208239197731, + "m": 1.0 + }, + { + "p": 0.0635136142373085, + "m": 0.9660661220550537 + }, + { + "p": 0.06481669098138809, + "m": 1.0 + }, + { + "p": 0.04293295741081238, + "m": 0.7274659276008606 + }, + { + "p": 0.0299602709710598, + "m": 0.8868069648742676 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.3659218549728394, + "val_loss": 0.9306460618972778, + "acc": 68.36, + "time": 219.84914150298573, + "param": [ + { + "p": 0.07588133215904236, + "m": 1.0 + }, + { + "p": 0.048845551908016205, + "m": 1.0 + }, + { + "p": 0.0507863350212574, + "m": 1.0 + }, + { + "p": 0.06517857313156128, + "m": 0.6442692875862122 + }, + { + "p": 0.05735991150140762, + "m": 0.5624406337738037 + }, + { + "p": 0.049258481711149216, + "m": 0.8209257125854492 + }, + { + "p": 0.055250827223062515, + "m": 0.7379738688468933 + }, + { + "p": 0.047929540276527405, + "m": 0.8771211504936218 + }, + { + "p": 0.0588330402970314, + "m": 1.0 + }, + { + "p": 0.042278990149497986, + "m": 0.9718208312988281 + }, + { + "p": 0.04434450343251228, + "m": 0.9533209204673767 + }, + { + "p": 0.06297639012336731, + "m": 1.0 + }, + { + "p": 0.08142410218715668, + "m": 1.0 + }, + { + "p": 0.04980982467532158, + "m": 1.0 + }, + { + "p": 0.07571292668581009, + "m": 0.9126728177070618 + }, + { + "p": 0.06215459108352661, + "m": 0.9896727204322815 + }, + { + "p": 0.03799736499786377, + "m": 0.7781434655189514 + }, + { + "p": 0.033977609127759933, + "m": 0.9649491310119629 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.3801308870315552, + "val_loss": 0.9393473267555237, + "acc": 66.95, + "time": 215.41954503802117, + "param": [ + { + "p": 0.048272352665662766, + "m": 1.0 + }, + { + "p": 0.048674993216991425, + "m": 1.0 + }, + { + "p": 0.07054843008518219, + "m": 1.0 + }, + { + "p": 0.07972843199968338, + "m": 0.6791136264801025 + }, + { + "p": 0.04330636188387871, + "m": 0.5608893036842346 + }, + { + "p": 0.045947883278131485, + "m": 0.7467697858810425 + }, + { + "p": 0.027798954397439957, + "m": 0.7215048670768738 + }, + { + "p": 0.06243927404284477, + "m": 0.8079620003700256 + }, + { + "p": 0.07404771447181702, + "m": 0.9977396726608276 + }, + { + "p": 0.07626596838235855, + "m": 0.902208149433136 + }, + { + "p": 0.05774763226509094, + "m": 1.0 + }, + { + "p": 0.07709276676177979, + "m": 0.999358594417572 + }, + { + "p": 0.05852542445063591, + "m": 1.0 + }, + { + "p": 0.04298272356390953, + "m": 1.0 + }, + { + "p": 0.036177437752485275, + "m": 0.9585279226303101 + }, + { + "p": 0.0430271290242672, + "m": 0.9823009371757507 + }, + { + "p": 0.06590015441179276, + "m": 0.8093790411949158 + }, + { + "p": 0.04151636362075806, + "m": 0.9698408842086792 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1616060733795166, + "val_loss": 0.9506435990333557, + "acc": 67.5, + "time": 213.49698924506083, + "param": [ + { + "p": 0.049547865986824036, + "m": 1.0 + }, + { + "p": 0.059260595589876175, + "m": 1.0 + }, + { + "p": 0.05138690024614334, + "m": 1.0 + }, + { + "p": 0.05753070116043091, + "m": 0.7192626595497131 + }, + { + "p": 0.06409966200590134, + "m": 0.5354570746421814 + }, + { + "p": 0.04605809971690178, + "m": 0.8047511577606201 + }, + { + "p": 0.05149064585566521, + "m": 0.8324809670448303 + }, + { + "p": 0.05827838554978371, + "m": 0.8228294253349304 + }, + { + "p": 0.06290320307016373, + "m": 1.0 + }, + { + "p": 0.06478380411863327, + "m": 0.8637742400169373 + }, + { + "p": 0.0538024827837944, + "m": 0.9526829123497009 + }, + { + "p": 0.048392076045274734, + "m": 1.0 + }, + { + "p": 0.06118427962064743, + "m": 1.0 + }, + { + "p": 0.053105007857084274, + "m": 1.0 + }, + { + "p": 0.05768314749002457, + "m": 0.6287311911582947 + }, + { + "p": 0.0628105029463768, + "m": 1.0 + }, + { + "p": 0.04815654456615448, + "m": 0.8060083985328674 + }, + { + "p": 0.04952598735690117, + "m": 0.9300913214683533 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.406496524810791, + "val_loss": 1.0574177503585815, + "acc": 67.8, + "time": 217.48302112997044, + "param": [ + { + "p": 0.06200641766190529, + "m": 1.0 + }, + { + "p": 0.04201434925198555, + "m": 1.0 + }, + { + "p": 0.060021933168172836, + "m": 1.0 + }, + { + "p": 0.06195070967078209, + "m": 0.8041619658470154 + }, + { + "p": 0.061609044671058655, + "m": 0.5494646430015564 + }, + { + "p": 0.057686664164066315, + "m": 0.9043734073638916 + }, + { + "p": 0.03886201232671738, + "m": 0.8613647818565369 + }, + { + "p": 0.05991917476058006, + "m": 0.7701951265335083 + }, + { + "p": 0.07579590380191803, + "m": 1.0 + }, + { + "p": 0.05951016768813133, + "m": 0.896649956703186 + }, + { + "p": 0.03669542446732521, + "m": 1.0 + }, + { + "p": 0.07911583036184311, + "m": 1.0 + }, + { + "p": 0.05716899409890175, + "m": 1.0 + }, + { + "p": 0.04147456958889961, + "m": 1.0 + }, + { + "p": 0.06598412990570068, + "m": 0.8349820375442505 + }, + { + "p": 0.05885481461882591, + "m": 1.0 + }, + { + "p": 0.031676098704338074, + "m": 0.7400079965591431 + }, + { + "p": 0.04965375363826752, + "m": 0.8885540962219238 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3608802556991577, + "val_loss": 0.9842432141304016, + "acc": 68.47, + "time": 223.49305350903887, + "param": [ + { + "p": 0.051040228456258774, + "m": 1.0 + }, + { + "p": 0.04625827819108963, + "m": 1.0 + }, + { + "p": 0.06857930123806, + "m": 1.0 + }, + { + "p": 0.062142264097929, + "m": 0.8072863221168518 + }, + { + "p": 0.06169339641928673, + "m": 0.5681748390197754 + }, + { + "p": 0.05785708501935005, + "m": 0.9326633810997009 + }, + { + "p": 0.033722635358572006, + "m": 0.8421825766563416 + }, + { + "p": 0.058257170021533966, + "m": 0.8915427327156067 + }, + { + "p": 0.06512987613677979, + "m": 1.0 + }, + { + "p": 0.0534585639834404, + "m": 0.9306507110595703 + }, + { + "p": 0.05234147235751152, + "m": 1.0 + }, + { + "p": 0.06570485979318619, + "m": 1.0 + }, + { + "p": 0.0584404282271862, + "m": 1.0 + }, + { + "p": 0.06825970113277435, + "m": 1.0 + }, + { + "p": 0.06489297747612, + "m": 0.8106594085693359 + }, + { + "p": 0.0617014579474926, + "m": 1.0 + }, + { + "p": 0.03052143193781376, + "m": 0.7510628700256348 + }, + { + "p": 0.03999892994761467, + "m": 0.8714805245399475 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.440030813217163, + "val_loss": 0.9107878804206848, + "acc": 68.24, + "time": 222.50362798001152, + "param": [ + { + "p": 0.05555238947272301, + "m": 1.0 + }, + { + "p": 0.04447508230805397, + "m": 1.0 + }, + { + "p": 0.05938657000660896, + "m": 1.0 + }, + { + "p": 0.0547320693731308, + "m": 0.8283218741416931 + }, + { + "p": 0.07063712179660797, + "m": 0.548298716545105 + }, + { + "p": 0.04329758882522583, + "m": 0.9420300126075745 + }, + { + "p": 0.06308991461992264, + "m": 0.8219146132469177 + }, + { + "p": 0.05979513004422188, + "m": 0.8712610006332397 + }, + { + "p": 0.04920761287212372, + "m": 0.9922746419906616 + }, + { + "p": 0.06992178410291672, + "m": 0.8156538605690002 + }, + { + "p": 0.0594184547662735, + "m": 1.0 + }, + { + "p": 0.052781276404857635, + "m": 1.0 + }, + { + "p": 0.08089651167392731, + "m": 1.0 + }, + { + "p": 0.06634901463985443, + "m": 1.0 + }, + { + "p": 0.05328134819865227, + "m": 0.8438214659690857 + }, + { + "p": 0.04114223271608353, + "m": 0.9837917685508728 + }, + { + "p": 0.05587439984083176, + "m": 0.779572069644928 + }, + { + "p": 0.020161451771855354, + "m": 0.8084776997566223 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.3726226091384888, + "val_loss": 0.9242597222328186, + "acc": 68.68, + "time": 226.96339473791886, + "param": [ + { + "p": 0.07845322042703629, + "m": 1.0 + }, + { + "p": 0.05178920552134514, + "m": 1.0 + }, + { + "p": 0.06024970859289169, + "m": 1.0 + }, + { + "p": 0.05917271599173546, + "m": 0.8766139149665833 + }, + { + "p": 0.06671115010976791, + "m": 0.5915125608444214 + }, + { + "p": 0.03338417410850525, + "m": 0.9398247599601746 + }, + { + "p": 0.033530041575431824, + "m": 0.9417254328727722 + }, + { + "p": 0.0720941498875618, + "m": 0.9786354899406433 + }, + { + "p": 0.05003134533762932, + "m": 0.9966830015182495 + }, + { + "p": 0.06478364765644073, + "m": 0.791592001914978 + }, + { + "p": 0.06048720329999924, + "m": 1.0 + }, + { + "p": 0.06304541230201721, + "m": 0.9921813011169434 + }, + { + "p": 0.06563059985637665, + "m": 1.0 + }, + { + "p": 0.05405682697892189, + "m": 1.0 + }, + { + "p": 0.03377308323979378, + "m": 0.9042264819145203 + }, + { + "p": 0.06737163662910461, + "m": 0.9957179427146912 + }, + { + "p": 0.0453486293554306, + "m": 0.8209868669509888 + }, + { + "p": 0.04008728265762329, + "m": 0.9390451908111572 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4160338640213013, + "val_loss": 0.8757410049438477, + "acc": 67.67, + "time": 221.19572701107245, + "param": [ + { + "p": 0.06443946808576584, + "m": 1.0 + }, + { + "p": 0.04946481063961983, + "m": 1.0 + }, + { + "p": 0.06294378638267517, + "m": 1.0 + }, + { + "p": 0.06109354645013809, + "m": 0.7462385296821594 + }, + { + "p": 0.06814403086900711, + "m": 0.5947670340538025 + }, + { + "p": 0.03352239355444908, + "m": 0.8952392935752869 + }, + { + "p": 0.05600620433688164, + "m": 0.9714822173118591 + }, + { + "p": 0.04898416996002197, + "m": 0.9373465776443481 + }, + { + "p": 0.05163384974002838, + "m": 1.0 + }, + { + "p": 0.0629146620631218, + "m": 0.7634726762771606 + }, + { + "p": 0.06604798883199692, + "m": 1.0 + }, + { + "p": 0.07009028643369675, + "m": 1.0 + }, + { + "p": 0.07654155790805817, + "m": 1.0 + }, + { + "p": 0.04653558507561684, + "m": 1.0 + }, + { + "p": 0.054868727922439575, + "m": 0.9516196846961975 + }, + { + "p": 0.05883641541004181, + "m": 1.0 + }, + { + "p": 0.04457244277000427, + "m": 0.8322616815567017 + }, + { + "p": 0.023360127583146095, + "m": 0.9877992868423462 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2738527059555054, + "val_loss": 0.9953358173370361, + "acc": 68.63, + "time": 213.27966562996153, + "param": [ + { + "p": 0.06585323065519333, + "m": 1.0 + }, + { + "p": 0.05182994529604912, + "m": 1.0 + }, + { + "p": 0.0533713698387146, + "m": 1.0 + }, + { + "p": 0.05902785062789917, + "m": 0.6719672679901123 + }, + { + "p": 0.05073746666312218, + "m": 0.6252816319465637 + }, + { + "p": 0.07084091752767563, + "m": 0.8559580445289612 + }, + { + "p": 0.06109073385596275, + "m": 0.8707650899887085 + }, + { + "p": 0.05086790397763252, + "m": 0.8486747741699219 + }, + { + "p": 0.05884459987282753, + "m": 1.0 + }, + { + "p": 0.0688067302107811, + "m": 0.6545721888542175 + }, + { + "p": 0.04183783009648323, + "m": 1.0 + }, + { + "p": 0.06503584235906601, + "m": 1.0 + }, + { + "p": 0.06954184919595718, + "m": 1.0 + }, + { + "p": 0.02216149866580963, + "m": 1.0 + }, + { + "p": 0.05451749265193939, + "m": 0.9618658423423767 + }, + { + "p": 0.06773974001407623, + "m": 1.0 + }, + { + "p": 0.0538436621427536, + "m": 0.9263160228729248 + }, + { + "p": 0.0340513177216053, + "m": 0.9971882700920105 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.410485863685608, + "val_loss": 0.8660889863967896, + "acc": 68.99, + "time": 222.34279230597895, + "param": [ + { + "p": 0.05658666789531708, + "m": 1.0 + }, + { + "p": 0.03223475068807602, + "m": 1.0 + }, + { + "p": 0.06546693295240402, + "m": 1.0 + }, + { + "p": 0.054693546146154404, + "m": 0.7122994661331177 + }, + { + "p": 0.07544540613889694, + "m": 0.47359925508499146 + }, + { + "p": 0.05267958715558052, + "m": 0.7793207764625549 + }, + { + "p": 0.05655983090400696, + "m": 0.9304711222648621 + }, + { + "p": 0.055556148290634155, + "m": 0.8915892839431763 + }, + { + "p": 0.05958933383226395, + "m": 1.0 + }, + { + "p": 0.05607370287179947, + "m": 0.7055332064628601 + }, + { + "p": 0.06745520979166031, + "m": 1.0 + }, + { + "p": 0.060304224491119385, + "m": 1.0 + }, + { + "p": 0.053787510842084885, + "m": 1.0 + }, + { + "p": 0.06429917365312576, + "m": 1.0 + }, + { + "p": 0.03978091850876808, + "m": 0.9987773299217224 + }, + { + "p": 0.05372079834342003, + "m": 1.0 + }, + { + "p": 0.04492086172103882, + "m": 0.8330916166305542 + }, + { + "p": 0.0508454367518425, + "m": 0.9466173052787781 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.3767058849334717, + "val_loss": 0.9025994539260864, + "acc": 68.4, + "time": 223.36560981196817, + "param": [ + { + "p": 0.05954873934388161, + "m": 1.0 + }, + { + "p": 0.08038860559463501, + "m": 1.0 + }, + { + "p": 0.0654960572719574, + "m": 1.0 + }, + { + "p": 0.0706041231751442, + "m": 0.6796820759773254 + }, + { + "p": 0.037767183035612106, + "m": 0.5162973403930664 + }, + { + "p": 0.061383962631225586, + "m": 0.7043397426605225 + }, + { + "p": 0.05220042169094086, + "m": 1.0 + }, + { + "p": 0.05738651379942894, + "m": 0.8995616436004639 + }, + { + "p": 0.05103183910250664, + "m": 1.0 + }, + { + "p": 0.05232100188732147, + "m": 0.7863335609436035 + }, + { + "p": 0.06112731248140335, + "m": 1.0 + }, + { + "p": 0.07614442706108093, + "m": 0.9740003943443298 + }, + { + "p": 0.04861326515674591, + "m": 1.0 + }, + { + "p": 0.051676634699106216, + "m": 1.0 + }, + { + "p": 0.055558111518621445, + "m": 0.9883638620376587 + }, + { + "p": 0.04811529442667961, + "m": 1.0 + }, + { + "p": 0.0363602451980114, + "m": 0.9443615078926086 + }, + { + "p": 0.03427620604634285, + "m": 0.949213981628418 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2124987840652466, + "val_loss": 0.8737174272537231, + "acc": 68.54, + "time": 222.52294457203243, + "param": [ + { + "p": 0.06252406537532806, + "m": 1.0 + }, + { + "p": 0.06165836378931999, + "m": 1.0 + }, + { + "p": 0.04006616026163101, + "m": 1.0 + }, + { + "p": 0.07752281427383423, + "m": 0.6690894365310669 + }, + { + "p": 0.06392660737037659, + "m": 0.5053094029426575 + }, + { + "p": 0.057357367128133774, + "m": 0.7594775557518005 + }, + { + "p": 0.027435973286628723, + "m": 0.9901270866394043 + }, + { + "p": 0.07098853588104248, + "m": 0.9071113467216492 + }, + { + "p": 0.05798962339758873, + "m": 0.9991791248321533 + }, + { + "p": 0.054717276245355606, + "m": 0.700930655002594 + }, + { + "p": 0.07280351966619492, + "m": 1.0 + }, + { + "p": 0.03151140362024307, + "m": 0.9854691028594971 + }, + { + "p": 0.07587967067956924, + "m": 1.0 + }, + { + "p": 0.05982045829296112, + "m": 1.0 + }, + { + "p": 0.06219629570841789, + "m": 0.9324819445610046 + }, + { + "p": 0.05031904578208923, + "m": 0.9738019108772278 + }, + { + "p": 0.012455560266971588, + "m": 0.9902663230895996 + }, + { + "p": 0.06082726642489433, + "m": 0.9783638119697571 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3976941108703613, + "val_loss": 1.0064650774002075, + "acc": 67.23, + "time": 227.4864636900602, + "param": [ + { + "p": 0.066801056265831, + "m": 1.0 + }, + { + "p": 0.02971808612346649, + "m": 1.0 + }, + { + "p": 0.06677640229463577, + "m": 1.0 + }, + { + "p": 0.05181724950671196, + "m": 0.7112107276916504 + }, + { + "p": 0.04528301954269409, + "m": 0.3987782597541809 + }, + { + "p": 0.06527870893478394, + "m": 0.6960206627845764 + }, + { + "p": 0.05920249596238136, + "m": 0.8823692202568054 + }, + { + "p": 0.033078648149967194, + "m": 0.901151716709137 + }, + { + "p": 0.04817211627960205, + "m": 0.9841995239257812 + }, + { + "p": 0.043262556195259094, + "m": 0.8271398544311523 + }, + { + "p": 0.086609847843647, + "m": 0.9982590675354004 + }, + { + "p": 0.04415684938430786, + "m": 1.0 + }, + { + "p": 0.07521570473909378, + "m": 1.0 + }, + { + "p": 0.023879719898104668, + "m": 1.0 + }, + { + "p": 0.06038856878876686, + "m": 0.9968579411506653 + }, + { + "p": 0.08083285391330719, + "m": 1.0 + }, + { + "p": 0.06361394375562668, + "m": 0.9619410037994385 + }, + { + "p": 0.05591220781207085, + "m": 0.906663715839386 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3380450010299683, + "val_loss": 0.8735169768333435, + "acc": 69.55, + "time": 212.0528594889911, + "param": [ + { + "p": 0.06629763543605804, + "m": 1.0 + }, + { + "p": 0.05359366908669472, + "m": 1.0 + }, + { + "p": 0.05470982566475868, + "m": 1.0 + }, + { + "p": 0.03842587023973465, + "m": 0.6567345261573792 + }, + { + "p": 0.05062755197286606, + "m": 0.3935305178165436 + }, + { + "p": 0.050107214599847794, + "m": 0.583798348903656 + }, + { + "p": 0.05860134959220886, + "m": 0.9369171857833862 + }, + { + "p": 0.05174621194601059, + "m": 0.9335609078407288 + }, + { + "p": 0.05235922709107399, + "m": 1.0 + }, + { + "p": 0.050152916461229324, + "m": 0.7404590249061584 + }, + { + "p": 0.06551085412502289, + "m": 1.0 + }, + { + "p": 0.06293369829654694, + "m": 1.0 + }, + { + "p": 0.04798062890768051, + "m": 1.0 + }, + { + "p": 0.05755285173654556, + "m": 1.0 + }, + { + "p": 0.06652110815048218, + "m": 0.996763288974762 + }, + { + "p": 0.05919784680008888, + "m": 0.9717332124710083 + }, + { + "p": 0.05051226168870926, + "m": 0.9987600445747375 + }, + { + "p": 0.06316933780908585, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4261975288391113, + "val_loss": 0.8798204660415649, + "acc": 69.3, + "time": 212.8384614570532, + "param": [ + { + "p": 0.05734771117568016, + "m": 1.0 + }, + { + "p": 0.040244296193122864, + "m": 1.0 + }, + { + "p": 0.027987264096736908, + "m": 1.0 + }, + { + "p": 0.07161182165145874, + "m": 0.7608721852302551 + }, + { + "p": 0.07183149456977844, + "m": 0.3529405891895294 + }, + { + "p": 0.05091690644621849, + "m": 0.6534020304679871 + }, + { + "p": 0.03797696903347969, + "m": 1.0 + }, + { + "p": 0.05799718201160431, + "m": 0.93092942237854 + }, + { + "p": 0.05358477681875229, + "m": 1.0 + }, + { + "p": 0.05661960318684578, + "m": 0.7690356969833374 + }, + { + "p": 0.08547993004322052, + "m": 0.9943574666976929 + }, + { + "p": 0.058839816600084305, + "m": 0.993937611579895 + }, + { + "p": 0.06791441142559052, + "m": 1.0 + }, + { + "p": 0.047743041068315506, + "m": 1.0 + }, + { + "p": 0.06494826823472977, + "m": 0.9456368088722229 + }, + { + "p": 0.07360389083623886, + "m": 0.999186098575592 + }, + { + "p": 0.03908633068203926, + "m": 1.0 + }, + { + "p": 0.036266207695007324, + "m": 0.9514620304107666 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2382137775421143, + "val_loss": 0.8625956773757935, + "acc": 69.31, + "time": 223.3414597150404, + "param": [ + { + "p": 0.06040433421730995, + "m": 1.0 + }, + { + "p": 0.03639518842101097, + "m": 1.0 + }, + { + "p": 0.06331105530261993, + "m": 1.0 + }, + { + "p": 0.0476994626224041, + "m": 0.6713269948959351 + }, + { + "p": 0.06875760853290558, + "m": 0.5361047983169556 + }, + { + "p": 0.048657290637493134, + "m": 0.577448844909668 + }, + { + "p": 0.06581315398216248, + "m": 0.919910192489624 + }, + { + "p": 0.032302867621183395, + "m": 0.9330757856369019 + }, + { + "p": 0.05943883955478668, + "m": 1.0 + }, + { + "p": 0.05370967462658882, + "m": 0.8678234219551086 + }, + { + "p": 0.07489009201526642, + "m": 1.0 + }, + { + "p": 0.04873444139957428, + "m": 0.996552050113678 + }, + { + "p": 0.0937051996588707, + "m": 1.0 + }, + { + "p": 0.07071474194526672, + "m": 1.0 + }, + { + "p": 0.062261659651994705, + "m": 0.9844083786010742 + }, + { + "p": 0.04403724893927574, + "m": 1.0 + }, + { + "p": 0.0512850321829319, + "m": 0.9889583587646484 + }, + { + "p": 0.017882132902741432, + "m": 0.8777182698249817 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.1538559198379517, + "val_loss": 0.9224787950515747, + "acc": 67.72, + "time": 223.50619736895896, + "param": [ + { + "p": 0.047803934663534164, + "m": 1.0 + }, + { + "p": 0.05474996194243431, + "m": 1.0 + }, + { + "p": 0.05244829133152962, + "m": 1.0 + }, + { + "p": 0.04639199376106262, + "m": 0.6156602501869202 + }, + { + "p": 0.05542987957596779, + "m": 0.4834059476852417 + }, + { + "p": 0.060068242251873016, + "m": 0.594203531742096 + }, + { + "p": 0.06944501399993896, + "m": 0.948671281337738 + }, + { + "p": 0.05657673999667168, + "m": 0.871708333492279 + }, + { + "p": 0.057491157203912735, + "m": 1.0 + }, + { + "p": 0.04985397309064865, + "m": 0.7333396077156067 + }, + { + "p": 0.05349595472216606, + "m": 1.0 + }, + { + "p": 0.06002878025174141, + "m": 1.0 + }, + { + "p": 0.043815627694129944, + "m": 1.0 + }, + { + "p": 0.07033687829971313, + "m": 1.0 + }, + { + "p": 0.06248980015516281, + "m": 0.9149957299232483 + }, + { + "p": 0.06148010119795799, + "m": 1.0 + }, + { + "p": 0.053098805248737335, + "m": 1.0 + }, + { + "p": 0.044994890689849854, + "m": 0.8532785177230835 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3726692199707031, + "val_loss": 0.8898987174034119, + "acc": 67.26, + "time": 221.36146364395972, + "param": [ + { + "p": 0.0665455013513565, + "m": 1.0 + }, + { + "p": 0.04685978963971138, + "m": 1.0 + }, + { + "p": 0.07657386362552643, + "m": 1.0 + }, + { + "p": 0.06123669072985649, + "m": 0.6468221545219421 + }, + { + "p": 0.05631179362535477, + "m": 0.41021478176116943 + }, + { + "p": 0.03420828655362129, + "m": 0.5989646315574646 + }, + { + "p": 0.05863708630204201, + "m": 0.9843621850013733 + }, + { + "p": 0.059207987040281296, + "m": 0.8096632957458496 + }, + { + "p": 0.05792788043618202, + "m": 0.9506199955940247 + }, + { + "p": 0.05739418789744377, + "m": 0.7295888662338257 + }, + { + "p": 0.07380741834640503, + "m": 1.0 + }, + { + "p": 0.05786163732409477, + "m": 0.9971333146095276 + }, + { + "p": 0.07026352733373642, + "m": 1.0 + }, + { + "p": 0.04450429230928421, + "m": 1.0 + }, + { + "p": 0.04662679135799408, + "m": 0.929228663444519 + }, + { + "p": 0.04804333299398422, + "m": 0.9946051239967346 + }, + { + "p": 0.024976281449198723, + "m": 0.9844015836715698 + }, + { + "p": 0.05901370570063591, + "m": 0.8460394740104675 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2282562255859375, + "val_loss": 0.9028726816177368, + "acc": 68.58, + "time": 215.4504521850031, + "param": [ + { + "p": 0.05562504753470421, + "m": 1.0 + }, + { + "p": 0.04385831207036972, + "m": 1.0 + }, + { + "p": 0.061412956565618515, + "m": 1.0 + }, + { + "p": 0.04940010607242584, + "m": 0.6619126796722412 + }, + { + "p": 0.03220610320568085, + "m": 0.4944772720336914 + }, + { + "p": 0.05154125392436981, + "m": 0.5793405175209045 + }, + { + "p": 0.07175298035144806, + "m": 1.0 + }, + { + "p": 0.0658385306596756, + "m": 0.8900561332702637 + }, + { + "p": 0.03898615017533302, + "m": 0.9975976347923279 + }, + { + "p": 0.05969846248626709, + "m": 0.7411584854125977 + }, + { + "p": 0.07283621281385422, + "m": 0.997223973274231 + }, + { + "p": 0.07728208601474762, + "m": 1.0 + }, + { + "p": 0.0830061137676239, + "m": 1.0 + }, + { + "p": 0.07251182198524475, + "m": 1.0 + }, + { + "p": 0.04597883298993111, + "m": 1.0 + }, + { + "p": 0.0416535921394825, + "m": 1.0 + }, + { + "p": 0.03912118077278137, + "m": 0.9971935153007507 + }, + { + "p": 0.037290334701538086, + "m": 0.8700467944145203 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3581472635269165, + "val_loss": 0.8614077568054199, + "acc": 69.42, + "time": 226.36922407895327, + "param": [ + { + "p": 0.05978403985500336, + "m": 1.0 + }, + { + "p": 0.05206017196178436, + "m": 1.0 + }, + { + "p": 0.041767287999391556, + "m": 1.0 + }, + { + "p": 0.05333096534013748, + "m": 0.655978798866272 + }, + { + "p": 0.07100941240787506, + "m": 0.3962404131889343 + }, + { + "p": 0.055590350180864334, + "m": 0.6051406860351562 + }, + { + "p": 0.05920395255088806, + "m": 1.0 + }, + { + "p": 0.04664325341582298, + "m": 0.9139707684516907 + }, + { + "p": 0.05138196796178818, + "m": 1.0 + }, + { + "p": 0.04571029171347618, + "m": 0.7643862366676331 + }, + { + "p": 0.06002116948366165, + "m": 1.0 + }, + { + "p": 0.06944061070680618, + "m": 0.9928642511367798 + }, + { + "p": 0.051265086978673935, + "m": 1.0 + }, + { + "p": 0.07001316547393799, + "m": 1.0 + }, + { + "p": 0.04477410390973091, + "m": 0.9940428733825684 + }, + { + "p": 0.07152824848890305, + "m": 1.0 + }, + { + "p": 0.04991500824689865, + "m": 0.9867883920669556 + }, + { + "p": 0.046561017632484436, + "m": 0.8363640308380127 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1760139465332031, + "val_loss": 0.7760432362556458, + "acc": 70.02, + "time": 225.66309442790225, + "param": [ + { + "p": 0.05982586741447449, + "m": 1.0 + }, + { + "p": 0.046063825488090515, + "m": 1.0 + }, + { + "p": 0.063517726957798, + "m": 1.0 + }, + { + "p": 0.04019192233681679, + "m": 0.6511681079864502 + }, + { + "p": 0.06213149055838585, + "m": 0.5270059108734131 + }, + { + "p": 0.05846070870757103, + "m": 0.4837579131126404 + }, + { + "p": 0.043688878417015076, + "m": 0.9092546701431274 + }, + { + "p": 0.04974246770143509, + "m": 0.9434671998023987 + }, + { + "p": 0.05730392411351204, + "m": 0.9991717338562012 + }, + { + "p": 0.06371522694826126, + "m": 0.7791357636451721 + }, + { + "p": 0.06082639843225479, + "m": 1.0 + }, + { + "p": 0.05079863965511322, + "m": 1.0 + }, + { + "p": 0.0765785351395607, + "m": 1.0 + }, + { + "p": 0.0614069327712059, + "m": 1.0 + }, + { + "p": 0.06361961364746094, + "m": 0.9264515042304993 + }, + { + "p": 0.05362888425588608, + "m": 0.9813529849052429 + }, + { + "p": 0.04687569662928581, + "m": 0.9932178258895874 + }, + { + "p": 0.04162327200174332, + "m": 0.7561154365539551 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3300701379776, + "val_loss": 0.834889829158783, + "acc": 70.79, + "time": 226.9369725220604, + "param": [ + { + "p": 0.04269061237573624, + "m": 1.0 + }, + { + "p": 0.023811208084225655, + "m": 1.0 + }, + { + "p": 0.07117070257663727, + "m": 1.0 + }, + { + "p": 0.05254971608519554, + "m": 0.6016907095909119 + }, + { + "p": 0.03799296170473099, + "m": 0.5988031029701233 + }, + { + "p": 0.0614229291677475, + "m": 0.5760067105293274 + }, + { + "p": 0.0646136999130249, + "m": 0.80733722448349 + }, + { + "p": 0.06880174577236176, + "m": 0.9241935014724731 + }, + { + "p": 0.08401568979024887, + "m": 1.0 + }, + { + "p": 0.06208300217986107, + "m": 0.8515561819076538 + }, + { + "p": 0.07117780297994614, + "m": 0.9991955757141113 + }, + { + "p": 0.04572482779622078, + "m": 0.9977148175239563 + }, + { + "p": 0.044573377817869186, + "m": 1.0 + }, + { + "p": 0.06913396716117859, + "m": 1.0 + }, + { + "p": 0.05574566498398781, + "m": 0.9493215084075928 + }, + { + "p": 0.06291811168193817, + "m": 0.9923778176307678 + }, + { + "p": 0.046365633606910706, + "m": 1.0 + }, + { + "p": 0.035208333283662796, + "m": 0.6732906699180603 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3998059034347534, + "val_loss": 0.8840377330780029, + "acc": 70.25, + "time": 222.06433781096712, + "param": [ + { + "p": 0.07703296840190887, + "m": 1.0 + }, + { + "p": 0.05312399938702583, + "m": 1.0 + }, + { + "p": 0.04328608885407448, + "m": 1.0 + }, + { + "p": 0.047944579273462296, + "m": 0.6508850455284119 + }, + { + "p": 0.03976703807711601, + "m": 0.5833488702774048 + }, + { + "p": 0.05158507451415062, + "m": 0.5106017589569092 + }, + { + "p": 0.061975378543138504, + "m": 0.7832409143447876 + }, + { + "p": 0.052404094487428665, + "m": 0.8230004906654358 + }, + { + "p": 0.06679363548755646, + "m": 1.0 + }, + { + "p": 0.06944256275892258, + "m": 0.7845548987388611 + }, + { + "p": 0.04167374223470688, + "m": 1.0 + }, + { + "p": 0.07618645578622818, + "m": 1.0 + }, + { + "p": 0.07751204073429108, + "m": 1.0 + }, + { + "p": 0.057117972522974014, + "m": 1.0 + }, + { + "p": 0.04793179780244827, + "m": 0.9972755312919617 + }, + { + "p": 0.04612749442458153, + "m": 1.0 + }, + { + "p": 0.03294801339507103, + "m": 0.8645337224006653 + }, + { + "p": 0.057147108018398285, + "m": 0.6359104514122009 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.165404200553894, + "val_loss": 1.0369149446487427, + "acc": 70.16, + "time": 222.29140364693012, + "param": [ + { + "p": 0.06010102480649948, + "m": 1.0 + }, + { + "p": 0.05600332096219063, + "m": 1.0 + }, + { + "p": 0.052087295800447464, + "m": 1.0 + }, + { + "p": 0.05594227835536003, + "m": 0.677176833152771 + }, + { + "p": 0.07005328685045242, + "m": 0.5431365370750427 + }, + { + "p": 0.05879606306552887, + "m": 0.46850281953811646 + }, + { + "p": 0.05377144366502762, + "m": 0.9412844181060791 + }, + { + "p": 0.055719465017318726, + "m": 0.8705753087997437 + }, + { + "p": 0.05270213633775711, + "m": 0.9811497330665588 + }, + { + "p": 0.0654606744647026, + "m": 0.9020799398422241 + }, + { + "p": 0.05691961944103241, + "m": 0.987878143787384 + }, + { + "p": 0.06415116786956787, + "m": 0.9990075826644897 + }, + { + "p": 0.05254834145307541, + "m": 1.0 + }, + { + "p": 0.06096969544887543, + "m": 1.0 + }, + { + "p": 0.03886587917804718, + "m": 1.0 + }, + { + "p": 0.06387477368116379, + "m": 1.0 + }, + { + "p": 0.046461764723062515, + "m": 0.825825035572052 + }, + { + "p": 0.035571709275245667, + "m": 0.572300910949707 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.3036913871765137, + "val_loss": 1.0085045099258423, + "acc": 68.26, + "time": 225.80590211495291, + "param": [ + { + "p": 0.055246055126190186, + "m": 1.0 + }, + { + "p": 0.04321868717670441, + "m": 1.0 + }, + { + "p": 0.061374831944704056, + "m": 1.0 + }, + { + "p": 0.048561397939920425, + "m": 0.5579451322555542 + }, + { + "p": 0.04890745133161545, + "m": 0.5847061276435852 + }, + { + "p": 0.06409917771816254, + "m": 0.532870352268219 + }, + { + "p": 0.06633666157722473, + "m": 0.8454379439353943 + }, + { + "p": 0.07488151639699936, + "m": 0.8548756241798401 + }, + { + "p": 0.059045370668172836, + "m": 1.0 + }, + { + "p": 0.05783175677061081, + "m": 0.8050283789634705 + }, + { + "p": 0.06429082900285721, + "m": 1.0 + }, + { + "p": 0.05288131535053253, + "m": 1.0 + }, + { + "p": 0.0505671501159668, + "m": 1.0 + }, + { + "p": 0.06270033866167068, + "m": 1.0 + }, + { + "p": 0.059338249266147614, + "m": 1.0 + }, + { + "p": 0.06216220557689667, + "m": 0.995337724685669 + }, + { + "p": 0.024197718128561974, + "m": 0.7608568072319031 + }, + { + "p": 0.04435941204428673, + "m": 0.7077624797821045 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1577739715576172, + "val_loss": 1.0307950973510742, + "acc": 69.02, + "time": 214.77813204703853, + "param": [ + { + "p": 0.08718295395374298, + "m": 1.0 + }, + { + "p": 0.06357838958501816, + "m": 1.0 + }, + { + "p": 0.06521496176719666, + "m": 1.0 + }, + { + "p": 0.017183423042297363, + "m": 0.6512405276298523 + }, + { + "p": 0.041798315942287445, + "m": 0.5581884384155273 + }, + { + "p": 0.0746806338429451, + "m": 0.4946688115596771 + }, + { + "p": 0.048789188265800476, + "m": 0.8843804597854614 + }, + { + "p": 0.04792017489671707, + "m": 0.9056427478790283 + }, + { + "p": 0.04214095324277878, + "m": 0.9995594620704651 + }, + { + "p": 0.07662046700716019, + "m": 0.9355211853981018 + }, + { + "p": 0.06567211449146271, + "m": 1.0 + }, + { + "p": 0.07445405423641205, + "m": 1.0 + }, + { + "p": 0.08517500013113022, + "m": 1.0 + }, + { + "p": 0.0469140000641346, + "m": 1.0 + }, + { + "p": 0.036737505346536636, + "m": 0.8764810562133789 + }, + { + "p": 0.05729192867875099, + "m": 0.9997148513793945 + }, + { + "p": 0.06864583492279053, + "m": 0.8141332268714905 + }, + { + "p": 0.0, + "m": 0.6775491833686829 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1300872564315796, + "val_loss": 0.8231212496757507, + "acc": 70.16, + "time": 215.61701222194824, + "param": [ + { + "p": 0.06823021918535233, + "m": 1.0 + }, + { + "p": 0.043863434344530106, + "m": 1.0 + }, + { + "p": 0.055107682943344116, + "m": 1.0 + }, + { + "p": 0.06960928440093994, + "m": 0.6536547541618347 + }, + { + "p": 0.06570417433977127, + "m": 0.42925354838371277 + }, + { + "p": 0.05084255337715149, + "m": 0.56441330909729 + }, + { + "p": 0.05741829797625542, + "m": 0.9760193824768066 + }, + { + "p": 0.05243787541985512, + "m": 0.7798374891281128 + }, + { + "p": 0.05276466906070709, + "m": 1.0 + }, + { + "p": 0.07120415568351746, + "m": 0.9627202153205872 + }, + { + "p": 0.05553489550948143, + "m": 0.9957180023193359 + }, + { + "p": 0.06535261869430542, + "m": 0.9783836007118225 + }, + { + "p": 0.0618840828537941, + "m": 1.0 + }, + { + "p": 0.07287824153900146, + "m": 1.0 + }, + { + "p": 0.04891155660152435, + "m": 0.9759209752082825 + }, + { + "p": 0.06598561257123947, + "m": 0.9750807285308838 + }, + { + "p": 0.020899789407849312, + "m": 0.6625617742538452 + }, + { + "p": 0.021370772272348404, + "m": 0.6681778430938721 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2882697582244873, + "val_loss": 0.863253653049469, + "acc": 70.9, + "time": 226.458335525007, + "param": [ + { + "p": 0.06596209853887558, + "m": 1.0 + }, + { + "p": 0.037941690534353256, + "m": 1.0 + }, + { + "p": 0.06968844681978226, + "m": 1.0 + }, + { + "p": 0.052866380661726, + "m": 0.6855754256248474 + }, + { + "p": 0.0642288476228714, + "m": 0.4325364828109741 + }, + { + "p": 0.0704892948269844, + "m": 0.5793924927711487 + }, + { + "p": 0.03980760648846626, + "m": 0.9988057613372803 + }, + { + "p": 0.07714442908763885, + "m": 0.8500543832778931 + }, + { + "p": 0.05239405110478401, + "m": 0.9512678384780884 + }, + { + "p": 0.04184123873710632, + "m": 0.8881749510765076 + }, + { + "p": 0.0582636259496212, + "m": 1.0 + }, + { + "p": 0.05931854620575905, + "m": 1.0 + }, + { + "p": 0.05232573300600052, + "m": 1.0 + }, + { + "p": 0.04193640127778053, + "m": 1.0 + }, + { + "p": 0.03755475580692291, + "m": 1.0 + }, + { + "p": 0.06271376460790634, + "m": 0.9717469811439514 + }, + { + "p": 0.049446869641542435, + "m": 0.7194297313690186 + }, + { + "p": 0.0660761371254921, + "m": 0.7876918315887451 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1813440322875977, + "val_loss": 0.824483335018158, + "acc": 69.48, + "time": 215.91127442696597, + "param": [ + { + "p": 0.06601344048976898, + "m": 1.0 + }, + { + "p": 0.04787013307213783, + "m": 1.0 + }, + { + "p": 0.06264577060937881, + "m": 1.0 + }, + { + "p": 0.0777948647737503, + "m": 0.6790117025375366 + }, + { + "p": 0.048535026609897614, + "m": 0.5400151610374451 + }, + { + "p": 0.08042898774147034, + "m": 0.5408889055252075 + }, + { + "p": 0.03127903863787651, + "m": 0.9617015719413757 + }, + { + "p": 0.0477433018386364, + "m": 0.7150428295135498 + }, + { + "p": 0.05082644522190094, + "m": 0.9432788491249084 + }, + { + "p": 0.06210366263985634, + "m": 0.9118631482124329 + }, + { + "p": 0.04933985322713852, + "m": 0.9603056907653809 + }, + { + "p": 0.05813835188746452, + "m": 0.9998075366020203 + }, + { + "p": 0.06887394189834595, + "m": 1.0 + }, + { + "p": 0.018772026523947716, + "m": 1.0 + }, + { + "p": 0.06146882474422455, + "m": 0.9065269231796265 + }, + { + "p": 0.0706852376461029, + "m": 0.9797938466072083 + }, + { + "p": 0.050078134983778, + "m": 0.7146417498588562 + }, + { + "p": 0.04740292578935623, + "m": 0.8013157248497009 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.2253111600875854, + "val_loss": 0.8612012267112732, + "acc": 70.1, + "time": 219.96683426597156, + "param": [ + { + "p": 0.08143671602010727, + "m": 1.0 + }, + { + "p": 0.04736035689711571, + "m": 1.0 + }, + { + "p": 0.0570378415286541, + "m": 1.0 + }, + { + "p": 0.061508193612098694, + "m": 0.7117328643798828 + }, + { + "p": 0.04286738112568855, + "m": 0.6709488034248352 + }, + { + "p": 0.0689082145690918, + "m": 0.6433647871017456 + }, + { + "p": 0.07202903926372528, + "m": 0.9704437851905823 + }, + { + "p": 0.0462036207318306, + "m": 0.7562245726585388 + }, + { + "p": 0.0577051118016243, + "m": 0.9835056662559509 + }, + { + "p": 0.05085235834121704, + "m": 0.751471757888794 + }, + { + "p": 0.054954513907432556, + "m": 0.9548248052597046 + }, + { + "p": 0.06907292455434799, + "m": 1.0 + }, + { + "p": 0.06792981177568436, + "m": 1.0 + }, + { + "p": 0.04860491305589676, + "m": 1.0 + }, + { + "p": 0.045198675245046616, + "m": 0.8702439665794373 + }, + { + "p": 0.03605323284864426, + "m": 1.0 + }, + { + "p": 0.038943901658058167, + "m": 0.7577171921730042 + }, + { + "p": 0.053333304822444916, + "m": 0.8019565343856812 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1042476892471313, + "val_loss": 0.8424580097198486, + "acc": 70.74, + "time": 215.54829845007043, + "param": [ + { + "p": 0.06843008100986481, + "m": 1.0 + }, + { + "p": 0.03601715341210365, + "m": 1.0 + }, + { + "p": 0.05691764876246452, + "m": 1.0 + }, + { + "p": 0.07404512166976929, + "m": 0.6220152378082275 + }, + { + "p": 0.07306546717882156, + "m": 0.6606189012527466 + }, + { + "p": 0.05133354663848877, + "m": 0.677506148815155 + }, + { + "p": 0.03820232301950455, + "m": 0.9465048313140869 + }, + { + "p": 0.07396619021892548, + "m": 0.8489746451377869 + }, + { + "p": 0.05157668888568878, + "m": 1.0 + }, + { + "p": 0.057809796184301376, + "m": 0.7261353135108948 + }, + { + "p": 0.06955526024103165, + "m": 1.0 + }, + { + "p": 0.06262630224227905, + "m": 1.0 + }, + { + "p": 0.04622146487236023, + "m": 1.0 + }, + { + "p": 0.05529514700174332, + "m": 1.0 + }, + { + "p": 0.05838196352124214, + "m": 0.8270155191421509 + }, + { + "p": 0.0720738098025322, + "m": 0.9957931637763977 + }, + { + "p": 0.03125397115945816, + "m": 0.83549964427948 + }, + { + "p": 0.023228181526064873, + "m": 0.8227214217185974 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3929531574249268, + "val_loss": 0.8384639620780945, + "acc": 71.04, + "time": 219.01377455203328, + "param": [ + { + "p": 0.07190067321062088, + "m": 1.0 + }, + { + "p": 0.03875882923603058, + "m": 1.0 + }, + { + "p": 0.048894014209508896, + "m": 1.0 + }, + { + "p": 0.04197647050023079, + "m": 0.45563510060310364 + }, + { + "p": 0.04148125275969505, + "m": 0.6718688607215881 + }, + { + "p": 0.05115891993045807, + "m": 0.6066772937774658 + }, + { + "p": 0.052687596529722214, + "m": 0.9561582803726196 + }, + { + "p": 0.06690584123134613, + "m": 0.9345758557319641 + }, + { + "p": 0.05632806941866875, + "m": 1.0 + }, + { + "p": 0.06038863956928253, + "m": 0.7000442147254944 + }, + { + "p": 0.05926651507616043, + "m": 1.0 + }, + { + "p": 0.06623519212007523, + "m": 1.0 + }, + { + "p": 0.03604282811284065, + "m": 1.0 + }, + { + "p": 0.0796714797616005, + "m": 1.0 + }, + { + "p": 0.06679589301347733, + "m": 0.7717411518096924 + }, + { + "p": 0.08121643960475922, + "m": 0.9844354391098022 + }, + { + "p": 0.04049297049641609, + "m": 0.79335618019104 + }, + { + "p": 0.03979843482375145, + "m": 0.8041215538978577 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2684388160705566, + "val_loss": 0.8126619458198547, + "acc": 69.63, + "time": 222.94764732103795, + "param": [ + { + "p": 0.05132032558321953, + "m": 1.0 + }, + { + "p": 0.061313655227422714, + "m": 1.0 + }, + { + "p": 0.06896913051605225, + "m": 1.0 + }, + { + "p": 0.062350425869226456, + "m": 0.4541984498500824 + }, + { + "p": 0.0495898574590683, + "m": 0.6077222228050232 + }, + { + "p": 0.05178017169237137, + "m": 0.6532424092292786 + }, + { + "p": 0.05016503855586052, + "m": 0.9145421385765076 + }, + { + "p": 0.06643729656934738, + "m": 0.9852010607719421 + }, + { + "p": 0.05074295401573181, + "m": 1.0 + }, + { + "p": 0.06369973719120026, + "m": 0.8505369424819946 + }, + { + "p": 0.06440144032239914, + "m": 0.9875999689102173 + }, + { + "p": 0.061438314616680145, + "m": 0.9903439283370972 + }, + { + "p": 0.03959741070866585, + "m": 1.0 + }, + { + "p": 0.04729223996400833, + "m": 1.0 + }, + { + "p": 0.06554397940635681, + "m": 0.6673860549926758 + }, + { + "p": 0.05529225245118141, + "m": 1.0 + }, + { + "p": 0.03931326046586037, + "m": 0.7587590217590332 + }, + { + "p": 0.05075250566005707, + "m": 0.782805860042572 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1225122213363647, + "val_loss": 0.914189875125885, + "acc": 69.47, + "time": 219.08212683792226, + "param": [ + { + "p": 0.06952755898237228, + "m": 1.0 + }, + { + "p": 0.07021543383598328, + "m": 1.0 + }, + { + "p": 0.05117303505539894, + "m": 1.0 + }, + { + "p": 0.052150145173072815, + "m": 0.41292718052864075 + }, + { + "p": 0.050936419516801834, + "m": 0.5849713087081909 + }, + { + "p": 0.0320904478430748, + "m": 0.7031152248382568 + }, + { + "p": 0.06673429161310196, + "m": 0.8496496677398682 + }, + { + "p": 0.06450474262237549, + "m": 0.9241036772727966 + }, + { + "p": 0.028803834691643715, + "m": 0.9679454565048218 + }, + { + "p": 0.06053682416677475, + "m": 0.8897061944007874 + }, + { + "p": 0.07975048571825027, + "m": 0.9754436612129211 + }, + { + "p": 0.04934092238545418, + "m": 1.0 + }, + { + "p": 0.0716540515422821, + "m": 1.0 + }, + { + "p": 0.061897967010736465, + "m": 1.0 + }, + { + "p": 0.03012702241539955, + "m": 0.5907142758369446 + }, + { + "p": 0.07052389532327652, + "m": 0.9929900765419006 + }, + { + "p": 0.045206937938928604, + "m": 0.7945416569709778 + }, + { + "p": 0.044826023280620575, + "m": 0.7585517168045044 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.2315315008163452, + "val_loss": 0.9551848769187927, + "acc": 71.43, + "time": 218.02469915500842, + "param": [ + { + "p": 0.04122932255268097, + "m": 1.0 + }, + { + "p": 0.04863113909959793, + "m": 1.0 + }, + { + "p": 0.06419341266155243, + "m": 1.0 + }, + { + "p": 0.06943660229444504, + "m": 0.4110294282436371 + }, + { + "p": 0.06083045154809952, + "m": 0.4626613259315491 + }, + { + "p": 0.06896218657493591, + "m": 0.7567907571792603 + }, + { + "p": 0.050632793456315994, + "m": 0.8275220990180969 + }, + { + "p": 0.04768719524145126, + "m": 0.956260085105896 + }, + { + "p": 0.04415442422032356, + "m": 0.9970505833625793 + }, + { + "p": 0.04666685685515404, + "m": 0.8773989677429199 + }, + { + "p": 0.08177478611469269, + "m": 0.9982660412788391 + }, + { + "p": 0.06088091805577278, + "m": 0.9987783432006836 + }, + { + "p": 0.06522726267576218, + "m": 1.0 + }, + { + "p": 0.05680995434522629, + "m": 1.0 + }, + { + "p": 0.05093587934970856, + "m": 0.4748205840587616 + }, + { + "p": 0.05043886601924896, + "m": 0.9873872995376587 + }, + { + "p": 0.04798239469528198, + "m": 0.9192206859588623 + }, + { + "p": 0.04352552443742752, + "m": 0.7361071705818176 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9614288210868835, + "val_loss": 0.8467403650283813, + "acc": 70.79, + "time": 216.46336538693868, + "param": [ + { + "p": 0.053823359310626984, + "m": 1.0 + }, + { + "p": 0.04627186805009842, + "m": 1.0 + }, + { + "p": 0.03482072427868843, + "m": 1.0 + }, + { + "p": 0.040569908916950226, + "m": 0.430359423160553 + }, + { + "p": 0.05999670922756195, + "m": 0.3889867663383484 + }, + { + "p": 0.04319126904010773, + "m": 0.8476602435112 + }, + { + "p": 0.047111235558986664, + "m": 0.7854331135749817 + }, + { + "p": 0.05279991775751114, + "m": 0.9464765787124634 + }, + { + "p": 0.0584493950009346, + "m": 0.9537003040313721 + }, + { + "p": 0.05596541985869408, + "m": 0.8265983462333679 + }, + { + "p": 0.060117755085229874, + "m": 1.0 + }, + { + "p": 0.07834837585687637, + "m": 1.0 + }, + { + "p": 0.060450728982686996, + "m": 1.0 + }, + { + "p": 0.06710173189640045, + "m": 1.0 + }, + { + "p": 0.06988391280174255, + "m": 0.5469303131103516 + }, + { + "p": 0.0741071030497551, + "m": 1.0 + }, + { + "p": 0.045240916311740875, + "m": 0.9450965523719788 + }, + { + "p": 0.05174956098198891, + "m": 0.7449602484703064 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.5159310102462769, + "val_loss": 0.9056848287582397, + "acc": 71.47, + "time": 214.16234165302012, + "param": [ + { + "p": 0.08086324483156204, + "m": 1.0 + }, + { + "p": 0.0713484063744545, + "m": 1.0 + }, + { + "p": 0.05773201212286949, + "m": 1.0 + }, + { + "p": 0.06171942874789238, + "m": 0.3519571125507355 + }, + { + "p": 0.05382729321718216, + "m": 0.526095449924469 + }, + { + "p": 0.03833131492137909, + "m": 0.8787407875061035 + }, + { + "p": 0.065666563808918, + "m": 0.7146908640861511 + }, + { + "p": 0.02038859762251377, + "m": 0.9036471247673035 + }, + { + "p": 0.04748494550585747, + "m": 1.0 + }, + { + "p": 0.05129695683717728, + "m": 0.7946312427520752 + }, + { + "p": 0.0782088041305542, + "m": 1.0 + }, + { + "p": 0.050193678587675095, + "m": 0.999679684638977 + }, + { + "p": 0.058633118867874146, + "m": 1.0 + }, + { + "p": 0.04878634214401245, + "m": 1.0 + }, + { + "p": 0.06623263657093048, + "m": 0.43387940526008606 + }, + { + "p": 0.07019507884979248, + "m": 0.9847003817558289 + }, + { + "p": 0.04349319264292717, + "m": 0.9313322305679321 + }, + { + "p": 0.03559831902384758, + "m": 0.7646026015281677 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3972625732421875, + "val_loss": 0.759781539440155, + "acc": 72.1, + "time": 217.72343724698294, + "param": [ + { + "p": 0.052904434502124786, + "m": 1.0 + }, + { + "p": 0.06029627099633217, + "m": 1.0 + }, + { + "p": 0.0681128054857254, + "m": 1.0 + }, + { + "p": 0.05594205856323242, + "m": 0.4989188313484192 + }, + { + "p": 0.03418609872460365, + "m": 0.5196210145950317 + }, + { + "p": 0.04162660241127014, + "m": 0.8436877727508545 + }, + { + "p": 0.04534132033586502, + "m": 0.7497952580451965 + }, + { + "p": 0.05978567153215408, + "m": 0.8499795794487 + }, + { + "p": 0.0548204742372036, + "m": 1.0 + }, + { + "p": 0.0637107565999031, + "m": 0.9449692964553833 + }, + { + "p": 0.06340878456830978, + "m": 0.9972313046455383 + }, + { + "p": 0.07852840423583984, + "m": 0.984846293926239 + }, + { + "p": 0.04290713742375374, + "m": 1.0 + }, + { + "p": 0.05419629439711571, + "m": 1.0 + }, + { + "p": 0.06151711568236351, + "m": 0.7789488434791565 + }, + { + "p": 0.055543072521686554, + "m": 1.0 + }, + { + "p": 0.06108460947871208, + "m": 0.9868102669715881 + }, + { + "p": 0.046088121831417084, + "m": 0.6918913125991821 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2451822757720947, + "val_loss": 0.7488388419151306, + "acc": 70.56, + "time": 211.3918963021133, + "param": [ + { + "p": 0.05608539655804634, + "m": 1.0 + }, + { + "p": 0.04421834275126457, + "m": 1.0 + }, + { + "p": 0.05579901486635208, + "m": 1.0 + }, + { + "p": 0.041896652430295944, + "m": 0.5003367066383362 + }, + { + "p": 0.07761250436306, + "m": 0.5617957711219788 + }, + { + "p": 0.06839060038328171, + "m": 0.8696528077125549 + }, + { + "p": 0.059377849102020264, + "m": 0.7310714721679688 + }, + { + "p": 0.03987139090895653, + "m": 0.8636395931243896 + }, + { + "p": 0.0560079850256443, + "m": 1.0 + }, + { + "p": 0.05317593738436699, + "m": 0.9780632257461548 + }, + { + "p": 0.058236513286828995, + "m": 0.9998999834060669 + }, + { + "p": 0.06849651783704758, + "m": 0.9796683192253113 + }, + { + "p": 0.06786411255598068, + "m": 1.0 + }, + { + "p": 0.04457228630781174, + "m": 1.0 + }, + { + "p": 0.05896622687578201, + "m": 0.9322561025619507 + }, + { + "p": 0.04527585208415985, + "m": 0.9980073571205139 + }, + { + "p": 0.03791464865207672, + "m": 1.0 + }, + { + "p": 0.06623827666044235, + "m": 0.716401994228363 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2731037139892578, + "val_loss": 0.8593854308128357, + "acc": 71.12, + "time": 219.52837847196497, + "param": [ + { + "p": 0.07176166027784348, + "m": 1.0 + }, + { + "p": 0.031412769109010696, + "m": 1.0 + }, + { + "p": 0.053271543234586716, + "m": 1.0 + }, + { + "p": 0.07163145393133163, + "m": 0.5974217057228088 + }, + { + "p": 0.0612984299659729, + "m": 0.6240805387496948 + }, + { + "p": 0.026224123314023018, + "m": 0.9359824061393738 + }, + { + "p": 0.06461934745311737, + "m": 0.9435231685638428 + }, + { + "p": 0.06652835011482239, + "m": 0.8638955354690552 + }, + { + "p": 0.05514106526970863, + "m": 1.0 + }, + { + "p": 0.0655030831694603, + "m": 0.9648914337158203 + }, + { + "p": 0.05022236332297325, + "m": 0.999565839767456 + }, + { + "p": 0.06142312288284302, + "m": 1.0 + }, + { + "p": 0.06167231872677803, + "m": 1.0 + }, + { + "p": 0.06801150739192963, + "m": 1.0 + }, + { + "p": 0.05080804601311684, + "m": 0.8556884527206421 + }, + { + "p": 0.08067284524440765, + "m": 1.0 + }, + { + "p": 0.02863980084657669, + "m": 0.9582159519195557 + }, + { + "p": 0.031158071011304855, + "m": 0.7631884217262268 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.3000532388687134, + "val_loss": 0.8873249292373657, + "acc": 71.25, + "time": 214.0733710930217, + "param": [ + { + "p": 0.05513012409210205, + "m": 1.0 + }, + { + "p": 0.048024408519268036, + "m": 1.0 + }, + { + "p": 0.04503298178315163, + "m": 1.0 + }, + { + "p": 0.05618863180279732, + "m": 0.5273715257644653 + }, + { + "p": 0.059993088245391846, + "m": 0.5181450843811035 + }, + { + "p": 0.05204502493143082, + "m": 0.9560016989707947 + }, + { + "p": 0.04881499335169792, + "m": 0.861385703086853 + }, + { + "p": 0.046104226261377335, + "m": 0.791422426700592 + }, + { + "p": 0.05801655352115631, + "m": 1.0 + }, + { + "p": 0.07372394949197769, + "m": 0.8547918200492859 + }, + { + "p": 0.05275048688054085, + "m": 1.0 + }, + { + "p": 0.06322203576564789, + "m": 1.0 + }, + { + "p": 0.06656986474990845, + "m": 1.0 + }, + { + "p": 0.07719118148088455, + "m": 1.0 + }, + { + "p": 0.05851539596915245, + "m": 0.8211342096328735 + }, + { + "p": 0.0526379756629467, + "m": 0.999666154384613 + }, + { + "p": 0.02226688712835312, + "m": 0.9315124154090881 + }, + { + "p": 0.06377209722995758, + "m": 0.7693357467651367 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.2697666883468628, + "val_loss": 0.8463351726531982, + "acc": 71.65, + "time": 224.7898600640474, + "param": [ + { + "p": 0.06757565587759018, + "m": 1.0 + }, + { + "p": 0.03078625164926052, + "m": 1.0 + }, + { + "p": 0.0624992810189724, + "m": 1.0 + }, + { + "p": 0.05895841494202614, + "m": 0.5318989753723145 + }, + { + "p": 0.0435442291200161, + "m": 0.5670249462127686 + }, + { + "p": 0.04985027015209198, + "m": 0.9362863898277283 + }, + { + "p": 0.04370226338505745, + "m": 0.69163578748703 + }, + { + "p": 0.06014217063784599, + "m": 0.7134194374084473 + }, + { + "p": 0.048670247197151184, + "m": 0.998960554599762 + }, + { + "p": 0.06906478106975555, + "m": 0.985084593296051 + }, + { + "p": 0.07190369814634323, + "m": 1.0 + }, + { + "p": 0.06538383662700653, + "m": 1.0 + }, + { + "p": 0.06034289300441742, + "m": 1.0 + }, + { + "p": 0.04267686605453491, + "m": 1.0 + }, + { + "p": 0.07142085582017899, + "m": 0.8103039860725403 + }, + { + "p": 0.062055569142103195, + "m": 1.0 + }, + { + "p": 0.0383790098130703, + "m": 0.9131549596786499 + }, + { + "p": 0.053043849766254425, + "m": 0.733938455581665 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1604564189910889, + "val_loss": 0.7288479804992676, + "acc": 71.38, + "time": 226.43422877404373, + "param": [ + { + "p": 0.09548524767160416, + "m": 1.0 + }, + { + "p": 0.0415194034576416, + "m": 1.0 + }, + { + "p": 0.05723726749420166, + "m": 1.0 + }, + { + "p": 0.05571068450808525, + "m": 0.6420732140541077 + }, + { + "p": 0.047606270760297775, + "m": 0.6582898497581482 + }, + { + "p": 0.05557633191347122, + "m": 0.9648037552833557 + }, + { + "p": 0.056169796735048294, + "m": 0.8171967267990112 + }, + { + "p": 0.04721961170434952, + "m": 0.7835518717765808 + }, + { + "p": 0.06837572902441025, + "m": 1.0 + }, + { + "p": 0.043744027614593506, + "m": 0.9606468081474304 + }, + { + "p": 0.06566783785820007, + "m": 0.9902015328407288 + }, + { + "p": 0.07777681946754456, + "m": 1.0 + }, + { + "p": 0.06897055357694626, + "m": 1.0 + }, + { + "p": 0.03883339837193489, + "m": 1.0 + }, + { + "p": 0.04149540886282921, + "m": 0.8629839420318604 + }, + { + "p": 0.03675228729844093, + "m": 0.9660214185714722 + }, + { + "p": 0.03357424959540367, + "m": 0.892653226852417 + }, + { + "p": 0.0682850256562233, + "m": 0.7714507579803467 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.3173822164535522, + "val_loss": 0.8711603879928589, + "acc": 70.85, + "time": 217.58128851198126, + "param": [ + { + "p": 0.06235750392079353, + "m": 1.0 + }, + { + "p": 0.041173506528139114, + "m": 1.0 + }, + { + "p": 0.09267811477184296, + "m": 1.0 + }, + { + "p": 0.051567841321229935, + "m": 0.6050779223442078 + }, + { + "p": 0.037031061947345734, + "m": 0.6640846133232117 + }, + { + "p": 0.022777089849114418, + "m": 0.9179664254188538 + }, + { + "p": 0.05503576248884201, + "m": 0.7757841348648071 + }, + { + "p": 0.05458863079547882, + "m": 0.8595566749572754 + }, + { + "p": 0.07032842934131622, + "m": 0.999213457107544 + }, + { + "p": 0.059255313128232956, + "m": 0.9889624714851379 + }, + { + "p": 0.05979301035404205, + "m": 0.9982516765594482 + }, + { + "p": 0.08431218564510345, + "m": 1.0 + }, + { + "p": 0.04139416292309761, + "m": 1.0 + }, + { + "p": 0.042870838195085526, + "m": 1.0 + }, + { + "p": 0.042298901826143265, + "m": 0.9911013841629028 + }, + { + "p": 0.07104699313640594, + "m": 0.9932196736335754 + }, + { + "p": 0.058090753853321075, + "m": 0.7930381298065186 + }, + { + "p": 0.05339983478188515, + "m": 0.6215726733207703 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.4129793643951416, + "val_loss": 0.8576655983924866, + "acc": 71.15, + "time": 214.85731559304986, + "param": [ + { + "p": 0.06778247654438019, + "m": 1.0 + }, + { + "p": 0.06305097043514252, + "m": 1.0 + }, + { + "p": 0.07047054916620255, + "m": 1.0 + }, + { + "p": 0.0432589054107666, + "m": 0.33714020252227783 + }, + { + "p": 0.04644041135907173, + "m": 0.6243600249290466 + }, + { + "p": 0.059688784182071686, + "m": 0.875335156917572 + }, + { + "p": 0.047679122537374496, + "m": 0.6379947066307068 + }, + { + "p": 0.053511619567871094, + "m": 0.7285088300704956 + }, + { + "p": 0.058003731071949005, + "m": 0.9951371550559998 + }, + { + "p": 0.06768418103456497, + "m": 0.8437620997428894 + }, + { + "p": 0.060689620673656464, + "m": 0.9801679253578186 + }, + { + "p": 0.05799757316708565, + "m": 1.0 + }, + { + "p": 0.05466189235448837, + "m": 1.0 + }, + { + "p": 0.039130114018917084, + "m": 1.0 + }, + { + "p": 0.043746575713157654, + "m": 0.9487653374671936 + }, + { + "p": 0.06618203967809677, + "m": 1.0 + }, + { + "p": 0.04736755043268204, + "m": 0.590552568435669 + }, + { + "p": 0.05265388637781143, + "m": 0.5912032723426819 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.4320199489593506, + "val_loss": 0.8249444961547852, + "acc": 71.98, + "time": 220.7473934139125, + "param": [ + { + "p": 0.06718648970127106, + "m": 1.0 + }, + { + "p": 0.062910296022892, + "m": 1.0 + }, + { + "p": 0.038127969950437546, + "m": 1.0 + }, + { + "p": 0.06524976342916489, + "m": 0.4045655429363251 + }, + { + "p": 0.06076832860708237, + "m": 0.5723802447319031 + }, + { + "p": 0.05432151257991791, + "m": 0.8809701204299927 + }, + { + "p": 0.041865650564432144, + "m": 0.7788450121879578 + }, + { + "p": 0.05559984967112541, + "m": 0.7711726427078247 + }, + { + "p": 0.05414819344878197, + "m": 1.0 + }, + { + "p": 0.06791195273399353, + "m": 0.8878881931304932 + }, + { + "p": 0.06554801017045975, + "m": 0.9912261962890625 + }, + { + "p": 0.05022016167640686, + "m": 1.0 + }, + { + "p": 0.05617333576083183, + "m": 1.0 + }, + { + "p": 0.058551229536533356, + "m": 1.0 + }, + { + "p": 0.06929853558540344, + "m": 0.8962462544441223 + }, + { + "p": 0.05589275434613228, + "m": 1.0 + }, + { + "p": 0.039746496826410294, + "m": 0.6985705494880676 + }, + { + "p": 0.03647943586111069, + "m": 0.6773553490638733 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.173228144645691, + "val_loss": 0.759289026260376, + "acc": 71.2, + "time": 210.8723079309566, + "param": [ + { + "p": 0.05520160496234894, + "m": 1.0 + }, + { + "p": 0.03933044150471687, + "m": 1.0 + }, + { + "p": 0.05930658429861069, + "m": 1.0 + }, + { + "p": 0.06597419828176498, + "m": 0.5181511044502258 + }, + { + "p": 0.06841371953487396, + "m": 0.700800359249115 + }, + { + "p": 0.05141928046941757, + "m": 0.8886541128158569 + }, + { + "p": 0.054764896631240845, + "m": 0.7776025533676147 + }, + { + "p": 0.061666108667850494, + "m": 0.7484094500541687 + }, + { + "p": 0.04726538062095642, + "m": 0.9660753607749939 + }, + { + "p": 0.05570761859416962, + "m": 0.9267169237136841 + }, + { + "p": 0.06721550226211548, + "m": 0.9682352542877197 + }, + { + "p": 0.04788192734122276, + "m": 1.0 + }, + { + "p": 0.05981691926717758, + "m": 1.0 + }, + { + "p": 0.05949360504746437, + "m": 1.0 + }, + { + "p": 0.048742130398750305, + "m": 0.8479273319244385 + }, + { + "p": 0.05524507537484169, + "m": 1.0 + }, + { + "p": 0.05058293417096138, + "m": 0.4948219954967499 + }, + { + "p": 0.05197206139564514, + "m": 0.54649418592453 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.269232153892517, + "val_loss": 0.7842962741851807, + "acc": 71.27, + "time": 216.29192699096166, + "param": [ + { + "p": 0.06858300417661667, + "m": 1.0 + }, + { + "p": 0.03741317242383957, + "m": 1.0 + }, + { + "p": 0.06125105917453766, + "m": 1.0 + }, + { + "p": 0.050635289400815964, + "m": 0.5569151043891907 + }, + { + "p": 0.04126102477312088, + "m": 0.7463616728782654 + }, + { + "p": 0.0644567608833313, + "m": 0.9000775814056396 + }, + { + "p": 0.050820693373680115, + "m": 0.8735025525093079 + }, + { + "p": 0.06843124330043793, + "m": 0.750515341758728 + }, + { + "p": 0.04740291088819504, + "m": 0.9751518964767456 + }, + { + "p": 0.06886453181505203, + "m": 0.897736668586731 + }, + { + "p": 0.05067392811179161, + "m": 0.9957572817802429 + }, + { + "p": 0.08326656371355057, + "m": 0.9685426950454712 + }, + { + "p": 0.057431623339653015, + "m": 1.0 + }, + { + "p": 0.041928909718990326, + "m": 1.0 + }, + { + "p": 0.04548822343349457, + "m": 0.795253574848175 + }, + { + "p": 0.06270869821310043, + "m": 0.9760347008705139 + }, + { + "p": 0.048817649483680725, + "m": 0.3850812613964081 + }, + { + "p": 0.05056476965546608, + "m": 0.560390055179596 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1549568176269531, + "val_loss": 0.7712942957878113, + "acc": 70.89, + "time": 219.1581597100012, + "param": [ + { + "p": 0.06316307932138443, + "m": 1.0 + }, + { + "p": 0.045034658163785934, + "m": 1.0 + }, + { + "p": 0.05347253754734993, + "m": 1.0 + }, + { + "p": 0.04574022442102432, + "m": 0.6437225341796875 + }, + { + "p": 0.04911712184548378, + "m": 0.7383117079734802 + }, + { + "p": 0.06481662392616272, + "m": 0.854435384273529 + }, + { + "p": 0.05702869966626167, + "m": 0.97076416015625 + }, + { + "p": 0.05510498210787773, + "m": 0.8164116740226746 + }, + { + "p": 0.058069586753845215, + "m": 1.0 + }, + { + "p": 0.068104587495327, + "m": 0.9438136219978333 + }, + { + "p": 0.06520780920982361, + "m": 0.9641146659851074 + }, + { + "p": 0.0454164519906044, + "m": 1.0 + }, + { + "p": 0.05424439534544945, + "m": 1.0 + }, + { + "p": 0.05123971030116081, + "m": 1.0 + }, + { + "p": 0.056199122220277786, + "m": 0.8069357872009277 + }, + { + "p": 0.0673871859908104, + "m": 1.0 + }, + { + "p": 0.053304273635149, + "m": 0.5589708089828491 + }, + { + "p": 0.04734892398118973, + "m": 0.6301481127738953 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1226059198379517, + "val_loss": 0.7290502190589905, + "acc": 71.57, + "time": 224.45642653899267, + "param": [ + { + "p": 0.050054892897605896, + "m": 1.0 + }, + { + "p": 0.029205944389104843, + "m": 1.0 + }, + { + "p": 0.06307532638311386, + "m": 1.0 + }, + { + "p": 0.06275030970573425, + "m": 0.6338396668434143 + }, + { + "p": 0.043513063341379166, + "m": 0.7563241124153137 + }, + { + "p": 0.05774281546473503, + "m": 0.6939597129821777 + }, + { + "p": 0.0514606349170208, + "m": 0.8933406472206116 + }, + { + "p": 0.07323802262544632, + "m": 0.7483277916908264 + }, + { + "p": 0.07373135536909103, + "m": 1.0 + }, + { + "p": 0.05629413202404976, + "m": 1.0 + }, + { + "p": 0.07057315111160278, + "m": 1.0 + }, + { + "p": 0.05660448968410492, + "m": 1.0 + }, + { + "p": 0.08139505237340927, + "m": 1.0 + }, + { + "p": 0.031082136556506157, + "m": 1.0 + }, + { + "p": 0.05930427834391594, + "m": 0.7648080587387085 + }, + { + "p": 0.06288973242044449, + "m": 1.0 + }, + { + "p": 0.043635692447423935, + "m": 0.5989105105400085 + }, + { + "p": 0.0334489680826664, + "m": 0.5755249261856079 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1980459690093994, + "val_loss": 0.8189301490783691, + "acc": 71.64, + "time": 220.85305449389853, + "param": [ + { + "p": 0.059171635657548904, + "m": 1.0 + }, + { + "p": 0.047433700412511826, + "m": 1.0 + }, + { + "p": 0.06317015737295151, + "m": 1.0 + }, + { + "p": 0.05657995864748955, + "m": 0.7058065533638 + }, + { + "p": 0.04578957334160805, + "m": 0.7558386921882629 + }, + { + "p": 0.05664348974823952, + "m": 0.7842496037483215 + }, + { + "p": 0.06411795318126678, + "m": 0.908234715461731 + }, + { + "p": 0.04564134031534195, + "m": 0.77728670835495 + }, + { + "p": 0.068612240254879, + "m": 0.9509135484695435 + }, + { + "p": 0.05296343192458153, + "m": 0.9199399352073669 + }, + { + "p": 0.07183381170034409, + "m": 0.9995641112327576 + }, + { + "p": 0.05477316677570343, + "m": 1.0 + }, + { + "p": 0.06229953467845917, + "m": 1.0 + }, + { + "p": 0.055913377553224564, + "m": 1.0 + }, + { + "p": 0.048358432948589325, + "m": 0.7386838793754578 + }, + { + "p": 0.04664129018783569, + "m": 0.9928407669067383 + }, + { + "p": 0.051905982196331024, + "m": 0.6296708583831787 + }, + { + "p": 0.048150915652513504, + "m": 0.5336668491363525 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.3755362033843994, + "val_loss": 0.8847212791442871, + "acc": 71.0, + "time": 225.74600324896164, + "param": [ + { + "p": 0.05456977337598801, + "m": 1.0 + }, + { + "p": 0.05607038363814354, + "m": 1.0 + }, + { + "p": 0.06375988572835922, + "m": 1.0 + }, + { + "p": 0.046572811901569366, + "m": 0.6526416540145874 + }, + { + "p": 0.04906502738595009, + "m": 0.7750072479248047 + }, + { + "p": 0.05908120796084404, + "m": 0.8591638207435608 + }, + { + "p": 0.04286637902259827, + "m": 0.9241315722465515 + }, + { + "p": 0.057054463773965836, + "m": 0.7657003402709961 + }, + { + "p": 0.0706501454114914, + "m": 1.0 + }, + { + "p": 0.06853971630334854, + "m": 0.7600735425949097 + }, + { + "p": 0.07242590934038162, + "m": 1.0 + }, + { + "p": 0.08890888839960098, + "m": 1.0 + }, + { + "p": 0.066373310983181, + "m": 1.0 + }, + { + "p": 0.035401374101638794, + "m": 1.0 + }, + { + "p": 0.03760833293199539, + "m": 0.7899009585380554 + }, + { + "p": 0.0445474348962307, + "m": 0.994135320186615 + }, + { + "p": 0.044480469077825546, + "m": 0.8343608975410461 + }, + { + "p": 0.04202444851398468, + "m": 0.6721452474594116 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.4498753547668457, + "val_loss": 0.819076657295227, + "acc": 70.97, + "time": 215.57199050404597, + "param": [ + { + "p": 0.06326300650835037, + "m": 1.0 + }, + { + "p": 0.04740236699581146, + "m": 1.0 + }, + { + "p": 0.06646834313869476, + "m": 1.0 + }, + { + "p": 0.055298399180173874, + "m": 0.588275134563446 + }, + { + "p": 0.053381722420454025, + "m": 0.7611761093139648 + }, + { + "p": 0.05305628851056099, + "m": 0.7969196438789368 + }, + { + "p": 0.04235605522990227, + "m": 0.9026646018028259 + }, + { + "p": 0.06016014888882637, + "m": 0.8043164014816284 + }, + { + "p": 0.053039729595184326, + "m": 1.0 + }, + { + "p": 0.046860624104738235, + "m": 0.7876589298248291 + }, + { + "p": 0.05703342705965042, + "m": 1.0 + }, + { + "p": 0.04900622367858887, + "m": 1.0 + }, + { + "p": 0.06558851152658463, + "m": 1.0 + }, + { + "p": 0.061222296208143234, + "m": 1.0 + }, + { + "p": 0.07824286073446274, + "m": 0.9398443698883057 + }, + { + "p": 0.04843878000974655, + "m": 0.9885640740394592 + }, + { + "p": 0.04680755361914635, + "m": 0.7961612939834595 + }, + { + "p": 0.05237356945872307, + "m": 0.6866130828857422 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.9708134531974792, + "val_loss": 0.7655242681503296, + "acc": 70.83, + "time": 221.9671765419189, + "param": [ + { + "p": 0.06492520868778229, + "m": 1.0 + }, + { + "p": 0.031875476241111755, + "m": 1.0 + }, + { + "p": 0.06969285011291504, + "m": 1.0 + }, + { + "p": 0.02858288772404194, + "m": 0.5036066174507141 + }, + { + "p": 0.04954281076788902, + "m": 0.67808598279953 + }, + { + "p": 0.05753353238105774, + "m": 0.6766619682312012 + }, + { + "p": 0.05173256993293762, + "m": 0.9497474431991577 + }, + { + "p": 0.033503733575344086, + "m": 0.8256394267082214 + }, + { + "p": 0.07121366262435913, + "m": 1.0 + }, + { + "p": 0.0909869596362114, + "m": 0.8839523792266846 + }, + { + "p": 0.07017804682254791, + "m": 0.9945284724235535 + }, + { + "p": 0.03457271680235863, + "m": 0.9980855584144592 + }, + { + "p": 0.05837588384747505, + "m": 1.0 + }, + { + "p": 0.06072790548205376, + "m": 1.0 + }, + { + "p": 0.07072172313928604, + "m": 1.0 + }, + { + "p": 0.07128850370645523, + "m": 0.9996737837791443 + }, + { + "p": 0.03544997051358223, + "m": 0.7525653839111328 + }, + { + "p": 0.04909549281001091, + "m": 0.7747704386711121 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.3670458793640137, + "val_loss": 0.9722881317138672, + "acc": 70.66, + "time": 238.73786366195418, + "param": [ + { + "p": 0.0558864027261734, + "m": 1.0 + }, + { + "p": 0.06141955778002739, + "m": 1.0 + }, + { + "p": 0.04799717664718628, + "m": 1.0 + }, + { + "p": 0.07181628048419952, + "m": 0.45214203000068665 + }, + { + "p": 0.05431300401687622, + "m": 0.6676052808761597 + }, + { + "p": 0.05426686257123947, + "m": 0.7609826326370239 + }, + { + "p": 0.05199672654271126, + "m": 0.9901649355888367 + }, + { + "p": 0.07734624296426773, + "m": 0.821387529373169 + }, + { + "p": 0.05446568503975868, + "m": 0.9996417164802551 + }, + { + "p": 0.053247708827257156, + "m": 0.8937429189682007 + }, + { + "p": 0.07634628564119339, + "m": 1.0 + }, + { + "p": 0.053226783871650696, + "m": 0.9995040893554688 + }, + { + "p": 0.06207182630896568, + "m": 1.0 + }, + { + "p": 0.05197817459702492, + "m": 1.0 + }, + { + "p": 0.06054624542593956, + "m": 0.9009314179420471 + }, + { + "p": 0.06812237203121185, + "m": 1.0 + }, + { + "p": 0.02988358587026596, + "m": 0.7044519782066345 + }, + { + "p": 0.015069104731082916, + "m": 0.7726965546607971 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9825350642204285, + "val_loss": 0.7534351348876953, + "acc": 70.35, + "time": 228.0870539789321, + "param": [ + { + "p": 0.07237192988395691, + "m": 1.0 + }, + { + "p": 0.04364914074540138, + "m": 1.0 + }, + { + "p": 0.056745465844869614, + "m": 1.0 + }, + { + "p": 0.046603672206401825, + "m": 0.4224245250225067 + }, + { + "p": 0.051452890038490295, + "m": 0.63217693567276 + }, + { + "p": 0.061126839369535446, + "m": 0.7251054048538208 + }, + { + "p": 0.05414692685008049, + "m": 0.9731061458587646 + }, + { + "p": 0.04429100826382637, + "m": 0.7101911306381226 + }, + { + "p": 0.060501836240291595, + "m": 0.9984968304634094 + }, + { + "p": 0.05060102045536041, + "m": 0.9996232986450195 + }, + { + "p": 0.04462623968720436, + "m": 0.9901725649833679 + }, + { + "p": 0.04949980601668358, + "m": 0.9992080926895142 + }, + { + "p": 0.06663500517606735, + "m": 1.0 + }, + { + "p": 0.04880400374531746, + "m": 1.0 + }, + { + "p": 0.058386076241731644, + "m": 0.969951868057251 + }, + { + "p": 0.07907033711671829, + "m": 0.9943507313728333 + }, + { + "p": 0.06562298536300659, + "m": 0.6846345067024231 + }, + { + "p": 0.0458647757768631, + "m": 0.6110720634460449 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.272351861000061, + "val_loss": 0.7559042572975159, + "acc": 72.56, + "time": 229.30323421990033, + "param": [ + { + "p": 0.06385722756385803, + "m": 1.0 + }, + { + "p": 0.04398896545171738, + "m": 1.0 + }, + { + "p": 0.04035404697060585, + "m": 1.0 + }, + { + "p": 0.06402331590652466, + "m": 0.39956367015838623 + }, + { + "p": 0.045409128069877625, + "m": 0.7549203038215637 + }, + { + "p": 0.05101246386766434, + "m": 0.6570285558700562 + }, + { + "p": 0.04889308661222458, + "m": 0.9909511804580688 + }, + { + "p": 0.06800461560487747, + "m": 0.6253920197486877 + }, + { + "p": 0.06517954170703888, + "m": 0.9864398837089539 + }, + { + "p": 0.06486666947603226, + "m": 0.9966130256652832 + }, + { + "p": 0.05263496935367584, + "m": 1.0 + }, + { + "p": 0.06761068105697632, + "m": 1.0 + }, + { + "p": 0.07589422911405563, + "m": 1.0 + }, + { + "p": 0.05602879449725151, + "m": 1.0 + }, + { + "p": 0.05977187678217888, + "m": 1.0 + }, + { + "p": 0.06573497503995895, + "m": 1.0 + }, + { + "p": 0.028993533924221992, + "m": 0.6686733365058899 + }, + { + "p": 0.03774192929267883, + "m": 0.693256139755249 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.166428804397583, + "val_loss": 0.6950000524520874, + "acc": 71.86, + "time": 219.80780302803032, + "param": [ + { + "p": 0.045105740427970886, + "m": 1.0 + }, + { + "p": 0.03307041898369789, + "m": 1.0 + }, + { + "p": 0.070384182035923, + "m": 1.0 + }, + { + "p": 0.07084280252456665, + "m": 0.48977088928222656 + }, + { + "p": 0.06921491026878357, + "m": 0.7321125268936157 + }, + { + "p": 0.05768769979476929, + "m": 0.6587334275245667 + }, + { + "p": 0.053884077817201614, + "m": 0.964482843875885 + }, + { + "p": 0.058842919766902924, + "m": 0.6289487481117249 + }, + { + "p": 0.05243163928389549, + "m": 0.9885507822036743 + }, + { + "p": 0.06484241038560867, + "m": 0.9329537153244019 + }, + { + "p": 0.0641128197312355, + "m": 1.0 + }, + { + "p": 0.06735081970691681, + "m": 0.9981021881103516 + }, + { + "p": 0.04321742802858353, + "m": 1.0 + }, + { + "p": 0.04518570750951767, + "m": 1.0 + }, + { + "p": 0.06065620481967926, + "m": 1.0 + }, + { + "p": 0.06924986094236374, + "m": 1.0 + }, + { + "p": 0.04370244964957237, + "m": 0.5944629907608032 + }, + { + "p": 0.030217859894037247, + "m": 0.7151579856872559 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1403597593307495, + "val_loss": 0.8029694557189941, + "acc": 72.2, + "time": 210.28454773896374, + "param": [ + { + "p": 0.06818452477455139, + "m": 1.0 + }, + { + "p": 0.052536725997924805, + "m": 1.0 + }, + { + "p": 0.08710736781358719, + "m": 1.0 + }, + { + "p": 0.05310492962598801, + "m": 0.47799447178840637 + }, + { + "p": 0.023562122136354446, + "m": 0.7877964377403259 + }, + { + "p": 0.05669212341308594, + "m": 0.5045225620269775 + }, + { + "p": 0.050763390958309174, + "m": 0.9984456300735474 + }, + { + "p": 0.056016549468040466, + "m": 0.6755257248878479 + }, + { + "p": 0.06131264939904213, + "m": 0.9993269443511963 + }, + { + "p": 0.045311857014894485, + "m": 0.9181895852088928 + }, + { + "p": 0.049777328968048096, + "m": 0.8679013252258301 + }, + { + "p": 0.0564923994243145, + "m": 1.0 + }, + { + "p": 0.06547658145427704, + "m": 1.0 + }, + { + "p": 0.032119572162628174, + "m": 1.0 + }, + { + "p": 0.10023035854101181, + "m": 0.9859710931777954 + }, + { + "p": 0.06162741780281067, + "m": 0.9735792875289917 + }, + { + "p": 0.035655442625284195, + "m": 0.5763621926307678 + }, + { + "p": 0.04402873292565346, + "m": 0.7266750335693359 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1241799592971802, + "val_loss": 0.8529841303825378, + "acc": 71.23, + "time": 220.96401580201928, + "param": [ + { + "p": 0.045579493045806885, + "m": 1.0 + }, + { + "p": 0.06020139530301094, + "m": 1.0 + }, + { + "p": 0.06979816406965256, + "m": 1.0 + }, + { + "p": 0.0473020039498806, + "m": 0.43352755904197693 + }, + { + "p": 0.050417590886354446, + "m": 0.8569889664649963 + }, + { + "p": 0.08003874123096466, + "m": 0.6954005360603333 + }, + { + "p": 0.039305128157138824, + "m": 0.9116981029510498 + }, + { + "p": 0.06733176112174988, + "m": 0.6027601361274719 + }, + { + "p": 0.06671012192964554, + "m": 1.0 + }, + { + "p": 0.04550386592745781, + "m": 0.9834379553794861 + }, + { + "p": 0.051688313484191895, + "m": 1.0 + }, + { + "p": 0.05367576703429222, + "m": 1.0 + }, + { + "p": 0.06088080629706383, + "m": 1.0 + }, + { + "p": 0.04568158835172653, + "m": 1.0 + }, + { + "p": 0.03621606156229973, + "m": 0.7924410700798035 + }, + { + "p": 0.07926641404628754, + "m": 1.0 + }, + { + "p": 0.05082310736179352, + "m": 0.6878193020820618 + }, + { + "p": 0.04957956820726395, + "m": 0.8164200782775879 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2257421016693115, + "val_loss": 0.9055799245834351, + "acc": 72.0, + "time": 225.07309179299045, + "param": [ + { + "p": 0.058803852647542953, + "m": 1.0 + }, + { + "p": 0.05957286059856415, + "m": 1.0 + }, + { + "p": 0.07636439800262451, + "m": 1.0 + }, + { + "p": 0.05352477356791496, + "m": 0.4642680585384369 + }, + { + "p": 0.047865163534879684, + "m": 0.7123914361000061 + }, + { + "p": 0.04511972889304161, + "m": 0.9125173091888428 + }, + { + "p": 0.03549278900027275, + "m": 0.8489215970039368 + }, + { + "p": 0.059844210743904114, + "m": 0.677426815032959 + }, + { + "p": 0.060239244252443314, + "m": 0.9530581831932068 + }, + { + "p": 0.06598667055368423, + "m": 0.8966628909111023 + }, + { + "p": 0.0817054957151413, + "m": 0.9936439394950867 + }, + { + "p": 0.043464068323373795, + "m": 1.0 + }, + { + "p": 0.057485394179821014, + "m": 1.0 + }, + { + "p": 0.053721096366643906, + "m": 1.0 + }, + { + "p": 0.03426292538642883, + "m": 0.7581433653831482 + }, + { + "p": 0.0707724392414093, + "m": 1.0 + }, + { + "p": 0.05139372497797012, + "m": 0.679047703742981 + }, + { + "p": 0.044381074607372284, + "m": 0.6925016641616821 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1386164426803589, + "val_loss": 0.9116705060005188, + "acc": 72.48, + "time": 235.4943495800253, + "param": [ + { + "p": 0.055393755435943604, + "m": 1.0 + }, + { + "p": 0.07542765140533447, + "m": 1.0 + }, + { + "p": 0.081488236784935, + "m": 1.0 + }, + { + "p": 0.05101669579744339, + "m": 0.2869654893875122 + }, + { + "p": 0.05457444489002228, + "m": 0.6385217905044556 + }, + { + "p": 0.022714735940098763, + "m": 0.8695823550224304 + }, + { + "p": 0.07668381929397583, + "m": 0.7465566992759705 + }, + { + "p": 0.03730214387178421, + "m": 0.6920936703681946 + }, + { + "p": 0.06134727597236633, + "m": 0.9296981692314148 + }, + { + "p": 0.04154602065682411, + "m": 0.8313947319984436 + }, + { + "p": 0.05830962583422661, + "m": 0.9937075972557068 + }, + { + "p": 0.020349176600575447, + "m": 1.0 + }, + { + "p": 0.08401180058717728, + "m": 1.0 + }, + { + "p": 0.03475748375058174, + "m": 1.0 + }, + { + "p": 0.08380641788244247, + "m": 0.7285359501838684 + }, + { + "p": 0.07928512245416641, + "m": 1.0 + }, + { + "p": 0.04305059462785721, + "m": 0.7582421898841858 + }, + { + "p": 0.03893507272005081, + "m": 0.8352057337760925 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.256493330001831, + "val_loss": 0.77359938621521, + "acc": 72.99, + "time": 229.56345312600024, + "param": [ + { + "p": 0.057703062891960144, + "m": 1.0 + }, + { + "p": 0.06675070524215698, + "m": 1.0 + }, + { + "p": 0.07857256382703781, + "m": 1.0 + }, + { + "p": 0.058221179991960526, + "m": 0.21365021169185638 + }, + { + "p": 0.04410161077976227, + "m": 0.528931200504303 + }, + { + "p": 0.050126947462558746, + "m": 0.9119293689727783 + }, + { + "p": 0.03776310011744499, + "m": 0.9373720288276672 + }, + { + "p": 0.05799354612827301, + "m": 0.6956075429916382 + }, + { + "p": 0.051610417664051056, + "m": 1.0 + }, + { + "p": 0.06873232871294022, + "m": 0.920163094997406 + }, + { + "p": 0.06544423848390579, + "m": 1.0 + }, + { + "p": 0.039963919669389725, + "m": 1.0 + }, + { + "p": 0.06411561369895935, + "m": 1.0 + }, + { + "p": 0.04093007743358612, + "m": 1.0 + }, + { + "p": 0.054293837398290634, + "m": 0.7333970665931702 + }, + { + "p": 0.07017150521278381, + "m": 0.9840031862258911 + }, + { + "p": 0.06110606715083122, + "m": 0.7719112634658813 + }, + { + "p": 0.03239933028817177, + "m": 0.8532960414886475 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9559520483016968, + "val_loss": 0.7620618343353271, + "acc": 72.6, + "time": 219.21823605906684, + "param": [ + { + "p": 0.05286261439323425, + "m": 1.0 + }, + { + "p": 0.05573992058634758, + "m": 1.0 + }, + { + "p": 0.05412022024393082, + "m": 1.0 + }, + { + "p": 0.06144279986619949, + "m": 0.22836601734161377 + }, + { + "p": 0.021314239129424095, + "m": 0.4423134922981262 + }, + { + "p": 0.04315071180462837, + "m": 0.8735174536705017 + }, + { + "p": 0.07611947506666183, + "m": 0.942278265953064 + }, + { + "p": 0.04975489154458046, + "m": 0.8338003158569336 + }, + { + "p": 0.07865595072507858, + "m": 0.9926497340202332 + }, + { + "p": 0.07862313836812973, + "m": 0.936007022857666 + }, + { + "p": 0.05430988222360611, + "m": 0.9958488345146179 + }, + { + "p": 0.07162179797887802, + "m": 1.0 + }, + { + "p": 0.06079076603055, + "m": 1.0 + }, + { + "p": 0.06585581600666046, + "m": 1.0 + }, + { + "p": 0.0674406886100769, + "m": 0.7265504002571106 + }, + { + "p": 0.04860561713576317, + "m": 1.0 + }, + { + "p": 0.054367341101169586, + "m": 0.7569049000740051 + }, + { + "p": 0.005224098451435566, + "m": 0.8104622960090637 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.2636651992797852, + "val_loss": 0.7854554653167725, + "acc": 72.72, + "time": 221.7841599760577, + "param": [ + { + "p": 0.056544944643974304, + "m": 1.0 + }, + { + "p": 0.0330469012260437, + "m": 1.0 + }, + { + "p": 0.05267252400517464, + "m": 1.0 + }, + { + "p": 0.04538433998823166, + "m": 0.3827788829803467 + }, + { + "p": 0.06549736857414246, + "m": 0.3069758713245392 + }, + { + "p": 0.05718933045864105, + "m": 0.8481183648109436 + }, + { + "p": 0.04961385577917099, + "m": 1.0 + }, + { + "p": 0.0752190575003624, + "m": 0.8360701203346252 + }, + { + "p": 0.0680321753025055, + "m": 1.0 + }, + { + "p": 0.05147494003176689, + "m": 0.9112885594367981 + }, + { + "p": 0.07240498065948486, + "m": 1.0 + }, + { + "p": 0.059316329658031464, + "m": 0.9926419258117676 + }, + { + "p": 0.06251360476016998, + "m": 1.0 + }, + { + "p": 0.034230493009090424, + "m": 1.0 + }, + { + "p": 0.05426935479044914, + "m": 0.8146958351135254 + }, + { + "p": 0.0589517317712307, + "m": 0.9591197967529297 + }, + { + "p": 0.059537991881370544, + "m": 0.7366024851799011 + }, + { + "p": 0.04410005733370781, + "m": 0.8873475790023804 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.2611576318740845, + "val_loss": 0.7387471795082092, + "acc": 72.3, + "time": 222.83365248702466, + "param": [ + { + "p": 0.06576903909444809, + "m": 1.0 + }, + { + "p": 0.041736312210559845, + "m": 1.0 + }, + { + "p": 0.07259885966777802, + "m": 1.0 + }, + { + "p": 0.036750420928001404, + "m": 0.47777295112609863 + }, + { + "p": 0.058877769857645035, + "m": 0.2523113191127777 + }, + { + "p": 0.055460069328546524, + "m": 0.9551592469215393 + }, + { + "p": 0.041403044015169144, + "m": 0.9971847534179688 + }, + { + "p": 0.0799393504858017, + "m": 0.7273537516593933 + }, + { + "p": 0.04992485046386719, + "m": 0.9900726675987244 + }, + { + "p": 0.05944370478391647, + "m": 0.9302564263343811 + }, + { + "p": 0.04892692342400551, + "m": 1.0 + }, + { + "p": 0.07861097157001495, + "m": 0.9818699359893799 + }, + { + "p": 0.06015784293413162, + "m": 1.0 + }, + { + "p": 0.05545239895582199, + "m": 1.0 + }, + { + "p": 0.039747461676597595, + "m": 0.8412925601005554 + }, + { + "p": 0.06793402135372162, + "m": 0.9871472120285034 + }, + { + "p": 0.06216063350439072, + "m": 0.8001680374145508 + }, + { + "p": 0.02510645240545273, + "m": 0.9949411153793335 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9765394330024719, + "val_loss": 0.6854128241539001, + "acc": 72.97, + "time": 236.95858794101514, + "param": [ + { + "p": 0.07475912570953369, + "m": 1.0 + }, + { + "p": 0.055515389889478683, + "m": 1.0 + }, + { + "p": 0.06154157593846321, + "m": 1.0 + }, + { + "p": 0.07538312673568726, + "m": 0.4042211174964905 + }, + { + "p": 0.057011742144823074, + "m": 0.1831405609846115 + }, + { + "p": 0.038937218487262726, + "m": 0.9811086654663086 + }, + { + "p": 0.05446179211139679, + "m": 0.998132050037384 + }, + { + "p": 0.061545319855213165, + "m": 0.7375949621200562 + }, + { + "p": 0.06836318969726562, + "m": 1.0 + }, + { + "p": 0.048843659460544586, + "m": 0.9789531826972961 + }, + { + "p": 0.060782719403505325, + "m": 1.0 + }, + { + "p": 0.05913769081234932, + "m": 1.0 + }, + { + "p": 0.04057106003165245, + "m": 1.0 + }, + { + "p": 0.05425555631518364, + "m": 1.0 + }, + { + "p": 0.04634011164307594, + "m": 0.8154328465461731 + }, + { + "p": 0.06894252449274063, + "m": 0.9975362420082092 + }, + { + "p": 0.03407031670212746, + "m": 0.7836836576461792 + }, + { + "p": 0.039537761360406876, + "m": 0.8854210376739502 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0566682815551758, + "val_loss": 0.9423657655715942, + "acc": 72.11, + "time": 220.32733420399018, + "param": [ + { + "p": 0.0691196620464325, + "m": 1.0 + }, + { + "p": 0.04680243879556656, + "m": 1.0 + }, + { + "p": 0.06013781949877739, + "m": 1.0 + }, + { + "p": 0.056886255741119385, + "m": 0.45489728450775146 + }, + { + "p": 0.05966672673821449, + "m": 0.2725925147533417 + }, + { + "p": 0.06444255262613297, + "m": 0.9703949689865112 + }, + { + "p": 0.04339725151658058, + "m": 0.8963636755943298 + }, + { + "p": 0.07214789092540741, + "m": 0.6427345275878906 + }, + { + "p": 0.04136870801448822, + "m": 0.9765450954437256 + }, + { + "p": 0.03376592695713043, + "m": 0.9908775091171265 + }, + { + "p": 0.06533626466989517, + "m": 0.9324184060096741 + }, + { + "p": 0.07173085957765579, + "m": 1.0 + }, + { + "p": 0.051209576427936554, + "m": 1.0 + }, + { + "p": 0.04612100496888161, + "m": 1.0 + }, + { + "p": 0.04786606878042221, + "m": 0.7108972668647766 + }, + { + "p": 0.06562194973230362, + "m": 0.967863917350769 + }, + { + "p": 0.052478622645139694, + "m": 0.7710414528846741 + }, + { + "p": 0.05190043896436691, + "m": 0.7735967040061951 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json new file mode 100644 index 0000000..77c019e --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-2.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.61, + "Time": [ + 235.11000976249576, + 48.85502056957727 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2439162731170654, + "val_loss": 2.2906131744384766, + "acc": 17.73, + "time": 213.58368061995134, + "param": [ + { + "p": 0.07545554637908936, + "m": 1.0 + }, + { + "p": 0.07023253291845322, + "m": 1.0 + }, + { + "p": 0.10051016509532928, + "m": 1.0 + }, + { + "p": 0.054366763681173325, + "m": 0.9981635808944702 + }, + { + "p": 0.03710445016622543, + "m": 1.0 + }, + { + "p": 0.057682447135448456, + "m": 0.9886893630027771 + }, + { + "p": 0.06386922299861908, + "m": 0.9991475939750671 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08276360481977463, + "m": 1.0 + }, + { + "p": 0.04851290583610535, + "m": 1.0 + }, + { + "p": 0.01858070120215416, + "m": 0.9968907237052917 + }, + { + "p": 0.06807678192853928, + "m": 0.9986266493797302 + }, + { + "p": 0.11111509054899216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10826589912176132, + "m": 1.0 + }, + { + "p": 0.05014515668153763, + "m": 0.9963643550872803 + }, + { + "p": 0.03976454958319664, + "m": 1.0 + }, + { + "p": 0.01355422381311655, + "m": 0.9958546161651611 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2228951454162598, + "val_loss": 2.127006769180298, + "acc": 20.96, + "time": 232.67802478000522, + "param": [ + { + "p": 0.09547169506549835, + "m": 1.0 + }, + { + "p": 0.07737567275762558, + "m": 1.0 + }, + { + "p": 0.05668991804122925, + "m": 1.0 + }, + { + "p": 0.03770827129483223, + "m": 1.0 + }, + { + "p": 0.0546836256980896, + "m": 1.0 + }, + { + "p": 0.04179297387599945, + "m": 0.7167481184005737 + }, + { + "p": 0.06776517629623413, + "m": 0.9259936809539795 + }, + { + "p": 0.0, + "m": 0.9889812469482422 + }, + { + "p": 0.03744411841034889, + "m": 0.9013223052024841 + }, + { + "p": 0.08160840719938278, + "m": 1.0 + }, + { + "p": 0.07108301669359207, + "m": 0.9274601340293884 + }, + { + "p": 0.0581531785428524, + "m": 0.9533242583274841 + }, + { + "p": 0.06771664321422577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13894163072109222, + "m": 1.0 + }, + { + "p": 0.11098887026309967, + "m": 0.9292914271354675 + }, + { + "p": 0.0, + "m": 0.6398642659187317 + }, + { + "p": 0.0025767870247364044, + "m": 0.5971755981445312 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0597712993621826, + "val_loss": 2.0642600059509277, + "acc": 25.39, + "time": 222.4713856850285, + "param": [ + { + "p": 0.05519409105181694, + "m": 1.0 + }, + { + "p": 0.07835200428962708, + "m": 1.0 + }, + { + "p": 0.052949074655771255, + "m": 1.0 + }, + { + "p": 0.04159340634942055, + "m": 1.0 + }, + { + "p": 0.05461300536990166, + "m": 0.8019895553588867 + }, + { + "p": 0.07838169485330582, + "m": 0.5827728509902954 + }, + { + "p": 0.06863849610090256, + "m": 0.9147018194198608 + }, + { + "p": 0.04501418396830559, + "m": 0.9878370761871338 + }, + { + "p": 0.05533434823155403, + "m": 0.9995128512382507 + }, + { + "p": 0.059669021517038345, + "m": 0.9156737923622131 + }, + { + "p": 0.06025877594947815, + "m": 1.0 + }, + { + "p": 0.05333944410085678, + "m": 0.9782359004020691 + }, + { + "p": 0.05892495810985565, + "m": 1.0 + }, + { + "p": 0.021494170650839806, + "m": 1.0 + }, + { + "p": 0.05745452269911766, + "m": 0.7809579968452454 + }, + { + "p": 0.07470585405826569, + "m": 0.9458926320075989 + }, + { + "p": 0.0452912412583828, + "m": 0.7357032895088196 + }, + { + "p": 0.03879174217581749, + "m": 0.7501422166824341 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.2059736251831055, + "val_loss": 1.9105446338653564, + "acc": 30.81, + "time": 217.41696794494055, + "param": [ + { + "p": 0.049708347767591476, + "m": 1.0 + }, + { + "p": 0.061091091483831406, + "m": 1.0 + }, + { + "p": 0.06735493242740631, + "m": 1.0 + }, + { + "p": 0.057357434183359146, + "m": 0.9745362997055054 + }, + { + "p": 0.10088014602661133, + "m": 0.8627095222473145 + }, + { + "p": 0.05220049247145653, + "m": 0.7749133110046387 + }, + { + "p": 0.03635057806968689, + "m": 1.0 + }, + { + "p": 0.068029023706913, + "m": 0.9780755639076233 + }, + { + "p": 0.06423972547054291, + "m": 0.9793978333473206 + }, + { + "p": 0.10188093036413193, + "m": 0.9149178862571716 + }, + { + "p": 0.04722480848431587, + "m": 0.9722895622253418 + }, + { + "p": 0.06788629293441772, + "m": 0.9945336580276489 + }, + { + "p": 0.06507154554128647, + "m": 1.0 + }, + { + "p": 0.01096087135374546, + "m": 1.0 + }, + { + "p": 0.04292582347989082, + "m": 0.7294221520423889 + }, + { + "p": 0.06506871432065964, + "m": 0.9984342455863953 + }, + { + "p": 0.02648359164595604, + "m": 0.6940726041793823 + }, + { + "p": 0.015285583212971687, + "m": 0.7282702922821045 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0645012855529785, + "val_loss": 1.9975314140319824, + "acc": 30.58, + "time": 215.6917661470361, + "param": [ + { + "p": 0.07827293127775192, + "m": 1.0 + }, + { + "p": 0.05783853679895401, + "m": 1.0 + }, + { + "p": 0.06743398308753967, + "m": 1.0 + }, + { + "p": 0.09751784056425095, + "m": 0.974194347858429 + }, + { + "p": 0.07159162312746048, + "m": 0.570061981678009 + }, + { + "p": 0.06858117133378983, + "m": 0.6827160120010376 + }, + { + "p": 0.044184546917676926, + "m": 0.9348410367965698 + }, + { + "p": 0.004605176858603954, + "m": 0.9135645627975464 + }, + { + "p": 0.039896946400403976, + "m": 1.0 + }, + { + "p": 0.07931264489889145, + "m": 0.7245526313781738 + }, + { + "p": 0.07157271355390549, + "m": 0.9954864382743835 + }, + { + "p": 0.052092134952545166, + "m": 0.9957730770111084 + }, + { + "p": 0.0379435196518898, + "m": 1.0 + }, + { + "p": 0.007422804366797209, + "m": 1.0 + }, + { + "p": 0.05293085053563118, + "m": 0.3945195972919464 + }, + { + "p": 0.08773034811019897, + "m": 0.9705753326416016 + }, + { + "p": 0.04432358220219612, + "m": 0.9695979356765747 + }, + { + "p": 0.036748722195625305, + "m": 0.8541004657745361 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9623992443084717, + "val_loss": 1.9302928447723389, + "acc": 36.49, + "time": 211.78943283797707, + "param": [ + { + "p": 0.11654384434223175, + "m": 1.0 + }, + { + "p": 0.027796132490038872, + "m": 1.0 + }, + { + "p": 0.037792883813381195, + "m": 1.0 + }, + { + "p": 0.057748809456825256, + "m": 0.9705019593238831 + }, + { + "p": 0.0038672168739140034, + "m": 0.5773831009864807 + }, + { + "p": 0.025698013603687286, + "m": 0.47328948974609375 + }, + { + "p": 0.054029155522584915, + "m": 0.9068140983581543 + }, + { + "p": 0.07728306949138641, + "m": 0.8833155632019043 + }, + { + "p": 0.048724375665187836, + "m": 0.9358466267585754 + }, + { + "p": 0.049512092024087906, + "m": 0.6397425532341003 + }, + { + "p": 0.07913810759782791, + "m": 0.9917895197868347 + }, + { + "p": 0.07820343226194382, + "m": 0.939602792263031 + }, + { + "p": 0.07268844544887543, + "m": 1.0 + }, + { + "p": 0.038259733468294144, + "m": 1.0 + }, + { + "p": 0.08309027552604675, + "m": 0.12009716778993607 + }, + { + "p": 0.12433020770549774, + "m": 0.9876002669334412 + }, + { + "p": 0.025294173508882523, + "m": 0.9524527192115784 + }, + { + "p": 0.0, + "m": 0.8515385389328003 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9975985288619995, + "val_loss": 1.7742151021957397, + "acc": 38.51, + "time": 220.163807083969, + "param": [ + { + "p": 0.07686731964349747, + "m": 1.0 + }, + { + "p": 0.03595885634422302, + "m": 1.0 + }, + { + "p": 0.04150556027889252, + "m": 1.0 + }, + { + "p": 0.043904535472393036, + "m": 0.8538497686386108 + }, + { + "p": 0.014600494876503944, + "m": 0.44176316261291504 + }, + { + "p": 0.04015522450208664, + "m": 0.48602238297462463 + }, + { + "p": 0.04656684398651123, + "m": 0.8705810904502869 + }, + { + "p": 0.09334912151098251, + "m": 0.8312771320343018 + }, + { + "p": 0.08044280111789703, + "m": 0.9790924787521362 + }, + { + "p": 0.0849369615316391, + "m": 0.5873758792877197 + }, + { + "p": 0.07675956934690475, + "m": 1.0 + }, + { + "p": 0.05646141618490219, + "m": 1.0 + }, + { + "p": 0.07593642175197601, + "m": 1.0 + }, + { + "p": 0.01947706565260887, + "m": 1.0 + }, + { + "p": 0.04747012257575989, + "m": 0.13191001117229462 + }, + { + "p": 0.09792553633451462, + "m": 1.0 + }, + { + "p": 0.034210026264190674, + "m": 0.9350016713142395 + }, + { + "p": 0.033472076058387756, + "m": 0.8688802123069763 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9429293870925903, + "val_loss": 1.6951589584350586, + "acc": 41.27, + "time": 222.0502730240114, + "param": [ + { + "p": 0.08765241503715515, + "m": 1.0 + }, + { + "p": 0.04024973511695862, + "m": 1.0 + }, + { + "p": 0.07147384434938431, + "m": 1.0 + }, + { + "p": 0.05606843903660774, + "m": 0.8243815302848816 + }, + { + "p": 0.029140153899788857, + "m": 0.1351461261510849 + }, + { + "p": 0.023849114775657654, + "m": 0.5900025963783264 + }, + { + "p": 0.08627793192863464, + "m": 0.8609896302223206 + }, + { + "p": 0.05524768307805061, + "m": 0.9299018383026123 + }, + { + "p": 0.058604296296834946, + "m": 1.0 + }, + { + "p": 0.08708103001117706, + "m": 0.4016486704349518 + }, + { + "p": 0.056380610913038254, + "m": 1.0 + }, + { + "p": 0.08240660279989243, + "m": 0.9832382798194885 + }, + { + "p": 0.04867353290319443, + "m": 1.0 + }, + { + "p": 0.015432534739375114, + "m": 1.0 + }, + { + "p": 0.07724671065807343, + "m": 0.013607476837933064 + }, + { + "p": 0.058384668081998825, + "m": 1.0 + }, + { + "p": 0.03436608612537384, + "m": 0.9849838018417358 + }, + { + "p": 0.031464558094739914, + "m": 0.8867918848991394 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9470553398132324, + "val_loss": 1.669704556465149, + "acc": 42.1, + "time": 219.83726360008586, + "param": [ + { + "p": 0.06584366410970688, + "m": 1.0 + }, + { + "p": 0.07751660794019699, + "m": 1.0 + }, + { + "p": 0.047341685742139816, + "m": 1.0 + }, + { + "p": 0.08487457036972046, + "m": 0.7751588821411133 + }, + { + "p": 0.042060960084199905, + "m": 0.12276355922222137 + }, + { + "p": 0.06216889247298241, + "m": 0.5604669451713562 + }, + { + "p": 0.11919442564249039, + "m": 0.8518803119659424 + }, + { + "p": 0.042016223073005676, + "m": 0.9975880980491638 + }, + { + "p": 0.03110775724053383, + "m": 0.9761372208595276 + }, + { + "p": 0.060340166091918945, + "m": 0.45906373858451843 + }, + { + "p": 0.05510808527469635, + "m": 0.9516122937202454 + }, + { + "p": 0.04242263734340668, + "m": 0.9457398653030396 + }, + { + "p": 0.0532010942697525, + "m": 1.0 + }, + { + "p": 0.06034621223807335, + "m": 1.0 + }, + { + "p": 0.09356804192066193, + "m": 0.17187608778476715 + }, + { + "p": 0.028734179213643074, + "m": 0.9804069399833679 + }, + { + "p": 0.025818249210715294, + "m": 0.9657986164093018 + }, + { + "p": 0.00833649281412363, + "m": 0.8651574850082397 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8360460996627808, + "val_loss": 1.5817428827285767, + "acc": 43.5, + "time": 237.1449121920159, + "param": [ + { + "p": 0.07906985282897949, + "m": 1.0 + }, + { + "p": 0.030062807723879814, + "m": 1.0 + }, + { + "p": 0.061204176396131516, + "m": 1.0 + }, + { + "p": 0.06355097144842148, + "m": 0.8731949925422668 + }, + { + "p": 0.07635816931724548, + "m": 0.06314867734909058 + }, + { + "p": 0.005572191439568996, + "m": 0.39507943391799927 + }, + { + "p": 0.09246765077114105, + "m": 0.7883115410804749 + }, + { + "p": 0.04427284747362137, + "m": 0.9982398748397827 + }, + { + "p": 0.06738071143627167, + "m": 0.9861169457435608 + }, + { + "p": 0.08344398438930511, + "m": 0.5053640604019165 + }, + { + "p": 0.08325669914484024, + "m": 0.9946314692497253 + }, + { + "p": 0.06493078172206879, + "m": 0.9685344099998474 + }, + { + "p": 0.02767603099346161, + "m": 1.0 + }, + { + "p": 0.014213802292943, + "m": 1.0 + }, + { + "p": 0.08376583456993103, + "m": 0.2187976986169815 + }, + { + "p": 0.031990665942430496, + "m": 0.9751330018043518 + }, + { + "p": 0.08634774386882782, + "m": 0.9061419367790222 + }, + { + "p": 0.00443508755415678, + "m": 0.9133537411689758 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8158828020095825, + "val_loss": 1.6873809099197388, + "acc": 41.7, + "time": 227.95145220402628, + "param": [ + { + "p": 0.08045629411935806, + "m": 1.0 + }, + { + "p": 0.05351981893181801, + "m": 1.0 + }, + { + "p": 0.06437212973833084, + "m": 1.0 + }, + { + "p": 0.04987388104200363, + "m": 0.9749333262443542 + }, + { + "p": 0.08067537099123001, + "m": 0.0793972760438919 + }, + { + "p": 0.06309837847948074, + "m": 0.4001815915107727 + }, + { + "p": 0.054416052997112274, + "m": 0.9598462581634521 + }, + { + "p": 0.07483630627393723, + "m": 0.996449887752533 + }, + { + "p": 0.04232615977525711, + "m": 1.0 + }, + { + "p": 0.059244055300951004, + "m": 0.5893651843070984 + }, + { + "p": 0.048737652599811554, + "m": 0.998645544052124 + }, + { + "p": 0.047955550253391266, + "m": 0.9867171049118042 + }, + { + "p": 0.0694834515452385, + "m": 1.0 + }, + { + "p": 0.018042702227830887, + "m": 1.0 + }, + { + "p": 0.07830748707056046, + "m": 0.27120497822761536 + }, + { + "p": 0.058376505970954895, + "m": 0.9803212881088257 + }, + { + "p": 0.03457310423254967, + "m": 0.7638921737670898 + }, + { + "p": 0.021705077961087227, + "m": 0.9138670563697815 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.889372706413269, + "val_loss": 1.5066468715667725, + "acc": 45.81, + "time": 213.33007526490837, + "param": [ + { + "p": 0.07441040128469467, + "m": 1.0 + }, + { + "p": 0.042459260672330856, + "m": 1.0 + }, + { + "p": 0.06020277738571167, + "m": 1.0 + }, + { + "p": 0.05938548967242241, + "m": 0.9627346992492676 + }, + { + "p": 0.06701461970806122, + "m": 0.16581302881240845 + }, + { + "p": 0.045899648219347, + "m": 0.3666374385356903 + }, + { + "p": 0.05745670571923256, + "m": 0.9992920160293579 + }, + { + "p": 0.05608125403523445, + "m": 0.9688020348548889 + }, + { + "p": 0.07735240459442139, + "m": 1.0 + }, + { + "p": 0.050194088369607925, + "m": 0.6230248808860779 + }, + { + "p": 0.07717995345592499, + "m": 1.0 + }, + { + "p": 0.06019184738397598, + "m": 1.0 + }, + { + "p": 0.049096670001745224, + "m": 1.0 + }, + { + "p": 0.03800247982144356, + "m": 1.0 + }, + { + "p": 0.06991604715585709, + "m": 0.38336870074272156 + }, + { + "p": 0.05871812626719475, + "m": 1.0 + }, + { + "p": 0.033975888043642044, + "m": 0.9145530462265015 + }, + { + "p": 0.022462332621216774, + "m": 0.9090268015861511 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8539910316467285, + "val_loss": 1.5830806493759155, + "acc": 45.43, + "time": 227.3731968589127, + "param": [ + { + "p": 0.06749315559864044, + "m": 1.0 + }, + { + "p": 0.046048883348703384, + "m": 1.0 + }, + { + "p": 0.07992178201675415, + "m": 1.0 + }, + { + "p": 0.056741733103990555, + "m": 0.9673258662223816 + }, + { + "p": 0.0290853101760149, + "m": 0.145529642701149 + }, + { + "p": 0.04614461213350296, + "m": 0.49540814757347107 + }, + { + "p": 0.0773906484246254, + "m": 1.0 + }, + { + "p": 0.09165031462907791, + "m": 0.9881290793418884 + }, + { + "p": 0.06730134040117264, + "m": 1.0 + }, + { + "p": 0.06522049754858017, + "m": 0.6250289082527161 + }, + { + "p": 0.044328171759843826, + "m": 1.0 + }, + { + "p": 0.08769292384386063, + "m": 0.9663046598434448 + }, + { + "p": 0.06895659863948822, + "m": 1.0 + }, + { + "p": 0.01105375774204731, + "m": 1.0 + }, + { + "p": 0.04902365431189537, + "m": 0.454109787940979 + }, + { + "p": 0.06535501778125763, + "m": 0.9821591377258301 + }, + { + "p": 0.017887286841869354, + "m": 1.0 + }, + { + "p": 0.02870430052280426, + "m": 0.9638270139694214 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7486186027526855, + "val_loss": 1.5229147672653198, + "acc": 48.29, + "time": 220.22609422798268, + "param": [ + { + "p": 0.09323321282863617, + "m": 1.0 + }, + { + "p": 0.046604692935943604, + "m": 1.0 + }, + { + "p": 0.04943065717816353, + "m": 1.0 + }, + { + "p": 0.06819232553243637, + "m": 1.0 + }, + { + "p": 0.09862455725669861, + "m": 0.1297735720872879 + }, + { + "p": 0.010157969780266285, + "m": 0.5141693353652954 + }, + { + "p": 0.0989818423986435, + "m": 0.9969848394393921 + }, + { + "p": 0.07515519857406616, + "m": 1.0 + }, + { + "p": 0.044329069554805756, + "m": 0.9759835004806519 + }, + { + "p": 0.0565970279276371, + "m": 0.63144850730896 + }, + { + "p": 0.06714962422847748, + "m": 0.9753375053405762 + }, + { + "p": 0.05884234607219696, + "m": 1.0 + }, + { + "p": 0.060738563537597656, + "m": 1.0 + }, + { + "p": 0.0001321895542787388, + "m": 1.0 + }, + { + "p": 0.08966919034719467, + "m": 0.44374871253967285 + }, + { + "p": 0.06597251445055008, + "m": 0.9971620440483093 + }, + { + "p": 0.006360937841236591, + "m": 0.9305042028427124 + }, + { + "p": 0.009827991016209126, + "m": 0.867715060710907 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7053457498550415, + "val_loss": 1.4947010278701782, + "acc": 47.2, + "time": 224.46613248297945, + "param": [ + { + "p": 0.03339771553874016, + "m": 1.0 + }, + { + "p": 0.034105218946933746, + "m": 1.0 + }, + { + "p": 0.09822903573513031, + "m": 1.0 + }, + { + "p": 0.09706664085388184, + "m": 0.9970065951347351 + }, + { + "p": 0.07116817682981491, + "m": 0.1731841266155243 + }, + { + "p": 0.05311772972345352, + "m": 0.5237135291099548 + }, + { + "p": 0.06955774873495102, + "m": 1.0 + }, + { + "p": 0.05988185480237007, + "m": 1.0 + }, + { + "p": 0.01270256843417883, + "m": 0.9762845039367676 + }, + { + "p": 0.0839538499712944, + "m": 0.7254699468612671 + }, + { + "p": 0.037480782717466354, + "m": 0.9272335767745972 + }, + { + "p": 0.053377915173769, + "m": 1.0 + }, + { + "p": 0.060679011046886444, + "m": 1.0 + }, + { + "p": 0.07134280353784561, + "m": 1.0 + }, + { + "p": 0.09419582784175873, + "m": 0.5526241660118103 + }, + { + "p": 0.06786283850669861, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9487202763557434 + }, + { + "p": 0.0018802958074957132, + "m": 0.8662325143814087 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8717288970947266, + "val_loss": 1.371372938156128, + "acc": 50.13, + "time": 215.55051737604663, + "param": [ + { + "p": 0.055540602654218674, + "m": 1.0 + }, + { + "p": 0.050405219197273254, + "m": 1.0 + }, + { + "p": 0.05881451442837715, + "m": 1.0 + }, + { + "p": 0.05018746107816696, + "m": 0.9904841184616089 + }, + { + "p": 0.03409971669316292, + "m": 0.17167358100414276 + }, + { + "p": 0.07270491123199463, + "m": 0.42764654755592346 + }, + { + "p": 0.049780432134866714, + "m": 1.0 + }, + { + "p": 0.06190962344408035, + "m": 1.0 + }, + { + "p": 0.0701901912689209, + "m": 0.9704076647758484 + }, + { + "p": 0.05477142706513405, + "m": 0.7460166811943054 + }, + { + "p": 0.06040196865797043, + "m": 0.9269204139709473 + }, + { + "p": 0.0950690284371376, + "m": 1.0 + }, + { + "p": 0.07597513496875763, + "m": 1.0 + }, + { + "p": 0.02799931727349758, + "m": 1.0 + }, + { + "p": 0.10383548587560654, + "m": 0.5899078249931335 + }, + { + "p": 0.07210513204336166, + "m": 1.0 + }, + { + "p": 0.0062098316848278046, + "m": 0.8359946608543396 + }, + { + "p": 0.0, + "m": 0.7044646143913269 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8771374225616455, + "val_loss": 1.3916981220245361, + "acc": 50.19, + "time": 222.61443312990014, + "param": [ + { + "p": 0.07662452012300491, + "m": 1.0 + }, + { + "p": 0.0394764244556427, + "m": 1.0 + }, + { + "p": 0.05309799313545227, + "m": 1.0 + }, + { + "p": 0.047228727489709854, + "m": 1.0 + }, + { + "p": 0.06497672200202942, + "m": 0.19396241009235382 + }, + { + "p": 0.06754502654075623, + "m": 0.46071141958236694 + }, + { + "p": 0.08430129289627075, + "m": 0.9957197904586792 + }, + { + "p": 0.05550757423043251, + "m": 0.9427400827407837 + }, + { + "p": 0.06285583227872849, + "m": 1.0 + }, + { + "p": 0.05997896194458008, + "m": 0.7733023762702942 + }, + { + "p": 0.07258272171020508, + "m": 1.0 + }, + { + "p": 0.07073380798101425, + "m": 0.999122679233551 + }, + { + "p": 0.052726518362760544, + "m": 1.0 + }, + { + "p": 0.026105018332600594, + "m": 1.0 + }, + { + "p": 0.06816521286964417, + "m": 0.6523654460906982 + }, + { + "p": 0.07322946190834045, + "m": 1.0 + }, + { + "p": 0.01949389837682247, + "m": 0.756409227848053 + }, + { + "p": 0.005370170809328556, + "m": 0.7000340223312378 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7692948579788208, + "val_loss": 1.3359653949737549, + "acc": 49.83, + "time": 215.21126846398693, + "param": [ + { + "p": 0.05170995369553566, + "m": 1.0 + }, + { + "p": 0.04549714922904968, + "m": 1.0 + }, + { + "p": 0.059844329953193665, + "m": 1.0 + }, + { + "p": 0.042767517268657684, + "m": 0.9974955916404724 + }, + { + "p": 0.05921105667948723, + "m": 0.22320422530174255 + }, + { + "p": 0.04446158930659294, + "m": 0.39358434081077576 + }, + { + "p": 0.05605495721101761, + "m": 0.9832705855369568 + }, + { + "p": 0.057065729051828384, + "m": 0.9994871616363525 + }, + { + "p": 0.060613151639699936, + "m": 1.0 + }, + { + "p": 0.06105104461312294, + "m": 0.7477964162826538 + }, + { + "p": 0.0546962209045887, + "m": 1.0 + }, + { + "p": 0.06751921772956848, + "m": 1.0 + }, + { + "p": 0.06473524123430252, + "m": 1.0 + }, + { + "p": 0.05235600471496582, + "m": 1.0 + }, + { + "p": 0.06945435702800751, + "m": 0.6461313962936401 + }, + { + "p": 0.07271206378936768, + "m": 0.976955771446228 + }, + { + "p": 0.04183635115623474, + "m": 0.8214613199234009 + }, + { + "p": 0.038414016366004944, + "m": 0.6863999366760254 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7801510095596313, + "val_loss": 1.5234533548355103, + "acc": 51.87, + "time": 217.0402884160867, + "param": [ + { + "p": 0.08306913822889328, + "m": 1.0 + }, + { + "p": 0.03291439637541771, + "m": 1.0 + }, + { + "p": 0.08235581964254379, + "m": 1.0 + }, + { + "p": 0.05329069495201111, + "m": 1.0 + }, + { + "p": 0.0540183000266552, + "m": 0.2010417878627777 + }, + { + "p": 0.04121297225356102, + "m": 0.5108712315559387 + }, + { + "p": 0.06248445436358452, + "m": 0.9604591727256775 + }, + { + "p": 0.06538234651088715, + "m": 1.0 + }, + { + "p": 0.04012305289506912, + "m": 0.9701322913169861 + }, + { + "p": 0.06737174838781357, + "m": 0.6172490119934082 + }, + { + "p": 0.057479310780763626, + "m": 0.9784306883811951 + }, + { + "p": 0.05132180452346802, + "m": 1.0 + }, + { + "p": 0.075370654463768, + "m": 1.0 + }, + { + "p": 0.03175982087850571, + "m": 1.0 + }, + { + "p": 0.065900057554245, + "m": 0.6837430000305176 + }, + { + "p": 0.08805382996797562, + "m": 1.0 + }, + { + "p": 0.021081814542412758, + "m": 0.9093441367149353 + }, + { + "p": 0.026809796690940857, + "m": 0.8000316619873047 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7100521326065063, + "val_loss": 1.354296088218689, + "acc": 51.64, + "time": 221.84093915391713, + "param": [ + { + "p": 0.05592960864305496, + "m": 1.0 + }, + { + "p": 0.04465296491980553, + "m": 1.0 + }, + { + "p": 0.07717733085155487, + "m": 1.0 + }, + { + "p": 0.07001756131649017, + "m": 0.9947506785392761 + }, + { + "p": 0.06041920185089111, + "m": 0.18434955179691315 + }, + { + "p": 0.06425810605287552, + "m": 0.46868523955345154 + }, + { + "p": 0.05899754911661148, + "m": 0.9858505725860596 + }, + { + "p": 0.05649702623486519, + "m": 0.9117839932441711 + }, + { + "p": 0.05840834602713585, + "m": 0.9695655107498169 + }, + { + "p": 0.05022445321083069, + "m": 0.6870070099830627 + }, + { + "p": 0.06709279865026474, + "m": 0.9952455759048462 + }, + { + "p": 0.06242073327302933, + "m": 1.0 + }, + { + "p": 0.05650738999247551, + "m": 1.0 + }, + { + "p": 0.015322189778089523, + "m": 1.0 + }, + { + "p": 0.07164926081895828, + "m": 0.706630527973175 + }, + { + "p": 0.05602730065584183, + "m": 0.9952389001846313 + }, + { + "p": 0.02575608715415001, + "m": 0.9182877540588379 + }, + { + "p": 0.048642151057720184, + "m": 0.8896843791007996 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.850435495376587, + "val_loss": 1.3609967231750488, + "acc": 50.72, + "time": 216.66959132999182, + "param": [ + { + "p": 0.07956044375896454, + "m": 1.0 + }, + { + "p": 0.03770815208554268, + "m": 1.0 + }, + { + "p": 0.055694375187158585, + "m": 1.0 + }, + { + "p": 0.08209076523780823, + "m": 1.0 + }, + { + "p": 0.06783683598041534, + "m": 0.23894722759723663 + }, + { + "p": 0.05268706753849983, + "m": 0.48045772314071655 + }, + { + "p": 0.07400399446487427, + "m": 0.9955153465270996 + }, + { + "p": 0.04154674708843231, + "m": 0.9426189661026001 + }, + { + "p": 0.06317480653524399, + "m": 1.0 + }, + { + "p": 0.07263299822807312, + "m": 0.6960235834121704 + }, + { + "p": 0.04777852073311806, + "m": 1.0 + }, + { + "p": 0.07329108566045761, + "m": 1.0 + }, + { + "p": 0.04383143410086632, + "m": 1.0 + }, + { + "p": 0.0327414833009243, + "m": 1.0 + }, + { + "p": 0.06620916724205017, + "m": 0.7462530136108398 + }, + { + "p": 0.070310577750206, + "m": 0.992587149143219 + }, + { + "p": 0.02886970341205597, + "m": 1.0 + }, + { + "p": 0.01003193762153387, + "m": 0.9728845357894897 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7669569253921509, + "val_loss": 1.3927559852600098, + "acc": 53.86, + "time": 219.6055035799509, + "param": [ + { + "p": 0.052607323974370956, + "m": 1.0 + }, + { + "p": 0.047025006264448166, + "m": 1.0 + }, + { + "p": 0.05955883115530014, + "m": 1.0 + }, + { + "p": 0.05607522651553154, + "m": 0.992099404335022 + }, + { + "p": 0.07070951908826828, + "m": 0.1949402242898941 + }, + { + "p": 0.04516638070344925, + "m": 0.4927935302257538 + }, + { + "p": 0.059522032737731934, + "m": 0.9753562808036804 + }, + { + "p": 0.06546100229024887, + "m": 0.9715405702590942 + }, + { + "p": 0.06640736758708954, + "m": 1.0 + }, + { + "p": 0.05721627175807953, + "m": 0.5882822871208191 + }, + { + "p": 0.052938733249902725, + "m": 1.0 + }, + { + "p": 0.06281735748052597, + "m": 0.9962509274482727 + }, + { + "p": 0.07305261492729187, + "m": 1.0 + }, + { + "p": 0.03197181597352028, + "m": 1.0 + }, + { + "p": 0.0638212189078331, + "m": 0.7749386429786682 + }, + { + "p": 0.06949634850025177, + "m": 1.0 + }, + { + "p": 0.03008073754608631, + "m": 0.9978718161582947 + }, + { + "p": 0.0360722579061985, + "m": 0.9901314973831177 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.593966007232666, + "val_loss": 1.280327320098877, + "acc": 54.24, + "time": 223.38487372896634, + "param": [ + { + "p": 0.05649396777153015, + "m": 1.0 + }, + { + "p": 0.047755416482686996, + "m": 1.0 + }, + { + "p": 0.0668700635433197, + "m": 1.0 + }, + { + "p": 0.05297962203621864, + "m": 0.9954553246498108 + }, + { + "p": 0.07003096491098404, + "m": 0.22986631095409393 + }, + { + "p": 0.06968342512845993, + "m": 0.3227742910385132 + }, + { + "p": 0.06093730032444, + "m": 0.9971291422843933 + }, + { + "p": 0.05410276725888252, + "m": 0.9775134921073914 + }, + { + "p": 0.051134563982486725, + "m": 1.0 + }, + { + "p": 0.065045565366745, + "m": 0.55953049659729 + }, + { + "p": 0.050318047404289246, + "m": 1.0 + }, + { + "p": 0.07614193856716156, + "m": 1.0 + }, + { + "p": 0.0767807736992836, + "m": 1.0 + }, + { + "p": 0.03503309190273285, + "m": 1.0 + }, + { + "p": 0.05052739009261131, + "m": 0.7977370619773865 + }, + { + "p": 0.06172151491045952, + "m": 0.9858973026275635 + }, + { + "p": 0.0345102995634079, + "m": 0.926795244216919 + }, + { + "p": 0.019933372735977173, + "m": 0.9176356196403503 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5794968605041504, + "val_loss": 1.3263330459594727, + "acc": 53.46, + "time": 214.09427077393048, + "param": [ + { + "p": 0.06787886470556259, + "m": 1.0 + }, + { + "p": 0.05114731565117836, + "m": 1.0 + }, + { + "p": 0.06642825156450272, + "m": 1.0 + }, + { + "p": 0.0610874705016613, + "m": 1.0 + }, + { + "p": 0.05130758881568909, + "m": 0.1696266233921051 + }, + { + "p": 0.07197922468185425, + "m": 0.47238537669181824 + }, + { + "p": 0.04638856276869774, + "m": 0.9913702607154846 + }, + { + "p": 0.06045755371451378, + "m": 1.0 + }, + { + "p": 0.04097677394747734, + "m": 1.0 + }, + { + "p": 0.046789560467004776, + "m": 0.4684291481971741 + }, + { + "p": 0.05450786277651787, + "m": 1.0 + }, + { + "p": 0.05579084903001785, + "m": 1.0 + }, + { + "p": 0.058275461196899414, + "m": 1.0 + }, + { + "p": 0.031624604016542435, + "m": 1.0 + }, + { + "p": 0.0654476061463356, + "m": 0.8305205702781677 + }, + { + "p": 0.07052473723888397, + "m": 1.0 + }, + { + "p": 0.04766308143734932, + "m": 1.0 + }, + { + "p": 0.05172457545995712, + "m": 0.9514183402061462 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5995254516601562, + "val_loss": 1.2968711853027344, + "acc": 52.93, + "time": 224.00980101607274, + "param": [ + { + "p": 0.05683177337050438, + "m": 1.0 + }, + { + "p": 0.0462505929172039, + "m": 1.0 + }, + { + "p": 0.07273504137992859, + "m": 1.0 + }, + { + "p": 0.05034280940890312, + "m": 1.0 + }, + { + "p": 0.053622953593730927, + "m": 0.31628504395484924 + }, + { + "p": 0.043389175087213516, + "m": 0.5010443329811096 + }, + { + "p": 0.05379948765039444, + "m": 0.9801086783409119 + }, + { + "p": 0.05772288516163826, + "m": 0.9326202869415283 + }, + { + "p": 0.05392460897564888, + "m": 1.0 + }, + { + "p": 0.04849465563893318, + "m": 0.38946813344955444 + }, + { + "p": 0.06117931008338928, + "m": 1.0 + }, + { + "p": 0.061577510088682175, + "m": 1.0 + }, + { + "p": 0.07653701305389404, + "m": 1.0 + }, + { + "p": 0.03972643241286278, + "m": 1.0 + }, + { + "p": 0.07620327174663544, + "m": 0.8342635631561279 + }, + { + "p": 0.08638591319322586, + "m": 1.0 + }, + { + "p": 0.03113642707467079, + "m": 0.9777707457542419 + }, + { + "p": 0.0301401037722826, + "m": 0.9834005832672119 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4975378513336182, + "val_loss": 1.3604846000671387, + "acc": 52.87, + "time": 216.39597823703662, + "param": [ + { + "p": 0.07095010578632355, + "m": 1.0 + }, + { + "p": 0.030196426436305046, + "m": 1.0 + }, + { + "p": 0.06737236678600311, + "m": 1.0 + }, + { + "p": 0.05466846004128456, + "m": 0.9282135963439941 + }, + { + "p": 0.05327964201569557, + "m": 0.31477928161621094 + }, + { + "p": 0.0533965565264225, + "m": 0.5651541352272034 + }, + { + "p": 0.05566415563225746, + "m": 0.9908881187438965 + }, + { + "p": 0.046320393681526184, + "m": 0.9624421000480652 + }, + { + "p": 0.07484707981348038, + "m": 1.0 + }, + { + "p": 0.07266201078891754, + "m": 0.14585132896900177 + }, + { + "p": 0.05129249393939972, + "m": 1.0 + }, + { + "p": 0.08489926904439926, + "m": 1.0 + }, + { + "p": 0.07891830801963806, + "m": 1.0 + }, + { + "p": 0.04236230254173279, + "m": 1.0 + }, + { + "p": 0.03466647118330002, + "m": 0.8652210831642151 + }, + { + "p": 0.07549241930246353, + "m": 0.9991511702537537 + }, + { + "p": 0.02534767985343933, + "m": 1.0 + }, + { + "p": 0.02766384929418564, + "m": 0.9998524785041809 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.8321318626403809, + "val_loss": 1.2706836462020874, + "acc": 56.09, + "time": 219.2070349541027, + "param": [ + { + "p": 0.061541441828012466, + "m": 1.0 + }, + { + "p": 0.059349220246076584, + "m": 1.0 + }, + { + "p": 0.08397311717271805, + "m": 1.0 + }, + { + "p": 0.043750472366809845, + "m": 1.0 + }, + { + "p": 0.05726286396384239, + "m": 0.31783029437065125 + }, + { + "p": 0.024942928925156593, + "m": 0.5825336575508118 + }, + { + "p": 0.03752845525741577, + "m": 0.9932862520217896 + }, + { + "p": 0.054201334714889526, + "m": 0.9979259967803955 + }, + { + "p": 0.07195934653282166, + "m": 1.0 + }, + { + "p": 0.04297864809632301, + "m": 0.17531141638755798 + }, + { + "p": 0.06403025984764099, + "m": 1.0 + }, + { + "p": 0.08104307949542999, + "m": 0.9978374242782593 + }, + { + "p": 0.08296376466751099, + "m": 1.0 + }, + { + "p": 0.0260806605219841, + "m": 1.0 + }, + { + "p": 0.0649600550532341, + "m": 0.8615325689315796 + }, + { + "p": 0.08629028499126434, + "m": 1.0 + }, + { + "p": 0.029303334653377533, + "m": 0.9783321619033813 + }, + { + "p": 0.027840720489621162, + "m": 0.9692274332046509 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7956632375717163, + "val_loss": 1.3502771854400635, + "acc": 56.29, + "time": 220.2667788200779, + "param": [ + { + "p": 0.05334220081567764, + "m": 1.0 + }, + { + "p": 0.05799416825175285, + "m": 1.0 + }, + { + "p": 0.0638294443488121, + "m": 1.0 + }, + { + "p": 0.06039300188422203, + "m": 1.0 + }, + { + "p": 0.061999380588531494, + "m": 0.3360412120819092 + }, + { + "p": 0.03439037501811981, + "m": 0.6420909762382507 + }, + { + "p": 0.071335069835186, + "m": 0.9942936897277832 + }, + { + "p": 0.060584865510463715, + "m": 0.9767212867736816 + }, + { + "p": 0.07406489551067352, + "m": 1.0 + }, + { + "p": 0.07413260638713837, + "m": 0.15437084436416626 + }, + { + "p": 0.07368997484445572, + "m": 1.0 + }, + { + "p": 0.04354824498295784, + "m": 0.9768264293670654 + }, + { + "p": 0.05416834354400635, + "m": 1.0 + }, + { + "p": 0.05110279470682144, + "m": 1.0 + }, + { + "p": 0.0487246960401535, + "m": 0.9050194025039673 + }, + { + "p": 0.0681605413556099, + "m": 0.9825571775436401 + }, + { + "p": 0.026206692680716515, + "m": 1.0 + }, + { + "p": 0.022332768887281418, + "m": 0.9799454212188721 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.6362329721450806, + "val_loss": 1.2264297008514404, + "acc": 55.53, + "time": 217.36929487797897, + "param": [ + { + "p": 0.05474849045276642, + "m": 1.0 + }, + { + "p": 0.052697353065013885, + "m": 1.0 + }, + { + "p": 0.06523995101451874, + "m": 1.0 + }, + { + "p": 0.05559879541397095, + "m": 0.9827522039413452 + }, + { + "p": 0.04177609086036682, + "m": 0.3325977027416229 + }, + { + "p": 0.04344356060028076, + "m": 0.562992513179779 + }, + { + "p": 0.06501395255327225, + "m": 0.9964759349822998 + }, + { + "p": 0.0629715844988823, + "m": 0.9772969484329224 + }, + { + "p": 0.05821898579597473, + "m": 0.9981158971786499 + }, + { + "p": 0.06139928102493286, + "m": 0.12277693301439285 + }, + { + "p": 0.06610792875289917, + "m": 1.0 + }, + { + "p": 0.06195920333266258, + "m": 0.9654881358146667 + }, + { + "p": 0.06764257699251175, + "m": 1.0 + }, + { + "p": 0.03452414274215698, + "m": 1.0 + }, + { + "p": 0.06328997761011124, + "m": 0.9519785642623901 + }, + { + "p": 0.06023084372282028, + "m": 0.9776755571365356 + }, + { + "p": 0.042854346334934235, + "m": 0.9914423227310181 + }, + { + "p": 0.04228296875953674, + "m": 0.9976778626441956 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5334619283676147, + "val_loss": 1.2605563402175903, + "acc": 54.43, + "time": 226.03709083097056, + "param": [ + { + "p": 0.06627129018306732, + "m": 1.0 + }, + { + "p": 0.030380968004465103, + "m": 1.0 + }, + { + "p": 0.07340780645608902, + "m": 1.0 + }, + { + "p": 0.03943117335438728, + "m": 0.9790409207344055 + }, + { + "p": 0.058787088841199875, + "m": 0.28549450635910034 + }, + { + "p": 0.05184517800807953, + "m": 0.6328721642494202 + }, + { + "p": 0.06198618561029434, + "m": 0.8864668011665344 + }, + { + "p": 0.048624198883771896, + "m": 0.9079006314277649 + }, + { + "p": 0.06110062077641487, + "m": 1.0 + }, + { + "p": 0.06678058207035065, + "m": 0.23072777688503265 + }, + { + "p": 0.05532344430685043, + "m": 0.9885250926017761 + }, + { + "p": 0.0759463757276535, + "m": 1.0 + }, + { + "p": 0.07152127474546432, + "m": 1.0 + }, + { + "p": 0.047042299062013626, + "m": 1.0 + }, + { + "p": 0.056147582828998566, + "m": 0.9681531190872192 + }, + { + "p": 0.0715562030673027, + "m": 0.9866534471511841 + }, + { + "p": 0.024766692891716957, + "m": 0.9432806372642517 + }, + { + "p": 0.03908100724220276, + "m": 0.9511277675628662 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4747447967529297, + "val_loss": 1.2315645217895508, + "acc": 56.57, + "time": 216.52819432597607, + "param": [ + { + "p": 0.0600118562579155, + "m": 1.0 + }, + { + "p": 0.04159693419933319, + "m": 1.0 + }, + { + "p": 0.07484520971775055, + "m": 1.0 + }, + { + "p": 0.05665436387062073, + "m": 0.966289222240448 + }, + { + "p": 0.021862484514713287, + "m": 0.3355903625488281 + }, + { + "p": 0.04352760687470436, + "m": 0.5297437906265259 + }, + { + "p": 0.06685461103916168, + "m": 0.9473702907562256 + }, + { + "p": 0.03921693563461304, + "m": 0.9495493173599243 + }, + { + "p": 0.08029501885175705, + "m": 1.0 + }, + { + "p": 0.0595366470515728, + "m": 0.22608762979507446 + }, + { + "p": 0.08230511099100113, + "m": 1.0 + }, + { + "p": 0.0804615169763565, + "m": 0.8854629397392273 + }, + { + "p": 0.07581690698862076, + "m": 1.0 + }, + { + "p": 0.012739819474518299, + "m": 1.0 + }, + { + "p": 0.05392561852931976, + "m": 1.0 + }, + { + "p": 0.057392362505197525, + "m": 0.9005159139633179 + }, + { + "p": 0.05506790429353714, + "m": 0.9999051094055176 + }, + { + "p": 0.03788905590772629, + "m": 0.9807254672050476 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5861462354660034, + "val_loss": 1.146217942237854, + "acc": 57.28, + "time": 210.30259881995153, + "param": [ + { + "p": 0.07922922074794769, + "m": 1.0 + }, + { + "p": 0.025573035702109337, + "m": 1.0 + }, + { + "p": 0.08281289786100388, + "m": 1.0 + }, + { + "p": 0.046045009046792984, + "m": 0.9997198581695557 + }, + { + "p": 0.050378963351249695, + "m": 0.28310343623161316 + }, + { + "p": 0.03716897591948509, + "m": 0.6780962347984314 + }, + { + "p": 0.05015338957309723, + "m": 0.9972348213195801 + }, + { + "p": 0.04903765022754669, + "m": 0.8813371658325195 + }, + { + "p": 0.0632539764046669, + "m": 1.0 + }, + { + "p": 0.07024122029542923, + "m": 0.22573652863502502 + }, + { + "p": 0.05251589044928551, + "m": 1.0 + }, + { + "p": 0.06722382456064224, + "m": 0.9084365367889404 + }, + { + "p": 0.0638987347483635, + "m": 1.0 + }, + { + "p": 0.044205281883478165, + "m": 1.0 + }, + { + "p": 0.07528187334537506, + "m": 0.9941371083259583 + }, + { + "p": 0.07837732136249542, + "m": 0.9270577430725098 + }, + { + "p": 0.03298788517713547, + "m": 1.0 + }, + { + "p": 0.03161492198705673, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6629341840744019, + "val_loss": 1.3532841205596924, + "acc": 57.21, + "time": 210.8917309580138, + "param": [ + { + "p": 0.06849826872348785, + "m": 1.0 + }, + { + "p": 0.04275399073958397, + "m": 1.0 + }, + { + "p": 0.05241207405924797, + "m": 1.0 + }, + { + "p": 0.05611612647771835, + "m": 1.0 + }, + { + "p": 0.04562879726290703, + "m": 0.3058367371559143 + }, + { + "p": 0.044442616403102875, + "m": 0.5869453549385071 + }, + { + "p": 0.05646754801273346, + "m": 0.9745656251907349 + }, + { + "p": 0.06920535117387772, + "m": 0.9588905572891235 + }, + { + "p": 0.07469931989908218, + "m": 1.0 + }, + { + "p": 0.05681191384792328, + "m": 0.04380456358194351 + }, + { + "p": 0.06125515699386597, + "m": 1.0 + }, + { + "p": 0.05439875274896622, + "m": 0.8959655165672302 + }, + { + "p": 0.06270274519920349, + "m": 1.0 + }, + { + "p": 0.04811575263738632, + "m": 1.0 + }, + { + "p": 0.056334976106882095, + "m": 1.0 + }, + { + "p": 0.056712932884693146, + "m": 0.9396350383758545 + }, + { + "p": 0.05152393504977226, + "m": 0.9920181632041931 + }, + { + "p": 0.04191980138421059, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6560975313186646, + "val_loss": 1.1379197835922241, + "acc": 57.72, + "time": 225.49342999991495, + "param": [ + { + "p": 0.07125788927078247, + "m": 1.0 + }, + { + "p": 0.015481891110539436, + "m": 1.0 + }, + { + "p": 0.08658859133720398, + "m": 1.0 + }, + { + "p": 0.04396555572748184, + "m": 0.9630133509635925 + }, + { + "p": 0.05547125265002251, + "m": 0.33057859539985657 + }, + { + "p": 0.04189193993806839, + "m": 0.699386715888977 + }, + { + "p": 0.042175550013780594, + "m": 0.8965886235237122 + }, + { + "p": 0.07553862035274506, + "m": 1.0 + }, + { + "p": 0.05003375932574272, + "m": 1.0 + }, + { + "p": 0.06340085715055466, + "m": 0.04645095393061638 + }, + { + "p": 0.06826511025428772, + "m": 1.0 + }, + { + "p": 0.07868492603302002, + "m": 0.9865865111351013 + }, + { + "p": 0.06212287023663521, + "m": 1.0 + }, + { + "p": 0.0465293824672699, + "m": 1.0 + }, + { + "p": 0.06954067945480347, + "m": 1.0 + }, + { + "p": 0.0533023364841938, + "m": 1.0 + }, + { + "p": 0.045280762016773224, + "m": 0.9938417077064514 + }, + { + "p": 0.030468031764030457, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5396391153335571, + "val_loss": 1.110230803489685, + "acc": 56.78, + "time": 220.24161715910304, + "param": [ + { + "p": 0.08142636716365814, + "m": 1.0 + }, + { + "p": 0.022428803145885468, + "m": 1.0 + }, + { + "p": 0.07679525762796402, + "m": 1.0 + }, + { + "p": 0.05002260580658913, + "m": 0.9577518105506897 + }, + { + "p": 0.05085316300392151, + "m": 0.4010101556777954 + }, + { + "p": 0.04378427565097809, + "m": 0.7414775490760803 + }, + { + "p": 0.059400491416454315, + "m": 1.0 + }, + { + "p": 0.06031977757811546, + "m": 0.9918876886367798 + }, + { + "p": 0.06865914165973663, + "m": 1.0 + }, + { + "p": 0.07029072940349579, + "m": 0.137424498796463 + }, + { + "p": 0.07608635723590851, + "m": 0.9967334270477295 + }, + { + "p": 0.06688043475151062, + "m": 0.9988897442817688 + }, + { + "p": 0.06650970876216888, + "m": 1.0 + }, + { + "p": 0.06490170955657959, + "m": 1.0 + }, + { + "p": 0.05360722914338112, + "m": 1.0 + }, + { + "p": 0.06347022205591202, + "m": 0.9887131452560425 + }, + { + "p": 0.00939727108925581, + "m": 0.9985967874526978 + }, + { + "p": 0.015166446566581726, + "m": 0.9985645413398743 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.7081588506698608, + "val_loss": 1.1078828573226929, + "acc": 58.97, + "time": 220.7255821969593, + "param": [ + { + "p": 0.07093982398509979, + "m": 1.0 + }, + { + "p": 0.036706022918224335, + "m": 1.0 + }, + { + "p": 0.055980030447244644, + "m": 1.0 + }, + { + "p": 0.06168808415532112, + "m": 0.999984860420227 + }, + { + "p": 0.042774178087711334, + "m": 0.464296817779541 + }, + { + "p": 0.037658680230379105, + "m": 0.7612102031707764 + }, + { + "p": 0.06280843913555145, + "m": 1.0 + }, + { + "p": 0.07854300737380981, + "m": 1.0 + }, + { + "p": 0.06403174996376038, + "m": 1.0 + }, + { + "p": 0.06878726184368134, + "m": 0.10204959660768509 + }, + { + "p": 0.07020051032304764, + "m": 1.0 + }, + { + "p": 0.05422726273536682, + "m": 0.9193791151046753 + }, + { + "p": 0.07501570880413055, + "m": 1.0 + }, + { + "p": 0.03186478093266487, + "m": 1.0 + }, + { + "p": 0.061959005892276764, + "m": 0.998417854309082 + }, + { + "p": 0.06725826114416122, + "m": 0.9800648093223572 + }, + { + "p": 0.036656834185123444, + "m": 1.0 + }, + { + "p": 0.022900283336639404, + "m": 0.9776456952095032 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.7793407440185547, + "val_loss": 1.2393214702606201, + "acc": 58.82, + "time": 222.2516428619856, + "param": [ + { + "p": 0.07590281218290329, + "m": 1.0 + }, + { + "p": 0.020019279792904854, + "m": 1.0 + }, + { + "p": 0.08189153671264648, + "m": 1.0 + }, + { + "p": 0.04679550603032112, + "m": 0.9382177591323853 + }, + { + "p": 0.01879565604031086, + "m": 0.4322018325328827 + }, + { + "p": 0.0560791939496994, + "m": 0.7716014385223389 + }, + { + "p": 0.0459667444229126, + "m": 0.9845172762870789 + }, + { + "p": 0.05560268834233284, + "m": 0.883648157119751 + }, + { + "p": 0.06412031501531601, + "m": 0.9943678379058838 + }, + { + "p": 0.0693117156624794, + "m": 0.07160942256450653 + }, + { + "p": 0.07229748368263245, + "m": 1.0 + }, + { + "p": 0.0823020488023758, + "m": 0.9508500099182129 + }, + { + "p": 0.0487993098795414, + "m": 1.0 + }, + { + "p": 0.04760681092739105, + "m": 1.0 + }, + { + "p": 0.07049049437046051, + "m": 1.0 + }, + { + "p": 0.07775230705738068, + "m": 0.9959187507629395 + }, + { + "p": 0.02487272210419178, + "m": 0.9936351180076599 + }, + { + "p": 0.04139341041445732, + "m": 0.975594699382782 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.505578875541687, + "val_loss": 1.1960400342941284, + "acc": 58.82, + "time": 217.1935098619433, + "param": [ + { + "p": 0.07690170407295227, + "m": 1.0 + }, + { + "p": 0.053073711693286896, + "m": 1.0 + }, + { + "p": 0.061079442501068115, + "m": 1.0 + }, + { + "p": 0.04407632350921631, + "m": 0.9468708634376526 + }, + { + "p": 0.06962228566408157, + "m": 0.3755679726600647 + }, + { + "p": 0.053141169250011444, + "m": 0.6894645690917969 + }, + { + "p": 0.06980585306882858, + "m": 1.0 + }, + { + "p": 0.04493990167975426, + "m": 0.9381715655326843 + }, + { + "p": 0.05388111248612404, + "m": 1.0 + }, + { + "p": 0.049741845577955246, + "m": 0.16229915618896484 + }, + { + "p": 0.0328175388276577, + "m": 0.9878814816474915 + }, + { + "p": 0.06644746661186218, + "m": 0.9366598129272461 + }, + { + "p": 0.07722879946231842, + "m": 1.0 + }, + { + "p": 0.040029797703027725, + "m": 1.0 + }, + { + "p": 0.058637600392103195, + "m": 1.0 + }, + { + "p": 0.05824028328061104, + "m": 0.9446119070053101 + }, + { + "p": 0.025119565427303314, + "m": 0.9995132684707642 + }, + { + "p": 0.06521560996770859, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5786843299865723, + "val_loss": 1.1370431184768677, + "acc": 58.74, + "time": 220.82639932492748, + "param": [ + { + "p": 0.05578363686800003, + "m": 1.0 + }, + { + "p": 0.04978332668542862, + "m": 1.0 + }, + { + "p": 0.06913444399833679, + "m": 1.0 + }, + { + "p": 0.0668017640709877, + "m": 0.9197885394096375 + }, + { + "p": 0.037246257066726685, + "m": 0.36792075634002686 + }, + { + "p": 0.0395459420979023, + "m": 0.6235052943229675 + }, + { + "p": 0.0449284128844738, + "m": 0.9329310655593872 + }, + { + "p": 0.05347055569291115, + "m": 0.8586968779563904 + }, + { + "p": 0.07303428649902344, + "m": 1.0 + }, + { + "p": 0.05089597404003143, + "m": 0.021295055747032166 + }, + { + "p": 0.08303902298212051, + "m": 1.0 + }, + { + "p": 0.07859776169061661, + "m": 0.997780442237854 + }, + { + "p": 0.08153001219034195, + "m": 1.0 + }, + { + "p": 0.032134752720594406, + "m": 1.0 + }, + { + "p": 0.06315456330776215, + "m": 1.0 + }, + { + "p": 0.07884768396615982, + "m": 0.9966755509376526 + }, + { + "p": 0.017536809667944908, + "m": 0.9994573593139648 + }, + { + "p": 0.02453482523560524, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.764317274093628, + "val_loss": 1.1243737936019897, + "acc": 59.49, + "time": 227.42698655894492, + "param": [ + { + "p": 0.051898978650569916, + "m": 1.0 + }, + { + "p": 0.03755447641015053, + "m": 1.0 + }, + { + "p": 0.04866548627614975, + "m": 1.0 + }, + { + "p": 0.04551441967487335, + "m": 1.0 + }, + { + "p": 0.05926698073744774, + "m": 0.39314010739326477 + }, + { + "p": 0.07338306307792664, + "m": 0.7716879844665527 + }, + { + "p": 0.06454969197511673, + "m": 1.0 + }, + { + "p": 0.06349507719278336, + "m": 0.9563372135162354 + }, + { + "p": 0.07120943069458008, + "m": 1.0 + }, + { + "p": 0.024721533060073853, + "m": 0.2265712469816208 + }, + { + "p": 0.07895328849554062, + "m": 0.9809914827346802 + }, + { + "p": 0.06887578219175339, + "m": 0.9471856355667114 + }, + { + "p": 0.0619746595621109, + "m": 1.0 + }, + { + "p": 0.022150816395878792, + "m": 1.0 + }, + { + "p": 0.07527749985456467, + "m": 1.0 + }, + { + "p": 0.062314119189977646, + "m": 0.9165278673171997 + }, + { + "p": 0.054012637585401535, + "m": 1.0 + }, + { + "p": 0.036182016134262085, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.6921322345733643, + "val_loss": 1.2072288990020752, + "acc": 60.29, + "time": 224.42362379597034, + "param": [ + { + "p": 0.07532134652137756, + "m": 1.0 + }, + { + "p": 0.026788655668497086, + "m": 1.0 + }, + { + "p": 0.05490937829017639, + "m": 1.0 + }, + { + "p": 0.05149243026971817, + "m": 1.0 + }, + { + "p": 0.042812734842300415, + "m": 0.4018431007862091 + }, + { + "p": 0.04836682230234146, + "m": 0.7327229380607605 + }, + { + "p": 0.036083392798900604, + "m": 1.0 + }, + { + "p": 0.07039947062730789, + "m": 0.9394106864929199 + }, + { + "p": 0.07812508195638657, + "m": 1.0 + }, + { + "p": 0.047053687274456024, + "m": 0.19582144916057587 + }, + { + "p": 0.07449024170637131, + "m": 1.0 + }, + { + "p": 0.04959006980061531, + "m": 0.9681413769721985 + }, + { + "p": 0.07618492096662521, + "m": 1.0 + }, + { + "p": 0.030671240761876106, + "m": 1.0 + }, + { + "p": 0.08108217269182205, + "m": 1.0 + }, + { + "p": 0.06276154518127441, + "m": 0.9027511477470398 + }, + { + "p": 0.03950286656618118, + "m": 0.990596354007721 + }, + { + "p": 0.05436399206519127, + "m": 0.9980237483978271 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4920850992202759, + "val_loss": 1.1443287134170532, + "acc": 60.0, + "time": 227.33930130698718, + "param": [ + { + "p": 0.07795053720474243, + "m": 1.0 + }, + { + "p": 0.03197546303272247, + "m": 1.0 + }, + { + "p": 0.06419195234775543, + "m": 1.0 + }, + { + "p": 0.04769274219870567, + "m": 0.9852789044380188 + }, + { + "p": 0.053372982889413834, + "m": 0.5221501588821411 + }, + { + "p": 0.04908491671085358, + "m": 0.7658351063728333 + }, + { + "p": 0.045583706349134445, + "m": 0.8856227397918701 + }, + { + "p": 0.074745312333107, + "m": 0.7417107820510864 + }, + { + "p": 0.06780960410833359, + "m": 0.988825798034668 + }, + { + "p": 0.040070146322250366, + "m": 0.20187656581401825 + }, + { + "p": 0.06877163797616959, + "m": 1.0 + }, + { + "p": 0.061315685510635376, + "m": 1.0 + }, + { + "p": 0.06149693578481674, + "m": 1.0 + }, + { + "p": 0.04979482293128967, + "m": 1.0 + }, + { + "p": 0.06229986622929573, + "m": 0.9871450066566467 + }, + { + "p": 0.06394675374031067, + "m": 0.99537593126297 + }, + { + "p": 0.04547213762998581, + "m": 0.9595208168029785 + }, + { + "p": 0.03442475199699402, + "m": 0.9822637438774109 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.6256835460662842, + "val_loss": 1.085074543952942, + "acc": 60.03, + "time": 221.30947399092838, + "param": [ + { + "p": 0.066615529358387, + "m": 1.0 + }, + { + "p": 0.04341622069478035, + "m": 1.0 + }, + { + "p": 0.06648734956979752, + "m": 1.0 + }, + { + "p": 0.04784669354557991, + "m": 0.9313219785690308 + }, + { + "p": 0.04217943176627159, + "m": 0.44121357798576355 + }, + { + "p": 0.028502466157078743, + "m": 0.8345560431480408 + }, + { + "p": 0.06788796931505203, + "m": 0.9560169577598572 + }, + { + "p": 0.06341008096933365, + "m": 0.8554701805114746 + }, + { + "p": 0.07174757868051529, + "m": 1.0 + }, + { + "p": 0.05627717450261116, + "m": 0.192532479763031 + }, + { + "p": 0.06433125585317612, + "m": 1.0 + }, + { + "p": 0.07292768359184265, + "m": 1.0 + }, + { + "p": 0.08214595913887024, + "m": 1.0 + }, + { + "p": 0.045731011778116226, + "m": 1.0 + }, + { + "p": 0.04871063306927681, + "m": 0.9979714751243591 + }, + { + "p": 0.07060405611991882, + "m": 1.0 + }, + { + "p": 0.030962595716118813, + "m": 0.8945684432983398 + }, + { + "p": 0.030216291546821594, + "m": 0.9908817410469055 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5082367658615112, + "val_loss": 1.1560267210006714, + "acc": 61.03, + "time": 209.95805523300078, + "param": [ + { + "p": 0.08406367897987366, + "m": 1.0 + }, + { + "p": 0.0338481105864048, + "m": 1.0 + }, + { + "p": 0.07854606956243515, + "m": 1.0 + }, + { + "p": 0.04505283385515213, + "m": 0.8920600414276123 + }, + { + "p": 0.037318725138902664, + "m": 0.47198355197906494 + }, + { + "p": 0.03647470101714134, + "m": 0.872972309589386 + }, + { + "p": 0.07553675770759583, + "m": 0.9453034400939941 + }, + { + "p": 0.0650281012058258, + "m": 0.9462742209434509 + }, + { + "p": 0.05104363337159157, + "m": 1.0 + }, + { + "p": 0.06527965515851974, + "m": 0.1613692045211792 + }, + { + "p": 0.05672815442085266, + "m": 1.0 + }, + { + "p": 0.06369209289550781, + "m": 0.9905800223350525 + }, + { + "p": 0.06361406296491623, + "m": 1.0 + }, + { + "p": 0.02350585348904133, + "m": 1.0 + }, + { + "p": 0.06405048817396164, + "m": 1.0 + }, + { + "p": 0.08314555138349533, + "m": 1.0 + }, + { + "p": 0.0405220128595829, + "m": 0.9311347603797913 + }, + { + "p": 0.03254959359765053, + "m": 0.9336835145950317 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5267066955566406, + "val_loss": 1.132083773612976, + "acc": 61.38, + "time": 216.38106710196007, + "param": [ + { + "p": 0.07214091718196869, + "m": 1.0 + }, + { + "p": 0.035537295043468475, + "m": 1.0 + }, + { + "p": 0.07988812029361725, + "m": 1.0 + }, + { + "p": 0.05938107892870903, + "m": 0.8629230260848999 + }, + { + "p": 0.03590111434459686, + "m": 0.4661673903465271 + }, + { + "p": 0.04717535525560379, + "m": 0.8918523192405701 + }, + { + "p": 0.06667613983154297, + "m": 0.9993892908096313 + }, + { + "p": 0.08472295850515366, + "m": 0.875109076499939 + }, + { + "p": 0.05737738683819771, + "m": 1.0 + }, + { + "p": 0.02413572557270527, + "m": 0.19193315505981445 + }, + { + "p": 0.05837240442633629, + "m": 0.9957836270332336 + }, + { + "p": 0.06148237735033035, + "m": 0.986846923828125 + }, + { + "p": 0.05313123017549515, + "m": 1.0 + }, + { + "p": 0.03695838153362274, + "m": 1.0 + }, + { + "p": 0.0731617659330368, + "m": 0.9743224382400513 + }, + { + "p": 0.05725112929940224, + "m": 0.9849336743354797 + }, + { + "p": 0.04190657660365105, + "m": 0.967749297618866 + }, + { + "p": 0.054800163954496384, + "m": 0.9821931719779968 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3876961469650269, + "val_loss": 1.0676167011260986, + "acc": 61.56, + "time": 214.46464700996876, + "param": [ + { + "p": 0.06383264064788818, + "m": 1.0 + }, + { + "p": 0.03626445680856705, + "m": 1.0 + }, + { + "p": 0.0721777006983757, + "m": 1.0 + }, + { + "p": 0.05948079749941826, + "m": 0.8289660215377808 + }, + { + "p": 0.04569804668426514, + "m": 0.5025277733802795 + }, + { + "p": 0.052628688514232635, + "m": 0.7603757381439209 + }, + { + "p": 0.07077646255493164, + "m": 0.9647843241691589 + }, + { + "p": 0.062364593148231506, + "m": 1.0 + }, + { + "p": 0.06192091852426529, + "m": 1.0 + }, + { + "p": 0.030673613771796227, + "m": 0.20995143055915833 + }, + { + "p": 0.05489734187722206, + "m": 0.9999378323554993 + }, + { + "p": 0.07531812787055969, + "m": 0.9495640397071838 + }, + { + "p": 0.06397749483585358, + "m": 1.0 + }, + { + "p": 0.06616395711898804, + "m": 1.0 + }, + { + "p": 0.06016748771071434, + "m": 0.9996250867843628 + }, + { + "p": 0.06115134060382843, + "m": 0.965568482875824 + }, + { + "p": 0.03313326835632324, + "m": 0.8379284143447876 + }, + { + "p": 0.0293730441480875, + "m": 0.9907230138778687 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.630224585533142, + "val_loss": 1.1539982557296753, + "acc": 61.65, + "time": 225.68133784993552, + "param": [ + { + "p": 0.0757269337773323, + "m": 1.0 + }, + { + "p": 0.03030957281589508, + "m": 1.0 + }, + { + "p": 0.0837145522236824, + "m": 1.0 + }, + { + "p": 0.04748796299099922, + "m": 0.6714393496513367 + }, + { + "p": 0.05402975529432297, + "m": 0.52498859167099 + }, + { + "p": 0.04255969822406769, + "m": 0.8531264662742615 + }, + { + "p": 0.0669359415769577, + "m": 0.8783129453659058 + }, + { + "p": 0.053200654685497284, + "m": 0.9626681208610535 + }, + { + "p": 0.06521889567375183, + "m": 1.0 + }, + { + "p": 0.05411063879728317, + "m": 0.1814500242471695 + }, + { + "p": 0.07053590565919876, + "m": 1.0 + }, + { + "p": 0.0756230428814888, + "m": 1.0 + }, + { + "p": 0.06358366459608078, + "m": 1.0 + }, + { + "p": 0.009974289685487747, + "m": 1.0 + }, + { + "p": 0.052796874195337296, + "m": 0.9982321262359619 + }, + { + "p": 0.03927833214402199, + "m": 1.0 + }, + { + "p": 0.06701216101646423, + "m": 1.0 + }, + { + "p": 0.047901105135679245, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5417400598526, + "val_loss": 1.19719398021698, + "acc": 59.9, + "time": 210.75642087496817, + "param": [ + { + "p": 0.07444537431001663, + "m": 1.0 + }, + { + "p": 0.04201100394129753, + "m": 1.0 + }, + { + "p": 0.06287731230258942, + "m": 1.0 + }, + { + "p": 0.0536479651927948, + "m": 0.7499632239341736 + }, + { + "p": 0.040210191160440445, + "m": 0.6117960810661316 + }, + { + "p": 0.03142845258116722, + "m": 0.7865921258926392 + }, + { + "p": 0.07644110172986984, + "m": 0.8266158699989319 + }, + { + "p": 0.03990130499005318, + "m": 0.8581897020339966 + }, + { + "p": 0.06381557136774063, + "m": 1.0 + }, + { + "p": 0.08040296286344528, + "m": 0.21459084749221802 + }, + { + "p": 0.05723954737186432, + "m": 1.0 + }, + { + "p": 0.06964544206857681, + "m": 0.9690661430358887 + }, + { + "p": 0.04961834475398064, + "m": 1.0 + }, + { + "p": 0.04001327231526375, + "m": 1.0 + }, + { + "p": 0.056146878749132156, + "m": 0.9973929524421692 + }, + { + "p": 0.05523865669965744, + "m": 0.9413887858390808 + }, + { + "p": 0.05714920163154602, + "m": 1.0 + }, + { + "p": 0.04976736381649971, + "m": 0.9929786324501038 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6442677974700928, + "val_loss": 1.1135451793670654, + "acc": 61.39, + "time": 217.06500385596883, + "param": [ + { + "p": 0.06573743373155594, + "m": 1.0 + }, + { + "p": 0.05236098915338516, + "m": 1.0 + }, + { + "p": 0.06480953842401505, + "m": 1.0 + }, + { + "p": 0.056592393666505814, + "m": 0.8504326939582825 + }, + { + "p": 0.06650999933481216, + "m": 0.570719838142395 + }, + { + "p": 0.036014262586832047, + "m": 0.8133552074432373 + }, + { + "p": 0.0645691305398941, + "m": 0.9387326240539551 + }, + { + "p": 0.054651714861392975, + "m": 0.9336236715316772 + }, + { + "p": 0.057974882423877716, + "m": 0.9815287590026855 + }, + { + "p": 0.047410085797309875, + "m": 0.29621368646621704 + }, + { + "p": 0.05985795333981514, + "m": 1.0 + }, + { + "p": 0.07534825801849365, + "m": 0.9811439514160156 + }, + { + "p": 0.07817724347114563, + "m": 1.0 + }, + { + "p": 0.04956504702568054, + "m": 1.0 + }, + { + "p": 0.05540655180811882, + "m": 1.0 + }, + { + "p": 0.07065682113170624, + "m": 1.0 + }, + { + "p": 0.010269076563417912, + "m": 0.9576212763786316 + }, + { + "p": 0.03408858925104141, + "m": 0.9901022911071777 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.641814112663269, + "val_loss": 1.1966757774353027, + "acc": 61.05, + "time": 224.25356481503695, + "param": [ + { + "p": 0.06754052639007568, + "m": 1.0 + }, + { + "p": 0.05960458144545555, + "m": 1.0 + }, + { + "p": 0.06948564946651459, + "m": 1.0 + }, + { + "p": 0.047090716660022736, + "m": 0.886060357093811 + }, + { + "p": 0.03564683720469475, + "m": 0.6272484064102173 + }, + { + "p": 0.0604189895093441, + "m": 0.9139273166656494 + }, + { + "p": 0.04743850231170654, + "m": 0.9909389615058899 + }, + { + "p": 0.07011722773313522, + "m": 0.9462333917617798 + }, + { + "p": 0.06027722731232643, + "m": 0.9964815974235535 + }, + { + "p": 0.04282783344388008, + "m": 0.31838399171829224 + }, + { + "p": 0.06244601309299469, + "m": 0.9740394949913025 + }, + { + "p": 0.07270072400569916, + "m": 0.9930487275123596 + }, + { + "p": 0.07073074579238892, + "m": 1.0 + }, + { + "p": 0.03869711980223656, + "m": 1.0 + }, + { + "p": 0.06933175772428513, + "m": 1.0 + }, + { + "p": 0.05038239806890488, + "m": 0.975193202495575 + }, + { + "p": 0.05190202221274376, + "m": 0.9893485903739929 + }, + { + "p": 0.023361245170235634, + "m": 0.9770318865776062 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.5809688568115234, + "val_loss": 1.1647930145263672, + "acc": 62.55, + "time": 218.25619894091506, + "param": [ + { + "p": 0.0626930445432663, + "m": 1.0 + }, + { + "p": 0.04639400169253349, + "m": 1.0 + }, + { + "p": 0.0748317539691925, + "m": 1.0 + }, + { + "p": 0.06190008670091629, + "m": 0.9257926344871521 + }, + { + "p": 0.023619413375854492, + "m": 0.804980456829071 + }, + { + "p": 0.04957130551338196, + "m": 0.8737611770629883 + }, + { + "p": 0.06424563378095627, + "m": 0.8863939642906189 + }, + { + "p": 0.07798874378204346, + "m": 0.9034892916679382 + }, + { + "p": 0.07716677337884903, + "m": 1.0 + }, + { + "p": 0.05005617439746857, + "m": 0.3962116837501526 + }, + { + "p": 0.06946150213479996, + "m": 1.0 + }, + { + "p": 0.06696534156799316, + "m": 0.9979682564735413 + }, + { + "p": 0.06228150054812431, + "m": 1.0 + }, + { + "p": 0.050619397312402725, + "m": 1.0 + }, + { + "p": 0.0630280151963234, + "m": 1.0 + }, + { + "p": 0.047855742275714874, + "m": 0.9822303652763367 + }, + { + "p": 0.013562123291194439, + "m": 0.9974884390830994 + }, + { + "p": 0.03775939717888832, + "m": 0.9853838682174683 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.6670172214508057, + "val_loss": 1.1421751976013184, + "acc": 61.32, + "time": 216.61489168100525, + "param": [ + { + "p": 0.049040284007787704, + "m": 1.0 + }, + { + "p": 0.050344549119472504, + "m": 1.0 + }, + { + "p": 0.053403303027153015, + "m": 1.0 + }, + { + "p": 0.043005988001823425, + "m": 0.8279914259910583 + }, + { + "p": 0.03848051279783249, + "m": 0.9231678247451782 + }, + { + "p": 0.05766637995839119, + "m": 0.856255829334259 + }, + { + "p": 0.04509560018777847, + "m": 0.8435680866241455 + }, + { + "p": 0.03845514357089996, + "m": 0.9731679558753967 + }, + { + "p": 0.06607727706432343, + "m": 1.0 + }, + { + "p": 0.06527385115623474, + "m": 0.33549997210502625 + }, + { + "p": 0.07298998534679413, + "m": 1.0 + }, + { + "p": 0.06477541476488113, + "m": 0.9604313969612122 + }, + { + "p": 0.058084968477487564, + "m": 1.0 + }, + { + "p": 0.04764328896999359, + "m": 1.0 + }, + { + "p": 0.055565234273672104, + "m": 1.0 + }, + { + "p": 0.07207845896482468, + "m": 0.9419261813163757 + }, + { + "p": 0.0507395938038826, + "m": 1.0 + }, + { + "p": 0.07128018885850906, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.7378841638565063, + "val_loss": 1.118293046951294, + "acc": 61.64, + "time": 215.0909085199237, + "param": [ + { + "p": 0.045918237417936325, + "m": 1.0 + }, + { + "p": 0.04091925546526909, + "m": 1.0 + }, + { + "p": 0.05748079717159271, + "m": 1.0 + }, + { + "p": 0.04242003336548805, + "m": 0.7500452995300293 + }, + { + "p": 0.05366402864456177, + "m": 0.9513256549835205 + }, + { + "p": 0.049632295966148376, + "m": 0.9806965589523315 + }, + { + "p": 0.06038005277514458, + "m": 0.8087801933288574 + }, + { + "p": 0.07105226069688797, + "m": 1.0 + }, + { + "p": 0.054731812328100204, + "m": 1.0 + }, + { + "p": 0.04738248512148857, + "m": 0.36390501260757446 + }, + { + "p": 0.05218207463622093, + "m": 0.9990702867507935 + }, + { + "p": 0.07141415029764175, + "m": 0.9823963642120361 + }, + { + "p": 0.06818361580371857, + "m": 1.0 + }, + { + "p": 0.06266852468252182, + "m": 1.0 + }, + { + "p": 0.07221555709838867, + "m": 1.0 + }, + { + "p": 0.061000674962997437, + "m": 1.0 + }, + { + "p": 0.04118993505835533, + "m": 0.9998390674591064 + }, + { + "p": 0.04756413772702217, + "m": 0.9929569959640503 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4910153150558472, + "val_loss": 1.1304296255111694, + "acc": 63.55, + "time": 220.58638352202252, + "param": [ + { + "p": 0.058308932930231094, + "m": 1.0 + }, + { + "p": 0.01762755960226059, + "m": 1.0 + }, + { + "p": 0.057212796062231064, + "m": 1.0 + }, + { + "p": 0.045533742755651474, + "m": 0.7792097330093384 + }, + { + "p": 0.04704670235514641, + "m": 0.9475976824760437 + }, + { + "p": 0.048257552087306976, + "m": 0.9188175797462463 + }, + { + "p": 0.06191466748714447, + "m": 0.7533057928085327 + }, + { + "p": 0.06900466978549957, + "m": 1.0 + }, + { + "p": 0.05145486444234848, + "m": 1.0 + }, + { + "p": 0.04834423214197159, + "m": 0.36346402764320374 + }, + { + "p": 0.05654047057032585, + "m": 0.9973528981208801 + }, + { + "p": 0.06573127955198288, + "m": 1.0 + }, + { + "p": 0.08350268751382828, + "m": 1.0 + }, + { + "p": 0.042242396622896194, + "m": 1.0 + }, + { + "p": 0.08677063137292862, + "m": 1.0 + }, + { + "p": 0.08406879752874374, + "m": 0.9986658096313477 + }, + { + "p": 0.03243551030755043, + "m": 0.9788294434547424 + }, + { + "p": 0.04400252923369408, + "m": 0.978458821773529 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.5517126321792603, + "val_loss": 1.0028622150421143, + "acc": 62.94, + "time": 212.151102517033, + "param": [ + { + "p": 0.08723269402980804, + "m": 1.0 + }, + { + "p": 0.05486274138092995, + "m": 1.0 + }, + { + "p": 0.0795155018568039, + "m": 1.0 + }, + { + "p": 0.0304800383746624, + "m": 0.7404442429542542 + }, + { + "p": 0.026683973148465157, + "m": 0.9350351095199585 + }, + { + "p": 0.06489510834217072, + "m": 1.0 + }, + { + "p": 0.05919307842850685, + "m": 0.7947679758071899 + }, + { + "p": 0.051692284643650055, + "m": 0.9357421398162842 + }, + { + "p": 0.03660997375845909, + "m": 1.0 + }, + { + "p": 0.047278665006160736, + "m": 0.2668593227863312 + }, + { + "p": 0.06741593033075333, + "m": 0.9987998604774475 + }, + { + "p": 0.0632476657629013, + "m": 0.9840928912162781 + }, + { + "p": 0.07510586082935333, + "m": 1.0 + }, + { + "p": 0.04718714952468872, + "m": 1.0 + }, + { + "p": 0.08734121173620224, + "m": 1.0 + }, + { + "p": 0.03798316419124603, + "m": 0.9678266644477844 + }, + { + "p": 0.045352257788181305, + "m": 0.9878588914871216 + }, + { + "p": 0.03792266920208931, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.4988590478897095, + "val_loss": 1.110077142715454, + "acc": 61.59, + "time": 220.1839446889935, + "param": [ + { + "p": 0.05109960585832596, + "m": 1.0 + }, + { + "p": 0.03643017262220383, + "m": 1.0 + }, + { + "p": 0.06663499027490616, + "m": 1.0 + }, + { + "p": 0.08051922917366028, + "m": 0.8079081773757935 + }, + { + "p": 0.040228620171546936, + "m": 0.8245661854743958 + }, + { + "p": 0.0343230776488781, + "m": 0.9868764281272888 + }, + { + "p": 0.07269972562789917, + "m": 0.8317543268203735 + }, + { + "p": 0.06477697193622589, + "m": 0.9824276566505432 + }, + { + "p": 0.06520002335309982, + "m": 0.9748709201812744 + }, + { + "p": 0.06049926578998566, + "m": 0.3892573118209839 + }, + { + "p": 0.05454258993268013, + "m": 1.0 + }, + { + "p": 0.07100219279527664, + "m": 0.9651118516921997 + }, + { + "p": 0.05829879269003868, + "m": 1.0 + }, + { + "p": 0.04949586093425751, + "m": 1.0 + }, + { + "p": 0.07303482294082642, + "m": 0.9911785125732422 + }, + { + "p": 0.04351368173956871, + "m": 0.9442103505134583 + }, + { + "p": 0.05637110024690628, + "m": 0.9534926414489746 + }, + { + "p": 0.021329330280423164, + "m": 0.9989166855812073 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.5009386539459229, + "val_loss": 0.9966036677360535, + "acc": 64.07, + "time": 217.4952695070533, + "param": [ + { + "p": 0.07596258074045181, + "m": 1.0 + }, + { + "p": 0.03222580626606941, + "m": 1.0 + }, + { + "p": 0.032988909631967545, + "m": 1.0 + }, + { + "p": 0.06807400286197662, + "m": 0.8350847363471985 + }, + { + "p": 0.03935186192393303, + "m": 0.7342536449432373 + }, + { + "p": 0.06068885326385498, + "m": 0.9938549995422363 + }, + { + "p": 0.058029670268297195, + "m": 0.8369550108909607 + }, + { + "p": 0.07835901528596878, + "m": 0.9430599808692932 + }, + { + "p": 0.0672597587108612, + "m": 0.9950622320175171 + }, + { + "p": 0.06449771672487259, + "m": 0.4233311712741852 + }, + { + "p": 0.061313167214393616, + "m": 1.0 + }, + { + "p": 0.07042311877012253, + "m": 1.0 + }, + { + "p": 0.07007851451635361, + "m": 1.0 + }, + { + "p": 0.023523109033703804, + "m": 1.0 + }, + { + "p": 0.09987364709377289, + "m": 0.9853115677833557 + }, + { + "p": 0.04857782647013664, + "m": 0.9972312450408936 + }, + { + "p": 0.015392721630632877, + "m": 0.8718209266662598 + }, + { + "p": 0.03337974473834038, + "m": 0.9574815630912781 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3371126651763916, + "val_loss": 0.9736230373382568, + "acc": 64.0, + "time": 222.10350108600687, + "param": [ + { + "p": 0.055296577513217926, + "m": 1.0 + }, + { + "p": 0.05362842231988907, + "m": 1.0 + }, + { + "p": 0.09246665984392166, + "m": 1.0 + }, + { + "p": 0.022256899625062943, + "m": 0.750300407409668 + }, + { + "p": 0.043751075863838196, + "m": 0.7794551253318787 + }, + { + "p": 0.05035277456045151, + "m": 0.8488646745681763 + }, + { + "p": 0.030116522684693336, + "m": 0.8688479065895081 + }, + { + "p": 0.06628288328647614, + "m": 0.9303967356681824 + }, + { + "p": 0.06357171386480331, + "m": 0.993636429309845 + }, + { + "p": 0.06232854351401329, + "m": 0.4848039746284485 + }, + { + "p": 0.05776616558432579, + "m": 0.9740405678749084 + }, + { + "p": 0.08882886171340942, + "m": 0.9727344512939453 + }, + { + "p": 0.055469512939453125, + "m": 1.0 + }, + { + "p": 0.060269854962825775, + "m": 1.0 + }, + { + "p": 0.06849715858697891, + "m": 1.0 + }, + { + "p": 0.05954261124134064, + "m": 1.0 + }, + { + "p": 0.044540274888277054, + "m": 0.9394034147262573 + }, + { + "p": 0.025033501908183098, + "m": 0.9705265164375305 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4260821342468262, + "val_loss": 1.0290945768356323, + "acc": 63.74, + "time": 220.74022770894226, + "param": [ + { + "p": 0.07578279078006744, + "m": 1.0 + }, + { + "p": 0.0557718351483345, + "m": 1.0 + }, + { + "p": 0.07950212061405182, + "m": 1.0 + }, + { + "p": 0.035273291170597076, + "m": 0.707421064376831 + }, + { + "p": 0.021942326799035072, + "m": 0.7468750476837158 + }, + { + "p": 0.0527767650783062, + "m": 0.8519203662872314 + }, + { + "p": 0.019013715907931328, + "m": 0.8528534173965454 + }, + { + "p": 0.04887108504772186, + "m": 0.9559817910194397 + }, + { + "p": 0.0834081694483757, + "m": 1.0 + }, + { + "p": 0.06832484155893326, + "m": 0.5783446431159973 + }, + { + "p": 0.06767529994249344, + "m": 0.9896400570869446 + }, + { + "p": 0.06034095585346222, + "m": 0.966849148273468 + }, + { + "p": 0.07534495741128922, + "m": 1.0 + }, + { + "p": 0.04493804648518562, + "m": 1.0 + }, + { + "p": 0.07482939958572388, + "m": 1.0 + }, + { + "p": 0.06149602681398392, + "m": 1.0 + }, + { + "p": 0.043414074927568436, + "m": 0.9078516960144043 + }, + { + "p": 0.031294334679841995, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.5066317319869995, + "val_loss": 0.930810809135437, + "acc": 63.03, + "time": 220.68371805292554, + "param": [ + { + "p": 0.07860307395458221, + "m": 1.0 + }, + { + "p": 0.054176561534404755, + "m": 1.0 + }, + { + "p": 0.05739862844347954, + "m": 1.0 + }, + { + "p": 0.053910963237285614, + "m": 0.7341554760932922 + }, + { + "p": 0.04046580195426941, + "m": 0.8119023442268372 + }, + { + "p": 0.062167271971702576, + "m": 0.9230471849441528 + }, + { + "p": 0.06376770883798599, + "m": 0.8816767930984497 + }, + { + "p": 0.05092601105570793, + "m": 0.9826130270957947 + }, + { + "p": 0.06811749190092087, + "m": 0.9657495617866516 + }, + { + "p": 0.05684199556708336, + "m": 0.6198002696037292 + }, + { + "p": 0.06798045337200165, + "m": 0.9948288798332214 + }, + { + "p": 0.05659741908311844, + "m": 1.0 + }, + { + "p": 0.06412339955568314, + "m": 1.0 + }, + { + "p": 0.06811774522066116, + "m": 1.0 + }, + { + "p": 0.04070838913321495, + "m": 0.9516749978065491 + }, + { + "p": 0.052053775638341904, + "m": 0.9892224073410034 + }, + { + "p": 0.014891822822391987, + "m": 0.8046215772628784 + }, + { + "p": 0.0491514652967453, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.5185906887054443, + "val_loss": 1.0559574365615845, + "acc": 63.94, + "time": 214.1343716669362, + "param": [ + { + "p": 0.06080448254942894, + "m": 1.0 + }, + { + "p": 0.0519992932677269, + "m": 1.0 + }, + { + "p": 0.07188637554645538, + "m": 1.0 + }, + { + "p": 0.05252125859260559, + "m": 0.6942309737205505 + }, + { + "p": 0.051021330058574677, + "m": 0.884286105632782 + }, + { + "p": 0.05576760694384575, + "m": 0.9233862161636353 + }, + { + "p": 0.07005221396684647, + "m": 0.9736511707305908 + }, + { + "p": 0.03867980092763901, + "m": 0.9546886086463928 + }, + { + "p": 0.05920640379190445, + "m": 1.0 + }, + { + "p": 0.058550287038087845, + "m": 0.6355975866317749 + }, + { + "p": 0.05651135742664337, + "m": 1.0 + }, + { + "p": 0.0582255981862545, + "m": 1.0 + }, + { + "p": 0.0582098662853241, + "m": 1.0 + }, + { + "p": 0.04922929033637047, + "m": 1.0 + }, + { + "p": 0.04266798496246338, + "m": 0.9800506830215454 + }, + { + "p": 0.061891861259937286, + "m": 1.0 + }, + { + "p": 0.05564848333597183, + "m": 0.9629164934158325 + }, + { + "p": 0.04712648689746857, + "m": 0.9814116358757019 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3290520906448364, + "val_loss": 1.0707956552505493, + "acc": 63.9, + "time": 207.6600494219456, + "param": [ + { + "p": 0.07778125256299973, + "m": 1.0 + }, + { + "p": 0.032983988523483276, + "m": 1.0 + }, + { + "p": 0.05156742408871651, + "m": 1.0 + }, + { + "p": 0.06365232169628143, + "m": 0.7494516372680664 + }, + { + "p": 0.0330255851149559, + "m": 0.9604932069778442 + }, + { + "p": 0.039718158543109894, + "m": 1.0 + }, + { + "p": 0.07336246967315674, + "m": 0.8285135626792908 + }, + { + "p": 0.05717066302895546, + "m": 0.9037476778030396 + }, + { + "p": 0.04639517143368721, + "m": 1.0 + }, + { + "p": 0.05318424105644226, + "m": 0.7132399082183838 + }, + { + "p": 0.07575294375419617, + "m": 1.0 + }, + { + "p": 0.06696286797523499, + "m": 1.0 + }, + { + "p": 0.06038094684481621, + "m": 1.0 + }, + { + "p": 0.041836295276880264, + "m": 1.0 + }, + { + "p": 0.07158975303173065, + "m": 0.9995734095573425 + }, + { + "p": 0.05941146984696388, + "m": 0.9881594777107239 + }, + { + "p": 0.048589225858449936, + "m": 1.0 + }, + { + "p": 0.046635229140520096, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3879361152648926, + "val_loss": 1.004827618598938, + "acc": 65.12, + "time": 222.56835175002925, + "param": [ + { + "p": 0.0832035019993782, + "m": 1.0 + }, + { + "p": 0.053432244807481766, + "m": 1.0 + }, + { + "p": 0.07877273112535477, + "m": 1.0 + }, + { + "p": 0.031182002276182175, + "m": 0.6304713487625122 + }, + { + "p": 0.05282851308584213, + "m": 0.9146932363510132 + }, + { + "p": 0.05559612438082695, + "m": 0.9540284872055054 + }, + { + "p": 0.0522301085293293, + "m": 0.7943753600120544 + }, + { + "p": 0.0006951828254386783, + "m": 0.916563868522644 + }, + { + "p": 0.06188584864139557, + "m": 1.0 + }, + { + "p": 0.05906413868069649, + "m": 0.7317529320716858 + }, + { + "p": 0.07184325158596039, + "m": 0.9994935393333435 + }, + { + "p": 0.07730962336063385, + "m": 1.0 + }, + { + "p": 0.054817236959934235, + "m": 1.0 + }, + { + "p": 0.036766111850738525, + "m": 1.0 + }, + { + "p": 0.070399709045887, + "m": 0.9933786988258362 + }, + { + "p": 0.07512892037630081, + "m": 1.0 + }, + { + "p": 0.04479702189564705, + "m": 0.9954981803894043 + }, + { + "p": 0.04004785418510437, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.5915881395339966, + "val_loss": 1.0436416864395142, + "acc": 64.8, + "time": 210.8207478679251, + "param": [ + { + "p": 0.074287548661232, + "m": 1.0 + }, + { + "p": 0.039325498044490814, + "m": 1.0 + }, + { + "p": 0.0627749115228653, + "m": 1.0 + }, + { + "p": 0.04165015369653702, + "m": 0.7442640066146851 + }, + { + "p": 0.034773778170347214, + "m": 0.9896066784858704 + }, + { + "p": 0.043526530265808105, + "m": 0.9458650350570679 + }, + { + "p": 0.06124401465058327, + "m": 0.7573893070220947 + }, + { + "p": 0.06532800942659378, + "m": 0.9289129972457886 + }, + { + "p": 0.0464237704873085, + "m": 1.0 + }, + { + "p": 0.05593226104974747, + "m": 0.737628698348999 + }, + { + "p": 0.06805654615163803, + "m": 1.0 + }, + { + "p": 0.0715586394071579, + "m": 0.9887323975563049 + }, + { + "p": 0.0678967610001564, + "m": 1.0 + }, + { + "p": 0.04909612238407135, + "m": 1.0 + }, + { + "p": 0.04968756064772606, + "m": 1.0 + }, + { + "p": 0.06363669782876968, + "m": 0.9974955916404724 + }, + { + "p": 0.0385204516351223, + "m": 0.9657517075538635 + }, + { + "p": 0.06628082692623138, + "m": 0.9875813126564026 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.652381420135498, + "val_loss": 1.0127233266830444, + "acc": 64.89, + "time": 215.27864058606792, + "param": [ + { + "p": 0.0631072148680687, + "m": 1.0 + }, + { + "p": 0.01848815381526947, + "m": 1.0 + }, + { + "p": 0.07107808440923691, + "m": 1.0 + }, + { + "p": 0.04800930991768837, + "m": 0.8066970109939575 + }, + { + "p": 0.053679078817367554, + "m": 1.0 + }, + { + "p": 0.05066235736012459, + "m": 0.9422558546066284 + }, + { + "p": 0.03522321581840515, + "m": 0.721794068813324 + }, + { + "p": 0.03776189312338829, + "m": 1.0 + }, + { + "p": 0.06245451793074608, + "m": 1.0 + }, + { + "p": 0.056794989854097366, + "m": 0.7312018871307373 + }, + { + "p": 0.04543206840753555, + "m": 0.9985705018043518 + }, + { + "p": 0.06222729757428169, + "m": 0.9613127112388611 + }, + { + "p": 0.07461763918399811, + "m": 1.0 + }, + { + "p": 0.059238873422145844, + "m": 1.0 + }, + { + "p": 0.07395242154598236, + "m": 0.99915611743927 + }, + { + "p": 0.06894375383853912, + "m": 0.9721614718437195 + }, + { + "p": 0.058622561395168304, + "m": 0.9992615580558777 + }, + { + "p": 0.05970652773976326, + "m": 0.9938948750495911 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.6219711303710938, + "val_loss": 1.0766042470932007, + "acc": 65.54, + "time": 216.84870073397178, + "param": [ + { + "p": 0.057999011129140854, + "m": 1.0 + }, + { + "p": 0.0414423830807209, + "m": 1.0 + }, + { + "p": 0.057061344385147095, + "m": 1.0 + }, + { + "p": 0.05462941154837608, + "m": 0.6545537114143372 + }, + { + "p": 0.04120481014251709, + "m": 0.8921918869018555 + }, + { + "p": 0.07290106266736984, + "m": 1.0 + }, + { + "p": 0.08695358783006668, + "m": 0.6651089787483215 + }, + { + "p": 0.05519256368279457, + "m": 0.9809784293174744 + }, + { + "p": 0.05523088946938515, + "m": 1.0 + }, + { + "p": 0.04750726744532585, + "m": 0.7186025977134705 + }, + { + "p": 0.07491204887628555, + "m": 1.0 + }, + { + "p": 0.08025792986154556, + "m": 1.0 + }, + { + "p": 0.05098898336291313, + "m": 1.0 + }, + { + "p": 0.040444232523441315, + "m": 1.0 + }, + { + "p": 0.05957365408539772, + "m": 0.9787928462028503 + }, + { + "p": 0.058691006153821945, + "m": 0.9992133378982544 + }, + { + "p": 0.02938251942396164, + "m": 0.9944109320640564 + }, + { + "p": 0.03562736511230469, + "m": 0.9398164749145508 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3308184146881104, + "val_loss": 0.9934688210487366, + "acc": 64.87, + "time": 221.4321384089999, + "param": [ + { + "p": 0.07047007232904434, + "m": 1.0 + }, + { + "p": 0.03148726746439934, + "m": 1.0 + }, + { + "p": 0.054652780294418335, + "m": 1.0 + }, + { + "p": 0.06294804066419601, + "m": 0.662224531173706 + }, + { + "p": 0.07558583468198776, + "m": 0.7842639684677124 + }, + { + "p": 0.030267609283328056, + "m": 0.997387170791626 + }, + { + "p": 0.04816919192671776, + "m": 0.7845793962478638 + }, + { + "p": 0.05390462651848793, + "m": 0.9244339466094971 + }, + { + "p": 0.05289386957883835, + "m": 1.0 + }, + { + "p": 0.05716855078935623, + "m": 0.7599798440933228 + }, + { + "p": 0.04156055301427841, + "m": 0.950981616973877 + }, + { + "p": 0.051844313740730286, + "m": 1.0 + }, + { + "p": 0.0643215924501419, + "m": 1.0 + }, + { + "p": 0.041726090013980865, + "m": 1.0 + }, + { + "p": 0.06407918781042099, + "m": 1.0 + }, + { + "p": 0.10932568460702896, + "m": 1.0 + }, + { + "p": 0.039914920926094055, + "m": 0.9707895517349243 + }, + { + "p": 0.04967975616455078, + "m": 0.9329078793525696 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.6629257202148438, + "val_loss": 0.9598150253295898, + "acc": 65.25, + "time": 227.047134218039, + "param": [ + { + "p": 0.07021740823984146, + "m": 1.0 + }, + { + "p": 0.03573939949274063, + "m": 1.0 + }, + { + "p": 0.06326485425233841, + "m": 1.0 + }, + { + "p": 0.06293143332004547, + "m": 0.6747533679008484 + }, + { + "p": 0.03667227923870087, + "m": 0.817001223564148 + }, + { + "p": 0.06767439842224121, + "m": 1.0 + }, + { + "p": 0.04728194326162338, + "m": 0.8530609011650085 + }, + { + "p": 0.05497562885284424, + "m": 0.9874094128608704 + }, + { + "p": 0.046297650784254074, + "m": 0.9819176197052002 + }, + { + "p": 0.05090772733092308, + "m": 0.7973942160606384 + }, + { + "p": 0.05929291620850563, + "m": 1.0 + }, + { + "p": 0.06713591516017914, + "m": 0.9777236580848694 + }, + { + "p": 0.06586220115423203, + "m": 1.0 + }, + { + "p": 0.060559000819921494, + "m": 1.0 + }, + { + "p": 0.04421277344226837, + "m": 0.979661226272583 + }, + { + "p": 0.03640248253941536, + "m": 0.9645711183547974 + }, + { + "p": 0.057236842811107635, + "m": 1.0 + }, + { + "p": 0.073335200548172, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.664381980895996, + "val_loss": 1.0717427730560303, + "acc": 65.67, + "time": 218.58453081711195, + "param": [ + { + "p": 0.06494610011577606, + "m": 1.0 + }, + { + "p": 0.061567872762680054, + "m": 1.0 + }, + { + "p": 0.043551456183195114, + "m": 1.0 + }, + { + "p": 0.05780233442783356, + "m": 0.7542438507080078 + }, + { + "p": 0.045501142740249634, + "m": 0.8278696537017822 + }, + { + "p": 0.04646768048405647, + "m": 0.9985619187355042 + }, + { + "p": 0.05051153153181076, + "m": 0.8805959820747375 + }, + { + "p": 0.05373552441596985, + "m": 0.9791825413703918 + }, + { + "p": 0.07919172942638397, + "m": 1.0 + }, + { + "p": 0.062414199113845825, + "m": 0.8256450295448303 + }, + { + "p": 0.0429161861538887, + "m": 1.0 + }, + { + "p": 0.044881127774715424, + "m": 1.0 + }, + { + "p": 0.0565815307199955, + "m": 1.0 + }, + { + "p": 0.060051657259464264, + "m": 1.0 + }, + { + "p": 0.05537446588277817, + "m": 1.0 + }, + { + "p": 0.08131588250398636, + "m": 1.0 + }, + { + "p": 0.04795141518115997, + "m": 0.999744176864624 + }, + { + "p": 0.04523806273937225, + "m": 0.9669091105461121 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.6286683082580566, + "val_loss": 1.0241177082061768, + "acc": 64.41, + "time": 226.28209543298, + "param": [ + { + "p": 0.06405096501111984, + "m": 1.0 + }, + { + "p": 0.03518071398139, + "m": 1.0 + }, + { + "p": 0.03546151518821716, + "m": 1.0 + }, + { + "p": 0.04915206879377365, + "m": 0.6603183746337891 + }, + { + "p": 0.05886811390519142, + "m": 0.8732708692550659 + }, + { + "p": 0.06954016536474228, + "m": 1.0 + }, + { + "p": 0.05188833177089691, + "m": 0.8714845776557922 + }, + { + "p": 0.07131911814212799, + "m": 0.9301857948303223 + }, + { + "p": 0.061153020709753036, + "m": 0.9986280202865601 + }, + { + "p": 0.05218711495399475, + "m": 0.8504635095596313 + }, + { + "p": 0.06968049705028534, + "m": 1.0 + }, + { + "p": 0.07520157098770142, + "m": 1.0 + }, + { + "p": 0.058377571403980255, + "m": 1.0 + }, + { + "p": 0.06673220545053482, + "m": 1.0 + }, + { + "p": 0.038281019777059555, + "m": 0.9958488345146179 + }, + { + "p": 0.06311257928609848, + "m": 0.9286097288131714 + }, + { + "p": 0.052102118730545044, + "m": 1.0 + }, + { + "p": 0.027711186558008194, + "m": 0.9932343363761902 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3682104349136353, + "val_loss": 0.9082491993904114, + "acc": 65.04, + "time": 227.7876384180272, + "param": [ + { + "p": 0.0676872655749321, + "m": 1.0 + }, + { + "p": 0.03809326887130737, + "m": 1.0 + }, + { + "p": 0.055328067392110825, + "m": 1.0 + }, + { + "p": 0.0492977499961853, + "m": 0.5795018672943115 + }, + { + "p": 0.05633455887436867, + "m": 0.768397867679596 + }, + { + "p": 0.04983129724860191, + "m": 0.9951606392860413 + }, + { + "p": 0.07154364138841629, + "m": 1.0 + }, + { + "p": 0.055430568754673004, + "m": 0.9699413776397705 + }, + { + "p": 0.05987570807337761, + "m": 1.0 + }, + { + "p": 0.059905439615249634, + "m": 0.8085601925849915 + }, + { + "p": 0.06803223490715027, + "m": 0.99936842918396 + }, + { + "p": 0.0617358423769474, + "m": 0.9978213310241699 + }, + { + "p": 0.074883371591568, + "m": 1.0 + }, + { + "p": 0.033377595245838165, + "m": 1.0 + }, + { + "p": 0.045385319739580154, + "m": 1.0 + }, + { + "p": 0.057516906410455704, + "m": 1.0 + }, + { + "p": 0.050299305468797684, + "m": 1.0 + }, + { + "p": 0.04544182866811752, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4427591562271118, + "val_loss": 0.9630398154258728, + "acc": 66.4, + "time": 229.23994131700601, + "param": [ + { + "p": 0.0599975623190403, + "m": 1.0 + }, + { + "p": 0.04447140544652939, + "m": 1.0 + }, + { + "p": 0.04527581110596657, + "m": 1.0 + }, + { + "p": 0.058059949427843094, + "m": 0.44506844878196716 + }, + { + "p": 0.04519573226571083, + "m": 0.7301090955734253 + }, + { + "p": 0.05893048644065857, + "m": 0.9897176027297974 + }, + { + "p": 0.055520493537187576, + "m": 1.0 + }, + { + "p": 0.057263921946287155, + "m": 0.8023037910461426 + }, + { + "p": 0.056021809577941895, + "m": 1.0 + }, + { + "p": 0.07291223108768463, + "m": 0.801490306854248 + }, + { + "p": 0.07287613302469254, + "m": 1.0 + }, + { + "p": 0.05474722012877464, + "m": 0.9982077479362488 + }, + { + "p": 0.0637829378247261, + "m": 1.0 + }, + { + "p": 0.0633314698934555, + "m": 1.0 + }, + { + "p": 0.05419966205954552, + "m": 1.0 + }, + { + "p": 0.0576692633330822, + "m": 1.0 + }, + { + "p": 0.047076065093278885, + "m": 0.9985940456390381 + }, + { + "p": 0.03266790509223938, + "m": 0.9665928483009338 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.41775381565094, + "val_loss": 0.9971631169319153, + "acc": 65.32, + "time": 220.84330732596572, + "param": [ + { + "p": 0.07844497263431549, + "m": 1.0 + }, + { + "p": 0.03659231215715408, + "m": 1.0 + }, + { + "p": 0.054989833384752274, + "m": 1.0 + }, + { + "p": 0.053348977118730545, + "m": 0.48482412099838257 + }, + { + "p": 0.04529373347759247, + "m": 0.7698950171470642 + }, + { + "p": 0.05559929087758064, + "m": 1.0 + }, + { + "p": 0.03299173340201378, + "m": 0.9795511960983276 + }, + { + "p": 0.05292663350701332, + "m": 0.8465865850448608 + }, + { + "p": 0.06349512189626694, + "m": 1.0 + }, + { + "p": 0.07976210117340088, + "m": 0.8672376275062561 + }, + { + "p": 0.0347069576382637, + "m": 0.9890406727790833 + }, + { + "p": 0.06335178762674332, + "m": 0.9656076431274414 + }, + { + "p": 0.07278189063072205, + "m": 1.0 + }, + { + "p": 0.06555221974849701, + "m": 1.0 + }, + { + "p": 0.075124591588974, + "m": 0.9683921933174133 + }, + { + "p": 0.06594981998205185, + "m": 0.9746562242507935 + }, + { + "p": 0.03223492577672005, + "m": 0.9796707034111023 + }, + { + "p": 0.03685304895043373, + "m": 0.9105308651924133 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4997591972351074, + "val_loss": 0.9262717366218567, + "acc": 66.12, + "time": 222.95069551107008, + "param": [ + { + "p": 0.07528002560138702, + "m": 1.0 + }, + { + "p": 0.044329430907964706, + "m": 1.0 + }, + { + "p": 0.10300871729850769, + "m": 1.0 + }, + { + "p": 0.061208438128232956, + "m": 0.5380190014839172 + }, + { + "p": 0.058370936661958694, + "m": 0.905715823173523 + }, + { + "p": 0.05154722183942795, + "m": 0.9954887628555298 + }, + { + "p": 0.040087196975946426, + "m": 0.8461588621139526 + }, + { + "p": 0.07028688490390778, + "m": 0.9434320330619812 + }, + { + "p": 0.031699635088443756, + "m": 1.0 + }, + { + "p": 0.04941854998469353, + "m": 0.8984464406967163 + }, + { + "p": 0.06652186810970306, + "m": 0.9843831658363342 + }, + { + "p": 0.05773264169692993, + "m": 1.0 + }, + { + "p": 0.06526569277048111, + "m": 1.0 + }, + { + "p": 0.024477360770106316, + "m": 1.0 + }, + { + "p": 0.060449887067079544, + "m": 0.9779942035675049 + }, + { + "p": 0.06654100120067596, + "m": 1.0 + }, + { + "p": 0.03688666969537735, + "m": 0.9579153060913086 + }, + { + "p": 0.03688785806298256, + "m": 0.9618000984191895 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4892981052398682, + "val_loss": 0.9997943639755249, + "acc": 65.37, + "time": 219.17780034895986, + "param": [ + { + "p": 0.061418887227773666, + "m": 1.0 + }, + { + "p": 0.03177456557750702, + "m": 1.0 + }, + { + "p": 0.04933301731944084, + "m": 1.0 + }, + { + "p": 0.02720589190721512, + "m": 0.483932763338089 + }, + { + "p": 0.055849190801382065, + "m": 0.9786866307258606 + }, + { + "p": 0.04473958909511566, + "m": 1.0 + }, + { + "p": 0.07160770893096924, + "m": 0.861487865447998 + }, + { + "p": 0.06077468395233154, + "m": 1.0 + }, + { + "p": 0.05034654960036278, + "m": 1.0 + }, + { + "p": 0.07291001081466675, + "m": 0.940015435218811 + }, + { + "p": 0.07096784561872482, + "m": 1.0 + }, + { + "p": 0.05357351154088974, + "m": 1.0 + }, + { + "p": 0.0629151463508606, + "m": 1.0 + }, + { + "p": 0.04441050812602043, + "m": 1.0 + }, + { + "p": 0.06845144927501678, + "m": 1.0 + }, + { + "p": 0.06462498754262924, + "m": 1.0 + }, + { + "p": 0.05488942563533783, + "m": 0.9555401802062988 + }, + { + "p": 0.05420702323317528, + "m": 0.9368222951889038 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3704853057861328, + "val_loss": 0.9801888465881348, + "acc": 65.65, + "time": 210.89802718895953, + "param": [ + { + "p": 0.06474556773900986, + "m": 1.0 + }, + { + "p": 0.051631879061460495, + "m": 1.0 + }, + { + "p": 0.05124560743570328, + "m": 1.0 + }, + { + "p": 0.05801596865057945, + "m": 0.4263541102409363 + }, + { + "p": 0.034578125923871994, + "m": 0.8762079477310181 + }, + { + "p": 0.07130015641450882, + "m": 0.9869393110275269 + }, + { + "p": 0.07425130158662796, + "m": 0.874933660030365 + }, + { + "p": 0.04635332524776459, + "m": 0.9883767366409302 + }, + { + "p": 0.06981491297483444, + "m": 0.9995473027229309 + }, + { + "p": 0.036363035440444946, + "m": 0.8014513850212097 + }, + { + "p": 0.071711964905262, + "m": 0.9999216198921204 + }, + { + "p": 0.06574194133281708, + "m": 0.9866170287132263 + }, + { + "p": 0.09093277156352997, + "m": 1.0 + }, + { + "p": 0.017373129725456238, + "m": 1.0 + }, + { + "p": 0.05577194318175316, + "m": 0.9283474683761597 + }, + { + "p": 0.06959094107151031, + "m": 1.0 + }, + { + "p": 0.03315530717372894, + "m": 0.9807929992675781 + }, + { + "p": 0.03742210194468498, + "m": 0.9967334866523743 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.7024308443069458, + "val_loss": 0.9050361514091492, + "acc": 66.67, + "time": 211.13166982599068, + "param": [ + { + "p": 0.06674256920814514, + "m": 1.0 + }, + { + "p": 0.05757896974682808, + "m": 1.0 + }, + { + "p": 0.059202954173088074, + "m": 1.0 + }, + { + "p": 0.06509760767221451, + "m": 0.4576803147792816 + }, + { + "p": 0.054817136377096176, + "m": 0.9127665162086487 + }, + { + "p": 0.033756036311388016, + "m": 0.975418210029602 + }, + { + "p": 0.05014440044760704, + "m": 0.8767791986465454 + }, + { + "p": 0.06743736565113068, + "m": 0.9747406244277954 + }, + { + "p": 0.06893705576658249, + "m": 1.0 + }, + { + "p": 0.04481083154678345, + "m": 0.774478554725647 + }, + { + "p": 0.05599576234817505, + "m": 1.0 + }, + { + "p": 0.060517191886901855, + "m": 1.0 + }, + { + "p": 0.07873530685901642, + "m": 1.0 + }, + { + "p": 0.03772693872451782, + "m": 1.0 + }, + { + "p": 0.06425344944000244, + "m": 0.9018805027008057 + }, + { + "p": 0.043940749019384384, + "m": 1.0 + }, + { + "p": 0.04319076985120773, + "m": 1.0 + }, + { + "p": 0.04711495339870453, + "m": 0.9301668405532837 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.5624597072601318, + "val_loss": 0.9610199332237244, + "acc": 65.75, + "time": 210.91286621394102, + "param": [ + { + "p": 0.06699194014072418, + "m": 1.0 + }, + { + "p": 0.05067931488156319, + "m": 1.0 + }, + { + "p": 0.054548732936382294, + "m": 1.0 + }, + { + "p": 0.05960468202829361, + "m": 0.3418906033039093 + }, + { + "p": 0.05720768868923187, + "m": 0.9269658327102661 + }, + { + "p": 0.01806456409394741, + "m": 0.9826778173446655 + }, + { + "p": 0.07972873002290726, + "m": 0.9239751100540161 + }, + { + "p": 0.03160996735095978, + "m": 0.9724152684211731 + }, + { + "p": 0.06380670517683029, + "m": 0.9989010691642761 + }, + { + "p": 0.05668643116950989, + "m": 0.7950567007064819 + }, + { + "p": 0.07395188510417938, + "m": 1.0 + }, + { + "p": 0.07977349311113358, + "m": 1.0 + }, + { + "p": 0.06425566226243973, + "m": 1.0 + }, + { + "p": 0.03318469598889351, + "m": 1.0 + }, + { + "p": 0.06780210137367249, + "m": 1.0 + }, + { + "p": 0.04896213859319687, + "m": 0.9953721165657043 + }, + { + "p": 0.06640850752592087, + "m": 0.985176682472229 + }, + { + "p": 0.026732780039310455, + "m": 0.9981236457824707 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.499347448348999, + "val_loss": 0.9148123860359192, + "acc": 66.57, + "time": 214.43015218700748, + "param": [ + { + "p": 0.06006329506635666, + "m": 1.0 + }, + { + "p": 0.07018069177865982, + "m": 1.0 + }, + { + "p": 0.05085320025682449, + "m": 1.0 + }, + { + "p": 0.05155633017420769, + "m": 0.30749672651290894 + }, + { + "p": 0.051370106637477875, + "m": 1.0 + }, + { + "p": 0.07869436591863632, + "m": 0.9243276119232178 + }, + { + "p": 0.04715854674577713, + "m": 0.7547491788864136 + }, + { + "p": 0.07597000896930695, + "m": 0.8276224136352539 + }, + { + "p": 0.06122621148824692, + "m": 1.0 + }, + { + "p": 0.05290905386209488, + "m": 0.8110674023628235 + }, + { + "p": 0.050868961960077286, + "m": 0.9942641258239746 + }, + { + "p": 0.05822841450572014, + "m": 0.9933954477310181 + }, + { + "p": 0.05329407379031181, + "m": 1.0 + }, + { + "p": 0.04345496743917465, + "m": 1.0 + }, + { + "p": 0.046744223684072495, + "m": 0.9712162017822266 + }, + { + "p": 0.06649599224328995, + "m": 0.9848164916038513 + }, + { + "p": 0.04717279598116875, + "m": 0.9883667230606079 + }, + { + "p": 0.03375887870788574, + "m": 0.9929938912391663 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.510541319847107, + "val_loss": 0.9289062023162842, + "acc": 64.64, + "time": 217.69436990399845, + "param": [ + { + "p": 0.06690914928913116, + "m": 1.0 + }, + { + "p": 0.038383908569812775, + "m": 1.0 + }, + { + "p": 0.058637991547584534, + "m": 1.0 + }, + { + "p": 0.04847178980708122, + "m": 0.3626878261566162 + }, + { + "p": 0.05614953488111496, + "m": 0.9722155928611755 + }, + { + "p": 0.06626656651496887, + "m": 1.0 + }, + { + "p": 0.05822841078042984, + "m": 0.6978018283843994 + }, + { + "p": 0.05674474313855171, + "m": 0.8954964280128479 + }, + { + "p": 0.036973532289266586, + "m": 0.9787495136260986 + }, + { + "p": 0.052778664976358414, + "m": 0.8420198559761047 + }, + { + "p": 0.06210262328386307, + "m": 0.9879974126815796 + }, + { + "p": 0.05370926856994629, + "m": 1.0 + }, + { + "p": 0.06997442245483398, + "m": 1.0 + }, + { + "p": 0.047927144914865494, + "m": 1.0 + }, + { + "p": 0.0720532238483429, + "m": 1.0 + }, + { + "p": 0.08582540601491928, + "m": 0.9870008826255798 + }, + { + "p": 0.0199592262506485, + "m": 0.9886501431465149 + }, + { + "p": 0.04890434443950653, + "m": 0.9833598732948303 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4471986293792725, + "val_loss": 0.8790708184242249, + "acc": 66.76, + "time": 224.18668663396966, + "param": [ + { + "p": 0.06662106513977051, + "m": 1.0 + }, + { + "p": 0.041157253086566925, + "m": 1.0 + }, + { + "p": 0.0710400864481926, + "m": 1.0 + }, + { + "p": 0.040262095630168915, + "m": 0.3975757658481598 + }, + { + "p": 0.06988021731376648, + "m": 1.0 + }, + { + "p": 0.03755973279476166, + "m": 0.9523658752441406 + }, + { + "p": 0.04870646819472313, + "m": 0.6539626121520996 + }, + { + "p": 0.045460790395736694, + "m": 0.8830362558364868 + }, + { + "p": 0.06862711161375046, + "m": 1.0 + }, + { + "p": 0.05592876672744751, + "m": 0.8598752617835999 + }, + { + "p": 0.043001800775527954, + "m": 0.9984664916992188 + }, + { + "p": 0.05396835505962372, + "m": 1.0 + }, + { + "p": 0.06203806772828102, + "m": 1.0 + }, + { + "p": 0.05423633009195328, + "m": 1.0 + }, + { + "p": 0.060845594853162766, + "m": 1.0 + }, + { + "p": 0.07251156866550446, + "m": 0.987665057182312 + }, + { + "p": 0.048945892602205276, + "m": 1.0 + }, + { + "p": 0.05920884385704994, + "m": 0.999897837638855 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.4489883184432983, + "val_loss": 0.9502102136611938, + "acc": 66.59, + "time": 224.90701305202674, + "param": [ + { + "p": 0.07357694953680038, + "m": 1.0 + }, + { + "p": 0.06906784325838089, + "m": 1.0 + }, + { + "p": 0.039710883051157, + "m": 1.0 + }, + { + "p": 0.06757280230522156, + "m": 0.5306537747383118 + }, + { + "p": 0.031116416677832603, + "m": 0.9475520849227905 + }, + { + "p": 0.015546068549156189, + "m": 0.9947633147239685 + }, + { + "p": 0.06396543979644775, + "m": 0.8015595078468323 + }, + { + "p": 0.04511462524533272, + "m": 0.8504529595375061 + }, + { + "p": 0.05707351863384247, + "m": 1.0 + }, + { + "p": 0.04115115478634834, + "m": 0.8598973751068115 + }, + { + "p": 0.07137122005224228, + "m": 1.0 + }, + { + "p": 0.07543379068374634, + "m": 0.9996894001960754 + }, + { + "p": 0.08472833782434464, + "m": 1.0 + }, + { + "p": 0.04731548950076103, + "m": 1.0 + }, + { + "p": 0.07464461773633957, + "m": 0.9956251382827759 + }, + { + "p": 0.03849312290549278, + "m": 0.9753296971321106 + }, + { + "p": 0.060964569449424744, + "m": 0.9912449717521667 + }, + { + "p": 0.04315313324332237, + "m": 0.9946318864822388 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.4134689569473267, + "val_loss": 1.065658688545227, + "acc": 65.94, + "time": 218.72883145301603, + "param": [ + { + "p": 0.0685751736164093, + "m": 1.0 + }, + { + "p": 0.05903778225183487, + "m": 1.0 + }, + { + "p": 0.06057610362768173, + "m": 1.0 + }, + { + "p": 0.04926889017224312, + "m": 0.6358646750450134 + }, + { + "p": 0.06374170631170273, + "m": 0.9379558563232422 + }, + { + "p": 0.03475549444556236, + "m": 0.9781439304351807 + }, + { + "p": 0.044677719473838806, + "m": 0.7201050519943237 + }, + { + "p": 0.07287260890007019, + "m": 0.8974577188491821 + }, + { + "p": 0.05565647780895233, + "m": 1.0 + }, + { + "p": 0.0817134901881218, + "m": 0.9176943898200989 + }, + { + "p": 0.0630979984998703, + "m": 1.0 + }, + { + "p": 0.06105276569724083, + "m": 0.9768289923667908 + }, + { + "p": 0.07282843440771103, + "m": 1.0 + }, + { + "p": 0.04280620813369751, + "m": 1.0 + }, + { + "p": 0.03963788226246834, + "m": 0.9311863780021667 + }, + { + "p": 0.04235125333070755, + "m": 0.992836058139801 + }, + { + "p": 0.04893428832292557, + "m": 0.9988992810249329 + }, + { + "p": 0.03841562196612358, + "m": 0.9786983132362366 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.3905341625213623, + "val_loss": 0.89646315574646, + "acc": 66.79, + "time": 220.15270437393337, + "param": [ + { + "p": 0.05707750841975212, + "m": 1.0 + }, + { + "p": 0.045506566762924194, + "m": 1.0 + }, + { + "p": 0.06402162462472916, + "m": 1.0 + }, + { + "p": 0.050178855657577515, + "m": 0.7543209791183472 + }, + { + "p": 0.0493292398750782, + "m": 0.9574720859527588 + }, + { + "p": 0.048811931163072586, + "m": 0.9793307185173035 + }, + { + "p": 0.04893021658062935, + "m": 0.9379115700721741 + }, + { + "p": 0.0355352945625782, + "m": 0.9643925428390503 + }, + { + "p": 0.05639335885643959, + "m": 1.0 + }, + { + "p": 0.06011539697647095, + "m": 0.870944082736969 + }, + { + "p": 0.07887180149555206, + "m": 1.0 + }, + { + "p": 0.05980387702584267, + "m": 0.9825077056884766 + }, + { + "p": 0.07551492750644684, + "m": 1.0 + }, + { + "p": 0.031290773302316666, + "m": 1.0 + }, + { + "p": 0.07565601915121078, + "m": 1.0 + }, + { + "p": 0.05686642974615097, + "m": 0.9915081262588501 + }, + { + "p": 0.05230741947889328, + "m": 0.9968560338020325 + }, + { + "p": 0.0537886843085289, + "m": 0.9994096755981445 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3781808614730835, + "val_loss": 1.0038543939590454, + "acc": 66.62, + "time": 216.00914001197089, + "param": [ + { + "p": 0.058302149176597595, + "m": 1.0 + }, + { + "p": 0.04617004096508026, + "m": 1.0 + }, + { + "p": 0.062415555119514465, + "m": 1.0 + }, + { + "p": 0.060938987880945206, + "m": 0.6435278654098511 + }, + { + "p": 0.04017312079668045, + "m": 0.9615303874015808 + }, + { + "p": 0.04244202747941017, + "m": 0.997883141040802 + }, + { + "p": 0.05423402786254883, + "m": 0.8971336483955383 + }, + { + "p": 0.05605585500597954, + "m": 0.8399488925933838 + }, + { + "p": 0.07394684106111526, + "m": 1.0 + }, + { + "p": 0.06978857517242432, + "m": 0.9142364859580994 + }, + { + "p": 0.07372874766588211, + "m": 0.998627245426178 + }, + { + "p": 0.06268744170665741, + "m": 0.9975050091743469 + }, + { + "p": 0.05818131938576698, + "m": 1.0 + }, + { + "p": 0.05622866377234459, + "m": 1.0 + }, + { + "p": 0.03929519280791283, + "m": 0.9742849469184875 + }, + { + "p": 0.05600625276565552, + "m": 0.9990502595901489 + }, + { + "p": 0.04185652360320091, + "m": 0.9624135494232178 + }, + { + "p": 0.047548744827508926, + "m": 0.9783687591552734 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3783828020095825, + "val_loss": 0.9458519220352173, + "acc": 67.85, + "time": 224.31897906493396, + "param": [ + { + "p": 0.05816955864429474, + "m": 1.0 + }, + { + "p": 0.050031356513500214, + "m": 1.0 + }, + { + "p": 0.05820837989449501, + "m": 1.0 + }, + { + "p": 0.02201385609805584, + "m": 0.6839810609817505 + }, + { + "p": 0.05621377378702164, + "m": 0.9496170878410339 + }, + { + "p": 0.0546167753636837, + "m": 0.989805281162262 + }, + { + "p": 0.04801463335752487, + "m": 0.8349251747131348 + }, + { + "p": 0.048408422619104385, + "m": 0.752434253692627 + }, + { + "p": 0.05361924692988396, + "m": 1.0 + }, + { + "p": 0.05956113710999489, + "m": 0.8520973324775696 + }, + { + "p": 0.06753067672252655, + "m": 1.0 + }, + { + "p": 0.06445179134607315, + "m": 1.0 + }, + { + "p": 0.06332992017269135, + "m": 1.0 + }, + { + "p": 0.051729582250118256, + "m": 1.0 + }, + { + "p": 0.06802058219909668, + "m": 1.0 + }, + { + "p": 0.07365774363279343, + "m": 1.0 + }, + { + "p": 0.04968143627047539, + "m": 0.9321464896202087 + }, + { + "p": 0.05274112895131111, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3799430131912231, + "val_loss": 0.9595499634742737, + "acc": 67.39, + "time": 460.21879261906724, + "param": [ + { + "p": 0.07221630960702896, + "m": 1.0 + }, + { + "p": 0.04683158919215202, + "m": 1.0 + }, + { + "p": 0.06236298382282257, + "m": 1.0 + }, + { + "p": 0.03212006390094757, + "m": 0.7034644484519958 + }, + { + "p": 0.054543059319257736, + "m": 0.8728827238082886 + }, + { + "p": 0.04900585487484932, + "m": 0.99888676404953 + }, + { + "p": 0.06084398552775383, + "m": 0.7293688654899597 + }, + { + "p": 0.039949800819158554, + "m": 0.8302354216575623 + }, + { + "p": 0.06750215590000153, + "m": 1.0 + }, + { + "p": 0.06417861580848694, + "m": 0.900829017162323 + }, + { + "p": 0.05724167823791504, + "m": 1.0 + }, + { + "p": 0.06349419802427292, + "m": 1.0 + }, + { + "p": 0.06285189092159271, + "m": 1.0 + }, + { + "p": 0.04534054175019264, + "m": 1.0 + }, + { + "p": 0.05707872658967972, + "m": 1.0 + }, + { + "p": 0.05802777037024498, + "m": 1.0 + }, + { + "p": 0.04909484460949898, + "m": 1.0 + }, + { + "p": 0.0573158785700798, + "m": 0.9522151350975037 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3095455169677734, + "val_loss": 1.0156904458999634, + "acc": 68.25, + "time": 401.8853784400271, + "param": [ + { + "p": 0.05189553275704384, + "m": 1.0 + }, + { + "p": 0.030676905065774918, + "m": 1.0 + }, + { + "p": 0.06246979162096977, + "m": 1.0 + }, + { + "p": 0.05035063251852989, + "m": 0.6184336543083191 + }, + { + "p": 0.05941105633974075, + "m": 0.8995014429092407 + }, + { + "p": 0.06015300750732422, + "m": 0.982835054397583 + }, + { + "p": 0.056863076984882355, + "m": 0.8718222975730896 + }, + { + "p": 0.06291261315345764, + "m": 0.9219501614570618 + }, + { + "p": 0.028640588745474815, + "m": 0.9693690538406372 + }, + { + "p": 0.059119272977113724, + "m": 0.9330852031707764 + }, + { + "p": 0.061950866132974625, + "m": 1.0 + }, + { + "p": 0.06381134688854218, + "m": 1.0 + }, + { + "p": 0.07347073405981064, + "m": 1.0 + }, + { + "p": 0.059428755193948746, + "m": 1.0 + }, + { + "p": 0.03792475536465645, + "m": 0.9748978018760681 + }, + { + "p": 0.06619381159543991, + "m": 1.0 + }, + { + "p": 0.06165001913905144, + "m": 1.0 + }, + { + "p": 0.05307726934552193, + "m": 0.9815621376037598 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.319164752960205, + "val_loss": 0.9495536684989929, + "acc": 67.32, + "time": 418.73184599902015, + "param": [ + { + "p": 0.0631522536277771, + "m": 1.0 + }, + { + "p": 0.04867449775338173, + "m": 1.0 + }, + { + "p": 0.05318718031048775, + "m": 1.0 + }, + { + "p": 0.05386289581656456, + "m": 0.6928356885910034 + }, + { + "p": 0.040892407298088074, + "m": 0.908721923828125 + }, + { + "p": 0.05750156193971634, + "m": 0.9349173307418823 + }, + { + "p": 0.0667000263929367, + "m": 0.8471199870109558 + }, + { + "p": 0.050375908613204956, + "m": 0.9711428284645081 + }, + { + "p": 0.048097118735313416, + "m": 1.0 + }, + { + "p": 0.05687173083424568, + "m": 0.9001059532165527 + }, + { + "p": 0.05976850166916847, + "m": 1.0 + }, + { + "p": 0.06297478824853897, + "m": 1.0 + }, + { + "p": 0.06041983887553215, + "m": 1.0 + }, + { + "p": 0.04636206477880478, + "m": 1.0 + }, + { + "p": 0.0622100755572319, + "m": 0.9464191794395447 + }, + { + "p": 0.06259280443191528, + "m": 1.0 + }, + { + "p": 0.053408801555633545, + "m": 0.9596185088157654 + }, + { + "p": 0.052947528660297394, + "m": 0.9984981417655945 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.5106948614120483, + "val_loss": 0.9279610514640808, + "acc": 67.94, + "time": 452.64834083709866, + "param": [ + { + "p": 0.06774602830410004, + "m": 1.0 + }, + { + "p": 0.043302021920681, + "m": 1.0 + }, + { + "p": 0.06133018061518669, + "m": 1.0 + }, + { + "p": 0.04327329993247986, + "m": 0.6891368627548218 + }, + { + "p": 0.05325843393802643, + "m": 0.9551519155502319 + }, + { + "p": 0.04000145196914673, + "m": 0.9178452491760254 + }, + { + "p": 0.0691804364323616, + "m": 0.8261018395423889 + }, + { + "p": 0.030488500371575356, + "m": 0.8604065179824829 + }, + { + "p": 0.05784561112523079, + "m": 0.9961656332015991 + }, + { + "p": 0.049768976867198944, + "m": 0.9159327745437622 + }, + { + "p": 0.06174718216061592, + "m": 0.9986593127250671 + }, + { + "p": 0.06734964996576309, + "m": 1.0 + }, + { + "p": 0.06902111321687698, + "m": 1.0 + }, + { + "p": 0.06466934084892273, + "m": 1.0 + }, + { + "p": 0.06117835268378258, + "m": 1.0 + }, + { + "p": 0.05245561897754669, + "m": 1.0 + }, + { + "p": 0.046098463237285614, + "m": 0.9791872501373291 + }, + { + "p": 0.061285290867090225, + "m": 0.9191249012947083 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.4565017223358154, + "val_loss": 1.0864036083221436, + "acc": 66.76, + "time": 494.971727458993, + "param": [ + { + "p": 0.06026802584528923, + "m": 1.0 + }, + { + "p": 0.04205339401960373, + "m": 1.0 + }, + { + "p": 0.061736851930618286, + "m": 1.0 + }, + { + "p": 0.041914451867341995, + "m": 0.5990040898323059 + }, + { + "p": 0.03458847478032112, + "m": 0.9276385307312012 + }, + { + "p": 0.05991288647055626, + "m": 0.8093112111091614 + }, + { + "p": 0.0687670111656189, + "m": 0.7422633767127991 + }, + { + "p": 0.05564570054411888, + "m": 0.898637056350708 + }, + { + "p": 0.05316980928182602, + "m": 0.9943278431892395 + }, + { + "p": 0.062043625861406326, + "m": 0.8908220529556274 + }, + { + "p": 0.052742455154657364, + "m": 1.0 + }, + { + "p": 0.06060798093676567, + "m": 1.0 + }, + { + "p": 0.06332629919052124, + "m": 1.0 + }, + { + "p": 0.05067385360598564, + "m": 1.0 + }, + { + "p": 0.06244509294629097, + "m": 0.9952822327613831 + }, + { + "p": 0.0768902599811554, + "m": 1.0 + }, + { + "p": 0.048352424055337906, + "m": 0.9964500665664673 + }, + { + "p": 0.04486142471432686, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.363328218460083, + "val_loss": 0.929864764213562, + "acc": 67.56, + "time": 448.2808750610566, + "param": [ + { + "p": 0.07194866240024567, + "m": 1.0 + }, + { + "p": 0.054230816662311554, + "m": 1.0 + }, + { + "p": 0.0556124672293663, + "m": 1.0 + }, + { + "p": 0.03860567882657051, + "m": 0.6226552724838257 + }, + { + "p": 0.05954878404736519, + "m": 0.8658174872398376 + }, + { + "p": 0.0466202050447464, + "m": 0.8289527893066406 + }, + { + "p": 0.05047573521733284, + "m": 0.49942538142204285 + }, + { + "p": 0.050602152943611145, + "m": 0.876438319683075 + }, + { + "p": 0.05526211857795715, + "m": 1.0 + }, + { + "p": 0.06273283809423447, + "m": 0.9003473520278931 + }, + { + "p": 0.07832032442092896, + "m": 1.0 + }, + { + "p": 0.04370468482375145, + "m": 1.0 + }, + { + "p": 0.06924021244049072, + "m": 1.0 + }, + { + "p": 0.06748110055923462, + "m": 1.0 + }, + { + "p": 0.042265355587005615, + "m": 1.0 + }, + { + "p": 0.06390616297721863, + "m": 0.9993614554405212 + }, + { + "p": 0.05427209287881851, + "m": 0.9922764301300049 + }, + { + "p": 0.035170577466487885, + "m": 0.9876673817634583 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2928500175476074, + "val_loss": 0.9912009239196777, + "acc": 68.38, + "time": 376.7010707890149, + "param": [ + { + "p": 0.06426030397415161, + "m": 1.0 + }, + { + "p": 0.0474519245326519, + "m": 1.0 + }, + { + "p": 0.05969860777258873, + "m": 1.0 + }, + { + "p": 0.04388519376516342, + "m": 0.7034346461296082 + }, + { + "p": 0.060276709496974945, + "m": 0.854046106338501 + }, + { + "p": 0.05872788280248642, + "m": 0.8845143914222717 + }, + { + "p": 0.04670627415180206, + "m": 0.6114247441291809 + }, + { + "p": 0.05382125824689865, + "m": 0.8873169422149658 + }, + { + "p": 0.05408194288611412, + "m": 0.9933039546012878 + }, + { + "p": 0.05511420592665672, + "m": 0.9314305782318115 + }, + { + "p": 0.06094319745898247, + "m": 0.9993100166320801 + }, + { + "p": 0.06567813456058502, + "m": 0.9854132533073425 + }, + { + "p": 0.05733029916882515, + "m": 1.0 + }, + { + "p": 0.05264653265476227, + "m": 1.0 + }, + { + "p": 0.06315001845359802, + "m": 1.0 + }, + { + "p": 0.05230677127838135, + "m": 0.982122540473938 + }, + { + "p": 0.052102573215961456, + "m": 1.0 + }, + { + "p": 0.05181809514760971, + "m": 0.9881716966629028 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2571278810501099, + "val_loss": 0.9616389870643616, + "acc": 69.45, + "time": 330.256363020977, + "param": [ + { + "p": 0.07722225040197372, + "m": 1.0 + }, + { + "p": 0.03866798058152199, + "m": 1.0 + }, + { + "p": 0.07252000272274017, + "m": 1.0 + }, + { + "p": 0.05040727183222771, + "m": 0.570616602897644 + }, + { + "p": 0.0615609847009182, + "m": 0.8863287568092346 + }, + { + "p": 0.05897980555891991, + "m": 0.8801989555358887 + }, + { + "p": 0.04848203808069229, + "m": 0.756065309047699 + }, + { + "p": 0.056509267538785934, + "m": 0.8171015977859497 + }, + { + "p": 0.05681101605296135, + "m": 1.0 + }, + { + "p": 0.07137634605169296, + "m": 0.9768769145011902 + }, + { + "p": 0.04121847450733185, + "m": 0.9705364108085632 + }, + { + "p": 0.04165411368012428, + "m": 1.0 + }, + { + "p": 0.04716929420828819, + "m": 1.0 + }, + { + "p": 0.05663980171084404, + "m": 1.0 + }, + { + "p": 0.05430801957845688, + "m": 0.9863422513008118 + }, + { + "p": 0.04995160549879074, + "m": 1.0 + }, + { + "p": 0.05605757236480713, + "m": 0.9503414630889893 + }, + { + "p": 0.06046409159898758, + "m": 0.8795915246009827 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.469199538230896, + "val_loss": 0.8770684003829956, + "acc": 68.38, + "time": 224.1046604589792, + "param": [ + { + "p": 0.07305482774972916, + "m": 1.0 + }, + { + "p": 0.0261780247092247, + "m": 1.0 + }, + { + "p": 0.0805717334151268, + "m": 1.0 + }, + { + "p": 0.04069358855485916, + "m": 0.4735652804374695 + }, + { + "p": 0.04513469338417053, + "m": 0.999931275844574 + }, + { + "p": 0.06642424315214157, + "m": 0.9179842472076416 + }, + { + "p": 0.05003457888960838, + "m": 0.8421070575714111 + }, + { + "p": 0.061518020927906036, + "m": 0.9319531917572021 + }, + { + "p": 0.05439303442835808, + "m": 0.9996874928474426 + }, + { + "p": 0.053556013852357864, + "m": 0.9464705586433411 + }, + { + "p": 0.05446503311395645, + "m": 0.9598026275634766 + }, + { + "p": 0.052201997488737106, + "m": 0.994170606136322 + }, + { + "p": 0.07651267200708389, + "m": 1.0 + }, + { + "p": 0.06367754936218262, + "m": 1.0 + }, + { + "p": 0.043527573347091675, + "m": 1.0 + }, + { + "p": 0.05472845584154129, + "m": 1.0 + }, + { + "p": 0.056326430290937424, + "m": 0.8820229172706604 + }, + { + "p": 0.04700151085853577, + "m": 0.9213143587112427 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.45296049118042, + "val_loss": 0.889472484588623, + "acc": 67.81, + "time": 232.75625614391174, + "param": [ + { + "p": 0.05345277488231659, + "m": 1.0 + }, + { + "p": 0.04437027871608734, + "m": 1.0 + }, + { + "p": 0.07082569599151611, + "m": 1.0 + }, + { + "p": 0.04947895556688309, + "m": 0.43435487151145935 + }, + { + "p": 0.033696550875902176, + "m": 0.9368920922279358 + }, + { + "p": 0.04938670992851257, + "m": 0.8128815293312073 + }, + { + "p": 0.052871353924274445, + "m": 0.9080721139907837 + }, + { + "p": 0.06237713620066643, + "m": 0.9448755383491516 + }, + { + "p": 0.07764427363872528, + "m": 1.0 + }, + { + "p": 0.04810301586985588, + "m": 0.9062158465385437 + }, + { + "p": 0.06911654025316238, + "m": 1.0 + }, + { + "p": 0.06042253226041794, + "m": 1.0 + }, + { + "p": 0.07746558636426926, + "m": 1.0 + }, + { + "p": 0.05187352001667023, + "m": 1.0 + }, + { + "p": 0.043804414570331573, + "m": 0.9999141693115234 + }, + { + "p": 0.06275331974029541, + "m": 1.0 + }, + { + "p": 0.04362305998802185, + "m": 0.8883222341537476 + }, + { + "p": 0.048734165728092194, + "m": 0.8308262228965759 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2262564897537231, + "val_loss": 0.9911435842514038, + "acc": 68.0, + "time": 308.67655018600635, + "param": [ + { + "p": 0.038402702659368515, + "m": 1.0 + }, + { + "p": 0.051520347595214844, + "m": 1.0 + }, + { + "p": 0.06683380156755447, + "m": 1.0 + }, + { + "p": 0.04990770295262337, + "m": 0.4991890788078308 + }, + { + "p": 0.03318535163998604, + "m": 0.9095828533172607 + }, + { + "p": 0.04359688237309456, + "m": 0.8159276247024536 + }, + { + "p": 0.06148098036646843, + "m": 0.8477968573570251 + }, + { + "p": 0.07143516093492508, + "m": 0.8650715351104736 + }, + { + "p": 0.04514596611261368, + "m": 1.0 + }, + { + "p": 0.05726444348692894, + "m": 0.919456422328949 + }, + { + "p": 0.07121999561786652, + "m": 0.9969954490661621 + }, + { + "p": 0.07017448544502258, + "m": 1.0 + }, + { + "p": 0.09442940354347229, + "m": 1.0 + }, + { + "p": 0.07285714149475098, + "m": 1.0 + }, + { + "p": 0.05502525717020035, + "m": 1.0 + }, + { + "p": 0.04853205382823944, + "m": 0.9930340647697449 + }, + { + "p": 0.025795895606279373, + "m": 0.7568342089653015 + }, + { + "p": 0.04319246485829353, + "m": 0.6661133170127869 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1771773099899292, + "val_loss": 0.9728110432624817, + "acc": 68.5, + "time": 219.29380591900554, + "param": [ + { + "p": 0.06448416411876678, + "m": 1.0 + }, + { + "p": 0.06723671406507492, + "m": 1.0 + }, + { + "p": 0.047903046011924744, + "m": 1.0 + }, + { + "p": 0.0370173417031765, + "m": 0.5951105356216431 + }, + { + "p": 0.043680835515260696, + "m": 0.9401358962059021 + }, + { + "p": 0.0455339290201664, + "m": 1.0 + }, + { + "p": 0.04236079379916191, + "m": 0.8145943284034729 + }, + { + "p": 0.05456990376114845, + "m": 0.8555108308792114 + }, + { + "p": 0.0460108146071434, + "m": 0.9837063550949097 + }, + { + "p": 0.0748833417892456, + "m": 0.9034398198127747 + }, + { + "p": 0.07875151187181473, + "m": 0.9999638199806213 + }, + { + "p": 0.08365382999181747, + "m": 1.0 + }, + { + "p": 0.05497699975967407, + "m": 1.0 + }, + { + "p": 0.0536651611328125, + "m": 1.0 + }, + { + "p": 0.06272455304861069, + "m": 1.0 + }, + { + "p": 0.059248097240924835, + "m": 1.0 + }, + { + "p": 0.020451756194233894, + "m": 0.8754798173904419 + }, + { + "p": 0.0628470703959465, + "m": 0.8576146960258484 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.5171769857406616, + "val_loss": 0.9814647436141968, + "acc": 68.86, + "time": 223.51804233097937, + "param": [ + { + "p": 0.051889605820178986, + "m": 1.0 + }, + { + "p": 0.06004081666469574, + "m": 1.0 + }, + { + "p": 0.061665140092372894, + "m": 1.0 + }, + { + "p": 0.044399160891771317, + "m": 0.6046421527862549 + }, + { + "p": 0.03436354920268059, + "m": 0.8590883612632751 + }, + { + "p": 0.0415525883436203, + "m": 0.9965665936470032 + }, + { + "p": 0.04045223817229271, + "m": 0.7015436887741089 + }, + { + "p": 0.08326318860054016, + "m": 0.8445022702217102 + }, + { + "p": 0.06792235374450684, + "m": 1.0 + }, + { + "p": 0.06887475401163101, + "m": 0.8979118466377258 + }, + { + "p": 0.055913764983415604, + "m": 0.9993636608123779 + }, + { + "p": 0.08182578533887863, + "m": 1.0 + }, + { + "p": 0.07762718200683594, + "m": 1.0 + }, + { + "p": 0.04087492451071739, + "m": 1.0 + }, + { + "p": 0.05171291530132294, + "m": 0.9948320984840393 + }, + { + "p": 0.061586081981658936, + "m": 1.0 + }, + { + "p": 0.03652564063668251, + "m": 0.9278184175491333 + }, + { + "p": 0.039510250091552734, + "m": 0.9141674637794495 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.4743762016296387, + "val_loss": 0.9197129011154175, + "acc": 68.67, + "time": 214.18312788009644, + "param": [ + { + "p": 0.06468601524829865, + "m": 1.0 + }, + { + "p": 0.0588323175907135, + "m": 1.0 + }, + { + "p": 0.0531223863363266, + "m": 1.0 + }, + { + "p": 0.037132710218429565, + "m": 0.535937488079071 + }, + { + "p": 0.08109359443187714, + "m": 0.8645196557044983 + }, + { + "p": 0.024555522948503494, + "m": 0.9796631932258606 + }, + { + "p": 0.05858737975358963, + "m": 0.6565203070640564 + }, + { + "p": 0.04568219557404518, + "m": 0.6758669018745422 + }, + { + "p": 0.05828429013490677, + "m": 0.9980031251907349 + }, + { + "p": 0.06427491456270218, + "m": 0.9956438541412354 + }, + { + "p": 0.04290218651294708, + "m": 0.9278895258903503 + }, + { + "p": 0.07154183089733124, + "m": 1.0 + }, + { + "p": 0.07883408665657043, + "m": 1.0 + }, + { + "p": 0.058252863585948944, + "m": 1.0 + }, + { + "p": 0.055658984929323196, + "m": 0.9700905680656433 + }, + { + "p": 0.054108861833810806, + "m": 0.9687390327453613 + }, + { + "p": 0.044670574367046356, + "m": 0.9120253324508667 + }, + { + "p": 0.047779325395822525, + "m": 0.9598503708839417 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.4599666595458984, + "val_loss": 0.9237998723983765, + "acc": 68.79, + "time": 224.64178108400665, + "param": [ + { + "p": 0.04948101565241814, + "m": 1.0 + }, + { + "p": 0.0387604758143425, + "m": 1.0 + }, + { + "p": 0.07029478996992111, + "m": 1.0 + }, + { + "p": 0.04007754102349281, + "m": 0.5700793266296387 + }, + { + "p": 0.04025321453809738, + "m": 0.9257808327674866 + }, + { + "p": 0.06777109950780869, + "m": 0.9891459941864014 + }, + { + "p": 0.058787766844034195, + "m": 0.6727491021156311 + }, + { + "p": 0.07046695053577423, + "m": 0.8122572302818298 + }, + { + "p": 0.056867022067308426, + "m": 1.0 + }, + { + "p": 0.054079532623291016, + "m": 0.878425121307373 + }, + { + "p": 0.06391908973455429, + "m": 1.0 + }, + { + "p": 0.04773804172873497, + "m": 0.9973690509796143 + }, + { + "p": 0.062022048979997635, + "m": 1.0 + }, + { + "p": 0.06187492609024048, + "m": 1.0 + }, + { + "p": 0.04394569247961044, + "m": 0.9700101017951965 + }, + { + "p": 0.05859074741601944, + "m": 0.9817877411842346 + }, + { + "p": 0.05526604503393173, + "m": 1.0 + }, + { + "p": 0.05980399250984192, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2187941074371338, + "val_loss": 0.7840849161148071, + "acc": 68.42, + "time": 227.78334858897142, + "param": [ + { + "p": 0.08620891720056534, + "m": 1.0 + }, + { + "p": 0.05718574300408363, + "m": 1.0 + }, + { + "p": 0.057535164058208466, + "m": 1.0 + }, + { + "p": 0.04615474492311478, + "m": 0.5984861850738525 + }, + { + "p": 0.0436391606926918, + "m": 0.9630135893821716 + }, + { + "p": 0.055028028786182404, + "m": 0.995942234992981 + }, + { + "p": 0.05883653834462166, + "m": 0.6654797792434692 + }, + { + "p": 0.040731459856033325, + "m": 0.8582510352134705 + }, + { + "p": 0.05059601366519928, + "m": 0.9999019503593445 + }, + { + "p": 0.06428226083517075, + "m": 0.9828821420669556 + }, + { + "p": 0.05181409418582916, + "m": 0.9995110630989075 + }, + { + "p": 0.04726112633943558, + "m": 0.9471026659011841 + }, + { + "p": 0.06140761449933052, + "m": 1.0 + }, + { + "p": 0.04781462997198105, + "m": 1.0 + }, + { + "p": 0.06606239080429077, + "m": 0.9947443008422852 + }, + { + "p": 0.05308471992611885, + "m": 0.9668284058570862 + }, + { + "p": 0.045635610818862915, + "m": 0.921427845954895 + }, + { + "p": 0.0667218491435051, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3218181133270264, + "val_loss": 0.7772884368896484, + "acc": 68.3, + "time": 222.77621812408324, + "param": [ + { + "p": 0.06509937345981598, + "m": 1.0 + }, + { + "p": 0.0568467378616333, + "m": 1.0 + }, + { + "p": 0.07245791703462601, + "m": 1.0 + }, + { + "p": 0.08072340488433838, + "m": 0.6317055821418762 + }, + { + "p": 0.036415450274944305, + "m": 0.8482914566993713 + }, + { + "p": 0.04840430989861488, + "m": 0.8997499942779541 + }, + { + "p": 0.06461640447378159, + "m": 0.7112226486206055 + }, + { + "p": 0.05629300698637962, + "m": 0.6196818947792053 + }, + { + "p": 0.04734674468636513, + "m": 1.0 + }, + { + "p": 0.06411469727754593, + "m": 0.9710330963134766 + }, + { + "p": 0.04769877716898918, + "m": 0.9496623277664185 + }, + { + "p": 0.039642252027988434, + "m": 0.9993001222610474 + }, + { + "p": 0.05350861698389053, + "m": 1.0 + }, + { + "p": 0.05952172353863716, + "m": 1.0 + }, + { + "p": 0.07801101356744766, + "m": 0.9900569319725037 + }, + { + "p": 0.0681554302573204, + "m": 0.9765592217445374 + }, + { + "p": 0.03105243481695652, + "m": 1.0 + }, + { + "p": 0.0300916600972414, + "m": 0.9361355900764465 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2064356803894043, + "val_loss": 0.907660186290741, + "acc": 69.39, + "time": 223.87237593403552, + "param": [ + { + "p": 0.05913856253027916, + "m": 1.0 + }, + { + "p": 0.041668783873319626, + "m": 1.0 + }, + { + "p": 0.06983769685029984, + "m": 1.0 + }, + { + "p": 0.04594479873776436, + "m": 0.6245064735412598 + }, + { + "p": 0.06580743938684464, + "m": 0.7259765863418579 + }, + { + "p": 0.018321160227060318, + "m": 0.8467212915420532 + }, + { + "p": 0.04581383243203163, + "m": 0.7015040516853333 + }, + { + "p": 0.05321688950061798, + "m": 0.5777137279510498 + }, + { + "p": 0.05706579238176346, + "m": 1.0 + }, + { + "p": 0.05474121868610382, + "m": 0.8539852499961853 + }, + { + "p": 0.06619444489479065, + "m": 1.0 + }, + { + "p": 0.07497760653495789, + "m": 1.0 + }, + { + "p": 0.05312224105000496, + "m": 1.0 + }, + { + "p": 0.06962385773658752, + "m": 1.0 + }, + { + "p": 0.053698811680078506, + "m": 1.0 + }, + { + "p": 0.06388405710458755, + "m": 1.0 + }, + { + "p": 0.043444547802209854, + "m": 0.95578533411026 + }, + { + "p": 0.06349837779998779, + "m": 0.9809615015983582 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.4052129983901978, + "val_loss": 0.8991155028343201, + "acc": 68.97, + "time": 220.49116651690565, + "param": [ + { + "p": 0.04913151636719704, + "m": 1.0 + }, + { + "p": 0.055357929319143295, + "m": 1.0 + }, + { + "p": 0.05501093342900276, + "m": 1.0 + }, + { + "p": 0.04857678338885307, + "m": 0.571875274181366 + }, + { + "p": 0.01707318425178528, + "m": 0.7670727968215942 + }, + { + "p": 0.0635528489947319, + "m": 0.863443911075592 + }, + { + "p": 0.06524619460105896, + "m": 0.8321167826652527 + }, + { + "p": 0.08214140683412552, + "m": 0.5056211352348328 + }, + { + "p": 0.05957161262631416, + "m": 1.0 + }, + { + "p": 0.06860220432281494, + "m": 0.8048598170280457 + }, + { + "p": 0.061519380658864975, + "m": 0.9997941255569458 + }, + { + "p": 0.06571555137634277, + "m": 1.0 + }, + { + "p": 0.04747358337044716, + "m": 1.0 + }, + { + "p": 0.05814079940319061, + "m": 1.0 + }, + { + "p": 0.0709724947810173, + "m": 0.8566780090332031 + }, + { + "p": 0.049970634281635284, + "m": 1.0 + }, + { + "p": 0.026178142055869102, + "m": 0.9189123511314392 + }, + { + "p": 0.05576474964618683, + "m": 0.8998479247093201 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.4308303594589233, + "val_loss": 0.9422411918640137, + "acc": 69.66, + "time": 267.4774556379998, + "param": [ + { + "p": 0.06504848599433899, + "m": 1.0 + }, + { + "p": 0.04138714075088501, + "m": 1.0 + }, + { + "p": 0.08005600422620773, + "m": 1.0 + }, + { + "p": 0.05797247216105461, + "m": 0.6643800139427185 + }, + { + "p": 0.04292382299900055, + "m": 0.8838250041007996 + }, + { + "p": 0.05852529779076576, + "m": 0.8287697434425354 + }, + { + "p": 0.0667065680027008, + "m": 0.7589783072471619 + }, + { + "p": 0.04521709680557251, + "m": 0.8137776255607605 + }, + { + "p": 0.05219350382685661, + "m": 0.9451000690460205 + }, + { + "p": 0.03978908807039261, + "m": 0.705832302570343 + }, + { + "p": 0.04772322252392769, + "m": 0.962313711643219 + }, + { + "p": 0.04182872548699379, + "m": 1.0 + }, + { + "p": 0.06203138455748558, + "m": 1.0 + }, + { + "p": 0.0580022819340229, + "m": 1.0 + }, + { + "p": 0.06649288535118103, + "m": 0.875096321105957 + }, + { + "p": 0.06836452335119247, + "m": 0.9933165311813354 + }, + { + "p": 0.045412953943014145, + "m": 0.9826544523239136 + }, + { + "p": 0.06032447889447212, + "m": 0.9273991584777832 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2242498397827148, + "val_loss": 0.9321467280387878, + "acc": 68.52, + "time": 258.19794979598373, + "param": [ + { + "p": 0.08040457218885422, + "m": 1.0 + }, + { + "p": 0.05272264778614044, + "m": 1.0 + }, + { + "p": 0.05698003992438316, + "m": 1.0 + }, + { + "p": 0.05199248343706131, + "m": 0.5767915844917297 + }, + { + "p": 0.04594814404845238, + "m": 0.866005539894104 + }, + { + "p": 0.04027094319462776, + "m": 0.9997381567955017 + }, + { + "p": 0.05476934462785721, + "m": 0.718418538570404 + }, + { + "p": 0.06272895634174347, + "m": 0.8939722776412964 + }, + { + "p": 0.07311239838600159, + "m": 0.9977185130119324 + }, + { + "p": 0.06926088780164719, + "m": 0.5990898609161377 + }, + { + "p": 0.06967676430940628, + "m": 1.0 + }, + { + "p": 0.05904143303632736, + "m": 1.0 + }, + { + "p": 0.043752022087574005, + "m": 1.0 + }, + { + "p": 0.04374136030673981, + "m": 1.0 + }, + { + "p": 0.06992406398057938, + "m": 1.0 + }, + { + "p": 0.051997821778059006, + "m": 0.9633728265762329 + }, + { + "p": 0.04235471412539482, + "m": 0.9884797930717468 + }, + { + "p": 0.0313212051987648, + "m": 0.8596100807189941 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.3756122589111328, + "val_loss": 0.8339294791221619, + "acc": 70.42, + "time": 246.29701434704475, + "param": [ + { + "p": 0.07032943516969681, + "m": 1.0 + }, + { + "p": 0.06211505085229874, + "m": 1.0 + }, + { + "p": 0.06844087690114975, + "m": 1.0 + }, + { + "p": 0.051403746008872986, + "m": 0.6691120862960815 + }, + { + "p": 0.03431086242198944, + "m": 0.8982839584350586 + }, + { + "p": 0.04229968413710594, + "m": 0.9292287230491638 + }, + { + "p": 0.04352368041872978, + "m": 0.7907006740570068 + }, + { + "p": 0.0658637136220932, + "m": 0.9758852124214172 + }, + { + "p": 0.07812674343585968, + "m": 1.0 + }, + { + "p": 0.06480062007904053, + "m": 0.6624285578727722 + }, + { + "p": 0.06265667080879211, + "m": 0.9856056571006775 + }, + { + "p": 0.07225769758224487, + "m": 0.9947382211685181 + }, + { + "p": 0.0591203048825264, + "m": 1.0 + }, + { + "p": 0.05763132870197296, + "m": 1.0 + }, + { + "p": 0.036092787981033325, + "m": 1.0 + }, + { + "p": 0.05434124916791916, + "m": 1.0 + }, + { + "p": 0.036930520087480545, + "m": 0.9876372218132019 + }, + { + "p": 0.03975507616996765, + "m": 0.9578578472137451 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3652187585830688, + "val_loss": 0.8717835545539856, + "acc": 70.32, + "time": 298.6177521990612, + "param": [ + { + "p": 0.06775949150323868, + "m": 1.0 + }, + { + "p": 0.041398245841264725, + "m": 1.0 + }, + { + "p": 0.06879931688308716, + "m": 1.0 + }, + { + "p": 0.038288015872240067, + "m": 0.5884446501731873 + }, + { + "p": 0.04010338336229324, + "m": 0.7779778838157654 + }, + { + "p": 0.047289617359638214, + "m": 0.9337462186813354 + }, + { + "p": 0.05548850819468498, + "m": 0.9093716144561768 + }, + { + "p": 0.06289518624544144, + "m": 0.8475865125656128 + }, + { + "p": 0.0580328144133091, + "m": 0.998557984828949 + }, + { + "p": 0.07688126713037491, + "m": 0.7477050423622131 + }, + { + "p": 0.0704590305685997, + "m": 1.0 + }, + { + "p": 0.04645781219005585, + "m": 1.0 + }, + { + "p": 0.06433036923408508, + "m": 1.0 + }, + { + "p": 0.05501135066151619, + "m": 1.0 + }, + { + "p": 0.0579398050904274, + "m": 0.9704137444496155 + }, + { + "p": 0.06290307641029358, + "m": 1.0 + }, + { + "p": 0.041868437081575394, + "m": 1.0 + }, + { + "p": 0.04409422352910042, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.441420555114746, + "val_loss": 0.8437449336051941, + "acc": 69.72, + "time": 233.08095174503978, + "param": [ + { + "p": 0.0638398751616478, + "m": 1.0 + }, + { + "p": 0.0350472591817379, + "m": 1.0 + }, + { + "p": 0.06808672100305557, + "m": 1.0 + }, + { + "p": 0.045704010874032974, + "m": 0.5924187302589417 + }, + { + "p": 0.059624385088682175, + "m": 0.9771856665611267 + }, + { + "p": 0.021403536200523376, + "m": 0.9031668901443481 + }, + { + "p": 0.07241156697273254, + "m": 0.9289119839668274 + }, + { + "p": 0.05397076904773712, + "m": 0.9055560231208801 + }, + { + "p": 0.03897785022854805, + "m": 1.0 + }, + { + "p": 0.07131845504045486, + "m": 0.807325541973114 + }, + { + "p": 0.055718645453453064, + "m": 1.0 + }, + { + "p": 0.043805163353681564, + "m": 0.9937997460365295 + }, + { + "p": 0.062208857387304306, + "m": 1.0 + }, + { + "p": 0.07959817349910736, + "m": 1.0 + }, + { + "p": 0.040820006281137466, + "m": 0.9255974292755127 + }, + { + "p": 0.06555337458848953, + "m": 0.9979872107505798 + }, + { + "p": 0.06809625774621964, + "m": 1.0 + }, + { + "p": 0.0538150779902935, + "m": 0.9972999691963196 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2888518571853638, + "val_loss": 0.7803471684455872, + "acc": 69.38, + "time": 299.27037389203906, + "param": [ + { + "p": 0.049933236092329025, + "m": 1.0 + }, + { + "p": 0.02551262453198433, + "m": 1.0 + }, + { + "p": 0.05247308686375618, + "m": 1.0 + }, + { + "p": 0.06587178260087967, + "m": 0.5313863158226013 + }, + { + "p": 0.05685317888855934, + "m": 0.919131875038147 + }, + { + "p": 0.06195398047566414, + "m": 0.9493666291236877 + }, + { + "p": 0.055846333503723145, + "m": 0.9154803156852722 + }, + { + "p": 0.06483332812786102, + "m": 0.9971245527267456 + }, + { + "p": 0.06870770454406738, + "m": 0.9814522862434387 + }, + { + "p": 0.05354897677898407, + "m": 0.7769166231155396 + }, + { + "p": 0.06974879652261734, + "m": 1.0 + }, + { + "p": 0.04442988336086273, + "m": 0.9980700016021729 + }, + { + "p": 0.07894869893789291, + "m": 1.0 + }, + { + "p": 0.05382091924548149, + "m": 1.0 + }, + { + "p": 0.06726251542568207, + "m": 0.9470473527908325 + }, + { + "p": 0.05370548367500305, + "m": 0.9581423401832581 + }, + { + "p": 0.038096021860837936, + "m": 0.9435548186302185 + }, + { + "p": 0.03845346346497536, + "m": 0.9802977442741394 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.300543189048767, + "val_loss": 0.8205496668815613, + "acc": 69.76, + "time": 215.2254259350011, + "param": [ + { + "p": 0.06049281731247902, + "m": 1.0 + }, + { + "p": 0.04560561850667, + "m": 1.0 + }, + { + "p": 0.057906366884708405, + "m": 1.0 + }, + { + "p": 0.03184026852250099, + "m": 0.525299608707428 + }, + { + "p": 0.013858441263437271, + "m": 0.8954793214797974 + }, + { + "p": 0.06505397707223892, + "m": 0.9625449180603027 + }, + { + "p": 0.06524830311536789, + "m": 0.8333166837692261 + }, + { + "p": 0.06678598374128342, + "m": 0.930234968662262 + }, + { + "p": 0.07086898386478424, + "m": 1.0 + }, + { + "p": 0.06878748536109924, + "m": 0.8968456983566284 + }, + { + "p": 0.06901544332504272, + "m": 1.0 + }, + { + "p": 0.043481796979904175, + "m": 1.0 + }, + { + "p": 0.06566429883241653, + "m": 1.0 + }, + { + "p": 0.05438918620347977, + "m": 1.0 + }, + { + "p": 0.05690750107169151, + "m": 1.0 + }, + { + "p": 0.06975571066141129, + "m": 0.9715932011604309 + }, + { + "p": 0.030655916780233383, + "m": 1.0 + }, + { + "p": 0.06368187814950943, + "m": 0.9977588057518005 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.4625087976455688, + "val_loss": 0.8908861875534058, + "acc": 69.48, + "time": 216.25718080892693, + "param": [ + { + "p": 0.07278353720903397, + "m": 1.0 + }, + { + "p": 0.05125633627176285, + "m": 1.0 + }, + { + "p": 0.06139279901981354, + "m": 1.0 + }, + { + "p": 0.04435661807656288, + "m": 0.5975069999694824 + }, + { + "p": 0.034786783158779144, + "m": 0.962823212146759 + }, + { + "p": 0.032606616616249084, + "m": 0.823456883430481 + }, + { + "p": 0.042041126638650894, + "m": 0.8443290591239929 + }, + { + "p": 0.04717134311795235, + "m": 0.9597423672676086 + }, + { + "p": 0.0512421689927578, + "m": 1.0 + }, + { + "p": 0.07267016172409058, + "m": 0.8236827850341797 + }, + { + "p": 0.06912722438573837, + "m": 1.0 + }, + { + "p": 0.06241050362586975, + "m": 0.9960801601409912 + }, + { + "p": 0.07001350075006485, + "m": 1.0 + }, + { + "p": 0.05951150134205818, + "m": 1.0 + }, + { + "p": 0.08024144172668457, + "m": 1.0 + }, + { + "p": 0.0470278337597847, + "m": 0.9873705506324768 + }, + { + "p": 0.05020769312977791, + "m": 1.0 + }, + { + "p": 0.051152702420949936, + "m": 0.9837856292724609 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.2319114208221436, + "val_loss": 0.9853891134262085, + "acc": 70.07, + "time": 216.9345451820409, + "param": [ + { + "p": 0.05934577435255051, + "m": 1.0 + }, + { + "p": 0.049024797976017, + "m": 1.0 + }, + { + "p": 0.06340652704238892, + "m": 1.0 + }, + { + "p": 0.04936198890209198, + "m": 0.5134255886077881 + }, + { + "p": 0.04460751637816429, + "m": 0.9203934073448181 + }, + { + "p": 0.06947015970945358, + "m": 0.858842134475708 + }, + { + "p": 0.0629812628030777, + "m": 0.805177628993988 + }, + { + "p": 0.042545657604932785, + "m": 1.0 + }, + { + "p": 0.06107581779360771, + "m": 0.9971995949745178 + }, + { + "p": 0.06502190232276917, + "m": 0.7578380703926086 + }, + { + "p": 0.05340804532170296, + "m": 1.0 + }, + { + "p": 0.06499513983726501, + "m": 0.9963369965553284 + }, + { + "p": 0.05968864634633064, + "m": 1.0 + }, + { + "p": 0.04665436968207359, + "m": 1.0 + }, + { + "p": 0.0398990623652935, + "m": 0.9986916184425354 + }, + { + "p": 0.05728161707520485, + "m": 1.0 + }, + { + "p": 0.062049500644207, + "m": 1.0 + }, + { + "p": 0.04918207228183746, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.323335886001587, + "val_loss": 0.8959564566612244, + "acc": 70.29, + "time": 217.8247417929815, + "param": [ + { + "p": 0.05194483697414398, + "m": 1.0 + }, + { + "p": 0.051725123077631, + "m": 1.0 + }, + { + "p": 0.05322002246975899, + "m": 1.0 + }, + { + "p": 0.06596196442842484, + "m": 0.517370343208313 + }, + { + "p": 0.0446913056075573, + "m": 0.8603205680847168 + }, + { + "p": 0.06512574851512909, + "m": 0.8646748661994934 + }, + { + "p": 0.06862032413482666, + "m": 0.809273898601532 + }, + { + "p": 0.05113008990883827, + "m": 0.9374257326126099 + }, + { + "p": 0.06301767379045486, + "m": 1.0 + }, + { + "p": 0.056322962045669556, + "m": 0.8800195455551147 + }, + { + "p": 0.04827692732214928, + "m": 0.9998583197593689 + }, + { + "p": 0.0442502535879612, + "m": 1.0 + }, + { + "p": 0.04609698802232742, + "m": 1.0 + }, + { + "p": 0.05336751416325569, + "m": 1.0 + }, + { + "p": 0.06535151600837708, + "m": 0.9956190586090088 + }, + { + "p": 0.07880646735429764, + "m": 0.9980356097221375 + }, + { + "p": 0.03236156702041626, + "m": 0.995302140712738 + }, + { + "p": 0.05972874537110329, + "m": 0.9524794220924377 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.3144477605819702, + "val_loss": 0.9560677409172058, + "acc": 70.06, + "time": 219.17094154597726, + "param": [ + { + "p": 0.07122249156236649, + "m": 1.0 + }, + { + "p": 0.03376597538590431, + "m": 1.0 + }, + { + "p": 0.06775930523872375, + "m": 1.0 + }, + { + "p": 0.04273182526230812, + "m": 0.45495113730430603 + }, + { + "p": 0.06298328936100006, + "m": 0.6531864404678345 + }, + { + "p": 0.04107723385095596, + "m": 0.8655256032943726 + }, + { + "p": 0.0423092283308506, + "m": 0.6250811219215393 + }, + { + "p": 0.04902353510260582, + "m": 0.9189387559890747 + }, + { + "p": 0.08146321773529053, + "m": 1.0 + }, + { + "p": 0.0520077683031559, + "m": 0.8890590071678162 + }, + { + "p": 0.06593800336122513, + "m": 1.0 + }, + { + "p": 0.06763031333684921, + "m": 1.0 + }, + { + "p": 0.06354881823062897, + "m": 1.0 + }, + { + "p": 0.04785978049039841, + "m": 1.0 + }, + { + "p": 0.04965033009648323, + "m": 0.9727227687835693 + }, + { + "p": 0.06413715332746506, + "m": 0.9872435331344604 + }, + { + "p": 0.043938010931015015, + "m": 0.8994191884994507 + }, + { + "p": 0.05295371636748314, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0876853466033936, + "val_loss": 0.8400974869728088, + "acc": 68.92, + "time": 222.12492852692958, + "param": [ + { + "p": 0.041602347046136856, + "m": 1.0 + }, + { + "p": 0.04797610267996788, + "m": 1.0 + }, + { + "p": 0.05211687088012695, + "m": 1.0 + }, + { + "p": 0.05855749920010567, + "m": 0.5727636814117432 + }, + { + "p": 0.06267980486154556, + "m": 0.5534201860427856 + }, + { + "p": 0.062424514442682266, + "m": 0.8459495306015015 + }, + { + "p": 0.06449185311794281, + "m": 0.6451433897018433 + }, + { + "p": 0.06145090237259865, + "m": 0.9324864745140076 + }, + { + "p": 0.05631490424275398, + "m": 1.0 + }, + { + "p": 0.048912059515714645, + "m": 0.9623395800590515 + }, + { + "p": 0.056665610522031784, + "m": 1.0 + }, + { + "p": 0.05601814016699791, + "m": 0.9432063102722168 + }, + { + "p": 0.0469745509326458, + "m": 1.0 + }, + { + "p": 0.05510113760828972, + "m": 1.0 + }, + { + "p": 0.06998800486326218, + "m": 1.0 + }, + { + "p": 0.06451353430747986, + "m": 0.9806575775146484 + }, + { + "p": 0.04279056936502457, + "m": 1.0 + }, + { + "p": 0.0514216385781765, + "m": 0.989607036113739 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.3735909461975098, + "val_loss": 0.7126144170761108, + "acc": 69.61, + "time": 217.7366281670984, + "param": [ + { + "p": 0.055979568511247635, + "m": 1.0 + }, + { + "p": 0.02414974756538868, + "m": 1.0 + }, + { + "p": 0.076090008020401, + "m": 1.0 + }, + { + "p": 0.04590069130063057, + "m": 0.6343346834182739 + }, + { + "p": 0.04593592509627342, + "m": 0.5704811811447144 + }, + { + "p": 0.05577123537659645, + "m": 0.8768555521965027 + }, + { + "p": 0.05156034603714943, + "m": 0.6488879323005676 + }, + { + "p": 0.0575205460190773, + "m": 0.7685595750808716 + }, + { + "p": 0.060194212943315506, + "m": 0.9976538419723511 + }, + { + "p": 0.07309567183256149, + "m": 1.0 + }, + { + "p": 0.06514773517847061, + "m": 0.9983252882957458 + }, + { + "p": 0.053770728409290314, + "m": 1.0 + }, + { + "p": 0.05122952163219452, + "m": 1.0 + }, + { + "p": 0.05291847512125969, + "m": 1.0 + }, + { + "p": 0.054542068392038345, + "m": 1.0 + }, + { + "p": 0.05893516167998314, + "m": 0.9748718738555908 + }, + { + "p": 0.05239429697394371, + "m": 0.968275249004364 + }, + { + "p": 0.06486405432224274, + "m": 0.9520019888877869 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1599303483963013, + "val_loss": 0.7762940526008606, + "acc": 70.92, + "time": 229.3726332159713, + "param": [ + { + "p": 0.0713433101773262, + "m": 1.0 + }, + { + "p": 0.051507629454135895, + "m": 1.0 + }, + { + "p": 0.06282105296850204, + "m": 1.0 + }, + { + "p": 0.049304693937301636, + "m": 0.6013249754905701 + }, + { + "p": 0.051667340099811554, + "m": 0.4180442690849304 + }, + { + "p": 0.048948951065540314, + "m": 0.96273273229599 + }, + { + "p": 0.05420185625553131, + "m": 0.6478422284126282 + }, + { + "p": 0.06393198668956757, + "m": 0.6987455487251282 + }, + { + "p": 0.05793045833706856, + "m": 0.9780886173248291 + }, + { + "p": 0.05572286248207092, + "m": 0.9731772541999817 + }, + { + "p": 0.06429652869701385, + "m": 1.0 + }, + { + "p": 0.05142122507095337, + "m": 1.0 + }, + { + "p": 0.06330398470163345, + "m": 1.0 + }, + { + "p": 0.056306466460227966, + "m": 1.0 + }, + { + "p": 0.030230995267629623, + "m": 1.0 + }, + { + "p": 0.05749266594648361, + "m": 1.0 + }, + { + "p": 0.04835301637649536, + "m": 1.0 + }, + { + "p": 0.06121499463915825, + "m": 0.8937579393386841 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.170920491218567, + "val_loss": 0.8478893637657166, + "acc": 69.98, + "time": 302.5809857220156, + "param": [ + { + "p": 0.05631841719150543, + "m": 1.0 + }, + { + "p": 0.03717510774731636, + "m": 1.0 + }, + { + "p": 0.055060677230358124, + "m": 1.0 + }, + { + "p": 0.06562164425849915, + "m": 0.4931947886943817 + }, + { + "p": 0.05539551004767418, + "m": 0.3316648602485657 + }, + { + "p": 0.05680925399065018, + "m": 0.9904889464378357 + }, + { + "p": 0.04801298305392265, + "m": 0.6111930012702942 + }, + { + "p": 0.06776680797338486, + "m": 0.808127224445343 + }, + { + "p": 0.07125233858823776, + "m": 1.0 + }, + { + "p": 0.05593068525195122, + "m": 0.886890172958374 + }, + { + "p": 0.05510317161679268, + "m": 1.0 + }, + { + "p": 0.06403512507677078, + "m": 1.0 + }, + { + "p": 0.03918309509754181, + "m": 1.0 + }, + { + "p": 0.054146915674209595, + "m": 1.0 + }, + { + "p": 0.059635888785123825, + "m": 1.0 + }, + { + "p": 0.06240952014923096, + "m": 0.9829340577125549 + }, + { + "p": 0.042697545140981674, + "m": 0.9913934469223022 + }, + { + "p": 0.05344531685113907, + "m": 0.7995293736457825 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2892907857894897, + "val_loss": 0.8037207126617432, + "acc": 70.89, + "time": 226.7031055050902, + "param": [ + { + "p": 0.04170411825180054, + "m": 1.0 + }, + { + "p": 0.056622423231601715, + "m": 1.0 + }, + { + "p": 0.05839072912931442, + "m": 1.0 + }, + { + "p": 0.06143910065293312, + "m": 0.5608881115913391 + }, + { + "p": 0.04985463619232178, + "m": 0.17293882369995117 + }, + { + "p": 0.03516953065991402, + "m": 1.0 + }, + { + "p": 0.0628298670053482, + "m": 0.5264803767204285 + }, + { + "p": 0.058432403951883316, + "m": 0.8522250652313232 + }, + { + "p": 0.05181311070919037, + "m": 0.9857533574104309 + }, + { + "p": 0.04573984071612358, + "m": 0.9195643067359924 + }, + { + "p": 0.061303138732910156, + "m": 1.0 + }, + { + "p": 0.09332488477230072, + "m": 1.0 + }, + { + "p": 0.04986656457185745, + "m": 1.0 + }, + { + "p": 0.051269445568323135, + "m": 1.0 + }, + { + "p": 0.05977916717529297, + "m": 0.9766155481338501 + }, + { + "p": 0.07932492345571518, + "m": 1.0 + }, + { + "p": 0.04684177413582802, + "m": 0.9361419081687927 + }, + { + "p": 0.03629431501030922, + "m": 0.6375750303268433 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.145228624343872, + "val_loss": 0.8047887086868286, + "acc": 70.53, + "time": 237.85054091794882, + "param": [ + { + "p": 0.06264476478099823, + "m": 1.0 + }, + { + "p": 0.04853661730885506, + "m": 1.0 + }, + { + "p": 0.08443586528301239, + "m": 1.0 + }, + { + "p": 0.06939073652029037, + "m": 0.6321651339530945 + }, + { + "p": 0.035417329519987106, + "m": 0.17277923226356506 + }, + { + "p": 0.04529742896556854, + "m": 0.9428004026412964 + }, + { + "p": 0.03420254960656166, + "m": 0.4473823308944702 + }, + { + "p": 0.06032723933458328, + "m": 0.767646312713623 + }, + { + "p": 0.08047552406787872, + "m": 0.9799067974090576 + }, + { + "p": 0.05003964528441429, + "m": 0.8869355320930481 + }, + { + "p": 0.05368748679757118, + "m": 1.0 + }, + { + "p": 0.057372331619262695, + "m": 0.9981907606124878 + }, + { + "p": 0.05598869174718857, + "m": 1.0 + }, + { + "p": 0.04351014271378517, + "m": 1.0 + }, + { + "p": 0.05458914488554001, + "m": 0.8871960639953613 + }, + { + "p": 0.07252499461174011, + "m": 0.9989945292472839 + }, + { + "p": 0.04059411212801933, + "m": 0.8695030212402344 + }, + { + "p": 0.05096539109945297, + "m": 0.6443763971328735 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0339792966842651, + "val_loss": 0.8755554556846619, + "acc": 71.58, + "time": 277.34345269110054, + "param": [ + { + "p": 0.0552072748541832, + "m": 1.0 + }, + { + "p": 0.02905997261404991, + "m": 1.0 + }, + { + "p": 0.06163516268134117, + "m": 1.0 + }, + { + "p": 0.044236574321985245, + "m": 0.5751315951347351 + }, + { + "p": 0.07227936387062073, + "m": 0.10878940671682358 + }, + { + "p": 0.03980264067649841, + "m": 1.0 + }, + { + "p": 0.06693752110004425, + "m": 0.5139212608337402 + }, + { + "p": 0.05829242244362831, + "m": 0.7048907279968262 + }, + { + "p": 0.06078893691301346, + "m": 1.0 + }, + { + "p": 0.0691823959350586, + "m": 0.903506875038147 + }, + { + "p": 0.07435633987188339, + "m": 1.0 + }, + { + "p": 0.07272889465093613, + "m": 0.9815748929977417 + }, + { + "p": 0.055111538618803024, + "m": 1.0 + }, + { + "p": 0.04911427944898605, + "m": 1.0 + }, + { + "p": 0.03935232385993004, + "m": 0.8391305804252625 + }, + { + "p": 0.05292205139994621, + "m": 0.9996231198310852 + }, + { + "p": 0.041378170251846313, + "m": 0.9016917943954468 + }, + { + "p": 0.05761419236660004, + "m": 0.7998424768447876 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.2138469219207764, + "val_loss": 0.891681432723999, + "acc": 68.59, + "time": 241.07905524095986, + "param": [ + { + "p": 0.05093836411833763, + "m": 1.0 + }, + { + "p": 0.044653940945863724, + "m": 1.0 + }, + { + "p": 0.04705074429512024, + "m": 1.0 + }, + { + "p": 0.05348636582493782, + "m": 0.6279010772705078 + }, + { + "p": 0.06974896788597107, + "m": 0.09711465239524841 + }, + { + "p": 0.04800780862569809, + "m": 1.0 + }, + { + "p": 0.057514023035764694, + "m": 0.624579668045044 + }, + { + "p": 0.05661699175834656, + "m": 0.5319739580154419 + }, + { + "p": 0.07618934661149979, + "m": 1.0 + }, + { + "p": 0.061417970806360245, + "m": 0.9122951030731201 + }, + { + "p": 0.05920560657978058, + "m": 0.9991414546966553 + }, + { + "p": 0.06565600633621216, + "m": 1.0 + }, + { + "p": 0.04763998091220856, + "m": 1.0 + }, + { + "p": 0.053073521703481674, + "m": 1.0 + }, + { + "p": 0.05918051302433014, + "m": 0.8129634857177734 + }, + { + "p": 0.062210604548454285, + "m": 0.9603905081748962 + }, + { + "p": 0.04962114617228508, + "m": 1.0 + }, + { + "p": 0.03778810799121857, + "m": 0.8284506797790527 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.011347770690918, + "val_loss": 0.7555130124092102, + "acc": 71.26, + "time": 219.6131204109406, + "param": [ + { + "p": 0.04891013726592064, + "m": 1.0 + }, + { + "p": 0.041976746171712875, + "m": 1.0 + }, + { + "p": 0.05910681188106537, + "m": 1.0 + }, + { + "p": 0.04241563752293587, + "m": 0.5410178899765015 + }, + { + "p": 0.08742449432611465, + "m": 0.13982519507408142 + }, + { + "p": 0.04304274171590805, + "m": 0.9849357604980469 + }, + { + "p": 0.04535627365112305, + "m": 0.7137359380722046 + }, + { + "p": 0.06033143773674965, + "m": 0.4944251775741577 + }, + { + "p": 0.05781765654683113, + "m": 0.9915614128112793 + }, + { + "p": 0.05779874697327614, + "m": 0.7827885150909424 + }, + { + "p": 0.0654974952340126, + "m": 1.0 + }, + { + "p": 0.0748729407787323, + "m": 0.9949416518211365 + }, + { + "p": 0.07493025809526443, + "m": 1.0 + }, + { + "p": 0.0642346665263176, + "m": 1.0 + }, + { + "p": 0.035089485347270966, + "m": 0.9135081768035889 + }, + { + "p": 0.03842796012759209, + "m": 0.9914047718048096 + }, + { + "p": 0.0475175678730011, + "m": 0.9598826766014099 + }, + { + "p": 0.05524889752268791, + "m": 0.8950533270835876 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1549091339111328, + "val_loss": 0.8731059432029724, + "acc": 71.28, + "time": 218.08690728107467, + "param": [ + { + "p": 0.08465977013111115, + "m": 1.0 + }, + { + "p": 0.03391646966338158, + "m": 1.0 + }, + { + "p": 0.05628177896142006, + "m": 1.0 + }, + { + "p": 0.0568326972424984, + "m": 0.5754982233047485 + }, + { + "p": 0.06657502800226212, + "m": 0.38148900866508484 + }, + { + "p": 0.057879332453012466, + "m": 0.970254123210907 + }, + { + "p": 0.0540822334587574, + "m": 0.7406938076019287 + }, + { + "p": 0.045037370175123215, + "m": 0.6643425822257996 + }, + { + "p": 0.060844358056783676, + "m": 0.9998540878295898 + }, + { + "p": 0.04269193485379219, + "m": 0.8220763802528381 + }, + { + "p": 0.03849560022354126, + "m": 1.0 + }, + { + "p": 0.05995127931237221, + "m": 0.9752999544143677 + }, + { + "p": 0.056637320667505264, + "m": 1.0 + }, + { + "p": 0.04850466176867485, + "m": 1.0 + }, + { + "p": 0.06325148046016693, + "m": 0.8607423305511475 + }, + { + "p": 0.05073966458439827, + "m": 0.9553863406181335 + }, + { + "p": 0.05256504565477371, + "m": 1.0 + }, + { + "p": 0.0710538774728775, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2208447456359863, + "val_loss": 0.8437986969947815, + "acc": 70.44, + "time": 225.90925283008255, + "param": [ + { + "p": 0.06215231120586395, + "m": 1.0 + }, + { + "p": 0.041806623339653015, + "m": 1.0 + }, + { + "p": 0.0693492665886879, + "m": 1.0 + }, + { + "p": 0.05014704912900925, + "m": 0.5678452253341675 + }, + { + "p": 0.032484207302331924, + "m": 0.4469645619392395 + }, + { + "p": 0.0531029999256134, + "m": 0.9939941167831421 + }, + { + "p": 0.05495612695813179, + "m": 0.8037257790565491 + }, + { + "p": 0.06504951417446136, + "m": 0.852614164352417 + }, + { + "p": 0.047065410763025284, + "m": 1.0 + }, + { + "p": 0.06379032135009766, + "m": 0.8615221977233887 + }, + { + "p": 0.04339279979467392, + "m": 1.0 + }, + { + "p": 0.06978505849838257, + "m": 1.0 + }, + { + "p": 0.07335447520017624, + "m": 1.0 + }, + { + "p": 0.06723298132419586, + "m": 1.0 + }, + { + "p": 0.07093397527933121, + "m": 0.8295742869377136 + }, + { + "p": 0.05952166020870209, + "m": 1.0 + }, + { + "p": 0.03026345744729042, + "m": 0.9589411616325378 + }, + { + "p": 0.04561174288392067, + "m": 0.9780247211456299 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.3985257148742676, + "val_loss": 0.7348249554634094, + "acc": 71.28, + "time": 221.18232907599304, + "param": [ + { + "p": 0.07724963128566742, + "m": 1.0 + }, + { + "p": 0.0433262474834919, + "m": 1.0 + }, + { + "p": 0.046385567635297775, + "m": 1.0 + }, + { + "p": 0.05402079597115517, + "m": 0.5406990647315979 + }, + { + "p": 0.041272860020399094, + "m": 0.42234453558921814 + }, + { + "p": 0.04634988680481911, + "m": 0.861486554145813 + }, + { + "p": 0.061034224927425385, + "m": 0.7879198789596558 + }, + { + "p": 0.0484350360929966, + "m": 0.869711697101593 + }, + { + "p": 0.05826416239142418, + "m": 1.0 + }, + { + "p": 0.05626966431736946, + "m": 0.9914530515670776 + }, + { + "p": 0.05844589322805405, + "m": 1.0 + }, + { + "p": 0.06911008059978485, + "m": 1.0 + }, + { + "p": 0.07420685142278671, + "m": 1.0 + }, + { + "p": 0.05258337780833244, + "m": 1.0 + }, + { + "p": 0.05145258828997612, + "m": 0.8816069960594177 + }, + { + "p": 0.05517680570483208, + "m": 0.9997164607048035 + }, + { + "p": 0.050966888666152954, + "m": 1.0 + }, + { + "p": 0.05544942244887352, + "m": 0.9992321729660034 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2300671339035034, + "val_loss": 0.8361313939094543, + "acc": 71.62, + "time": 220.41345448291395, + "param": [ + { + "p": 0.04650186374783516, + "m": 1.0 + }, + { + "p": 0.062091924250125885, + "m": 1.0 + }, + { + "p": 0.04467960074543953, + "m": 1.0 + }, + { + "p": 0.04508998990058899, + "m": 0.6179260611534119 + }, + { + "p": 0.06067934259772301, + "m": 0.38093751668930054 + }, + { + "p": 0.0724482387304306, + "m": 0.8349623084068298 + }, + { + "p": 0.05911101773381233, + "m": 0.7628849148750305 + }, + { + "p": 0.04916148632764816, + "m": 0.8879286646842957 + }, + { + "p": 0.05880839750170708, + "m": 1.0 + }, + { + "p": 0.05944537743926048, + "m": 0.972719132900238 + }, + { + "p": 0.07256611436605453, + "m": 1.0 + }, + { + "p": 0.060894642025232315, + "m": 1.0 + }, + { + "p": 0.06677498668432236, + "m": 1.0 + }, + { + "p": 0.06030643731355667, + "m": 1.0 + }, + { + "p": 0.05611494556069374, + "m": 0.8379724025726318 + }, + { + "p": 0.039440903812646866, + "m": 1.0 + }, + { + "p": 0.03696885332465172, + "m": 0.9292539954185486 + }, + { + "p": 0.0489158108830452, + "m": 0.9908027052879333 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.4746376276016235, + "val_loss": 0.952823281288147, + "acc": 70.88, + "time": 223.79548061499372, + "param": [ + { + "p": 0.06136384233832359, + "m": 1.0 + }, + { + "p": 0.04708467796444893, + "m": 1.0 + }, + { + "p": 0.06376742571592331, + "m": 1.0 + }, + { + "p": 0.05487525463104248, + "m": 0.6378886699676514 + }, + { + "p": 0.0632598027586937, + "m": 0.4318527579307556 + }, + { + "p": 0.05452699214220047, + "m": 0.9470569491386414 + }, + { + "p": 0.059121157974004745, + "m": 0.6625856161117554 + }, + { + "p": 0.06128530576825142, + "m": 0.871921181678772 + }, + { + "p": 0.05986440181732178, + "m": 1.0 + }, + { + "p": 0.04755140095949173, + "m": 0.9563047289848328 + }, + { + "p": 0.06717807054519653, + "m": 1.0 + }, + { + "p": 0.04617275670170784, + "m": 1.0 + }, + { + "p": 0.0594177208840847, + "m": 1.0 + }, + { + "p": 0.052535951137542725, + "m": 1.0 + }, + { + "p": 0.036865100264549255, + "m": 0.9407501220703125 + }, + { + "p": 0.054944735020399094, + "m": 1.0 + }, + { + "p": 0.04544179141521454, + "m": 0.9985246658325195 + }, + { + "p": 0.06474357098340988, + "m": 0.9520125985145569 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.2270342111587524, + "val_loss": 0.8450572490692139, + "acc": 71.07, + "time": 219.79507797502447, + "param": [ + { + "p": 0.05317565053701401, + "m": 1.0 + }, + { + "p": 0.052028004080057144, + "m": 1.0 + }, + { + "p": 0.04050349071621895, + "m": 1.0 + }, + { + "p": 0.060994863510131836, + "m": 0.6727559566497803 + }, + { + "p": 0.05191392824053764, + "m": 0.43070220947265625 + }, + { + "p": 0.07579485327005386, + "m": 0.9852566123008728 + }, + { + "p": 0.05104250833392143, + "m": 0.6148092150688171 + }, + { + "p": 0.04716995358467102, + "m": 0.9827725291252136 + }, + { + "p": 0.06945892423391342, + "m": 1.0 + }, + { + "p": 0.054418809711933136, + "m": 0.9106800556182861 + }, + { + "p": 0.07478100061416626, + "m": 1.0 + }, + { + "p": 0.03924531489610672, + "m": 1.0 + }, + { + "p": 0.05648624524474144, + "m": 1.0 + }, + { + "p": 0.048328056931495667, + "m": 1.0 + }, + { + "p": 0.05788326635956764, + "m": 0.9445815086364746 + }, + { + "p": 0.05941078066825867, + "m": 0.9669739603996277 + }, + { + "p": 0.03893166407942772, + "m": 0.9632927775382996 + }, + { + "p": 0.06843269616365433, + "m": 0.8367921710014343 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.4125725030899048, + "val_loss": 0.8730893135070801, + "acc": 71.25, + "time": 218.15398247505073, + "param": [ + { + "p": 0.06533434987068176, + "m": 1.0 + }, + { + "p": 0.04506266489624977, + "m": 1.0 + }, + { + "p": 0.06510463356971741, + "m": 1.0 + }, + { + "p": 0.04492167383432388, + "m": 0.6211488246917725 + }, + { + "p": 0.07208603620529175, + "m": 0.5038353204727173 + }, + { + "p": 0.05841802433133125, + "m": 0.9960389733314514 + }, + { + "p": 0.0410957969725132, + "m": 0.7340477705001831 + }, + { + "p": 0.05368031561374664, + "m": 0.9763217568397522 + }, + { + "p": 0.07669203728437424, + "m": 1.0 + }, + { + "p": 0.0633261576294899, + "m": 0.9263073801994324 + }, + { + "p": 0.04789530485868454, + "m": 0.9519438147544861 + }, + { + "p": 0.033901941031217575, + "m": 1.0 + }, + { + "p": 0.050510507076978683, + "m": 1.0 + }, + { + "p": 0.044717397540807724, + "m": 1.0 + }, + { + "p": 0.07542678713798523, + "m": 1.0 + }, + { + "p": 0.07025119662284851, + "m": 1.0 + }, + { + "p": 0.027832066640257835, + "m": 0.8327709436416626 + }, + { + "p": 0.06374302506446838, + "m": 0.9119571447372437 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2225576639175415, + "val_loss": 0.7652578949928284, + "acc": 70.5, + "time": 221.0149056080263, + "param": [ + { + "p": 0.07010570168495178, + "m": 1.0 + }, + { + "p": 0.056620094925165176, + "m": 1.0 + }, + { + "p": 0.04961857572197914, + "m": 1.0 + }, + { + "p": 0.04423605650663376, + "m": 0.5762874484062195 + }, + { + "p": 0.04770539328455925, + "m": 0.3732108771800995 + }, + { + "p": 0.05575909465551376, + "m": 0.9892814755439758 + }, + { + "p": 0.044270262122154236, + "m": 0.7437289357185364 + }, + { + "p": 0.05922962352633476, + "m": 0.8413642048835754 + }, + { + "p": 0.047551050782203674, + "m": 0.9341387748718262 + }, + { + "p": 0.0483982153236866, + "m": 0.9001686573028564 + }, + { + "p": 0.07055596262216568, + "m": 1.0 + }, + { + "p": 0.04787210375070572, + "m": 1.0 + }, + { + "p": 0.06035687029361725, + "m": 1.0 + }, + { + "p": 0.06999771296977997, + "m": 1.0 + }, + { + "p": 0.06915952265262604, + "m": 0.9983208179473877 + }, + { + "p": 0.06437579542398453, + "m": 0.9978616237640381 + }, + { + "p": 0.04752294719219208, + "m": 0.8862833976745605 + }, + { + "p": 0.04666503146290779, + "m": 0.9407569766044617 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0467438697814941, + "val_loss": 0.8160209059715271, + "acc": 70.55, + "time": 220.99598244100343, + "param": [ + { + "p": 0.057700298726558685, + "m": 1.0 + }, + { + "p": 0.04257655516266823, + "m": 1.0 + }, + { + "p": 0.05389637127518654, + "m": 1.0 + }, + { + "p": 0.05625497177243233, + "m": 0.7146908044815063 + }, + { + "p": 0.06419733166694641, + "m": 0.21127276122570038 + }, + { + "p": 0.04352552071213722, + "m": 0.9563766121864319 + }, + { + "p": 0.05562765523791313, + "m": 0.8129639029502869 + }, + { + "p": 0.062103934586048126, + "m": 0.709881067276001 + }, + { + "p": 0.06127680465579033, + "m": 1.0 + }, + { + "p": 0.06743457168340683, + "m": 0.8182580471038818 + }, + { + "p": 0.04390542209148407, + "m": 0.9919203519821167 + }, + { + "p": 0.05263621360063553, + "m": 0.9995463490486145 + }, + { + "p": 0.06021704152226448, + "m": 1.0 + }, + { + "p": 0.04749732464551926, + "m": 1.0 + }, + { + "p": 0.056166213005781174, + "m": 0.9163415431976318 + }, + { + "p": 0.060459330677986145, + "m": 0.9902468323707581 + }, + { + "p": 0.048083048313856125, + "m": 1.0 + }, + { + "p": 0.06644133478403091, + "m": 0.8813546895980835 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.2593926191329956, + "val_loss": 0.8646912574768066, + "acc": 70.78, + "time": 219.20433618000243, + "param": [ + { + "p": 0.07066499441862106, + "m": 1.0 + }, + { + "p": 0.046118445694446564, + "m": 1.0 + }, + { + "p": 0.06422386318445206, + "m": 1.0 + }, + { + "p": 0.05820923671126366, + "m": 0.7064816355705261 + }, + { + "p": 0.05386091023683548, + "m": 0.30797773599624634 + }, + { + "p": 0.04699656739830971, + "m": 0.9372368454933167 + }, + { + "p": 0.046274878084659576, + "m": 0.8860704898834229 + }, + { + "p": 0.06906947493553162, + "m": 0.8365299105644226 + }, + { + "p": 0.05579138919711113, + "m": 0.9806598424911499 + }, + { + "p": 0.0670246109366417, + "m": 0.8532505631446838 + }, + { + "p": 0.06267236173152924, + "m": 0.9992591738700867 + }, + { + "p": 0.035678431391716, + "m": 1.0 + }, + { + "p": 0.0626639574766159, + "m": 1.0 + }, + { + "p": 0.05583628639578819, + "m": 1.0 + }, + { + "p": 0.06527400761842728, + "m": 0.9678778052330017 + }, + { + "p": 0.04969101399183273, + "m": 1.0 + }, + { + "p": 0.040708597749471664, + "m": 0.891493558883667 + }, + { + "p": 0.04924098774790764, + "m": 0.795756995677948 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2248868942260742, + "val_loss": 0.8320592045783997, + "acc": 71.49, + "time": 213.00436349702068, + "param": [ + { + "p": 0.05689234659075737, + "m": 1.0 + }, + { + "p": 0.04993505775928497, + "m": 1.0 + }, + { + "p": 0.05753302946686745, + "m": 1.0 + }, + { + "p": 0.05036935210227966, + "m": 0.664474606513977 + }, + { + "p": 0.054136864840984344, + "m": 0.2676236629486084 + }, + { + "p": 0.05093077942728996, + "m": 0.9748584628105164 + }, + { + "p": 0.05780361220240593, + "m": 0.9002282619476318 + }, + { + "p": 0.06601987779140472, + "m": 0.7688234448432922 + }, + { + "p": 0.07079611718654633, + "m": 0.9996392130851746 + }, + { + "p": 0.04588891565799713, + "m": 0.8612421154975891 + }, + { + "p": 0.04720724746584892, + "m": 0.9870997667312622 + }, + { + "p": 0.05600916966795921, + "m": 1.0 + }, + { + "p": 0.06522279977798462, + "m": 1.0 + }, + { + "p": 0.06782621890306473, + "m": 1.0 + }, + { + "p": 0.05061468854546547, + "m": 1.0 + }, + { + "p": 0.06040314957499504, + "m": 0.9986584186553955 + }, + { + "p": 0.04845825955271721, + "m": 0.7220283150672913 + }, + { + "p": 0.04395240545272827, + "m": 0.7504626512527466 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2611775398254395, + "val_loss": 0.8446324467658997, + "acc": 69.8, + "time": 217.48281867196783, + "param": [ + { + "p": 0.051549069583415985, + "m": 1.0 + }, + { + "p": 0.05027613788843155, + "m": 1.0 + }, + { + "p": 0.06481724232435226, + "m": 1.0 + }, + { + "p": 0.04679110273718834, + "m": 0.6254811882972717 + }, + { + "p": 0.030960688367486, + "m": 0.32707059383392334 + }, + { + "p": 0.040619757026433945, + "m": 0.8749091625213623 + }, + { + "p": 0.051627267152071, + "m": 0.9491024017333984 + }, + { + "p": 0.07151737064123154, + "m": 0.7544766068458557 + }, + { + "p": 0.07963616400957108, + "m": 1.0 + }, + { + "p": 0.06884383410215378, + "m": 0.7942936420440674 + }, + { + "p": 0.05550611764192581, + "m": 1.0 + }, + { + "p": 0.06311608850955963, + "m": 1.0 + }, + { + "p": 0.0505727082490921, + "m": 1.0 + }, + { + "p": 0.06809040158987045, + "m": 1.0 + }, + { + "p": 0.04842161759734154, + "m": 0.9534640312194824 + }, + { + "p": 0.07150700688362122, + "m": 1.0 + }, + { + "p": 0.04117415100336075, + "m": 0.812953770160675 + }, + { + "p": 0.044973261654376984, + "m": 0.6401507258415222 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1441630125045776, + "val_loss": 0.7934308052062988, + "acc": 70.52, + "time": 219.1228054369567, + "param": [ + { + "p": 0.07432330399751663, + "m": 1.0 + }, + { + "p": 0.041392914950847626, + "m": 1.0 + }, + { + "p": 0.039252590388059616, + "m": 1.0 + }, + { + "p": 0.03155997768044472, + "m": 0.7653200030326843 + }, + { + "p": 0.029637832194566727, + "m": 0.22827401757240295 + }, + { + "p": 0.052306320518255234, + "m": 0.954057514667511 + }, + { + "p": 0.051026180386543274, + "m": 0.950789213180542 + }, + { + "p": 0.04441837966442108, + "m": 0.7592218518257141 + }, + { + "p": 0.07523251324892044, + "m": 1.0 + }, + { + "p": 0.07261712104082108, + "m": 0.7480190396308899 + }, + { + "p": 0.0665508359670639, + "m": 1.0 + }, + { + "p": 0.054920297116041183, + "m": 1.0 + }, + { + "p": 0.07159990072250366, + "m": 1.0 + }, + { + "p": 0.057487763464450836, + "m": 1.0 + }, + { + "p": 0.07215885072946548, + "m": 1.0 + }, + { + "p": 0.051078807562589645, + "m": 1.0 + }, + { + "p": 0.05823701620101929, + "m": 0.7793258428573608 + }, + { + "p": 0.056199368089437485, + "m": 0.7012639045715332 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.3046108484268188, + "val_loss": 0.8416138291358948, + "acc": 71.56, + "time": 216.25048412801698, + "param": [ + { + "p": 0.0620352104306221, + "m": 1.0 + }, + { + "p": 0.04345555976033211, + "m": 1.0 + }, + { + "p": 0.06354645639657974, + "m": 1.0 + }, + { + "p": 0.05448513105511665, + "m": 0.7831593155860901 + }, + { + "p": 0.05562387779355049, + "m": 0.31747493147850037 + }, + { + "p": 0.05190669372677803, + "m": 0.8032758831977844 + }, + { + "p": 0.05254529044032097, + "m": 0.908297598361969 + }, + { + "p": 0.061206359416246414, + "m": 0.7989537715911865 + }, + { + "p": 0.0636301338672638, + "m": 0.9909820556640625 + }, + { + "p": 0.06392938643693924, + "m": 0.8873413801193237 + }, + { + "p": 0.05882823467254639, + "m": 0.9686476588249207 + }, + { + "p": 0.05219277739524841, + "m": 1.0 + }, + { + "p": 0.05939389765262604, + "m": 1.0 + }, + { + "p": 0.05395205318927765, + "m": 1.0 + }, + { + "p": 0.05591714382171631, + "m": 0.9978288412094116 + }, + { + "p": 0.07086203247308731, + "m": 1.0 + }, + { + "p": 0.032249681651592255, + "m": 0.7881149053573608 + }, + { + "p": 0.04424011707305908, + "m": 0.8133895397186279 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1804461479187012, + "val_loss": 0.8546217679977417, + "acc": 71.88, + "time": 222.32666281505954, + "param": [ + { + "p": 0.048398662358522415, + "m": 1.0 + }, + { + "p": 0.04119216278195381, + "m": 1.0 + }, + { + "p": 0.0548248328268528, + "m": 1.0 + }, + { + "p": 0.050160001963377, + "m": 0.6977115869522095 + }, + { + "p": 0.05540415272116661, + "m": 0.33873623609542847 + }, + { + "p": 0.07635197788476944, + "m": 0.7495232820510864 + }, + { + "p": 0.05274828523397446, + "m": 0.817323625087738 + }, + { + "p": 0.06170062720775604, + "m": 0.8189026713371277 + }, + { + "p": 0.058698538690805435, + "m": 1.0 + }, + { + "p": 0.057335514575242996, + "m": 0.9324394464492798 + }, + { + "p": 0.05027801916003227, + "m": 1.0 + }, + { + "p": 0.056963443756103516, + "m": 1.0 + }, + { + "p": 0.0771290734410286, + "m": 1.0 + }, + { + "p": 0.04240987077355385, + "m": 1.0 + }, + { + "p": 0.05978604406118393, + "m": 0.9783076643943787 + }, + { + "p": 0.05663395673036575, + "m": 1.0 + }, + { + "p": 0.043207984417676926, + "m": 0.8008708953857422 + }, + { + "p": 0.05677681416273117, + "m": 0.8335110545158386 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2307331562042236, + "val_loss": 0.8493301272392273, + "acc": 72.6, + "time": 217.85284049005713, + "param": [ + { + "p": 0.0555950291454792, + "m": 1.0 + }, + { + "p": 0.03000415861606598, + "m": 1.0 + }, + { + "p": 0.05595366284251213, + "m": 1.0 + }, + { + "p": 0.06927219033241272, + "m": 0.7138723134994507 + }, + { + "p": 0.06856289505958557, + "m": 0.39350074529647827 + }, + { + "p": 0.0292230062186718, + "m": 0.6850483417510986 + }, + { + "p": 0.05515889450907707, + "m": 0.7258564233779907 + }, + { + "p": 0.04380878061056137, + "m": 0.8485323786735535 + }, + { + "p": 0.06071016937494278, + "m": 0.9995908737182617 + }, + { + "p": 0.07990333437919617, + "m": 0.8193113207817078 + }, + { + "p": 0.08278516680002213, + "m": 1.0 + }, + { + "p": 0.06332771480083466, + "m": 1.0 + }, + { + "p": 0.06669292598962784, + "m": 1.0 + }, + { + "p": 0.05101002752780914, + "m": 1.0 + }, + { + "p": 0.059065889567136765, + "m": 0.9456296563148499 + }, + { + "p": 0.039812248200178146, + "m": 1.0 + }, + { + "p": 0.03842327371239662, + "m": 0.8213110566139221 + }, + { + "p": 0.05069069564342499, + "m": 0.6632172465324402 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1963285207748413, + "val_loss": 0.7036328315734863, + "acc": 72.47, + "time": 225.87763826502487, + "param": [ + { + "p": 0.047119807451963425, + "m": 1.0 + }, + { + "p": 0.04927751049399376, + "m": 1.0 + }, + { + "p": 0.0566505491733551, + "m": 1.0 + }, + { + "p": 0.054330743849277496, + "m": 0.7936276197433472 + }, + { + "p": 0.052028853446245193, + "m": 0.4181196987628937 + }, + { + "p": 0.06369740515947342, + "m": 0.7760004997253418 + }, + { + "p": 0.0654464066028595, + "m": 0.8519186973571777 + }, + { + "p": 0.04783486947417259, + "m": 0.9415531158447266 + }, + { + "p": 0.058911412954330444, + "m": 0.9983089566230774 + }, + { + "p": 0.06377533078193665, + "m": 0.6967750787734985 + }, + { + "p": 0.05111441761255264, + "m": 1.0 + }, + { + "p": 0.05920964851975441, + "m": 0.9919372797012329 + }, + { + "p": 0.061730895191431046, + "m": 1.0 + }, + { + "p": 0.05979415401816368, + "m": 1.0 + }, + { + "p": 0.06791139394044876, + "m": 1.0 + }, + { + "p": 0.06396578997373581, + "m": 1.0 + }, + { + "p": 0.0344596803188324, + "m": 0.8885321021080017 + }, + { + "p": 0.04274104908108711, + "m": 0.7224469184875488 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.1783604621887207, + "val_loss": 0.8607560992240906, + "acc": 71.59, + "time": 215.08048680401407, + "param": [ + { + "p": 0.07023540139198303, + "m": 1.0 + }, + { + "p": 0.056279491633176804, + "m": 1.0 + }, + { + "p": 0.04958859086036682, + "m": 1.0 + }, + { + "p": 0.07056891918182373, + "m": 0.711574375629425 + }, + { + "p": 0.039348114281892776, + "m": 0.40165475010871887 + }, + { + "p": 0.05717138946056366, + "m": 0.8624215126037598 + }, + { + "p": 0.05375766009092331, + "m": 0.9267678260803223 + }, + { + "p": 0.04839193448424339, + "m": 0.9961305260658264 + }, + { + "p": 0.06231813505291939, + "m": 1.0 + }, + { + "p": 0.052187852561473846, + "m": 0.564044713973999 + }, + { + "p": 0.06646409630775452, + "m": 1.0 + }, + { + "p": 0.05751809477806091, + "m": 1.0 + }, + { + "p": 0.0513337217271328, + "m": 1.0 + }, + { + "p": 0.05331319943070412, + "m": 1.0 + }, + { + "p": 0.04678915813565254, + "m": 0.9851733446121216 + }, + { + "p": 0.0526750423014164, + "m": 1.0 + }, + { + "p": 0.060198377817869186, + "m": 0.9314579367637634 + }, + { + "p": 0.05186084657907486, + "m": 0.7447910904884338 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2139286994934082, + "val_loss": 0.8300407528877258, + "acc": 72.45, + "time": 224.22035954601597, + "param": [ + { + "p": 0.08412627130746841, + "m": 1.0 + }, + { + "p": 0.0097587238997221, + "m": 1.0 + }, + { + "p": 0.06132926791906357, + "m": 1.0 + }, + { + "p": 0.04956112802028656, + "m": 0.6968411803245544 + }, + { + "p": 0.03486902266740799, + "m": 0.4490528106689453 + }, + { + "p": 0.07095552235841751, + "m": 0.8341681957244873 + }, + { + "p": 0.05012517794966698, + "m": 0.897689938545227 + }, + { + "p": 0.052682626992464066, + "m": 0.9486708045005798 + }, + { + "p": 0.06770484894514084, + "m": 0.9738906621932983 + }, + { + "p": 0.05246223881840706, + "m": 0.7402938604354858 + }, + { + "p": 0.04296001419425011, + "m": 0.9165558815002441 + }, + { + "p": 0.06295797228813171, + "m": 0.9829038977622986 + }, + { + "p": 0.057823825627565384, + "m": 1.0 + }, + { + "p": 0.05239136889576912, + "m": 1.0 + }, + { + "p": 0.08102717250585556, + "m": 0.9836560487747192 + }, + { + "p": 0.08732729405164719, + "m": 0.9836711287498474 + }, + { + "p": 0.031037991866469383, + "m": 0.9491857886314392 + }, + { + "p": 0.050899457186460495, + "m": 0.7406143546104431 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.279532790184021, + "val_loss": 0.9554932713508606, + "acc": 70.56, + "time": 276.5109341170173, + "param": [ + { + "p": 0.0740135982632637, + "m": 1.0 + }, + { + "p": 0.05306387320160866, + "m": 1.0 + }, + { + "p": 0.082024946808815, + "m": 1.0 + }, + { + "p": 0.06523235142230988, + "m": 0.6616501212120056 + }, + { + "p": 0.05360383540391922, + "m": 0.41088151931762695 + }, + { + "p": 0.04418748617172241, + "m": 0.7685609459877014 + }, + { + "p": 0.06288778781890869, + "m": 0.8794371485710144 + }, + { + "p": 0.035529717803001404, + "m": 0.9544962644577026 + }, + { + "p": 0.0592697337269783, + "m": 1.0 + }, + { + "p": 0.06772734969854355, + "m": 0.8971947431564331 + }, + { + "p": 0.0440593846142292, + "m": 1.0 + }, + { + "p": 0.050447382032871246, + "m": 1.0 + }, + { + "p": 0.056641288101673126, + "m": 1.0 + }, + { + "p": 0.08076772093772888, + "m": 1.0 + }, + { + "p": 0.056195516139268875, + "m": 0.9955819249153137 + }, + { + "p": 0.07535304874181747, + "m": 0.9968577027320862 + }, + { + "p": 0.0, + "m": 0.924334704875946 + }, + { + "p": 0.03899484500288963, + "m": 0.7379899024963379 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.2173082828521729, + "val_loss": 0.8217118382453918, + "acc": 72.61, + "time": 250.72275697800796, + "param": [ + { + "p": 0.06561204791069031, + "m": 1.0 + }, + { + "p": 0.04145039618015289, + "m": 1.0 + }, + { + "p": 0.060607656836509705, + "m": 1.0 + }, + { + "p": 0.03240818530321121, + "m": 0.7705517411231995 + }, + { + "p": 0.059995926916599274, + "m": 0.32346466183662415 + }, + { + "p": 0.045555729418992996, + "m": 0.8009521961212158 + }, + { + "p": 0.06268876791000366, + "m": 0.994854748249054 + }, + { + "p": 0.05675694718956947, + "m": 0.9713723659515381 + }, + { + "p": 0.05600004643201828, + "m": 1.0 + }, + { + "p": 0.06405232846736908, + "m": 0.93381667137146 + }, + { + "p": 0.06776673346757889, + "m": 1.0 + }, + { + "p": 0.0765635296702385, + "m": 0.9984831213951111 + }, + { + "p": 0.058095913380384445, + "m": 1.0 + }, + { + "p": 0.06448066234588623, + "m": 1.0 + }, + { + "p": 0.05350390076637268, + "m": 0.9017572402954102 + }, + { + "p": 0.05284402519464493, + "m": 0.9826948046684265 + }, + { + "p": 0.023169415071606636, + "m": 0.8482585549354553 + }, + { + "p": 0.058447811752557755, + "m": 0.9523090720176697 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1848118305206299, + "val_loss": 0.9538986682891846, + "acc": 72.05, + "time": 221.2386783909751, + "param": [ + { + "p": 0.05516527220606804, + "m": 1.0 + }, + { + "p": 0.05022721737623215, + "m": 1.0 + }, + { + "p": 0.07256143540143967, + "m": 1.0 + }, + { + "p": 0.03729129210114479, + "m": 0.8214074969291687 + }, + { + "p": 0.04690876603126526, + "m": 0.3624275028705597 + }, + { + "p": 0.05929213762283325, + "m": 0.7753747701644897 + }, + { + "p": 0.05614728853106499, + "m": 0.9146468043327332 + }, + { + "p": 0.07780511677265167, + "m": 0.9946501851081848 + }, + { + "p": 0.05808015912771225, + "m": 1.0 + }, + { + "p": 0.07139856368303299, + "m": 0.9256027936935425 + }, + { + "p": 0.050462156534194946, + "m": 0.9596871733665466 + }, + { + "p": 0.05883365124464035, + "m": 1.0 + }, + { + "p": 0.07390742003917694, + "m": 1.0 + }, + { + "p": 0.04634695127606392, + "m": 1.0 + }, + { + "p": 0.062440354377031326, + "m": 0.8263173699378967 + }, + { + "p": 0.06037025526165962, + "m": 1.0 + }, + { + "p": 0.035461410880088806, + "m": 0.8726130723953247 + }, + { + "p": 0.02730061672627926, + "m": 0.9626957774162292 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.2069185972213745, + "val_loss": 0.8263176083564758, + "acc": 72.08, + "time": 230.32509124290664, + "param": [ + { + "p": 0.07006368786096573, + "m": 1.0 + }, + { + "p": 0.05843665450811386, + "m": 1.0 + }, + { + "p": 0.0491575226187706, + "m": 1.0 + }, + { + "p": 0.06056229770183563, + "m": 0.7283896803855896 + }, + { + "p": 0.061499178409576416, + "m": 0.26001355051994324 + }, + { + "p": 0.025172287598252296, + "m": 0.7542203664779663 + }, + { + "p": 0.05550213158130646, + "m": 0.9645540118217468 + }, + { + "p": 0.05117945373058319, + "m": 1.0 + }, + { + "p": 0.05864664912223816, + "m": 0.9749162197113037 + }, + { + "p": 0.06501176953315735, + "m": 1.0 + }, + { + "p": 0.06851864606142044, + "m": 0.9708849787712097 + }, + { + "p": 0.06777899712324142, + "m": 1.0 + }, + { + "p": 0.06708189100027084, + "m": 1.0 + }, + { + "p": 0.06197783723473549, + "m": 1.0 + }, + { + "p": 0.07745809853076935, + "m": 1.0 + }, + { + "p": 0.041799403727054596, + "m": 0.9911583065986633 + }, + { + "p": 0.02326873503625393, + "m": 0.8531396389007568 + }, + { + "p": 0.03688487410545349, + "m": 0.9792976975440979 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.4008314609527588, + "val_loss": 0.805424153804779, + "acc": 71.93, + "time": 219.41011679393705, + "param": [ + { + "p": 0.045697957277297974, + "m": 1.0 + }, + { + "p": 0.05306705832481384, + "m": 1.0 + }, + { + "p": 0.04127386584877968, + "m": 1.0 + }, + { + "p": 0.03350446745753288, + "m": 0.7531063556671143 + }, + { + "p": 0.05313725024461746, + "m": 0.3081468343734741 + }, + { + "p": 0.06242389604449272, + "m": 0.6984002590179443 + }, + { + "p": 0.06724122911691666, + "m": 0.9305066466331482 + }, + { + "p": 0.06660015136003494, + "m": 0.9979841709136963 + }, + { + "p": 0.056473635137081146, + "m": 0.9975329637527466 + }, + { + "p": 0.05863280966877937, + "m": 1.0 + }, + { + "p": 0.05859486386179924, + "m": 1.0 + }, + { + "p": 0.06491223722696304, + "m": 0.9326991438865662 + }, + { + "p": 0.07519018650054932, + "m": 1.0 + }, + { + "p": 0.05135984718799591, + "m": 1.0 + }, + { + "p": 0.06584809720516205, + "m": 0.8984645009040833 + }, + { + "p": 0.0669030174612999, + "m": 0.9723045229911804 + }, + { + "p": 0.04004398360848427, + "m": 0.9552820920944214 + }, + { + "p": 0.03909553214907646, + "m": 0.989151120185852 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2002017498016357, + "val_loss": 0.7354640960693359, + "acc": 71.92, + "time": 223.05416005593725, + "param": [ + { + "p": 0.062212023884058, + "m": 1.0 + }, + { + "p": 0.050185903906822205, + "m": 1.0 + }, + { + "p": 0.06405598670244217, + "m": 1.0 + }, + { + "p": 0.04094540327787399, + "m": 0.638126015663147 + }, + { + "p": 0.05537484958767891, + "m": 0.3598501980304718 + }, + { + "p": 0.05756798014044762, + "m": 0.8078523278236389 + }, + { + "p": 0.0790327787399292, + "m": 0.9725525975227356 + }, + { + "p": 0.08261176943778992, + "m": 0.9238805770874023 + }, + { + "p": 0.05732164904475212, + "m": 0.9855517745018005 + }, + { + "p": 0.04961686208844185, + "m": 0.9524057507514954 + }, + { + "p": 0.07220596075057983, + "m": 1.0 + }, + { + "p": 0.058875393122434616, + "m": 1.0 + }, + { + "p": 0.05732062831521034, + "m": 1.0 + }, + { + "p": 0.04579645022749901, + "m": 1.0 + }, + { + "p": 0.04889601469039917, + "m": 0.955077052116394 + }, + { + "p": 0.055730510503053665, + "m": 1.0 + }, + { + "p": 0.031781964004039764, + "m": 0.8885793685913086 + }, + { + "p": 0.030467862263321877, + "m": 0.929879367351532 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json new file mode 100644 index 0000000..cc7147f --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 71.68, + "Time": [ + 132.75932359049057, + 6.681593353864704 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3414125442504883, + "val_loss": 2.3001015186309814, + "acc": 16.02, + "time": 136.31414123502327, + "param": [ + { + "p": 0.15485280752182007, + "m": 1.0 + }, + { + "p": 0.008044825866818428, + "m": 1.0 + }, + { + "p": 0.048745959997177124, + "m": 1.0 + }, + { + "p": 0.08121417462825775, + "m": 1.0 + }, + { + "p": 0.06549638509750366, + "m": 1.0 + }, + { + "p": 0.025670062750577927, + "m": 1.0 + }, + { + "p": 0.10075988620519638, + "m": 1.0 + }, + { + "p": 0.033867914229631424, + "m": 1.0 + }, + { + "p": 0.023826979100704193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06081479787826538, + "m": 1.0 + }, + { + "p": 0.11417415738105774, + "m": 1.0 + }, + { + "p": 0.025594767183065414, + "m": 1.0 + }, + { + "p": 0.057985492050647736, + "m": 1.0 + }, + { + "p": 0.0902119055390358, + "m": 1.0 + }, + { + "p": 0.06049598008394241, + "m": 1.0 + }, + { + "p": 0.048243891447782516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2932188510894775, + "val_loss": 2.217184543609619, + "acc": 23.03, + "time": 136.54535168100847, + "param": [ + { + "p": 0.0653548389673233, + "m": 1.0 + }, + { + "p": 0.05590412765741348, + "m": 1.0 + }, + { + "p": 0.08082658052444458, + "m": 1.0 + }, + { + "p": 0.05578925460577011, + "m": 1.0 + }, + { + "p": 0.06493192911148071, + "m": 1.0 + }, + { + "p": 0.0723395124077797, + "m": 1.0 + }, + { + "p": 0.07179319858551025, + "m": 1.0 + }, + { + "p": 0.03682013228535652, + "m": 1.0 + }, + { + "p": 0.073757603764534, + "m": 1.0 + }, + { + "p": 0.06452221423387527, + "m": 1.0 + }, + { + "p": 0.017403878271579742, + "m": 1.0 + }, + { + "p": 0.08984727412462234, + "m": 1.0 + }, + { + "p": 0.06521112471818924, + "m": 1.0 + }, + { + "p": 0.004154668189585209, + "m": 1.0 + }, + { + "p": 0.09763273596763611, + "m": 1.0 + }, + { + "p": 0.06299860775470734, + "m": 1.0 + }, + { + "p": 0.0058228615671396255, + "m": 1.0 + }, + { + "p": 0.014889473095536232, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1567533016204834, + "val_loss": 2.0696845054626465, + "acc": 25.32, + "time": 126.97478573600529, + "param": [ + { + "p": 0.05144800618290901, + "m": 1.0 + }, + { + "p": 0.051256172358989716, + "m": 1.0 + }, + { + "p": 0.04871602728962898, + "m": 1.0 + }, + { + "p": 0.06631677597761154, + "m": 1.0 + }, + { + "p": 0.06512438505887985, + "m": 1.0 + }, + { + "p": 0.0690791979432106, + "m": 1.0 + }, + { + "p": 0.0623137392103672, + "m": 1.0 + }, + { + "p": 0.0690346509218216, + "m": 1.0 + }, + { + "p": 0.044480398297309875, + "m": 1.0 + }, + { + "p": 0.06512660533189774, + "m": 1.0 + }, + { + "p": 0.0665036141872406, + "m": 1.0 + }, + { + "p": 0.05105334520339966, + "m": 1.0 + }, + { + "p": 0.03537308797240257, + "m": 1.0 + }, + { + "p": 0.034137897193431854, + "m": 1.0 + }, + { + "p": 0.07681708037853241, + "m": 1.0 + }, + { + "p": 0.06012343987822533, + "m": 1.0 + }, + { + "p": 0.043092865496873856, + "m": 1.0 + }, + { + "p": 0.04000274837017059, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1703853607177734, + "val_loss": 1.9877705574035645, + "acc": 32.79, + "time": 139.20791900594486, + "param": [ + { + "p": 0.03452020138502121, + "m": 1.0 + }, + { + "p": 0.04702091962099075, + "m": 1.0 + }, + { + "p": 0.0655781626701355, + "m": 1.0 + }, + { + "p": 0.06659442186355591, + "m": 1.0 + }, + { + "p": 0.06669619679450989, + "m": 1.0 + }, + { + "p": 0.07590541243553162, + "m": 1.0 + }, + { + "p": 0.06177430599927902, + "m": 1.0 + }, + { + "p": 0.07449296116828918, + "m": 1.0 + }, + { + "p": 0.06907971948385239, + "m": 1.0 + }, + { + "p": 0.05654970556497574, + "m": 1.0 + }, + { + "p": 0.0351213738322258, + "m": 1.0 + }, + { + "p": 0.06625727564096451, + "m": 1.0 + }, + { + "p": 0.06842343509197235, + "m": 1.0 + }, + { + "p": 0.029147377237677574, + "m": 1.0 + }, + { + "p": 0.06335584819316864, + "m": 1.0 + }, + { + "p": 0.06231282651424408, + "m": 1.0 + }, + { + "p": 0.030495814979076385, + "m": 1.0 + }, + { + "p": 0.02667403779923916, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.130401849746704, + "val_loss": 1.952623724937439, + "acc": 33.02, + "time": 135.97257624199847, + "param": [ + { + "p": 0.06436418741941452, + "m": 1.0 + }, + { + "p": 0.053567949682474136, + "m": 1.0 + }, + { + "p": 0.0659646987915039, + "m": 1.0 + }, + { + "p": 0.06763549894094467, + "m": 1.0 + }, + { + "p": 0.05982005596160889, + "m": 1.0 + }, + { + "p": 0.07251540571451187, + "m": 1.0 + }, + { + "p": 0.06224621832370758, + "m": 1.0 + }, + { + "p": 0.061268240213394165, + "m": 1.0 + }, + { + "p": 0.057369817048311234, + "m": 1.0 + }, + { + "p": 0.05127008631825447, + "m": 1.0 + }, + { + "p": 0.0375773161649704, + "m": 1.0 + }, + { + "p": 0.06526576727628708, + "m": 1.0 + }, + { + "p": 0.06670625507831573, + "m": 1.0 + }, + { + "p": 0.037243057042360306, + "m": 1.0 + }, + { + "p": 0.052391063421964645, + "m": 1.0 + }, + { + "p": 0.045707885175943375, + "m": 1.0 + }, + { + "p": 0.025458915159106255, + "m": 1.0 + }, + { + "p": 0.05362745001912117, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0168652534484863, + "val_loss": 1.9047709703445435, + "acc": 32.59, + "time": 131.68270039302297, + "param": [ + { + "p": 0.06940429657697678, + "m": 1.0 + }, + { + "p": 0.03336573764681816, + "m": 1.0 + }, + { + "p": 0.04242204874753952, + "m": 1.0 + }, + { + "p": 0.06180998682975769, + "m": 1.0 + }, + { + "p": 0.05156204476952553, + "m": 1.0 + }, + { + "p": 0.04833710193634033, + "m": 1.0 + }, + { + "p": 0.0834752693772316, + "m": 1.0 + }, + { + "p": 0.0525280199944973, + "m": 1.0 + }, + { + "p": 0.04435577988624573, + "m": 1.0 + }, + { + "p": 0.05894258990883827, + "m": 1.0 + }, + { + "p": 0.04822955280542374, + "m": 1.0 + }, + { + "p": 0.06249897927045822, + "m": 1.0 + }, + { + "p": 0.07370048761367798, + "m": 1.0 + }, + { + "p": 0.048942066729068756, + "m": 1.0 + }, + { + "p": 0.03928739205002785, + "m": 1.0 + }, + { + "p": 0.06885945051908493, + "m": 1.0 + }, + { + "p": 0.05499495565891266, + "m": 1.0 + }, + { + "p": 0.05728424713015556, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.024827003479004, + "val_loss": 1.8342046737670898, + "acc": 38.01, + "time": 134.40981623803964, + "param": [ + { + "p": 0.06881362944841385, + "m": 1.0 + }, + { + "p": 0.0640656054019928, + "m": 1.0 + }, + { + "p": 0.05198586359620094, + "m": 1.0 + }, + { + "p": 0.0607648566365242, + "m": 1.0 + }, + { + "p": 0.04751594364643097, + "m": 1.0 + }, + { + "p": 0.05679826810956001, + "m": 1.0 + }, + { + "p": 0.07293839007616043, + "m": 1.0 + }, + { + "p": 0.06004650145769119, + "m": 1.0 + }, + { + "p": 0.08047156780958176, + "m": 1.0 + }, + { + "p": 0.06109711155295372, + "m": 1.0 + }, + { + "p": 0.0499240979552269, + "m": 1.0 + }, + { + "p": 0.05162401869893074, + "m": 1.0 + }, + { + "p": 0.0698716938495636, + "m": 1.0 + }, + { + "p": 0.01926843449473381, + "m": 1.0 + }, + { + "p": 0.04194161295890808, + "m": 1.0 + }, + { + "p": 0.06542522460222244, + "m": 1.0 + }, + { + "p": 0.03887563571333885, + "m": 1.0 + }, + { + "p": 0.03857145085930824, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.1620733737945557, + "val_loss": 1.7959715127944946, + "acc": 38.25, + "time": 131.5957097709761, + "param": [ + { + "p": 0.04725274816155434, + "m": 1.0 + }, + { + "p": 0.041950274258852005, + "m": 1.0 + }, + { + "p": 0.059415917843580246, + "m": 1.0 + }, + { + "p": 0.06463801860809326, + "m": 1.0 + }, + { + "p": 0.06292900443077087, + "m": 1.0 + }, + { + "p": 0.05850663408637047, + "m": 1.0 + }, + { + "p": 0.06984162330627441, + "m": 1.0 + }, + { + "p": 0.05929656699299812, + "m": 1.0 + }, + { + "p": 0.06638646125793457, + "m": 1.0 + }, + { + "p": 0.05774008855223656, + "m": 1.0 + }, + { + "p": 0.04855555668473244, + "m": 1.0 + }, + { + "p": 0.060299068689346313, + "m": 1.0 + }, + { + "p": 0.09024644643068314, + "m": 1.0 + }, + { + "p": 0.014410192146897316, + "m": 1.0 + }, + { + "p": 0.046141110360622406, + "m": 1.0 + }, + { + "p": 0.07928696274757385, + "m": 1.0 + }, + { + "p": 0.019193319603800774, + "m": 1.0 + }, + { + "p": 0.053910017013549805, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.124274969100952, + "val_loss": 1.7681772708892822, + "acc": 39.18, + "time": 140.58267711801454, + "param": [ + { + "p": 0.031092699617147446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050536610186100006, + "m": 1.0 + }, + { + "p": 0.07476788759231567, + "m": 1.0 + }, + { + "p": 0.03326534852385521, + "m": 1.0 + }, + { + "p": 0.04994582012295723, + "m": 1.0 + }, + { + "p": 0.10978733748197556, + "m": 1.0 + }, + { + "p": 0.0983094573020935, + "m": 1.0 + }, + { + "p": 0.03742409870028496, + "m": 1.0 + }, + { + "p": 0.0762319341301918, + "m": 1.0 + }, + { + "p": 0.07994169741868973, + "m": 1.0 + }, + { + "p": 0.0648464635014534, + "m": 1.0 + }, + { + "p": 0.10119495540857315, + "m": 1.0 + }, + { + "p": 0.04247331619262695, + "m": 1.0 + }, + { + "p": 0.02621494047343731, + "m": 1.0 + }, + { + "p": 0.12396739423274994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.963578462600708, + "val_loss": 1.7109521627426147, + "acc": 39.86, + "time": 129.9634197879932, + "param": [ + { + "p": 0.08368848264217377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09002899378538132, + "m": 1.0 + }, + { + "p": 0.01581716164946556, + "m": 1.0 + }, + { + "p": 0.012257377617061138, + "m": 1.0 + }, + { + "p": 0.10126466304063797, + "m": 1.0 + }, + { + "p": 0.01877119578421116, + "m": 1.0 + }, + { + "p": 0.041507869958877563, + "m": 1.0 + }, + { + "p": 0.09876654297113419, + "m": 1.0 + }, + { + "p": 0.07257840037345886, + "m": 1.0 + }, + { + "p": 0.049348946660757065, + "m": 1.0 + }, + { + "p": 0.044566210359334946, + "m": 1.0 + }, + { + "p": 0.1050383672118187, + "m": 1.0 + }, + { + "p": 0.058760762214660645, + "m": 1.0 + }, + { + "p": 0.09597711265087128, + "m": 1.0 + }, + { + "p": 0.07832404226064682, + "m": 1.0 + }, + { + "p": 0.008190642111003399, + "m": 1.0 + }, + { + "p": 0.025113331153988838, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9745339155197144, + "val_loss": 1.6751327514648438, + "acc": 40.8, + "time": 139.88173608499346, + "param": [ + { + "p": 0.05751008540391922, + "m": 1.0 + }, + { + "p": 0.018470950424671173, + "m": 1.0 + }, + { + "p": 0.07421556115150452, + "m": 1.0 + }, + { + "p": 0.04033126309514046, + "m": 1.0 + }, + { + "p": 0.06621522456407547, + "m": 1.0 + }, + { + "p": 0.033338963985443115, + "m": 1.0 + }, + { + "p": 0.0615338571369648, + "m": 1.0 + }, + { + "p": 0.09975889325141907, + "m": 1.0 + }, + { + "p": 0.050959985703229904, + "m": 1.0 + }, + { + "p": 0.07133422791957855, + "m": 1.0 + }, + { + "p": 0.024764573201537132, + "m": 1.0 + }, + { + "p": 0.052921779453754425, + "m": 1.0 + }, + { + "p": 0.08362631499767303, + "m": 1.0 + }, + { + "p": 0.05403578281402588, + "m": 1.0 + }, + { + "p": 0.0804535523056984, + "m": 1.0 + }, + { + "p": 0.07845553010702133, + "m": 1.0 + }, + { + "p": 0.014291234314441681, + "m": 1.0 + }, + { + "p": 0.03778230398893356, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 2.110304594039917, + "val_loss": 1.7101178169250488, + "acc": 43.84, + "time": 130.40233476401772, + "param": [ + { + "p": 0.06710116565227509, + "m": 1.0 + }, + { + "p": 0.05088005214929581, + "m": 1.0 + }, + { + "p": 0.06598825007677078, + "m": 1.0 + }, + { + "p": 0.045987147837877274, + "m": 1.0 + }, + { + "p": 0.06015710160136223, + "m": 1.0 + }, + { + "p": 0.0577973946928978, + "m": 1.0 + }, + { + "p": 0.07491734623908997, + "m": 1.0 + }, + { + "p": 0.07790757715702057, + "m": 1.0 + }, + { + "p": 0.04630278795957565, + "m": 1.0 + }, + { + "p": 0.06862078607082367, + "m": 1.0 + }, + { + "p": 0.0875314399600029, + "m": 1.0 + }, + { + "p": 0.07705148309469223, + "m": 1.0 + }, + { + "p": 0.047704558819532394, + "m": 1.0 + }, + { + "p": 0.031450305134058, + "m": 1.0 + }, + { + "p": 0.014048094861209393, + "m": 1.0 + }, + { + "p": 0.0934787467122078, + "m": 1.0 + }, + { + "p": 0.018426328897476196, + "m": 1.0 + }, + { + "p": 0.014649479649960995, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.1228506565093994, + "val_loss": 1.6926432847976685, + "acc": 43.99, + "time": 128.1188987250207, + "param": [ + { + "p": 0.07095181196928024, + "m": 1.0 + }, + { + "p": 0.05111647769808769, + "m": 1.0 + }, + { + "p": 0.06284727156162262, + "m": 1.0 + }, + { + "p": 0.049680210649967194, + "m": 1.0 + }, + { + "p": 0.04668059200048447, + "m": 1.0 + }, + { + "p": 0.06380436569452286, + "m": 1.0 + }, + { + "p": 0.050044700503349304, + "m": 1.0 + }, + { + "p": 0.07177542895078659, + "m": 1.0 + }, + { + "p": 0.06112128123641014, + "m": 1.0 + }, + { + "p": 0.056812360882759094, + "m": 1.0 + }, + { + "p": 0.05614318698644638, + "m": 1.0 + }, + { + "p": 0.048956770449876785, + "m": 1.0 + }, + { + "p": 0.057587962597608566, + "m": 1.0 + }, + { + "p": 0.05910323187708855, + "m": 1.0 + }, + { + "p": 0.05626145750284195, + "m": 1.0 + }, + { + "p": 0.06683209538459778, + "m": 1.0 + }, + { + "p": 0.04025659337639809, + "m": 1.0 + }, + { + "p": 0.030024033039808273, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.871390700340271, + "val_loss": 1.728162407875061, + "acc": 42.52, + "time": 124.8874248409993, + "param": [ + { + "p": 0.08674891293048859, + "m": 1.0 + }, + { + "p": 0.01994527131319046, + "m": 1.0 + }, + { + "p": 0.052812784910202026, + "m": 1.0 + }, + { + "p": 0.028038663789629936, + "m": 1.0 + }, + { + "p": 0.08561693876981735, + "m": 1.0 + }, + { + "p": 0.07765410095453262, + "m": 1.0 + }, + { + "p": 0.07119835168123245, + "m": 1.0 + }, + { + "p": 0.09597884118556976, + "m": 1.0 + }, + { + "p": 0.026000117883086205, + "m": 1.0 + }, + { + "p": 0.0781790167093277, + "m": 1.0 + }, + { + "p": 0.05017411708831787, + "m": 1.0 + }, + { + "p": 0.037405893206596375, + "m": 1.0 + }, + { + "p": 0.07573670148849487, + "m": 1.0 + }, + { + "p": 0.014845963567495346, + "m": 1.0 + }, + { + "p": 0.060728684067726135, + "m": 1.0 + }, + { + "p": 0.08895313739776611, + "m": 1.0 + }, + { + "p": 0.016504501923918724, + "m": 1.0 + }, + { + "p": 0.03347800299525261, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.9468783140182495, + "val_loss": 1.580656886100769, + "acc": 46.1, + "time": 135.83685404999414, + "param": [ + { + "p": 0.07327760010957718, + "m": 1.0 + }, + { + "p": 0.02311982586979866, + "m": 1.0 + }, + { + "p": 0.06741183996200562, + "m": 1.0 + }, + { + "p": 0.035383641719818115, + "m": 1.0 + }, + { + "p": 0.06431698054075241, + "m": 1.0 + }, + { + "p": 0.039991527795791626, + "m": 1.0 + }, + { + "p": 0.060035157948732376, + "m": 1.0 + }, + { + "p": 0.06660513579845428, + "m": 1.0 + }, + { + "p": 0.06844650954008102, + "m": 1.0 + }, + { + "p": 0.08405698835849762, + "m": 1.0 + }, + { + "p": 0.0616266131401062, + "m": 1.0 + }, + { + "p": 0.05932291969656944, + "m": 1.0 + }, + { + "p": 0.05924215540289879, + "m": 1.0 + }, + { + "p": 0.05191223695874214, + "m": 1.0 + }, + { + "p": 0.06882762163877487, + "m": 1.0 + }, + { + "p": 0.04581442102789879, + "m": 1.0 + }, + { + "p": 0.03771940991282463, + "m": 1.0 + }, + { + "p": 0.032889384776353836, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7408573627471924, + "val_loss": 1.561681866645813, + "acc": 45.54, + "time": 122.23258543596603, + "param": [ + { + "p": 0.07068401575088501, + "m": 1.0 + }, + { + "p": 0.049094174057245255, + "m": 1.0 + }, + { + "p": 0.06214495003223419, + "m": 1.0 + }, + { + "p": 0.04698029160499573, + "m": 1.0 + }, + { + "p": 0.037983085960149765, + "m": 1.0 + }, + { + "p": 0.02713823691010475, + "m": 1.0 + }, + { + "p": 0.05815573036670685, + "m": 1.0 + }, + { + "p": 0.06400946527719498, + "m": 1.0 + }, + { + "p": 0.05710138753056526, + "m": 1.0 + }, + { + "p": 0.061354804784059525, + "m": 1.0 + }, + { + "p": 0.06567984074354172, + "m": 1.0 + }, + { + "p": 0.07921107858419418, + "m": 1.0 + }, + { + "p": 0.07078852504491806, + "m": 1.0 + }, + { + "p": 0.022404739633202553, + "m": 1.0 + }, + { + "p": 0.06492269039154053, + "m": 1.0 + }, + { + "p": 0.07141227275133133, + "m": 1.0 + }, + { + "p": 0.037971314042806625, + "m": 1.0 + }, + { + "p": 0.05296336114406586, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.9237607717514038, + "val_loss": 1.4805176258087158, + "acc": 47.44, + "time": 124.10656751901843, + "param": [ + { + "p": 0.05998804792761803, + "m": 1.0 + }, + { + "p": 0.03728779777884483, + "m": 1.0 + }, + { + "p": 0.059567924588918686, + "m": 1.0 + }, + { + "p": 0.044398535043001175, + "m": 1.0 + }, + { + "p": 0.06975692510604858, + "m": 1.0 + }, + { + "p": 0.04195471853017807, + "m": 1.0 + }, + { + "p": 0.07279614359140396, + "m": 1.0 + }, + { + "p": 0.025537531822919846, + "m": 1.0 + }, + { + "p": 0.07756219059228897, + "m": 1.0 + }, + { + "p": 0.04164360463619232, + "m": 1.0 + }, + { + "p": 0.06416786462068558, + "m": 1.0 + }, + { + "p": 0.08737652003765106, + "m": 1.0 + }, + { + "p": 0.05805044248700142, + "m": 1.0 + }, + { + "p": 0.02695775032043457, + "m": 1.0 + }, + { + "p": 0.07046525180339813, + "m": 1.0 + }, + { + "p": 0.059390000998973846, + "m": 1.0 + }, + { + "p": 0.06241803988814354, + "m": 1.0 + }, + { + "p": 0.04068068414926529, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.9719310998916626, + "val_loss": 1.5080257654190063, + "acc": 47.54, + "time": 124.47360571002355, + "param": [ + { + "p": 0.05494491010904312, + "m": 1.0 + }, + { + "p": 0.04194429889321327, + "m": 1.0 + }, + { + "p": 0.06163567304611206, + "m": 1.0 + }, + { + "p": 0.07428586483001709, + "m": 1.0 + }, + { + "p": 0.056182630360126495, + "m": 1.0 + }, + { + "p": 0.033295318484306335, + "m": 1.0 + }, + { + "p": 0.06626804918050766, + "m": 1.0 + }, + { + "p": 0.08024485409259796, + "m": 1.0 + }, + { + "p": 0.08741015940904617, + "m": 1.0 + }, + { + "p": 0.061701126396656036, + "m": 1.0 + }, + { + "p": 0.07380326092243195, + "m": 1.0 + }, + { + "p": 0.041133951395750046, + "m": 1.0 + }, + { + "p": 0.04502357542514801, + "m": 1.0 + }, + { + "p": 0.0450475700199604, + "m": 1.0 + }, + { + "p": 0.05647758021950722, + "m": 1.0 + }, + { + "p": 0.06405710428953171, + "m": 1.0 + }, + { + "p": 0.03677191957831383, + "m": 1.0 + }, + { + "p": 0.019772162660956383, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7552313804626465, + "val_loss": 1.559801459312439, + "acc": 47.79, + "time": 143.03474324697163, + "param": [ + { + "p": 0.04677525907754898, + "m": 1.0 + }, + { + "p": 0.03624185547232628, + "m": 1.0 + }, + { + "p": 0.08762844651937485, + "m": 1.0 + }, + { + "p": 0.0364735871553421, + "m": 1.0 + }, + { + "p": 0.024248715490102768, + "m": 1.0 + }, + { + "p": 0.04545983672142029, + "m": 1.0 + }, + { + "p": 0.07496092468500137, + "m": 1.0 + }, + { + "p": 0.05481895059347153, + "m": 1.0 + }, + { + "p": 0.06133986636996269, + "m": 1.0 + }, + { + "p": 0.05994746834039688, + "m": 1.0 + }, + { + "p": 0.07970654964447021, + "m": 1.0 + }, + { + "p": 0.059372689574956894, + "m": 1.0 + }, + { + "p": 0.0669952929019928, + "m": 1.0 + }, + { + "p": 0.04714564234018326, + "m": 1.0 + }, + { + "p": 0.06254740804433823, + "m": 1.0 + }, + { + "p": 0.06698518246412277, + "m": 1.0 + }, + { + "p": 0.034536246210336685, + "m": 1.0 + }, + { + "p": 0.05481606721878052, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.713963270187378, + "val_loss": 1.498833179473877, + "acc": 47.77, + "time": 139.63974924798822, + "param": [ + { + "p": 0.05978734418749809, + "m": 1.0 + }, + { + "p": 0.03458021581172943, + "m": 1.0 + }, + { + "p": 0.07146096229553223, + "m": 1.0 + }, + { + "p": 0.03640913963317871, + "m": 1.0 + }, + { + "p": 0.04584122449159622, + "m": 1.0 + }, + { + "p": 0.042058687657117844, + "m": 1.0 + }, + { + "p": 0.060392726212739944, + "m": 1.0 + }, + { + "p": 0.03608790040016174, + "m": 1.0 + }, + { + "p": 0.08221422135829926, + "m": 1.0 + }, + { + "p": 0.07258657366037369, + "m": 1.0 + }, + { + "p": 0.07412143796682358, + "m": 1.0 + }, + { + "p": 0.06365371495485306, + "m": 1.0 + }, + { + "p": 0.05596466362476349, + "m": 1.0 + }, + { + "p": 0.07996385544538498, + "m": 1.0 + }, + { + "p": 0.05409657210111618, + "m": 1.0 + }, + { + "p": 0.08341889083385468, + "m": 1.0 + }, + { + "p": 0.011397069320082664, + "m": 1.0 + }, + { + "p": 0.03596477210521698, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8339097499847412, + "val_loss": 1.4091964960098267, + "acc": 50.74, + "time": 122.58250944700558, + "param": [ + { + "p": 0.06139267235994339, + "m": 1.0 + }, + { + "p": 0.040939152240753174, + "m": 1.0 + }, + { + "p": 0.05904747173190117, + "m": 1.0 + }, + { + "p": 0.04997704550623894, + "m": 1.0 + }, + { + "p": 0.05412967875599861, + "m": 1.0 + }, + { + "p": 0.05333753302693367, + "m": 1.0 + }, + { + "p": 0.06361202895641327, + "m": 1.0 + }, + { + "p": 0.05240819975733757, + "m": 1.0 + }, + { + "p": 0.061925582587718964, + "m": 1.0 + }, + { + "p": 0.058258358389139175, + "m": 1.0 + }, + { + "p": 0.04568330943584442, + "m": 1.0 + }, + { + "p": 0.06386300921440125, + "m": 1.0 + }, + { + "p": 0.0693303793668747, + "m": 1.0 + }, + { + "p": 0.05292351543903351, + "m": 1.0 + }, + { + "p": 0.05814872309565544, + "m": 1.0 + }, + { + "p": 0.06704487651586533, + "m": 1.0 + }, + { + "p": 0.043001946061849594, + "m": 1.0 + }, + { + "p": 0.044976506382226944, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7350895404815674, + "val_loss": 1.429144024848938, + "acc": 50.76, + "time": 135.5051712669665, + "param": [ + { + "p": 0.0750356987118721, + "m": 1.0 + }, + { + "p": 0.04253179579973221, + "m": 1.0 + }, + { + "p": 0.09063320606946945, + "m": 1.0 + }, + { + "p": 0.03695281222462654, + "m": 1.0 + }, + { + "p": 0.03749103844165802, + "m": 1.0 + }, + { + "p": 0.023965798318386078, + "m": 1.0 + }, + { + "p": 0.08291348814964294, + "m": 1.0 + }, + { + "p": 0.06501758843660355, + "m": 1.0 + }, + { + "p": 0.054781474173069, + "m": 1.0 + }, + { + "p": 0.06720289587974548, + "m": 1.0 + }, + { + "p": 0.07567054033279419, + "m": 1.0 + }, + { + "p": 0.05339701846241951, + "m": 1.0 + }, + { + "p": 0.09985915571451187, + "m": 1.0 + }, + { + "p": 0.017278704792261124, + "m": 1.0 + }, + { + "p": 0.07891111075878143, + "m": 1.0 + }, + { + "p": 0.08226370066404343, + "m": 1.0 + }, + { + "p": 0.01282376330345869, + "m": 1.0 + }, + { + "p": 0.003270333632826805, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.9615752696990967, + "val_loss": 1.450152039527893, + "acc": 48.7, + "time": 135.45298319193535, + "param": [ + { + "p": 0.06810379773378372, + "m": 1.0 + }, + { + "p": 0.042948607355356216, + "m": 1.0 + }, + { + "p": 0.07109616696834564, + "m": 1.0 + }, + { + "p": 0.06273799389600754, + "m": 1.0 + }, + { + "p": 0.048364873975515366, + "m": 1.0 + }, + { + "p": 0.027820313349366188, + "m": 1.0 + }, + { + "p": 0.0662195011973381, + "m": 1.0 + }, + { + "p": 0.049421779811382294, + "m": 1.0 + }, + { + "p": 0.07588011026382446, + "m": 1.0 + }, + { + "p": 0.05937958136200905, + "m": 1.0 + }, + { + "p": 0.048489026725292206, + "m": 1.0 + }, + { + "p": 0.07644546777009964, + "m": 1.0 + }, + { + "p": 0.07505939900875092, + "m": 1.0 + }, + { + "p": 0.027801327407360077, + "m": 1.0 + }, + { + "p": 0.047451313585042953, + "m": 1.0 + }, + { + "p": 0.07848934829235077, + "m": 1.0 + }, + { + "p": 0.02930212952196598, + "m": 1.0 + }, + { + "p": 0.04498934745788574, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.8383958339691162, + "val_loss": 1.2965154647827148, + "acc": 51.91, + "time": 134.5057386099361, + "param": [ + { + "p": 0.06326079368591309, + "m": 1.0 + }, + { + "p": 0.038905441761016846, + "m": 1.0 + }, + { + "p": 0.06703419238328934, + "m": 1.0 + }, + { + "p": 0.04654419794678688, + "m": 1.0 + }, + { + "p": 0.056561801582574844, + "m": 1.0 + }, + { + "p": 0.0542331337928772, + "m": 1.0 + }, + { + "p": 0.07213310152292252, + "m": 1.0 + }, + { + "p": 0.07536886632442474, + "m": 1.0 + }, + { + "p": 0.06256403774023056, + "m": 1.0 + }, + { + "p": 0.07111352682113647, + "m": 1.0 + }, + { + "p": 0.060503531247377396, + "m": 1.0 + }, + { + "p": 0.035766832530498505, + "m": 1.0 + }, + { + "p": 0.08684448152780533, + "m": 1.0 + }, + { + "p": 0.06147550046443939, + "m": 1.0 + }, + { + "p": 0.05056969076395035, + "m": 1.0 + }, + { + "p": 0.04256569594144821, + "m": 1.0 + }, + { + "p": 0.016556406393647194, + "m": 1.0 + }, + { + "p": 0.0379987433552742, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.7894433736801147, + "val_loss": 1.3053348064422607, + "acc": 53.04, + "time": 123.78062141605187, + "param": [ + { + "p": 0.06040305271744728, + "m": 1.0 + }, + { + "p": 0.06313852965831757, + "m": 1.0 + }, + { + "p": 0.056425850838422775, + "m": 1.0 + }, + { + "p": 0.05567176267504692, + "m": 1.0 + }, + { + "p": 0.05166415125131607, + "m": 1.0 + }, + { + "p": 0.04250802844762802, + "m": 1.0 + }, + { + "p": 0.07517863810062408, + "m": 1.0 + }, + { + "p": 0.06374595314264297, + "m": 1.0 + }, + { + "p": 0.07226768881082535, + "m": 1.0 + }, + { + "p": 0.058094173669815063, + "m": 1.0 + }, + { + "p": 0.06154124066233635, + "m": 1.0 + }, + { + "p": 0.05387265980243683, + "m": 1.0 + }, + { + "p": 0.06449313461780548, + "m": 1.0 + }, + { + "p": 0.031236199662089348, + "m": 1.0 + }, + { + "p": 0.045282769948244095, + "m": 1.0 + }, + { + "p": 0.0642741248011589, + "m": 1.0 + }, + { + "p": 0.04532242938876152, + "m": 1.0 + }, + { + "p": 0.03487952798604965, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6884090900421143, + "val_loss": 1.3349138498306274, + "acc": 51.93, + "time": 129.04352399206255, + "param": [ + { + "p": 0.07903725653886795, + "m": 1.0 + }, + { + "p": 0.04592001065611839, + "m": 1.0 + }, + { + "p": 0.06530796736478806, + "m": 1.0 + }, + { + "p": 0.029835745692253113, + "m": 1.0 + }, + { + "p": 0.0341402068734169, + "m": 1.0 + }, + { + "p": 0.027355890721082687, + "m": 1.0 + }, + { + "p": 0.0812305361032486, + "m": 1.0 + }, + { + "p": 0.055392034351825714, + "m": 1.0 + }, + { + "p": 0.030125103890895844, + "m": 1.0 + }, + { + "p": 0.06664831191301346, + "m": 1.0 + }, + { + "p": 0.06583890318870544, + "m": 1.0 + }, + { + "p": 0.07752517610788345, + "m": 1.0 + }, + { + "p": 0.06131406128406525, + "m": 1.0 + }, + { + "p": 0.02074204385280609, + "m": 1.0 + }, + { + "p": 0.08923229575157166, + "m": 1.0 + }, + { + "p": 0.0871458575129509, + "m": 1.0 + }, + { + "p": 0.03451794758439064, + "m": 1.0 + }, + { + "p": 0.04869072511792183, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7843869924545288, + "val_loss": 1.4694138765335083, + "acc": 52.01, + "time": 128.27803682698868, + "param": [ + { + "p": 0.05387544259428978, + "m": 1.0 + }, + { + "p": 0.05172957479953766, + "m": 1.0 + }, + { + "p": 0.06664682179689407, + "m": 1.0 + }, + { + "p": 0.028713038191199303, + "m": 1.0 + }, + { + "p": 0.06992615759372711, + "m": 1.0 + }, + { + "p": 0.039614029228687286, + "m": 1.0 + }, + { + "p": 0.051409464329481125, + "m": 1.0 + }, + { + "p": 0.06464971601963043, + "m": 1.0 + }, + { + "p": 0.04642152786254883, + "m": 1.0 + }, + { + "p": 0.06159504875540733, + "m": 1.0 + }, + { + "p": 0.07550179213285446, + "m": 1.0 + }, + { + "p": 0.05733257532119751, + "m": 1.0 + }, + { + "p": 0.07747434824705124, + "m": 1.0 + }, + { + "p": 0.017136605456471443, + "m": 1.0 + }, + { + "p": 0.06824156641960144, + "m": 1.0 + }, + { + "p": 0.07852966338396072, + "m": 1.0 + }, + { + "p": 0.04844033718109131, + "m": 1.0 + }, + { + "p": 0.04276224225759506, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6717373132705688, + "val_loss": 1.3115606307983398, + "acc": 54.11, + "time": 133.82515239703935, + "param": [ + { + "p": 0.06490461528301239, + "m": 1.0 + }, + { + "p": 0.055814627557992935, + "m": 1.0 + }, + { + "p": 0.057183898985385895, + "m": 1.0 + }, + { + "p": 0.05571531504392624, + "m": 1.0 + }, + { + "p": 0.03838468715548515, + "m": 1.0 + }, + { + "p": 0.054897159337997437, + "m": 1.0 + }, + { + "p": 0.05737104266881943, + "m": 1.0 + }, + { + "p": 0.045047953724861145, + "m": 1.0 + }, + { + "p": 0.06387309730052948, + "m": 1.0 + }, + { + "p": 0.054634857922792435, + "m": 1.0 + }, + { + "p": 0.061933621764183044, + "m": 1.0 + }, + { + "p": 0.06482118368148804, + "m": 1.0 + }, + { + "p": 0.06646691262722015, + "m": 1.0 + }, + { + "p": 0.05839873105287552, + "m": 1.0 + }, + { + "p": 0.04683699831366539, + "m": 1.0 + }, + { + "p": 0.07419479638338089, + "m": 1.0 + }, + { + "p": 0.0426313579082489, + "m": 1.0 + }, + { + "p": 0.03688927739858627, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.816640019416809, + "val_loss": 1.3598560094833374, + "acc": 53.39, + "time": 140.26936301100068, + "param": [ + { + "p": 0.0639813095331192, + "m": 1.0 + }, + { + "p": 0.0699336975812912, + "m": 1.0 + }, + { + "p": 0.0458170548081398, + "m": 1.0 + }, + { + "p": 0.05443056672811508, + "m": 1.0 + }, + { + "p": 0.038843169808387756, + "m": 1.0 + }, + { + "p": 0.047830935567617416, + "m": 1.0 + }, + { + "p": 0.05494588240981102, + "m": 1.0 + }, + { + "p": 0.058884307742118835, + "m": 1.0 + }, + { + "p": 0.04561832919716835, + "m": 1.0 + }, + { + "p": 0.0726301446557045, + "m": 1.0 + }, + { + "p": 0.05894314497709274, + "m": 1.0 + }, + { + "p": 0.06364196538925171, + "m": 1.0 + }, + { + "p": 0.05660262331366539, + "m": 1.0 + }, + { + "p": 0.05485402047634125, + "m": 1.0 + }, + { + "p": 0.05672195553779602, + "m": 1.0 + }, + { + "p": 0.07411237806081772, + "m": 1.0 + }, + { + "p": 0.03640034794807434, + "m": 1.0 + }, + { + "p": 0.04580822214484215, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7463200092315674, + "val_loss": 1.3044227361679077, + "acc": 54.89, + "time": 149.15581466199365, + "param": [ + { + "p": 0.07556977868080139, + "m": 1.0 + }, + { + "p": 0.015674972906708717, + "m": 1.0 + }, + { + "p": 0.06578681617975235, + "m": 1.0 + }, + { + "p": 0.032994065433740616, + "m": 1.0 + }, + { + "p": 0.03968789055943489, + "m": 1.0 + }, + { + "p": 0.062257979065179825, + "m": 1.0 + }, + { + "p": 0.09149195998907089, + "m": 1.0 + }, + { + "p": 0.054546620696783066, + "m": 1.0 + }, + { + "p": 0.06639779359102249, + "m": 1.0 + }, + { + "p": 0.06750766932964325, + "m": 1.0 + }, + { + "p": 0.057465050369501114, + "m": 1.0 + }, + { + "p": 0.07219777256250381, + "m": 1.0 + }, + { + "p": 0.04366903379559517, + "m": 1.0 + }, + { + "p": 0.04425336793065071, + "m": 1.0 + }, + { + "p": 0.0744759663939476, + "m": 1.0 + }, + { + "p": 0.05871323123574257, + "m": 1.0 + }, + { + "p": 0.03235843405127525, + "m": 1.0 + }, + { + "p": 0.04495162144303322, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.670580506324768, + "val_loss": 1.2830250263214111, + "acc": 54.52, + "time": 132.45942445402034, + "param": [ + { + "p": 0.06432690471410751, + "m": 1.0 + }, + { + "p": 0.03231694549322128, + "m": 1.0 + }, + { + "p": 0.0613822303712368, + "m": 1.0 + }, + { + "p": 0.06997901201248169, + "m": 1.0 + }, + { + "p": 0.03136112913489342, + "m": 1.0 + }, + { + "p": 0.07920099794864655, + "m": 1.0 + }, + { + "p": 0.05767572671175003, + "m": 1.0 + }, + { + "p": 0.04344158247113228, + "m": 1.0 + }, + { + "p": 0.05384713038802147, + "m": 1.0 + }, + { + "p": 0.0625668615102768, + "m": 1.0 + }, + { + "p": 0.062268100678920746, + "m": 1.0 + }, + { + "p": 0.050184231251478195, + "m": 1.0 + }, + { + "p": 0.06495986133813858, + "m": 1.0 + }, + { + "p": 0.03336115926504135, + "m": 1.0 + }, + { + "p": 0.07829004526138306, + "m": 1.0 + }, + { + "p": 0.06815168261528015, + "m": 1.0 + }, + { + "p": 0.03639516234397888, + "m": 1.0 + }, + { + "p": 0.05029124766588211, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.9057046175003052, + "val_loss": 1.3690433502197266, + "acc": 53.21, + "time": 145.63106593699194, + "param": [ + { + "p": 0.055344682186841965, + "m": 1.0 + }, + { + "p": 0.04421772435307503, + "m": 1.0 + }, + { + "p": 0.05716947466135025, + "m": 1.0 + }, + { + "p": 0.05664466321468353, + "m": 1.0 + }, + { + "p": 0.049385588616132736, + "m": 1.0 + }, + { + "p": 0.047952111810445786, + "m": 1.0 + }, + { + "p": 0.06192569434642792, + "m": 1.0 + }, + { + "p": 0.060310665518045425, + "m": 1.0 + }, + { + "p": 0.05346020311117172, + "m": 1.0 + }, + { + "p": 0.08273609727621078, + "m": 1.0 + }, + { + "p": 0.049159757792949677, + "m": 1.0 + }, + { + "p": 0.07098136097192764, + "m": 1.0 + }, + { + "p": 0.06016312167048454, + "m": 1.0 + }, + { + "p": 0.032505590468645096, + "m": 1.0 + }, + { + "p": 0.06783724576234818, + "m": 1.0 + }, + { + "p": 0.06442918628454208, + "m": 1.0 + }, + { + "p": 0.045976851135492325, + "m": 1.0 + }, + { + "p": 0.03979995474219322, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.7457325458526611, + "val_loss": 1.2500463724136353, + "acc": 55.29, + "time": 127.76086128491443, + "param": [ + { + "p": 0.061244118958711624, + "m": 1.0 + }, + { + "p": 0.03733471408486366, + "m": 1.0 + }, + { + "p": 0.059409502893686295, + "m": 1.0 + }, + { + "p": 0.06572910398244858, + "m": 1.0 + }, + { + "p": 0.045451320707798004, + "m": 1.0 + }, + { + "p": 0.058143410831689835, + "m": 1.0 + }, + { + "p": 0.06709091365337372, + "m": 1.0 + }, + { + "p": 0.050419606268405914, + "m": 1.0 + }, + { + "p": 0.06587719172239304, + "m": 1.0 + }, + { + "p": 0.0678371861577034, + "m": 1.0 + }, + { + "p": 0.03896370902657509, + "m": 1.0 + }, + { + "p": 0.06981278955936432, + "m": 1.0 + }, + { + "p": 0.05976199358701706, + "m": 1.0 + }, + { + "p": 0.03723223879933357, + "m": 1.0 + }, + { + "p": 0.0659201443195343, + "m": 1.0 + }, + { + "p": 0.06254636496305466, + "m": 1.0 + }, + { + "p": 0.04711325839161873, + "m": 1.0 + }, + { + "p": 0.04011251777410507, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.804451584815979, + "val_loss": 1.2782946825027466, + "acc": 55.33, + "time": 133.9396714110626, + "param": [ + { + "p": 0.05620253086090088, + "m": 1.0 + }, + { + "p": 0.04207141697406769, + "m": 1.0 + }, + { + "p": 0.057122211903333664, + "m": 1.0 + }, + { + "p": 0.05592853203415871, + "m": 1.0 + }, + { + "p": 0.041275881230831146, + "m": 1.0 + }, + { + "p": 0.07275360822677612, + "m": 1.0 + }, + { + "p": 0.049493253231048584, + "m": 1.0 + }, + { + "p": 0.05216699093580246, + "m": 1.0 + }, + { + "p": 0.075477235019207, + "m": 1.0 + }, + { + "p": 0.06099086254835129, + "m": 1.0 + }, + { + "p": 0.04594450816512108, + "m": 1.0 + }, + { + "p": 0.08304017037153244, + "m": 1.0 + }, + { + "p": 0.06451054662466049, + "m": 1.0 + }, + { + "p": 0.05023110657930374, + "m": 1.0 + }, + { + "p": 0.05733555927872658, + "m": 1.0 + }, + { + "p": 0.069564588367939, + "m": 1.0 + }, + { + "p": 0.03697800263762474, + "m": 1.0 + }, + { + "p": 0.02891305834054947, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.778367280960083, + "val_loss": 1.2093558311462402, + "acc": 55.88, + "time": 144.5103758770274, + "param": [ + { + "p": 0.07528587430715561, + "m": 1.0 + }, + { + "p": 0.05277978256344795, + "m": 1.0 + }, + { + "p": 0.0742204338312149, + "m": 1.0 + }, + { + "p": 0.05720829218626022, + "m": 1.0 + }, + { + "p": 0.057101089507341385, + "m": 1.0 + }, + { + "p": 0.05686254799365997, + "m": 1.0 + }, + { + "p": 0.041812434792518616, + "m": 1.0 + }, + { + "p": 0.06341158598661423, + "m": 1.0 + }, + { + "p": 0.06174299120903015, + "m": 1.0 + }, + { + "p": 0.051137205213308334, + "m": 1.0 + }, + { + "p": 0.054755669087171555, + "m": 1.0 + }, + { + "p": 0.0568338967859745, + "m": 1.0 + }, + { + "p": 0.07558446377515793, + "m": 1.0 + }, + { + "p": 0.03974389657378197, + "m": 1.0 + }, + { + "p": 0.0574987418949604, + "m": 1.0 + }, + { + "p": 0.0661894753575325, + "m": 1.0 + }, + { + "p": 0.02785828709602356, + "m": 1.0 + }, + { + "p": 0.029973281547427177, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.7584426403045654, + "val_loss": 1.1596966981887817, + "acc": 57.2, + "time": 124.00283112504985, + "param": [ + { + "p": 0.08833643049001694, + "m": 1.0 + }, + { + "p": 0.028753165155649185, + "m": 1.0 + }, + { + "p": 0.06772998720407486, + "m": 1.0 + }, + { + "p": 0.04418599605560303, + "m": 1.0 + }, + { + "p": 0.03184835985302925, + "m": 1.0 + }, + { + "p": 0.05169011652469635, + "m": 1.0 + }, + { + "p": 0.06560909748077393, + "m": 1.0 + }, + { + "p": 0.042326927185058594, + "m": 1.0 + }, + { + "p": 0.07948221266269684, + "m": 1.0 + }, + { + "p": 0.02276572771370411, + "m": 1.0 + }, + { + "p": 0.061178628355264664, + "m": 1.0 + }, + { + "p": 0.05805611610412598, + "m": 1.0 + }, + { + "p": 0.08729380369186401, + "m": 1.0 + }, + { + "p": 0.0604880228638649, + "m": 1.0 + }, + { + "p": 0.07182897627353668, + "m": 1.0 + }, + { + "p": 0.07110513001680374, + "m": 1.0 + }, + { + "p": 0.04522043466567993, + "m": 1.0 + }, + { + "p": 0.02210085839033127, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6126470565795898, + "val_loss": 1.242809534072876, + "acc": 57.05, + "time": 130.08233113703318, + "param": [ + { + "p": 0.06733938306570053, + "m": 1.0 + }, + { + "p": 0.02616952545940876, + "m": 1.0 + }, + { + "p": 0.07440953701734543, + "m": 1.0 + }, + { + "p": 0.06166885420680046, + "m": 1.0 + }, + { + "p": 0.055893417447805405, + "m": 1.0 + }, + { + "p": 0.020335214212536812, + "m": 1.0 + }, + { + "p": 0.07404304295778275, + "m": 1.0 + }, + { + "p": 0.053641531616449356, + "m": 1.0 + }, + { + "p": 0.07605733722448349, + "m": 1.0 + }, + { + "p": 0.07483122497797012, + "m": 1.0 + }, + { + "p": 0.050167977809906006, + "m": 1.0 + }, + { + "p": 0.05174649879336357, + "m": 1.0 + }, + { + "p": 0.06620264053344727, + "m": 1.0 + }, + { + "p": 0.05340087041258812, + "m": 1.0 + }, + { + "p": 0.05040740966796875, + "m": 1.0 + }, + { + "p": 0.07487718015909195, + "m": 1.0 + }, + { + "p": 0.036570630967617035, + "m": 1.0 + }, + { + "p": 0.032237738370895386, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.7091819047927856, + "val_loss": 1.3215007781982422, + "acc": 56.72, + "time": 130.22141243400984, + "param": [ + { + "p": 0.05419543758034706, + "m": 1.0 + }, + { + "p": 0.05795523151755333, + "m": 1.0 + }, + { + "p": 0.056643690913915634, + "m": 1.0 + }, + { + "p": 0.04736251384019852, + "m": 1.0 + }, + { + "p": 0.05582869052886963, + "m": 1.0 + }, + { + "p": 0.05717647075653076, + "m": 1.0 + }, + { + "p": 0.04964242875576019, + "m": 1.0 + }, + { + "p": 0.07554840296506882, + "m": 1.0 + }, + { + "p": 0.0647173747420311, + "m": 1.0 + }, + { + "p": 0.04484977945685387, + "m": 1.0 + }, + { + "p": 0.06351408362388611, + "m": 1.0 + }, + { + "p": 0.07519073039293289, + "m": 1.0 + }, + { + "p": 0.048835039138793945, + "m": 1.0 + }, + { + "p": 0.047751620411872864, + "m": 1.0 + }, + { + "p": 0.052064429968595505, + "m": 1.0 + }, + { + "p": 0.04899517819285393, + "m": 1.0 + }, + { + "p": 0.053191009908914566, + "m": 1.0 + }, + { + "p": 0.04653795063495636, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6208950281143188, + "val_loss": 1.2811719179153442, + "acc": 58.02, + "time": 127.37575889995787, + "param": [ + { + "p": 0.06020991504192352, + "m": 1.0 + }, + { + "p": 0.046042416244745255, + "m": 1.0 + }, + { + "p": 0.06131162494421005, + "m": 1.0 + }, + { + "p": 0.03112684190273285, + "m": 1.0 + }, + { + "p": 0.051692042499780655, + "m": 1.0 + }, + { + "p": 0.04322703182697296, + "m": 1.0 + }, + { + "p": 0.06634259223937988, + "m": 1.0 + }, + { + "p": 0.07921187579631805, + "m": 1.0 + }, + { + "p": 0.05726943537592888, + "m": 1.0 + }, + { + "p": 0.056526537984609604, + "m": 1.0 + }, + { + "p": 0.07327588647603989, + "m": 1.0 + }, + { + "p": 0.04846576601266861, + "m": 1.0 + }, + { + "p": 0.0628708079457283, + "m": 1.0 + }, + { + "p": 0.06557179987430573, + "m": 1.0 + }, + { + "p": 0.06542892009019852, + "m": 1.0 + }, + { + "p": 0.06071234121918678, + "m": 1.0 + }, + { + "p": 0.037828706204891205, + "m": 1.0 + }, + { + "p": 0.032885387539863586, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.584080457687378, + "val_loss": 1.3117101192474365, + "acc": 55.71, + "time": 142.91964337707032, + "param": [ + { + "p": 0.061811842024326324, + "m": 1.0 + }, + { + "p": 0.05265765264630318, + "m": 1.0 + }, + { + "p": 0.06785386055707932, + "m": 1.0 + }, + { + "p": 0.06904708594083786, + "m": 1.0 + }, + { + "p": 0.04314034804701805, + "m": 1.0 + }, + { + "p": 0.03902575373649597, + "m": 1.0 + }, + { + "p": 0.06375551968812943, + "m": 1.0 + }, + { + "p": 0.05241505056619644, + "m": 1.0 + }, + { + "p": 0.0535343661904335, + "m": 1.0 + }, + { + "p": 0.06450099498033524, + "m": 1.0 + }, + { + "p": 0.06819204986095428, + "m": 1.0 + }, + { + "p": 0.07589700818061829, + "m": 1.0 + }, + { + "p": 0.06288626790046692, + "m": 1.0 + }, + { + "p": 0.029095489531755447, + "m": 1.0 + }, + { + "p": 0.05719060078263283, + "m": 1.0 + }, + { + "p": 0.05393054708838463, + "m": 1.0 + }, + { + "p": 0.041557393968105316, + "m": 1.0 + }, + { + "p": 0.043508220463991165, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.8411544561386108, + "val_loss": 1.188469648361206, + "acc": 56.55, + "time": 141.14684070902877, + "param": [ + { + "p": 0.06200342997908592, + "m": 1.0 + }, + { + "p": 0.047897763550281525, + "m": 1.0 + }, + { + "p": 0.050659555941820145, + "m": 1.0 + }, + { + "p": 0.040238067507743835, + "m": 1.0 + }, + { + "p": 0.04619864001870155, + "m": 1.0 + }, + { + "p": 0.05784348398447037, + "m": 1.0 + }, + { + "p": 0.05722924321889877, + "m": 1.0 + }, + { + "p": 0.07828677445650101, + "m": 1.0 + }, + { + "p": 0.06643661111593246, + "m": 1.0 + }, + { + "p": 0.06289299577474594, + "m": 1.0 + }, + { + "p": 0.04142793267965317, + "m": 1.0 + }, + { + "p": 0.057722561061382294, + "m": 1.0 + }, + { + "p": 0.06973385065793991, + "m": 1.0 + }, + { + "p": 0.0446513406932354, + "m": 1.0 + }, + { + "p": 0.07284624874591827, + "m": 1.0 + }, + { + "p": 0.06213106960058212, + "m": 1.0 + }, + { + "p": 0.02455417439341545, + "m": 1.0 + }, + { + "p": 0.05724627152085304, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6454490423202515, + "val_loss": 1.1608918905258179, + "acc": 59.63, + "time": 138.13110380992293, + "param": [ + { + "p": 0.06360910087823868, + "m": 1.0 + }, + { + "p": 0.05716277286410332, + "m": 1.0 + }, + { + "p": 0.04641665145754814, + "m": 1.0 + }, + { + "p": 0.0577629953622818, + "m": 1.0 + }, + { + "p": 0.03511696308851242, + "m": 1.0 + }, + { + "p": 0.06641170382499695, + "m": 1.0 + }, + { + "p": 0.06716451793909073, + "m": 1.0 + }, + { + "p": 0.02993191033601761, + "m": 1.0 + }, + { + "p": 0.07641961425542831, + "m": 1.0 + }, + { + "p": 0.040500666946172714, + "m": 1.0 + }, + { + "p": 0.060700688511133194, + "m": 1.0 + }, + { + "p": 0.05892091616988182, + "m": 1.0 + }, + { + "p": 0.058785330504179, + "m": 1.0 + }, + { + "p": 0.06565975397825241, + "m": 1.0 + }, + { + "p": 0.07929994910955429, + "m": 1.0 + }, + { + "p": 0.05307448282837868, + "m": 1.0 + }, + { + "p": 0.03801824524998665, + "m": 1.0 + }, + { + "p": 0.04504382982850075, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.7651816606521606, + "val_loss": 1.187901496887207, + "acc": 57.75, + "time": 133.14548202999867, + "param": [ + { + "p": 0.06618928164243698, + "m": 1.0 + }, + { + "p": 0.04970976710319519, + "m": 1.0 + }, + { + "p": 0.060069672763347626, + "m": 1.0 + }, + { + "p": 0.04001738131046295, + "m": 1.0 + }, + { + "p": 0.04173137620091438, + "m": 1.0 + }, + { + "p": 0.06560803204774857, + "m": 1.0 + }, + { + "p": 0.07634350657463074, + "m": 1.0 + }, + { + "p": 0.03991285338997841, + "m": 1.0 + }, + { + "p": 0.054108522832393646, + "m": 1.0 + }, + { + "p": 0.07658170908689499, + "m": 1.0 + }, + { + "p": 0.06930048018693924, + "m": 1.0 + }, + { + "p": 0.05024288594722748, + "m": 1.0 + }, + { + "p": 0.059179097414016724, + "m": 1.0 + }, + { + "p": 0.04570673406124115, + "m": 1.0 + }, + { + "p": 0.057300668209791183, + "m": 1.0 + }, + { + "p": 0.07145402580499649, + "m": 1.0 + }, + { + "p": 0.04027806594967842, + "m": 1.0 + }, + { + "p": 0.036265987902879715, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.605688452720642, + "val_loss": 1.1446658372879028, + "acc": 59.58, + "time": 149.02190091903321, + "param": [ + { + "p": 0.0628538504242897, + "m": 1.0 + }, + { + "p": 0.041688498109579086, + "m": 1.0 + }, + { + "p": 0.07318118214607239, + "m": 1.0 + }, + { + "p": 0.07514051347970963, + "m": 1.0 + }, + { + "p": 0.04628348350524902, + "m": 1.0 + }, + { + "p": 0.05542309954762459, + "m": 1.0 + }, + { + "p": 0.04123186320066452, + "m": 1.0 + }, + { + "p": 0.0601576492190361, + "m": 1.0 + }, + { + "p": 0.05092637240886688, + "m": 1.0 + }, + { + "p": 0.05556003376841545, + "m": 1.0 + }, + { + "p": 0.0607750378549099, + "m": 1.0 + }, + { + "p": 0.05997017025947571, + "m": 1.0 + }, + { + "p": 0.05903809890151024, + "m": 1.0 + }, + { + "p": 0.04101591929793358, + "m": 1.0 + }, + { + "p": 0.06417568027973175, + "m": 1.0 + }, + { + "p": 0.06557217985391617, + "m": 1.0 + }, + { + "p": 0.028605535626411438, + "m": 1.0 + }, + { + "p": 0.05840075761079788, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.738624095916748, + "val_loss": 1.170586347579956, + "acc": 59.78, + "time": 139.30693008890375, + "param": [ + { + "p": 0.07388581335544586, + "m": 1.0 + }, + { + "p": 0.04326219484210014, + "m": 1.0 + }, + { + "p": 0.06621354073286057, + "m": 1.0 + }, + { + "p": 0.046255677938461304, + "m": 1.0 + }, + { + "p": 0.06130772456526756, + "m": 1.0 + }, + { + "p": 0.048362329602241516, + "m": 1.0 + }, + { + "p": 0.057884201407432556, + "m": 1.0 + }, + { + "p": 0.05633968487381935, + "m": 1.0 + }, + { + "p": 0.06387900561094284, + "m": 1.0 + }, + { + "p": 0.06268222630023956, + "m": 1.0 + }, + { + "p": 0.06208476796746254, + "m": 1.0 + }, + { + "p": 0.0584944412112236, + "m": 1.0 + }, + { + "p": 0.07006694376468658, + "m": 1.0 + }, + { + "p": 0.020992418751120567, + "m": 1.0 + }, + { + "p": 0.053160786628723145, + "m": 1.0 + }, + { + "p": 0.05354280769824982, + "m": 1.0 + }, + { + "p": 0.05305412784218788, + "m": 1.0 + }, + { + "p": 0.04853135719895363, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6937402486801147, + "val_loss": 1.2130759954452515, + "acc": 60.77, + "time": 126.1470919100102, + "param": [ + { + "p": 0.07123764604330063, + "m": 1.0 + }, + { + "p": 0.05454303324222565, + "m": 1.0 + }, + { + "p": 0.04870574548840523, + "m": 1.0 + }, + { + "p": 0.07073851674795151, + "m": 1.0 + }, + { + "p": 0.04014689847826958, + "m": 1.0 + }, + { + "p": 0.05210687965154648, + "m": 1.0 + }, + { + "p": 0.05977639555931091, + "m": 1.0 + }, + { + "p": 0.057625193148851395, + "m": 1.0 + }, + { + "p": 0.06892947107553482, + "m": 1.0 + }, + { + "p": 0.06054161116480827, + "m": 1.0 + }, + { + "p": 0.0650370642542839, + "m": 1.0 + }, + { + "p": 0.06695564836263657, + "m": 1.0 + }, + { + "p": 0.07129842042922974, + "m": 1.0 + }, + { + "p": 0.049860671162605286, + "m": 1.0 + }, + { + "p": 0.050750117748975754, + "m": 1.0 + }, + { + "p": 0.05243773013353348, + "m": 1.0 + }, + { + "p": 0.033201664686203, + "m": 1.0 + }, + { + "p": 0.026107238605618477, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5902570486068726, + "val_loss": 1.3224902153015137, + "acc": 59.07, + "time": 144.78236491896678, + "param": [ + { + "p": 0.0535174123942852, + "m": 1.0 + }, + { + "p": 0.06814437359571457, + "m": 1.0 + }, + { + "p": 0.06564835458993912, + "m": 1.0 + }, + { + "p": 0.046102508902549744, + "m": 1.0 + }, + { + "p": 0.06388712674379349, + "m": 1.0 + }, + { + "p": 0.028006331995129585, + "m": 1.0 + }, + { + "p": 0.054044559597969055, + "m": 1.0 + }, + { + "p": 0.07461195439100266, + "m": 1.0 + }, + { + "p": 0.06836257874965668, + "m": 1.0 + }, + { + "p": 0.07056162506341934, + "m": 1.0 + }, + { + "p": 0.06558649986982346, + "m": 1.0 + }, + { + "p": 0.06186702847480774, + "m": 1.0 + }, + { + "p": 0.04932361841201782, + "m": 1.0 + }, + { + "p": 0.05151350796222687, + "m": 1.0 + }, + { + "p": 0.05398779734969139, + "m": 1.0 + }, + { + "p": 0.04895802587270737, + "m": 1.0 + }, + { + "p": 0.0330081582069397, + "m": 1.0 + }, + { + "p": 0.04286852851510048, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.6233996152877808, + "val_loss": 1.1339952945709229, + "acc": 59.55, + "time": 127.66426677803975, + "param": [ + { + "p": 0.08269801735877991, + "m": 1.0 + }, + { + "p": 0.041077423840761185, + "m": 1.0 + }, + { + "p": 0.05177263915538788, + "m": 1.0 + }, + { + "p": 0.05820919945836067, + "m": 1.0 + }, + { + "p": 0.0393543541431427, + "m": 1.0 + }, + { + "p": 0.07609723508358002, + "m": 1.0 + }, + { + "p": 0.026622485369443893, + "m": 1.0 + }, + { + "p": 0.05613287538290024, + "m": 1.0 + }, + { + "p": 0.05016239732503891, + "m": 1.0 + }, + { + "p": 0.060051750391721725, + "m": 1.0 + }, + { + "p": 0.0634625107049942, + "m": 1.0 + }, + { + "p": 0.0637679323554039, + "m": 1.0 + }, + { + "p": 0.05289989337325096, + "m": 1.0 + }, + { + "p": 0.07258770614862442, + "m": 1.0 + }, + { + "p": 0.056153398007154465, + "m": 1.0 + }, + { + "p": 0.05266101658344269, + "m": 1.0 + }, + { + "p": 0.05001222714781761, + "m": 1.0 + }, + { + "p": 0.04627692326903343, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6263259649276733, + "val_loss": 1.1655244827270508, + "acc": 60.85, + "time": 132.16110674501397, + "param": [ + { + "p": 0.09036900103092194, + "m": 1.0 + }, + { + "p": 0.026009729132056236, + "m": 1.0 + }, + { + "p": 0.08131800591945648, + "m": 1.0 + }, + { + "p": 0.040459293872117996, + "m": 1.0 + }, + { + "p": 0.04469640552997589, + "m": 1.0 + }, + { + "p": 0.019630659371614456, + "m": 1.0 + }, + { + "p": 0.03828880190849304, + "m": 1.0 + }, + { + "p": 0.07509879022836685, + "m": 1.0 + }, + { + "p": 0.04362873360514641, + "m": 1.0 + }, + { + "p": 0.06520075350999832, + "m": 1.0 + }, + { + "p": 0.054733987897634506, + "m": 1.0 + }, + { + "p": 0.05089399591088295, + "m": 1.0 + }, + { + "p": 0.07697656005620956, + "m": 1.0 + }, + { + "p": 0.0811697244644165, + "m": 1.0 + }, + { + "p": 0.06841424107551575, + "m": 1.0 + }, + { + "p": 0.07320398837327957, + "m": 1.0 + }, + { + "p": 0.027742713689804077, + "m": 1.0 + }, + { + "p": 0.0421646311879158, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.5856109857559204, + "val_loss": 1.1529628038406372, + "acc": 61.84, + "time": 135.11373209999874, + "param": [ + { + "p": 0.0658695250749588, + "m": 1.0 + }, + { + "p": 0.05891456454992294, + "m": 1.0 + }, + { + "p": 0.05012310668826103, + "m": 1.0 + }, + { + "p": 0.057343512773513794, + "m": 1.0 + }, + { + "p": 0.04587395489215851, + "m": 1.0 + }, + { + "p": 0.05596401169896126, + "m": 1.0 + }, + { + "p": 0.06921914964914322, + "m": 1.0 + }, + { + "p": 0.05162477493286133, + "m": 1.0 + }, + { + "p": 0.06550335139036179, + "m": 1.0 + }, + { + "p": 0.07434981316328049, + "m": 1.0 + }, + { + "p": 0.04455159604549408, + "m": 1.0 + }, + { + "p": 0.061258234083652496, + "m": 1.0 + }, + { + "p": 0.05732465907931328, + "m": 1.0 + }, + { + "p": 0.03111041709780693, + "m": 1.0 + }, + { + "p": 0.06420297920703888, + "m": 1.0 + }, + { + "p": 0.06532338261604309, + "m": 1.0 + }, + { + "p": 0.04257513955235481, + "m": 1.0 + }, + { + "p": 0.03886767849326134, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.7353663444519043, + "val_loss": 1.0969418287277222, + "acc": 60.39, + "time": 131.18867579300422, + "param": [ + { + "p": 0.06157437711954117, + "m": 1.0 + }, + { + "p": 0.0491098128259182, + "m": 1.0 + }, + { + "p": 0.05566669628024101, + "m": 1.0 + }, + { + "p": 0.06418782472610474, + "m": 1.0 + }, + { + "p": 0.06617460399866104, + "m": 1.0 + }, + { + "p": 0.051675088703632355, + "m": 1.0 + }, + { + "p": 0.057194679975509644, + "m": 1.0 + }, + { + "p": 0.06018456071615219, + "m": 1.0 + }, + { + "p": 0.05273520573973656, + "m": 1.0 + }, + { + "p": 0.07447203993797302, + "m": 1.0 + }, + { + "p": 0.03625776618719101, + "m": 1.0 + }, + { + "p": 0.06697221100330353, + "m": 1.0 + }, + { + "p": 0.06801509112119675, + "m": 1.0 + }, + { + "p": 0.05830788239836693, + "m": 1.0 + }, + { + "p": 0.05014149099588394, + "m": 1.0 + }, + { + "p": 0.0630941167473793, + "m": 1.0 + }, + { + "p": 0.03996064513921738, + "m": 1.0 + }, + { + "p": 0.02427586354315281, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4125207662582397, + "val_loss": 1.1046000719070435, + "acc": 60.61, + "time": 123.80587812897284, + "param": [ + { + "p": 0.055199578404426575, + "m": 1.0 + }, + { + "p": 0.06301187723875046, + "m": 1.0 + }, + { + "p": 0.0720733180642128, + "m": 1.0 + }, + { + "p": 0.06403448432683945, + "m": 1.0 + }, + { + "p": 0.05507950112223625, + "m": 1.0 + }, + { + "p": 0.045859020203351974, + "m": 1.0 + }, + { + "p": 0.052372802048921585, + "m": 1.0 + }, + { + "p": 0.07603643089532852, + "m": 1.0 + }, + { + "p": 0.05154849588871002, + "m": 1.0 + }, + { + "p": 0.06356475502252579, + "m": 1.0 + }, + { + "p": 0.06023174524307251, + "m": 1.0 + }, + { + "p": 0.05913792550563812, + "m": 1.0 + }, + { + "p": 0.0552571564912796, + "m": 1.0 + }, + { + "p": 0.03596949577331543, + "m": 1.0 + }, + { + "p": 0.05307517945766449, + "m": 1.0 + }, + { + "p": 0.04436640441417694, + "m": 1.0 + }, + { + "p": 0.041804876178503036, + "m": 1.0 + }, + { + "p": 0.051376864314079285, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.5456653833389282, + "val_loss": 1.178898811340332, + "acc": 59.79, + "time": 124.60321281501092, + "param": [ + { + "p": 0.04873070865869522, + "m": 1.0 + }, + { + "p": 0.04639040306210518, + "m": 1.0 + }, + { + "p": 0.07312939316034317, + "m": 1.0 + }, + { + "p": 0.05275139585137367, + "m": 1.0 + }, + { + "p": 0.04139493778347969, + "m": 1.0 + }, + { + "p": 0.04008682444691658, + "m": 1.0 + }, + { + "p": 0.06374277174472809, + "m": 1.0 + }, + { + "p": 0.06220234930515289, + "m": 1.0 + }, + { + "p": 0.07403028011322021, + "m": 1.0 + }, + { + "p": 0.0585312582552433, + "m": 1.0 + }, + { + "p": 0.018284516409039497, + "m": 1.0 + }, + { + "p": 0.0842711478471756, + "m": 1.0 + }, + { + "p": 0.0763445720076561, + "m": 1.0 + }, + { + "p": 0.033154457807540894, + "m": 1.0 + }, + { + "p": 0.09890341758728027, + "m": 1.0 + }, + { + "p": 0.05228796601295471, + "m": 1.0 + }, + { + "p": 0.047142744064331055, + "m": 1.0 + }, + { + "p": 0.028620805591344833, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.6127703189849854, + "val_loss": 1.179572343826294, + "acc": 61.34, + "time": 130.9126406350406, + "param": [ + { + "p": 0.07103429734706879, + "m": 1.0 + }, + { + "p": 0.060439564287662506, + "m": 1.0 + }, + { + "p": 0.06772982329130173, + "m": 1.0 + }, + { + "p": 0.04075207933783531, + "m": 1.0 + }, + { + "p": 0.044997841119766235, + "m": 1.0 + }, + { + "p": 0.049872804433107376, + "m": 1.0 + }, + { + "p": 0.05244997888803482, + "m": 1.0 + }, + { + "p": 0.058483023196458817, + "m": 1.0 + }, + { + "p": 0.060278236865997314, + "m": 1.0 + }, + { + "p": 0.05922121927142143, + "m": 1.0 + }, + { + "p": 0.05988612771034241, + "m": 1.0 + }, + { + "p": 0.07440302520990372, + "m": 1.0 + }, + { + "p": 0.08613504469394684, + "m": 1.0 + }, + { + "p": 0.03645073249936104, + "m": 1.0 + }, + { + "p": 0.03726499155163765, + "m": 1.0 + }, + { + "p": 0.06221628934144974, + "m": 1.0 + }, + { + "p": 0.05188046023249626, + "m": 1.0 + }, + { + "p": 0.02650447189807892, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.760853886604309, + "val_loss": 1.1823720932006836, + "acc": 62.02, + "time": 139.28397595498245, + "param": [ + { + "p": 0.07523250579833984, + "m": 1.0 + }, + { + "p": 0.055755987763404846, + "m": 1.0 + }, + { + "p": 0.060426004230976105, + "m": 1.0 + }, + { + "p": 0.05084537714719772, + "m": 1.0 + }, + { + "p": 0.04702283814549446, + "m": 1.0 + }, + { + "p": 0.029038824141025543, + "m": 1.0 + }, + { + "p": 0.05251934751868248, + "m": 1.0 + }, + { + "p": 0.05324413999915123, + "m": 1.0 + }, + { + "p": 0.08188190311193466, + "m": 1.0 + }, + { + "p": 0.05615200102329254, + "m": 1.0 + }, + { + "p": 0.07597407698631287, + "m": 1.0 + }, + { + "p": 0.05907559022307396, + "m": 1.0 + }, + { + "p": 0.08705905824899673, + "m": 1.0 + }, + { + "p": 0.04289096221327782, + "m": 1.0 + }, + { + "p": 0.06128927320241928, + "m": 1.0 + }, + { + "p": 0.047587715089321136, + "m": 1.0 + }, + { + "p": 0.042020782828330994, + "m": 1.0 + }, + { + "p": 0.021983591839671135, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.6592092514038086, + "val_loss": 1.1043227910995483, + "acc": 62.44, + "time": 130.146380438935, + "param": [ + { + "p": 0.08691063523292542, + "m": 1.0 + }, + { + "p": 0.06487445533275604, + "m": 1.0 + }, + { + "p": 0.08454103022813797, + "m": 1.0 + }, + { + "p": 0.009944302029907703, + "m": 1.0 + }, + { + "p": 0.0509551540017128, + "m": 1.0 + }, + { + "p": 0.05940328165888786, + "m": 1.0 + }, + { + "p": 0.035875335335731506, + "m": 1.0 + }, + { + "p": 0.06869404017925262, + "m": 1.0 + }, + { + "p": 0.07646137475967407, + "m": 1.0 + }, + { + "p": 0.05681175738573074, + "m": 1.0 + }, + { + "p": 0.08013682067394257, + "m": 1.0 + }, + { + "p": 0.05383173003792763, + "m": 1.0 + }, + { + "p": 0.04831300675868988, + "m": 1.0 + }, + { + "p": 0.029527608305215836, + "m": 1.0 + }, + { + "p": 0.06004897505044937, + "m": 1.0 + }, + { + "p": 0.05218162760138512, + "m": 1.0 + }, + { + "p": 0.05342475324869156, + "m": 1.0 + }, + { + "p": 0.028063971549272537, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.6866836547851562, + "val_loss": 1.2372947931289673, + "acc": 61.93, + "time": 132.56617225892842, + "param": [ + { + "p": 0.07882317900657654, + "m": 1.0 + }, + { + "p": 0.059078194200992584, + "m": 1.0 + }, + { + "p": 0.06853977590799332, + "m": 1.0 + }, + { + "p": 0.05959625169634819, + "m": 1.0 + }, + { + "p": 0.05663251504302025, + "m": 1.0 + }, + { + "p": 0.040011487901210785, + "m": 1.0 + }, + { + "p": 0.04563988372683525, + "m": 1.0 + }, + { + "p": 0.060304999351501465, + "m": 1.0 + }, + { + "p": 0.05912970378994942, + "m": 1.0 + }, + { + "p": 0.03593232110142708, + "m": 1.0 + }, + { + "p": 0.05282085761427879, + "m": 1.0 + }, + { + "p": 0.08124837279319763, + "m": 1.0 + }, + { + "p": 0.0645490512251854, + "m": 1.0 + }, + { + "p": 0.04646841064095497, + "m": 1.0 + }, + { + "p": 0.08160393685102463, + "m": 1.0 + }, + { + "p": 0.035563938319683075, + "m": 1.0 + }, + { + "p": 0.041834115982055664, + "m": 1.0 + }, + { + "p": 0.03222307935357094, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4626156091690063, + "val_loss": 1.0100157260894775, + "acc": 61.78, + "time": 133.0453412750503, + "param": [ + { + "p": 0.07951325178146362, + "m": 1.0 + }, + { + "p": 0.03906478360295296, + "m": 1.0 + }, + { + "p": 0.060611169785261154, + "m": 1.0 + }, + { + "p": 0.06253302842378616, + "m": 1.0 + }, + { + "p": 0.046617936342954636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07722143828868866, + "m": 1.0 + }, + { + "p": 0.04724336043000221, + "m": 1.0 + }, + { + "p": 0.07635648548603058, + "m": 1.0 + }, + { + "p": 0.042005013674497604, + "m": 1.0 + }, + { + "p": 0.06811925768852234, + "m": 1.0 + }, + { + "p": 0.0814690813422203, + "m": 1.0 + }, + { + "p": 0.06674467027187347, + "m": 1.0 + }, + { + "p": 0.05298291891813278, + "m": 1.0 + }, + { + "p": 0.05979260429739952, + "m": 1.0 + }, + { + "p": 0.06704332679510117, + "m": 1.0 + }, + { + "p": 0.03088223561644554, + "m": 1.0 + }, + { + "p": 0.04179943725466728, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5892524719238281, + "val_loss": 1.0660591125488281, + "acc": 61.97, + "time": 129.07705624902155, + "param": [ + { + "p": 0.06490955501794815, + "m": 1.0 + }, + { + "p": 0.05820734053850174, + "m": 1.0 + }, + { + "p": 0.066621333360672, + "m": 1.0 + }, + { + "p": 0.05831534042954445, + "m": 1.0 + }, + { + "p": 0.032519929111003876, + "m": 1.0 + }, + { + "p": 0.050605788826942444, + "m": 1.0 + }, + { + "p": 0.05085408687591553, + "m": 1.0 + }, + { + "p": 0.0676640123128891, + "m": 1.0 + }, + { + "p": 0.05257526785135269, + "m": 1.0 + }, + { + "p": 0.06512018293142319, + "m": 1.0 + }, + { + "p": 0.06209611892700195, + "m": 1.0 + }, + { + "p": 0.06280474364757538, + "m": 1.0 + }, + { + "p": 0.05493444576859474, + "m": 1.0 + }, + { + "p": 0.043448951095342636, + "m": 1.0 + }, + { + "p": 0.05100139230489731, + "m": 1.0 + }, + { + "p": 0.05314869061112404, + "m": 1.0 + }, + { + "p": 0.03992351517081261, + "m": 1.0 + }, + { + "p": 0.06524916738271713, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3957613706588745, + "val_loss": 1.0976349115371704, + "acc": 59.63, + "time": 133.5806457019644, + "param": [ + { + "p": 0.06020752340555191, + "m": 1.0 + }, + { + "p": 0.052911803126335144, + "m": 1.0 + }, + { + "p": 0.061134424060583115, + "m": 1.0 + }, + { + "p": 0.04602006822824478, + "m": 1.0 + }, + { + "p": 0.06371617317199707, + "m": 1.0 + }, + { + "p": 0.042324427515268326, + "m": 1.0 + }, + { + "p": 0.05283701419830322, + "m": 1.0 + }, + { + "p": 0.05719535052776337, + "m": 1.0 + }, + { + "p": 0.08551649004220963, + "m": 1.0 + }, + { + "p": 0.04867124184966087, + "m": 1.0 + }, + { + "p": 0.06099586561322212, + "m": 1.0 + }, + { + "p": 0.054336197674274445, + "m": 1.0 + }, + { + "p": 0.06825832277536392, + "m": 1.0 + }, + { + "p": 0.046908654272556305, + "m": 1.0 + }, + { + "p": 0.06248730793595314, + "m": 1.0 + }, + { + "p": 0.053105395287275314, + "m": 1.0 + }, + { + "p": 0.0488714836537838, + "m": 1.0 + }, + { + "p": 0.03450237587094307, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.422469139099121, + "val_loss": 1.0609679222106934, + "acc": 63.09, + "time": 139.70897186908405, + "param": [ + { + "p": 0.07568381726741791, + "m": 1.0 + }, + { + "p": 0.04837910830974579, + "m": 1.0 + }, + { + "p": 0.08432866632938385, + "m": 1.0 + }, + { + "p": 0.05878224968910217, + "m": 1.0 + }, + { + "p": 0.03429121896624565, + "m": 1.0 + }, + { + "p": 0.04789602383971214, + "m": 1.0 + }, + { + "p": 0.052644506096839905, + "m": 1.0 + }, + { + "p": 0.052317820489406586, + "m": 1.0 + }, + { + "p": 0.0423068031668663, + "m": 1.0 + }, + { + "p": 0.07647708058357239, + "m": 1.0 + }, + { + "p": 0.054256830364465714, + "m": 1.0 + }, + { + "p": 0.0624983087182045, + "m": 1.0 + }, + { + "p": 0.07463651895523071, + "m": 1.0 + }, + { + "p": 0.04598541557788849, + "m": 1.0 + }, + { + "p": 0.04377978667616844, + "m": 1.0 + }, + { + "p": 0.055884670466184616, + "m": 1.0 + }, + { + "p": 0.035430658608675, + "m": 1.0 + }, + { + "p": 0.054420437663793564, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3392438888549805, + "val_loss": 1.048088788986206, + "acc": 63.65, + "time": 137.76803225895856, + "param": [ + { + "p": 0.06428952515125275, + "m": 1.0 + }, + { + "p": 0.04162754490971565, + "m": 1.0 + }, + { + "p": 0.08585376292467117, + "m": 1.0 + }, + { + "p": 0.04731271415948868, + "m": 1.0 + }, + { + "p": 0.055642012506723404, + "m": 1.0 + }, + { + "p": 0.04385361075401306, + "m": 1.0 + }, + { + "p": 0.07039482891559601, + "m": 1.0 + }, + { + "p": 0.05172820761799812, + "m": 1.0 + }, + { + "p": 0.055788908153772354, + "m": 1.0 + }, + { + "p": 0.06699635088443756, + "m": 1.0 + }, + { + "p": 0.05331267789006233, + "m": 1.0 + }, + { + "p": 0.06172521412372589, + "m": 1.0 + }, + { + "p": 0.07047721743583679, + "m": 1.0 + }, + { + "p": 0.04917836934328079, + "m": 1.0 + }, + { + "p": 0.05038417503237724, + "m": 1.0 + }, + { + "p": 0.05840277671813965, + "m": 1.0 + }, + { + "p": 0.022977571934461594, + "m": 1.0 + }, + { + "p": 0.05005446448922157, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.9214280843734741, + "val_loss": 1.0316886901855469, + "acc": 62.94, + "time": 132.53425564605277, + "param": [ + { + "p": 0.05565555393695831, + "m": 1.0 + }, + { + "p": 0.06707493215799332, + "m": 1.0 + }, + { + "p": 0.05601313337683678, + "m": 1.0 + }, + { + "p": 0.050008535385131836, + "m": 1.0 + }, + { + "p": 0.046842385083436966, + "m": 1.0 + }, + { + "p": 0.04457544535398483, + "m": 1.0 + }, + { + "p": 0.051941968500614166, + "m": 1.0 + }, + { + "p": 0.05415653809905052, + "m": 1.0 + }, + { + "p": 0.06611602753400803, + "m": 1.0 + }, + { + "p": 0.06252911686897278, + "m": 1.0 + }, + { + "p": 0.05356336385011673, + "m": 1.0 + }, + { + "p": 0.05005679279565811, + "m": 1.0 + }, + { + "p": 0.07047754526138306, + "m": 1.0 + }, + { + "p": 0.06173035502433777, + "m": 1.0 + }, + { + "p": 0.05762685835361481, + "m": 1.0 + }, + { + "p": 0.06393451988697052, + "m": 1.0 + }, + { + "p": 0.054542940109968185, + "m": 1.0 + }, + { + "p": 0.03315398842096329, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.6035619974136353, + "val_loss": 1.0239993333816528, + "acc": 63.67, + "time": 127.06562865199521, + "param": [ + { + "p": 0.06412728130817413, + "m": 1.0 + }, + { + "p": 0.05727788060903549, + "m": 1.0 + }, + { + "p": 0.06163455545902252, + "m": 1.0 + }, + { + "p": 0.06817109137773514, + "m": 1.0 + }, + { + "p": 0.054649531841278076, + "m": 1.0 + }, + { + "p": 0.03266436234116554, + "m": 1.0 + }, + { + "p": 0.05346468836069107, + "m": 1.0 + }, + { + "p": 0.05087359994649887, + "m": 1.0 + }, + { + "p": 0.051642462611198425, + "m": 1.0 + }, + { + "p": 0.05570294335484505, + "m": 1.0 + }, + { + "p": 0.049309857189655304, + "m": 1.0 + }, + { + "p": 0.0645526796579361, + "m": 1.0 + }, + { + "p": 0.06219770386815071, + "m": 1.0 + }, + { + "p": 0.053280364722013474, + "m": 1.0 + }, + { + "p": 0.050843775272369385, + "m": 1.0 + }, + { + "p": 0.07007639110088348, + "m": 1.0 + }, + { + "p": 0.039735984057188034, + "m": 1.0 + }, + { + "p": 0.0597948357462883, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.528558373451233, + "val_loss": 1.0198655128479004, + "acc": 64.08, + "time": 123.83092025795486, + "param": [ + { + "p": 0.0473468191921711, + "m": 1.0 + }, + { + "p": 0.05434621125459671, + "m": 1.0 + }, + { + "p": 0.05211126431822777, + "m": 1.0 + }, + { + "p": 0.05160459876060486, + "m": 1.0 + }, + { + "p": 0.04196225479245186, + "m": 1.0 + }, + { + "p": 0.05616931989789009, + "m": 1.0 + }, + { + "p": 0.062258969992399216, + "m": 1.0 + }, + { + "p": 0.06216347590088844, + "m": 1.0 + }, + { + "p": 0.03975469619035721, + "m": 1.0 + }, + { + "p": 0.07313896715641022, + "m": 1.0 + }, + { + "p": 0.051339857280254364, + "m": 1.0 + }, + { + "p": 0.06443412601947784, + "m": 1.0 + }, + { + "p": 0.07540890574455261, + "m": 1.0 + }, + { + "p": 0.05403374135494232, + "m": 1.0 + }, + { + "p": 0.07081577926874161, + "m": 1.0 + }, + { + "p": 0.05269509181380272, + "m": 1.0 + }, + { + "p": 0.050993502140045166, + "m": 1.0 + }, + { + "p": 0.03942234814167023, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.6843938827514648, + "val_loss": 1.0186861753463745, + "acc": 64.08, + "time": 141.54662977403495, + "param": [ + { + "p": 0.061782337725162506, + "m": 1.0 + }, + { + "p": 0.052958812564611435, + "m": 1.0 + }, + { + "p": 0.05506519600749016, + "m": 1.0 + }, + { + "p": 0.06688699871301651, + "m": 1.0 + }, + { + "p": 0.04375769942998886, + "m": 1.0 + }, + { + "p": 0.033973582088947296, + "m": 1.0 + }, + { + "p": 0.04262293502688408, + "m": 1.0 + }, + { + "p": 0.049384694546461105, + "m": 1.0 + }, + { + "p": 0.07533294707536697, + "m": 1.0 + }, + { + "p": 0.05956009030342102, + "m": 1.0 + }, + { + "p": 0.05445083603262901, + "m": 1.0 + }, + { + "p": 0.053755857050418854, + "m": 1.0 + }, + { + "p": 0.05586443096399307, + "m": 1.0 + }, + { + "p": 0.051899440586566925, + "m": 1.0 + }, + { + "p": 0.08080276846885681, + "m": 1.0 + }, + { + "p": 0.0592336542904377, + "m": 1.0 + }, + { + "p": 0.07165698707103729, + "m": 1.0 + }, + { + "p": 0.031010694801807404, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2690905332565308, + "val_loss": 1.0127636194229126, + "acc": 61.77, + "time": 138.68610350007657, + "param": [ + { + "p": 0.058179304003715515, + "m": 1.0 + }, + { + "p": 0.021637989208102226, + "m": 1.0 + }, + { + "p": 0.055195122957229614, + "m": 1.0 + }, + { + "p": 0.07248106598854065, + "m": 1.0 + }, + { + "p": 0.05047155171632767, + "m": 1.0 + }, + { + "p": 0.049355361610651016, + "m": 1.0 + }, + { + "p": 0.045373618602752686, + "m": 1.0 + }, + { + "p": 0.06687306612730026, + "m": 1.0 + }, + { + "p": 0.08923156559467316, + "m": 1.0 + }, + { + "p": 0.07354436814785004, + "m": 1.0 + }, + { + "p": 0.07604096829891205, + "m": 1.0 + }, + { + "p": 0.08014702051877975, + "m": 1.0 + }, + { + "p": 0.06703092157840729, + "m": 1.0 + }, + { + "p": 0.0713362917304039, + "m": 1.0 + }, + { + "p": 0.05147058516740799, + "m": 1.0 + }, + { + "p": 0.01973239704966545, + "m": 1.0 + }, + { + "p": 0.01924661174416542, + "m": 1.0 + }, + { + "p": 0.032652176916599274, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4925447702407837, + "val_loss": 1.0021464824676514, + "acc": 64.33, + "time": 133.78777028492186, + "param": [ + { + "p": 0.046537455171346664, + "m": 1.0 + }, + { + "p": 0.04113791882991791, + "m": 1.0 + }, + { + "p": 0.06781671196222305, + "m": 1.0 + }, + { + "p": 0.06765121221542358, + "m": 1.0 + }, + { + "p": 0.038459036499261856, + "m": 1.0 + }, + { + "p": 0.04421696066856384, + "m": 1.0 + }, + { + "p": 0.05439600721001625, + "m": 1.0 + }, + { + "p": 0.06744518131017685, + "m": 1.0 + }, + { + "p": 0.04358767718076706, + "m": 1.0 + }, + { + "p": 0.06643375009298325, + "m": 1.0 + }, + { + "p": 0.07428520172834396, + "m": 1.0 + }, + { + "p": 0.07311373203992844, + "m": 1.0 + }, + { + "p": 0.061912283301353455, + "m": 1.0 + }, + { + "p": 0.045744042843580246, + "m": 1.0 + }, + { + "p": 0.07788141816854477, + "m": 1.0 + }, + { + "p": 0.0492900051176548, + "m": 1.0 + }, + { + "p": 0.038662299513816833, + "m": 1.0 + }, + { + "p": 0.04142908379435539, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5360963344573975, + "val_loss": 1.0345127582550049, + "acc": 64.07, + "time": 126.44118421094026, + "param": [ + { + "p": 0.05792355537414551, + "m": 1.0 + }, + { + "p": 0.03720705211162567, + "m": 1.0 + }, + { + "p": 0.08320634067058563, + "m": 1.0 + }, + { + "p": 0.06834326684474945, + "m": 1.0 + }, + { + "p": 0.013460300862789154, + "m": 1.0 + }, + { + "p": 0.03412160277366638, + "m": 1.0 + }, + { + "p": 0.04986898601055145, + "m": 1.0 + }, + { + "p": 0.052339497953653336, + "m": 1.0 + }, + { + "p": 0.07013219594955444, + "m": 1.0 + }, + { + "p": 0.05855274572968483, + "m": 1.0 + }, + { + "p": 0.05871981754899025, + "m": 1.0 + }, + { + "p": 0.0827048048377037, + "m": 1.0 + }, + { + "p": 0.06678332388401031, + "m": 1.0 + }, + { + "p": 0.05425769090652466, + "m": 1.0 + }, + { + "p": 0.07057254016399384, + "m": 1.0 + }, + { + "p": 0.06724733114242554, + "m": 1.0 + }, + { + "p": 0.03672676533460617, + "m": 1.0 + }, + { + "p": 0.03783217445015907, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3952630758285522, + "val_loss": 1.044553279876709, + "acc": 64.62, + "time": 130.56291172804777, + "param": [ + { + "p": 0.0600724034011364, + "m": 1.0 + }, + { + "p": 0.056828808039426804, + "m": 1.0 + }, + { + "p": 0.06709278374910355, + "m": 1.0 + }, + { + "p": 0.06429337710142136, + "m": 1.0 + }, + { + "p": 0.0314083993434906, + "m": 1.0 + }, + { + "p": 0.042759355157613754, + "m": 1.0 + }, + { + "p": 0.055064134299755096, + "m": 1.0 + }, + { + "p": 0.05685606226325035, + "m": 1.0 + }, + { + "p": 0.07294251024723053, + "m": 1.0 + }, + { + "p": 0.06624113768339157, + "m": 1.0 + }, + { + "p": 0.05392023175954819, + "m": 1.0 + }, + { + "p": 0.04760094732046127, + "m": 1.0 + }, + { + "p": 0.0681149959564209, + "m": 1.0 + }, + { + "p": 0.03335057199001312, + "m": 1.0 + }, + { + "p": 0.05065147951245308, + "m": 1.0 + }, + { + "p": 0.07877512276172638, + "m": 1.0 + }, + { + "p": 0.052642203867435455, + "m": 1.0 + }, + { + "p": 0.041385527700185776, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.6073027849197388, + "val_loss": 0.9866892695426941, + "acc": 65.37, + "time": 132.24317049700767, + "param": [ + { + "p": 0.07045826315879822, + "m": 1.0 + }, + { + "p": 0.05210709944367409, + "m": 1.0 + }, + { + "p": 0.06326761096715927, + "m": 1.0 + }, + { + "p": 0.06702721118927002, + "m": 1.0 + }, + { + "p": 0.02623477764427662, + "m": 1.0 + }, + { + "p": 0.05635681003332138, + "m": 1.0 + }, + { + "p": 0.061076052486896515, + "m": 1.0 + }, + { + "p": 0.06065463647246361, + "m": 1.0 + }, + { + "p": 0.058712076395750046, + "m": 1.0 + }, + { + "p": 0.05590050294995308, + "m": 1.0 + }, + { + "p": 0.05305568873882294, + "m": 1.0 + }, + { + "p": 0.07211019098758698, + "m": 1.0 + }, + { + "p": 0.04919729381799698, + "m": 1.0 + }, + { + "p": 0.060071639716625214, + "m": 1.0 + }, + { + "p": 0.06805439293384552, + "m": 1.0 + }, + { + "p": 0.05527854338288307, + "m": 1.0 + }, + { + "p": 0.039395399391651154, + "m": 1.0 + }, + { + "p": 0.031041868031024933, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.5471327304840088, + "val_loss": 1.1429908275604248, + "acc": 61.66, + "time": 133.90467351896223, + "param": [ + { + "p": 0.06966505199670792, + "m": 1.0 + }, + { + "p": 0.04553068429231644, + "m": 1.0 + }, + { + "p": 0.07183881103992462, + "m": 1.0 + }, + { + "p": 0.03794313594698906, + "m": 1.0 + }, + { + "p": 0.05053115263581276, + "m": 1.0 + }, + { + "p": 0.053568292409181595, + "m": 1.0 + }, + { + "p": 0.05111061409115791, + "m": 1.0 + }, + { + "p": 0.056598857045173645, + "m": 1.0 + }, + { + "p": 0.06154828146100044, + "m": 1.0 + }, + { + "p": 0.054488759487867355, + "m": 1.0 + }, + { + "p": 0.0728072077035904, + "m": 1.0 + }, + { + "p": 0.06233092397451401, + "m": 1.0 + }, + { + "p": 0.04133126884698868, + "m": 1.0 + }, + { + "p": 0.05671176314353943, + "m": 1.0 + }, + { + "p": 0.06696119904518127, + "m": 1.0 + }, + { + "p": 0.05762311816215515, + "m": 1.0 + }, + { + "p": 0.04376586899161339, + "m": 1.0 + }, + { + "p": 0.04564516991376877, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.5289788246154785, + "val_loss": 0.9504931569099426, + "acc": 65.74, + "time": 142.04127406002954, + "param": [ + { + "p": 0.05717596411705017, + "m": 1.0 + }, + { + "p": 0.03818503022193909, + "m": 1.0 + }, + { + "p": 0.07541763782501221, + "m": 1.0 + }, + { + "p": 0.04992569610476494, + "m": 1.0 + }, + { + "p": 0.05198819190263748, + "m": 1.0 + }, + { + "p": 0.04649193212389946, + "m": 1.0 + }, + { + "p": 0.0638335645198822, + "m": 1.0 + }, + { + "p": 0.03584267571568489, + "m": 1.0 + }, + { + "p": 0.06496619433164597, + "m": 1.0 + }, + { + "p": 0.05767833814024925, + "m": 1.0 + }, + { + "p": 0.061723314225673676, + "m": 1.0 + }, + { + "p": 0.06001419574022293, + "m": 1.0 + }, + { + "p": 0.058633893728256226, + "m": 1.0 + }, + { + "p": 0.04857279732823372, + "m": 1.0 + }, + { + "p": 0.06164506822824478, + "m": 1.0 + }, + { + "p": 0.059417061507701874, + "m": 1.0 + }, + { + "p": 0.057864345610141754, + "m": 1.0 + }, + { + "p": 0.050624117255210876, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5266882181167603, + "val_loss": 1.126436710357666, + "acc": 65.99, + "time": 123.52061211096589, + "param": [ + { + "p": 0.06652312725782394, + "m": 1.0 + }, + { + "p": 0.04894242435693741, + "m": 1.0 + }, + { + "p": 0.07134848833084106, + "m": 1.0 + }, + { + "p": 0.061846595257520676, + "m": 1.0 + }, + { + "p": 0.056570105254650116, + "m": 1.0 + }, + { + "p": 0.049781836569309235, + "m": 1.0 + }, + { + "p": 0.04608793556690216, + "m": 1.0 + }, + { + "p": 0.05966651812195778, + "m": 1.0 + }, + { + "p": 0.0647987574338913, + "m": 1.0 + }, + { + "p": 0.06077460199594498, + "m": 1.0 + }, + { + "p": 0.06414459645748138, + "m": 1.0 + }, + { + "p": 0.04567863047122955, + "m": 1.0 + }, + { + "p": 0.05438941717147827, + "m": 1.0 + }, + { + "p": 0.05567440390586853, + "m": 1.0 + }, + { + "p": 0.056945450603961945, + "m": 1.0 + }, + { + "p": 0.05955948680639267, + "m": 1.0 + }, + { + "p": 0.04824570566415787, + "m": 1.0 + }, + { + "p": 0.02902180701494217, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4090194702148438, + "val_loss": 0.9055385589599609, + "acc": 65.83, + "time": 130.5148477300536, + "param": [ + { + "p": 0.07418224215507507, + "m": 1.0 + }, + { + "p": 0.05294789373874664, + "m": 1.0 + }, + { + "p": 0.0410303995013237, + "m": 1.0 + }, + { + "p": 0.04063912108540535, + "m": 1.0 + }, + { + "p": 0.04295099526643753, + "m": 1.0 + }, + { + "p": 0.06972790509462357, + "m": 1.0 + }, + { + "p": 0.06638665497303009, + "m": 1.0 + }, + { + "p": 0.06555679440498352, + "m": 1.0 + }, + { + "p": 0.058633968234062195, + "m": 1.0 + }, + { + "p": 0.03817158564925194, + "m": 1.0 + }, + { + "p": 0.06859312206506729, + "m": 1.0 + }, + { + "p": 0.061523549258708954, + "m": 1.0 + }, + { + "p": 0.047620926052331924, + "m": 1.0 + }, + { + "p": 0.0567372627556324, + "m": 1.0 + }, + { + "p": 0.05525723844766617, + "m": 1.0 + }, + { + "p": 0.06009342521429062, + "m": 1.0 + }, + { + "p": 0.05945209786295891, + "m": 1.0 + }, + { + "p": 0.04049478471279144, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.5408471822738647, + "val_loss": 1.0000605583190918, + "acc": 63.81, + "time": 141.63138066895772, + "param": [ + { + "p": 0.058915313333272934, + "m": 1.0 + }, + { + "p": 0.03975201025605202, + "m": 1.0 + }, + { + "p": 0.05878971517086029, + "m": 1.0 + }, + { + "p": 0.052743811160326004, + "m": 1.0 + }, + { + "p": 0.05591627210378647, + "m": 1.0 + }, + { + "p": 0.05648227408528328, + "m": 1.0 + }, + { + "p": 0.05230114609003067, + "m": 1.0 + }, + { + "p": 0.06196756660938263, + "m": 1.0 + }, + { + "p": 0.054194044321775436, + "m": 1.0 + }, + { + "p": 0.06084486469626427, + "m": 1.0 + }, + { + "p": 0.07271633297204971, + "m": 1.0 + }, + { + "p": 0.060381706804037094, + "m": 1.0 + }, + { + "p": 0.059705570340156555, + "m": 1.0 + }, + { + "p": 0.05539378896355629, + "m": 1.0 + }, + { + "p": 0.05025602877140045, + "m": 1.0 + }, + { + "p": 0.053176939487457275, + "m": 1.0 + }, + { + "p": 0.049250002950429916, + "m": 1.0 + }, + { + "p": 0.04721257835626602, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.7459076642990112, + "val_loss": 0.9665740132331848, + "acc": 64.81, + "time": 139.65068106609397, + "param": [ + { + "p": 0.056433845311403275, + "m": 1.0 + }, + { + "p": 0.05292779207229614, + "m": 1.0 + }, + { + "p": 0.06644828617572784, + "m": 1.0 + }, + { + "p": 0.06354184448719025, + "m": 1.0 + }, + { + "p": 0.04203130304813385, + "m": 1.0 + }, + { + "p": 0.03948245197534561, + "m": 1.0 + }, + { + "p": 0.05879867449402809, + "m": 1.0 + }, + { + "p": 0.05372411757707596, + "m": 1.0 + }, + { + "p": 0.03955939784646034, + "m": 1.0 + }, + { + "p": 0.06420784443616867, + "m": 1.0 + }, + { + "p": 0.06647893786430359, + "m": 1.0 + }, + { + "p": 0.05536017566919327, + "m": 1.0 + }, + { + "p": 0.0723259225487709, + "m": 1.0 + }, + { + "p": 0.03395714610815048, + "m": 1.0 + }, + { + "p": 0.058749910444021225, + "m": 1.0 + }, + { + "p": 0.0491965189576149, + "m": 1.0 + }, + { + "p": 0.06876524537801743, + "m": 1.0 + }, + { + "p": 0.05801054462790489, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.525992751121521, + "val_loss": 1.019608497619629, + "acc": 65.78, + "time": 146.57126253296155, + "param": [ + { + "p": 0.059495169669389725, + "m": 1.0 + }, + { + "p": 0.06918410211801529, + "m": 1.0 + }, + { + "p": 0.05817839875817299, + "m": 1.0 + }, + { + "p": 0.043953657150268555, + "m": 1.0 + }, + { + "p": 0.06889454275369644, + "m": 1.0 + }, + { + "p": 0.040889397263526917, + "m": 1.0 + }, + { + "p": 0.05438273027539253, + "m": 1.0 + }, + { + "p": 0.04212675243616104, + "m": 1.0 + }, + { + "p": 0.05931022763252258, + "m": 1.0 + }, + { + "p": 0.0706818625330925, + "m": 1.0 + }, + { + "p": 0.04308358579874039, + "m": 1.0 + }, + { + "p": 0.07835020124912262, + "m": 1.0 + }, + { + "p": 0.04222547262907028, + "m": 1.0 + }, + { + "p": 0.047139931470155716, + "m": 1.0 + }, + { + "p": 0.055941060185432434, + "m": 1.0 + }, + { + "p": 0.04389374330639839, + "m": 1.0 + }, + { + "p": 0.05508013442158699, + "m": 1.0 + }, + { + "p": 0.06718903034925461, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.573397159576416, + "val_loss": 1.0527030229568481, + "acc": 63.6, + "time": 128.28083039599005, + "param": [ + { + "p": 0.07015611231327057, + "m": 1.0 + }, + { + "p": 0.04282331094145775, + "m": 1.0 + }, + { + "p": 0.07473871111869812, + "m": 1.0 + }, + { + "p": 0.05203044414520264, + "m": 1.0 + }, + { + "p": 0.0322110615670681, + "m": 1.0 + }, + { + "p": 0.07637326419353485, + "m": 1.0 + }, + { + "p": 0.06621479243040085, + "m": 1.0 + }, + { + "p": 0.029829293489456177, + "m": 1.0 + }, + { + "p": 0.07518358528614044, + "m": 1.0 + }, + { + "p": 0.08472272753715515, + "m": 1.0 + }, + { + "p": 0.058054570108652115, + "m": 1.0 + }, + { + "p": 0.04990678280591965, + "m": 1.0 + }, + { + "p": 0.05770961567759514, + "m": 1.0 + }, + { + "p": 0.039692267775535583, + "m": 1.0 + }, + { + "p": 0.05458598583936691, + "m": 1.0 + }, + { + "p": 0.06873147934675217, + "m": 1.0 + }, + { + "p": 0.037833377718925476, + "m": 1.0 + }, + { + "p": 0.029202690348029137, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4928760528564453, + "val_loss": 0.9814077615737915, + "acc": 65.82, + "time": 137.3548510579858, + "param": [ + { + "p": 0.06300467997789383, + "m": 1.0 + }, + { + "p": 0.04220856353640556, + "m": 1.0 + }, + { + "p": 0.06677109003067017, + "m": 1.0 + }, + { + "p": 0.0476660393178463, + "m": 1.0 + }, + { + "p": 0.07493337988853455, + "m": 1.0 + }, + { + "p": 0.04565064609050751, + "m": 1.0 + }, + { + "p": 0.06429461389780045, + "m": 1.0 + }, + { + "p": 0.05242469161748886, + "m": 1.0 + }, + { + "p": 0.05411332845687866, + "m": 1.0 + }, + { + "p": 0.033246997743844986, + "m": 1.0 + }, + { + "p": 0.08929359167814255, + "m": 1.0 + }, + { + "p": 0.0792672410607338, + "m": 1.0 + }, + { + "p": 0.05283380672335625, + "m": 1.0 + }, + { + "p": 0.06988415122032166, + "m": 1.0 + }, + { + "p": 0.04992636665701866, + "m": 1.0 + }, + { + "p": 0.04438399896025658, + "m": 1.0 + }, + { + "p": 0.014431079849600792, + "m": 1.0 + }, + { + "p": 0.05566570907831192, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.5489791631698608, + "val_loss": 1.070905089378357, + "acc": 65.21, + "time": 146.48721540195402, + "param": [ + { + "p": 0.06076028570532799, + "m": 1.0 + }, + { + "p": 0.059618350118398666, + "m": 1.0 + }, + { + "p": 0.0762985497713089, + "m": 1.0 + }, + { + "p": 0.06792046129703522, + "m": 1.0 + }, + { + "p": 0.06491201370954514, + "m": 1.0 + }, + { + "p": 0.04290514066815376, + "m": 1.0 + }, + { + "p": 0.04438811540603638, + "m": 1.0 + }, + { + "p": 0.05871208757162094, + "m": 1.0 + }, + { + "p": 0.06433498114347458, + "m": 1.0 + }, + { + "p": 0.045771677047014236, + "m": 1.0 + }, + { + "p": 0.08324121683835983, + "m": 1.0 + }, + { + "p": 0.043190810829401016, + "m": 1.0 + }, + { + "p": 0.06332316994667053, + "m": 1.0 + }, + { + "p": 0.050872281193733215, + "m": 1.0 + }, + { + "p": 0.05817240849137306, + "m": 1.0 + }, + { + "p": 0.03832833841443062, + "m": 1.0 + }, + { + "p": 0.041178226470947266, + "m": 1.0 + }, + { + "p": 0.036071907728910446, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.6333321332931519, + "val_loss": 0.9529792070388794, + "acc": 65.26, + "time": 122.15492753009312, + "param": [ + { + "p": 0.061188142746686935, + "m": 1.0 + }, + { + "p": 0.06366497278213501, + "m": 1.0 + }, + { + "p": 0.06298574060201645, + "m": 1.0 + }, + { + "p": 0.05008269101381302, + "m": 1.0 + }, + { + "p": 0.047511130571365356, + "m": 1.0 + }, + { + "p": 0.046082571148872375, + "m": 1.0 + }, + { + "p": 0.05050377920269966, + "m": 1.0 + }, + { + "p": 0.07200632244348526, + "m": 1.0 + }, + { + "p": 0.04143594205379486, + "m": 1.0 + }, + { + "p": 0.07383441179990768, + "m": 1.0 + }, + { + "p": 0.06331396102905273, + "m": 1.0 + }, + { + "p": 0.050222139805555344, + "m": 1.0 + }, + { + "p": 0.052582256495952606, + "m": 1.0 + }, + { + "p": 0.03530862554907799, + "m": 1.0 + }, + { + "p": 0.06484735012054443, + "m": 1.0 + }, + { + "p": 0.06835272908210754, + "m": 1.0 + }, + { + "p": 0.05627043545246124, + "m": 1.0 + }, + { + "p": 0.039806898683309555, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.556721806526184, + "val_loss": 1.0433367490768433, + "acc": 67.57, + "time": 133.93503844900988, + "param": [ + { + "p": 0.05520864203572273, + "m": 1.0 + }, + { + "p": 0.04054256156086922, + "m": 1.0 + }, + { + "p": 0.06869226694107056, + "m": 1.0 + }, + { + "p": 0.07249531894922256, + "m": 1.0 + }, + { + "p": 0.06451864540576935, + "m": 1.0 + }, + { + "p": 0.05427103862166405, + "m": 1.0 + }, + { + "p": 0.05100671947002411, + "m": 1.0 + }, + { + "p": 0.0530640184879303, + "m": 1.0 + }, + { + "p": 0.0668480321764946, + "m": 1.0 + }, + { + "p": 0.06232385337352753, + "m": 1.0 + }, + { + "p": 0.04213874414563179, + "m": 1.0 + }, + { + "p": 0.04873448610305786, + "m": 1.0 + }, + { + "p": 0.04911519214510918, + "m": 1.0 + }, + { + "p": 0.04029380530118942, + "m": 1.0 + }, + { + "p": 0.0788724273443222, + "m": 1.0 + }, + { + "p": 0.0684787780046463, + "m": 1.0 + }, + { + "p": 0.023198693990707397, + "m": 1.0 + }, + { + "p": 0.060196828097105026, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.355586051940918, + "val_loss": 1.0244117975234985, + "acc": 63.09, + "time": 122.71973443997558, + "param": [ + { + "p": 0.06344480812549591, + "m": 1.0 + }, + { + "p": 0.03947790712118149, + "m": 1.0 + }, + { + "p": 0.0650075376033783, + "m": 1.0 + }, + { + "p": 0.07701904326677322, + "m": 1.0 + }, + { + "p": 0.06808865815401077, + "m": 1.0 + }, + { + "p": 0.08145911246538162, + "m": 1.0 + }, + { + "p": 0.03482159972190857, + "m": 1.0 + }, + { + "p": 0.043319087475538254, + "m": 1.0 + }, + { + "p": 0.06008891388773918, + "m": 1.0 + }, + { + "p": 0.04803723469376564, + "m": 1.0 + }, + { + "p": 0.0846191868185997, + "m": 1.0 + }, + { + "p": 0.04500480741262436, + "m": 1.0 + }, + { + "p": 0.04927673563361168, + "m": 1.0 + }, + { + "p": 0.060828886926174164, + "m": 1.0 + }, + { + "p": 0.05363073945045471, + "m": 1.0 + }, + { + "p": 0.04648233577609062, + "m": 1.0 + }, + { + "p": 0.032677240669727325, + "m": 1.0 + }, + { + "p": 0.04671604931354523, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4316799640655518, + "val_loss": 0.8574958443641663, + "acc": 65.55, + "time": 134.82164988399018, + "param": [ + { + "p": 0.05685732886195183, + "m": 1.0 + }, + { + "p": 0.056582119315862656, + "m": 1.0 + }, + { + "p": 0.05170104280114174, + "m": 1.0 + }, + { + "p": 0.06438445299863815, + "m": 1.0 + }, + { + "p": 0.06907733529806137, + "m": 1.0 + }, + { + "p": 0.056071117520332336, + "m": 1.0 + }, + { + "p": 0.060430143028497696, + "m": 1.0 + }, + { + "p": 0.04402677342295647, + "m": 1.0 + }, + { + "p": 0.058347634971141815, + "m": 1.0 + }, + { + "p": 0.05767175182700157, + "m": 1.0 + }, + { + "p": 0.032180581241846085, + "m": 1.0 + }, + { + "p": 0.06176910176873207, + "m": 1.0 + }, + { + "p": 0.06662095338106155, + "m": 1.0 + }, + { + "p": 0.07363905757665634, + "m": 1.0 + }, + { + "p": 0.08336874097585678, + "m": 1.0 + }, + { + "p": 0.07146904617547989, + "m": 1.0 + }, + { + "p": 0.008055033162236214, + "m": 1.0 + }, + { + "p": 0.02774791046977043, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.498014211654663, + "val_loss": 0.9231976270675659, + "acc": 67.48, + "time": 130.74504646402784, + "param": [ + { + "p": 0.05357472971081734, + "m": 1.0 + }, + { + "p": 0.050034329295158386, + "m": 1.0 + }, + { + "p": 0.0536801740527153, + "m": 1.0 + }, + { + "p": 0.05043119564652443, + "m": 1.0 + }, + { + "p": 0.04808080568909645, + "m": 1.0 + }, + { + "p": 0.02805946208536625, + "m": 1.0 + }, + { + "p": 0.0736304521560669, + "m": 1.0 + }, + { + "p": 0.05161517485976219, + "m": 1.0 + }, + { + "p": 0.06625617295503616, + "m": 1.0 + }, + { + "p": 0.06061282381415367, + "m": 1.0 + }, + { + "p": 0.07283928990364075, + "m": 1.0 + }, + { + "p": 0.07783752679824829, + "m": 1.0 + }, + { + "p": 0.06345826387405396, + "m": 1.0 + }, + { + "p": 0.04486784338951111, + "m": 1.0 + }, + { + "p": 0.06548875570297241, + "m": 1.0 + }, + { + "p": 0.05386892333626747, + "m": 1.0 + }, + { + "p": 0.050096262246370316, + "m": 1.0 + }, + { + "p": 0.03556780889630318, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.5467840433120728, + "val_loss": 1.0132077932357788, + "acc": 66.56, + "time": 141.02890765096527, + "param": [ + { + "p": 0.0280915480107069, + "m": 1.0 + }, + { + "p": 0.057440608739852905, + "m": 1.0 + }, + { + "p": 0.04312800243496895, + "m": 1.0 + }, + { + "p": 0.06854277849197388, + "m": 1.0 + }, + { + "p": 0.06996260583400726, + "m": 1.0 + }, + { + "p": 0.0522729866206646, + "m": 1.0 + }, + { + "p": 0.0875343307852745, + "m": 1.0 + }, + { + "p": 0.07078550010919571, + "m": 1.0 + }, + { + "p": 0.038411784917116165, + "m": 1.0 + }, + { + "p": 0.04865973815321922, + "m": 1.0 + }, + { + "p": 0.07119226455688477, + "m": 1.0 + }, + { + "p": 0.06524435430765152, + "m": 1.0 + }, + { + "p": 0.059896957129240036, + "m": 1.0 + }, + { + "p": 0.02270994521677494, + "m": 1.0 + }, + { + "p": 0.057599619030952454, + "m": 1.0 + }, + { + "p": 0.04571849852800369, + "m": 1.0 + }, + { + "p": 0.04952492564916611, + "m": 1.0 + }, + { + "p": 0.06328365951776505, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3297317028045654, + "val_loss": 0.9126657247543335, + "acc": 66.01, + "time": 136.49567752995063, + "param": [ + { + "p": 0.04910914972424507, + "m": 1.0 + }, + { + "p": 0.03672057390213013, + "m": 1.0 + }, + { + "p": 0.07162071764469147, + "m": 1.0 + }, + { + "p": 0.05148647725582123, + "m": 1.0 + }, + { + "p": 0.021879389882087708, + "m": 1.0 + }, + { + "p": 0.04885261505842209, + "m": 1.0 + }, + { + "p": 0.04877966269850731, + "m": 1.0 + }, + { + "p": 0.037221070379018784, + "m": 1.0 + }, + { + "p": 0.06555380672216415, + "m": 1.0 + }, + { + "p": 0.09259282052516937, + "m": 1.0 + }, + { + "p": 0.05193556845188141, + "m": 1.0 + }, + { + "p": 0.06904572248458862, + "m": 1.0 + }, + { + "p": 0.06941232085227966, + "m": 1.0 + }, + { + "p": 0.04051969572901726, + "m": 1.0 + }, + { + "p": 0.08745129406452179, + "m": 1.0 + }, + { + "p": 0.047824542969465256, + "m": 1.0 + }, + { + "p": 0.05455797538161278, + "m": 1.0 + }, + { + "p": 0.05543667823076248, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.441986322402954, + "val_loss": 0.9722015261650085, + "acc": 66.07, + "time": 123.69444235099945, + "param": [ + { + "p": 0.05076739564538002, + "m": 1.0 + }, + { + "p": 0.05549453943967819, + "m": 1.0 + }, + { + "p": 0.07686448097229004, + "m": 1.0 + }, + { + "p": 0.053847357630729675, + "m": 1.0 + }, + { + "p": 0.06231733784079552, + "m": 1.0 + }, + { + "p": 0.04779748246073723, + "m": 1.0 + }, + { + "p": 0.04777809977531433, + "m": 1.0 + }, + { + "p": 0.05522656813263893, + "m": 1.0 + }, + { + "p": 0.062018170952796936, + "m": 1.0 + }, + { + "p": 0.06536827236413956, + "m": 1.0 + }, + { + "p": 0.057295285165309906, + "m": 1.0 + }, + { + "p": 0.039102304726839066, + "m": 1.0 + }, + { + "p": 0.08166143298149109, + "m": 1.0 + }, + { + "p": 0.025393566116690636, + "m": 1.0 + }, + { + "p": 0.06433308124542236, + "m": 1.0 + }, + { + "p": 0.07742833346128464, + "m": 1.0 + }, + { + "p": 0.038715917617082596, + "m": 1.0 + }, + { + "p": 0.038590408861637115, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3335622549057007, + "val_loss": 0.9060829877853394, + "acc": 66.75, + "time": 123.96375295892358, + "param": [ + { + "p": 0.0759354829788208, + "m": 1.0 + }, + { + "p": 0.04745310917496681, + "m": 1.0 + }, + { + "p": 0.05960112065076828, + "m": 1.0 + }, + { + "p": 0.047497887164354324, + "m": 1.0 + }, + { + "p": 0.060332246124744415, + "m": 1.0 + }, + { + "p": 0.057696957141160965, + "m": 1.0 + }, + { + "p": 0.03964643552899361, + "m": 1.0 + }, + { + "p": 0.05387815088033676, + "m": 1.0 + }, + { + "p": 0.08239095658063889, + "m": 1.0 + }, + { + "p": 0.07124935835599899, + "m": 1.0 + }, + { + "p": 0.05940057709813118, + "m": 1.0 + }, + { + "p": 0.047471966594457626, + "m": 1.0 + }, + { + "p": 0.05518827214837074, + "m": 1.0 + }, + { + "p": 0.05086839571595192, + "m": 1.0 + }, + { + "p": 0.05746391788125038, + "m": 1.0 + }, + { + "p": 0.0649365782737732, + "m": 1.0 + }, + { + "p": 0.019962128251791, + "m": 1.0 + }, + { + "p": 0.04902656003832817, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.6149816513061523, + "val_loss": 0.8936440944671631, + "acc": 66.14, + "time": 123.45016190793831, + "param": [ + { + "p": 0.051155395805835724, + "m": 1.0 + }, + { + "p": 0.0463833287358284, + "m": 1.0 + }, + { + "p": 0.04941168799996376, + "m": 1.0 + }, + { + "p": 0.06394114345312119, + "m": 1.0 + }, + { + "p": 0.03509411960840225, + "m": 1.0 + }, + { + "p": 0.04511415585875511, + "m": 1.0 + }, + { + "p": 0.06271755695343018, + "m": 1.0 + }, + { + "p": 0.04604794457554817, + "m": 1.0 + }, + { + "p": 0.06643356382846832, + "m": 1.0 + }, + { + "p": 0.0684177577495575, + "m": 1.0 + }, + { + "p": 0.050214242190122604, + "m": 1.0 + }, + { + "p": 0.06609301269054413, + "m": 1.0 + }, + { + "p": 0.07579372823238373, + "m": 1.0 + }, + { + "p": 0.05710618197917938, + "m": 1.0 + }, + { + "p": 0.05327725037932396, + "m": 1.0 + }, + { + "p": 0.06123363599181175, + "m": 1.0 + }, + { + "p": 0.045384105294942856, + "m": 1.0 + }, + { + "p": 0.05618112534284592, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3740588426589966, + "val_loss": 0.9389223456382751, + "acc": 67.3, + "time": 134.78326755098533, + "param": [ + { + "p": 0.06595659255981445, + "m": 1.0 + }, + { + "p": 0.045413073152303696, + "m": 1.0 + }, + { + "p": 0.050008248537778854, + "m": 1.0 + }, + { + "p": 0.052355650812387466, + "m": 1.0 + }, + { + "p": 0.04188213497400284, + "m": 1.0 + }, + { + "p": 0.051527224481105804, + "m": 1.0 + }, + { + "p": 0.059076905250549316, + "m": 1.0 + }, + { + "p": 0.0610026977956295, + "m": 1.0 + }, + { + "p": 0.05797916650772095, + "m": 1.0 + }, + { + "p": 0.05231606960296631, + "m": 1.0 + }, + { + "p": 0.04979155585169792, + "m": 1.0 + }, + { + "p": 0.05367642268538475, + "m": 1.0 + }, + { + "p": 0.04680083692073822, + "m": 1.0 + }, + { + "p": 0.06984872370958328, + "m": 1.0 + }, + { + "p": 0.07455383241176605, + "m": 1.0 + }, + { + "p": 0.07195009291172028, + "m": 1.0 + }, + { + "p": 0.052372027188539505, + "m": 1.0 + }, + { + "p": 0.04348868876695633, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2134324312210083, + "val_loss": 0.9557368159294128, + "acc": 67.13, + "time": 128.24774569203146, + "param": [ + { + "p": 0.05756932869553566, + "m": 1.0 + }, + { + "p": 0.049958907067775726, + "m": 1.0 + }, + { + "p": 0.06888817250728607, + "m": 1.0 + }, + { + "p": 0.06533347070217133, + "m": 1.0 + }, + { + "p": 0.05635804682970047, + "m": 1.0 + }, + { + "p": 0.041158247739076614, + "m": 1.0 + }, + { + "p": 0.039846379309892654, + "m": 1.0 + }, + { + "p": 0.058001451194286346, + "m": 1.0 + }, + { + "p": 0.05490918457508087, + "m": 1.0 + }, + { + "p": 0.055426668375730515, + "m": 1.0 + }, + { + "p": 0.05181524157524109, + "m": 1.0 + }, + { + "p": 0.060369059443473816, + "m": 1.0 + }, + { + "p": 0.06920776516199112, + "m": 1.0 + }, + { + "p": 0.038541048765182495, + "m": 1.0 + }, + { + "p": 0.07809007912874222, + "m": 1.0 + }, + { + "p": 0.07297888398170471, + "m": 1.0 + }, + { + "p": 0.036665692925453186, + "m": 1.0 + }, + { + "p": 0.04488244280219078, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3179395198822021, + "val_loss": 1.0236811637878418, + "acc": 67.86, + "time": 130.86382691492327, + "param": [ + { + "p": 0.07888587564229965, + "m": 1.0 + }, + { + "p": 0.03811558336019516, + "m": 1.0 + }, + { + "p": 0.060080766677856445, + "m": 1.0 + }, + { + "p": 0.05367855727672577, + "m": 1.0 + }, + { + "p": 0.046564437448978424, + "m": 1.0 + }, + { + "p": 0.04591510444879532, + "m": 1.0 + }, + { + "p": 0.05206187069416046, + "m": 1.0 + }, + { + "p": 0.07361187785863876, + "m": 1.0 + }, + { + "p": 0.07449687272310257, + "m": 1.0 + }, + { + "p": 0.05225592106580734, + "m": 1.0 + }, + { + "p": 0.05231781676411629, + "m": 1.0 + }, + { + "p": 0.05342893674969673, + "m": 1.0 + }, + { + "p": 0.04890724644064903, + "m": 1.0 + }, + { + "p": 0.03456391394138336, + "m": 1.0 + }, + { + "p": 0.06754296272993088, + "m": 1.0 + }, + { + "p": 0.07229810208082199, + "m": 1.0 + }, + { + "p": 0.05663555860519409, + "m": 1.0 + }, + { + "p": 0.03863844648003578, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3341225385665894, + "val_loss": 1.0797313451766968, + "acc": 63.85, + "time": 139.9249851469649, + "param": [ + { + "p": 0.06702429801225662, + "m": 1.0 + }, + { + "p": 0.035791631788015366, + "m": 1.0 + }, + { + "p": 0.05953128635883331, + "m": 1.0 + }, + { + "p": 0.0590420663356781, + "m": 1.0 + }, + { + "p": 0.040191806852817535, + "m": 1.0 + }, + { + "p": 0.06221099570393562, + "m": 1.0 + }, + { + "p": 0.03974371775984764, + "m": 1.0 + }, + { + "p": 0.06485473364591599, + "m": 1.0 + }, + { + "p": 0.06850836426019669, + "m": 1.0 + }, + { + "p": 0.06949316710233688, + "m": 1.0 + }, + { + "p": 0.048651594668626785, + "m": 1.0 + }, + { + "p": 0.059268370270729065, + "m": 1.0 + }, + { + "p": 0.07597645372152328, + "m": 1.0 + }, + { + "p": 0.029864968731999397, + "m": 1.0 + }, + { + "p": 0.06629151105880737, + "m": 1.0 + }, + { + "p": 0.05089239403605461, + "m": 1.0 + }, + { + "p": 0.05220526084303856, + "m": 1.0 + }, + { + "p": 0.05045738071203232, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3763678073883057, + "val_loss": 0.9251378178596497, + "acc": 66.84, + "time": 136.33352213702165, + "param": [ + { + "p": 0.0393594354391098, + "m": 1.0 + }, + { + "p": 0.054285679012537, + "m": 1.0 + }, + { + "p": 0.05306629091501236, + "m": 1.0 + }, + { + "p": 0.058131929486989975, + "m": 1.0 + }, + { + "p": 0.05295208841562271, + "m": 1.0 + }, + { + "p": 0.047469645738601685, + "m": 1.0 + }, + { + "p": 0.06470432877540588, + "m": 1.0 + }, + { + "p": 0.050021152943372726, + "m": 1.0 + }, + { + "p": 0.06373267620801926, + "m": 1.0 + }, + { + "p": 0.04777533560991287, + "m": 1.0 + }, + { + "p": 0.05075971409678459, + "m": 1.0 + }, + { + "p": 0.06138519570231438, + "m": 1.0 + }, + { + "p": 0.07513292133808136, + "m": 1.0 + }, + { + "p": 0.050145477056503296, + "m": 1.0 + }, + { + "p": 0.06651508063077927, + "m": 1.0 + }, + { + "p": 0.06876733154058456, + "m": 1.0 + }, + { + "p": 0.04902398958802223, + "m": 1.0 + }, + { + "p": 0.046771761029958725, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.5411196947097778, + "val_loss": 0.9059516191482544, + "acc": 68.05, + "time": 138.58084160392173, + "param": [ + { + "p": 0.064476378262043, + "m": 1.0 + }, + { + "p": 0.05851173400878906, + "m": 1.0 + }, + { + "p": 0.06542158126831055, + "m": 1.0 + }, + { + "p": 0.036051493138074875, + "m": 1.0 + }, + { + "p": 0.03980369120836258, + "m": 1.0 + }, + { + "p": 0.05404078587889671, + "m": 1.0 + }, + { + "p": 0.060920629650354385, + "m": 1.0 + }, + { + "p": 0.05819909647107124, + "m": 1.0 + }, + { + "p": 0.07871533930301666, + "m": 1.0 + }, + { + "p": 0.05269540101289749, + "m": 1.0 + }, + { + "p": 0.053411584347486496, + "m": 1.0 + }, + { + "p": 0.06509269773960114, + "m": 1.0 + }, + { + "p": 0.06279492378234863, + "m": 1.0 + }, + { + "p": 0.03861287236213684, + "m": 1.0 + }, + { + "p": 0.061706315726041794, + "m": 1.0 + }, + { + "p": 0.06000811606645584, + "m": 1.0 + }, + { + "p": 0.0463317446410656, + "m": 1.0 + }, + { + "p": 0.043205626308918, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.465444564819336, + "val_loss": 0.930181086063385, + "acc": 67.97, + "time": 131.21621626394335, + "param": [ + { + "p": 0.06775600463151932, + "m": 1.0 + }, + { + "p": 0.04921358451247215, + "m": 1.0 + }, + { + "p": 0.07073875516653061, + "m": 1.0 + }, + { + "p": 0.0442824624478817, + "m": 1.0 + }, + { + "p": 0.055539242923259735, + "m": 1.0 + }, + { + "p": 0.04084217920899391, + "m": 1.0 + }, + { + "p": 0.04248521104454994, + "m": 1.0 + }, + { + "p": 0.058436136692762375, + "m": 1.0 + }, + { + "p": 0.07792140543460846, + "m": 1.0 + }, + { + "p": 0.07220789790153503, + "m": 1.0 + }, + { + "p": 0.055396147072315216, + "m": 1.0 + }, + { + "p": 0.06727214902639389, + "m": 1.0 + }, + { + "p": 0.07094856351613998, + "m": 1.0 + }, + { + "p": 0.0641273558139801, + "m": 1.0 + }, + { + "p": 0.024505412206053734, + "m": 1.0 + }, + { + "p": 0.06039777398109436, + "m": 1.0 + }, + { + "p": 0.03573298454284668, + "m": 1.0 + }, + { + "p": 0.042196810245513916, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.5624160766601562, + "val_loss": 0.8558361530303955, + "acc": 67.68, + "time": 137.1779529119376, + "param": [ + { + "p": 0.06554356217384338, + "m": 1.0 + }, + { + "p": 0.07017798721790314, + "m": 1.0 + }, + { + "p": 0.06522484123706818, + "m": 1.0 + }, + { + "p": 0.04798388108611107, + "m": 1.0 + }, + { + "p": 0.06253335624933243, + "m": 1.0 + }, + { + "p": 0.0525444857776165, + "m": 1.0 + }, + { + "p": 0.06969770789146423, + "m": 1.0 + }, + { + "p": 0.052154283970594406, + "m": 1.0 + }, + { + "p": 0.07613442838191986, + "m": 1.0 + }, + { + "p": 0.056672241538763046, + "m": 1.0 + }, + { + "p": 0.049528613686561584, + "m": 1.0 + }, + { + "p": 0.06444550305604935, + "m": 1.0 + }, + { + "p": 0.052109189331531525, + "m": 1.0 + }, + { + "p": 0.0344303622841835, + "m": 1.0 + }, + { + "p": 0.05570874735713005, + "m": 1.0 + }, + { + "p": 0.03413071110844612, + "m": 1.0 + }, + { + "p": 0.037016693502664566, + "m": 1.0 + }, + { + "p": 0.053963348269462585, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.4389495849609375, + "val_loss": 0.8923152685165405, + "acc": 68.82, + "time": 131.42907971597742, + "param": [ + { + "p": 0.06353402137756348, + "m": 1.0 + }, + { + "p": 0.04986422136425972, + "m": 1.0 + }, + { + "p": 0.055571548640728, + "m": 1.0 + }, + { + "p": 0.06018577888607979, + "m": 1.0 + }, + { + "p": 0.05281684547662735, + "m": 1.0 + }, + { + "p": 0.06016221642494202, + "m": 1.0 + }, + { + "p": 0.04673699662089348, + "m": 1.0 + }, + { + "p": 0.06039608269929886, + "m": 1.0 + }, + { + "p": 0.06504575908184052, + "m": 1.0 + }, + { + "p": 0.054114241153001785, + "m": 1.0 + }, + { + "p": 0.0683213323354721, + "m": 1.0 + }, + { + "p": 0.06575959175825119, + "m": 1.0 + }, + { + "p": 0.07177083194255829, + "m": 1.0 + }, + { + "p": 0.042359501123428345, + "m": 1.0 + }, + { + "p": 0.03139282763004303, + "m": 1.0 + }, + { + "p": 0.055798180401325226, + "m": 1.0 + }, + { + "p": 0.052393589168787, + "m": 1.0 + }, + { + "p": 0.043776530772447586, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.5151631832122803, + "val_loss": 0.9499838352203369, + "acc": 68.49, + "time": 137.32048768899404, + "param": [ + { + "p": 0.04320671409368515, + "m": 1.0 + }, + { + "p": 0.0626702606678009, + "m": 1.0 + }, + { + "p": 0.057083189487457275, + "m": 1.0 + }, + { + "p": 0.04488784447312355, + "m": 1.0 + }, + { + "p": 0.0346248522400856, + "m": 1.0 + }, + { + "p": 0.046111274510622025, + "m": 1.0 + }, + { + "p": 0.06549994647502899, + "m": 1.0 + }, + { + "p": 0.060629360377788544, + "m": 1.0 + }, + { + "p": 0.06804047524929047, + "m": 1.0 + }, + { + "p": 0.06650432199239731, + "m": 1.0 + }, + { + "p": 0.07276932150125504, + "m": 1.0 + }, + { + "p": 0.06497804075479507, + "m": 1.0 + }, + { + "p": 0.04169021546840668, + "m": 1.0 + }, + { + "p": 0.05243963748216629, + "m": 1.0 + }, + { + "p": 0.06730883568525314, + "m": 1.0 + }, + { + "p": 0.0586470291018486, + "m": 1.0 + }, + { + "p": 0.049375809729099274, + "m": 1.0 + }, + { + "p": 0.04353294521570206, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.5919891595840454, + "val_loss": 0.9182180762290955, + "acc": 68.66, + "time": 130.54660212399904, + "param": [ + { + "p": 0.06909254193305969, + "m": 1.0 + }, + { + "p": 0.05026204138994217, + "m": 1.0 + }, + { + "p": 0.05344928801059723, + "m": 1.0 + }, + { + "p": 0.037793662399053574, + "m": 1.0 + }, + { + "p": 0.047959811985492706, + "m": 1.0 + }, + { + "p": 0.015845278277993202, + "m": 1.0 + }, + { + "p": 0.05472008138895035, + "m": 1.0 + }, + { + "p": 0.05412339046597481, + "m": 1.0 + }, + { + "p": 0.07108210027217865, + "m": 1.0 + }, + { + "p": 0.06787021458148956, + "m": 1.0 + }, + { + "p": 0.04253799468278885, + "m": 1.0 + }, + { + "p": 0.08191957324743271, + "m": 1.0 + }, + { + "p": 0.07560613006353378, + "m": 1.0 + }, + { + "p": 0.049742843955755234, + "m": 1.0 + }, + { + "p": 0.05816064774990082, + "m": 1.0 + }, + { + "p": 0.054912175983190536, + "m": 1.0 + }, + { + "p": 0.05287444591522217, + "m": 1.0 + }, + { + "p": 0.062047671526670456, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.438886046409607, + "val_loss": 0.8622947931289673, + "acc": 68.82, + "time": 132.33462891890667, + "param": [ + { + "p": 0.07416148483753204, + "m": 1.0 + }, + { + "p": 0.05278930068016052, + "m": 1.0 + }, + { + "p": 0.03989345580339432, + "m": 1.0 + }, + { + "p": 0.06373206526041031, + "m": 1.0 + }, + { + "p": 0.06362205743789673, + "m": 1.0 + }, + { + "p": 0.03977109119296074, + "m": 1.0 + }, + { + "p": 0.07451701909303665, + "m": 1.0 + }, + { + "p": 0.04010555148124695, + "m": 1.0 + }, + { + "p": 0.06824426352977753, + "m": 1.0 + }, + { + "p": 0.078711599111557, + "m": 1.0 + }, + { + "p": 0.0743594542145729, + "m": 1.0 + }, + { + "p": 0.0683918371796608, + "m": 1.0 + }, + { + "p": 0.043112531304359436, + "m": 1.0 + }, + { + "p": 0.03740363195538521, + "m": 1.0 + }, + { + "p": 0.05955052375793457, + "m": 1.0 + }, + { + "p": 0.055264294147491455, + "m": 1.0 + }, + { + "p": 0.03291235864162445, + "m": 1.0 + }, + { + "p": 0.0334574393928051, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.4222990274429321, + "val_loss": 0.8618664741516113, + "acc": 67.64, + "time": 133.62712626706343, + "param": [ + { + "p": 0.057052358984947205, + "m": 1.0 + }, + { + "p": 0.030605299398303032, + "m": 1.0 + }, + { + "p": 0.0545726977288723, + "m": 1.0 + }, + { + "p": 0.06124648451805115, + "m": 1.0 + }, + { + "p": 0.03305700421333313, + "m": 1.0 + }, + { + "p": 0.06744249910116196, + "m": 1.0 + }, + { + "p": 0.04917284473776817, + "m": 1.0 + }, + { + "p": 0.07167863100767136, + "m": 1.0 + }, + { + "p": 0.06303554773330688, + "m": 1.0 + }, + { + "p": 0.04074909910559654, + "m": 1.0 + }, + { + "p": 0.08444701135158539, + "m": 1.0 + }, + { + "p": 0.06024905666708946, + "m": 1.0 + }, + { + "p": 0.06222890689969063, + "m": 1.0 + }, + { + "p": 0.040267910808324814, + "m": 1.0 + }, + { + "p": 0.05395319685339928, + "m": 1.0 + }, + { + "p": 0.07025723904371262, + "m": 1.0 + }, + { + "p": 0.055896639823913574, + "m": 1.0 + }, + { + "p": 0.044087622314691544, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.5509401559829712, + "val_loss": 0.8859542608261108, + "acc": 68.1, + "time": 125.93914459797088, + "param": [ + { + "p": 0.05668342858552933, + "m": 1.0 + }, + { + "p": 0.052126068621873856, + "m": 1.0 + }, + { + "p": 0.07700008153915405, + "m": 1.0 + }, + { + "p": 0.058738432824611664, + "m": 1.0 + }, + { + "p": 0.032241251319646835, + "m": 1.0 + }, + { + "p": 0.01781509630382061, + "m": 1.0 + }, + { + "p": 0.024451972916722298, + "m": 1.0 + }, + { + "p": 0.06421516835689545, + "m": 1.0 + }, + { + "p": 0.07612466812133789, + "m": 1.0 + }, + { + "p": 0.06543194502592087, + "m": 1.0 + }, + { + "p": 0.0576271191239357, + "m": 1.0 + }, + { + "p": 0.05516122281551361, + "m": 1.0 + }, + { + "p": 0.08620800077915192, + "m": 1.0 + }, + { + "p": 0.05044057220220566, + "m": 1.0 + }, + { + "p": 0.0652320384979248, + "m": 1.0 + }, + { + "p": 0.05293649807572365, + "m": 1.0 + }, + { + "p": 0.04456770047545433, + "m": 1.0 + }, + { + "p": 0.06299875676631927, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.4541633129119873, + "val_loss": 0.965148389339447, + "acc": 68.77, + "time": 138.3337970650755, + "param": [ + { + "p": 0.05555059760808945, + "m": 1.0 + }, + { + "p": 0.050897568464279175, + "m": 1.0 + }, + { + "p": 0.06865435093641281, + "m": 1.0 + }, + { + "p": 0.05225604027509689, + "m": 1.0 + }, + { + "p": 0.038986146450042725, + "m": 1.0 + }, + { + "p": 0.059197328984737396, + "m": 1.0 + }, + { + "p": 0.06623019278049469, + "m": 1.0 + }, + { + "p": 0.05728604644536972, + "m": 1.0 + }, + { + "p": 0.06881379336118698, + "m": 1.0 + }, + { + "p": 0.05035066977143288, + "m": 1.0 + }, + { + "p": 0.06430225074291229, + "m": 1.0 + }, + { + "p": 0.05317455902695656, + "m": 1.0 + }, + { + "p": 0.05223532393574715, + "m": 1.0 + }, + { + "p": 0.06186005100607872, + "m": 1.0 + }, + { + "p": 0.04385902360081673, + "m": 1.0 + }, + { + "p": 0.05521711707115173, + "m": 1.0 + }, + { + "p": 0.05500107631087303, + "m": 1.0 + }, + { + "p": 0.046127770096063614, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.3402127027511597, + "val_loss": 0.9470344185829163, + "acc": 68.5, + "time": 125.07676208706107, + "param": [ + { + "p": 0.060167718678712845, + "m": 1.0 + }, + { + "p": 0.05202873796224594, + "m": 1.0 + }, + { + "p": 0.061016909778118134, + "m": 1.0 + }, + { + "p": 0.059505872428417206, + "m": 1.0 + }, + { + "p": 0.055890437215566635, + "m": 1.0 + }, + { + "p": 0.051929548382759094, + "m": 1.0 + }, + { + "p": 0.07224719971418381, + "m": 1.0 + }, + { + "p": 0.05307645723223686, + "m": 1.0 + }, + { + "p": 0.06536749750375748, + "m": 1.0 + }, + { + "p": 0.056326910853385925, + "m": 1.0 + }, + { + "p": 0.05062967911362648, + "m": 1.0 + }, + { + "p": 0.06195629760622978, + "m": 1.0 + }, + { + "p": 0.06038203835487366, + "m": 1.0 + }, + { + "p": 0.049056168645620346, + "m": 1.0 + }, + { + "p": 0.06364212930202484, + "m": 1.0 + }, + { + "p": 0.05052599310874939, + "m": 1.0 + }, + { + "p": 0.03799506649374962, + "m": 1.0 + }, + { + "p": 0.03825541213154793, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.3337713479995728, + "val_loss": 0.8982563018798828, + "acc": 68.13, + "time": 129.87043980997987, + "param": [ + { + "p": 0.07981301099061966, + "m": 1.0 + }, + { + "p": 0.044219840317964554, + "m": 1.0 + }, + { + "p": 0.07315017282962799, + "m": 1.0 + }, + { + "p": 0.05154745653271675, + "m": 1.0 + }, + { + "p": 0.06284276396036148, + "m": 1.0 + }, + { + "p": 0.06404239684343338, + "m": 1.0 + }, + { + "p": 0.07674700021743774, + "m": 1.0 + }, + { + "p": 0.07275345176458359, + "m": 1.0 + }, + { + "p": 0.04907448962330818, + "m": 1.0 + }, + { + "p": 0.048854004591703415, + "m": 1.0 + }, + { + "p": 0.06053568050265312, + "m": 1.0 + }, + { + "p": 0.0884048193693161, + "m": 1.0 + }, + { + "p": 0.03241416811943054, + "m": 1.0 + }, + { + "p": 0.043921440839767456, + "m": 1.0 + }, + { + "p": 0.05475959554314613, + "m": 1.0 + }, + { + "p": 0.03731939569115639, + "m": 1.0 + }, + { + "p": 0.04343225806951523, + "m": 1.0 + }, + { + "p": 0.016168009489774704, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2810842990875244, + "val_loss": 0.8127270936965942, + "acc": 68.38, + "time": 135.0195508459583, + "param": [ + { + "p": 0.07148463279008865, + "m": 1.0 + }, + { + "p": 0.048660021275281906, + "m": 1.0 + }, + { + "p": 0.04603324458003044, + "m": 1.0 + }, + { + "p": 0.023578178137540817, + "m": 1.0 + }, + { + "p": 0.049782902002334595, + "m": 1.0 + }, + { + "p": 0.06779111176729202, + "m": 1.0 + }, + { + "p": 0.07213222980499268, + "m": 1.0 + }, + { + "p": 0.04524390399456024, + "m": 1.0 + }, + { + "p": 0.059083931148052216, + "m": 1.0 + }, + { + "p": 0.05694279074668884, + "m": 1.0 + }, + { + "p": 0.05445194989442825, + "m": 1.0 + }, + { + "p": 0.07559890300035477, + "m": 1.0 + }, + { + "p": 0.05545711889863014, + "m": 1.0 + }, + { + "p": 0.06896743178367615, + "m": 1.0 + }, + { + "p": 0.06044848635792732, + "m": 1.0 + }, + { + "p": 0.06887740641832352, + "m": 1.0 + }, + { + "p": 0.03300010412931442, + "m": 1.0 + }, + { + "p": 0.042465705424547195, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.3188453912734985, + "val_loss": 0.8289585113525391, + "acc": 68.5, + "time": 136.41579913604073, + "param": [ + { + "p": 0.05723511800169945, + "m": 1.0 + }, + { + "p": 0.040745776146650314, + "m": 1.0 + }, + { + "p": 0.0691363513469696, + "m": 1.0 + }, + { + "p": 0.04967368766665459, + "m": 1.0 + }, + { + "p": 0.04353494197130203, + "m": 1.0 + }, + { + "p": 0.05258207023143768, + "m": 1.0 + }, + { + "p": 0.05779973790049553, + "m": 1.0 + }, + { + "p": 0.06250664591789246, + "m": 1.0 + }, + { + "p": 0.06990643590688705, + "m": 1.0 + }, + { + "p": 0.0722825899720192, + "m": 1.0 + }, + { + "p": 0.05478668212890625, + "m": 1.0 + }, + { + "p": 0.05873360484838486, + "m": 1.0 + }, + { + "p": 0.0698317363858223, + "m": 1.0 + }, + { + "p": 0.054640889167785645, + "m": 1.0 + }, + { + "p": 0.059517696499824524, + "m": 1.0 + }, + { + "p": 0.04053753614425659, + "m": 1.0 + }, + { + "p": 0.022456014528870583, + "m": 1.0 + }, + { + "p": 0.06409244239330292, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.4426629543304443, + "val_loss": 0.9828891158103943, + "acc": 67.81, + "time": 128.91515263391193, + "param": [ + { + "p": 0.05731455236673355, + "m": 1.0 + }, + { + "p": 0.05184905603528023, + "m": 1.0 + }, + { + "p": 0.07168486714363098, + "m": 1.0 + }, + { + "p": 0.06515387445688248, + "m": 1.0 + }, + { + "p": 0.05231320485472679, + "m": 1.0 + }, + { + "p": 0.05603930726647377, + "m": 1.0 + }, + { + "p": 0.04434940963983536, + "m": 1.0 + }, + { + "p": 0.05317436158657074, + "m": 1.0 + }, + { + "p": 0.050936076790094376, + "m": 1.0 + }, + { + "p": 0.05779607221484184, + "m": 1.0 + }, + { + "p": 0.056609682738780975, + "m": 1.0 + }, + { + "p": 0.06461402028799057, + "m": 1.0 + }, + { + "p": 0.05785740539431572, + "m": 1.0 + }, + { + "p": 0.04715591296553612, + "m": 1.0 + }, + { + "p": 0.04912789911031723, + "m": 1.0 + }, + { + "p": 0.06608059257268906, + "m": 1.0 + }, + { + "p": 0.047149740159511566, + "m": 1.0 + }, + { + "p": 0.050794050097465515, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.402697205543518, + "val_loss": 0.9321402907371521, + "acc": 69.38, + "time": 137.68843584693968, + "param": [ + { + "p": 0.06881804019212723, + "m": 1.0 + }, + { + "p": 0.03764892369508743, + "m": 1.0 + }, + { + "p": 0.05436386168003082, + "m": 1.0 + }, + { + "p": 0.05440948158502579, + "m": 1.0 + }, + { + "p": 0.06305380165576935, + "m": 1.0 + }, + { + "p": 0.047422826290130615, + "m": 1.0 + }, + { + "p": 0.05957551300525665, + "m": 1.0 + }, + { + "p": 0.055645983666181564, + "m": 1.0 + }, + { + "p": 0.05457528680562973, + "m": 1.0 + }, + { + "p": 0.06283155083656311, + "m": 1.0 + }, + { + "p": 0.05775515362620354, + "m": 1.0 + }, + { + "p": 0.06527293473482132, + "m": 1.0 + }, + { + "p": 0.05299180746078491, + "m": 1.0 + }, + { + "p": 0.047503888607025146, + "m": 1.0 + }, + { + "p": 0.05309486761689186, + "m": 1.0 + }, + { + "p": 0.07435978949069977, + "m": 1.0 + }, + { + "p": 0.055193156003952026, + "m": 1.0 + }, + { + "p": 0.03548317030072212, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3809939622879028, + "val_loss": 0.882122814655304, + "acc": 69.49, + "time": 142.6938963540597, + "param": [ + { + "p": 0.08001803606748581, + "m": 1.0 + }, + { + "p": 0.040262117981910706, + "m": 1.0 + }, + { + "p": 0.07162544876337051, + "m": 1.0 + }, + { + "p": 0.04660375416278839, + "m": 1.0 + }, + { + "p": 0.050302017480134964, + "m": 1.0 + }, + { + "p": 0.03371252492070198, + "m": 1.0 + }, + { + "p": 0.05321472883224487, + "m": 1.0 + }, + { + "p": 0.04495987296104431, + "m": 1.0 + }, + { + "p": 0.0698053315281868, + "m": 1.0 + }, + { + "p": 0.05155861750245094, + "m": 1.0 + }, + { + "p": 0.06416312605142593, + "m": 1.0 + }, + { + "p": 0.06666158139705658, + "m": 1.0 + }, + { + "p": 0.058212630450725555, + "m": 1.0 + }, + { + "p": 0.062253959476947784, + "m": 1.0 + }, + { + "p": 0.057223644107580185, + "m": 1.0 + }, + { + "p": 0.061150118708610535, + "m": 1.0 + }, + { + "p": 0.0433766134083271, + "m": 1.0 + }, + { + "p": 0.04489604011178017, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3571908473968506, + "val_loss": 0.8636925220489502, + "acc": 68.61, + "time": 125.56925939302891, + "param": [ + { + "p": 0.06643250584602356, + "m": 1.0 + }, + { + "p": 0.05738603323698044, + "m": 1.0 + }, + { + "p": 0.04233521968126297, + "m": 1.0 + }, + { + "p": 0.05609976500272751, + "m": 1.0 + }, + { + "p": 0.06783958524465561, + "m": 1.0 + }, + { + "p": 0.06578251719474792, + "m": 1.0 + }, + { + "p": 0.05975033715367317, + "m": 1.0 + }, + { + "p": 0.06257472932338715, + "m": 1.0 + }, + { + "p": 0.06913499534130096, + "m": 1.0 + }, + { + "p": 0.06948442757129669, + "m": 1.0 + }, + { + "p": 0.05039447918534279, + "m": 1.0 + }, + { + "p": 0.04714668169617653, + "m": 1.0 + }, + { + "p": 0.06257481127977371, + "m": 1.0 + }, + { + "p": 0.014401277527213097, + "m": 1.0 + }, + { + "p": 0.07250861078500748, + "m": 1.0 + }, + { + "p": 0.05958661437034607, + "m": 1.0 + }, + { + "p": 0.03689802810549736, + "m": 1.0 + }, + { + "p": 0.03966940566897392, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.4504666328430176, + "val_loss": 0.8454713821411133, + "acc": 68.62, + "time": 130.6567588809412, + "param": [ + { + "p": 0.05531228333711624, + "m": 1.0 + }, + { + "p": 0.050935741513967514, + "m": 1.0 + }, + { + "p": 0.07625831663608551, + "m": 1.0 + }, + { + "p": 0.05747946351766586, + "m": 1.0 + }, + { + "p": 0.014529500156641006, + "m": 1.0 + }, + { + "p": 0.05844718590378761, + "m": 1.0 + }, + { + "p": 0.056492798030376434, + "m": 1.0 + }, + { + "p": 0.06779954582452774, + "m": 1.0 + }, + { + "p": 0.05379257723689079, + "m": 1.0 + }, + { + "p": 0.0748801976442337, + "m": 1.0 + }, + { + "p": 0.07250537723302841, + "m": 1.0 + }, + { + "p": 0.048311587423086166, + "m": 1.0 + }, + { + "p": 0.05452810227870941, + "m": 1.0 + }, + { + "p": 0.05602103844285011, + "m": 1.0 + }, + { + "p": 0.062087927013635635, + "m": 1.0 + }, + { + "p": 0.06873764842748642, + "m": 1.0 + }, + { + "p": 0.034533023834228516, + "m": 1.0 + }, + { + "p": 0.03734775632619858, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.590139627456665, + "val_loss": 0.9548758864402771, + "acc": 67.96, + "time": 141.5480413089972, + "param": [ + { + "p": 0.08453237265348434, + "m": 1.0 + }, + { + "p": 0.046850260347127914, + "m": 1.0 + }, + { + "p": 0.04971836507320404, + "m": 1.0 + }, + { + "p": 0.03014479950070381, + "m": 1.0 + }, + { + "p": 0.029781829565763474, + "m": 1.0 + }, + { + "p": 0.05451793968677521, + "m": 1.0 + }, + { + "p": 0.065546415746212, + "m": 1.0 + }, + { + "p": 0.07184542715549469, + "m": 1.0 + }, + { + "p": 0.0529012605547905, + "m": 1.0 + }, + { + "p": 0.06816799193620682, + "m": 1.0 + }, + { + "p": 0.03503995016217232, + "m": 1.0 + }, + { + "p": 0.08878358453512192, + "m": 1.0 + }, + { + "p": 0.044803913682699203, + "m": 1.0 + }, + { + "p": 0.048516638576984406, + "m": 1.0 + }, + { + "p": 0.058697666972875595, + "m": 1.0 + }, + { + "p": 0.06482866406440735, + "m": 1.0 + }, + { + "p": 0.05790046229958534, + "m": 1.0 + }, + { + "p": 0.04742242768406868, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.487734079360962, + "val_loss": 0.8333675861358643, + "acc": 69.98, + "time": 128.1605033740634, + "param": [ + { + "p": 0.07621482759714127, + "m": 1.0 + }, + { + "p": 0.037743501365184784, + "m": 1.0 + }, + { + "p": 0.0538613460958004, + "m": 1.0 + }, + { + "p": 0.04939426854252815, + "m": 1.0 + }, + { + "p": 0.0695381611585617, + "m": 1.0 + }, + { + "p": 0.06139849126338959, + "m": 1.0 + }, + { + "p": 0.05668086186051369, + "m": 1.0 + }, + { + "p": 0.06231442838907242, + "m": 1.0 + }, + { + "p": 0.055750757455825806, + "m": 1.0 + }, + { + "p": 0.07401454448699951, + "m": 1.0 + }, + { + "p": 0.03976104035973549, + "m": 1.0 + }, + { + "p": 0.06712619960308075, + "m": 1.0 + }, + { + "p": 0.06445044279098511, + "m": 1.0 + }, + { + "p": 0.027114735916256905, + "m": 1.0 + }, + { + "p": 0.047545839101076126, + "m": 1.0 + }, + { + "p": 0.07794292271137238, + "m": 1.0 + }, + { + "p": 0.052996307611465454, + "m": 1.0 + }, + { + "p": 0.02615133672952652, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.4415627717971802, + "val_loss": 0.8859504461288452, + "acc": 70.6, + "time": 129.06481881905347, + "param": [ + { + "p": 0.06081267446279526, + "m": 1.0 + }, + { + "p": 0.05276765674352646, + "m": 1.0 + }, + { + "p": 0.06418609619140625, + "m": 1.0 + }, + { + "p": 0.04318977892398834, + "m": 1.0 + }, + { + "p": 0.05030101165175438, + "m": 1.0 + }, + { + "p": 0.06751273572444916, + "m": 1.0 + }, + { + "p": 0.0641719251871109, + "m": 1.0 + }, + { + "p": 0.05798482894897461, + "m": 1.0 + }, + { + "p": 0.0633537620306015, + "m": 1.0 + }, + { + "p": 0.05502495542168617, + "m": 1.0 + }, + { + "p": 0.06426510214805603, + "m": 1.0 + }, + { + "p": 0.058809809386730194, + "m": 1.0 + }, + { + "p": 0.05065758526325226, + "m": 1.0 + }, + { + "p": 0.06648288667201996, + "m": 1.0 + }, + { + "p": 0.05023079365491867, + "m": 1.0 + }, + { + "p": 0.052439335733652115, + "m": 1.0 + }, + { + "p": 0.03567708656191826, + "m": 1.0 + }, + { + "p": 0.0421319305896759, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.4523980617523193, + "val_loss": 0.8712940216064453, + "acc": 69.79, + "time": 131.13376676908229, + "param": [ + { + "p": 0.06496810913085938, + "m": 1.0 + }, + { + "p": 0.04411022737622261, + "m": 1.0 + }, + { + "p": 0.04966026172041893, + "m": 1.0 + }, + { + "p": 0.07292532920837402, + "m": 1.0 + }, + { + "p": 0.05754045024514198, + "m": 1.0 + }, + { + "p": 0.06255075335502625, + "m": 1.0 + }, + { + "p": 0.058521952480077744, + "m": 1.0 + }, + { + "p": 0.031396783888339996, + "m": 1.0 + }, + { + "p": 0.06542468070983887, + "m": 1.0 + }, + { + "p": 0.05421635881066322, + "m": 1.0 + }, + { + "p": 0.053800005465745926, + "m": 1.0 + }, + { + "p": 0.04868708923459053, + "m": 1.0 + }, + { + "p": 0.05137288570404053, + "m": 1.0 + }, + { + "p": 0.031437166035175323, + "m": 1.0 + }, + { + "p": 0.07315841317176819, + "m": 1.0 + }, + { + "p": 0.0564143992960453, + "m": 1.0 + }, + { + "p": 0.05621793866157532, + "m": 1.0 + }, + { + "p": 0.06759712100028992, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3161895275115967, + "val_loss": 1.0059624910354614, + "acc": 70.28, + "time": 124.19208705599885, + "param": [ + { + "p": 0.08258035033941269, + "m": 1.0 + }, + { + "p": 0.060678787529468536, + "m": 1.0 + }, + { + "p": 0.053504567593336105, + "m": 1.0 + }, + { + "p": 0.052335403859615326, + "m": 1.0 + }, + { + "p": 0.04035766422748566, + "m": 1.0 + }, + { + "p": 0.035200539976358414, + "m": 1.0 + }, + { + "p": 0.05885952711105347, + "m": 1.0 + }, + { + "p": 0.059969712048769, + "m": 1.0 + }, + { + "p": 0.06398920714855194, + "m": 1.0 + }, + { + "p": 0.05706654116511345, + "m": 1.0 + }, + { + "p": 0.05865230783820152, + "m": 1.0 + }, + { + "p": 0.05956675857305527, + "m": 1.0 + }, + { + "p": 0.06223980337381363, + "m": 1.0 + }, + { + "p": 0.04544813185930252, + "m": 1.0 + }, + { + "p": 0.06220761686563492, + "m": 1.0 + }, + { + "p": 0.06956363469362259, + "m": 1.0 + }, + { + "p": 0.03924916684627533, + "m": 1.0 + }, + { + "p": 0.03853033855557442, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2675251960754395, + "val_loss": 0.8564119338989258, + "acc": 69.4, + "time": 124.3120849779807, + "param": [ + { + "p": 0.0533500611782074, + "m": 1.0 + }, + { + "p": 0.061513498425483704, + "m": 1.0 + }, + { + "p": 0.05271286517381668, + "m": 1.0 + }, + { + "p": 0.05955221503973007, + "m": 1.0 + }, + { + "p": 0.06498696655035019, + "m": 1.0 + }, + { + "p": 0.046159375458955765, + "m": 1.0 + }, + { + "p": 0.0662950873374939, + "m": 1.0 + }, + { + "p": 0.055406857281923294, + "m": 1.0 + }, + { + "p": 0.07703417539596558, + "m": 1.0 + }, + { + "p": 0.04353806748986244, + "m": 1.0 + }, + { + "p": 0.057550955563783646, + "m": 1.0 + }, + { + "p": 0.05500984564423561, + "m": 1.0 + }, + { + "p": 0.05089466646313667, + "m": 1.0 + }, + { + "p": 0.04971485584974289, + "m": 1.0 + }, + { + "p": 0.06981188803911209, + "m": 1.0 + }, + { + "p": 0.06098135560750961, + "m": 1.0 + }, + { + "p": 0.04157377779483795, + "m": 1.0 + }, + { + "p": 0.033913418650627136, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.5327385663986206, + "val_loss": 0.9600484371185303, + "acc": 70.35, + "time": 122.68474443699233, + "param": [ + { + "p": 0.044386088848114014, + "m": 1.0 + }, + { + "p": 0.051657047122716904, + "m": 1.0 + }, + { + "p": 0.05863621085882187, + "m": 1.0 + }, + { + "p": 0.055070698261260986, + "m": 1.0 + }, + { + "p": 0.04689927399158478, + "m": 1.0 + }, + { + "p": 0.05219820514321327, + "m": 1.0 + }, + { + "p": 0.04905994236469269, + "m": 1.0 + }, + { + "p": 0.07352912425994873, + "m": 1.0 + }, + { + "p": 0.05621258169412613, + "m": 1.0 + }, + { + "p": 0.07507023215293884, + "m": 1.0 + }, + { + "p": 0.0664411336183548, + "m": 1.0 + }, + { + "p": 0.06579568982124329, + "m": 1.0 + }, + { + "p": 0.06532670557498932, + "m": 1.0 + }, + { + "p": 0.04109317436814308, + "m": 1.0 + }, + { + "p": 0.08117424696683884, + "m": 1.0 + }, + { + "p": 0.05557616055011749, + "m": 1.0 + }, + { + "p": 0.04577043652534485, + "m": 1.0 + }, + { + "p": 0.0161031112074852, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.3514248132705688, + "val_loss": 0.9274383783340454, + "acc": 69.57, + "time": 130.20527662709355, + "param": [ + { + "p": 0.058822453022003174, + "m": 1.0 + }, + { + "p": 0.041621483862400055, + "m": 1.0 + }, + { + "p": 0.061505191028118134, + "m": 1.0 + }, + { + "p": 0.052267078310251236, + "m": 1.0 + }, + { + "p": 0.05039813742041588, + "m": 1.0 + }, + { + "p": 0.04825495555996895, + "m": 1.0 + }, + { + "p": 0.06740878522396088, + "m": 1.0 + }, + { + "p": 0.07494262605905533, + "m": 1.0 + }, + { + "p": 0.03327976167201996, + "m": 1.0 + }, + { + "p": 0.07496856898069382, + "m": 1.0 + }, + { + "p": 0.05673636496067047, + "m": 1.0 + }, + { + "p": 0.05972607806324959, + "m": 1.0 + }, + { + "p": 0.06871733069419861, + "m": 1.0 + }, + { + "p": 0.056830573827028275, + "m": 1.0 + }, + { + "p": 0.04060107097029686, + "m": 1.0 + }, + { + "p": 0.06713102757930756, + "m": 1.0 + }, + { + "p": 0.04610447958111763, + "m": 1.0 + }, + { + "p": 0.04068402945995331, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.245069146156311, + "val_loss": 0.7009199857711792, + "acc": 69.76, + "time": 141.5567739889957, + "param": [ + { + "p": 0.06393878906965256, + "m": 1.0 + }, + { + "p": 0.05840331315994263, + "m": 1.0 + }, + { + "p": 0.06254216283559799, + "m": 1.0 + }, + { + "p": 0.044573426246643066, + "m": 1.0 + }, + { + "p": 0.056947994977235794, + "m": 1.0 + }, + { + "p": 0.021181050688028336, + "m": 1.0 + }, + { + "p": 0.052569370716810226, + "m": 1.0 + }, + { + "p": 0.062150146812200546, + "m": 1.0 + }, + { + "p": 0.07675351947546005, + "m": 1.0 + }, + { + "p": 0.061900265514850616, + "m": 1.0 + }, + { + "p": 0.0662904679775238, + "m": 1.0 + }, + { + "p": 0.032318975776433945, + "m": 1.0 + }, + { + "p": 0.0584094263613224, + "m": 1.0 + }, + { + "p": 0.0658620223402977, + "m": 1.0 + }, + { + "p": 0.06858321279287338, + "m": 1.0 + }, + { + "p": 0.04650428891181946, + "m": 1.0 + }, + { + "p": 0.04976300522685051, + "m": 1.0 + }, + { + "p": 0.0513085275888443, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2389400005340576, + "val_loss": 0.9079318046569824, + "acc": 70.49, + "time": 134.79614110605326, + "param": [ + { + "p": 0.022303586825728416, + "m": 1.0 + }, + { + "p": 0.03056119568645954, + "m": 1.0 + }, + { + "p": 0.05889381468296051, + "m": 1.0 + }, + { + "p": 0.04031882435083389, + "m": 1.0 + }, + { + "p": 0.057050760835409164, + "m": 1.0 + }, + { + "p": 0.0794256180524826, + "m": 1.0 + }, + { + "p": 0.05592779815196991, + "m": 1.0 + }, + { + "p": 0.04325314238667488, + "m": 1.0 + }, + { + "p": 0.05831114575266838, + "m": 1.0 + }, + { + "p": 0.09612925350666046, + "m": 1.0 + }, + { + "p": 0.0665973499417305, + "m": 1.0 + }, + { + "p": 0.045875661075115204, + "m": 1.0 + }, + { + "p": 0.05969672277569771, + "m": 1.0 + }, + { + "p": 0.05429596081376076, + "m": 1.0 + }, + { + "p": 0.06358588486909866, + "m": 1.0 + }, + { + "p": 0.06862533092498779, + "m": 1.0 + }, + { + "p": 0.042540375143289566, + "m": 1.0 + }, + { + "p": 0.056607600301504135, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.4037411212921143, + "val_loss": 0.8544010519981384, + "acc": 70.64, + "time": 122.99367859400809, + "param": [ + { + "p": 0.06515046954154968, + "m": 1.0 + }, + { + "p": 0.052669066935777664, + "m": 1.0 + }, + { + "p": 0.06295931339263916, + "m": 1.0 + }, + { + "p": 0.05067542940378189, + "m": 1.0 + }, + { + "p": 0.04274663329124451, + "m": 1.0 + }, + { + "p": 0.05809967964887619, + "m": 1.0 + }, + { + "p": 0.0632089152932167, + "m": 1.0 + }, + { + "p": 0.05281580239534378, + "m": 1.0 + }, + { + "p": 0.054166555404663086, + "m": 1.0 + }, + { + "p": 0.04968031868338585, + "m": 1.0 + }, + { + "p": 0.05115130916237831, + "m": 1.0 + }, + { + "p": 0.059765201061964035, + "m": 1.0 + }, + { + "p": 0.07520261406898499, + "m": 1.0 + }, + { + "p": 0.0457238107919693, + "m": 1.0 + }, + { + "p": 0.05848708003759384, + "m": 1.0 + }, + { + "p": 0.06486781686544418, + "m": 1.0 + }, + { + "p": 0.05059860274195671, + "m": 1.0 + }, + { + "p": 0.04203152656555176, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.6229937076568604, + "val_loss": 0.9213089942932129, + "acc": 70.7, + "time": 129.7071653320454, + "param": [ + { + "p": 0.08634679764509201, + "m": 1.0 + }, + { + "p": 0.03699106723070145, + "m": 1.0 + }, + { + "p": 0.06591098755598068, + "m": 1.0 + }, + { + "p": 0.04177552089095116, + "m": 1.0 + }, + { + "p": 0.05072993040084839, + "m": 1.0 + }, + { + "p": 0.049784105271101, + "m": 1.0 + }, + { + "p": 0.0496366061270237, + "m": 1.0 + }, + { + "p": 0.06842965632677078, + "m": 1.0 + }, + { + "p": 0.0598566047847271, + "m": 1.0 + }, + { + "p": 0.044485904276371, + "m": 1.0 + }, + { + "p": 0.05139922723174095, + "m": 1.0 + }, + { + "p": 0.05162068083882332, + "m": 1.0 + }, + { + "p": 0.07187839597463608, + "m": 1.0 + }, + { + "p": 0.049554139375686646, + "m": 1.0 + }, + { + "p": 0.05502944439649582, + "m": 1.0 + }, + { + "p": 0.06381843984127045, + "m": 1.0 + }, + { + "p": 0.052083905786275864, + "m": 1.0 + }, + { + "p": 0.05066855996847153, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2549123764038086, + "val_loss": 0.9229324460029602, + "acc": 68.95, + "time": 148.3216903010616, + "param": [ + { + "p": 0.06460052728652954, + "m": 1.0 + }, + { + "p": 0.06959801912307739, + "m": 1.0 + }, + { + "p": 0.04369226470589638, + "m": 1.0 + }, + { + "p": 0.07101563364267349, + "m": 1.0 + }, + { + "p": 0.03648006543517113, + "m": 1.0 + }, + { + "p": 0.03811738267540932, + "m": 1.0 + }, + { + "p": 0.059393592178821564, + "m": 1.0 + }, + { + "p": 0.058314140886068344, + "m": 1.0 + }, + { + "p": 0.061156146228313446, + "m": 1.0 + }, + { + "p": 0.04385651275515556, + "m": 1.0 + }, + { + "p": 0.06174575909972191, + "m": 1.0 + }, + { + "p": 0.06751707941293716, + "m": 1.0 + }, + { + "p": 0.053876545280218124, + "m": 1.0 + }, + { + "p": 0.05438525602221489, + "m": 1.0 + }, + { + "p": 0.061676811426877975, + "m": 1.0 + }, + { + "p": 0.05379506200551987, + "m": 1.0 + }, + { + "p": 0.05267113819718361, + "m": 1.0 + }, + { + "p": 0.04810805991292, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.143168568611145, + "val_loss": 0.7990154027938843, + "acc": 71.05, + "time": 129.96121581504121, + "param": [ + { + "p": 0.06676054000854492, + "m": 1.0 + }, + { + "p": 0.05451776832342148, + "m": 1.0 + }, + { + "p": 0.05087404325604439, + "m": 1.0 + }, + { + "p": 0.056541964411735535, + "m": 1.0 + }, + { + "p": 0.057774145156145096, + "m": 1.0 + }, + { + "p": 0.058851756155490875, + "m": 1.0 + }, + { + "p": 0.05213278532028198, + "m": 1.0 + }, + { + "p": 0.05791095271706581, + "m": 1.0 + }, + { + "p": 0.05915241315960884, + "m": 1.0 + }, + { + "p": 0.058804865926504135, + "m": 1.0 + }, + { + "p": 0.07348623871803284, + "m": 1.0 + }, + { + "p": 0.0576791986823082, + "m": 1.0 + }, + { + "p": 0.06315792351961136, + "m": 1.0 + }, + { + "p": 0.040257517248392105, + "m": 1.0 + }, + { + "p": 0.06799609214067459, + "m": 1.0 + }, + { + "p": 0.05779010429978371, + "m": 1.0 + }, + { + "p": 0.039156895130872726, + "m": 1.0 + }, + { + "p": 0.02715478464961052, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3904093503952026, + "val_loss": 0.8228532671928406, + "acc": 70.82, + "time": 126.1952292190399, + "param": [ + { + "p": 0.06534358114004135, + "m": 1.0 + }, + { + "p": 0.039139971137046814, + "m": 1.0 + }, + { + "p": 0.0689084529876709, + "m": 1.0 + }, + { + "p": 0.0517207533121109, + "m": 1.0 + }, + { + "p": 0.043759509921073914, + "m": 1.0 + }, + { + "p": 0.03919600322842598, + "m": 1.0 + }, + { + "p": 0.04473303258419037, + "m": 1.0 + }, + { + "p": 0.07165129482746124, + "m": 1.0 + }, + { + "p": 0.07401154190301895, + "m": 1.0 + }, + { + "p": 0.05247082933783531, + "m": 1.0 + }, + { + "p": 0.0519135445356369, + "m": 1.0 + }, + { + "p": 0.04450638219714165, + "m": 1.0 + }, + { + "p": 0.07327022403478622, + "m": 1.0 + }, + { + "p": 0.08177071809768677, + "m": 1.0 + }, + { + "p": 0.0642429068684578, + "m": 1.0 + }, + { + "p": 0.05484659597277641, + "m": 1.0 + }, + { + "p": 0.03517798334360123, + "m": 1.0 + }, + { + "p": 0.04333667457103729, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3909399509429932, + "val_loss": 0.908728837966919, + "acc": 70.57, + "time": 125.22900654794648, + "param": [ + { + "p": 0.06105581670999527, + "m": 1.0 + }, + { + "p": 0.04434293136000633, + "m": 1.0 + }, + { + "p": 0.06332173198461533, + "m": 1.0 + }, + { + "p": 0.03876620531082153, + "m": 1.0 + }, + { + "p": 0.05066623538732529, + "m": 1.0 + }, + { + "p": 0.05982718989253044, + "m": 1.0 + }, + { + "p": 0.053643692284822464, + "m": 1.0 + }, + { + "p": 0.05065903067588806, + "m": 1.0 + }, + { + "p": 0.06828485429286957, + "m": 1.0 + }, + { + "p": 0.07472281903028488, + "m": 1.0 + }, + { + "p": 0.05892352759838104, + "m": 1.0 + }, + { + "p": 0.06375782936811447, + "m": 1.0 + }, + { + "p": 0.06632374972105026, + "m": 1.0 + }, + { + "p": 0.04222573712468147, + "m": 1.0 + }, + { + "p": 0.06322870403528214, + "m": 1.0 + }, + { + "p": 0.056239716708660126, + "m": 1.0 + }, + { + "p": 0.04983958601951599, + "m": 1.0 + }, + { + "p": 0.03417066112160683, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.6519495248794556, + "val_loss": 0.7746352553367615, + "acc": 70.81, + "time": 122.76533287996426, + "param": [ + { + "p": 0.04712149128317833, + "m": 1.0 + }, + { + "p": 0.019258763641119003, + "m": 1.0 + }, + { + "p": 0.0573643334209919, + "m": 1.0 + }, + { + "p": 0.057820726186037064, + "m": 1.0 + }, + { + "p": 0.05022050067782402, + "m": 1.0 + }, + { + "p": 0.06170526146888733, + "m": 1.0 + }, + { + "p": 0.06053655594587326, + "m": 1.0 + }, + { + "p": 0.0585927776992321, + "m": 1.0 + }, + { + "p": 0.0691269040107727, + "m": 1.0 + }, + { + "p": 0.058981336653232574, + "m": 1.0 + }, + { + "p": 0.0650622621178627, + "m": 1.0 + }, + { + "p": 0.08165529370307922, + "m": 1.0 + }, + { + "p": 0.07645455747842789, + "m": 1.0 + }, + { + "p": 0.029130270704627037, + "m": 1.0 + }, + { + "p": 0.04115412384271622, + "m": 1.0 + }, + { + "p": 0.07068408280611038, + "m": 1.0 + }, + { + "p": 0.04958349093794823, + "m": 1.0 + }, + { + "p": 0.04554726555943489, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.5411760807037354, + "val_loss": 0.9183929562568665, + "acc": 71.14, + "time": 130.17286961106583, + "param": [ + { + "p": 0.06146875023841858, + "m": 1.0 + }, + { + "p": 0.04320189729332924, + "m": 1.0 + }, + { + "p": 0.07674787938594818, + "m": 1.0 + }, + { + "p": 0.04669218882918358, + "m": 1.0 + }, + { + "p": 0.023013612255454063, + "m": 1.0 + }, + { + "p": 0.03680632263422012, + "m": 1.0 + }, + { + "p": 0.0622703917324543, + "m": 1.0 + }, + { + "p": 0.062471941113471985, + "m": 1.0 + }, + { + "p": 0.05225275456905365, + "m": 1.0 + }, + { + "p": 0.04160400480031967, + "m": 1.0 + }, + { + "p": 0.07368732243776321, + "m": 1.0 + }, + { + "p": 0.06502190977334976, + "m": 1.0 + }, + { + "p": 0.0659768357872963, + "m": 1.0 + }, + { + "p": 0.03362787142395973, + "m": 1.0 + }, + { + "p": 0.08583290874958038, + "m": 1.0 + }, + { + "p": 0.07558156549930573, + "m": 1.0 + }, + { + "p": 0.06221971660852432, + "m": 1.0 + }, + { + "p": 0.03152211755514145, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.508217692375183, + "val_loss": 0.8396517634391785, + "acc": 69.39, + "time": 125.17450552002992, + "param": [ + { + "p": 0.04479987919330597, + "m": 1.0 + }, + { + "p": 0.05470891669392586, + "m": 1.0 + }, + { + "p": 0.061920732259750366, + "m": 1.0 + }, + { + "p": 0.047966353595256805, + "m": 1.0 + }, + { + "p": 0.05537491664290428, + "m": 1.0 + }, + { + "p": 0.05637294426560402, + "m": 1.0 + }, + { + "p": 0.04138742387294769, + "m": 1.0 + }, + { + "p": 0.03334222361445427, + "m": 1.0 + }, + { + "p": 0.05162441357970238, + "m": 1.0 + }, + { + "p": 0.056642256677150726, + "m": 1.0 + }, + { + "p": 0.0511639378964901, + "m": 1.0 + }, + { + "p": 0.05662001296877861, + "m": 1.0 + }, + { + "p": 0.06933911889791489, + "m": 1.0 + }, + { + "p": 0.06573718041181564, + "m": 1.0 + }, + { + "p": 0.08156734704971313, + "m": 1.0 + }, + { + "p": 0.07280438393354416, + "m": 1.0 + }, + { + "p": 0.04553716257214546, + "m": 1.0 + }, + { + "p": 0.05309076979756355, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.5649343729019165, + "val_loss": 0.7998570799827576, + "acc": 71.41, + "time": 131.8791824959917, + "param": [ + { + "p": 0.06917222589254379, + "m": 1.0 + }, + { + "p": 0.04983166232705116, + "m": 1.0 + }, + { + "p": 0.07374358177185059, + "m": 1.0 + }, + { + "p": 0.07777602225542068, + "m": 1.0 + }, + { + "p": 0.01978135108947754, + "m": 1.0 + }, + { + "p": 0.07609131187200546, + "m": 1.0 + }, + { + "p": 0.03673480451107025, + "m": 1.0 + }, + { + "p": 0.07011787593364716, + "m": 1.0 + }, + { + "p": 0.047594018280506134, + "m": 1.0 + }, + { + "p": 0.06849569082260132, + "m": 1.0 + }, + { + "p": 0.034336913377046585, + "m": 1.0 + }, + { + "p": 0.06592068821191788, + "m": 1.0 + }, + { + "p": 0.051169998943805695, + "m": 1.0 + }, + { + "p": 0.05864366143941879, + "m": 1.0 + }, + { + "p": 0.061834774911403656, + "m": 1.0 + }, + { + "p": 0.07658463716506958, + "m": 1.0 + }, + { + "p": 0.03930067643523216, + "m": 1.0 + }, + { + "p": 0.022870030254125595, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.3371202945709229, + "val_loss": 0.8289499878883362, + "acc": 69.62, + "time": 129.8913340109866, + "param": [ + { + "p": 0.07016601413488388, + "m": 1.0 + }, + { + "p": 0.06007508188486099, + "m": 1.0 + }, + { + "p": 0.06088050454854965, + "m": 1.0 + }, + { + "p": 0.04123983904719353, + "m": 1.0 + }, + { + "p": 0.043455008417367935, + "m": 1.0 + }, + { + "p": 0.055298611521720886, + "m": 1.0 + }, + { + "p": 0.05662015825510025, + "m": 1.0 + }, + { + "p": 0.06740157306194305, + "m": 1.0 + }, + { + "p": 0.04598546400666237, + "m": 1.0 + }, + { + "p": 0.05952834710478783, + "m": 1.0 + }, + { + "p": 0.07242375612258911, + "m": 1.0 + }, + { + "p": 0.0694461539387703, + "m": 1.0 + }, + { + "p": 0.05635745823383331, + "m": 1.0 + }, + { + "p": 0.056040070950984955, + "m": 1.0 + }, + { + "p": 0.057803425937891006, + "m": 1.0 + }, + { + "p": 0.05296461284160614, + "m": 1.0 + }, + { + "p": 0.041869960725307465, + "m": 1.0 + }, + { + "p": 0.03244389593601227, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.3617318868637085, + "val_loss": 0.9735754132270813, + "acc": 69.43, + "time": 124.06219600595068, + "param": [ + { + "p": 0.07895588874816895, + "m": 1.0 + }, + { + "p": 0.046232160180807114, + "m": 1.0 + }, + { + "p": 0.07357629388570786, + "m": 1.0 + }, + { + "p": 0.05152679234743118, + "m": 1.0 + }, + { + "p": 0.051663994789123535, + "m": 1.0 + }, + { + "p": 0.03270823508501053, + "m": 1.0 + }, + { + "p": 0.06683647632598877, + "m": 1.0 + }, + { + "p": 0.042474858462810516, + "m": 1.0 + }, + { + "p": 0.0598553791642189, + "m": 1.0 + }, + { + "p": 0.05900949984788895, + "m": 1.0 + }, + { + "p": 0.07045594602823257, + "m": 1.0 + }, + { + "p": 0.04434572905302048, + "m": 1.0 + }, + { + "p": 0.0567130483686924, + "m": 1.0 + }, + { + "p": 0.05667963996529579, + "m": 1.0 + }, + { + "p": 0.062262434512376785, + "m": 1.0 + }, + { + "p": 0.06227939575910568, + "m": 1.0 + }, + { + "p": 0.05041731148958206, + "m": 1.0 + }, + { + "p": 0.034007005393505096, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3749525547027588, + "val_loss": 0.8510814309120178, + "acc": 69.69, + "time": 133.57111094892025, + "param": [ + { + "p": 0.04073534905910492, + "m": 1.0 + }, + { + "p": 0.04021035134792328, + "m": 1.0 + }, + { + "p": 0.05062151700258255, + "m": 1.0 + }, + { + "p": 0.047950681298971176, + "m": 1.0 + }, + { + "p": 0.057604871690273285, + "m": 1.0 + }, + { + "p": 0.06307332962751389, + "m": 1.0 + }, + { + "p": 0.057176221162080765, + "m": 1.0 + }, + { + "p": 0.06834757328033447, + "m": 1.0 + }, + { + "p": 0.06742970645427704, + "m": 1.0 + }, + { + "p": 0.07095901668071747, + "m": 1.0 + }, + { + "p": 0.0481061115860939, + "m": 1.0 + }, + { + "p": 0.055131684988737106, + "m": 1.0 + }, + { + "p": 0.07158812880516052, + "m": 1.0 + }, + { + "p": 0.05993305519223213, + "m": 1.0 + }, + { + "p": 0.05899184197187424, + "m": 1.0 + }, + { + "p": 0.060620084404945374, + "m": 1.0 + }, + { + "p": 0.03849330171942711, + "m": 1.0 + }, + { + "p": 0.0430271252989769, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.3227713108062744, + "val_loss": 0.8908712863922119, + "acc": 71.52, + "time": 134.76597661105916, + "param": [ + { + "p": 0.06762689352035522, + "m": 1.0 + }, + { + "p": 0.038761552423238754, + "m": 1.0 + }, + { + "p": 0.06700657308101654, + "m": 1.0 + }, + { + "p": 0.05167020857334137, + "m": 1.0 + }, + { + "p": 0.01898260787129402, + "m": 1.0 + }, + { + "p": 0.05010523274540901, + "m": 1.0 + }, + { + "p": 0.05749218165874481, + "m": 1.0 + }, + { + "p": 0.06189826875925064, + "m": 1.0 + }, + { + "p": 0.06415289640426636, + "m": 1.0 + }, + { + "p": 0.07820477336645126, + "m": 1.0 + }, + { + "p": 0.05992323160171509, + "m": 1.0 + }, + { + "p": 0.058225154876708984, + "m": 1.0 + }, + { + "p": 0.05050012469291687, + "m": 1.0 + }, + { + "p": 0.03496949374675751, + "m": 1.0 + }, + { + "p": 0.07482150197029114, + "m": 1.0 + }, + { + "p": 0.07916480302810669, + "m": 1.0 + }, + { + "p": 0.03500586003065109, + "m": 1.0 + }, + { + "p": 0.051488716155290604, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.2340904474258423, + "val_loss": 0.8216469883918762, + "acc": 71.23, + "time": 135.04018316790462, + "param": [ + { + "p": 0.05256803333759308, + "m": 1.0 + }, + { + "p": 0.046869758516550064, + "m": 1.0 + }, + { + "p": 0.05593114718794823, + "m": 1.0 + }, + { + "p": 0.058591023087501526, + "m": 1.0 + }, + { + "p": 0.027997087687253952, + "m": 1.0 + }, + { + "p": 0.0448104590177536, + "m": 1.0 + }, + { + "p": 0.04072212800383568, + "m": 1.0 + }, + { + "p": 0.06781405955553055, + "m": 1.0 + }, + { + "p": 0.07420819252729416, + "m": 1.0 + }, + { + "p": 0.06577284634113312, + "m": 1.0 + }, + { + "p": 0.04895300790667534, + "m": 1.0 + }, + { + "p": 0.06482799351215363, + "m": 1.0 + }, + { + "p": 0.054304856806993484, + "m": 1.0 + }, + { + "p": 0.04475344717502594, + "m": 1.0 + }, + { + "p": 0.06456883251667023, + "m": 1.0 + }, + { + "p": 0.0764712318778038, + "m": 1.0 + }, + { + "p": 0.053077664226293564, + "m": 1.0 + }, + { + "p": 0.057758230715990067, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2857348918914795, + "val_loss": 0.7608781456947327, + "acc": 70.44, + "time": 130.43273728294298, + "param": [ + { + "p": 0.05382392928004265, + "m": 1.0 + }, + { + "p": 0.060784246772527695, + "m": 1.0 + }, + { + "p": 0.054131463170051575, + "m": 1.0 + }, + { + "p": 0.07026638835668564, + "m": 1.0 + }, + { + "p": 0.056193482130765915, + "m": 1.0 + }, + { + "p": 0.04784710705280304, + "m": 1.0 + }, + { + "p": 0.0638071671128273, + "m": 1.0 + }, + { + "p": 0.05491841956973076, + "m": 1.0 + }, + { + "p": 0.04500874504446983, + "m": 1.0 + }, + { + "p": 0.05014733225107193, + "m": 1.0 + }, + { + "p": 0.06788049638271332, + "m": 1.0 + }, + { + "p": 0.06372174620628357, + "m": 1.0 + }, + { + "p": 0.05720922723412514, + "m": 1.0 + }, + { + "p": 0.06460586190223694, + "m": 1.0 + }, + { + "p": 0.03877989202737808, + "m": 1.0 + }, + { + "p": 0.05279473215341568, + "m": 1.0 + }, + { + "p": 0.05398821830749512, + "m": 1.0 + }, + { + "p": 0.0440916046500206, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.4066510200500488, + "val_loss": 0.759854257106781, + "acc": 71.34, + "time": 127.76167768798769, + "param": [ + { + "p": 0.08283478021621704, + "m": 1.0 + }, + { + "p": 0.05168604850769043, + "m": 1.0 + }, + { + "p": 0.07257296144962311, + "m": 1.0 + }, + { + "p": 0.05880428105592728, + "m": 1.0 + }, + { + "p": 0.03799920529127121, + "m": 1.0 + }, + { + "p": 0.0482928566634655, + "m": 1.0 + }, + { + "p": 0.06244327872991562, + "m": 1.0 + }, + { + "p": 0.03232559934258461, + "m": 1.0 + }, + { + "p": 0.07785467058420181, + "m": 1.0 + }, + { + "p": 0.04917727783322334, + "m": 1.0 + }, + { + "p": 0.05776306986808777, + "m": 1.0 + }, + { + "p": 0.05248607322573662, + "m": 1.0 + }, + { + "p": 0.08075956255197525, + "m": 1.0 + }, + { + "p": 0.052148692309856415, + "m": 1.0 + }, + { + "p": 0.06184465438127518, + "m": 1.0 + }, + { + "p": 0.05234096199274063, + "m": 1.0 + }, + { + "p": 0.02465922199189663, + "m": 1.0 + }, + { + "p": 0.04400681331753731, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2684617042541504, + "val_loss": 0.968235194683075, + "acc": 69.71, + "time": 126.10515320498962, + "param": [ + { + "p": 0.07106568664312363, + "m": 1.0 + }, + { + "p": 0.0818839743733406, + "m": 1.0 + }, + { + "p": 0.07868736982345581, + "m": 1.0 + }, + { + "p": 0.04894663393497467, + "m": 1.0 + }, + { + "p": 0.030431026592850685, + "m": 1.0 + }, + { + "p": 0.052500657737255096, + "m": 1.0 + }, + { + "p": 0.03913535922765732, + "m": 1.0 + }, + { + "p": 0.04926137253642082, + "m": 1.0 + }, + { + "p": 0.043330058455467224, + "m": 1.0 + }, + { + "p": 0.07358415424823761, + "m": 1.0 + }, + { + "p": 0.06870593875646591, + "m": 1.0 + }, + { + "p": 0.05526339262723923, + "m": 1.0 + }, + { + "p": 0.06316447257995605, + "m": 1.0 + }, + { + "p": 0.038610462099313736, + "m": 1.0 + }, + { + "p": 0.0910537913441658, + "m": 1.0 + }, + { + "p": 0.0521557591855526, + "m": 1.0 + }, + { + "p": 0.04409942030906677, + "m": 1.0 + }, + { + "p": 0.018120460212230682, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.3985099792480469, + "val_loss": 0.6469780206680298, + "acc": 70.4, + "time": 122.09413826896343, + "param": [ + { + "p": 0.07374659925699234, + "m": 1.0 + }, + { + "p": 0.06945561617612839, + "m": 1.0 + }, + { + "p": 0.04992102459073067, + "m": 1.0 + }, + { + "p": 0.03493678942322731, + "m": 1.0 + }, + { + "p": 0.0485442653298378, + "m": 1.0 + }, + { + "p": 0.050768543034791946, + "m": 1.0 + }, + { + "p": 0.05775875598192215, + "m": 1.0 + }, + { + "p": 0.05021468549966812, + "m": 1.0 + }, + { + "p": 0.06735167652368546, + "m": 1.0 + }, + { + "p": 0.06594725698232651, + "m": 1.0 + }, + { + "p": 0.05194011330604553, + "m": 1.0 + }, + { + "p": 0.056243669241666794, + "m": 1.0 + }, + { + "p": 0.05021354556083679, + "m": 1.0 + }, + { + "p": 0.057760316878557205, + "m": 1.0 + }, + { + "p": 0.050685200840234756, + "m": 1.0 + }, + { + "p": 0.05788467451930046, + "m": 1.0 + }, + { + "p": 0.06347183883190155, + "m": 1.0 + }, + { + "p": 0.043155305087566376, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.4124670028686523, + "val_loss": 0.8352468013763428, + "acc": 70.93, + "time": 122.75464682094753, + "param": [ + { + "p": 0.05844907835125923, + "m": 1.0 + }, + { + "p": 0.06351421773433685, + "m": 1.0 + }, + { + "p": 0.06088028475642204, + "m": 1.0 + }, + { + "p": 0.07479272037744522, + "m": 1.0 + }, + { + "p": 0.0104615967720747, + "m": 1.0 + }, + { + "p": 0.020331332460045815, + "m": 1.0 + }, + { + "p": 0.03997058421373367, + "m": 1.0 + }, + { + "p": 0.06097213551402092, + "m": 1.0 + }, + { + "p": 0.09760091453790665, + "m": 1.0 + }, + { + "p": 0.07312773168087006, + "m": 1.0 + }, + { + "p": 0.059351708739995956, + "m": 1.0 + }, + { + "p": 0.0760108008980751, + "m": 1.0 + }, + { + "p": 0.051609065383672714, + "m": 1.0 + }, + { + "p": 0.08552425354719162, + "m": 1.0 + }, + { + "p": 0.06923002749681473, + "m": 1.0 + }, + { + "p": 0.05208948254585266, + "m": 1.0 + }, + { + "p": 0.0156813133507967, + "m": 1.0 + }, + { + "p": 0.030402740463614464, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.2484078407287598, + "val_loss": 0.7443569898605347, + "acc": 70.61, + "time": 145.92689733603038, + "param": [ + { + "p": 0.05457470938563347, + "m": 1.0 + }, + { + "p": 0.06490162760019302, + "m": 1.0 + }, + { + "p": 0.06841837614774704, + "m": 1.0 + }, + { + "p": 0.054242368787527084, + "m": 1.0 + }, + { + "p": 0.04514206945896149, + "m": 1.0 + }, + { + "p": 0.03263396769762039, + "m": 1.0 + }, + { + "p": 0.05134667456150055, + "m": 1.0 + }, + { + "p": 0.04992654174566269, + "m": 1.0 + }, + { + "p": 0.07232116907835007, + "m": 1.0 + }, + { + "p": 0.06977418810129166, + "m": 1.0 + }, + { + "p": 0.07784239202737808, + "m": 1.0 + }, + { + "p": 0.05388468876481056, + "m": 1.0 + }, + { + "p": 0.0602421835064888, + "m": 1.0 + }, + { + "p": 0.057183343917131424, + "m": 1.0 + }, + { + "p": 0.04648633673787117, + "m": 1.0 + }, + { + "p": 0.05272536352276802, + "m": 1.0 + }, + { + "p": 0.03498642519116402, + "m": 1.0 + }, + { + "p": 0.05336759611964226, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.44467031955719, + "val_loss": 0.7958933115005493, + "acc": 71.68, + "time": 136.07533530599903, + "param": [ + { + "p": 0.07921718806028366, + "m": 1.0 + }, + { + "p": 0.051528450101614, + "m": 1.0 + }, + { + "p": 0.05618583410978317, + "m": 1.0 + }, + { + "p": 0.059113845229148865, + "m": 1.0 + }, + { + "p": 0.04953693225979805, + "m": 1.0 + }, + { + "p": 0.035223767161369324, + "m": 1.0 + }, + { + "p": 0.07836353033781052, + "m": 1.0 + }, + { + "p": 0.058905038982629776, + "m": 1.0 + }, + { + "p": 0.067329540848732, + "m": 1.0 + }, + { + "p": 0.06387080997228622, + "m": 1.0 + }, + { + "p": 0.07643883675336838, + "m": 1.0 + }, + { + "p": 0.05501740425825119, + "m": 1.0 + }, + { + "p": 0.037651319056749344, + "m": 1.0 + }, + { + "p": 0.047134414315223694, + "m": 1.0 + }, + { + "p": 0.05861411988735199, + "m": 1.0 + }, + { + "p": 0.05764606222510338, + "m": 1.0 + }, + { + "p": 0.03413910046219826, + "m": 1.0 + }, + { + "p": 0.03408383950591087, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.3580892086029053, + "val_loss": 0.7836019992828369, + "acc": 71.0, + "time": 146.58424496592488, + "param": [ + { + "p": 0.07915438711643219, + "m": 1.0 + }, + { + "p": 0.06016940250992775, + "m": 1.0 + }, + { + "p": 0.05658145621418953, + "m": 1.0 + }, + { + "p": 0.04388706758618355, + "m": 1.0 + }, + { + "p": 0.05996587872505188, + "m": 1.0 + }, + { + "p": 0.035597968846559525, + "m": 1.0 + }, + { + "p": 0.05999923124909401, + "m": 1.0 + }, + { + "p": 0.051685720682144165, + "m": 1.0 + }, + { + "p": 0.06634757667779922, + "m": 1.0 + }, + { + "p": 0.05959516763687134, + "m": 1.0 + }, + { + "p": 0.07200820744037628, + "m": 1.0 + }, + { + "p": 0.06039179116487503, + "m": 1.0 + }, + { + "p": 0.043902743607759476, + "m": 1.0 + }, + { + "p": 0.042086921632289886, + "m": 1.0 + }, + { + "p": 0.0366678461432457, + "m": 1.0 + }, + { + "p": 0.058919504284858704, + "m": 1.0 + }, + { + "p": 0.06213952228426933, + "m": 1.0 + }, + { + "p": 0.05089962109923363, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.5305989980697632, + "val_loss": 0.856858491897583, + "acc": 71.61, + "time": 135.72840933001135, + "param": [ + { + "p": 0.06367302685976028, + "m": 1.0 + }, + { + "p": 0.05627007782459259, + "m": 1.0 + }, + { + "p": 0.06382036209106445, + "m": 1.0 + }, + { + "p": 0.05352732911705971, + "m": 1.0 + }, + { + "p": 0.07657873630523682, + "m": 1.0 + }, + { + "p": 0.0671788901090622, + "m": 1.0 + }, + { + "p": 0.040970973670482635, + "m": 1.0 + }, + { + "p": 0.06490121781826019, + "m": 1.0 + }, + { + "p": 0.05414453521370888, + "m": 1.0 + }, + { + "p": 0.05933680012822151, + "m": 1.0 + }, + { + "p": 0.0557563342154026, + "m": 1.0 + }, + { + "p": 0.058336999267339706, + "m": 1.0 + }, + { + "p": 0.051378097385168076, + "m": 1.0 + }, + { + "p": 0.04636596888303757, + "m": 1.0 + }, + { + "p": 0.04172194004058838, + "m": 1.0 + }, + { + "p": 0.0632721409201622, + "m": 1.0 + }, + { + "p": 0.04355893284082413, + "m": 1.0 + }, + { + "p": 0.03920777514576912, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.339548110961914, + "val_loss": 0.7991787195205688, + "acc": 71.31, + "time": 135.34587001695763, + "param": [ + { + "p": 0.04444041848182678, + "m": 1.0 + }, + { + "p": 0.05493829771876335, + "m": 1.0 + }, + { + "p": 0.0450628362596035, + "m": 1.0 + }, + { + "p": 0.04817486181855202, + "m": 1.0 + }, + { + "p": 0.07391487807035446, + "m": 1.0 + }, + { + "p": 0.04162006080150604, + "m": 1.0 + }, + { + "p": 0.024370428174734116, + "m": 1.0 + }, + { + "p": 0.05697852000594139, + "m": 1.0 + }, + { + "p": 0.08582759648561478, + "m": 1.0 + }, + { + "p": 0.05338126793503761, + "m": 1.0 + }, + { + "p": 0.0784013569355011, + "m": 1.0 + }, + { + "p": 0.052830107510089874, + "m": 1.0 + }, + { + "p": 0.08542286604642868, + "m": 1.0 + }, + { + "p": 0.04594834893941879, + "m": 1.0 + }, + { + "p": 0.05578835681080818, + "m": 1.0 + }, + { + "p": 0.05577999725937843, + "m": 1.0 + }, + { + "p": 0.05733109265565872, + "m": 1.0 + }, + { + "p": 0.039788734167814255, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json new file mode 100644 index 0000000..222681c --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 72.25, + "Time": [ + 131.16326107485764, + 6.506873615946366 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.339719295501709, + "val_loss": 2.2851908206939697, + "acc": 14.14, + "time": 140.6923517669784, + "param": [ + { + "p": 0.07072041183710098, + "m": 1.0 + }, + { + "p": 0.018206754699349403, + "m": 1.0 + }, + { + "p": 0.0920792892575264, + "m": 1.0 + }, + { + "p": 0.05172682926058769, + "m": 1.0 + }, + { + "p": 0.03848616033792496, + "m": 1.0 + }, + { + "p": 0.03562659025192261, + "m": 1.0 + }, + { + "p": 0.057791173458099365, + "m": 1.0 + }, + { + "p": 0.06779506057500839, + "m": 1.0 + }, + { + "p": 0.04001519829034805, + "m": 1.0 + }, + { + "p": 0.09463174641132355, + "m": 1.0 + }, + { + "p": 0.06590484082698822, + "m": 1.0 + }, + { + "p": 0.0766613557934761, + "m": 1.0 + }, + { + "p": 0.05697128549218178, + "m": 1.0 + }, + { + "p": 0.020037226378917694, + "m": 1.0 + }, + { + "p": 0.10052728652954102, + "m": 1.0 + }, + { + "p": 0.08736682683229446, + "m": 1.0 + }, + { + "p": 0.013719678856432438, + "m": 1.0 + }, + { + "p": 0.011732272803783417, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1800754070281982, + "val_loss": 2.140911340713501, + "acc": 23.09, + "time": 122.29726222495083, + "param": [ + { + "p": 0.06915248185396194, + "m": 1.0 + }, + { + "p": 0.060088034719228745, + "m": 1.0 + }, + { + "p": 0.033842187374830246, + "m": 1.0 + }, + { + "p": 0.06405733525753021, + "m": 1.0 + }, + { + "p": 0.060064882040023804, + "m": 1.0 + }, + { + "p": 0.060431428253650665, + "m": 1.0 + }, + { + "p": 0.034857381135225296, + "m": 1.0 + }, + { + "p": 0.07019075006246567, + "m": 1.0 + }, + { + "p": 0.059221383184194565, + "m": 1.0 + }, + { + "p": 0.06216159090399742, + "m": 1.0 + }, + { + "p": 0.06295901536941528, + "m": 1.0 + }, + { + "p": 0.07693517208099365, + "m": 1.0 + }, + { + "p": 0.07545801252126694, + "m": 1.0 + }, + { + "p": 0.015704445540905, + "m": 1.0 + }, + { + "p": 0.05766827613115311, + "m": 1.0 + }, + { + "p": 0.05417116731405258, + "m": 1.0 + }, + { + "p": 0.04350367933511734, + "m": 1.0 + }, + { + "p": 0.039532825350761414, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.265049934387207, + "val_loss": 2.0745372772216797, + "acc": 24.26, + "time": 134.82769424305297, + "param": [ + { + "p": 0.09083075076341629, + "m": 1.0 + }, + { + "p": 0.040519602596759796, + "m": 1.0 + }, + { + "p": 0.026414984837174416, + "m": 1.0 + }, + { + "p": 0.07415004819631577, + "m": 1.0 + }, + { + "p": 0.08677323162555695, + "m": 1.0 + }, + { + "p": 0.03657010570168495, + "m": 1.0 + }, + { + "p": 0.06392836570739746, + "m": 1.0 + }, + { + "p": 0.05326790735125542, + "m": 1.0 + }, + { + "p": 0.05402156710624695, + "m": 1.0 + }, + { + "p": 0.05921005830168724, + "m": 1.0 + }, + { + "p": 0.07619893550872803, + "m": 1.0 + }, + { + "p": 0.06783534586429596, + "m": 1.0 + }, + { + "p": 0.050952620804309845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08471325039863586, + "m": 1.0 + }, + { + "p": 0.05035702511668205, + "m": 1.0 + }, + { + "p": 0.04374508932232857, + "m": 1.0 + }, + { + "p": 0.040511101484298706, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0737838745117188, + "val_loss": 2.0220906734466553, + "acc": 31.6, + "time": 122.13226413400844, + "param": [ + { + "p": 0.05052226409316063, + "m": 1.0 + }, + { + "p": 0.04748620092868805, + "m": 1.0 + }, + { + "p": 0.09222009778022766, + "m": 1.0 + }, + { + "p": 0.05819837749004364, + "m": 1.0 + }, + { + "p": 0.03905582055449486, + "m": 1.0 + }, + { + "p": 0.0677107498049736, + "m": 1.0 + }, + { + "p": 0.06563226133584976, + "m": 1.0 + }, + { + "p": 0.04589923471212387, + "m": 1.0 + }, + { + "p": 0.04834109544754028, + "m": 1.0 + }, + { + "p": 0.06844441592693329, + "m": 1.0 + }, + { + "p": 0.04441666975617409, + "m": 1.0 + }, + { + "p": 0.06331083923578262, + "m": 1.0 + }, + { + "p": 0.08698426932096481, + "m": 1.0 + }, + { + "p": 0.014110524207353592, + "m": 1.0 + }, + { + "p": 0.08940039575099945, + "m": 1.0 + }, + { + "p": 0.0401047058403492, + "m": 1.0 + }, + { + "p": 0.045310404151678085, + "m": 1.0 + }, + { + "p": 0.03285172954201698, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0645906925201416, + "val_loss": 1.9633162021636963, + "acc": 33.4, + "time": 122.42423853499349, + "param": [ + { + "p": 0.06946250051259995, + "m": 1.0 + }, + { + "p": 0.060315463691949844, + "m": 1.0 + }, + { + "p": 0.06350546330213547, + "m": 1.0 + }, + { + "p": 0.05929291620850563, + "m": 1.0 + }, + { + "p": 0.06664387136697769, + "m": 1.0 + }, + { + "p": 0.046899616718292236, + "m": 1.0 + }, + { + "p": 0.05385091155767441, + "m": 1.0 + }, + { + "p": 0.04645554721355438, + "m": 1.0 + }, + { + "p": 0.05493231862783432, + "m": 1.0 + }, + { + "p": 0.08058548718690872, + "m": 1.0 + }, + { + "p": 0.04505058377981186, + "m": 1.0 + }, + { + "p": 0.07901366055011749, + "m": 1.0 + }, + { + "p": 0.07071446627378464, + "m": 1.0 + }, + { + "p": 0.010728291235864162, + "m": 1.0 + }, + { + "p": 0.05245655030012131, + "m": 1.0 + }, + { + "p": 0.042834848165512085, + "m": 1.0 + }, + { + "p": 0.0376853421330452, + "m": 1.0 + }, + { + "p": 0.059572212398052216, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.101001739501953, + "val_loss": 1.8751301765441895, + "acc": 34.62, + "time": 130.49336157902144, + "param": [ + { + "p": 0.07463777810335159, + "m": 1.0 + }, + { + "p": 0.04658883064985275, + "m": 1.0 + }, + { + "p": 0.07129497081041336, + "m": 1.0 + }, + { + "p": 0.048587098717689514, + "m": 1.0 + }, + { + "p": 0.06461060047149658, + "m": 1.0 + }, + { + "p": 0.047528788447380066, + "m": 1.0 + }, + { + "p": 0.05721798539161682, + "m": 1.0 + }, + { + "p": 0.0674874484539032, + "m": 1.0 + }, + { + "p": 0.07281288504600525, + "m": 1.0 + }, + { + "p": 0.06484130769968033, + "m": 1.0 + }, + { + "p": 0.05329647287726402, + "m": 1.0 + }, + { + "p": 0.06915372610092163, + "m": 1.0 + }, + { + "p": 0.07534335553646088, + "m": 1.0 + }, + { + "p": 0.008106047287583351, + "m": 1.0 + }, + { + "p": 0.03366294130682945, + "m": 1.0 + }, + { + "p": 0.07793502509593964, + "m": 1.0 + }, + { + "p": 0.03888222947716713, + "m": 1.0 + }, + { + "p": 0.02801254764199257, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.866570234298706, + "val_loss": 1.871568202972412, + "acc": 35.42, + "time": 126.58858433703426, + "param": [ + { + "p": 0.06837736815214157, + "m": 1.0 + }, + { + "p": 0.03842370957136154, + "m": 1.0 + }, + { + "p": 0.06682492047548294, + "m": 1.0 + }, + { + "p": 0.055232953280210495, + "m": 1.0 + }, + { + "p": 0.08125600963830948, + "m": 1.0 + }, + { + "p": 0.06700620800256729, + "m": 1.0 + }, + { + "p": 0.09013828635215759, + "m": 1.0 + }, + { + "p": 0.04625524953007698, + "m": 1.0 + }, + { + "p": 0.06085143983364105, + "m": 1.0 + }, + { + "p": 0.07426411658525467, + "m": 1.0 + }, + { + "p": 0.0721312016248703, + "m": 1.0 + }, + { + "p": 0.04944050684571266, + "m": 1.0 + }, + { + "p": 0.04195762053132057, + "m": 1.0 + }, + { + "p": 0.003406010800972581, + "m": 1.0 + }, + { + "p": 0.05151861906051636, + "m": 1.0 + }, + { + "p": 0.11895876377820969, + "m": 1.0 + }, + { + "p": 0.00015852265642024577, + "m": 1.0 + }, + { + "p": 0.013798533007502556, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.052788734436035, + "val_loss": 1.843110203742981, + "acc": 39.12, + "time": 129.07127472397406, + "param": [ + { + "p": 0.11373782157897949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11706442385911942, + "m": 1.0 + }, + { + "p": 0.06990240514278412, + "m": 1.0 + }, + { + "p": 0.07734794914722443, + "m": 1.0 + }, + { + "p": 0.019554760307073593, + "m": 1.0 + }, + { + "p": 0.03838528320193291, + "m": 1.0 + }, + { + "p": 0.019383594393730164, + "m": 1.0 + }, + { + "p": 0.05788683891296387, + "m": 1.0 + }, + { + "p": 0.074799545109272, + "m": 1.0 + }, + { + "p": 0.03084518201649189, + "m": 1.0 + }, + { + "p": 0.029665181413292885, + "m": 1.0 + }, + { + "p": 0.13390402495861053, + "m": 1.0 + }, + { + "p": 0.0458863228559494, + "m": 1.0 + }, + { + "p": 0.030623534694314003, + "m": 1.0 + }, + { + "p": 0.14101316034793854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9470341205596924, + "val_loss": 1.7056556940078735, + "acc": 38.93, + "time": 121.5799508910859, + "param": [ + { + "p": 0.08268503099679947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015396260656416416, + "m": 1.0 + }, + { + "p": 0.0519205704331398, + "m": 1.0 + }, + { + "p": 0.030498383566737175, + "m": 1.0 + }, + { + "p": 0.03923267126083374, + "m": 1.0 + }, + { + "p": 0.02028903178870678, + "m": 1.0 + }, + { + "p": 0.08554580807685852, + "m": 1.0 + }, + { + "p": 0.10556742548942566, + "m": 1.0 + }, + { + "p": 0.09608424454927444, + "m": 1.0 + }, + { + "p": 0.042152758687734604, + "m": 1.0 + }, + { + "p": 0.05286771059036255, + "m": 1.0 + }, + { + "p": 0.13147109746932983, + "m": 1.0 + }, + { + "p": 0.05350640043616295, + "m": 1.0 + }, + { + "p": 0.07307100296020508, + "m": 1.0 + }, + { + "p": 0.11971162259578705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.887283444404602, + "val_loss": 1.7372359037399292, + "acc": 38.22, + "time": 126.41108124796301, + "param": [ + { + "p": 0.08298911154270172, + "m": 1.0 + }, + { + "p": 0.005943971686065197, + "m": 1.0 + }, + { + "p": 0.03618277981877327, + "m": 1.0 + }, + { + "p": 0.09608183801174164, + "m": 1.0 + }, + { + "p": 0.028917845338582993, + "m": 1.0 + }, + { + "p": 0.0009743549744598567, + "m": 1.0 + }, + { + "p": 0.008582821115851402, + "m": 1.0 + }, + { + "p": 0.0909537672996521, + "m": 1.0 + }, + { + "p": 0.04847615957260132, + "m": 1.0 + }, + { + "p": 0.10682816058397293, + "m": 1.0 + }, + { + "p": 0.06578566879034042, + "m": 1.0 + }, + { + "p": 0.09242922067642212, + "m": 1.0 + }, + { + "p": 0.0860365778207779, + "m": 1.0 + }, + { + "p": 0.03763650357723236, + "m": 1.0 + }, + { + "p": 0.11494351178407669, + "m": 1.0 + }, + { + "p": 0.07934647798538208, + "m": 1.0 + }, + { + "p": 0.001950837322510779, + "m": 1.0 + }, + { + "p": 0.01594032719731331, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.002009630203247, + "val_loss": 1.735620379447937, + "acc": 39.54, + "time": 136.54289538494777, + "param": [ + { + "p": 0.05147740989923477, + "m": 1.0 + }, + { + "p": 0.05270034074783325, + "m": 1.0 + }, + { + "p": 0.05246720835566521, + "m": 1.0 + }, + { + "p": 0.05314699560403824, + "m": 1.0 + }, + { + "p": 0.041506584733724594, + "m": 1.0 + }, + { + "p": 0.03967330977320671, + "m": 1.0 + }, + { + "p": 0.05173186957836151, + "m": 1.0 + }, + { + "p": 0.059284910559654236, + "m": 1.0 + }, + { + "p": 0.05536337196826935, + "m": 1.0 + }, + { + "p": 0.09929268807172775, + "m": 1.0 + }, + { + "p": 0.05996283143758774, + "m": 1.0 + }, + { + "p": 0.04842142388224602, + "m": 1.0 + }, + { + "p": 0.08562926948070526, + "m": 1.0 + }, + { + "p": 0.03681405261158943, + "m": 1.0 + }, + { + "p": 0.07051967829465866, + "m": 1.0 + }, + { + "p": 0.059382569044828415, + "m": 1.0 + }, + { + "p": 0.03226770460605621, + "m": 1.0 + }, + { + "p": 0.05035781487822533, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8179116249084473, + "val_loss": 1.5947932004928589, + "acc": 43.54, + "time": 123.24736693606246, + "param": [ + { + "p": 0.056486066430807114, + "m": 1.0 + }, + { + "p": 0.06445574760437012, + "m": 1.0 + }, + { + "p": 0.061308685690164566, + "m": 1.0 + }, + { + "p": 0.06322228908538818, + "m": 1.0 + }, + { + "p": 0.04077095538377762, + "m": 1.0 + }, + { + "p": 0.0448315255343914, + "m": 1.0 + }, + { + "p": 0.09248553216457367, + "m": 1.0 + }, + { + "p": 0.03473721444606781, + "m": 1.0 + }, + { + "p": 0.04334395006299019, + "m": 1.0 + }, + { + "p": 0.08227276057004929, + "m": 1.0 + }, + { + "p": 0.02441375143826008, + "m": 1.0 + }, + { + "p": 0.043673668056726456, + "m": 1.0 + }, + { + "p": 0.14823967218399048, + "m": 1.0 + }, + { + "p": 0.021973654627799988, + "m": 1.0 + }, + { + "p": 0.06639178097248077, + "m": 1.0 + }, + { + "p": 0.06627009809017181, + "m": 1.0 + }, + { + "p": 0.019678115844726562, + "m": 1.0 + }, + { + "p": 0.025444522500038147, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.0353784561157227, + "val_loss": 1.6542397737503052, + "acc": 44.64, + "time": 147.93180031096563, + "param": [ + { + "p": 0.10546048730611801, + "m": 1.0 + }, + { + "p": 0.0017878066282719374, + "m": 1.0 + }, + { + "p": 0.09589319676160812, + "m": 1.0 + }, + { + "p": 0.1016000285744667, + "m": 1.0 + }, + { + "p": 0.05828122794628143, + "m": 1.0 + }, + { + "p": 0.04703117534518242, + "m": 1.0 + }, + { + "p": 0.03973502293229103, + "m": 1.0 + }, + { + "p": 0.050748225301504135, + "m": 1.0 + }, + { + "p": 0.0610278882086277, + "m": 1.0 + }, + { + "p": 0.05639302358031273, + "m": 1.0 + }, + { + "p": 0.08013168722391129, + "m": 1.0 + }, + { + "p": 0.03720235079526901, + "m": 1.0 + }, + { + "p": 0.10578726977109909, + "m": 1.0 + }, + { + "p": 0.0008661944884806871, + "m": 1.0 + }, + { + "p": 0.052942655980587006, + "m": 1.0 + }, + { + "p": 0.09310606867074966, + "m": 1.0 + }, + { + "p": 0.012005778029561043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7260479927062988, + "val_loss": 1.6336205005645752, + "acc": 45.6, + "time": 138.6957596539287, + "param": [ + { + "p": 0.11169269680976868, + "m": 1.0 + }, + { + "p": 0.0531010664999485, + "m": 1.0 + }, + { + "p": 0.03518097102642059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03874802589416504, + "m": 1.0 + }, + { + "p": 0.045652907341718674, + "m": 1.0 + }, + { + "p": 0.05874916538596153, + "m": 1.0 + }, + { + "p": 0.04795083403587341, + "m": 1.0 + }, + { + "p": 0.033068329095840454, + "m": 1.0 + }, + { + "p": 0.06649913638830185, + "m": 1.0 + }, + { + "p": 0.12081854045391083, + "m": 1.0 + }, + { + "p": 0.08877316862344742, + "m": 1.0 + }, + { + "p": 0.11669972538948059, + "m": 1.0 + }, + { + "p": 0.02365254983305931, + "m": 1.0 + }, + { + "p": 0.038180161267519, + "m": 1.0 + }, + { + "p": 0.10111765563488007, + "m": 1.0 + }, + { + "p": 0.003016985720023513, + "m": 1.0 + }, + { + "p": 0.017098061740398407, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.0018155574798584, + "val_loss": 1.5342868566513062, + "acc": 46.01, + "time": 129.8973981360905, + "param": [ + { + "p": 0.05825591832399368, + "m": 1.0 + }, + { + "p": 0.03512151539325714, + "m": 1.0 + }, + { + "p": 0.04976489394903183, + "m": 1.0 + }, + { + "p": 0.09216050803661346, + "m": 1.0 + }, + { + "p": 0.023689059540629387, + "m": 1.0 + }, + { + "p": 0.029753565788269043, + "m": 1.0 + }, + { + "p": 0.0515153594315052, + "m": 1.0 + }, + { + "p": 0.054684508591890335, + "m": 1.0 + }, + { + "p": 0.04838228225708008, + "m": 1.0 + }, + { + "p": 0.08946762979030609, + "m": 1.0 + }, + { + "p": 0.09137701988220215, + "m": 1.0 + }, + { + "p": 0.05549122765660286, + "m": 1.0 + }, + { + "p": 0.07514436542987823, + "m": 1.0 + }, + { + "p": 0.005202359985560179, + "m": 1.0 + }, + { + "p": 0.08827614784240723, + "m": 1.0 + }, + { + "p": 0.07862705737352371, + "m": 1.0 + }, + { + "p": 0.0415472574532032, + "m": 1.0 + }, + { + "p": 0.03153916075825691, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.9489872455596924, + "val_loss": 1.5441358089447021, + "acc": 45.64, + "time": 141.80442784703337, + "param": [ + { + "p": 0.07146500051021576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0972488597035408, + "m": 1.0 + }, + { + "p": 0.066476970911026, + "m": 1.0 + }, + { + "p": 0.03867262601852417, + "m": 1.0 + }, + { + "p": 0.022154729813337326, + "m": 1.0 + }, + { + "p": 0.07809270173311234, + "m": 1.0 + }, + { + "p": 0.0813133716583252, + "m": 1.0 + }, + { + "p": 0.08171221613883972, + "m": 1.0 + }, + { + "p": 0.07195236533880234, + "m": 1.0 + }, + { + "p": 0.05042305216193199, + "m": 1.0 + }, + { + "p": 0.09445542097091675, + "m": 1.0 + }, + { + "p": 0.08172045648097992, + "m": 1.0 + }, + { + "p": 0.003002582583576441, + "m": 1.0 + }, + { + "p": 0.08507590740919113, + "m": 1.0 + }, + { + "p": 0.041192427277565, + "m": 1.0 + }, + { + "p": 0.0036385345738381147, + "m": 1.0 + }, + { + "p": 0.031402841210365295, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7844538688659668, + "val_loss": 1.590922236442566, + "acc": 44.64, + "time": 137.72162747895345, + "param": [ + { + "p": 0.07579364627599716, + "m": 1.0 + }, + { + "p": 0.018657991662621498, + "m": 1.0 + }, + { + "p": 0.0683312714099884, + "m": 1.0 + }, + { + "p": 0.0530882328748703, + "m": 1.0 + }, + { + "p": 0.015400441363453865, + "m": 1.0 + }, + { + "p": 0.08246607333421707, + "m": 1.0 + }, + { + "p": 0.09278658032417297, + "m": 1.0 + }, + { + "p": 0.05035322904586792, + "m": 1.0 + }, + { + "p": 0.04188018664717674, + "m": 1.0 + }, + { + "p": 0.08247145265340805, + "m": 1.0 + }, + { + "p": 0.0629177987575531, + "m": 1.0 + }, + { + "p": 0.08700255304574966, + "m": 1.0 + }, + { + "p": 0.08444905281066895, + "m": 1.0 + }, + { + "p": 0.015378409996628761, + "m": 1.0 + }, + { + "p": 0.08230981230735779, + "m": 1.0 + }, + { + "p": 0.08671320974826813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7718966007232666, + "val_loss": 1.5399843454360962, + "acc": 46.67, + "time": 120.99848405306693, + "param": [ + { + "p": 0.0674256905913353, + "m": 1.0 + }, + { + "p": 0.028505301102995872, + "m": 1.0 + }, + { + "p": 0.08481929451227188, + "m": 1.0 + }, + { + "p": 0.04292332008481026, + "m": 1.0 + }, + { + "p": 0.03918347880244255, + "m": 1.0 + }, + { + "p": 0.03831730782985687, + "m": 1.0 + }, + { + "p": 0.06831963360309601, + "m": 1.0 + }, + { + "p": 0.06403250992298126, + "m": 1.0 + }, + { + "p": 0.03981933370232582, + "m": 1.0 + }, + { + "p": 0.058142926543951035, + "m": 1.0 + }, + { + "p": 0.09091098606586456, + "m": 1.0 + }, + { + "p": 0.03275839611887932, + "m": 1.0 + }, + { + "p": 0.07088025659322739, + "m": 1.0 + }, + { + "p": 0.04330076277256012, + "m": 1.0 + }, + { + "p": 0.09778313338756561, + "m": 1.0 + }, + { + "p": 0.08012309670448303, + "m": 1.0 + }, + { + "p": 0.019533934071660042, + "m": 1.0 + }, + { + "p": 0.03322053328156471, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.9028185606002808, + "val_loss": 1.5492924451828003, + "acc": 48.33, + "time": 131.12897804006934, + "param": [ + { + "p": 0.056932318955659866, + "m": 1.0 + }, + { + "p": 0.07147371023893356, + "m": 1.0 + }, + { + "p": 0.051411621272563934, + "m": 1.0 + }, + { + "p": 0.045145779848098755, + "m": 1.0 + }, + { + "p": 0.040667831897735596, + "m": 1.0 + }, + { + "p": 0.04869118332862854, + "m": 1.0 + }, + { + "p": 0.06437533348798752, + "m": 1.0 + }, + { + "p": 0.06587183475494385, + "m": 1.0 + }, + { + "p": 0.051092296838760376, + "m": 1.0 + }, + { + "p": 0.07367561012506485, + "m": 1.0 + }, + { + "p": 0.05544166639447212, + "m": 1.0 + }, + { + "p": 0.08541669696569443, + "m": 1.0 + }, + { + "p": 0.07664069533348083, + "m": 1.0 + }, + { + "p": 0.05201815068721771, + "m": 1.0 + }, + { + "p": 0.0310288704931736, + "m": 1.0 + }, + { + "p": 0.06146499142050743, + "m": 1.0 + }, + { + "p": 0.006278462242335081, + "m": 1.0 + }, + { + "p": 0.06237293407320976, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8383344411849976, + "val_loss": 1.3462557792663574, + "acc": 49.05, + "time": 145.30430713202804, + "param": [ + { + "p": 0.09439178556203842, + "m": 1.0 + }, + { + "p": 0.019160646945238113, + "m": 1.0 + }, + { + "p": 0.07539564371109009, + "m": 1.0 + }, + { + "p": 0.06146811321377754, + "m": 1.0 + }, + { + "p": 0.04844529554247856, + "m": 1.0 + }, + { + "p": 0.053361926227808, + "m": 1.0 + }, + { + "p": 0.065680131316185, + "m": 1.0 + }, + { + "p": 0.08801186084747314, + "m": 1.0 + }, + { + "p": 0.030075425282120705, + "m": 1.0 + }, + { + "p": 0.08159784972667694, + "m": 1.0 + }, + { + "p": 0.07249980419874191, + "m": 1.0 + }, + { + "p": 0.09408821910619736, + "m": 1.0 + }, + { + "p": 0.04083450511097908, + "m": 1.0 + }, + { + "p": 0.02305384911596775, + "m": 1.0 + }, + { + "p": 0.04211385175585747, + "m": 1.0 + }, + { + "p": 0.0442064106464386, + "m": 1.0 + }, + { + "p": 0.027693208307027817, + "m": 1.0 + }, + { + "p": 0.03792149946093559, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6549288034439087, + "val_loss": 1.5114718675613403, + "acc": 49.24, + "time": 135.55460873700213, + "param": [ + { + "p": 0.06788401305675507, + "m": 1.0 + }, + { + "p": 0.025622474029660225, + "m": 1.0 + }, + { + "p": 0.052683550864458084, + "m": 1.0 + }, + { + "p": 0.05242710933089256, + "m": 1.0 + }, + { + "p": 0.021694911643862724, + "m": 1.0 + }, + { + "p": 0.05803956836462021, + "m": 1.0 + }, + { + "p": 0.07449165731668472, + "m": 1.0 + }, + { + "p": 0.06369650363922119, + "m": 1.0 + }, + { + "p": 0.06186351180076599, + "m": 1.0 + }, + { + "p": 0.07365906983613968, + "m": 1.0 + }, + { + "p": 0.043749887496232986, + "m": 1.0 + }, + { + "p": 0.07851720601320267, + "m": 1.0 + }, + { + "p": 0.0616740807890892, + "m": 1.0 + }, + { + "p": 0.026993831619620323, + "m": 1.0 + }, + { + "p": 0.056069329380989075, + "m": 1.0 + }, + { + "p": 0.09588143229484558, + "m": 1.0 + }, + { + "p": 0.032792117446660995, + "m": 1.0 + }, + { + "p": 0.052259787917137146, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6502658128738403, + "val_loss": 1.433542251586914, + "acc": 49.16, + "time": 122.02406423503999, + "param": [ + { + "p": 0.07791423052549362, + "m": 1.0 + }, + { + "p": 0.041202183812856674, + "m": 1.0 + }, + { + "p": 0.057873938232660294, + "m": 1.0 + }, + { + "p": 0.058580294251441956, + "m": 1.0 + }, + { + "p": 0.03779909759759903, + "m": 1.0 + }, + { + "p": 0.07708588987588882, + "m": 1.0 + }, + { + "p": 0.06546630710363388, + "m": 1.0 + }, + { + "p": 0.05125010386109352, + "m": 1.0 + }, + { + "p": 0.06057460978627205, + "m": 1.0 + }, + { + "p": 0.04595654085278511, + "m": 1.0 + }, + { + "p": 0.04951353743672371, + "m": 1.0 + }, + { + "p": 0.06529337912797928, + "m": 1.0 + }, + { + "p": 0.06680827587842941, + "m": 1.0 + }, + { + "p": 0.04422906041145325, + "m": 1.0 + }, + { + "p": 0.07402685284614563, + "m": 1.0 + }, + { + "p": 0.07625091075897217, + "m": 1.0 + }, + { + "p": 0.016532287001609802, + "m": 1.0 + }, + { + "p": 0.03364250063896179, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.8305612802505493, + "val_loss": 1.389601230621338, + "acc": 50.82, + "time": 136.74539983994327, + "param": [ + { + "p": 0.06368686258792877, + "m": 1.0 + }, + { + "p": 0.03940610960125923, + "m": 1.0 + }, + { + "p": 0.062359731644392014, + "m": 1.0 + }, + { + "p": 0.07765046507120132, + "m": 1.0 + }, + { + "p": 0.05472993478178978, + "m": 1.0 + }, + { + "p": 0.04634438827633858, + "m": 1.0 + }, + { + "p": 0.07024525851011276, + "m": 1.0 + }, + { + "p": 0.06852289289236069, + "m": 1.0 + }, + { + "p": 0.05768907815217972, + "m": 1.0 + }, + { + "p": 0.06004195287823677, + "m": 1.0 + }, + { + "p": 0.06009119376540184, + "m": 1.0 + }, + { + "p": 0.05736740678548813, + "m": 1.0 + }, + { + "p": 0.06143781915307045, + "m": 1.0 + }, + { + "p": 0.036069147288799286, + "m": 1.0 + }, + { + "p": 0.0569201335310936, + "m": 1.0 + }, + { + "p": 0.08539099246263504, + "m": 1.0 + }, + { + "p": 0.012941524386405945, + "m": 1.0 + }, + { + "p": 0.02910517528653145, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.875685691833496, + "val_loss": 1.4318698644638062, + "acc": 51.17, + "time": 125.72377121401951, + "param": [ + { + "p": 0.05847097188234329, + "m": 1.0 + }, + { + "p": 0.0533902607858181, + "m": 1.0 + }, + { + "p": 0.06720751523971558, + "m": 1.0 + }, + { + "p": 0.06650519371032715, + "m": 1.0 + }, + { + "p": 0.037424154579639435, + "m": 1.0 + }, + { + "p": 0.06829018890857697, + "m": 1.0 + }, + { + "p": 0.0666126012802124, + "m": 1.0 + }, + { + "p": 0.04158300161361694, + "m": 1.0 + }, + { + "p": 0.0689176544547081, + "m": 1.0 + }, + { + "p": 0.050929151475429535, + "m": 1.0 + }, + { + "p": 0.05860787257552147, + "m": 1.0 + }, + { + "p": 0.04993567243218422, + "m": 1.0 + }, + { + "p": 0.06959736347198486, + "m": 1.0 + }, + { + "p": 0.06220747530460358, + "m": 1.0 + }, + { + "p": 0.06144948676228523, + "m": 1.0 + }, + { + "p": 0.06921190768480301, + "m": 1.0 + }, + { + "p": 0.019512536004185677, + "m": 1.0 + }, + { + "p": 0.030146976932883263, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.8233741521835327, + "val_loss": 1.2629189491271973, + "acc": 50.52, + "time": 132.76802553294692, + "param": [ + { + "p": 0.0477159321308136, + "m": 1.0 + }, + { + "p": 0.052645955234766006, + "m": 1.0 + }, + { + "p": 0.06622756272554398, + "m": 1.0 + }, + { + "p": 0.05428658798336983, + "m": 1.0 + }, + { + "p": 0.0353647880256176, + "m": 1.0 + }, + { + "p": 0.05433928221464157, + "m": 1.0 + }, + { + "p": 0.060990024358034134, + "m": 1.0 + }, + { + "p": 0.0564173199236393, + "m": 1.0 + }, + { + "p": 0.05806355178356171, + "m": 1.0 + }, + { + "p": 0.07892120629549026, + "m": 1.0 + }, + { + "p": 0.06106392666697502, + "m": 1.0 + }, + { + "p": 0.055765487253665924, + "m": 1.0 + }, + { + "p": 0.05841939523816109, + "m": 1.0 + }, + { + "p": 0.04392433539032936, + "m": 1.0 + }, + { + "p": 0.07459922879934311, + "m": 1.0 + }, + { + "p": 0.06490211188793182, + "m": 1.0 + }, + { + "p": 0.03847505524754524, + "m": 1.0 + }, + { + "p": 0.03787815943360329, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6905056238174438, + "val_loss": 1.2804877758026123, + "acc": 51.31, + "time": 137.96182760805823, + "param": [ + { + "p": 0.07576193660497665, + "m": 1.0 + }, + { + "p": 0.03450553119182587, + "m": 1.0 + }, + { + "p": 0.07470742613077164, + "m": 1.0 + }, + { + "p": 0.08181368559598923, + "m": 1.0 + }, + { + "p": 0.028421485796570778, + "m": 1.0 + }, + { + "p": 0.06539900600910187, + "m": 1.0 + }, + { + "p": 0.07889584451913834, + "m": 1.0 + }, + { + "p": 0.07751746475696564, + "m": 1.0 + }, + { + "p": 0.057748690247535706, + "m": 1.0 + }, + { + "p": 0.05625542998313904, + "m": 1.0 + }, + { + "p": 0.05162590369582176, + "m": 1.0 + }, + { + "p": 0.07770545035600662, + "m": 1.0 + }, + { + "p": 0.048584889620542526, + "m": 1.0 + }, + { + "p": 0.035982150584459305, + "m": 1.0 + }, + { + "p": 0.05460484325885773, + "m": 1.0 + }, + { + "p": 0.04427124187350273, + "m": 1.0 + }, + { + "p": 0.02806703932583332, + "m": 1.0 + }, + { + "p": 0.028131991624832153, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7531533241271973, + "val_loss": 1.4463279247283936, + "acc": 49.65, + "time": 133.68980196106713, + "param": [ + { + "p": 0.07827248424291611, + "m": 1.0 + }, + { + "p": 0.07614971697330475, + "m": 1.0 + }, + { + "p": 0.05898448824882507, + "m": 1.0 + }, + { + "p": 0.0400557741522789, + "m": 1.0 + }, + { + "p": 0.05646983161568642, + "m": 1.0 + }, + { + "p": 0.03395744413137436, + "m": 1.0 + }, + { + "p": 0.04647262766957283, + "m": 1.0 + }, + { + "p": 0.06208498403429985, + "m": 1.0 + }, + { + "p": 0.09324157238006592, + "m": 1.0 + }, + { + "p": 0.07988685369491577, + "m": 1.0 + }, + { + "p": 0.04954018071293831, + "m": 1.0 + }, + { + "p": 0.06844193488359451, + "m": 1.0 + }, + { + "p": 0.061880044639110565, + "m": 1.0 + }, + { + "p": 0.030251875519752502, + "m": 1.0 + }, + { + "p": 0.04993364214897156, + "m": 1.0 + }, + { + "p": 0.06992117315530777, + "m": 1.0 + }, + { + "p": 0.01396405790001154, + "m": 1.0 + }, + { + "p": 0.03049129992723465, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.8949004411697388, + "val_loss": 1.3378965854644775, + "acc": 51.07, + "time": 131.8604440310737, + "param": [ + { + "p": 0.050587140023708344, + "m": 1.0 + }, + { + "p": 0.0261846911162138, + "m": 1.0 + }, + { + "p": 0.05629703402519226, + "m": 1.0 + }, + { + "p": 0.07607841491699219, + "m": 1.0 + }, + { + "p": 0.06021283566951752, + "m": 1.0 + }, + { + "p": 0.052836447954177856, + "m": 1.0 + }, + { + "p": 0.075804702937603, + "m": 1.0 + }, + { + "p": 0.07586882263422012, + "m": 1.0 + }, + { + "p": 0.0938522145152092, + "m": 1.0 + }, + { + "p": 0.042245060205459595, + "m": 1.0 + }, + { + "p": 0.0732973963022232, + "m": 1.0 + }, + { + "p": 0.08413451910018921, + "m": 1.0 + }, + { + "p": 0.06677424907684326, + "m": 1.0 + }, + { + "p": 0.00273495027795434, + "m": 1.0 + }, + { + "p": 0.05598805099725723, + "m": 1.0 + }, + { + "p": 0.08310392498970032, + "m": 1.0 + }, + { + "p": 0.0074822003953158855, + "m": 1.0 + }, + { + "p": 0.016517331823706627, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7874990701675415, + "val_loss": 1.4482523202896118, + "acc": 51.19, + "time": 125.3588449099334, + "param": [ + { + "p": 0.0779348835349083, + "m": 1.0 + }, + { + "p": 0.04284413903951645, + "m": 1.0 + }, + { + "p": 0.07583027333021164, + "m": 1.0 + }, + { + "p": 0.042567964643239975, + "m": 1.0 + }, + { + "p": 0.05567878112196922, + "m": 1.0 + }, + { + "p": 0.03916241601109505, + "m": 1.0 + }, + { + "p": 0.058012086898088455, + "m": 1.0 + }, + { + "p": 0.03486590459942818, + "m": 1.0 + }, + { + "p": 0.06428516656160355, + "m": 1.0 + }, + { + "p": 0.07359165698289871, + "m": 1.0 + }, + { + "p": 0.06220897659659386, + "m": 1.0 + }, + { + "p": 0.07421372830867767, + "m": 1.0 + }, + { + "p": 0.07128158211708069, + "m": 1.0 + }, + { + "p": 0.02602604776620865, + "m": 1.0 + }, + { + "p": 0.0770229697227478, + "m": 1.0 + }, + { + "p": 0.057924844324588776, + "m": 1.0 + }, + { + "p": 0.0485055185854435, + "m": 1.0 + }, + { + "p": 0.018043046817183495, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7144652605056763, + "val_loss": 1.3042559623718262, + "acc": 53.16, + "time": 123.80320780305192, + "param": [ + { + "p": 0.0659278854727745, + "m": 1.0 + }, + { + "p": 0.040828071534633636, + "m": 1.0 + }, + { + "p": 0.07276920229196548, + "m": 1.0 + }, + { + "p": 0.044884439557790756, + "m": 1.0 + }, + { + "p": 0.05077091604471207, + "m": 1.0 + }, + { + "p": 0.038042984902858734, + "m": 1.0 + }, + { + "p": 0.0557442307472229, + "m": 1.0 + }, + { + "p": 0.06058457866311073, + "m": 1.0 + }, + { + "p": 0.07324651628732681, + "m": 1.0 + }, + { + "p": 0.06192046031355858, + "m": 1.0 + }, + { + "p": 0.05931396782398224, + "m": 1.0 + }, + { + "p": 0.07767215371131897, + "m": 1.0 + }, + { + "p": 0.0699118822813034, + "m": 1.0 + }, + { + "p": 0.02813611924648285, + "m": 1.0 + }, + { + "p": 0.06425219774246216, + "m": 1.0 + }, + { + "p": 0.07766386866569519, + "m": 1.0 + }, + { + "p": 0.03057791478931904, + "m": 1.0 + }, + { + "p": 0.02775248885154724, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.811714768409729, + "val_loss": 1.3232378959655762, + "acc": 53.99, + "time": 124.60407518001739, + "param": [ + { + "p": 0.05875171348452568, + "m": 1.0 + }, + { + "p": 0.048033300787210464, + "m": 1.0 + }, + { + "p": 0.0667346939444542, + "m": 1.0 + }, + { + "p": 0.057136405259370804, + "m": 1.0 + }, + { + "p": 0.06984559446573257, + "m": 1.0 + }, + { + "p": 0.05703236535191536, + "m": 1.0 + }, + { + "p": 0.039975035935640335, + "m": 1.0 + }, + { + "p": 0.052276406437158585, + "m": 1.0 + }, + { + "p": 0.05379598215222359, + "m": 1.0 + }, + { + "p": 0.07271923869848251, + "m": 1.0 + }, + { + "p": 0.049971163272857666, + "m": 1.0 + }, + { + "p": 0.05905346944928169, + "m": 1.0 + }, + { + "p": 0.0703701451420784, + "m": 1.0 + }, + { + "p": 0.03004792146384716, + "m": 1.0 + }, + { + "p": 0.058352261781692505, + "m": 1.0 + }, + { + "p": 0.061286672949790955, + "m": 1.0 + }, + { + "p": 0.0446578748524189, + "m": 1.0 + }, + { + "p": 0.04995967075228691, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6049507856369019, + "val_loss": 1.3133150339126587, + "acc": 53.4, + "time": 124.95293348003179, + "param": [ + { + "p": 0.06902343034744263, + "m": 1.0 + }, + { + "p": 0.059984538704156876, + "m": 1.0 + }, + { + "p": 0.046967506408691406, + "m": 1.0 + }, + { + "p": 0.04502620920538902, + "m": 1.0 + }, + { + "p": 0.04262413829565048, + "m": 1.0 + }, + { + "p": 0.05460705980658531, + "m": 1.0 + }, + { + "p": 0.06773629039525986, + "m": 1.0 + }, + { + "p": 0.05695832893252373, + "m": 1.0 + }, + { + "p": 0.055047158151865005, + "m": 1.0 + }, + { + "p": 0.07070097327232361, + "m": 1.0 + }, + { + "p": 0.05979267880320549, + "m": 1.0 + }, + { + "p": 0.0718613937497139, + "m": 1.0 + }, + { + "p": 0.061714693903923035, + "m": 1.0 + }, + { + "p": 0.04716242849826813, + "m": 1.0 + }, + { + "p": 0.06744612008333206, + "m": 1.0 + }, + { + "p": 0.05119955539703369, + "m": 1.0 + }, + { + "p": 0.03698704019188881, + "m": 1.0 + }, + { + "p": 0.035160474479198456, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.7900142669677734, + "val_loss": 1.3990416526794434, + "acc": 54.27, + "time": 137.50435406295583, + "param": [ + { + "p": 0.07884668558835983, + "m": 1.0 + }, + { + "p": 0.025337178260087967, + "m": 1.0 + }, + { + "p": 0.061583638191223145, + "m": 1.0 + }, + { + "p": 0.034679822623729706, + "m": 1.0 + }, + { + "p": 0.05061822757124901, + "m": 1.0 + }, + { + "p": 0.059222783893346786, + "m": 1.0 + }, + { + "p": 0.0563708059489727, + "m": 1.0 + }, + { + "p": 0.03950729966163635, + "m": 1.0 + }, + { + "p": 0.06999118626117706, + "m": 1.0 + }, + { + "p": 0.05066010728478432, + "m": 1.0 + }, + { + "p": 0.07794158160686493, + "m": 1.0 + }, + { + "p": 0.08444352447986603, + "m": 1.0 + }, + { + "p": 0.0656401589512825, + "m": 1.0 + }, + { + "p": 0.0406661294400692, + "m": 1.0 + }, + { + "p": 0.05139819532632828, + "m": 1.0 + }, + { + "p": 0.08038995414972305, + "m": 1.0 + }, + { + "p": 0.02873014472424984, + "m": 1.0 + }, + { + "p": 0.043972570449113846, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.672107219696045, + "val_loss": 1.2625727653503418, + "acc": 55.6, + "time": 130.80261957494076, + "param": [ + { + "p": 0.08365388214588165, + "m": 1.0 + }, + { + "p": 0.02753523737192154, + "m": 1.0 + }, + { + "p": 0.06725257635116577, + "m": 1.0 + }, + { + "p": 0.07436570525169373, + "m": 1.0 + }, + { + "p": 0.028263606131076813, + "m": 1.0 + }, + { + "p": 0.04703415930271149, + "m": 1.0 + }, + { + "p": 0.05637243390083313, + "m": 1.0 + }, + { + "p": 0.046597983688116074, + "m": 1.0 + }, + { + "p": 0.06965815275907516, + "m": 1.0 + }, + { + "p": 0.07890576124191284, + "m": 1.0 + }, + { + "p": 0.05642516538500786, + "m": 1.0 + }, + { + "p": 0.04222777485847473, + "m": 1.0 + }, + { + "p": 0.06766344606876373, + "m": 1.0 + }, + { + "p": 0.05100428685545921, + "m": 1.0 + }, + { + "p": 0.05748371779918671, + "m": 1.0 + }, + { + "p": 0.05835330858826637, + "m": 1.0 + }, + { + "p": 0.04238170012831688, + "m": 1.0 + }, + { + "p": 0.04482116550207138, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.82985520362854, + "val_loss": 1.426923155784607, + "acc": 53.4, + "time": 131.12458223407157, + "param": [ + { + "p": 0.04607800394296646, + "m": 1.0 + }, + { + "p": 0.06276309490203857, + "m": 1.0 + }, + { + "p": 0.06511157006025314, + "m": 1.0 + }, + { + "p": 0.05224447697401047, + "m": 1.0 + }, + { + "p": 0.023869961500167847, + "m": 1.0 + }, + { + "p": 0.055710628628730774, + "m": 1.0 + }, + { + "p": 0.07661861181259155, + "m": 1.0 + }, + { + "p": 0.06356034427881241, + "m": 1.0 + }, + { + "p": 0.05796469375491142, + "m": 1.0 + }, + { + "p": 0.04464003071188927, + "m": 1.0 + }, + { + "p": 0.07209336757659912, + "m": 1.0 + }, + { + "p": 0.06419412046670914, + "m": 1.0 + }, + { + "p": 0.06584876030683517, + "m": 1.0 + }, + { + "p": 0.045115113258361816, + "m": 1.0 + }, + { + "p": 0.06130809709429741, + "m": 1.0 + }, + { + "p": 0.05333982780575752, + "m": 1.0 + }, + { + "p": 0.04424317181110382, + "m": 1.0 + }, + { + "p": 0.04529609531164169, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6897095441818237, + "val_loss": 1.3570826053619385, + "acc": 57.1, + "time": 122.90335554606281, + "param": [ + { + "p": 0.07435613870620728, + "m": 1.0 + }, + { + "p": 0.038393303751945496, + "m": 1.0 + }, + { + "p": 0.06435848772525787, + "m": 1.0 + }, + { + "p": 0.042489852756261826, + "m": 1.0 + }, + { + "p": 0.049275267869234085, + "m": 1.0 + }, + { + "p": 0.057652465999126434, + "m": 1.0 + }, + { + "p": 0.05281796678900719, + "m": 1.0 + }, + { + "p": 0.061422571539878845, + "m": 1.0 + }, + { + "p": 0.06722687929868698, + "m": 1.0 + }, + { + "p": 0.05562342703342438, + "m": 1.0 + }, + { + "p": 0.06898559629917145, + "m": 1.0 + }, + { + "p": 0.0590854212641716, + "m": 1.0 + }, + { + "p": 0.08260314166545868, + "m": 1.0 + }, + { + "p": 0.01406337320804596, + "m": 1.0 + }, + { + "p": 0.06707591563463211, + "m": 1.0 + }, + { + "p": 0.07871045917272568, + "m": 1.0 + }, + { + "p": 0.024771200492978096, + "m": 1.0 + }, + { + "p": 0.04108856990933418, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.8964344263076782, + "val_loss": 1.240167260169983, + "acc": 57.15, + "time": 129.67301926901564, + "param": [ + { + "p": 0.06731340289115906, + "m": 1.0 + }, + { + "p": 0.044667329639196396, + "m": 1.0 + }, + { + "p": 0.06678679585456848, + "m": 1.0 + }, + { + "p": 0.04910757392644882, + "m": 1.0 + }, + { + "p": 0.053596146404743195, + "m": 1.0 + }, + { + "p": 0.05429626256227493, + "m": 1.0 + }, + { + "p": 0.07466013729572296, + "m": 1.0 + }, + { + "p": 0.05076818913221359, + "m": 1.0 + }, + { + "p": 0.02197730541229248, + "m": 1.0 + }, + { + "p": 0.05382679030299187, + "m": 1.0 + }, + { + "p": 0.07854961603879929, + "m": 1.0 + }, + { + "p": 0.062198735773563385, + "m": 1.0 + }, + { + "p": 0.05207672715187073, + "m": 1.0 + }, + { + "p": 0.04890846088528633, + "m": 1.0 + }, + { + "p": 0.07434689253568649, + "m": 1.0 + }, + { + "p": 0.06926775723695755, + "m": 1.0 + }, + { + "p": 0.02917877957224846, + "m": 1.0 + }, + { + "p": 0.048473261296749115, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6371684074401855, + "val_loss": 1.2017295360565186, + "acc": 57.1, + "time": 130.04576573101804, + "param": [ + { + "p": 0.0723700076341629, + "m": 1.0 + }, + { + "p": 0.043881453573703766, + "m": 1.0 + }, + { + "p": 0.07363837212324142, + "m": 1.0 + }, + { + "p": 0.05276462808251381, + "m": 1.0 + }, + { + "p": 0.05645974725484848, + "m": 1.0 + }, + { + "p": 0.02789587341248989, + "m": 1.0 + }, + { + "p": 0.05668947473168373, + "m": 1.0 + }, + { + "p": 0.05831688269972801, + "m": 1.0 + }, + { + "p": 0.06743738800287247, + "m": 1.0 + }, + { + "p": 0.04928065463900566, + "m": 1.0 + }, + { + "p": 0.05882097780704498, + "m": 1.0 + }, + { + "p": 0.05426797643303871, + "m": 1.0 + }, + { + "p": 0.06108757108449936, + "m": 1.0 + }, + { + "p": 0.04142877832055092, + "m": 1.0 + }, + { + "p": 0.07662531733512878, + "m": 1.0 + }, + { + "p": 0.07897128164768219, + "m": 1.0 + }, + { + "p": 0.03902171924710274, + "m": 1.0 + }, + { + "p": 0.031041761860251427, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6351723670959473, + "val_loss": 1.2365117073059082, + "acc": 56.61, + "time": 124.1700758850202, + "param": [ + { + "p": 0.045395586639642715, + "m": 1.0 + }, + { + "p": 0.03787229210138321, + "m": 1.0 + }, + { + "p": 0.06415554136037827, + "m": 1.0 + }, + { + "p": 0.06885752081871033, + "m": 1.0 + }, + { + "p": 0.057930123060941696, + "m": 1.0 + }, + { + "p": 0.04684234783053398, + "m": 1.0 + }, + { + "p": 0.07044045627117157, + "m": 1.0 + }, + { + "p": 0.023045944049954414, + "m": 1.0 + }, + { + "p": 0.053328100591897964, + "m": 1.0 + }, + { + "p": 0.06335269659757614, + "m": 1.0 + }, + { + "p": 0.047213051468133926, + "m": 1.0 + }, + { + "p": 0.0771024152636528, + "m": 1.0 + }, + { + "p": 0.09085124731063843, + "m": 1.0 + }, + { + "p": 0.04276842623949051, + "m": 1.0 + }, + { + "p": 0.05248662084341049, + "m": 1.0 + }, + { + "p": 0.07768172025680542, + "m": 1.0 + }, + { + "p": 0.030715761706233025, + "m": 1.0 + }, + { + "p": 0.049960143864154816, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6256929636001587, + "val_loss": 1.1946660280227661, + "acc": 56.04, + "time": 125.57335330499336, + "param": [ + { + "p": 0.05785675346851349, + "m": 1.0 + }, + { + "p": 0.055158719420433044, + "m": 1.0 + }, + { + "p": 0.06069602444767952, + "m": 1.0 + }, + { + "p": 0.04991824924945831, + "m": 1.0 + }, + { + "p": 0.07850408554077148, + "m": 1.0 + }, + { + "p": 0.05691404268145561, + "m": 1.0 + }, + { + "p": 0.05941549316048622, + "m": 1.0 + }, + { + "p": 0.051514316350221634, + "m": 1.0 + }, + { + "p": 0.0523175448179245, + "m": 1.0 + }, + { + "p": 0.06712828576564789, + "m": 1.0 + }, + { + "p": 0.07763781398534775, + "m": 1.0 + }, + { + "p": 0.06720039248466492, + "m": 1.0 + }, + { + "p": 0.06775045394897461, + "m": 1.0 + }, + { + "p": 0.029142992570996284, + "m": 1.0 + }, + { + "p": 0.050371430814266205, + "m": 1.0 + }, + { + "p": 0.048315104097127914, + "m": 1.0 + }, + { + "p": 0.03390961140394211, + "m": 1.0 + }, + { + "p": 0.03624866530299187, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5475372076034546, + "val_loss": 1.2687950134277344, + "acc": 55.68, + "time": 139.93278328003362, + "param": [ + { + "p": 0.07698588818311691, + "m": 1.0 + }, + { + "p": 0.060129936784505844, + "m": 1.0 + }, + { + "p": 0.04272663965821266, + "m": 1.0 + }, + { + "p": 0.04942033439874649, + "m": 1.0 + }, + { + "p": 0.04097181186079979, + "m": 1.0 + }, + { + "p": 0.03631222993135452, + "m": 1.0 + }, + { + "p": 0.04228033125400543, + "m": 1.0 + }, + { + "p": 0.0616445429623127, + "m": 1.0 + }, + { + "p": 0.0742565467953682, + "m": 1.0 + }, + { + "p": 0.059503715485334396, + "m": 1.0 + }, + { + "p": 0.061375875025987625, + "m": 1.0 + }, + { + "p": 0.06048661842942238, + "m": 1.0 + }, + { + "p": 0.062393855303525925, + "m": 1.0 + }, + { + "p": 0.039870526641607285, + "m": 1.0 + }, + { + "p": 0.07113680988550186, + "m": 1.0 + }, + { + "p": 0.06437811255455017, + "m": 1.0 + }, + { + "p": 0.04232947155833244, + "m": 1.0 + }, + { + "p": 0.05379669368267059, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5668902397155762, + "val_loss": 1.230669379234314, + "acc": 58.89, + "time": 135.6176464119926, + "param": [ + { + "p": 0.08040314167737961, + "m": 1.0 + }, + { + "p": 0.04453417286276817, + "m": 1.0 + }, + { + "p": 0.06281354278326035, + "m": 1.0 + }, + { + "p": 0.06019619107246399, + "m": 1.0 + }, + { + "p": 0.04388886317610741, + "m": 1.0 + }, + { + "p": 0.03762814775109291, + "m": 1.0 + }, + { + "p": 0.05535973235964775, + "m": 1.0 + }, + { + "p": 0.04343891143798828, + "m": 1.0 + }, + { + "p": 0.06304881721735, + "m": 1.0 + }, + { + "p": 0.07551705092191696, + "m": 1.0 + }, + { + "p": 0.06558415293693542, + "m": 1.0 + }, + { + "p": 0.062056928873062134, + "m": 1.0 + }, + { + "p": 0.06469270586967468, + "m": 1.0 + }, + { + "p": 0.03533997759222984, + "m": 1.0 + }, + { + "p": 0.047708626836538315, + "m": 1.0 + }, + { + "p": 0.08316437900066376, + "m": 1.0 + }, + { + "p": 0.053818777203559875, + "m": 1.0 + }, + { + "p": 0.020805813372135162, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.6629769802093506, + "val_loss": 1.1912230253219604, + "acc": 57.45, + "time": 125.82296725700144, + "param": [ + { + "p": 0.06468961387872696, + "m": 1.0 + }, + { + "p": 0.05293699726462364, + "m": 1.0 + }, + { + "p": 0.08670590817928314, + "m": 1.0 + }, + { + "p": 0.0666622444987297, + "m": 1.0 + }, + { + "p": 0.047747768461704254, + "m": 1.0 + }, + { + "p": 0.04705609008669853, + "m": 1.0 + }, + { + "p": 0.043679237365722656, + "m": 1.0 + }, + { + "p": 0.05072905123233795, + "m": 1.0 + }, + { + "p": 0.04846798628568649, + "m": 1.0 + }, + { + "p": 0.05013754963874817, + "m": 1.0 + }, + { + "p": 0.06789813190698624, + "m": 1.0 + }, + { + "p": 0.05536183714866638, + "m": 1.0 + }, + { + "p": 0.07961709052324295, + "m": 1.0 + }, + { + "p": 0.03976929187774658, + "m": 1.0 + }, + { + "p": 0.05160762742161751, + "m": 1.0 + }, + { + "p": 0.05281175300478935, + "m": 1.0 + }, + { + "p": 0.06922315061092377, + "m": 1.0 + }, + { + "p": 0.024898601695895195, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.6962121725082397, + "val_loss": 1.2648028135299683, + "acc": 57.52, + "time": 132.2096903868951, + "param": [ + { + "p": 0.06217924878001213, + "m": 1.0 + }, + { + "p": 0.04901016876101494, + "m": 1.0 + }, + { + "p": 0.07744759321212769, + "m": 1.0 + }, + { + "p": 0.083272784948349, + "m": 1.0 + }, + { + "p": 0.05491464585065842, + "m": 1.0 + }, + { + "p": 0.05678229406476021, + "m": 1.0 + }, + { + "p": 0.041926752775907516, + "m": 1.0 + }, + { + "p": 0.03730487450957298, + "m": 1.0 + }, + { + "p": 0.06343900412321091, + "m": 1.0 + }, + { + "p": 0.05935213342308998, + "m": 1.0 + }, + { + "p": 0.06826262176036835, + "m": 1.0 + }, + { + "p": 0.04499218612909317, + "m": 1.0 + }, + { + "p": 0.07366149127483368, + "m": 1.0 + }, + { + "p": 0.04805055260658264, + "m": 1.0 + }, + { + "p": 0.04064464941620827, + "m": 1.0 + }, + { + "p": 0.07944358885288239, + "m": 1.0 + }, + { + "p": 0.031539902091026306, + "m": 1.0 + }, + { + "p": 0.027775553986430168, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.7600469589233398, + "val_loss": 1.246221661567688, + "acc": 59.28, + "time": 123.69362913398072, + "param": [ + { + "p": 0.07557079941034317, + "m": 1.0 + }, + { + "p": 0.03177474066615105, + "m": 1.0 + }, + { + "p": 0.06833949685096741, + "m": 1.0 + }, + { + "p": 0.06422898918390274, + "m": 1.0 + }, + { + "p": 0.045118656009435654, + "m": 1.0 + }, + { + "p": 0.05863727629184723, + "m": 1.0 + }, + { + "p": 0.06418102979660034, + "m": 1.0 + }, + { + "p": 0.042279526591300964, + "m": 1.0 + }, + { + "p": 0.06684250384569168, + "m": 1.0 + }, + { + "p": 0.05665907263755798, + "m": 1.0 + }, + { + "p": 0.05217820033431053, + "m": 1.0 + }, + { + "p": 0.05768274515867233, + "m": 1.0 + }, + { + "p": 0.0734933540225029, + "m": 1.0 + }, + { + "p": 0.03889022395014763, + "m": 1.0 + }, + { + "p": 0.0564347505569458, + "m": 1.0 + }, + { + "p": 0.06572572141885757, + "m": 1.0 + }, + { + "p": 0.0442674495279789, + "m": 1.0 + }, + { + "p": 0.037695594131946564, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4863237142562866, + "val_loss": 1.2003229856491089, + "acc": 59.41, + "time": 133.2495294389082, + "param": [ + { + "p": 0.06631235778331757, + "m": 1.0 + }, + { + "p": 0.04587313160300255, + "m": 1.0 + }, + { + "p": 0.06960639357566833, + "m": 1.0 + }, + { + "p": 0.045102741569280624, + "m": 1.0 + }, + { + "p": 0.04357979819178581, + "m": 1.0 + }, + { + "p": 0.05018046498298645, + "m": 1.0 + }, + { + "p": 0.05691571906208992, + "m": 1.0 + }, + { + "p": 0.06040150672197342, + "m": 1.0 + }, + { + "p": 0.06548001617193222, + "m": 1.0 + }, + { + "p": 0.04348674789071083, + "m": 1.0 + }, + { + "p": 0.059916481375694275, + "m": 1.0 + }, + { + "p": 0.05954165756702423, + "m": 1.0 + }, + { + "p": 0.06105419620871544, + "m": 1.0 + }, + { + "p": 0.05606261268258095, + "m": 1.0 + }, + { + "p": 0.05991894379258156, + "m": 1.0 + }, + { + "p": 0.06180725619196892, + "m": 1.0 + }, + { + "p": 0.04845272749662399, + "m": 1.0 + }, + { + "p": 0.04630718752741814, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.499398112297058, + "val_loss": 1.194109320640564, + "acc": 58.41, + "time": 139.63133418094367, + "param": [ + { + "p": 0.034896817058324814, + "m": 1.0 + }, + { + "p": 0.05284105986356735, + "m": 1.0 + }, + { + "p": 0.05009355768561363, + "m": 1.0 + }, + { + "p": 0.05011051520705223, + "m": 1.0 + }, + { + "p": 0.05266806110739708, + "m": 1.0 + }, + { + "p": 0.07559025287628174, + "m": 1.0 + }, + { + "p": 0.0557527095079422, + "m": 1.0 + }, + { + "p": 0.06895366311073303, + "m": 1.0 + }, + { + "p": 0.057007692754268646, + "m": 1.0 + }, + { + "p": 0.06461089104413986, + "m": 1.0 + }, + { + "p": 0.03844640403985977, + "m": 1.0 + }, + { + "p": 0.07430251687765121, + "m": 1.0 + }, + { + "p": 0.08067569136619568, + "m": 1.0 + }, + { + "p": 0.03229968249797821, + "m": 1.0 + }, + { + "p": 0.0567195899784565, + "m": 1.0 + }, + { + "p": 0.07511870563030243, + "m": 1.0 + }, + { + "p": 0.03245885297656059, + "m": 1.0 + }, + { + "p": 0.047453343868255615, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.7598992586135864, + "val_loss": 1.1711177825927734, + "acc": 58.69, + "time": 142.9634703460615, + "param": [ + { + "p": 0.06713749468326569, + "m": 1.0 + }, + { + "p": 0.05308767408132553, + "m": 1.0 + }, + { + "p": 0.06495631486177444, + "m": 1.0 + }, + { + "p": 0.04575439542531967, + "m": 1.0 + }, + { + "p": 0.06152338907122612, + "m": 1.0 + }, + { + "p": 0.041673678904771805, + "m": 1.0 + }, + { + "p": 0.043577346950769424, + "m": 1.0 + }, + { + "p": 0.060882750898599625, + "m": 1.0 + }, + { + "p": 0.04605963081121445, + "m": 1.0 + }, + { + "p": 0.06745268404483795, + "m": 1.0 + }, + { + "p": 0.05134497955441475, + "m": 1.0 + }, + { + "p": 0.055009711533784866, + "m": 1.0 + }, + { + "p": 0.0746680200099945, + "m": 1.0 + }, + { + "p": 0.03919082134962082, + "m": 1.0 + }, + { + "p": 0.049383826553821564, + "m": 1.0 + }, + { + "p": 0.06028586998581886, + "m": 1.0 + }, + { + "p": 0.05770719423890114, + "m": 1.0 + }, + { + "p": 0.060304224491119385, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6211074590682983, + "val_loss": 1.175276279449463, + "acc": 60.17, + "time": 138.2097175719682, + "param": [ + { + "p": 0.05912576615810394, + "m": 1.0 + }, + { + "p": 0.019640997052192688, + "m": 1.0 + }, + { + "p": 0.08019164204597473, + "m": 1.0 + }, + { + "p": 0.035773828625679016, + "m": 1.0 + }, + { + "p": 0.06162457913160324, + "m": 1.0 + }, + { + "p": 0.05066265910863876, + "m": 1.0 + }, + { + "p": 0.05412519350647926, + "m": 1.0 + }, + { + "p": 0.06302816420793533, + "m": 1.0 + }, + { + "p": 0.06136187165975571, + "m": 1.0 + }, + { + "p": 0.04368797689676285, + "m": 1.0 + }, + { + "p": 0.0644463300704956, + "m": 1.0 + }, + { + "p": 0.07481805980205536, + "m": 1.0 + }, + { + "p": 0.06863431632518768, + "m": 1.0 + }, + { + "p": 0.042724788188934326, + "m": 1.0 + }, + { + "p": 0.06846173852682114, + "m": 1.0 + }, + { + "p": 0.05063585937023163, + "m": 1.0 + }, + { + "p": 0.06397136300802231, + "m": 1.0 + }, + { + "p": 0.03708486258983612, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.633974313735962, + "val_loss": 1.0559653043746948, + "acc": 58.74, + "time": 128.73821884696372, + "param": [ + { + "p": 0.055109716951847076, + "m": 1.0 + }, + { + "p": 0.047213952988386154, + "m": 1.0 + }, + { + "p": 0.054757263511419296, + "m": 1.0 + }, + { + "p": 0.04644142463803291, + "m": 1.0 + }, + { + "p": 0.056632596999406815, + "m": 1.0 + }, + { + "p": 0.042591094970703125, + "m": 1.0 + }, + { + "p": 0.07424750179052353, + "m": 1.0 + }, + { + "p": 0.06598680466413498, + "m": 1.0 + }, + { + "p": 0.05136862024664879, + "m": 1.0 + }, + { + "p": 0.06438193470239639, + "m": 1.0 + }, + { + "p": 0.05598067492246628, + "m": 1.0 + }, + { + "p": 0.04246307536959648, + "m": 1.0 + }, + { + "p": 0.054946690797805786, + "m": 1.0 + }, + { + "p": 0.05852535367012024, + "m": 1.0 + }, + { + "p": 0.0636707991361618, + "m": 1.0 + }, + { + "p": 0.07354777306318283, + "m": 1.0 + }, + { + "p": 0.040993720293045044, + "m": 1.0 + }, + { + "p": 0.05114108696579933, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.7240393161773682, + "val_loss": 1.1634868383407593, + "acc": 60.11, + "time": 132.51001555705443, + "param": [ + { + "p": 0.06985152512788773, + "m": 1.0 + }, + { + "p": 0.04522617906332016, + "m": 1.0 + }, + { + "p": 0.0751613900065422, + "m": 1.0 + }, + { + "p": 0.05033734068274498, + "m": 1.0 + }, + { + "p": 0.050680894404649734, + "m": 1.0 + }, + { + "p": 0.05688006430864334, + "m": 1.0 + }, + { + "p": 0.04571573808789253, + "m": 1.0 + }, + { + "p": 0.06456740945577621, + "m": 1.0 + }, + { + "p": 0.05870789289474487, + "m": 1.0 + }, + { + "p": 0.08326283097267151, + "m": 1.0 + }, + { + "p": 0.06626810878515244, + "m": 1.0 + }, + { + "p": 0.049586690962314606, + "m": 1.0 + }, + { + "p": 0.05592336505651474, + "m": 1.0 + }, + { + "p": 0.0376904271543026, + "m": 1.0 + }, + { + "p": 0.041473399847745895, + "m": 1.0 + }, + { + "p": 0.06353847682476044, + "m": 1.0 + }, + { + "p": 0.05546693876385689, + "m": 1.0 + }, + { + "p": 0.029661238193511963, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4758862257003784, + "val_loss": 1.110426664352417, + "acc": 60.75, + "time": 123.20482939295471, + "param": [ + { + "p": 0.060333501547575, + "m": 1.0 + }, + { + "p": 0.05082850530743599, + "m": 1.0 + }, + { + "p": 0.049572691321372986, + "m": 1.0 + }, + { + "p": 0.07561863958835602, + "m": 1.0 + }, + { + "p": 0.05415339767932892, + "m": 1.0 + }, + { + "p": 0.04311813786625862, + "m": 1.0 + }, + { + "p": 0.0627872571349144, + "m": 1.0 + }, + { + "p": 0.04254664108157158, + "m": 1.0 + }, + { + "p": 0.054475195705890656, + "m": 1.0 + }, + { + "p": 0.0651283785700798, + "m": 1.0 + }, + { + "p": 0.07392966002225876, + "m": 1.0 + }, + { + "p": 0.07251778990030289, + "m": 1.0 + }, + { + "p": 0.07059089094400406, + "m": 1.0 + }, + { + "p": 0.046123988926410675, + "m": 1.0 + }, + { + "p": 0.040715862065553665, + "m": 1.0 + }, + { + "p": 0.05394507199525833, + "m": 1.0 + }, + { + "p": 0.03577746823430061, + "m": 1.0 + }, + { + "p": 0.04783690348267555, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4383982419967651, + "val_loss": 1.2853580713272095, + "acc": 60.68, + "time": 138.51838559494354, + "param": [ + { + "p": 0.07056254893541336, + "m": 1.0 + }, + { + "p": 0.05246851220726967, + "m": 1.0 + }, + { + "p": 0.06981368362903595, + "m": 1.0 + }, + { + "p": 0.05622301995754242, + "m": 1.0 + }, + { + "p": 0.033259935677051544, + "m": 1.0 + }, + { + "p": 0.04841985926032066, + "m": 1.0 + }, + { + "p": 0.06395979970693588, + "m": 1.0 + }, + { + "p": 0.05826866999268532, + "m": 1.0 + }, + { + "p": 0.06579497456550598, + "m": 1.0 + }, + { + "p": 0.06436432152986526, + "m": 1.0 + }, + { + "p": 0.0423918180167675, + "m": 1.0 + }, + { + "p": 0.04429706558585167, + "m": 1.0 + }, + { + "p": 0.043894290924072266, + "m": 1.0 + }, + { + "p": 0.042819615453481674, + "m": 1.0 + }, + { + "p": 0.07266898453235626, + "m": 1.0 + }, + { + "p": 0.04190625622868538, + "m": 1.0 + }, + { + "p": 0.04772418737411499, + "m": 1.0 + }, + { + "p": 0.08116237819194794, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.7178033590316772, + "val_loss": 1.07982337474823, + "acc": 59.9, + "time": 132.55614214006346, + "param": [ + { + "p": 0.06923878937959671, + "m": 1.0 + }, + { + "p": 0.04671551287174225, + "m": 1.0 + }, + { + "p": 0.05715502053499222, + "m": 1.0 + }, + { + "p": 0.04044746980071068, + "m": 1.0 + }, + { + "p": 0.05805246904492378, + "m": 1.0 + }, + { + "p": 0.04082557559013367, + "m": 1.0 + }, + { + "p": 0.06267945468425751, + "m": 1.0 + }, + { + "p": 0.06909281015396118, + "m": 1.0 + }, + { + "p": 0.06378613412380219, + "m": 1.0 + }, + { + "p": 0.059790678322315216, + "m": 1.0 + }, + { + "p": 0.07660955935716629, + "m": 1.0 + }, + { + "p": 0.08119995892047882, + "m": 1.0 + }, + { + "p": 0.06074364855885506, + "m": 1.0 + }, + { + "p": 0.031283266842365265, + "m": 1.0 + }, + { + "p": 0.06586437672376633, + "m": 1.0 + }, + { + "p": 0.06510370224714279, + "m": 1.0 + }, + { + "p": 0.021713390946388245, + "m": 1.0 + }, + { + "p": 0.029698137193918228, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.5204740762710571, + "val_loss": 1.2449194192886353, + "acc": 58.38, + "time": 130.00833189790137, + "param": [ + { + "p": 0.07883819192647934, + "m": 1.0 + }, + { + "p": 0.05348619073629379, + "m": 1.0 + }, + { + "p": 0.06278347223997116, + "m": 1.0 + }, + { + "p": 0.03098747879266739, + "m": 1.0 + }, + { + "p": 0.049257490783929825, + "m": 1.0 + }, + { + "p": 0.04779716208577156, + "m": 1.0 + }, + { + "p": 0.05743453651666641, + "m": 1.0 + }, + { + "p": 0.04555150493979454, + "m": 1.0 + }, + { + "p": 0.07702337205410004, + "m": 1.0 + }, + { + "p": 0.05577242001891136, + "m": 1.0 + }, + { + "p": 0.0818556621670723, + "m": 1.0 + }, + { + "p": 0.05204992741346359, + "m": 1.0 + }, + { + "p": 0.06641491502523422, + "m": 1.0 + }, + { + "p": 0.03773276135325432, + "m": 1.0 + }, + { + "p": 0.04785311594605446, + "m": 1.0 + }, + { + "p": 0.055774226784706116, + "m": 1.0 + }, + { + "p": 0.03798682615160942, + "m": 1.0 + }, + { + "p": 0.0614008754491806, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.6491912603378296, + "val_loss": 0.963085949420929, + "acc": 60.53, + "time": 121.84582840802614, + "param": [ + { + "p": 0.06534522026777267, + "m": 1.0 + }, + { + "p": 0.03655348718166351, + "m": 1.0 + }, + { + "p": 0.061595652252435684, + "m": 1.0 + }, + { + "p": 0.0625295415520668, + "m": 1.0 + }, + { + "p": 0.05200662463903427, + "m": 1.0 + }, + { + "p": 0.05010644346475601, + "m": 1.0 + }, + { + "p": 0.06202424317598343, + "m": 1.0 + }, + { + "p": 0.05553315207362175, + "m": 1.0 + }, + { + "p": 0.04123595729470253, + "m": 1.0 + }, + { + "p": 0.05300627648830414, + "m": 1.0 + }, + { + "p": 0.06384000927209854, + "m": 1.0 + }, + { + "p": 0.06627409905195236, + "m": 1.0 + }, + { + "p": 0.07138334214687347, + "m": 1.0 + }, + { + "p": 0.03956497088074684, + "m": 1.0 + }, + { + "p": 0.06785256415605545, + "m": 1.0 + }, + { + "p": 0.061124030500650406, + "m": 1.0 + }, + { + "p": 0.04652607440948486, + "m": 1.0 + }, + { + "p": 0.043498363345861435, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.560925006866455, + "val_loss": 1.0094331502914429, + "acc": 61.81, + "time": 125.50244116701651, + "param": [ + { + "p": 0.04351094737648964, + "m": 1.0 + }, + { + "p": 0.05607834458351135, + "m": 1.0 + }, + { + "p": 0.07029460370540619, + "m": 1.0 + }, + { + "p": 0.06427068263292313, + "m": 1.0 + }, + { + "p": 0.043312832713127136, + "m": 1.0 + }, + { + "p": 0.03356708958745003, + "m": 1.0 + }, + { + "p": 0.07780634611845016, + "m": 1.0 + }, + { + "p": 0.0532429963350296, + "m": 1.0 + }, + { + "p": 0.04311196878552437, + "m": 1.0 + }, + { + "p": 0.06933920085430145, + "m": 1.0 + }, + { + "p": 0.045841820538043976, + "m": 1.0 + }, + { + "p": 0.06067018210887909, + "m": 1.0 + }, + { + "p": 0.06788799166679382, + "m": 1.0 + }, + { + "p": 0.049305833876132965, + "m": 1.0 + }, + { + "p": 0.06740690767765045, + "m": 1.0 + }, + { + "p": 0.07143716514110565, + "m": 1.0 + }, + { + "p": 0.04372183233499527, + "m": 1.0 + }, + { + "p": 0.039193131029605865, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5406311750411987, + "val_loss": 1.0928033590316772, + "acc": 61.53, + "time": 121.17264226602856, + "param": [ + { + "p": 0.05783173441886902, + "m": 1.0 + }, + { + "p": 0.04245983064174652, + "m": 1.0 + }, + { + "p": 0.07528357952833176, + "m": 1.0 + }, + { + "p": 0.061433929949998856, + "m": 1.0 + }, + { + "p": 0.0498366579413414, + "m": 1.0 + }, + { + "p": 0.05151533707976341, + "m": 1.0 + }, + { + "p": 0.04745342582464218, + "m": 1.0 + }, + { + "p": 0.047791413962841034, + "m": 1.0 + }, + { + "p": 0.08328075706958771, + "m": 1.0 + }, + { + "p": 0.07147455215454102, + "m": 1.0 + }, + { + "p": 0.07120709121227264, + "m": 1.0 + }, + { + "p": 0.08124533295631409, + "m": 1.0 + }, + { + "p": 0.06762859970331192, + "m": 1.0 + }, + { + "p": 0.02138052135705948, + "m": 1.0 + }, + { + "p": 0.049565818160772324, + "m": 1.0 + }, + { + "p": 0.06690043956041336, + "m": 1.0 + }, + { + "p": 0.029574818909168243, + "m": 1.0 + }, + { + "p": 0.02413618564605713, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.594847321510315, + "val_loss": 1.1131353378295898, + "acc": 63.24, + "time": 127.21781881304923, + "param": [ + { + "p": 0.05542528256773949, + "m": 1.0 + }, + { + "p": 0.04690580070018768, + "m": 1.0 + }, + { + "p": 0.062113065272569656, + "m": 1.0 + }, + { + "p": 0.050313495099544525, + "m": 1.0 + }, + { + "p": 0.04645045846700668, + "m": 1.0 + }, + { + "p": 0.05672946572303772, + "m": 1.0 + }, + { + "p": 0.03703836351633072, + "m": 1.0 + }, + { + "p": 0.05511706694960594, + "m": 1.0 + }, + { + "p": 0.058035820722579956, + "m": 1.0 + }, + { + "p": 0.07221432030200958, + "m": 1.0 + }, + { + "p": 0.0594421811401844, + "m": 1.0 + }, + { + "p": 0.06447746604681015, + "m": 1.0 + }, + { + "p": 0.055118951946496964, + "m": 1.0 + }, + { + "p": 0.0598921924829483, + "m": 1.0 + }, + { + "p": 0.054530080407857895, + "m": 1.0 + }, + { + "p": 0.0674574226140976, + "m": 1.0 + }, + { + "p": 0.04971291124820709, + "m": 1.0 + }, + { + "p": 0.04902566224336624, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.6507021188735962, + "val_loss": 1.2016632556915283, + "acc": 61.92, + "time": 121.45200277492404, + "param": [ + { + "p": 0.06818696111440659, + "m": 1.0 + }, + { + "p": 0.058741334825754166, + "m": 1.0 + }, + { + "p": 0.049444496631622314, + "m": 1.0 + }, + { + "p": 0.030905036255717278, + "m": 1.0 + }, + { + "p": 0.0742180198431015, + "m": 1.0 + }, + { + "p": 0.045460350811481476, + "m": 1.0 + }, + { + "p": 0.05367670953273773, + "m": 1.0 + }, + { + "p": 0.052162978798151016, + "m": 1.0 + }, + { + "p": 0.07599034905433655, + "m": 1.0 + }, + { + "p": 0.0684683546423912, + "m": 1.0 + }, + { + "p": 0.06961756199598312, + "m": 1.0 + }, + { + "p": 0.04253644123673439, + "m": 1.0 + }, + { + "p": 0.05407863110303879, + "m": 1.0 + }, + { + "p": 0.038429584354162216, + "m": 1.0 + }, + { + "p": 0.04979774355888367, + "m": 1.0 + }, + { + "p": 0.051024649292230606, + "m": 1.0 + }, + { + "p": 0.06281150877475739, + "m": 1.0 + }, + { + "p": 0.054449453949928284, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.5688824653625488, + "val_loss": 1.0911343097686768, + "acc": 61.88, + "time": 132.5952345719561, + "param": [ + { + "p": 0.06849627196788788, + "m": 1.0 + }, + { + "p": 0.042125020176172256, + "m": 1.0 + }, + { + "p": 0.07091449946165085, + "m": 1.0 + }, + { + "p": 0.03030148707330227, + "m": 1.0 + }, + { + "p": 0.05325889587402344, + "m": 1.0 + }, + { + "p": 0.039537619799375534, + "m": 1.0 + }, + { + "p": 0.05645167827606201, + "m": 1.0 + }, + { + "p": 0.0712239071726799, + "m": 1.0 + }, + { + "p": 0.0658138319849968, + "m": 1.0 + }, + { + "p": 0.07486043125391006, + "m": 1.0 + }, + { + "p": 0.06098571792244911, + "m": 1.0 + }, + { + "p": 0.06899949163198471, + "m": 1.0 + }, + { + "p": 0.07610949128866196, + "m": 1.0 + }, + { + "p": 0.027811681851744652, + "m": 1.0 + }, + { + "p": 0.05035027489066124, + "m": 1.0 + }, + { + "p": 0.048544976860284805, + "m": 1.0 + }, + { + "p": 0.040666013956069946, + "m": 1.0 + }, + { + "p": 0.053548648953437805, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.6802868843078613, + "val_loss": 1.126706600189209, + "acc": 61.62, + "time": 124.92626673390623, + "param": [ + { + "p": 0.05979756638407707, + "m": 1.0 + }, + { + "p": 0.06070801988244057, + "m": 1.0 + }, + { + "p": 0.06061507761478424, + "m": 1.0 + }, + { + "p": 0.04000052437186241, + "m": 1.0 + }, + { + "p": 0.028058065101504326, + "m": 1.0 + }, + { + "p": 0.06920698285102844, + "m": 1.0 + }, + { + "p": 0.08217199891805649, + "m": 1.0 + }, + { + "p": 0.049205005168914795, + "m": 1.0 + }, + { + "p": 0.06713775545358658, + "m": 1.0 + }, + { + "p": 0.0771462544798851, + "m": 1.0 + }, + { + "p": 0.06774387508630753, + "m": 1.0 + }, + { + "p": 0.047421861439943314, + "m": 1.0 + }, + { + "p": 0.04963073506951332, + "m": 1.0 + }, + { + "p": 0.040967218577861786, + "m": 1.0 + }, + { + "p": 0.03819139674305916, + "m": 1.0 + }, + { + "p": 0.06575192511081696, + "m": 1.0 + }, + { + "p": 0.04035782441496849, + "m": 1.0 + }, + { + "p": 0.055887844413518906, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4866219758987427, + "val_loss": 1.0442125797271729, + "acc": 62.42, + "time": 138.61113368102815, + "param": [ + { + "p": 0.08365172147750854, + "m": 1.0 + }, + { + "p": 0.056052327156066895, + "m": 1.0 + }, + { + "p": 0.06918440014123917, + "m": 1.0 + }, + { + "p": 0.0452188141644001, + "m": 1.0 + }, + { + "p": 0.049402959644794464, + "m": 1.0 + }, + { + "p": 0.043190356343984604, + "m": 1.0 + }, + { + "p": 0.04570815712213516, + "m": 1.0 + }, + { + "p": 0.05022939294576645, + "m": 1.0 + }, + { + "p": 0.06589996814727783, + "m": 1.0 + }, + { + "p": 0.06721186637878418, + "m": 1.0 + }, + { + "p": 0.06076030060648918, + "m": 1.0 + }, + { + "p": 0.05980139225721359, + "m": 1.0 + }, + { + "p": 0.06927645951509476, + "m": 1.0 + }, + { + "p": 0.05929078534245491, + "m": 1.0 + }, + { + "p": 0.032380107790231705, + "m": 1.0 + }, + { + "p": 0.06974633038043976, + "m": 1.0 + }, + { + "p": 0.03629288077354431, + "m": 1.0 + }, + { + "p": 0.03670169785618782, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.65967857837677, + "val_loss": 1.0528978109359741, + "acc": 63.58, + "time": 127.81188507203478, + "param": [ + { + "p": 0.06778939068317413, + "m": 1.0 + }, + { + "p": 0.05499948561191559, + "m": 1.0 + }, + { + "p": 0.05623398721218109, + "m": 1.0 + }, + { + "p": 0.062433209270238876, + "m": 1.0 + }, + { + "p": 0.0501130148768425, + "m": 1.0 + }, + { + "p": 0.039667822420597076, + "m": 1.0 + }, + { + "p": 0.0722670927643776, + "m": 1.0 + }, + { + "p": 0.06643568724393845, + "m": 1.0 + }, + { + "p": 0.061326026916503906, + "m": 1.0 + }, + { + "p": 0.041926782578229904, + "m": 1.0 + }, + { + "p": 0.0483240932226181, + "m": 1.0 + }, + { + "p": 0.06694220006465912, + "m": 1.0 + }, + { + "p": 0.045096784830093384, + "m": 1.0 + }, + { + "p": 0.046111419796943665, + "m": 1.0 + }, + { + "p": 0.06229577586054802, + "m": 1.0 + }, + { + "p": 0.06553442776203156, + "m": 1.0 + }, + { + "p": 0.04821224883198738, + "m": 1.0 + }, + { + "p": 0.044290412217378616, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3871370553970337, + "val_loss": 1.0168874263763428, + "acc": 64.44, + "time": 134.88007221196312, + "param": [ + { + "p": 0.07074843347072601, + "m": 1.0 + }, + { + "p": 0.03390277177095413, + "m": 1.0 + }, + { + "p": 0.07213464379310608, + "m": 1.0 + }, + { + "p": 0.07473260164260864, + "m": 1.0 + }, + { + "p": 0.06086649373173714, + "m": 1.0 + }, + { + "p": 0.05686744675040245, + "m": 1.0 + }, + { + "p": 0.07522289454936981, + "m": 1.0 + }, + { + "p": 0.060435306280851364, + "m": 1.0 + }, + { + "p": 0.07155261933803558, + "m": 1.0 + }, + { + "p": 0.05898839607834816, + "m": 1.0 + }, + { + "p": 0.06003838777542114, + "m": 1.0 + }, + { + "p": 0.04378324747085571, + "m": 1.0 + }, + { + "p": 0.07720957696437836, + "m": 1.0 + }, + { + "p": 0.047177303582429886, + "m": 1.0 + }, + { + "p": 0.056323546916246414, + "m": 1.0 + }, + { + "p": 0.06922145932912827, + "m": 1.0 + }, + { + "p": 0.006693549454212189, + "m": 1.0 + }, + { + "p": 0.004101374186575413, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.5451122522354126, + "val_loss": 1.0537457466125488, + "acc": 64.14, + "time": 134.77289162704255, + "param": [ + { + "p": 0.0607757605612278, + "m": 1.0 + }, + { + "p": 0.05624226853251457, + "m": 1.0 + }, + { + "p": 0.06180954724550247, + "m": 1.0 + }, + { + "p": 0.06581394374370575, + "m": 1.0 + }, + { + "p": 0.05581071227788925, + "m": 1.0 + }, + { + "p": 0.05701642110943794, + "m": 1.0 + }, + { + "p": 0.05367964133620262, + "m": 1.0 + }, + { + "p": 0.04678428918123245, + "m": 1.0 + }, + { + "p": 0.04380488023161888, + "m": 1.0 + }, + { + "p": 0.056492358446121216, + "m": 1.0 + }, + { + "p": 0.07647935301065445, + "m": 1.0 + }, + { + "p": 0.05966467410326004, + "m": 1.0 + }, + { + "p": 0.0670396015048027, + "m": 1.0 + }, + { + "p": 0.04638844355940819, + "m": 1.0 + }, + { + "p": 0.05443156138062477, + "m": 1.0 + }, + { + "p": 0.06278574466705322, + "m": 1.0 + }, + { + "p": 0.03772468492388725, + "m": 1.0 + }, + { + "p": 0.03725612908601761, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4683464765548706, + "val_loss": 0.9127398729324341, + "acc": 63.65, + "time": 127.15251126606017, + "param": [ + { + "p": 0.05113949999213219, + "m": 1.0 + }, + { + "p": 0.048968322575092316, + "m": 1.0 + }, + { + "p": 0.07547919452190399, + "m": 1.0 + }, + { + "p": 0.05993714556097984, + "m": 1.0 + }, + { + "p": 0.056017275899648666, + "m": 1.0 + }, + { + "p": 0.055277276784181595, + "m": 1.0 + }, + { + "p": 0.038603246212005615, + "m": 1.0 + }, + { + "p": 0.06880703568458557, + "m": 1.0 + }, + { + "p": 0.07747398316860199, + "m": 1.0 + }, + { + "p": 0.08018174767494202, + "m": 1.0 + }, + { + "p": 0.03535476326942444, + "m": 1.0 + }, + { + "p": 0.028009114786982536, + "m": 1.0 + }, + { + "p": 0.043603576719760895, + "m": 1.0 + }, + { + "p": 0.04329242184758186, + "m": 1.0 + }, + { + "p": 0.06589356809854507, + "m": 1.0 + }, + { + "p": 0.08543120324611664, + "m": 1.0 + }, + { + "p": 0.051092784851789474, + "m": 1.0 + }, + { + "p": 0.035437874495983124, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.6540780067443848, + "val_loss": 1.0122636556625366, + "acc": 63.5, + "time": 125.9113638009876, + "param": [ + { + "p": 0.08433154970407486, + "m": 1.0 + }, + { + "p": 0.02440979704260826, + "m": 1.0 + }, + { + "p": 0.044321462512016296, + "m": 1.0 + }, + { + "p": 0.05494926497340202, + "m": 1.0 + }, + { + "p": 0.06680632382631302, + "m": 1.0 + }, + { + "p": 0.050474610179662704, + "m": 1.0 + }, + { + "p": 0.04871553182601929, + "m": 1.0 + }, + { + "p": 0.06491600722074509, + "m": 1.0 + }, + { + "p": 0.06386800110340118, + "m": 1.0 + }, + { + "p": 0.07156045734882355, + "m": 1.0 + }, + { + "p": 0.02288072742521763, + "m": 1.0 + }, + { + "p": 0.03843652456998825, + "m": 1.0 + }, + { + "p": 0.08526969701051712, + "m": 1.0 + }, + { + "p": 0.06390427052974701, + "m": 1.0 + }, + { + "p": 0.06428547203540802, + "m": 1.0 + }, + { + "p": 0.0773729756474495, + "m": 1.0 + }, + { + "p": 0.054556939750909805, + "m": 1.0 + }, + { + "p": 0.018940454348921776, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.55610191822052, + "val_loss": 0.9745827317237854, + "acc": 63.88, + "time": 132.58907265996095, + "param": [ + { + "p": 0.06871439516544342, + "m": 1.0 + }, + { + "p": 0.04325990751385689, + "m": 1.0 + }, + { + "p": 0.05288911610841751, + "m": 1.0 + }, + { + "p": 0.06402786821126938, + "m": 1.0 + }, + { + "p": 0.03829680383205414, + "m": 1.0 + }, + { + "p": 0.04652628302574158, + "m": 1.0 + }, + { + "p": 0.05596724897623062, + "m": 1.0 + }, + { + "p": 0.05872737616300583, + "m": 1.0 + }, + { + "p": 0.07131441682577133, + "m": 1.0 + }, + { + "p": 0.06840014457702637, + "m": 1.0 + }, + { + "p": 0.04813925549387932, + "m": 1.0 + }, + { + "p": 0.07073967903852463, + "m": 1.0 + }, + { + "p": 0.04913314804434776, + "m": 1.0 + }, + { + "p": 0.054854389280080795, + "m": 1.0 + }, + { + "p": 0.06011197715997696, + "m": 1.0 + }, + { + "p": 0.0717194676399231, + "m": 1.0 + }, + { + "p": 0.03785227984189987, + "m": 1.0 + }, + { + "p": 0.03932604193687439, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.6594821214675903, + "val_loss": 0.9293849468231201, + "acc": 64.58, + "time": 130.83985021803528, + "param": [ + { + "p": 0.043465591967105865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06943844258785248, + "m": 1.0 + }, + { + "p": 0.06641829758882523, + "m": 1.0 + }, + { + "p": 0.05626335367560387, + "m": 1.0 + }, + { + "p": 0.03990479186177254, + "m": 1.0 + }, + { + "p": 0.06762173771858215, + "m": 1.0 + }, + { + "p": 0.07349458336830139, + "m": 1.0 + }, + { + "p": 0.07327386736869812, + "m": 1.0 + }, + { + "p": 0.06021378934383392, + "m": 1.0 + }, + { + "p": 0.05438746139407158, + "m": 1.0 + }, + { + "p": 0.06590966880321503, + "m": 1.0 + }, + { + "p": 0.09976181387901306, + "m": 1.0 + }, + { + "p": 0.03859753906726837, + "m": 1.0 + }, + { + "p": 0.049665920436382294, + "m": 1.0 + }, + { + "p": 0.05442928895354271, + "m": 1.0 + }, + { + "p": 0.03615524247288704, + "m": 1.0 + }, + { + "p": 0.05099854618310928, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.4701762199401855, + "val_loss": 0.9663555026054382, + "acc": 64.32, + "time": 124.50634738092776, + "param": [ + { + "p": 0.08003052324056625, + "m": 1.0 + }, + { + "p": 0.04762866348028183, + "m": 1.0 + }, + { + "p": 0.07822656631469727, + "m": 1.0 + }, + { + "p": 0.05066186189651489, + "m": 1.0 + }, + { + "p": 0.03301721811294556, + "m": 1.0 + }, + { + "p": 0.05131615325808525, + "m": 1.0 + }, + { + "p": 0.049040526151657104, + "m": 1.0 + }, + { + "p": 0.029122736304998398, + "m": 1.0 + }, + { + "p": 0.04399842023849487, + "m": 1.0 + }, + { + "p": 0.0419500395655632, + "m": 1.0 + }, + { + "p": 0.07035163789987564, + "m": 1.0 + }, + { + "p": 0.06790290772914886, + "m": 1.0 + }, + { + "p": 0.0801912322640419, + "m": 1.0 + }, + { + "p": 0.05214037746191025, + "m": 1.0 + }, + { + "p": 0.08965122699737549, + "m": 1.0 + }, + { + "p": 0.050204262137413025, + "m": 1.0 + }, + { + "p": 0.04943091422319412, + "m": 1.0 + }, + { + "p": 0.03513477370142937, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.5902718305587769, + "val_loss": 0.9686893820762634, + "acc": 64.44, + "time": 141.78225086501334, + "param": [ + { + "p": 0.060277629643678665, + "m": 1.0 + }, + { + "p": 0.04204778000712395, + "m": 1.0 + }, + { + "p": 0.06210149824619293, + "m": 1.0 + }, + { + "p": 0.05136958882212639, + "m": 1.0 + }, + { + "p": 0.0575658418238163, + "m": 1.0 + }, + { + "p": 0.051700543612241745, + "m": 1.0 + }, + { + "p": 0.0414687879383564, + "m": 1.0 + }, + { + "p": 0.06257618963718414, + "m": 1.0 + }, + { + "p": 0.04234125837683678, + "m": 1.0 + }, + { + "p": 0.05347215384244919, + "m": 1.0 + }, + { + "p": 0.06663297116756439, + "m": 1.0 + }, + { + "p": 0.06470301002264023, + "m": 1.0 + }, + { + "p": 0.0524241104722023, + "m": 1.0 + }, + { + "p": 0.060789916664361954, + "m": 1.0 + }, + { + "p": 0.052927806973457336, + "m": 1.0 + }, + { + "p": 0.06397736817598343, + "m": 1.0 + }, + { + "p": 0.051173385232686996, + "m": 1.0 + }, + { + "p": 0.06245018169283867, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3072285652160645, + "val_loss": 1.0854005813598633, + "acc": 63.75, + "time": 137.5548700010404, + "param": [ + { + "p": 0.06473700702190399, + "m": 1.0 + }, + { + "p": 0.05504647269845009, + "m": 1.0 + }, + { + "p": 0.05828513950109482, + "m": 1.0 + }, + { + "p": 0.0560663677752018, + "m": 1.0 + }, + { + "p": 0.056539855897426605, + "m": 1.0 + }, + { + "p": 0.05493612959980965, + "m": 1.0 + }, + { + "p": 0.044914599508047104, + "m": 1.0 + }, + { + "p": 0.05291510000824928, + "m": 1.0 + }, + { + "p": 0.048669684678316116, + "m": 1.0 + }, + { + "p": 0.08383556455373764, + "m": 1.0 + }, + { + "p": 0.055434081703424454, + "m": 1.0 + }, + { + "p": 0.0591963566839695, + "m": 1.0 + }, + { + "p": 0.05612969398498535, + "m": 1.0 + }, + { + "p": 0.04423169419169426, + "m": 1.0 + }, + { + "p": 0.050151240080595016, + "m": 1.0 + }, + { + "p": 0.06282801181077957, + "m": 1.0 + }, + { + "p": 0.04562908411026001, + "m": 1.0 + }, + { + "p": 0.05045384168624878, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.558459758758545, + "val_loss": 1.0115063190460205, + "acc": 65.26, + "time": 138.44813267095014, + "param": [ + { + "p": 0.06685947626829147, + "m": 1.0 + }, + { + "p": 0.052123427391052246, + "m": 1.0 + }, + { + "p": 0.07894109934568405, + "m": 1.0 + }, + { + "p": 0.0769413411617279, + "m": 1.0 + }, + { + "p": 0.021426403895020485, + "m": 1.0 + }, + { + "p": 0.06819646060466766, + "m": 1.0 + }, + { + "p": 0.06378583610057831, + "m": 1.0 + }, + { + "p": 0.0562477670609951, + "m": 1.0 + }, + { + "p": 0.07204226404428482, + "m": 1.0 + }, + { + "p": 0.052634548395872116, + "m": 1.0 + }, + { + "p": 0.053038835525512695, + "m": 1.0 + }, + { + "p": 0.0804583951830864, + "m": 1.0 + }, + { + "p": 0.06486385315656662, + "m": 1.0 + }, + { + "p": 0.040540073066949844, + "m": 1.0 + }, + { + "p": 0.025713959708809853, + "m": 1.0 + }, + { + "p": 0.04993492364883423, + "m": 1.0 + }, + { + "p": 0.039054494351148605, + "m": 1.0 + }, + { + "p": 0.03719677776098251, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.571638584136963, + "val_loss": 1.0425052642822266, + "acc": 65.43, + "time": 145.04718802298885, + "param": [ + { + "p": 0.058001019060611725, + "m": 1.0 + }, + { + "p": 0.06342997401952744, + "m": 1.0 + }, + { + "p": 0.03836994990706444, + "m": 1.0 + }, + { + "p": 0.0513528548181057, + "m": 1.0 + }, + { + "p": 0.03722509741783142, + "m": 1.0 + }, + { + "p": 0.053073298186063766, + "m": 1.0 + }, + { + "p": 0.05545904114842415, + "m": 1.0 + }, + { + "p": 0.047983817756175995, + "m": 1.0 + }, + { + "p": 0.05439447984099388, + "m": 1.0 + }, + { + "p": 0.0648135170340538, + "m": 1.0 + }, + { + "p": 0.045872896909713745, + "m": 1.0 + }, + { + "p": 0.07630067318677902, + "m": 1.0 + }, + { + "p": 0.07319207489490509, + "m": 1.0 + }, + { + "p": 0.07132535427808762, + "m": 1.0 + }, + { + "p": 0.06036927551031113, + "m": 1.0 + }, + { + "p": 0.06200742721557617, + "m": 1.0 + }, + { + "p": 0.04617324098944664, + "m": 1.0 + }, + { + "p": 0.040656063705682755, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.357141137123108, + "val_loss": 1.096191167831421, + "acc": 63.41, + "time": 126.87621442298405, + "param": [ + { + "p": 0.07687879353761673, + "m": 1.0 + }, + { + "p": 0.05814272165298462, + "m": 1.0 + }, + { + "p": 0.08318288624286652, + "m": 1.0 + }, + { + "p": 0.030156079679727554, + "m": 1.0 + }, + { + "p": 0.036593519151210785, + "m": 1.0 + }, + { + "p": 0.025870099663734436, + "m": 1.0 + }, + { + "p": 0.0464804545044899, + "m": 1.0 + }, + { + "p": 0.07501831650733948, + "m": 1.0 + }, + { + "p": 0.07022127509117126, + "m": 1.0 + }, + { + "p": 0.040903326123952866, + "m": 1.0 + }, + { + "p": 0.07376380264759064, + "m": 1.0 + }, + { + "p": 0.06341788917779922, + "m": 1.0 + }, + { + "p": 0.08785400539636612, + "m": 1.0 + }, + { + "p": 0.04606607183814049, + "m": 1.0 + }, + { + "p": 0.0698779821395874, + "m": 1.0 + }, + { + "p": 0.06437093764543533, + "m": 1.0 + }, + { + "p": 0.049855735152959824, + "m": 1.0 + }, + { + "p": 0.0013462204951792955, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.477678656578064, + "val_loss": 1.0203770399093628, + "acc": 64.69, + "time": 126.11323875107337, + "param": [ + { + "p": 0.06330858170986176, + "m": 1.0 + }, + { + "p": 0.046214163303375244, + "m": 1.0 + }, + { + "p": 0.08385598659515381, + "m": 1.0 + }, + { + "p": 0.05421197786927223, + "m": 1.0 + }, + { + "p": 0.06092860922217369, + "m": 1.0 + }, + { + "p": 0.05769612640142441, + "m": 1.0 + }, + { + "p": 0.05349438264966011, + "m": 1.0 + }, + { + "p": 0.05840478092432022, + "m": 1.0 + }, + { + "p": 0.07588110119104385, + "m": 1.0 + }, + { + "p": 0.04597191885113716, + "m": 1.0 + }, + { + "p": 0.05753293260931969, + "m": 1.0 + }, + { + "p": 0.04554932937026024, + "m": 1.0 + }, + { + "p": 0.06748875975608826, + "m": 1.0 + }, + { + "p": 0.049492355436086655, + "m": 1.0 + }, + { + "p": 0.03959718719124794, + "m": 1.0 + }, + { + "p": 0.05281583592295647, + "m": 1.0 + }, + { + "p": 0.044633738696575165, + "m": 1.0 + }, + { + "p": 0.042922310531139374, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.616227388381958, + "val_loss": 1.0262105464935303, + "acc": 63.92, + "time": 122.47178811393678, + "param": [ + { + "p": 0.061564646661281586, + "m": 1.0 + }, + { + "p": 0.05608874559402466, + "m": 1.0 + }, + { + "p": 0.05885542184114456, + "m": 1.0 + }, + { + "p": 0.05485077202320099, + "m": 1.0 + }, + { + "p": 0.05058290436863899, + "m": 1.0 + }, + { + "p": 0.06730685383081436, + "m": 1.0 + }, + { + "p": 0.043729908764362335, + "m": 1.0 + }, + { + "p": 0.04708966612815857, + "m": 1.0 + }, + { + "p": 0.06915077567100525, + "m": 1.0 + }, + { + "p": 0.053810324519872665, + "m": 1.0 + }, + { + "p": 0.06279896199703217, + "m": 1.0 + }, + { + "p": 0.05880504101514816, + "m": 1.0 + }, + { + "p": 0.05949611961841583, + "m": 1.0 + }, + { + "p": 0.05490466579794884, + "m": 1.0 + }, + { + "p": 0.040389541536569595, + "m": 1.0 + }, + { + "p": 0.07501059770584106, + "m": 1.0 + }, + { + "p": 0.03796324506402016, + "m": 1.0 + }, + { + "p": 0.04760181903839111, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5050114393234253, + "val_loss": 0.9657515287399292, + "acc": 65.72, + "time": 136.28273477801122, + "param": [ + { + "p": 0.07420523464679718, + "m": 1.0 + }, + { + "p": 0.029584551230072975, + "m": 1.0 + }, + { + "p": 0.08004481345415115, + "m": 1.0 + }, + { + "p": 0.051443032920360565, + "m": 1.0 + }, + { + "p": 0.06611592322587967, + "m": 1.0 + }, + { + "p": 0.04545920342206955, + "m": 1.0 + }, + { + "p": 0.04687746614217758, + "m": 1.0 + }, + { + "p": 0.04263322800397873, + "m": 1.0 + }, + { + "p": 0.10006904602050781, + "m": 1.0 + }, + { + "p": 0.07431245595216751, + "m": 1.0 + }, + { + "p": 0.05851617082953453, + "m": 1.0 + }, + { + "p": 0.05394252762198448, + "m": 1.0 + }, + { + "p": 0.035729020833969116, + "m": 1.0 + }, + { + "p": 0.03398609906435013, + "m": 1.0 + }, + { + "p": 0.043286751955747604, + "m": 1.0 + }, + { + "p": 0.06907355785369873, + "m": 1.0 + }, + { + "p": 0.04167761281132698, + "m": 1.0 + }, + { + "p": 0.05304328352212906, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4535034894943237, + "val_loss": 0.8964130878448486, + "acc": 66.63, + "time": 136.8236522990046, + "param": [ + { + "p": 0.0651940256357193, + "m": 1.0 + }, + { + "p": 0.02044035494327545, + "m": 1.0 + }, + { + "p": 0.0676618441939354, + "m": 1.0 + }, + { + "p": 0.03719751536846161, + "m": 1.0 + }, + { + "p": 0.029740875586867332, + "m": 1.0 + }, + { + "p": 0.051096104085445404, + "m": 1.0 + }, + { + "p": 0.05336339399218559, + "m": 1.0 + }, + { + "p": 0.053168170154094696, + "m": 1.0 + }, + { + "p": 0.06805453449487686, + "m": 1.0 + }, + { + "p": 0.0712079331278801, + "m": 1.0 + }, + { + "p": 0.08180923759937286, + "m": 1.0 + }, + { + "p": 0.06272006779909134, + "m": 1.0 + }, + { + "p": 0.0681551918387413, + "m": 1.0 + }, + { + "p": 0.043446946889162064, + "m": 1.0 + }, + { + "p": 0.04644178971648216, + "m": 1.0 + }, + { + "p": 0.09603360295295715, + "m": 1.0 + }, + { + "p": 0.04204060509800911, + "m": 1.0 + }, + { + "p": 0.04222772270441055, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.5675634145736694, + "val_loss": 0.9062342047691345, + "acc": 65.36, + "time": 138.1670838299906, + "param": [ + { + "p": 0.06707803905010223, + "m": 1.0 + }, + { + "p": 0.049228690564632416, + "m": 1.0 + }, + { + "p": 0.05061200633645058, + "m": 1.0 + }, + { + "p": 0.04514066502451897, + "m": 1.0 + }, + { + "p": 0.05049312487244606, + "m": 1.0 + }, + { + "p": 0.05256618559360504, + "m": 1.0 + }, + { + "p": 0.04544516280293465, + "m": 1.0 + }, + { + "p": 0.06299888342618942, + "m": 1.0 + }, + { + "p": 0.059996142983436584, + "m": 1.0 + }, + { + "p": 0.06595603376626968, + "m": 1.0 + }, + { + "p": 0.056897252798080444, + "m": 1.0 + }, + { + "p": 0.05387960746884346, + "m": 1.0 + }, + { + "p": 0.07065749913454056, + "m": 1.0 + }, + { + "p": 0.05242278054356575, + "m": 1.0 + }, + { + "p": 0.05103607848286629, + "m": 1.0 + }, + { + "p": 0.061764907091856, + "m": 1.0 + }, + { + "p": 0.05653718113899231, + "m": 1.0 + }, + { + "p": 0.04728979617357254, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3443785905838013, + "val_loss": 1.000064492225647, + "acc": 65.27, + "time": 122.36839268100448, + "param": [ + { + "p": 0.06269224733114243, + "m": 1.0 + }, + { + "p": 0.051063455641269684, + "m": 1.0 + }, + { + "p": 0.07619846612215042, + "m": 1.0 + }, + { + "p": 0.047833751887083054, + "m": 1.0 + }, + { + "p": 0.05126314237713814, + "m": 1.0 + }, + { + "p": 0.0322895273566246, + "m": 1.0 + }, + { + "p": 0.08035466074943542, + "m": 1.0 + }, + { + "p": 0.04589136317372322, + "m": 1.0 + }, + { + "p": 0.07121793925762177, + "m": 1.0 + }, + { + "p": 0.037558045238256454, + "m": 1.0 + }, + { + "p": 0.07473264634609222, + "m": 1.0 + }, + { + "p": 0.057744089514017105, + "m": 1.0 + }, + { + "p": 0.05093152076005936, + "m": 1.0 + }, + { + "p": 0.03496028855443001, + "m": 1.0 + }, + { + "p": 0.057990673929452896, + "m": 1.0 + }, + { + "p": 0.07307963073253632, + "m": 1.0 + }, + { + "p": 0.05933181568980217, + "m": 1.0 + }, + { + "p": 0.034866828471422195, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.307018756866455, + "val_loss": 0.9458744525909424, + "acc": 67.01, + "time": 122.97604401793797, + "param": [ + { + "p": 0.08279118686914444, + "m": 1.0 + }, + { + "p": 0.050163161009550095, + "m": 1.0 + }, + { + "p": 0.05583193153142929, + "m": 1.0 + }, + { + "p": 0.0475342683494091, + "m": 1.0 + }, + { + "p": 0.04560840129852295, + "m": 1.0 + }, + { + "p": 0.04768312722444534, + "m": 1.0 + }, + { + "p": 0.0446263886988163, + "m": 1.0 + }, + { + "p": 0.06880518049001694, + "m": 1.0 + }, + { + "p": 0.06576356291770935, + "m": 1.0 + }, + { + "p": 0.0440959557890892, + "m": 1.0 + }, + { + "p": 0.07575806230306625, + "m": 1.0 + }, + { + "p": 0.07397027313709259, + "m": 1.0 + }, + { + "p": 0.07967592030763626, + "m": 1.0 + }, + { + "p": 0.05235802382230759, + "m": 1.0 + }, + { + "p": 0.04997596889734268, + "m": 1.0 + }, + { + "p": 0.05415033921599388, + "m": 1.0 + }, + { + "p": 0.03670276328921318, + "m": 1.0 + }, + { + "p": 0.02450551651418209, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.493003487586975, + "val_loss": 1.0324629545211792, + "acc": 66.01, + "time": 126.56095316901337, + "param": [ + { + "p": 0.05832449346780777, + "m": 1.0 + }, + { + "p": 0.053146038204431534, + "m": 1.0 + }, + { + "p": 0.06494172662496567, + "m": 1.0 + }, + { + "p": 0.06505529582500458, + "m": 1.0 + }, + { + "p": 0.04341113194823265, + "m": 1.0 + }, + { + "p": 0.054695066064596176, + "m": 1.0 + }, + { + "p": 0.04727289453148842, + "m": 1.0 + }, + { + "p": 0.04710399731993675, + "m": 1.0 + }, + { + "p": 0.06366511434316635, + "m": 1.0 + }, + { + "p": 0.06471776217222214, + "m": 1.0 + }, + { + "p": 0.04399508982896805, + "m": 1.0 + }, + { + "p": 0.07257387042045593, + "m": 1.0 + }, + { + "p": 0.06515422463417053, + "m": 1.0 + }, + { + "p": 0.049355681985616684, + "m": 1.0 + }, + { + "p": 0.06008276343345642, + "m": 1.0 + }, + { + "p": 0.06816139817237854, + "m": 1.0 + }, + { + "p": 0.04185495898127556, + "m": 1.0 + }, + { + "p": 0.03648853302001953, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.6534948348999023, + "val_loss": 1.008732557296753, + "acc": 65.95, + "time": 129.6529858430149, + "param": [ + { + "p": 0.058327581733465195, + "m": 1.0 + }, + { + "p": 0.03608759865164757, + "m": 1.0 + }, + { + "p": 0.0701473206281662, + "m": 1.0 + }, + { + "p": 0.05822484940290451, + "m": 1.0 + }, + { + "p": 0.029058312997221947, + "m": 1.0 + }, + { + "p": 0.031471479684114456, + "m": 1.0 + }, + { + "p": 0.043039046227931976, + "m": 1.0 + }, + { + "p": 0.05781301483511925, + "m": 1.0 + }, + { + "p": 0.079507976770401, + "m": 1.0 + }, + { + "p": 0.0693647637963295, + "m": 1.0 + }, + { + "p": 0.07197419553995132, + "m": 1.0 + }, + { + "p": 0.0622490756213665, + "m": 1.0 + }, + { + "p": 0.0687452107667923, + "m": 1.0 + }, + { + "p": 0.033937759697437286, + "m": 1.0 + }, + { + "p": 0.07576054334640503, + "m": 1.0 + }, + { + "p": 0.05703511834144592, + "m": 1.0 + }, + { + "p": 0.04926981031894684, + "m": 1.0 + }, + { + "p": 0.04798637330532074, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.4388421773910522, + "val_loss": 0.9782359600067139, + "acc": 67.19, + "time": 131.74167103797663, + "param": [ + { + "p": 0.06255581974983215, + "m": 1.0 + }, + { + "p": 0.041831858456134796, + "m": 1.0 + }, + { + "p": 0.06274047493934631, + "m": 1.0 + }, + { + "p": 0.04298773035407066, + "m": 1.0 + }, + { + "p": 0.05787533521652222, + "m": 1.0 + }, + { + "p": 0.03654436767101288, + "m": 1.0 + }, + { + "p": 0.0669565349817276, + "m": 1.0 + }, + { + "p": 0.06626112014055252, + "m": 1.0 + }, + { + "p": 0.03508160635828972, + "m": 1.0 + }, + { + "p": 0.0666290894150734, + "m": 1.0 + }, + { + "p": 0.05227802321314812, + "m": 1.0 + }, + { + "p": 0.07201796770095825, + "m": 1.0 + }, + { + "p": 0.06031464785337448, + "m": 1.0 + }, + { + "p": 0.028997549787163734, + "m": 1.0 + }, + { + "p": 0.08488084375858307, + "m": 1.0 + }, + { + "p": 0.06883018463850021, + "m": 1.0 + }, + { + "p": 0.02378999814391136, + "m": 1.0 + }, + { + "p": 0.06942693889141083, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.4047927856445312, + "val_loss": 1.0100171566009521, + "acc": 66.57, + "time": 128.7556036899332, + "param": [ + { + "p": 0.05468551814556122, + "m": 1.0 + }, + { + "p": 0.039709385484457016, + "m": 1.0 + }, + { + "p": 0.05725548043847084, + "m": 1.0 + }, + { + "p": 0.05364641174674034, + "m": 1.0 + }, + { + "p": 0.06146278232336044, + "m": 1.0 + }, + { + "p": 0.06321611255407333, + "m": 1.0 + }, + { + "p": 0.049890805035829544, + "m": 1.0 + }, + { + "p": 0.04859307035803795, + "m": 1.0 + }, + { + "p": 0.05142393708229065, + "m": 1.0 + }, + { + "p": 0.054278332740068436, + "m": 1.0 + }, + { + "p": 0.05349678918719292, + "m": 1.0 + }, + { + "p": 0.050901591777801514, + "m": 1.0 + }, + { + "p": 0.05720040202140808, + "m": 1.0 + }, + { + "p": 0.05735117197036743, + "m": 1.0 + }, + { + "p": 0.07028462737798691, + "m": 1.0 + }, + { + "p": 0.05697246640920639, + "m": 1.0 + }, + { + "p": 0.062137532979249954, + "m": 1.0 + }, + { + "p": 0.05749357491731644, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.6582143306732178, + "val_loss": 0.920786440372467, + "acc": 67.8, + "time": 128.83841257204767, + "param": [ + { + "p": 0.0626516342163086, + "m": 1.0 + }, + { + "p": 0.04041818529367447, + "m": 1.0 + }, + { + "p": 0.05658185854554176, + "m": 1.0 + }, + { + "p": 0.0672386884689331, + "m": 1.0 + }, + { + "p": 0.047891199588775635, + "m": 1.0 + }, + { + "p": 0.0641181543469429, + "m": 1.0 + }, + { + "p": 0.07569219917058945, + "m": 1.0 + }, + { + "p": 0.07179020345211029, + "m": 1.0 + }, + { + "p": 0.05489702895283699, + "m": 1.0 + }, + { + "p": 0.062094565480947495, + "m": 1.0 + }, + { + "p": 0.030169423669576645, + "m": 1.0 + }, + { + "p": 0.058546558022499084, + "m": 1.0 + }, + { + "p": 0.061250872910022736, + "m": 1.0 + }, + { + "p": 0.04805910959839821, + "m": 1.0 + }, + { + "p": 0.052884384989738464, + "m": 1.0 + }, + { + "p": 0.05670921504497528, + "m": 1.0 + }, + { + "p": 0.048773132264614105, + "m": 1.0 + }, + { + "p": 0.040233638137578964, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.5070441961288452, + "val_loss": 0.9488227367401123, + "acc": 66.96, + "time": 142.68247016100213, + "param": [ + { + "p": 0.06660288572311401, + "m": 1.0 + }, + { + "p": 0.04178816080093384, + "m": 1.0 + }, + { + "p": 0.06449291855096817, + "m": 1.0 + }, + { + "p": 0.059138260781764984, + "m": 1.0 + }, + { + "p": 0.06057443469762802, + "m": 1.0 + }, + { + "p": 0.05797075480222702, + "m": 1.0 + }, + { + "p": 0.0393652468919754, + "m": 1.0 + }, + { + "p": 0.048487018793821335, + "m": 1.0 + }, + { + "p": 0.05431057885289192, + "m": 1.0 + }, + { + "p": 0.0619790256023407, + "m": 1.0 + }, + { + "p": 0.0667005404829979, + "m": 1.0 + }, + { + "p": 0.05258433148264885, + "m": 1.0 + }, + { + "p": 0.057580675929784775, + "m": 1.0 + }, + { + "p": 0.057363782078027725, + "m": 1.0 + }, + { + "p": 0.040672920644283295, + "m": 1.0 + }, + { + "p": 0.05854785814881325, + "m": 1.0 + }, + { + "p": 0.0635460913181305, + "m": 1.0 + }, + { + "p": 0.04829462245106697, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4293962717056274, + "val_loss": 0.948380708694458, + "acc": 65.83, + "time": 137.10845926008187, + "param": [ + { + "p": 0.05197817087173462, + "m": 1.0 + }, + { + "p": 0.05741988494992256, + "m": 1.0 + }, + { + "p": 0.05225386843085289, + "m": 1.0 + }, + { + "p": 0.04789843037724495, + "m": 1.0 + }, + { + "p": 0.06646553426980972, + "m": 1.0 + }, + { + "p": 0.04557500407099724, + "m": 1.0 + }, + { + "p": 0.058932557702064514, + "m": 1.0 + }, + { + "p": 0.07448609918355942, + "m": 1.0 + }, + { + "p": 0.04974384978413582, + "m": 1.0 + }, + { + "p": 0.07153791189193726, + "m": 1.0 + }, + { + "p": 0.0516548752784729, + "m": 1.0 + }, + { + "p": 0.05615832656621933, + "m": 1.0 + }, + { + "p": 0.05871930718421936, + "m": 1.0 + }, + { + "p": 0.04338020086288452, + "m": 1.0 + }, + { + "p": 0.05500717833638191, + "m": 1.0 + }, + { + "p": 0.052459366619586945, + "m": 1.0 + }, + { + "p": 0.0503980778157711, + "m": 1.0 + }, + { + "p": 0.055931370705366135, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.69944429397583, + "val_loss": 0.957201361656189, + "acc": 67.3, + "time": 130.3890105310129, + "param": [ + { + "p": 0.07099331170320511, + "m": 1.0 + }, + { + "p": 0.034886762499809265, + "m": 1.0 + }, + { + "p": 0.05160509794950485, + "m": 1.0 + }, + { + "p": 0.05080205574631691, + "m": 1.0 + }, + { + "p": 0.041502323001623154, + "m": 1.0 + }, + { + "p": 0.05665617436170578, + "m": 1.0 + }, + { + "p": 0.050901930779218674, + "m": 1.0 + }, + { + "p": 0.0731203705072403, + "m": 1.0 + }, + { + "p": 0.08468036353588104, + "m": 1.0 + }, + { + "p": 0.07333485782146454, + "m": 1.0 + }, + { + "p": 0.06742879748344421, + "m": 1.0 + }, + { + "p": 0.0615101084113121, + "m": 1.0 + }, + { + "p": 0.03190756216645241, + "m": 1.0 + }, + { + "p": 0.044378094375133514, + "m": 1.0 + }, + { + "p": 0.048327818512916565, + "m": 1.0 + }, + { + "p": 0.05392870679497719, + "m": 1.0 + }, + { + "p": 0.05888403207063675, + "m": 1.0 + }, + { + "p": 0.045151591300964355, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.5661969184875488, + "val_loss": 0.8810021877288818, + "acc": 66.67, + "time": 145.80239497497678, + "param": [ + { + "p": 0.06794228404760361, + "m": 1.0 + }, + { + "p": 0.03626535087823868, + "m": 1.0 + }, + { + "p": 0.0671580582857132, + "m": 1.0 + }, + { + "p": 0.0577375590801239, + "m": 1.0 + }, + { + "p": 0.0376192107796669, + "m": 1.0 + }, + { + "p": 0.031339384615421295, + "m": 1.0 + }, + { + "p": 0.0471595823764801, + "m": 1.0 + }, + { + "p": 0.04807519540190697, + "m": 1.0 + }, + { + "p": 0.07248248159885406, + "m": 1.0 + }, + { + "p": 0.05690238997340202, + "m": 1.0 + }, + { + "p": 0.06996138393878937, + "m": 1.0 + }, + { + "p": 0.058846812695264816, + "m": 1.0 + }, + { + "p": 0.08163142204284668, + "m": 1.0 + }, + { + "p": 0.05502549186348915, + "m": 1.0 + }, + { + "p": 0.05333122983574867, + "m": 1.0 + }, + { + "p": 0.04989951476454735, + "m": 1.0 + }, + { + "p": 0.04306437447667122, + "m": 1.0 + }, + { + "p": 0.06555826961994171, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.627126693725586, + "val_loss": 0.8928454518318176, + "acc": 67.58, + "time": 132.11065943806898, + "param": [ + { + "p": 0.05925919488072395, + "m": 1.0 + }, + { + "p": 0.05044000968337059, + "m": 1.0 + }, + { + "p": 0.042806852608919144, + "m": 1.0 + }, + { + "p": 0.05739089846611023, + "m": 1.0 + }, + { + "p": 0.04727362468838692, + "m": 1.0 + }, + { + "p": 0.06417780369520187, + "m": 1.0 + }, + { + "p": 0.04724622890353203, + "m": 1.0 + }, + { + "p": 0.059201229363679886, + "m": 1.0 + }, + { + "p": 0.06734499335289001, + "m": 1.0 + }, + { + "p": 0.06191283091902733, + "m": 1.0 + }, + { + "p": 0.053507059812545776, + "m": 1.0 + }, + { + "p": 0.06277664750814438, + "m": 1.0 + }, + { + "p": 0.06270010024309158, + "m": 1.0 + }, + { + "p": 0.03756239637732506, + "m": 1.0 + }, + { + "p": 0.06146993488073349, + "m": 1.0 + }, + { + "p": 0.06512351334095001, + "m": 1.0 + }, + { + "p": 0.047554485499858856, + "m": 1.0 + }, + { + "p": 0.05225224047899246, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.6009050607681274, + "val_loss": 0.8841565847396851, + "acc": 65.46, + "time": 128.56366717396304, + "param": [ + { + "p": 0.06471189856529236, + "m": 1.0 + }, + { + "p": 0.059354085475206375, + "m": 1.0 + }, + { + "p": 0.07139632105827332, + "m": 1.0 + }, + { + "p": 0.05111577734351158, + "m": 1.0 + }, + { + "p": 0.04895462095737457, + "m": 1.0 + }, + { + "p": 0.040895819664001465, + "m": 1.0 + }, + { + "p": 0.048691898584365845, + "m": 1.0 + }, + { + "p": 0.05325022339820862, + "m": 1.0 + }, + { + "p": 0.06667093187570572, + "m": 1.0 + }, + { + "p": 0.060079555958509445, + "m": 1.0 + }, + { + "p": 0.052298083901405334, + "m": 1.0 + }, + { + "p": 0.06187721714377403, + "m": 1.0 + }, + { + "p": 0.05115559324622154, + "m": 1.0 + }, + { + "p": 0.057477694004774094, + "m": 1.0 + }, + { + "p": 0.057762838900089264, + "m": 1.0 + }, + { + "p": 0.06528520584106445, + "m": 1.0 + }, + { + "p": 0.03680025786161423, + "m": 1.0 + }, + { + "p": 0.05222201719880104, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.4509016275405884, + "val_loss": 0.9772548675537109, + "acc": 68.4, + "time": 124.96586465102155, + "param": [ + { + "p": 0.06553276628255844, + "m": 1.0 + }, + { + "p": 0.03034249134361744, + "m": 1.0 + }, + { + "p": 0.06015236675739288, + "m": 1.0 + }, + { + "p": 0.05744178965687752, + "m": 1.0 + }, + { + "p": 0.04777797684073448, + "m": 1.0 + }, + { + "p": 0.08450021594762802, + "m": 1.0 + }, + { + "p": 0.07864508032798767, + "m": 1.0 + }, + { + "p": 0.05450490862131119, + "m": 1.0 + }, + { + "p": 0.05588581785559654, + "m": 1.0 + }, + { + "p": 0.06640968471765518, + "m": 1.0 + }, + { + "p": 0.034912507981061935, + "m": 1.0 + }, + { + "p": 0.08335360884666443, + "m": 1.0 + }, + { + "p": 0.04364824295043945, + "m": 1.0 + }, + { + "p": 0.04768271744251251, + "m": 1.0 + }, + { + "p": 0.032051101326942444, + "m": 1.0 + }, + { + "p": 0.05622101575136185, + "m": 1.0 + }, + { + "p": 0.053643062710762024, + "m": 1.0 + }, + { + "p": 0.04729462042450905, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2433373928070068, + "val_loss": 0.9070923924446106, + "acc": 67.7, + "time": 136.40546605701093, + "param": [ + { + "p": 0.08487125486135483, + "m": 1.0 + }, + { + "p": 0.018319329246878624, + "m": 1.0 + }, + { + "p": 0.036099161952733994, + "m": 1.0 + }, + { + "p": 0.05819970741868019, + "m": 1.0 + }, + { + "p": 0.03661073371767998, + "m": 1.0 + }, + { + "p": 0.01778596080839634, + "m": 1.0 + }, + { + "p": 0.06515330821275711, + "m": 1.0 + }, + { + "p": 0.055447325110435486, + "m": 1.0 + }, + { + "p": 0.03237886726856232, + "m": 1.0 + }, + { + "p": 0.06567807495594025, + "m": 1.0 + }, + { + "p": 0.0503946915268898, + "m": 1.0 + }, + { + "p": 0.0893753245472908, + "m": 1.0 + }, + { + "p": 0.08025410771369934, + "m": 1.0 + }, + { + "p": 0.04568314552307129, + "m": 1.0 + }, + { + "p": 0.08039335906505585, + "m": 1.0 + }, + { + "p": 0.06078409031033516, + "m": 1.0 + }, + { + "p": 0.06298010051250458, + "m": 1.0 + }, + { + "p": 0.05959151312708855, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.435951828956604, + "val_loss": 0.8386568427085876, + "acc": 67.93, + "time": 131.68063237296883, + "param": [ + { + "p": 0.07088582962751389, + "m": 1.0 + }, + { + "p": 0.029739974066615105, + "m": 1.0 + }, + { + "p": 0.0515751838684082, + "m": 1.0 + }, + { + "p": 0.04976596683263779, + "m": 1.0 + }, + { + "p": 0.0652775913476944, + "m": 1.0 + }, + { + "p": 0.056810345500707626, + "m": 1.0 + }, + { + "p": 0.048237353563308716, + "m": 1.0 + }, + { + "p": 0.04969470575451851, + "m": 1.0 + }, + { + "p": 0.07086888700723648, + "m": 1.0 + }, + { + "p": 0.041290756314992905, + "m": 1.0 + }, + { + "p": 0.06235889345407486, + "m": 1.0 + }, + { + "p": 0.07479335367679596, + "m": 1.0 + }, + { + "p": 0.06682908535003662, + "m": 1.0 + }, + { + "p": 0.04853834956884384, + "m": 1.0 + }, + { + "p": 0.06602314859628677, + "m": 1.0 + }, + { + "p": 0.05896724760532379, + "m": 1.0 + }, + { + "p": 0.045672494918107986, + "m": 1.0 + }, + { + "p": 0.04267086461186409, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3710901737213135, + "val_loss": 0.7498736381530762, + "acc": 69.36, + "time": 132.63392496900633, + "param": [ + { + "p": 0.05840589106082916, + "m": 1.0 + }, + { + "p": 0.0463033951818943, + "m": 1.0 + }, + { + "p": 0.0505012683570385, + "m": 1.0 + }, + { + "p": 0.041486866772174835, + "m": 1.0 + }, + { + "p": 0.05293390899896622, + "m": 1.0 + }, + { + "p": 0.06925544887781143, + "m": 1.0 + }, + { + "p": 0.04331556707620621, + "m": 1.0 + }, + { + "p": 0.06737527251243591, + "m": 1.0 + }, + { + "p": 0.08141534775495529, + "m": 1.0 + }, + { + "p": 0.06990522146224976, + "m": 1.0 + }, + { + "p": 0.061530858278274536, + "m": 1.0 + }, + { + "p": 0.0699409693479538, + "m": 1.0 + }, + { + "p": 0.064359150826931, + "m": 1.0 + }, + { + "p": 0.0181907769292593, + "m": 1.0 + }, + { + "p": 0.047044675797224045, + "m": 1.0 + }, + { + "p": 0.05871652066707611, + "m": 1.0 + }, + { + "p": 0.04464419558644295, + "m": 1.0 + }, + { + "p": 0.05467474088072777, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.4004656076431274, + "val_loss": 1.0389484167099, + "acc": 67.82, + "time": 127.79762553307228, + "param": [ + { + "p": 0.05593214929103851, + "m": 1.0 + }, + { + "p": 0.05213169753551483, + "m": 1.0 + }, + { + "p": 0.06892700493335724, + "m": 1.0 + }, + { + "p": 0.06126943603157997, + "m": 1.0 + }, + { + "p": 0.06013244390487671, + "m": 1.0 + }, + { + "p": 0.0441787987947464, + "m": 1.0 + }, + { + "p": 0.06307336688041687, + "m": 1.0 + }, + { + "p": 0.06499149650335312, + "m": 1.0 + }, + { + "p": 0.049348294734954834, + "m": 1.0 + }, + { + "p": 0.048766445368528366, + "m": 1.0 + }, + { + "p": 0.06403372436761856, + "m": 1.0 + }, + { + "p": 0.05824941396713257, + "m": 1.0 + }, + { + "p": 0.03118268772959709, + "m": 1.0 + }, + { + "p": 0.06693443655967712, + "m": 1.0 + }, + { + "p": 0.051892638206481934, + "m": 1.0 + }, + { + "p": 0.04728155955672264, + "m": 1.0 + }, + { + "p": 0.05190611630678177, + "m": 1.0 + }, + { + "p": 0.059768304228782654, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3136593103408813, + "val_loss": 0.9816410541534424, + "acc": 67.2, + "time": 144.23128286690917, + "param": [ + { + "p": 0.08482245355844498, + "m": 1.0 + }, + { + "p": 0.0492498055100441, + "m": 1.0 + }, + { + "p": 0.059569984674453735, + "m": 1.0 + }, + { + "p": 0.05951952561736107, + "m": 1.0 + }, + { + "p": 0.03380738943815231, + "m": 1.0 + }, + { + "p": 0.032155562192201614, + "m": 1.0 + }, + { + "p": 0.055851273238658905, + "m": 1.0 + }, + { + "p": 0.06906553357839584, + "m": 1.0 + }, + { + "p": 0.06272540986537933, + "m": 1.0 + }, + { + "p": 0.07964517921209335, + "m": 1.0 + }, + { + "p": 0.059172116219997406, + "m": 1.0 + }, + { + "p": 0.07016630470752716, + "m": 1.0 + }, + { + "p": 0.047860775142908096, + "m": 1.0 + }, + { + "p": 0.0477573499083519, + "m": 1.0 + }, + { + "p": 0.08345833420753479, + "m": 1.0 + }, + { + "p": 0.06974023580551147, + "m": 1.0 + }, + { + "p": 0.023162730038166046, + "m": 1.0 + }, + { + "p": 0.012270143255591393, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2465744018554688, + "val_loss": 1.0093401670455933, + "acc": 68.14, + "time": 127.11512750992551, + "param": [ + { + "p": 0.05141916871070862, + "m": 1.0 + }, + { + "p": 0.05580808222293854, + "m": 1.0 + }, + { + "p": 0.051272813230752945, + "m": 1.0 + }, + { + "p": 0.06255067884922028, + "m": 1.0 + }, + { + "p": 0.04408324509859085, + "m": 1.0 + }, + { + "p": 0.028698554262518883, + "m": 1.0 + }, + { + "p": 0.05141943693161011, + "m": 1.0 + }, + { + "p": 0.05638553947210312, + "m": 1.0 + }, + { + "p": 0.051718275994062424, + "m": 1.0 + }, + { + "p": 0.06512479484081268, + "m": 1.0 + }, + { + "p": 0.06693658977746964, + "m": 1.0 + }, + { + "p": 0.07326047122478485, + "m": 1.0 + }, + { + "p": 0.05709368735551834, + "m": 1.0 + }, + { + "p": 0.036594778299331665, + "m": 1.0 + }, + { + "p": 0.060351282358169556, + "m": 1.0 + }, + { + "p": 0.06958872079849243, + "m": 1.0 + }, + { + "p": 0.0720488503575325, + "m": 1.0 + }, + { + "p": 0.0456450916826725, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.287162184715271, + "val_loss": 0.996678352355957, + "acc": 68.61, + "time": 130.7566784019582, + "param": [ + { + "p": 0.05948023498058319, + "m": 1.0 + }, + { + "p": 0.04107697680592537, + "m": 1.0 + }, + { + "p": 0.06956588476896286, + "m": 1.0 + }, + { + "p": 0.0655105784535408, + "m": 1.0 + }, + { + "p": 0.047026146203279495, + "m": 1.0 + }, + { + "p": 0.060657892376184464, + "m": 1.0 + }, + { + "p": 0.05251652002334595, + "m": 1.0 + }, + { + "p": 0.043117061257362366, + "m": 1.0 + }, + { + "p": 0.09855903685092926, + "m": 1.0 + }, + { + "p": 0.06662897765636444, + "m": 1.0 + }, + { + "p": 0.055765580385923386, + "m": 1.0 + }, + { + "p": 0.055533405393362045, + "m": 1.0 + }, + { + "p": 0.06822842359542847, + "m": 1.0 + }, + { + "p": 0.04002346098423004, + "m": 1.0 + }, + { + "p": 0.044058870524168015, + "m": 1.0 + }, + { + "p": 0.04848051816225052, + "m": 1.0 + }, + { + "p": 0.04306419566273689, + "m": 1.0 + }, + { + "p": 0.04070621728897095, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3695162534713745, + "val_loss": 0.996934175491333, + "acc": 67.0, + "time": 123.16741798305884, + "param": [ + { + "p": 0.07036980241537094, + "m": 1.0 + }, + { + "p": 0.023708384484052658, + "m": 1.0 + }, + { + "p": 0.0465066097676754, + "m": 1.0 + }, + { + "p": 0.04821799322962761, + "m": 1.0 + }, + { + "p": 0.06079161912202835, + "m": 1.0 + }, + { + "p": 0.07172240316867828, + "m": 1.0 + }, + { + "p": 0.06967709213495255, + "m": 1.0 + }, + { + "p": 0.04584158584475517, + "m": 1.0 + }, + { + "p": 0.0808718279004097, + "m": 1.0 + }, + { + "p": 0.06356307119131088, + "m": 1.0 + }, + { + "p": 0.04177867993712425, + "m": 1.0 + }, + { + "p": 0.06124907732009888, + "m": 1.0 + }, + { + "p": 0.0645730197429657, + "m": 1.0 + }, + { + "p": 0.03483876585960388, + "m": 1.0 + }, + { + "p": 0.05768166854977608, + "m": 1.0 + }, + { + "p": 0.05201268568634987, + "m": 1.0 + }, + { + "p": 0.05028971657156944, + "m": 1.0 + }, + { + "p": 0.05630597472190857, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3856565952301025, + "val_loss": 0.9398787617683411, + "acc": 69.41, + "time": 126.58592273201793, + "param": [ + { + "p": 0.07093889266252518, + "m": 1.0 + }, + { + "p": 0.03324335440993309, + "m": 1.0 + }, + { + "p": 0.057759519666433334, + "m": 1.0 + }, + { + "p": 0.04999520629644394, + "m": 1.0 + }, + { + "p": 0.05317235365509987, + "m": 1.0 + }, + { + "p": 0.04502482712268829, + "m": 1.0 + }, + { + "p": 0.07107735425233841, + "m": 1.0 + }, + { + "p": 0.05257343128323555, + "m": 1.0 + }, + { + "p": 0.05385433882474899, + "m": 1.0 + }, + { + "p": 0.043700285255908966, + "m": 1.0 + }, + { + "p": 0.06923273950815201, + "m": 1.0 + }, + { + "p": 0.06360278278589249, + "m": 1.0 + }, + { + "p": 0.06003328785300255, + "m": 1.0 + }, + { + "p": 0.04373181611299515, + "m": 1.0 + }, + { + "p": 0.08119843155145645, + "m": 1.0 + }, + { + "p": 0.06905418634414673, + "m": 1.0 + }, + { + "p": 0.040549423545598984, + "m": 1.0 + }, + { + "p": 0.041257843375205994, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.4105510711669922, + "val_loss": 0.8567751049995422, + "acc": 68.48, + "time": 140.33911621395964, + "param": [ + { + "p": 0.06532499939203262, + "m": 1.0 + }, + { + "p": 0.055515456944704056, + "m": 1.0 + }, + { + "p": 0.06967223435640335, + "m": 1.0 + }, + { + "p": 0.0497102253139019, + "m": 1.0 + }, + { + "p": 0.044868387281894684, + "m": 1.0 + }, + { + "p": 0.05288906767964363, + "m": 1.0 + }, + { + "p": 0.04818527400493622, + "m": 1.0 + }, + { + "p": 0.06137210130691528, + "m": 1.0 + }, + { + "p": 0.05796658247709274, + "m": 1.0 + }, + { + "p": 0.0672985315322876, + "m": 1.0 + }, + { + "p": 0.05483914911746979, + "m": 1.0 + }, + { + "p": 0.060679249465465546, + "m": 1.0 + }, + { + "p": 0.052232760936021805, + "m": 1.0 + }, + { + "p": 0.04869752749800682, + "m": 1.0 + }, + { + "p": 0.06389743089675903, + "m": 1.0 + }, + { + "p": 0.06218768283724785, + "m": 1.0 + }, + { + "p": 0.049132004380226135, + "m": 1.0 + }, + { + "p": 0.03553130105137825, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.4284006357192993, + "val_loss": 0.8850681781768799, + "acc": 68.26, + "time": 129.4082357690204, + "param": [ + { + "p": 0.06680885702371597, + "m": 1.0 + }, + { + "p": 0.057607501745224, + "m": 1.0 + }, + { + "p": 0.042579133063554764, + "m": 1.0 + }, + { + "p": 0.05399532988667488, + "m": 1.0 + }, + { + "p": 0.05518374964594841, + "m": 1.0 + }, + { + "p": 0.04825694486498833, + "m": 1.0 + }, + { + "p": 0.0695415735244751, + "m": 1.0 + }, + { + "p": 0.04221669211983681, + "m": 1.0 + }, + { + "p": 0.04566817730665207, + "m": 1.0 + }, + { + "p": 0.06766500324010849, + "m": 1.0 + }, + { + "p": 0.06212517246603966, + "m": 1.0 + }, + { + "p": 0.06594021618366241, + "m": 1.0 + }, + { + "p": 0.0624215342104435, + "m": 1.0 + }, + { + "p": 0.05342656001448631, + "m": 1.0 + }, + { + "p": 0.05366223305463791, + "m": 1.0 + }, + { + "p": 0.06774623692035675, + "m": 1.0 + }, + { + "p": 0.039312586188316345, + "m": 1.0 + }, + { + "p": 0.045842502266168594, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.513303518295288, + "val_loss": 0.9663471579551697, + "acc": 69.53, + "time": 135.22135154996067, + "param": [ + { + "p": 0.04863441735506058, + "m": 1.0 + }, + { + "p": 0.030859829857945442, + "m": 1.0 + }, + { + "p": 0.06493231654167175, + "m": 1.0 + }, + { + "p": 0.06736575067043304, + "m": 1.0 + }, + { + "p": 0.07045698165893555, + "m": 1.0 + }, + { + "p": 0.06890110671520233, + "m": 1.0 + }, + { + "p": 0.029884854331612587, + "m": 1.0 + }, + { + "p": 0.051951613277196884, + "m": 1.0 + }, + { + "p": 0.08681979030370712, + "m": 1.0 + }, + { + "p": 0.06669054180383682, + "m": 1.0 + }, + { + "p": 0.0866134837269783, + "m": 1.0 + }, + { + "p": 0.0810018852353096, + "m": 1.0 + }, + { + "p": 0.047121644020080566, + "m": 1.0 + }, + { + "p": 0.041910938918590546, + "m": 1.0 + }, + { + "p": 0.013573702424764633, + "m": 1.0 + }, + { + "p": 0.04110660031437874, + "m": 1.0 + }, + { + "p": 0.07301151007413864, + "m": 1.0 + }, + { + "p": 0.029163021594285965, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.3251655101776123, + "val_loss": 0.8744604587554932, + "acc": 68.51, + "time": 142.76145432295743, + "param": [ + { + "p": 0.06366453319787979, + "m": 1.0 + }, + { + "p": 0.04047895222902298, + "m": 1.0 + }, + { + "p": 0.05906675383448601, + "m": 1.0 + }, + { + "p": 0.06075946241617203, + "m": 1.0 + }, + { + "p": 0.06483618170022964, + "m": 1.0 + }, + { + "p": 0.07747180759906769, + "m": 1.0 + }, + { + "p": 0.05323254317045212, + "m": 1.0 + }, + { + "p": 0.0591302327811718, + "m": 1.0 + }, + { + "p": 0.06617380678653717, + "m": 1.0 + }, + { + "p": 0.04372267425060272, + "m": 1.0 + }, + { + "p": 0.05514563247561455, + "m": 1.0 + }, + { + "p": 0.0693410336971283, + "m": 1.0 + }, + { + "p": 0.06159256398677826, + "m": 1.0 + }, + { + "p": 0.026162659749388695, + "m": 1.0 + }, + { + "p": 0.08920065313577652, + "m": 1.0 + }, + { + "p": 0.05288020148873329, + "m": 1.0 + }, + { + "p": 0.025248359888792038, + "m": 1.0 + }, + { + "p": 0.03189205378293991, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.392775058746338, + "val_loss": 0.9231888055801392, + "acc": 69.05, + "time": 131.7893431269331, + "param": [ + { + "p": 0.06205745041370392, + "m": 1.0 + }, + { + "p": 0.04697835072875023, + "m": 1.0 + }, + { + "p": 0.04472142457962036, + "m": 1.0 + }, + { + "p": 0.049165770411491394, + "m": 1.0 + }, + { + "p": 0.04397932067513466, + "m": 1.0 + }, + { + "p": 0.05806437134742737, + "m": 1.0 + }, + { + "p": 0.059453170746564865, + "m": 1.0 + }, + { + "p": 0.056658245623111725, + "m": 1.0 + }, + { + "p": 0.07214107364416122, + "m": 1.0 + }, + { + "p": 0.05064937472343445, + "m": 1.0 + }, + { + "p": 0.05005049332976341, + "m": 1.0 + }, + { + "p": 0.08092962205410004, + "m": 1.0 + }, + { + "p": 0.055247362703084946, + "m": 1.0 + }, + { + "p": 0.049657370895147324, + "m": 1.0 + }, + { + "p": 0.06751082092523575, + "m": 1.0 + }, + { + "p": 0.05641130730509758, + "m": 1.0 + }, + { + "p": 0.03743065521121025, + "m": 1.0 + }, + { + "p": 0.05889381095767021, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.4039044380187988, + "val_loss": 0.9022392630577087, + "acc": 69.4, + "time": 132.4298577309819, + "param": [ + { + "p": 0.053338225930929184, + "m": 1.0 + }, + { + "p": 0.05079708620905876, + "m": 1.0 + }, + { + "p": 0.06674463301897049, + "m": 1.0 + }, + { + "p": 0.04770934581756592, + "m": 1.0 + }, + { + "p": 0.040409088134765625, + "m": 1.0 + }, + { + "p": 0.05384986847639084, + "m": 1.0 + }, + { + "p": 0.04466626048088074, + "m": 1.0 + }, + { + "p": 0.03710325434803963, + "m": 1.0 + }, + { + "p": 0.06610633432865143, + "m": 1.0 + }, + { + "p": 0.04922463744878769, + "m": 1.0 + }, + { + "p": 0.07700326293706894, + "m": 1.0 + }, + { + "p": 0.06340979039669037, + "m": 1.0 + }, + { + "p": 0.06260302662849426, + "m": 1.0 + }, + { + "p": 0.04486822336912155, + "m": 1.0 + }, + { + "p": 0.0601787306368351, + "m": 1.0 + }, + { + "p": 0.0862412229180336, + "m": 1.0 + }, + { + "p": 0.048776574432849884, + "m": 1.0 + }, + { + "p": 0.04697038605809212, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3887420892715454, + "val_loss": 0.8788385987281799, + "acc": 68.0, + "time": 137.47766954510007, + "param": [ + { + "p": 0.046528540551662445, + "m": 1.0 + }, + { + "p": 0.04988878220319748, + "m": 1.0 + }, + { + "p": 0.04792489483952522, + "m": 1.0 + }, + { + "p": 0.03654278814792633, + "m": 1.0 + }, + { + "p": 0.04518328234553337, + "m": 1.0 + }, + { + "p": 0.06676039099693298, + "m": 1.0 + }, + { + "p": 0.054157983511686325, + "m": 1.0 + }, + { + "p": 0.07319909334182739, + "m": 1.0 + }, + { + "p": 0.05987532436847687, + "m": 1.0 + }, + { + "p": 0.06719304621219635, + "m": 1.0 + }, + { + "p": 0.07058004289865494, + "m": 1.0 + }, + { + "p": 0.060196392238140106, + "m": 1.0 + }, + { + "p": 0.06353837251663208, + "m": 1.0 + }, + { + "p": 0.02620306797325611, + "m": 1.0 + }, + { + "p": 0.0730910524725914, + "m": 1.0 + }, + { + "p": 0.0637061670422554, + "m": 1.0 + }, + { + "p": 0.042576324194669724, + "m": 1.0 + }, + { + "p": 0.05285441875457764, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.528668761253357, + "val_loss": 0.943345844745636, + "acc": 69.15, + "time": 129.11923896998633, + "param": [ + { + "p": 0.05593757703900337, + "m": 1.0 + }, + { + "p": 0.030253179371356964, + "m": 1.0 + }, + { + "p": 0.05681019648909569, + "m": 1.0 + }, + { + "p": 0.05512962490320206, + "m": 1.0 + }, + { + "p": 0.04799075424671173, + "m": 1.0 + }, + { + "p": 0.048397477716207504, + "m": 1.0 + }, + { + "p": 0.05499937757849693, + "m": 1.0 + }, + { + "p": 0.04341036081314087, + "m": 1.0 + }, + { + "p": 0.0515313446521759, + "m": 1.0 + }, + { + "p": 0.07123160362243652, + "m": 1.0 + }, + { + "p": 0.05722634866833687, + "m": 1.0 + }, + { + "p": 0.07699522376060486, + "m": 1.0 + }, + { + "p": 0.05233839899301529, + "m": 1.0 + }, + { + "p": 0.05209740623831749, + "m": 1.0 + }, + { + "p": 0.06379547715187073, + "m": 1.0 + }, + { + "p": 0.06114909425377846, + "m": 1.0 + }, + { + "p": 0.060685329139232635, + "m": 1.0 + }, + { + "p": 0.0600212886929512, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.5101596117019653, + "val_loss": 0.9462586641311646, + "acc": 70.24, + "time": 137.37360168795567, + "param": [ + { + "p": 0.06053894758224487, + "m": 1.0 + }, + { + "p": 0.0602111853659153, + "m": 1.0 + }, + { + "p": 0.06474588811397552, + "m": 1.0 + }, + { + "p": 0.04727328568696976, + "m": 1.0 + }, + { + "p": 0.046653177589178085, + "m": 1.0 + }, + { + "p": 0.06052916869521141, + "m": 1.0 + }, + { + "p": 0.06665565818548203, + "m": 1.0 + }, + { + "p": 0.052179139107465744, + "m": 1.0 + }, + { + "p": 0.04463816061615944, + "m": 1.0 + }, + { + "p": 0.045999519526958466, + "m": 1.0 + }, + { + "p": 0.05604498088359833, + "m": 1.0 + }, + { + "p": 0.06291282176971436, + "m": 1.0 + }, + { + "p": 0.06984131038188934, + "m": 1.0 + }, + { + "p": 0.033812884241342545, + "m": 1.0 + }, + { + "p": 0.08722053468227386, + "m": 1.0 + }, + { + "p": 0.07340162992477417, + "m": 1.0 + }, + { + "p": 0.023475319147109985, + "m": 1.0 + }, + { + "p": 0.043866388499736786, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.5658996105194092, + "val_loss": 0.953737199306488, + "acc": 68.67, + "time": 129.56304542801809, + "param": [ + { + "p": 0.07998326420783997, + "m": 1.0 + }, + { + "p": 0.04919799417257309, + "m": 1.0 + }, + { + "p": 0.04358388110995293, + "m": 1.0 + }, + { + "p": 0.023452652618288994, + "m": 1.0 + }, + { + "p": 0.06749530136585236, + "m": 1.0 + }, + { + "p": 0.08029866963624954, + "m": 1.0 + }, + { + "p": 0.06429523229598999, + "m": 1.0 + }, + { + "p": 0.05733829736709595, + "m": 1.0 + }, + { + "p": 0.0656721442937851, + "m": 1.0 + }, + { + "p": 0.07129557430744171, + "m": 1.0 + }, + { + "p": 0.06420252472162247, + "m": 1.0 + }, + { + "p": 0.0634351447224617, + "m": 1.0 + }, + { + "p": 0.07033993303775787, + "m": 1.0 + }, + { + "p": 0.027176983654499054, + "m": 1.0 + }, + { + "p": 0.06871122866868973, + "m": 1.0 + }, + { + "p": 0.07156004011631012, + "m": 1.0 + }, + { + "p": 0.007947820238769054, + "m": 1.0 + }, + { + "p": 0.02401321567595005, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.5922658443450928, + "val_loss": 0.856297492980957, + "acc": 67.54, + "time": 133.02626938698813, + "param": [ + { + "p": 0.06714474409818649, + "m": 1.0 + }, + { + "p": 0.05548001825809479, + "m": 1.0 + }, + { + "p": 0.04973401874303818, + "m": 1.0 + }, + { + "p": 0.04369967058300972, + "m": 1.0 + }, + { + "p": 0.043203722685575485, + "m": 1.0 + }, + { + "p": 0.04655631259083748, + "m": 1.0 + }, + { + "p": 0.05692330002784729, + "m": 1.0 + }, + { + "p": 0.06285085529088974, + "m": 1.0 + }, + { + "p": 0.07528935372829437, + "m": 1.0 + }, + { + "p": 0.06625750660896301, + "m": 1.0 + }, + { + "p": 0.05682819336652756, + "m": 1.0 + }, + { + "p": 0.04221103712916374, + "m": 1.0 + }, + { + "p": 0.08885786682367325, + "m": 1.0 + }, + { + "p": 0.047874946147203445, + "m": 1.0 + }, + { + "p": 0.05271904915571213, + "m": 1.0 + }, + { + "p": 0.049442049115896225, + "m": 1.0 + }, + { + "p": 0.04948935657739639, + "m": 1.0 + }, + { + "p": 0.0454380139708519, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.3191945552825928, + "val_loss": 0.8328282237052917, + "acc": 69.93, + "time": 130.25869612500537, + "param": [ + { + "p": 0.05917797610163689, + "m": 1.0 + }, + { + "p": 0.03893605247139931, + "m": 1.0 + }, + { + "p": 0.057422466576099396, + "m": 1.0 + }, + { + "p": 0.03757374361157417, + "m": 1.0 + }, + { + "p": 0.05637037381529808, + "m": 1.0 + }, + { + "p": 0.039040517061948776, + "m": 1.0 + }, + { + "p": 0.05456525459885597, + "m": 1.0 + }, + { + "p": 0.054591067135334015, + "m": 1.0 + }, + { + "p": 0.051084909588098526, + "m": 1.0 + }, + { + "p": 0.06662033498287201, + "m": 1.0 + }, + { + "p": 0.06238250434398651, + "m": 1.0 + }, + { + "p": 0.07933687418699265, + "m": 1.0 + }, + { + "p": 0.08158086985349655, + "m": 1.0 + }, + { + "p": 0.06765186041593552, + "m": 1.0 + }, + { + "p": 0.0651681125164032, + "m": 1.0 + }, + { + "p": 0.08103058487176895, + "m": 1.0 + }, + { + "p": 0.03212769702076912, + "m": 1.0 + }, + { + "p": 0.015338764525949955, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.5233515501022339, + "val_loss": 0.9678201079368591, + "acc": 68.14, + "time": 132.69701782404445, + "param": [ + { + "p": 0.06401650607585907, + "m": 1.0 + }, + { + "p": 0.05083641782402992, + "m": 1.0 + }, + { + "p": 0.04850786551833153, + "m": 1.0 + }, + { + "p": 0.05283670872449875, + "m": 1.0 + }, + { + "p": 0.04786362871527672, + "m": 1.0 + }, + { + "p": 0.07344266772270203, + "m": 1.0 + }, + { + "p": 0.03295455127954483, + "m": 1.0 + }, + { + "p": 0.051755066961050034, + "m": 1.0 + }, + { + "p": 0.06383255869150162, + "m": 1.0 + }, + { + "p": 0.05638812854886055, + "m": 1.0 + }, + { + "p": 0.058245740830898285, + "m": 1.0 + }, + { + "p": 0.05640126019716263, + "m": 1.0 + }, + { + "p": 0.05852823704481125, + "m": 1.0 + }, + { + "p": 0.06442362070083618, + "m": 1.0 + }, + { + "p": 0.0671214684844017, + "m": 1.0 + }, + { + "p": 0.07284912467002869, + "m": 1.0 + }, + { + "p": 0.03660637140274048, + "m": 1.0 + }, + { + "p": 0.0433901809155941, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.4712868928909302, + "val_loss": 0.8087461590766907, + "acc": 69.58, + "time": 123.51989017496817, + "param": [ + { + "p": 0.0493045449256897, + "m": 1.0 + }, + { + "p": 0.02551143802702427, + "m": 1.0 + }, + { + "p": 0.054596301168203354, + "m": 1.0 + }, + { + "p": 0.03979593887925148, + "m": 1.0 + }, + { + "p": 0.05319608747959137, + "m": 1.0 + }, + { + "p": 0.050506237894296646, + "m": 1.0 + }, + { + "p": 0.04811079427599907, + "m": 1.0 + }, + { + "p": 0.06147049739956856, + "m": 1.0 + }, + { + "p": 0.05907329544425011, + "m": 1.0 + }, + { + "p": 0.07475592941045761, + "m": 1.0 + }, + { + "p": 0.04317398741841316, + "m": 1.0 + }, + { + "p": 0.07838257402181625, + "m": 1.0 + }, + { + "p": 0.061713963747024536, + "m": 1.0 + }, + { + "p": 0.05375462397933006, + "m": 1.0 + }, + { + "p": 0.06805633753538132, + "m": 1.0 + }, + { + "p": 0.05586683005094528, + "m": 1.0 + }, + { + "p": 0.07133236527442932, + "m": 1.0 + }, + { + "p": 0.05139823630452156, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.4341076612472534, + "val_loss": 0.8480262160301208, + "acc": 69.78, + "time": 122.56016977899708, + "param": [ + { + "p": 0.05041629448533058, + "m": 1.0 + }, + { + "p": 0.04191751405596733, + "m": 1.0 + }, + { + "p": 0.058298155665397644, + "m": 1.0 + }, + { + "p": 0.05272923782467842, + "m": 1.0 + }, + { + "p": 0.0562896691262722, + "m": 1.0 + }, + { + "p": 0.057825036346912384, + "m": 1.0 + }, + { + "p": 0.06478938460350037, + "m": 1.0 + }, + { + "p": 0.05334116145968437, + "m": 1.0 + }, + { + "p": 0.05441589653491974, + "m": 1.0 + }, + { + "p": 0.052563946694135666, + "m": 1.0 + }, + { + "p": 0.07866527140140533, + "m": 1.0 + }, + { + "p": 0.07819481194019318, + "m": 1.0 + }, + { + "p": 0.05210350826382637, + "m": 1.0 + }, + { + "p": 0.05154119431972504, + "m": 1.0 + }, + { + "p": 0.06160489842295647, + "m": 1.0 + }, + { + "p": 0.04673192650079727, + "m": 1.0 + }, + { + "p": 0.047692038118839264, + "m": 1.0 + }, + { + "p": 0.040880221873521805, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2798750400543213, + "val_loss": 0.9591265916824341, + "acc": 70.14, + "time": 123.29293259605765, + "param": [ + { + "p": 0.060469113290309906, + "m": 1.0 + }, + { + "p": 0.06137275695800781, + "m": 1.0 + }, + { + "p": 0.06568849086761475, + "m": 1.0 + }, + { + "p": 0.059633366763591766, + "m": 1.0 + }, + { + "p": 0.057111453264951706, + "m": 1.0 + }, + { + "p": 0.04655296728014946, + "m": 1.0 + }, + { + "p": 0.0500117763876915, + "m": 1.0 + }, + { + "p": 0.05575244873762131, + "m": 1.0 + }, + { + "p": 0.05740046873688698, + "m": 1.0 + }, + { + "p": 0.06885756552219391, + "m": 1.0 + }, + { + "p": 0.06728633493185043, + "m": 1.0 + }, + { + "p": 0.0554484985768795, + "m": 1.0 + }, + { + "p": 0.06335129588842392, + "m": 1.0 + }, + { + "p": 0.0453304685652256, + "m": 1.0 + }, + { + "p": 0.05234244465827942, + "m": 1.0 + }, + { + "p": 0.054731983691453934, + "m": 1.0 + }, + { + "p": 0.04824257642030716, + "m": 1.0 + }, + { + "p": 0.03041611798107624, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.162009358406067, + "val_loss": 0.8664559125900269, + "acc": 69.49, + "time": 130.18674452300183, + "param": [ + { + "p": 0.07714048027992249, + "m": 1.0 + }, + { + "p": 0.06216784566640854, + "m": 1.0 + }, + { + "p": 0.0669979453086853, + "m": 1.0 + }, + { + "p": 0.03995871543884277, + "m": 1.0 + }, + { + "p": 0.03902876749634743, + "m": 1.0 + }, + { + "p": 0.05040961503982544, + "m": 1.0 + }, + { + "p": 0.05725602060556412, + "m": 1.0 + }, + { + "p": 0.059292301535606384, + "m": 1.0 + }, + { + "p": 0.05466742813587189, + "m": 1.0 + }, + { + "p": 0.05753647908568382, + "m": 1.0 + }, + { + "p": 0.06782041490077972, + "m": 1.0 + }, + { + "p": 0.07539693266153336, + "m": 1.0 + }, + { + "p": 0.06900247931480408, + "m": 1.0 + }, + { + "p": 0.04479619860649109, + "m": 1.0 + }, + { + "p": 0.05761033669114113, + "m": 1.0 + }, + { + "p": 0.0566675178706646, + "m": 1.0 + }, + { + "p": 0.037827976047992706, + "m": 1.0 + }, + { + "p": 0.026422567665576935, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.3531286716461182, + "val_loss": 0.9309427738189697, + "acc": 69.66, + "time": 124.31244741997216, + "param": [ + { + "p": 0.05632641538977623, + "m": 1.0 + }, + { + "p": 0.03999178111553192, + "m": 1.0 + }, + { + "p": 0.05850857496261597, + "m": 1.0 + }, + { + "p": 0.04180207476019859, + "m": 1.0 + }, + { + "p": 0.0613340400159359, + "m": 1.0 + }, + { + "p": 0.056674711406230927, + "m": 1.0 + }, + { + "p": 0.05336804687976837, + "m": 1.0 + }, + { + "p": 0.06425204873085022, + "m": 1.0 + }, + { + "p": 0.052985742688179016, + "m": 1.0 + }, + { + "p": 0.0629638209939003, + "m": 1.0 + }, + { + "p": 0.07615601271390915, + "m": 1.0 + }, + { + "p": 0.06237456947565079, + "m": 1.0 + }, + { + "p": 0.0530465766787529, + "m": 1.0 + }, + { + "p": 0.04087575897574425, + "m": 1.0 + }, + { + "p": 0.08511101454496384, + "m": 1.0 + }, + { + "p": 0.038990795612335205, + "m": 1.0 + }, + { + "p": 0.04980883002281189, + "m": 1.0 + }, + { + "p": 0.045429255813360214, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.4294074773788452, + "val_loss": 0.8872658014297485, + "acc": 70.55, + "time": 136.80595186597202, + "param": [ + { + "p": 0.06599396467208862, + "m": 1.0 + }, + { + "p": 0.055709272623062134, + "m": 1.0 + }, + { + "p": 0.07132188975811005, + "m": 1.0 + }, + { + "p": 0.052528541535139084, + "m": 1.0 + }, + { + "p": 0.0597219243645668, + "m": 1.0 + }, + { + "p": 0.03366970270872116, + "m": 1.0 + }, + { + "p": 0.06017277389764786, + "m": 1.0 + }, + { + "p": 0.05038091167807579, + "m": 1.0 + }, + { + "p": 0.05796843767166138, + "m": 1.0 + }, + { + "p": 0.06554115563631058, + "m": 1.0 + }, + { + "p": 0.06091585382819176, + "m": 1.0 + }, + { + "p": 0.0383467935025692, + "m": 1.0 + }, + { + "p": 0.06829486787319183, + "m": 1.0 + }, + { + "p": 0.05962875485420227, + "m": 1.0 + }, + { + "p": 0.05415863171219826, + "m": 1.0 + }, + { + "p": 0.055345941334962845, + "m": 1.0 + }, + { + "p": 0.045338090509176254, + "m": 1.0 + }, + { + "p": 0.044962577521800995, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3366585969924927, + "val_loss": 0.9142380952835083, + "acc": 70.41, + "time": 127.05122634104919, + "param": [ + { + "p": 0.05500020831823349, + "m": 1.0 + }, + { + "p": 0.032168954610824585, + "m": 1.0 + }, + { + "p": 0.06682471930980682, + "m": 1.0 + }, + { + "p": 0.05448600649833679, + "m": 1.0 + }, + { + "p": 0.06519418954849243, + "m": 1.0 + }, + { + "p": 0.03729620203375816, + "m": 1.0 + }, + { + "p": 0.037421759217977524, + "m": 1.0 + }, + { + "p": 0.055935509502887726, + "m": 1.0 + }, + { + "p": 0.06905236840248108, + "m": 1.0 + }, + { + "p": 0.059749167412519455, + "m": 1.0 + }, + { + "p": 0.04173155501484871, + "m": 1.0 + }, + { + "p": 0.05697965249419212, + "m": 1.0 + }, + { + "p": 0.07818387448787689, + "m": 1.0 + }, + { + "p": 0.05441002920269966, + "m": 1.0 + }, + { + "p": 0.049338020384311676, + "m": 1.0 + }, + { + "p": 0.06490638107061386, + "m": 1.0 + }, + { + "p": 0.05761305242776871, + "m": 1.0 + }, + { + "p": 0.06370826810598373, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.3254441022872925, + "val_loss": 0.8771316409111023, + "acc": 69.36, + "time": 138.5380651350133, + "param": [ + { + "p": 0.047212135046720505, + "m": 1.0 + }, + { + "p": 0.04307198524475098, + "m": 1.0 + }, + { + "p": 0.0621497705578804, + "m": 1.0 + }, + { + "p": 0.052273306995630264, + "m": 1.0 + }, + { + "p": 0.019199909642338753, + "m": 1.0 + }, + { + "p": 0.040047310292720795, + "m": 1.0 + }, + { + "p": 0.051073964685201645, + "m": 1.0 + }, + { + "p": 0.05472433939576149, + "m": 1.0 + }, + { + "p": 0.06518255919218063, + "m": 1.0 + }, + { + "p": 0.06963538378477097, + "m": 1.0 + }, + { + "p": 0.06290069222450256, + "m": 1.0 + }, + { + "p": 0.08168941736221313, + "m": 1.0 + }, + { + "p": 0.06916473060846329, + "m": 1.0 + }, + { + "p": 0.06462684273719788, + "m": 1.0 + }, + { + "p": 0.05290289968252182, + "m": 1.0 + }, + { + "p": 0.06543725728988647, + "m": 1.0 + }, + { + "p": 0.04387489706277847, + "m": 1.0 + }, + { + "p": 0.054832685738801956, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.409395694732666, + "val_loss": 1.069303274154663, + "acc": 70.43, + "time": 122.94873620395083, + "param": [ + { + "p": 0.04973837360739708, + "m": 1.0 + }, + { + "p": 0.04725106805562973, + "m": 1.0 + }, + { + "p": 0.07849526405334473, + "m": 1.0 + }, + { + "p": 0.043132878839969635, + "m": 1.0 + }, + { + "p": 0.07475241273641586, + "m": 1.0 + }, + { + "p": 0.05359886586666107, + "m": 1.0 + }, + { + "p": 0.04074957221746445, + "m": 1.0 + }, + { + "p": 0.06299388408660889, + "m": 1.0 + }, + { + "p": 0.06191017106175423, + "m": 1.0 + }, + { + "p": 0.05200832337141037, + "m": 1.0 + }, + { + "p": 0.06100812926888466, + "m": 1.0 + }, + { + "p": 0.04780259355902672, + "m": 1.0 + }, + { + "p": 0.06089917942881584, + "m": 1.0 + }, + { + "p": 0.0630289763212204, + "m": 1.0 + }, + { + "p": 0.05375412851572037, + "m": 1.0 + }, + { + "p": 0.08133798092603683, + "m": 1.0 + }, + { + "p": 0.023942580446600914, + "m": 1.0 + }, + { + "p": 0.04359559342265129, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2897428274154663, + "val_loss": 0.7882586717605591, + "acc": 71.05, + "time": 122.25291020795703, + "param": [ + { + "p": 0.052486732602119446, + "m": 1.0 + }, + { + "p": 0.044519126415252686, + "m": 1.0 + }, + { + "p": 0.06481900811195374, + "m": 1.0 + }, + { + "p": 0.050526730716228485, + "m": 1.0 + }, + { + "p": 0.028981225565075874, + "m": 1.0 + }, + { + "p": 0.03849001228809357, + "m": 1.0 + }, + { + "p": 0.05234835669398308, + "m": 1.0 + }, + { + "p": 0.06370845437049866, + "m": 1.0 + }, + { + "p": 0.061753686517477036, + "m": 1.0 + }, + { + "p": 0.06891389936208725, + "m": 1.0 + }, + { + "p": 0.054441437125205994, + "m": 1.0 + }, + { + "p": 0.07334714382886887, + "m": 1.0 + }, + { + "p": 0.07735534012317657, + "m": 1.0 + }, + { + "p": 0.03132862597703934, + "m": 1.0 + }, + { + "p": 0.06554645299911499, + "m": 1.0 + }, + { + "p": 0.08207856863737106, + "m": 1.0 + }, + { + "p": 0.035486478358507156, + "m": 1.0 + }, + { + "p": 0.05386870726943016, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1679335832595825, + "val_loss": 0.7233044505119324, + "acc": 70.6, + "time": 129.06499259895645, + "param": [ + { + "p": 0.0759630799293518, + "m": 1.0 + }, + { + "p": 0.042654771357774734, + "m": 1.0 + }, + { + "p": 0.06677339226007462, + "m": 1.0 + }, + { + "p": 0.013436141423881054, + "m": 1.0 + }, + { + "p": 0.05053082853555679, + "m": 1.0 + }, + { + "p": 0.04408135265111923, + "m": 1.0 + }, + { + "p": 0.06369516253471375, + "m": 1.0 + }, + { + "p": 0.08074839413166046, + "m": 1.0 + }, + { + "p": 0.06428917497396469, + "m": 1.0 + }, + { + "p": 0.06931065022945404, + "m": 1.0 + }, + { + "p": 0.06038883328437805, + "m": 1.0 + }, + { + "p": 0.06340481340885162, + "m": 1.0 + }, + { + "p": 0.06281647831201553, + "m": 1.0 + }, + { + "p": 0.05630801245570183, + "m": 1.0 + }, + { + "p": 0.04534130543470383, + "m": 1.0 + }, + { + "p": 0.05380573123693466, + "m": 1.0 + }, + { + "p": 0.0773513987660408, + "m": 1.0 + }, + { + "p": 0.009100500494241714, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.4987585544586182, + "val_loss": 0.9310747385025024, + "acc": 68.34, + "time": 124.68802770494949, + "param": [ + { + "p": 0.0466596744954586, + "m": 1.0 + }, + { + "p": 0.032442301511764526, + "m": 1.0 + }, + { + "p": 0.06467194110155106, + "m": 1.0 + }, + { + "p": 0.06796813011169434, + "m": 1.0 + }, + { + "p": 0.06572060286998749, + "m": 1.0 + }, + { + "p": 0.0651223286986351, + "m": 1.0 + }, + { + "p": 0.0625140592455864, + "m": 1.0 + }, + { + "p": 0.04215702414512634, + "m": 1.0 + }, + { + "p": 0.07678821682929993, + "m": 1.0 + }, + { + "p": 0.06004638224840164, + "m": 1.0 + }, + { + "p": 0.04683692008256912, + "m": 1.0 + }, + { + "p": 0.06438148021697998, + "m": 1.0 + }, + { + "p": 0.05568484589457512, + "m": 1.0 + }, + { + "p": 0.053069908171892166, + "m": 1.0 + }, + { + "p": 0.04284263774752617, + "m": 1.0 + }, + { + "p": 0.06588879227638245, + "m": 1.0 + }, + { + "p": 0.056026142090559006, + "m": 1.0 + }, + { + "p": 0.031178556382656097, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.4596483707427979, + "val_loss": 0.7376306653022766, + "acc": 71.16, + "time": 123.49253403395414, + "param": [ + { + "p": 0.06772284209728241, + "m": 1.0 + }, + { + "p": 0.05863575264811516, + "m": 1.0 + }, + { + "p": 0.05727606266736984, + "m": 1.0 + }, + { + "p": 0.06754063069820404, + "m": 1.0 + }, + { + "p": 0.03683402016758919, + "m": 1.0 + }, + { + "p": 0.054621245712041855, + "m": 1.0 + }, + { + "p": 0.05889984965324402, + "m": 1.0 + }, + { + "p": 0.06467871367931366, + "m": 1.0 + }, + { + "p": 0.05809881538152695, + "m": 1.0 + }, + { + "p": 0.0621059387922287, + "m": 1.0 + }, + { + "p": 0.0568753220140934, + "m": 1.0 + }, + { + "p": 0.0457327775657177, + "m": 1.0 + }, + { + "p": 0.03715278208255768, + "m": 1.0 + }, + { + "p": 0.05676894634962082, + "m": 1.0 + }, + { + "p": 0.06233121454715729, + "m": 1.0 + }, + { + "p": 0.06124730035662651, + "m": 1.0 + }, + { + "p": 0.03823462501168251, + "m": 1.0 + }, + { + "p": 0.05524316430091858, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.2556010484695435, + "val_loss": 0.879862368106842, + "acc": 69.81, + "time": 136.1551602151012, + "param": [ + { + "p": 0.08118994534015656, + "m": 1.0 + }, + { + "p": 0.025518523529171944, + "m": 1.0 + }, + { + "p": 0.050760526210069656, + "m": 1.0 + }, + { + "p": 0.042225420475006104, + "m": 1.0 + }, + { + "p": 0.04279041290283203, + "m": 1.0 + }, + { + "p": 0.03561857342720032, + "m": 1.0 + }, + { + "p": 0.08009979128837585, + "m": 1.0 + }, + { + "p": 0.06324926763772964, + "m": 1.0 + }, + { + "p": 0.05753070488572121, + "m": 1.0 + }, + { + "p": 0.07360274344682693, + "m": 1.0 + }, + { + "p": 0.04418998584151268, + "m": 1.0 + }, + { + "p": 0.052830539643764496, + "m": 1.0 + }, + { + "p": 0.03838665783405304, + "m": 1.0 + }, + { + "p": 0.07987567782402039, + "m": 1.0 + }, + { + "p": 0.06627410650253296, + "m": 1.0 + }, + { + "p": 0.06969664245843887, + "m": 1.0 + }, + { + "p": 0.05221407487988472, + "m": 1.0 + }, + { + "p": 0.043946437537670135, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1665905714035034, + "val_loss": 0.9611692428588867, + "acc": 69.05, + "time": 130.0550221169833, + "param": [ + { + "p": 0.04869980365037918, + "m": 1.0 + }, + { + "p": 0.07298910617828369, + "m": 1.0 + }, + { + "p": 0.06441622227430344, + "m": 1.0 + }, + { + "p": 0.038612231612205505, + "m": 1.0 + }, + { + "p": 0.06601373851299286, + "m": 1.0 + }, + { + "p": 0.04082794860005379, + "m": 1.0 + }, + { + "p": 0.06411699950695038, + "m": 1.0 + }, + { + "p": 0.05880429595708847, + "m": 1.0 + }, + { + "p": 0.049322709441185, + "m": 1.0 + }, + { + "p": 0.06305006891489029, + "m": 1.0 + }, + { + "p": 0.04681059345602989, + "m": 1.0 + }, + { + "p": 0.06660281121730804, + "m": 1.0 + }, + { + "p": 0.057693883776664734, + "m": 1.0 + }, + { + "p": 0.04760732129216194, + "m": 1.0 + }, + { + "p": 0.06215318292379379, + "m": 1.0 + }, + { + "p": 0.04912654682993889, + "m": 1.0 + }, + { + "p": 0.05366131663322449, + "m": 1.0 + }, + { + "p": 0.04949110001325607, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.486285924911499, + "val_loss": 0.870138943195343, + "acc": 70.78, + "time": 130.30925132601988, + "param": [ + { + "p": 0.06503722816705704, + "m": 1.0 + }, + { + "p": 0.03198440372943878, + "m": 1.0 + }, + { + "p": 0.045995816588401794, + "m": 1.0 + }, + { + "p": 0.03867589309811592, + "m": 1.0 + }, + { + "p": 0.04888710379600525, + "m": 1.0 + }, + { + "p": 0.06097961962223053, + "m": 1.0 + }, + { + "p": 0.06424609571695328, + "m": 1.0 + }, + { + "p": 0.05257564038038254, + "m": 1.0 + }, + { + "p": 0.0710289478302002, + "m": 1.0 + }, + { + "p": 0.048972226679325104, + "m": 1.0 + }, + { + "p": 0.06568819284439087, + "m": 1.0 + }, + { + "p": 0.059693459421396255, + "m": 1.0 + }, + { + "p": 0.06334265321493149, + "m": 1.0 + }, + { + "p": 0.05819876864552498, + "m": 1.0 + }, + { + "p": 0.06758174300193787, + "m": 1.0 + }, + { + "p": 0.06424503773450851, + "m": 1.0 + }, + { + "p": 0.048263389617204666, + "m": 1.0 + }, + { + "p": 0.0446036271750927, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.5244134664535522, + "val_loss": 0.8976885080337524, + "acc": 71.63, + "time": 134.41594658908434, + "param": [ + { + "p": 0.05907922610640526, + "m": 1.0 + }, + { + "p": 0.04824196919798851, + "m": 1.0 + }, + { + "p": 0.06540349125862122, + "m": 1.0 + }, + { + "p": 0.0545172281563282, + "m": 1.0 + }, + { + "p": 0.048142824321985245, + "m": 1.0 + }, + { + "p": 0.06129109859466553, + "m": 1.0 + }, + { + "p": 0.05033377930521965, + "m": 1.0 + }, + { + "p": 0.06155802309513092, + "m": 1.0 + }, + { + "p": 0.06316190958023071, + "m": 1.0 + }, + { + "p": 0.04934440553188324, + "m": 1.0 + }, + { + "p": 0.05555638298392296, + "m": 1.0 + }, + { + "p": 0.06818254292011261, + "m": 1.0 + }, + { + "p": 0.0661044791340828, + "m": 1.0 + }, + { + "p": 0.03326273337006569, + "m": 1.0 + }, + { + "p": 0.06672463566064835, + "m": 1.0 + }, + { + "p": 0.05572114139795303, + "m": 1.0 + }, + { + "p": 0.04251987487077713, + "m": 1.0 + }, + { + "p": 0.05085429176688194, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.477540135383606, + "val_loss": 0.9185571074485779, + "acc": 71.18, + "time": 135.70366791298147, + "param": [ + { + "p": 0.02967868372797966, + "m": 1.0 + }, + { + "p": 0.04612991586327553, + "m": 1.0 + }, + { + "p": 0.04740690812468529, + "m": 1.0 + }, + { + "p": 0.053653448820114136, + "m": 1.0 + }, + { + "p": 0.046273984014987946, + "m": 1.0 + }, + { + "p": 0.04463690146803856, + "m": 1.0 + }, + { + "p": 0.07979993522167206, + "m": 1.0 + }, + { + "p": 0.039897557348012924, + "m": 1.0 + }, + { + "p": 0.058603230863809586, + "m": 1.0 + }, + { + "p": 0.038673821836709976, + "m": 1.0 + }, + { + "p": 0.0527561791241169, + "m": 1.0 + }, + { + "p": 0.07045871764421463, + "m": 1.0 + }, + { + "p": 0.057407669723033905, + "m": 1.0 + }, + { + "p": 0.06363341957330704, + "m": 1.0 + }, + { + "p": 0.08692757040262222, + "m": 1.0 + }, + { + "p": 0.05761633440852165, + "m": 1.0 + }, + { + "p": 0.0478144995868206, + "m": 1.0 + }, + { + "p": 0.0786311998963356, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.3048970699310303, + "val_loss": 0.8040360808372498, + "acc": 69.76, + "time": 135.7014982899418, + "param": [ + { + "p": 0.06448343396186829, + "m": 1.0 + }, + { + "p": 0.057133693248033524, + "m": 1.0 + }, + { + "p": 0.0613328255712986, + "m": 1.0 + }, + { + "p": 0.06236695125699043, + "m": 1.0 + }, + { + "p": 0.040795307606458664, + "m": 1.0 + }, + { + "p": 0.040002211928367615, + "m": 1.0 + }, + { + "p": 0.06230219081044197, + "m": 1.0 + }, + { + "p": 0.03728226199746132, + "m": 1.0 + }, + { + "p": 0.0556771457195282, + "m": 1.0 + }, + { + "p": 0.06827227771282196, + "m": 1.0 + }, + { + "p": 0.048711031675338745, + "m": 1.0 + }, + { + "p": 0.06304439157247543, + "m": 1.0 + }, + { + "p": 0.06931645423173904, + "m": 1.0 + }, + { + "p": 0.06842421740293503, + "m": 1.0 + }, + { + "p": 0.05357003211975098, + "m": 1.0 + }, + { + "p": 0.06867600232362747, + "m": 1.0 + }, + { + "p": 0.03957730159163475, + "m": 1.0 + }, + { + "p": 0.03903234377503395, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.209439754486084, + "val_loss": 0.8417396545410156, + "acc": 71.12, + "time": 123.97205092897639, + "param": [ + { + "p": 0.049327656626701355, + "m": 1.0 + }, + { + "p": 0.06898722052574158, + "m": 1.0 + }, + { + "p": 0.04765472188591957, + "m": 1.0 + }, + { + "p": 0.0464107021689415, + "m": 1.0 + }, + { + "p": 0.05656992644071579, + "m": 1.0 + }, + { + "p": 0.0585181787610054, + "m": 1.0 + }, + { + "p": 0.055985867977142334, + "m": 1.0 + }, + { + "p": 0.05770644173026085, + "m": 1.0 + }, + { + "p": 0.059905461966991425, + "m": 1.0 + }, + { + "p": 0.07134054601192474, + "m": 1.0 + }, + { + "p": 0.06090787053108215, + "m": 1.0 + }, + { + "p": 0.05364992097020149, + "m": 1.0 + }, + { + "p": 0.05122795328497887, + "m": 1.0 + }, + { + "p": 0.06441481411457062, + "m": 1.0 + }, + { + "p": 0.044953852891922, + "m": 1.0 + }, + { + "p": 0.05129305645823479, + "m": 1.0 + }, + { + "p": 0.049662888050079346, + "m": 1.0 + }, + { + "p": 0.05148288980126381, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3369300365447998, + "val_loss": 0.8813530206680298, + "acc": 69.72, + "time": 143.7860708629014, + "param": [ + { + "p": 0.06065803021192551, + "m": 1.0 + }, + { + "p": 0.059603217989206314, + "m": 1.0 + }, + { + "p": 0.04443344101309776, + "m": 1.0 + }, + { + "p": 0.07331756502389908, + "m": 1.0 + }, + { + "p": 0.06273626536130905, + "m": 1.0 + }, + { + "p": 0.052416298538446426, + "m": 1.0 + }, + { + "p": 0.056809112429618835, + "m": 1.0 + }, + { + "p": 0.04263078793883324, + "m": 1.0 + }, + { + "p": 0.053299736231565475, + "m": 1.0 + }, + { + "p": 0.05857126787304878, + "m": 1.0 + }, + { + "p": 0.0477132648229599, + "m": 1.0 + }, + { + "p": 0.06364627927541733, + "m": 1.0 + }, + { + "p": 0.08017019182443619, + "m": 1.0 + }, + { + "p": 0.02695726975798607, + "m": 1.0 + }, + { + "p": 0.05271944776177406, + "m": 1.0 + }, + { + "p": 0.06976886093616486, + "m": 1.0 + }, + { + "p": 0.056263864040374756, + "m": 1.0 + }, + { + "p": 0.0382850281894207, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.345860242843628, + "val_loss": 0.8774061799049377, + "acc": 70.93, + "time": 131.81708721991163, + "param": [ + { + "p": 0.05917762219905853, + "m": 1.0 + }, + { + "p": 0.04278932139277458, + "m": 1.0 + }, + { + "p": 0.06478998810052872, + "m": 1.0 + }, + { + "p": 0.05580522492527962, + "m": 1.0 + }, + { + "p": 0.04131549596786499, + "m": 1.0 + }, + { + "p": 0.05970998480916023, + "m": 1.0 + }, + { + "p": 0.07124465703964233, + "m": 1.0 + }, + { + "p": 0.05295679718255997, + "m": 1.0 + }, + { + "p": 0.04322617128491402, + "m": 1.0 + }, + { + "p": 0.05123370885848999, + "m": 1.0 + }, + { + "p": 0.04936297610402107, + "m": 1.0 + }, + { + "p": 0.07022735476493835, + "m": 1.0 + }, + { + "p": 0.059032540768384933, + "m": 1.0 + }, + { + "p": 0.05888020619750023, + "m": 1.0 + }, + { + "p": 0.06024554744362831, + "m": 1.0 + }, + { + "p": 0.06503836065530777, + "m": 1.0 + }, + { + "p": 0.05540293827652931, + "m": 1.0 + }, + { + "p": 0.03956105187535286, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.5423766374588013, + "val_loss": 0.8245959281921387, + "acc": 71.2, + "time": 136.91149003896862, + "param": [ + { + "p": 0.06989651918411255, + "m": 1.0 + }, + { + "p": 0.04144012928009033, + "m": 1.0 + }, + { + "p": 0.052230652421712875, + "m": 1.0 + }, + { + "p": 0.03913251310586929, + "m": 1.0 + }, + { + "p": 0.050107914954423904, + "m": 1.0 + }, + { + "p": 0.05669236555695534, + "m": 1.0 + }, + { + "p": 0.05701405927538872, + "m": 1.0 + }, + { + "p": 0.06505769491195679, + "m": 1.0 + }, + { + "p": 0.058191172778606415, + "m": 1.0 + }, + { + "p": 0.06076173856854439, + "m": 1.0 + }, + { + "p": 0.047662314027547836, + "m": 1.0 + }, + { + "p": 0.05889936164021492, + "m": 1.0 + }, + { + "p": 0.06808365136384964, + "m": 1.0 + }, + { + "p": 0.062198031693696976, + "m": 1.0 + }, + { + "p": 0.061338022351264954, + "m": 1.0 + }, + { + "p": 0.061659589409828186, + "m": 1.0 + }, + { + "p": 0.04074329510331154, + "m": 1.0 + }, + { + "p": 0.0488908551633358, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.4605457782745361, + "val_loss": 0.8058757781982422, + "acc": 71.17, + "time": 127.20621986500919, + "param": [ + { + "p": 0.0687139630317688, + "m": 1.0 + }, + { + "p": 0.0546751506626606, + "m": 1.0 + }, + { + "p": 0.06277649849653244, + "m": 1.0 + }, + { + "p": 0.05108464136719704, + "m": 1.0 + }, + { + "p": 0.04506620019674301, + "m": 1.0 + }, + { + "p": 0.06525702774524689, + "m": 1.0 + }, + { + "p": 0.05420319363474846, + "m": 1.0 + }, + { + "p": 0.057683348655700684, + "m": 1.0 + }, + { + "p": 0.06056017428636551, + "m": 1.0 + }, + { + "p": 0.03975899517536163, + "m": 1.0 + }, + { + "p": 0.05403170734643936, + "m": 1.0 + }, + { + "p": 0.07071633636951447, + "m": 1.0 + }, + { + "p": 0.05214632675051689, + "m": 1.0 + }, + { + "p": 0.04739617928862572, + "m": 1.0 + }, + { + "p": 0.06394439190626144, + "m": 1.0 + }, + { + "p": 0.06943511217832565, + "m": 1.0 + }, + { + "p": 0.034925077110528946, + "m": 1.0 + }, + { + "p": 0.047625694423913956, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2077081203460693, + "val_loss": 0.8696306347846985, + "acc": 71.33, + "time": 126.5005641670432, + "param": [ + { + "p": 0.06031792238354683, + "m": 1.0 + }, + { + "p": 0.054240163415670395, + "m": 1.0 + }, + { + "p": 0.05129169300198555, + "m": 1.0 + }, + { + "p": 0.053328271955251694, + "m": 1.0 + }, + { + "p": 0.059803880751132965, + "m": 1.0 + }, + { + "p": 0.052762214094400406, + "m": 1.0 + }, + { + "p": 0.0503619909286499, + "m": 1.0 + }, + { + "p": 0.081097312271595, + "m": 1.0 + }, + { + "p": 0.05978364869952202, + "m": 1.0 + }, + { + "p": 0.06685742735862732, + "m": 1.0 + }, + { + "p": 0.04685210436582565, + "m": 1.0 + }, + { + "p": 0.05931267887353897, + "m": 1.0 + }, + { + "p": 0.06440751254558563, + "m": 1.0 + }, + { + "p": 0.05184294655919075, + "m": 1.0 + }, + { + "p": 0.03662169352173805, + "m": 1.0 + }, + { + "p": 0.053262580186128616, + "m": 1.0 + }, + { + "p": 0.045509785413742065, + "m": 1.0 + }, + { + "p": 0.052346136420965195, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.367456078529358, + "val_loss": 0.6736254692077637, + "acc": 71.69, + "time": 134.42959766695276, + "param": [ + { + "p": 0.05501740425825119, + "m": 1.0 + }, + { + "p": 0.0601058155298233, + "m": 1.0 + }, + { + "p": 0.04997565224766731, + "m": 1.0 + }, + { + "p": 0.06443780660629272, + "m": 1.0 + }, + { + "p": 0.05659552291035652, + "m": 1.0 + }, + { + "p": 0.0219433456659317, + "m": 1.0 + }, + { + "p": 0.057948999106884, + "m": 1.0 + }, + { + "p": 0.06454561650753021, + "m": 1.0 + }, + { + "p": 0.039741773158311844, + "m": 1.0 + }, + { + "p": 0.05588145554065704, + "m": 1.0 + }, + { + "p": 0.06480156630277634, + "m": 1.0 + }, + { + "p": 0.06358809769153595, + "m": 1.0 + }, + { + "p": 0.0729186162352562, + "m": 1.0 + }, + { + "p": 0.05450192838907242, + "m": 1.0 + }, + { + "p": 0.056614600121974945, + "m": 1.0 + }, + { + "p": 0.07770127058029175, + "m": 1.0 + }, + { + "p": 0.04740145429968834, + "m": 1.0 + }, + { + "p": 0.036279235035181046, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.3949025869369507, + "val_loss": 0.7709997296333313, + "acc": 71.77, + "time": 127.6072928069625, + "param": [ + { + "p": 0.06498764455318451, + "m": 1.0 + }, + { + "p": 0.05435904487967491, + "m": 1.0 + }, + { + "p": 0.05225137993693352, + "m": 1.0 + }, + { + "p": 0.06908940523862839, + "m": 1.0 + }, + { + "p": 0.054764796048402786, + "m": 1.0 + }, + { + "p": 0.029307039454579353, + "m": 1.0 + }, + { + "p": 0.07154799997806549, + "m": 1.0 + }, + { + "p": 0.04024673253297806, + "m": 1.0 + }, + { + "p": 0.06294282525777817, + "m": 1.0 + }, + { + "p": 0.04863115772604942, + "m": 1.0 + }, + { + "p": 0.07729195058345795, + "m": 1.0 + }, + { + "p": 0.05583208426833153, + "m": 1.0 + }, + { + "p": 0.044957906007766724, + "m": 1.0 + }, + { + "p": 0.05844195932149887, + "m": 1.0 + }, + { + "p": 0.043708235025405884, + "m": 1.0 + }, + { + "p": 0.06641846895217896, + "m": 1.0 + }, + { + "p": 0.05276096612215042, + "m": 1.0 + }, + { + "p": 0.05246041342616081, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.4291017055511475, + "val_loss": 0.7134879231452942, + "acc": 70.26, + "time": 132.42979363398626, + "param": [ + { + "p": 0.05098148062825203, + "m": 1.0 + }, + { + "p": 0.04176203906536102, + "m": 1.0 + }, + { + "p": 0.07033970206975937, + "m": 1.0 + }, + { + "p": 0.03834931179881096, + "m": 1.0 + }, + { + "p": 0.05023002624511719, + "m": 1.0 + }, + { + "p": 0.01735318824648857, + "m": 1.0 + }, + { + "p": 0.06388768553733826, + "m": 1.0 + }, + { + "p": 0.06138284504413605, + "m": 1.0 + }, + { + "p": 0.060613635927438736, + "m": 1.0 + }, + { + "p": 0.05348649621009827, + "m": 1.0 + }, + { + "p": 0.06273683160543442, + "m": 1.0 + }, + { + "p": 0.07889910787343979, + "m": 1.0 + }, + { + "p": 0.07417375594377518, + "m": 1.0 + }, + { + "p": 0.05580290034413338, + "m": 1.0 + }, + { + "p": 0.056960392743349075, + "m": 1.0 + }, + { + "p": 0.03133009001612663, + "m": 1.0 + }, + { + "p": 0.07758291065692902, + "m": 1.0 + }, + { + "p": 0.05412754416465759, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.4167289733886719, + "val_loss": 0.9693816304206848, + "acc": 72.25, + "time": 127.49788645398803, + "param": [ + { + "p": 0.041704192757606506, + "m": 1.0 + }, + { + "p": 0.0424138680100441, + "m": 1.0 + }, + { + "p": 0.07416588068008423, + "m": 1.0 + }, + { + "p": 0.06443578004837036, + "m": 1.0 + }, + { + "p": 0.05399879440665245, + "m": 1.0 + }, + { + "p": 0.043961431831121445, + "m": 1.0 + }, + { + "p": 0.05537911504507065, + "m": 1.0 + }, + { + "p": 0.07123252004384995, + "m": 1.0 + }, + { + "p": 0.04796740412712097, + "m": 1.0 + }, + { + "p": 0.06806937605142593, + "m": 1.0 + }, + { + "p": 0.056309983134269714, + "m": 1.0 + }, + { + "p": 0.044927291572093964, + "m": 1.0 + }, + { + "p": 0.077633798122406, + "m": 1.0 + }, + { + "p": 0.05482463911175728, + "m": 1.0 + }, + { + "p": 0.059713348746299744, + "m": 1.0 + }, + { + "p": 0.054082613438367844, + "m": 1.0 + }, + { + "p": 0.050625428557395935, + "m": 1.0 + }, + { + "p": 0.0385546013712883, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.3393850326538086, + "val_loss": 0.8629279732704163, + "acc": 71.23, + "time": 123.16758997307625, + "param": [ + { + "p": 0.05895230546593666, + "m": 1.0 + }, + { + "p": 0.0612776055932045, + "m": 1.0 + }, + { + "p": 0.057916659861803055, + "m": 1.0 + }, + { + "p": 0.05701831728219986, + "m": 1.0 + }, + { + "p": 0.04119379073381424, + "m": 1.0 + }, + { + "p": 0.047288764268159866, + "m": 1.0 + }, + { + "p": 0.07200227677822113, + "m": 1.0 + }, + { + "p": 0.0699315220117569, + "m": 1.0 + }, + { + "p": 0.05992058292031288, + "m": 1.0 + }, + { + "p": 0.06324853748083115, + "m": 1.0 + }, + { + "p": 0.048385437577962875, + "m": 1.0 + }, + { + "p": 0.056760355830192566, + "m": 1.0 + }, + { + "p": 0.038659144192934036, + "m": 1.0 + }, + { + "p": 0.05587500333786011, + "m": 1.0 + }, + { + "p": 0.05025136470794678, + "m": 1.0 + }, + { + "p": 0.06289619207382202, + "m": 1.0 + }, + { + "p": 0.042472049593925476, + "m": 1.0 + }, + { + "p": 0.055950116366147995, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.332338571548462, + "val_loss": 0.7901449799537659, + "acc": 70.86, + "time": 131.16831438895315, + "param": [ + { + "p": 0.06466645002365112, + "m": 1.0 + }, + { + "p": 0.05507896468043327, + "m": 1.0 + }, + { + "p": 0.0671975314617157, + "m": 1.0 + }, + { + "p": 0.048653457313776016, + "m": 1.0 + }, + { + "p": 0.06086355075240135, + "m": 1.0 + }, + { + "p": 0.03817525506019592, + "m": 1.0 + }, + { + "p": 0.034461840987205505, + "m": 1.0 + }, + { + "p": 0.06276185065507889, + "m": 1.0 + }, + { + "p": 0.05837792158126831, + "m": 1.0 + }, + { + "p": 0.06114174798130989, + "m": 1.0 + }, + { + "p": 0.06541230529546738, + "m": 1.0 + }, + { + "p": 0.05998258665204048, + "m": 1.0 + }, + { + "p": 0.06956664472818375, + "m": 1.0 + }, + { + "p": 0.03365912660956383, + "m": 1.0 + }, + { + "p": 0.06498749554157257, + "m": 1.0 + }, + { + "p": 0.0684155747294426, + "m": 1.0 + }, + { + "p": 0.04543124884366989, + "m": 1.0 + }, + { + "p": 0.041166581213474274, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.203310489654541, + "val_loss": 0.7547299265861511, + "acc": 70.74, + "time": 142.02836791495793, + "param": [ + { + "p": 0.056813664734363556, + "m": 1.0 + }, + { + "p": 0.050797488540410995, + "m": 1.0 + }, + { + "p": 0.054822392761707306, + "m": 1.0 + }, + { + "p": 0.06556117534637451, + "m": 1.0 + }, + { + "p": 0.04914705455303192, + "m": 1.0 + }, + { + "p": 0.03810510039329529, + "m": 1.0 + }, + { + "p": 0.061767272651195526, + "m": 1.0 + }, + { + "p": 0.047749292105436325, + "m": 1.0 + }, + { + "p": 0.049487121403217316, + "m": 1.0 + }, + { + "p": 0.055084969848394394, + "m": 1.0 + }, + { + "p": 0.0654730349779129, + "m": 1.0 + }, + { + "p": 0.07144367694854736, + "m": 1.0 + }, + { + "p": 0.05586177855730057, + "m": 1.0 + }, + { + "p": 0.02872224524617195, + "m": 1.0 + }, + { + "p": 0.07070287317037582, + "m": 1.0 + }, + { + "p": 0.06234687939286232, + "m": 1.0 + }, + { + "p": 0.06248695030808449, + "m": 1.0 + }, + { + "p": 0.0536271408200264, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.1423590183258057, + "val_loss": 0.8092344403266907, + "acc": 71.97, + "time": 145.69964832207188, + "param": [ + { + "p": 0.07563547790050507, + "m": 1.0 + }, + { + "p": 0.05300816893577576, + "m": 1.0 + }, + { + "p": 0.042623575776815414, + "m": 1.0 + }, + { + "p": 0.06291884183883667, + "m": 1.0 + }, + { + "p": 0.043563362210989, + "m": 1.0 + }, + { + "p": 0.05674203485250473, + "m": 1.0 + }, + { + "p": 0.05481310933828354, + "m": 1.0 + }, + { + "p": 0.05913436412811279, + "m": 1.0 + }, + { + "p": 0.06615404784679413, + "m": 1.0 + }, + { + "p": 0.04156116768717766, + "m": 1.0 + }, + { + "p": 0.057275477796792984, + "m": 1.0 + }, + { + "p": 0.0564827062189579, + "m": 1.0 + }, + { + "p": 0.06202827766537666, + "m": 1.0 + }, + { + "p": 0.05228624492883682, + "m": 1.0 + }, + { + "p": 0.08550043404102325, + "m": 1.0 + }, + { + "p": 0.0649138018488884, + "m": 1.0 + }, + { + "p": 0.03966561332345009, + "m": 1.0 + }, + { + "p": 0.025693457573652267, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json new file mode 100644 index 0000000..6bc2319 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-2.json @@ -0,0 +1,12180 @@ +{ + "Accuracy": 71.91, + "Time": [ + 132.53599607620234, + 7.214054291038107 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize", + "BadColor", + "BadSharpness", + "BadContrast", + "BadBrightness" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2131454944610596, + "val_loss": 2.268399477005005, + "acc": 23.23, + "time": 126.5775167249376, + "param": [ + { + "p": 0.09907828271389008, + "m": 1.0 + }, + { + "p": 0.06679576635360718, + "m": 1.0 + }, + { + "p": 0.054902251809835434, + "m": 1.0 + }, + { + "p": 0.04803059995174408, + "m": 1.0 + }, + { + "p": 0.024363867938518524, + "m": 1.0 + }, + { + "p": 0.062258243560791016, + "m": 1.0 + }, + { + "p": 0.008787089958786964, + "m": 1.0 + }, + { + "p": 0.029550453647971153, + "m": 1.0 + }, + { + "p": 0.05859861150383949, + "m": 1.0 + }, + { + "p": 0.07347912341356277, + "m": 1.0 + }, + { + "p": 0.06649938225746155, + "m": 1.0 + }, + { + "p": 0.1390550136566162, + "m": 1.0 + }, + { + "p": 0.023318341001868248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16178856790065765, + "m": 1.0 + }, + { + "p": 0.06714785099029541, + "m": 1.0 + }, + { + "p": 0.016346493735909462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1680636405944824, + "val_loss": 2.144867420196533, + "acc": 21.87, + "time": 121.9750625930028, + "param": [ + { + "p": 0.05491084232926369, + "m": 1.0 + }, + { + "p": 0.05689755082130432, + "m": 1.0 + }, + { + "p": 0.06415340304374695, + "m": 1.0 + }, + { + "p": 0.04513464868068695, + "m": 1.0 + }, + { + "p": 0.05402940511703491, + "m": 1.0 + }, + { + "p": 0.053670600056648254, + "m": 1.0 + }, + { + "p": 0.05046408995985985, + "m": 1.0 + }, + { + "p": 0.06291007995605469, + "m": 1.0 + }, + { + "p": 0.056479424238204956, + "m": 1.0 + }, + { + "p": 0.05941503867506981, + "m": 1.0 + }, + { + "p": 0.0661451444029808, + "m": 1.0 + }, + { + "p": 0.041595328599214554, + "m": 1.0 + }, + { + "p": 0.07150355726480484, + "m": 1.0 + }, + { + "p": 0.025620829313993454, + "m": 1.0 + }, + { + "p": 0.07960700243711472, + "m": 1.0 + }, + { + "p": 0.07103854417800903, + "m": 1.0 + }, + { + "p": 0.041669994592666626, + "m": 1.0 + }, + { + "p": 0.04475453868508339, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1180663108825684, + "val_loss": 2.113374710083008, + "acc": 29.48, + "time": 125.86425132502336, + "param": [ + { + "p": 0.06624920666217804, + "m": 1.0 + }, + { + "p": 0.04578971862792969, + "m": 1.0 + }, + { + "p": 0.061153702437877655, + "m": 1.0 + }, + { + "p": 0.041164714843034744, + "m": 1.0 + }, + { + "p": 0.024762209504842758, + "m": 1.0 + }, + { + "p": 0.042054712772369385, + "m": 1.0 + }, + { + "p": 0.04913809150457382, + "m": 1.0 + }, + { + "p": 0.091669961810112, + "m": 1.0 + }, + { + "p": 0.0595623254776001, + "m": 1.0 + }, + { + "p": 0.04893818497657776, + "m": 1.0 + }, + { + "p": 0.07762739807367325, + "m": 1.0 + }, + { + "p": 0.05758274346590042, + "m": 1.0 + }, + { + "p": 0.09054885804653168, + "m": 1.0 + }, + { + "p": 0.04168228060007095, + "m": 1.0 + }, + { + "p": 0.054940082132816315, + "m": 1.0 + }, + { + "p": 0.05241283401846886, + "m": 1.0 + }, + { + "p": 0.041102003306150436, + "m": 1.0 + }, + { + "p": 0.053621020168066025, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1937878131866455, + "val_loss": 2.0152037143707275, + "acc": 31.37, + "time": 123.81223626807332, + "param": [ + { + "p": 0.053655870258808136, + "m": 1.0 + }, + { + "p": 0.0620584599673748, + "m": 1.0 + }, + { + "p": 0.0681430995464325, + "m": 1.0 + }, + { + "p": 0.05740464851260185, + "m": 1.0 + }, + { + "p": 0.02926769107580185, + "m": 1.0 + }, + { + "p": 0.07058410346508026, + "m": 1.0 + }, + { + "p": 0.05783122777938843, + "m": 1.0 + }, + { + "p": 0.046713028103113174, + "m": 1.0 + }, + { + "p": 0.05781416967511177, + "m": 1.0 + }, + { + "p": 0.047933369874954224, + "m": 1.0 + }, + { + "p": 0.07303673774003983, + "m": 1.0 + }, + { + "p": 0.062301844358444214, + "m": 1.0 + }, + { + "p": 0.05728326365351677, + "m": 1.0 + }, + { + "p": 0.030640244483947754, + "m": 1.0 + }, + { + "p": 0.07785382121801376, + "m": 1.0 + }, + { + "p": 0.06861202418804169, + "m": 1.0 + }, + { + "p": 0.033984676003456116, + "m": 1.0 + }, + { + "p": 0.044881779700517654, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0213584899902344, + "val_loss": 1.9159384965896606, + "acc": 32.99, + "time": 131.33388104406185, + "param": [ + { + "p": 0.09603159129619598, + "m": 1.0 + }, + { + "p": 0.04804300144314766, + "m": 1.0 + }, + { + "p": 0.10997039079666138, + "m": 1.0 + }, + { + "p": 0.040262673050165176, + "m": 1.0 + }, + { + "p": 0.03365378826856613, + "m": 1.0 + }, + { + "p": 0.05470084398984909, + "m": 1.0 + }, + { + "p": 0.06950634717941284, + "m": 1.0 + }, + { + "p": 0.0005925711011514068, + "m": 1.0 + }, + { + "p": 0.0820256769657135, + "m": 1.0 + }, + { + "p": 0.08043106645345688, + "m": 1.0 + }, + { + "p": 0.04355138540267944, + "m": 1.0 + }, + { + "p": 0.06019129231572151, + "m": 1.0 + }, + { + "p": 0.06296686828136444, + "m": 1.0 + }, + { + "p": 0.010416747070848942, + "m": 1.0 + }, + { + "p": 0.010425696149468422, + "m": 1.0 + }, + { + "p": 0.12246737629175186, + "m": 1.0 + }, + { + "p": 0.03805390000343323, + "m": 1.0 + }, + { + "p": 0.0367087721824646, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.035295248031616, + "val_loss": 1.832560420036316, + "acc": 34.85, + "time": 134.823921942967, + "param": [ + { + "p": 0.056484028697013855, + "m": 1.0 + }, + { + "p": 0.028363686054944992, + "m": 1.0 + }, + { + "p": 0.08368279039859772, + "m": 1.0 + }, + { + "p": 0.05166226997971535, + "m": 1.0 + }, + { + "p": 0.0460369735956192, + "m": 1.0 + }, + { + "p": 0.075894296169281, + "m": 1.0 + }, + { + "p": 0.05380968749523163, + "m": 1.0 + }, + { + "p": 0.03175104036927223, + "m": 1.0 + }, + { + "p": 0.07135461270809174, + "m": 1.0 + }, + { + "p": 0.06681960821151733, + "m": 1.0 + }, + { + "p": 0.03938152268528938, + "m": 1.0 + }, + { + "p": 0.07374213635921478, + "m": 1.0 + }, + { + "p": 0.0917164534330368, + "m": 1.0 + }, + { + "p": 0.013959364965558052, + "m": 1.0 + }, + { + "p": 0.045427437871694565, + "m": 1.0 + }, + { + "p": 0.06960038840770721, + "m": 1.0 + }, + { + "p": 0.0647563636302948, + "m": 1.0 + }, + { + "p": 0.03555738180875778, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9310925006866455, + "val_loss": 1.8538092374801636, + "acc": 38.08, + "time": 129.21167816699017, + "param": [ + { + "p": 0.036989398300647736, + "m": 1.0 + }, + { + "p": 0.03372715041041374, + "m": 1.0 + }, + { + "p": 0.08093121647834778, + "m": 1.0 + }, + { + "p": 0.05302064120769501, + "m": 1.0 + }, + { + "p": 0.041816871613264084, + "m": 1.0 + }, + { + "p": 0.08427473902702332, + "m": 1.0 + }, + { + "p": 0.05867829546332359, + "m": 1.0 + }, + { + "p": 0.04231766238808632, + "m": 1.0 + }, + { + "p": 0.04411550238728523, + "m": 1.0 + }, + { + "p": 0.09259534627199173, + "m": 1.0 + }, + { + "p": 0.05389663204550743, + "m": 1.0 + }, + { + "p": 0.03773006796836853, + "m": 1.0 + }, + { + "p": 0.06992647051811218, + "m": 1.0 + }, + { + "p": 0.054914690554142, + "m": 1.0 + }, + { + "p": 0.04344528540968895, + "m": 1.0 + }, + { + "p": 0.11291567981243134, + "m": 1.0 + }, + { + "p": 0.029854722321033478, + "m": 1.0 + }, + { + "p": 0.02884967438876629, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.060311794281006, + "val_loss": 1.7433065176010132, + "acc": 38.6, + "time": 137.65419370005839, + "param": [ + { + "p": 0.09804997593164444, + "m": 1.0 + }, + { + "p": 0.03779056295752525, + "m": 1.0 + }, + { + "p": 0.03984643146395683, + "m": 1.0 + }, + { + "p": 0.03133200481534004, + "m": 1.0 + }, + { + "p": 0.04347968474030495, + "m": 1.0 + }, + { + "p": 0.07152571529150009, + "m": 1.0 + }, + { + "p": 0.06337502598762512, + "m": 1.0 + }, + { + "p": 0.05879589542746544, + "m": 1.0 + }, + { + "p": 0.06002841517329216, + "m": 1.0 + }, + { + "p": 0.0903584286570549, + "m": 1.0 + }, + { + "p": 0.04767574369907379, + "m": 1.0 + }, + { + "p": 0.06139480695128441, + "m": 1.0 + }, + { + "p": 0.07895563542842865, + "m": 1.0 + }, + { + "p": 0.011776548810303211, + "m": 1.0 + }, + { + "p": 0.05509538576006889, + "m": 1.0 + }, + { + "p": 0.10130729526281357, + "m": 1.0 + }, + { + "p": 0.01874164119362831, + "m": 1.0 + }, + { + "p": 0.03047068603336811, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8779997825622559, + "val_loss": 1.724469780921936, + "acc": 39.01, + "time": 128.59748297010083, + "param": [ + { + "p": 0.05892384797334671, + "m": 1.0 + }, + { + "p": 0.035364504903554916, + "m": 1.0 + }, + { + "p": 0.05152267590165138, + "m": 1.0 + }, + { + "p": 0.04548354819417, + "m": 1.0 + }, + { + "p": 0.04507282376289368, + "m": 1.0 + }, + { + "p": 0.06247629597783089, + "m": 1.0 + }, + { + "p": 0.06933183968067169, + "m": 1.0 + }, + { + "p": 0.047849200665950775, + "m": 1.0 + }, + { + "p": 0.05218508467078209, + "m": 1.0 + }, + { + "p": 0.05394290015101433, + "m": 1.0 + }, + { + "p": 0.06077532842755318, + "m": 1.0 + }, + { + "p": 0.09416194260120392, + "m": 1.0 + }, + { + "p": 0.07215029746294022, + "m": 1.0 + }, + { + "p": 0.046868856996297836, + "m": 1.0 + }, + { + "p": 0.04866447299718857, + "m": 1.0 + }, + { + "p": 0.08063787966966629, + "m": 1.0 + }, + { + "p": 0.042091138660907745, + "m": 1.0 + }, + { + "p": 0.03249736502766609, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.0445048809051514, + "val_loss": 1.604487419128418, + "acc": 41.18, + "time": 139.2312083550496, + "param": [ + { + "p": 0.09189793467521667, + "m": 1.0 + }, + { + "p": 0.037166859954595566, + "m": 1.0 + }, + { + "p": 0.07722034305334091, + "m": 1.0 + }, + { + "p": 0.0022083111107349396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07188807427883148, + "m": 1.0 + }, + { + "p": 0.08134916424751282, + "m": 1.0 + }, + { + "p": 0.05205962434411049, + "m": 1.0 + }, + { + "p": 0.04349616914987564, + "m": 1.0 + }, + { + "p": 0.06959696114063263, + "m": 1.0 + }, + { + "p": 0.04937845095992088, + "m": 1.0 + }, + { + "p": 0.11465538293123245, + "m": 1.0 + }, + { + "p": 0.07925916463136673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07250441610813141, + "m": 1.0 + }, + { + "p": 0.10402238368988037, + "m": 1.0 + }, + { + "p": 0.020258845761418343, + "m": 1.0 + }, + { + "p": 0.033037859946489334, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.0000221729278564, + "val_loss": 1.635231614112854, + "acc": 41.47, + "time": 134.96140162809752, + "param": [ + { + "p": 0.0816139429807663, + "m": 1.0 + }, + { + "p": 0.039277929812669754, + "m": 1.0 + }, + { + "p": 0.05320300534367561, + "m": 1.0 + }, + { + "p": 0.04770909249782562, + "m": 1.0 + }, + { + "p": 0.05294159799814224, + "m": 1.0 + }, + { + "p": 0.053162895143032074, + "m": 1.0 + }, + { + "p": 0.07445917278528214, + "m": 1.0 + }, + { + "p": 0.06245063617825508, + "m": 1.0 + }, + { + "p": 0.06689206510782242, + "m": 1.0 + }, + { + "p": 0.07537288963794708, + "m": 1.0 + }, + { + "p": 0.07238978147506714, + "m": 1.0 + }, + { + "p": 0.08476527035236359, + "m": 1.0 + }, + { + "p": 0.06595931947231293, + "m": 1.0 + }, + { + "p": 0.01953081786632538, + "m": 1.0 + }, + { + "p": 0.039765119552612305, + "m": 1.0 + }, + { + "p": 0.06436177343130112, + "m": 1.0 + }, + { + "p": 0.012771067209541798, + "m": 1.0 + }, + { + "p": 0.03337360545992851, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.961220145225525, + "val_loss": 1.6071622371673584, + "acc": 43.47, + "time": 129.77094186504837, + "param": [ + { + "p": 0.06842190772294998, + "m": 1.0 + }, + { + "p": 0.060165148228406906, + "m": 1.0 + }, + { + "p": 0.056022223085165024, + "m": 1.0 + }, + { + "p": 0.04136117920279503, + "m": 1.0 + }, + { + "p": 0.04118949919939041, + "m": 1.0 + }, + { + "p": 0.06821073591709137, + "m": 1.0 + }, + { + "p": 0.04495692625641823, + "m": 1.0 + }, + { + "p": 0.06330648809671402, + "m": 1.0 + }, + { + "p": 0.06263858824968338, + "m": 1.0 + }, + { + "p": 0.06061229482293129, + "m": 1.0 + }, + { + "p": 0.0631476640701294, + "m": 1.0 + }, + { + "p": 0.05806967616081238, + "m": 1.0 + }, + { + "p": 0.05862818658351898, + "m": 1.0 + }, + { + "p": 0.0392778143286705, + "m": 1.0 + }, + { + "p": 0.06110604107379913, + "m": 1.0 + }, + { + "p": 0.07060278952121735, + "m": 1.0 + }, + { + "p": 0.04169429838657379, + "m": 1.0 + }, + { + "p": 0.04058856517076492, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.017702341079712, + "val_loss": 1.5607713460922241, + "acc": 44.73, + "time": 134.4128159119282, + "param": [ + { + "p": 0.081775963306427, + "m": 1.0 + }, + { + "p": 0.0361316092312336, + "m": 1.0 + }, + { + "p": 0.06535445153713226, + "m": 1.0 + }, + { + "p": 0.03950021415948868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04351048171520233, + "m": 1.0 + }, + { + "p": 0.07793979346752167, + "m": 1.0 + }, + { + "p": 0.08177711814641953, + "m": 1.0 + }, + { + "p": 0.06121901422739029, + "m": 1.0 + }, + { + "p": 0.08735702186822891, + "m": 1.0 + }, + { + "p": 0.07351651042699814, + "m": 1.0 + }, + { + "p": 0.04735130816698074, + "m": 1.0 + }, + { + "p": 0.031573791056871414, + "m": 1.0 + }, + { + "p": 0.055412422865629196, + "m": 1.0 + }, + { + "p": 0.05433070287108421, + "m": 1.0 + }, + { + "p": 0.07356613129377365, + "m": 1.0 + }, + { + "p": 0.03813136741518974, + "m": 1.0 + }, + { + "p": 0.05155209079384804, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 2.006981134414673, + "val_loss": 1.564204454421997, + "acc": 44.86, + "time": 123.79070056299679, + "param": [ + { + "p": 0.07349178940057755, + "m": 1.0 + }, + { + "p": 0.036903880536556244, + "m": 1.0 + }, + { + "p": 0.08606452494859695, + "m": 1.0 + }, + { + "p": 0.05425520986318588, + "m": 1.0 + }, + { + "p": 0.017002303153276443, + "m": 1.0 + }, + { + "p": 0.06894501298666, + "m": 1.0 + }, + { + "p": 0.05954056978225708, + "m": 1.0 + }, + { + "p": 0.06184035539627075, + "m": 1.0 + }, + { + "p": 0.056184906512498856, + "m": 1.0 + }, + { + "p": 0.08326347917318344, + "m": 1.0 + }, + { + "p": 0.07360000163316727, + "m": 1.0 + }, + { + "p": 0.06456241756677628, + "m": 1.0 + }, + { + "p": 0.06117592006921768, + "m": 1.0 + }, + { + "p": 0.007629090454429388, + "m": 1.0 + }, + { + "p": 0.07525541633367538, + "m": 1.0 + }, + { + "p": 0.0767250582575798, + "m": 1.0 + }, + { + "p": 0.016092732548713684, + "m": 1.0 + }, + { + "p": 0.027467241510748863, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.982268214225769, + "val_loss": 1.5920642614364624, + "acc": 47.36, + "time": 121.5028160129441, + "param": [ + { + "p": 0.08786815404891968, + "m": 1.0 + }, + { + "p": 0.0384523831307888, + "m": 1.0 + }, + { + "p": 0.054455798119306564, + "m": 1.0 + }, + { + "p": 0.05999181792140007, + "m": 1.0 + }, + { + "p": 0.02197565883398056, + "m": 1.0 + }, + { + "p": 0.051953308284282684, + "m": 1.0 + }, + { + "p": 0.05692686885595322, + "m": 1.0 + }, + { + "p": 0.06430939584970474, + "m": 1.0 + }, + { + "p": 0.08275368809700012, + "m": 1.0 + }, + { + "p": 0.0739300549030304, + "m": 1.0 + }, + { + "p": 0.07023251801729202, + "m": 1.0 + }, + { + "p": 0.08362986147403717, + "m": 1.0 + }, + { + "p": 0.05751935765147209, + "m": 1.0 + }, + { + "p": 0.011215676553547382, + "m": 1.0 + }, + { + "p": 0.048824492841959, + "m": 1.0 + }, + { + "p": 0.0577734038233757, + "m": 1.0 + }, + { + "p": 0.04855162277817726, + "m": 1.0 + }, + { + "p": 0.02963593602180481, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6925280094146729, + "val_loss": 1.5316473245620728, + "acc": 47.96, + "time": 126.18808888597414, + "param": [ + { + "p": 0.07134712487459183, + "m": 1.0 + }, + { + "p": 0.046099383383989334, + "m": 1.0 + }, + { + "p": 0.07611612975597382, + "m": 1.0 + }, + { + "p": 0.03417131304740906, + "m": 1.0 + }, + { + "p": 0.05157114565372467, + "m": 1.0 + }, + { + "p": 0.06472024321556091, + "m": 1.0 + }, + { + "p": 0.08387665450572968, + "m": 1.0 + }, + { + "p": 0.038718078285455704, + "m": 1.0 + }, + { + "p": 0.05762980878353119, + "m": 1.0 + }, + { + "p": 0.07849713414907455, + "m": 1.0 + }, + { + "p": 0.05874182656407356, + "m": 1.0 + }, + { + "p": 0.06326525658369064, + "m": 1.0 + }, + { + "p": 0.03569795936346054, + "m": 1.0 + }, + { + "p": 0.03076106123626232, + "m": 1.0 + }, + { + "p": 0.06475667655467987, + "m": 1.0 + }, + { + "p": 0.06476163119077682, + "m": 1.0 + }, + { + "p": 0.039002884179353714, + "m": 1.0 + }, + { + "p": 0.04026559740304947, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 2.0188138484954834, + "val_loss": 1.5242211818695068, + "acc": 48.32, + "time": 124.54610411298927, + "param": [ + { + "p": 0.05804287642240524, + "m": 1.0 + }, + { + "p": 0.032695334404706955, + "m": 1.0 + }, + { + "p": 0.05452364310622215, + "m": 1.0 + }, + { + "p": 0.08124338090419769, + "m": 1.0 + }, + { + "p": 0.035710658878088, + "m": 1.0 + }, + { + "p": 0.03672797977924347, + "m": 1.0 + }, + { + "p": 0.026352694258093834, + "m": 1.0 + }, + { + "p": 0.04823262244462967, + "m": 1.0 + }, + { + "p": 0.084185890853405, + "m": 1.0 + }, + { + "p": 0.05378543585538864, + "m": 1.0 + }, + { + "p": 0.10742878913879395, + "m": 1.0 + }, + { + "p": 0.05236159265041351, + "m": 1.0 + }, + { + "p": 0.07871485501527786, + "m": 1.0 + }, + { + "p": 0.039708323776721954, + "m": 1.0 + }, + { + "p": 0.04697611555457115, + "m": 1.0 + }, + { + "p": 0.08007203787565231, + "m": 1.0 + }, + { + "p": 0.021392103284597397, + "m": 1.0 + }, + { + "p": 0.06184568628668785, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.9035595655441284, + "val_loss": 1.5463842153549194, + "acc": 46.95, + "time": 147.5245801040437, + "param": [ + { + "p": 0.017723549157381058, + "m": 1.0 + }, + { + "p": 0.052885740995407104, + "m": 1.0 + }, + { + "p": 0.07133799046278, + "m": 1.0 + }, + { + "p": 0.026593782007694244, + "m": 1.0 + }, + { + "p": 0.04728234186768532, + "m": 1.0 + }, + { + "p": 0.04461931809782982, + "m": 1.0 + }, + { + "p": 0.06909053027629852, + "m": 1.0 + }, + { + "p": 0.08682881295681, + "m": 1.0 + }, + { + "p": 0.06356022506952286, + "m": 1.0 + }, + { + "p": 0.08712677657604218, + "m": 1.0 + }, + { + "p": 0.041923508048057556, + "m": 1.0 + }, + { + "p": 0.08877626061439514, + "m": 1.0 + }, + { + "p": 0.0540212020277977, + "m": 1.0 + }, + { + "p": 0.020470185205340385, + "m": 1.0 + }, + { + "p": 0.04690341278910637, + "m": 1.0 + }, + { + "p": 0.11035919934511185, + "m": 1.0 + }, + { + "p": 0.03081332892179489, + "m": 1.0 + }, + { + "p": 0.03968384861946106, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6923620700836182, + "val_loss": 1.5031616687774658, + "acc": 47.93, + "time": 132.18055605108384, + "param": [ + { + "p": 0.06671124696731567, + "m": 1.0 + }, + { + "p": 0.03454179689288139, + "m": 1.0 + }, + { + "p": 0.04858715087175369, + "m": 1.0 + }, + { + "p": 0.05222506448626518, + "m": 1.0 + }, + { + "p": 0.04128438979387283, + "m": 1.0 + }, + { + "p": 0.04688124358654022, + "m": 1.0 + }, + { + "p": 0.06917258352041245, + "m": 1.0 + }, + { + "p": 0.06268467009067535, + "m": 1.0 + }, + { + "p": 0.052748747169971466, + "m": 1.0 + }, + { + "p": 0.08071602880954742, + "m": 1.0 + }, + { + "p": 0.05517008528113365, + "m": 1.0 + }, + { + "p": 0.04694313555955887, + "m": 1.0 + }, + { + "p": 0.06941820681095123, + "m": 1.0 + }, + { + "p": 0.045658037066459656, + "m": 1.0 + }, + { + "p": 0.05790995806455612, + "m": 1.0 + }, + { + "p": 0.06863976269960403, + "m": 1.0 + }, + { + "p": 0.04543052986264229, + "m": 1.0 + }, + { + "p": 0.0552775040268898, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8405269384384155, + "val_loss": 1.4157756567001343, + "acc": 48.9, + "time": 130.18713531200774, + "param": [ + { + "p": 0.0727614238858223, + "m": 1.0 + }, + { + "p": 0.04280443117022514, + "m": 1.0 + }, + { + "p": 0.0651831179857254, + "m": 1.0 + }, + { + "p": 0.03798530250787735, + "m": 1.0 + }, + { + "p": 0.002771716797724366, + "m": 1.0 + }, + { + "p": 0.034991271793842316, + "m": 1.0 + }, + { + "p": 0.06636139005422592, + "m": 1.0 + }, + { + "p": 0.0684252679347992, + "m": 1.0 + }, + { + "p": 0.07239169627428055, + "m": 1.0 + }, + { + "p": 0.07109449058771133, + "m": 1.0 + }, + { + "p": 0.06220906972885132, + "m": 1.0 + }, + { + "p": 0.04236434027552605, + "m": 1.0 + }, + { + "p": 0.043960172683000565, + "m": 1.0 + }, + { + "p": 0.06523369997739792, + "m": 1.0 + }, + { + "p": 0.08906587958335876, + "m": 1.0 + }, + { + "p": 0.06595686078071594, + "m": 1.0 + }, + { + "p": 0.05452160909771919, + "m": 1.0 + }, + { + "p": 0.041918206959962845, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8092763423919678, + "val_loss": 1.4580750465393066, + "acc": 49.37, + "time": 139.26596503297333, + "param": [ + { + "p": 0.07709994167089462, + "m": 1.0 + }, + { + "p": 0.03673291206359863, + "m": 1.0 + }, + { + "p": 0.05779600888490677, + "m": 1.0 + }, + { + "p": 0.05278549715876579, + "m": 1.0 + }, + { + "p": 0.038709476590156555, + "m": 1.0 + }, + { + "p": 0.03772081062197685, + "m": 1.0 + }, + { + "p": 0.06463385373353958, + "m": 1.0 + }, + { + "p": 0.07679057866334915, + "m": 1.0 + }, + { + "p": 0.07910559326410294, + "m": 1.0 + }, + { + "p": 0.06205982342362404, + "m": 1.0 + }, + { + "p": 0.06452919542789459, + "m": 1.0 + }, + { + "p": 0.04355746507644653, + "m": 1.0 + }, + { + "p": 0.06020337715744972, + "m": 1.0 + }, + { + "p": 0.0380258783698082, + "m": 1.0 + }, + { + "p": 0.07184264063835144, + "m": 1.0 + }, + { + "p": 0.0742984488606453, + "m": 1.0 + }, + { + "p": 0.04339740797877312, + "m": 1.0 + }, + { + "p": 0.020711032673716545, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7817336320877075, + "val_loss": 1.3867884874343872, + "acc": 50.49, + "time": 141.16342363099102, + "param": [ + { + "p": 0.06474822759628296, + "m": 1.0 + }, + { + "p": 0.03374038636684418, + "m": 1.0 + }, + { + "p": 0.06765078753232956, + "m": 1.0 + }, + { + "p": 0.03946608304977417, + "m": 1.0 + }, + { + "p": 0.018399864435195923, + "m": 1.0 + }, + { + "p": 0.07256945222616196, + "m": 1.0 + }, + { + "p": 0.054322224110364914, + "m": 1.0 + }, + { + "p": 0.05298358574509621, + "m": 1.0 + }, + { + "p": 0.0736994743347168, + "m": 1.0 + }, + { + "p": 0.06666529923677444, + "m": 1.0 + }, + { + "p": 0.09301511198282242, + "m": 1.0 + }, + { + "p": 0.06550656259059906, + "m": 1.0 + }, + { + "p": 0.05459972098469734, + "m": 1.0 + }, + { + "p": 0.02945014461874962, + "m": 1.0 + }, + { + "p": 0.07202769815921783, + "m": 1.0 + }, + { + "p": 0.071648508310318, + "m": 1.0 + }, + { + "p": 0.045701514929533005, + "m": 1.0 + }, + { + "p": 0.02380533330142498, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.843235731124878, + "val_loss": 1.3884689807891846, + "acc": 51.43, + "time": 132.1061147589935, + "param": [ + { + "p": 0.0749419778585434, + "m": 1.0 + }, + { + "p": 0.03558874502778053, + "m": 1.0 + }, + { + "p": 0.06986547261476517, + "m": 1.0 + }, + { + "p": 0.061414457857608795, + "m": 1.0 + }, + { + "p": 0.02608516998589039, + "m": 1.0 + }, + { + "p": 0.058819618076086044, + "m": 1.0 + }, + { + "p": 0.06242692098021507, + "m": 1.0 + }, + { + "p": 0.06176147609949112, + "m": 1.0 + }, + { + "p": 0.06100902706384659, + "m": 1.0 + }, + { + "p": 0.07943959534168243, + "m": 1.0 + }, + { + "p": 0.049640756100416183, + "m": 1.0 + }, + { + "p": 0.07298857718706131, + "m": 1.0 + }, + { + "p": 0.057327110320329666, + "m": 1.0 + }, + { + "p": 0.036023471504449844, + "m": 1.0 + }, + { + "p": 0.046155355870723724, + "m": 1.0 + }, + { + "p": 0.07568474113941193, + "m": 1.0 + }, + { + "p": 0.034128185361623764, + "m": 1.0 + }, + { + "p": 0.036699265241622925, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.7075614929199219, + "val_loss": 1.4360460042953491, + "acc": 52.05, + "time": 131.8596763330279, + "param": [ + { + "p": 0.055506620556116104, + "m": 1.0 + }, + { + "p": 0.049203112721443176, + "m": 1.0 + }, + { + "p": 0.05432337522506714, + "m": 1.0 + }, + { + "p": 0.04474186152219772, + "m": 1.0 + }, + { + "p": 0.04044176638126373, + "m": 1.0 + }, + { + "p": 0.04642760381102562, + "m": 1.0 + }, + { + "p": 0.05202800780534744, + "m": 1.0 + }, + { + "p": 0.04949526488780975, + "m": 1.0 + }, + { + "p": 0.07269871234893799, + "m": 1.0 + }, + { + "p": 0.061921603977680206, + "m": 1.0 + }, + { + "p": 0.05686146765947342, + "m": 1.0 + }, + { + "p": 0.061024364084005356, + "m": 1.0 + }, + { + "p": 0.07858416438102722, + "m": 1.0 + }, + { + "p": 0.05245655030012131, + "m": 1.0 + }, + { + "p": 0.06442514061927795, + "m": 1.0 + }, + { + "p": 0.07093221694231033, + "m": 1.0 + }, + { + "p": 0.0433352068066597, + "m": 1.0 + }, + { + "p": 0.045592840760946274, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 2.0027666091918945, + "val_loss": 1.2882909774780273, + "acc": 53.44, + "time": 140.5277492098976, + "param": [ + { + "p": 0.07122323662042618, + "m": 1.0 + }, + { + "p": 0.04643581062555313, + "m": 1.0 + }, + { + "p": 0.07295504957437515, + "m": 1.0 + }, + { + "p": 0.06272713094949722, + "m": 1.0 + }, + { + "p": 0.030458785593509674, + "m": 1.0 + }, + { + "p": 0.055386338382959366, + "m": 1.0 + }, + { + "p": 0.05052574723958969, + "m": 1.0 + }, + { + "p": 0.0507170669734478, + "m": 1.0 + }, + { + "p": 0.0660022422671318, + "m": 1.0 + }, + { + "p": 0.06282715499401093, + "m": 1.0 + }, + { + "p": 0.06256038695573807, + "m": 1.0 + }, + { + "p": 0.0672513097524643, + "m": 1.0 + }, + { + "p": 0.0780533105134964, + "m": 1.0 + }, + { + "p": 0.0468176007270813, + "m": 1.0 + }, + { + "p": 0.06720789521932602, + "m": 1.0 + }, + { + "p": 0.0572294220328331, + "m": 1.0 + }, + { + "p": 0.032024797052145004, + "m": 1.0 + }, + { + "p": 0.019596584141254425, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.8980869054794312, + "val_loss": 1.3265975713729858, + "acc": 53.47, + "time": 150.529859824921, + "param": [ + { + "p": 0.06750582903623581, + "m": 1.0 + }, + { + "p": 0.047217145562171936, + "m": 1.0 + }, + { + "p": 0.07354827970266342, + "m": 1.0 + }, + { + "p": 0.07264804095029831, + "m": 1.0 + }, + { + "p": 0.031577467918395996, + "m": 1.0 + }, + { + "p": 0.02239253744482994, + "m": 1.0 + }, + { + "p": 0.06344377249479294, + "m": 1.0 + }, + { + "p": 0.043853167444467545, + "m": 1.0 + }, + { + "p": 0.05711296945810318, + "m": 1.0 + }, + { + "p": 0.06789547950029373, + "m": 1.0 + }, + { + "p": 0.05175798386335373, + "m": 1.0 + }, + { + "p": 0.057757891714572906, + "m": 1.0 + }, + { + "p": 0.058167971670627594, + "m": 1.0 + }, + { + "p": 0.05726867541670799, + "m": 1.0 + }, + { + "p": 0.0709412470459938, + "m": 1.0 + }, + { + "p": 0.07051613181829453, + "m": 1.0 + }, + { + "p": 0.04503839835524559, + "m": 1.0 + }, + { + "p": 0.04135698080062866, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7020177841186523, + "val_loss": 1.3226120471954346, + "acc": 53.28, + "time": 133.4013309229631, + "param": [ + { + "p": 0.08033696562051773, + "m": 1.0 + }, + { + "p": 0.0370357409119606, + "m": 1.0 + }, + { + "p": 0.09086605906486511, + "m": 1.0 + }, + { + "p": 0.044787682592868805, + "m": 1.0 + }, + { + "p": 0.052735116332769394, + "m": 1.0 + }, + { + "p": 0.0414227694272995, + "m": 1.0 + }, + { + "p": 0.058497488498687744, + "m": 1.0 + }, + { + "p": 0.045896854251623154, + "m": 1.0 + }, + { + "p": 0.05793816223740578, + "m": 1.0 + }, + { + "p": 0.06610913574695587, + "m": 1.0 + }, + { + "p": 0.057484470307826996, + "m": 1.0 + }, + { + "p": 0.05873598903417587, + "m": 1.0 + }, + { + "p": 0.06924084573984146, + "m": 1.0 + }, + { + "p": 0.050652436912059784, + "m": 1.0 + }, + { + "p": 0.05293694883584976, + "m": 1.0 + }, + { + "p": 0.07321295887231827, + "m": 1.0 + }, + { + "p": 0.024582622572779655, + "m": 1.0 + }, + { + "p": 0.03752778843045235, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.8250906467437744, + "val_loss": 1.257523536682129, + "acc": 53.39, + "time": 126.63466461608186, + "param": [ + { + "p": 0.061711642891168594, + "m": 1.0 + }, + { + "p": 0.030068255960941315, + "m": 1.0 + }, + { + "p": 0.07582295686006546, + "m": 1.0 + }, + { + "p": 0.05626906454563141, + "m": 1.0 + }, + { + "p": 0.029074406251311302, + "m": 1.0 + }, + { + "p": 0.0605003796517849, + "m": 1.0 + }, + { + "p": 0.05117243155837059, + "m": 1.0 + }, + { + "p": 0.0523776113986969, + "m": 1.0 + }, + { + "p": 0.054588381201028824, + "m": 1.0 + }, + { + "p": 0.06028110161423683, + "m": 1.0 + }, + { + "p": 0.08333741128444672, + "m": 1.0 + }, + { + "p": 0.05714341253042221, + "m": 1.0 + }, + { + "p": 0.053502023220062256, + "m": 1.0 + }, + { + "p": 0.052853621542453766, + "m": 1.0 + }, + { + "p": 0.07393147051334381, + "m": 1.0 + }, + { + "p": 0.07662792503833771, + "m": 1.0 + }, + { + "p": 0.03311992809176445, + "m": 1.0 + }, + { + "p": 0.03761785104870796, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.8606876134872437, + "val_loss": 1.3544671535491943, + "acc": 53.94, + "time": 121.56948406202719, + "param": [ + { + "p": 0.06056026741862297, + "m": 1.0 + }, + { + "p": 0.05809972807765007, + "m": 1.0 + }, + { + "p": 0.0645667165517807, + "m": 1.0 + }, + { + "p": 0.054627425968647, + "m": 1.0 + }, + { + "p": 0.040346626192331314, + "m": 1.0 + }, + { + "p": 0.04321559518575668, + "m": 1.0 + }, + { + "p": 0.0535898394882679, + "m": 1.0 + }, + { + "p": 0.06228243559598923, + "m": 1.0 + }, + { + "p": 0.06091800332069397, + "m": 1.0 + }, + { + "p": 0.07253971695899963, + "m": 1.0 + }, + { + "p": 0.05833863839507103, + "m": 1.0 + }, + { + "p": 0.056007929146289825, + "m": 1.0 + }, + { + "p": 0.06025462597608566, + "m": 1.0 + }, + { + "p": 0.053751375526189804, + "m": 1.0 + }, + { + "p": 0.054049015045166016, + "m": 1.0 + }, + { + "p": 0.06947111338376999, + "m": 1.0 + }, + { + "p": 0.03983142599463463, + "m": 1.0 + }, + { + "p": 0.037549443542957306, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6265532970428467, + "val_loss": 1.2855887413024902, + "acc": 53.05, + "time": 137.58210523193702, + "param": [ + { + "p": 0.06265497952699661, + "m": 1.0 + }, + { + "p": 0.023791449144482613, + "m": 1.0 + }, + { + "p": 0.0676104873418808, + "m": 1.0 + }, + { + "p": 0.06304242461919785, + "m": 1.0 + }, + { + "p": 0.0476238913834095, + "m": 1.0 + }, + { + "p": 0.061683498322963715, + "m": 1.0 + }, + { + "p": 0.062334030866622925, + "m": 1.0 + }, + { + "p": 0.04946577176451683, + "m": 1.0 + }, + { + "p": 0.06219174712896347, + "m": 1.0 + }, + { + "p": 0.05814141035079956, + "m": 1.0 + }, + { + "p": 0.06375566869974136, + "m": 1.0 + }, + { + "p": 0.056110452860593796, + "m": 1.0 + }, + { + "p": 0.06320182234048843, + "m": 1.0 + }, + { + "p": 0.05908786877989769, + "m": 1.0 + }, + { + "p": 0.054475314915180206, + "m": 1.0 + }, + { + "p": 0.04859330132603645, + "m": 1.0 + }, + { + "p": 0.05108821019530296, + "m": 1.0 + }, + { + "p": 0.04514768347144127, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.8242788314819336, + "val_loss": 1.2579988241195679, + "acc": 54.94, + "time": 141.49674278392922, + "param": [ + { + "p": 0.059836920350790024, + "m": 1.0 + }, + { + "p": 0.0436888225376606, + "m": 1.0 + }, + { + "p": 0.0686364397406578, + "m": 1.0 + }, + { + "p": 0.038954779505729675, + "m": 1.0 + }, + { + "p": 0.06931835412979126, + "m": 1.0 + }, + { + "p": 0.04036647081375122, + "m": 1.0 + }, + { + "p": 0.05569959059357643, + "m": 1.0 + }, + { + "p": 0.08397868275642395, + "m": 1.0 + }, + { + "p": 0.0777546688914299, + "m": 1.0 + }, + { + "p": 0.05136503651738167, + "m": 1.0 + }, + { + "p": 0.058710478246212006, + "m": 1.0 + }, + { + "p": 0.07321912050247192, + "m": 1.0 + }, + { + "p": 0.07599984109401703, + "m": 1.0 + }, + { + "p": 0.034168459475040436, + "m": 1.0 + }, + { + "p": 0.06832107901573181, + "m": 1.0 + }, + { + "p": 0.05125100910663605, + "m": 1.0 + }, + { + "p": 0.034638259559869766, + "m": 1.0 + }, + { + "p": 0.014092111960053444, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.4202624559402466, + "val_loss": 1.2897697687149048, + "acc": 54.72, + "time": 127.3799497380387, + "param": [ + { + "p": 0.05865664407610893, + "m": 1.0 + }, + { + "p": 0.045780349522829056, + "m": 1.0 + }, + { + "p": 0.05569440871477127, + "m": 1.0 + }, + { + "p": 0.06735639274120331, + "m": 1.0 + }, + { + "p": 0.04772154241800308, + "m": 1.0 + }, + { + "p": 0.030250608921051025, + "m": 1.0 + }, + { + "p": 0.04041633382439613, + "m": 1.0 + }, + { + "p": 0.07328958809375763, + "m": 1.0 + }, + { + "p": 0.060914840549230576, + "m": 1.0 + }, + { + "p": 0.05418596789240837, + "m": 1.0 + }, + { + "p": 0.07638324797153473, + "m": 1.0 + }, + { + "p": 0.07297754287719727, + "m": 1.0 + }, + { + "p": 0.055874474346637726, + "m": 1.0 + }, + { + "p": 0.024671055376529694, + "m": 1.0 + }, + { + "p": 0.07205293327569962, + "m": 1.0 + }, + { + "p": 0.07970229536294937, + "m": 1.0 + }, + { + "p": 0.05203695967793465, + "m": 1.0 + }, + { + "p": 0.0320349857211113, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6954553127288818, + "val_loss": 1.2509901523590088, + "acc": 52.97, + "time": 123.62518105399795, + "param": [ + { + "p": 0.06309156119823456, + "m": 1.0 + }, + { + "p": 0.037948183715343475, + "m": 1.0 + }, + { + "p": 0.0729534700512886, + "m": 1.0 + }, + { + "p": 0.03382493183016777, + "m": 1.0 + }, + { + "p": 0.03168046101927757, + "m": 1.0 + }, + { + "p": 0.05287110432982445, + "m": 1.0 + }, + { + "p": 0.075575090944767, + "m": 1.0 + }, + { + "p": 0.05975930392742157, + "m": 1.0 + }, + { + "p": 0.05929282307624817, + "m": 1.0 + }, + { + "p": 0.06646925956010818, + "m": 1.0 + }, + { + "p": 0.058856211602687836, + "m": 1.0 + }, + { + "p": 0.0651630163192749, + "m": 1.0 + }, + { + "p": 0.0825796127319336, + "m": 1.0 + }, + { + "p": 0.060497403144836426, + "m": 1.0 + }, + { + "p": 0.03534527122974396, + "m": 1.0 + }, + { + "p": 0.08145198971033096, + "m": 1.0 + }, + { + "p": 0.04108200594782829, + "m": 1.0 + }, + { + "p": 0.021558310836553574, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.7295962572097778, + "val_loss": 1.3055739402770996, + "acc": 56.23, + "time": 124.78381943097338, + "param": [ + { + "p": 0.0729304775595665, + "m": 1.0 + }, + { + "p": 0.04052676260471344, + "m": 1.0 + }, + { + "p": 0.06630835682153702, + "m": 1.0 + }, + { + "p": 0.05561235919594765, + "m": 1.0 + }, + { + "p": 0.02542174980044365, + "m": 1.0 + }, + { + "p": 0.02815730683505535, + "m": 1.0 + }, + { + "p": 0.06643671542406082, + "m": 1.0 + }, + { + "p": 0.07428368180990219, + "m": 1.0 + }, + { + "p": 0.05947108939290047, + "m": 1.0 + }, + { + "p": 0.08513043075799942, + "m": 1.0 + }, + { + "p": 0.05879049748182297, + "m": 1.0 + }, + { + "p": 0.055424317717552185, + "m": 1.0 + }, + { + "p": 0.06394152343273163, + "m": 1.0 + }, + { + "p": 0.029203588142991066, + "m": 1.0 + }, + { + "p": 0.049697525799274445, + "m": 1.0 + }, + { + "p": 0.09483958035707474, + "m": 1.0 + }, + { + "p": 0.02403445541858673, + "m": 1.0 + }, + { + "p": 0.04978952929377556, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.717698574066162, + "val_loss": 1.2311848402023315, + "acc": 55.18, + "time": 125.82214321393985, + "param": [ + { + "p": 0.08075544983148575, + "m": 1.0 + }, + { + "p": 0.029147401452064514, + "m": 1.0 + }, + { + "p": 0.046557530760765076, + "m": 1.0 + }, + { + "p": 0.06108717620372772, + "m": 1.0 + }, + { + "p": 0.056503601372241974, + "m": 1.0 + }, + { + "p": 0.027386358007788658, + "m": 1.0 + }, + { + "p": 0.0526399165391922, + "m": 1.0 + }, + { + "p": 0.03609561547636986, + "m": 1.0 + }, + { + "p": 0.048479534685611725, + "m": 1.0 + }, + { + "p": 0.08208996802568436, + "m": 1.0 + }, + { + "p": 0.08031673729419708, + "m": 1.0 + }, + { + "p": 0.06160791963338852, + "m": 1.0 + }, + { + "p": 0.06266579777002335, + "m": 1.0 + }, + { + "p": 0.044577475637197495, + "m": 1.0 + }, + { + "p": 0.06629732251167297, + "m": 1.0 + }, + { + "p": 0.08248297870159149, + "m": 1.0 + }, + { + "p": 0.036294255405664444, + "m": 1.0 + }, + { + "p": 0.04501492157578468, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.7628140449523926, + "val_loss": 1.2367578744888306, + "acc": 56.3, + "time": 124.02486449794378, + "param": [ + { + "p": 0.06902676820755005, + "m": 1.0 + }, + { + "p": 0.044405095279216766, + "m": 1.0 + }, + { + "p": 0.07572519779205322, + "m": 1.0 + }, + { + "p": 0.039078060537576675, + "m": 1.0 + }, + { + "p": 0.037946052849292755, + "m": 1.0 + }, + { + "p": 0.04281490668654442, + "m": 1.0 + }, + { + "p": 0.05065431818366051, + "m": 1.0 + }, + { + "p": 0.04943866282701492, + "m": 1.0 + }, + { + "p": 0.06803720444440842, + "m": 1.0 + }, + { + "p": 0.07935009151697159, + "m": 1.0 + }, + { + "p": 0.06306907534599304, + "m": 1.0 + }, + { + "p": 0.07288580387830734, + "m": 1.0 + }, + { + "p": 0.0648772269487381, + "m": 1.0 + }, + { + "p": 0.04571651667356491, + "m": 1.0 + }, + { + "p": 0.06397072970867157, + "m": 1.0 + }, + { + "p": 0.05660928785800934, + "m": 1.0 + }, + { + "p": 0.03575005382299423, + "m": 1.0 + }, + { + "p": 0.04064500704407692, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6600418090820312, + "val_loss": 1.1836705207824707, + "acc": 57.44, + "time": 128.68812488403637, + "param": [ + { + "p": 0.06261123716831207, + "m": 1.0 + }, + { + "p": 0.046145688742399216, + "m": 1.0 + }, + { + "p": 0.06544788926839828, + "m": 1.0 + }, + { + "p": 0.06045881286263466, + "m": 1.0 + }, + { + "p": 0.04260658100247383, + "m": 1.0 + }, + { + "p": 0.05233889818191528, + "m": 1.0 + }, + { + "p": 0.0646754801273346, + "m": 1.0 + }, + { + "p": 0.08286432176828384, + "m": 1.0 + }, + { + "p": 0.05833016335964203, + "m": 1.0 + }, + { + "p": 0.054620563983917236, + "m": 1.0 + }, + { + "p": 0.03879875689744949, + "m": 1.0 + }, + { + "p": 0.04672444239258766, + "m": 1.0 + }, + { + "p": 0.06468374282121658, + "m": 1.0 + }, + { + "p": 0.03257644176483154, + "m": 1.0 + }, + { + "p": 0.07524296641349792, + "m": 1.0 + }, + { + "p": 0.058214399963617325, + "m": 1.0 + }, + { + "p": 0.0438043475151062, + "m": 1.0 + }, + { + "p": 0.04985514655709267, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.667802333831787, + "val_loss": 1.2280728816986084, + "acc": 58.02, + "time": 128.24131355900317, + "param": [ + { + "p": 0.03382449224591255, + "m": 1.0 + }, + { + "p": 0.04211154580116272, + "m": 1.0 + }, + { + "p": 0.06634021550416946, + "m": 1.0 + }, + { + "p": 0.06896963715553284, + "m": 1.0 + }, + { + "p": 0.040221087634563446, + "m": 1.0 + }, + { + "p": 0.049666959792375565, + "m": 1.0 + }, + { + "p": 0.06490901857614517, + "m": 1.0 + }, + { + "p": 0.05556734278798103, + "m": 1.0 + }, + { + "p": 0.052127376198768616, + "m": 1.0 + }, + { + "p": 0.0697513297200203, + "m": 1.0 + }, + { + "p": 0.06831838190555573, + "m": 1.0 + }, + { + "p": 0.06686989963054657, + "m": 1.0 + }, + { + "p": 0.05863560736179352, + "m": 1.0 + }, + { + "p": 0.054738059639930725, + "m": 1.0 + }, + { + "p": 0.055906105786561966, + "m": 1.0 + }, + { + "p": 0.06691322475671768, + "m": 1.0 + }, + { + "p": 0.043002258986234665, + "m": 1.0 + }, + { + "p": 0.04212739318609238, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.623494267463684, + "val_loss": 1.288939356803894, + "acc": 54.84, + "time": 133.39974470995367, + "param": [ + { + "p": 0.044024620205163956, + "m": 1.0 + }, + { + "p": 0.04798107221722603, + "m": 1.0 + }, + { + "p": 0.06415814906358719, + "m": 1.0 + }, + { + "p": 0.060633204877376556, + "m": 1.0 + }, + { + "p": 0.06237371638417244, + "m": 1.0 + }, + { + "p": 0.045767758041620255, + "m": 1.0 + }, + { + "p": 0.06936265528202057, + "m": 1.0 + }, + { + "p": 0.06624042987823486, + "m": 1.0 + }, + { + "p": 0.06665286421775818, + "m": 1.0 + }, + { + "p": 0.061302442103624344, + "m": 1.0 + }, + { + "p": 0.05645037069916725, + "m": 1.0 + }, + { + "p": 0.06331046670675278, + "m": 1.0 + }, + { + "p": 0.048256877809762955, + "m": 1.0 + }, + { + "p": 0.04323885962367058, + "m": 1.0 + }, + { + "p": 0.05117233842611313, + "m": 1.0 + }, + { + "p": 0.08002495765686035, + "m": 1.0 + }, + { + "p": 0.03829384222626686, + "m": 1.0 + }, + { + "p": 0.030755463987588882, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6117960214614868, + "val_loss": 1.2083948850631714, + "acc": 57.27, + "time": 139.50010443804786, + "param": [ + { + "p": 0.06116015464067459, + "m": 1.0 + }, + { + "p": 0.021113315597176552, + "m": 1.0 + }, + { + "p": 0.06423645466566086, + "m": 1.0 + }, + { + "p": 0.04806279391050339, + "m": 1.0 + }, + { + "p": 0.03922954574227333, + "m": 1.0 + }, + { + "p": 0.05627146363258362, + "m": 1.0 + }, + { + "p": 0.0475633479654789, + "m": 1.0 + }, + { + "p": 0.06873911619186401, + "m": 1.0 + }, + { + "p": 0.055792029947042465, + "m": 1.0 + }, + { + "p": 0.054336246103048325, + "m": 1.0 + }, + { + "p": 0.07174965739250183, + "m": 1.0 + }, + { + "p": 0.08617706596851349, + "m": 1.0 + }, + { + "p": 0.06645994633436203, + "m": 1.0 + }, + { + "p": 0.039430588483810425, + "m": 1.0 + }, + { + "p": 0.041493918746709824, + "m": 1.0 + }, + { + "p": 0.07645861804485321, + "m": 1.0 + }, + { + "p": 0.04993636906147003, + "m": 1.0 + }, + { + "p": 0.05178936570882797, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.693978190422058, + "val_loss": 1.33454430103302, + "acc": 57.64, + "time": 125.84401368896943, + "param": [ + { + "p": 0.0570867545902729, + "m": 1.0 + }, + { + "p": 0.03965965658426285, + "m": 1.0 + }, + { + "p": 0.04565849527716637, + "m": 1.0 + }, + { + "p": 0.06312340497970581, + "m": 1.0 + }, + { + "p": 0.0379924513399601, + "m": 1.0 + }, + { + "p": 0.052975066006183624, + "m": 1.0 + }, + { + "p": 0.06951947510242462, + "m": 1.0 + }, + { + "p": 0.0684155523777008, + "m": 1.0 + }, + { + "p": 0.08555583655834198, + "m": 1.0 + }, + { + "p": 0.0701068863272667, + "m": 1.0 + }, + { + "p": 0.06856197118759155, + "m": 1.0 + }, + { + "p": 0.05580080300569534, + "m": 1.0 + }, + { + "p": 0.0668744444847107, + "m": 1.0 + }, + { + "p": 0.045215461403131485, + "m": 1.0 + }, + { + "p": 0.0472356416285038, + "m": 1.0 + }, + { + "p": 0.06323489546775818, + "m": 1.0 + }, + { + "p": 0.025136372074484825, + "m": 1.0 + }, + { + "p": 0.037846893072128296, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6507641077041626, + "val_loss": 1.1047139167785645, + "acc": 56.95, + "time": 125.61694374599028, + "param": [ + { + "p": 0.06320643424987793, + "m": 1.0 + }, + { + "p": 0.060859017074108124, + "m": 1.0 + }, + { + "p": 0.05620177835226059, + "m": 1.0 + }, + { + "p": 0.0552985817193985, + "m": 1.0 + }, + { + "p": 0.038489628583192825, + "m": 1.0 + }, + { + "p": 0.05493467301130295, + "m": 1.0 + }, + { + "p": 0.05738355591893196, + "m": 1.0 + }, + { + "p": 0.047499436885118484, + "m": 1.0 + }, + { + "p": 0.052009277045726776, + "m": 1.0 + }, + { + "p": 0.06386398524045944, + "m": 1.0 + }, + { + "p": 0.07441337406635284, + "m": 1.0 + }, + { + "p": 0.07696910947561264, + "m": 1.0 + }, + { + "p": 0.08158636838197708, + "m": 1.0 + }, + { + "p": 0.03593173995614052, + "m": 1.0 + }, + { + "p": 0.043536726385354996, + "m": 1.0 + }, + { + "p": 0.060973070561885834, + "m": 1.0 + }, + { + "p": 0.039228323847055435, + "m": 1.0 + }, + { + "p": 0.03761487454175949, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.7119238376617432, + "val_loss": 1.2591084241867065, + "acc": 57.77, + "time": 124.04250879993197, + "param": [ + { + "p": 0.0761890858411789, + "m": 1.0 + }, + { + "p": 0.06036321446299553, + "m": 1.0 + }, + { + "p": 0.07188049703836441, + "m": 1.0 + }, + { + "p": 0.03722696751356125, + "m": 1.0 + }, + { + "p": 0.022221948951482773, + "m": 1.0 + }, + { + "p": 0.05123693868517876, + "m": 1.0 + }, + { + "p": 0.06340157985687256, + "m": 1.0 + }, + { + "p": 0.0684128850698471, + "m": 1.0 + }, + { + "p": 0.050246480852365494, + "m": 1.0 + }, + { + "p": 0.06315503269433975, + "m": 1.0 + }, + { + "p": 0.08811498433351517, + "m": 1.0 + }, + { + "p": 0.06193435937166214, + "m": 1.0 + }, + { + "p": 0.07753477245569229, + "m": 1.0 + }, + { + "p": 0.029299674555659294, + "m": 1.0 + }, + { + "p": 0.05867471545934677, + "m": 1.0 + }, + { + "p": 0.06743603944778442, + "m": 1.0 + }, + { + "p": 0.018713556230068207, + "m": 1.0 + }, + { + "p": 0.033957336097955704, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.6915732622146606, + "val_loss": 1.2557647228240967, + "acc": 58.29, + "time": 136.1000592079945, + "param": [ + { + "p": 0.08370021730661392, + "m": 1.0 + }, + { + "p": 0.03896593302488327, + "m": 1.0 + }, + { + "p": 0.06258545815944672, + "m": 1.0 + }, + { + "p": 0.044428832828998566, + "m": 1.0 + }, + { + "p": 0.04316898435354233, + "m": 1.0 + }, + { + "p": 0.0550398975610733, + "m": 1.0 + }, + { + "p": 0.050786249339580536, + "m": 1.0 + }, + { + "p": 0.06233008950948715, + "m": 1.0 + }, + { + "p": 0.043710481375455856, + "m": 1.0 + }, + { + "p": 0.060690343379974365, + "m": 1.0 + }, + { + "p": 0.07000253349542618, + "m": 1.0 + }, + { + "p": 0.06131284311413765, + "m": 1.0 + }, + { + "p": 0.07166152447462082, + "m": 1.0 + }, + { + "p": 0.05360003560781479, + "m": 1.0 + }, + { + "p": 0.06748057156801224, + "m": 1.0 + }, + { + "p": 0.042456455528736115, + "m": 1.0 + }, + { + "p": 0.025554362684488297, + "m": 1.0 + }, + { + "p": 0.06252523511648178, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5423387289047241, + "val_loss": 1.0944609642028809, + "acc": 60.17, + "time": 132.21930815500673, + "param": [ + { + "p": 0.07443785667419434, + "m": 1.0 + }, + { + "p": 0.04290468618273735, + "m": 1.0 + }, + { + "p": 0.07723888009786606, + "m": 1.0 + }, + { + "p": 0.047937460243701935, + "m": 1.0 + }, + { + "p": 0.0320599339902401, + "m": 1.0 + }, + { + "p": 0.05094193294644356, + "m": 1.0 + }, + { + "p": 0.07437077909708023, + "m": 1.0 + }, + { + "p": 0.051679886877536774, + "m": 1.0 + }, + { + "p": 0.06956333667039871, + "m": 1.0 + }, + { + "p": 0.07200925797224045, + "m": 1.0 + }, + { + "p": 0.05918719992041588, + "m": 1.0 + }, + { + "p": 0.06188463419675827, + "m": 1.0 + }, + { + "p": 0.045919761061668396, + "m": 1.0 + }, + { + "p": 0.05256549268960953, + "m": 1.0 + }, + { + "p": 0.055667467415332794, + "m": 1.0 + }, + { + "p": 0.06447531282901764, + "m": 1.0 + }, + { + "p": 0.04359617456793785, + "m": 1.0 + }, + { + "p": 0.023559939116239548, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6114033460617065, + "val_loss": 1.1727526187896729, + "acc": 61.03, + "time": 138.37384072109126, + "param": [ + { + "p": 0.056106533855199814, + "m": 1.0 + }, + { + "p": 0.03653368726372719, + "m": 1.0 + }, + { + "p": 0.06006234139204025, + "m": 1.0 + }, + { + "p": 0.05076558142900467, + "m": 1.0 + }, + { + "p": 0.037603553384542465, + "m": 1.0 + }, + { + "p": 0.05665004625916481, + "m": 1.0 + }, + { + "p": 0.060624320060014725, + "m": 1.0 + }, + { + "p": 0.04093049466609955, + "m": 1.0 + }, + { + "p": 0.04449239745736122, + "m": 1.0 + }, + { + "p": 0.07261399179697037, + "m": 1.0 + }, + { + "p": 0.06204311177134514, + "m": 1.0 + }, + { + "p": 0.057790450751781464, + "m": 1.0 + }, + { + "p": 0.06650364398956299, + "m": 1.0 + }, + { + "p": 0.06075410917401314, + "m": 1.0 + }, + { + "p": 0.06224822252988815, + "m": 1.0 + }, + { + "p": 0.07128152251243591, + "m": 1.0 + }, + { + "p": 0.052877817302942276, + "m": 1.0 + }, + { + "p": 0.05011819303035736, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4504247903823853, + "val_loss": 1.0762033462524414, + "acc": 59.83, + "time": 124.01004129601642, + "param": [ + { + "p": 0.05678520351648331, + "m": 1.0 + }, + { + "p": 0.031974513083696365, + "m": 1.0 + }, + { + "p": 0.0653412714600563, + "m": 1.0 + }, + { + "p": 0.054497409611940384, + "m": 1.0 + }, + { + "p": 0.04601491987705231, + "m": 1.0 + }, + { + "p": 0.04780453070998192, + "m": 1.0 + }, + { + "p": 0.06036387011408806, + "m": 1.0 + }, + { + "p": 0.06572900712490082, + "m": 1.0 + }, + { + "p": 0.04949622601270676, + "m": 1.0 + }, + { + "p": 0.06778794527053833, + "m": 1.0 + }, + { + "p": 0.05948153883218765, + "m": 1.0 + }, + { + "p": 0.060443393886089325, + "m": 1.0 + }, + { + "p": 0.0610247403383255, + "m": 1.0 + }, + { + "p": 0.05274711549282074, + "m": 1.0 + }, + { + "p": 0.0545852892100811, + "m": 1.0 + }, + { + "p": 0.06681614369153976, + "m": 1.0 + }, + { + "p": 0.05573064833879471, + "m": 1.0 + }, + { + "p": 0.04337622597813606, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5983319282531738, + "val_loss": 1.1499440670013428, + "acc": 59.41, + "time": 134.98267564107664, + "param": [ + { + "p": 0.06207858771085739, + "m": 1.0 + }, + { + "p": 0.050811998546123505, + "m": 1.0 + }, + { + "p": 0.06457818299531937, + "m": 1.0 + }, + { + "p": 0.05618782341480255, + "m": 1.0 + }, + { + "p": 0.041750218719244, + "m": 1.0 + }, + { + "p": 0.04989555478096008, + "m": 1.0 + }, + { + "p": 0.05991474166512489, + "m": 1.0 + }, + { + "p": 0.06946121156215668, + "m": 1.0 + }, + { + "p": 0.04979841783642769, + "m": 1.0 + }, + { + "p": 0.06259655207395554, + "m": 1.0 + }, + { + "p": 0.0670517310500145, + "m": 1.0 + }, + { + "p": 0.06886932998895645, + "m": 1.0 + }, + { + "p": 0.07096417248249054, + "m": 1.0 + }, + { + "p": 0.04376506805419922, + "m": 1.0 + }, + { + "p": 0.04924231022596359, + "m": 1.0 + }, + { + "p": 0.06011619791388512, + "m": 1.0 + }, + { + "p": 0.05074246972799301, + "m": 1.0 + }, + { + "p": 0.022175366058945656, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.546988844871521, + "val_loss": 1.2009978294372559, + "acc": 59.45, + "time": 129.97392598807346, + "param": [ + { + "p": 0.06896484643220901, + "m": 1.0 + }, + { + "p": 0.0516108013689518, + "m": 1.0 + }, + { + "p": 0.06856589764356613, + "m": 1.0 + }, + { + "p": 0.04133829474449158, + "m": 1.0 + }, + { + "p": 0.04644658789038658, + "m": 1.0 + }, + { + "p": 0.058492958545684814, + "m": 1.0 + }, + { + "p": 0.048190031200647354, + "m": 1.0 + }, + { + "p": 0.04664189741015434, + "m": 1.0 + }, + { + "p": 0.04820819944143295, + "m": 1.0 + }, + { + "p": 0.06757525354623795, + "m": 1.0 + }, + { + "p": 0.0695352777838707, + "m": 1.0 + }, + { + "p": 0.07010595500469208, + "m": 1.0 + }, + { + "p": 0.05560861527919769, + "m": 1.0 + }, + { + "p": 0.05502806603908539, + "m": 1.0 + }, + { + "p": 0.06069019436836243, + "m": 1.0 + }, + { + "p": 0.056110281497240067, + "m": 1.0 + }, + { + "p": 0.04766451567411423, + "m": 1.0 + }, + { + "p": 0.03922228887677193, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.6499749422073364, + "val_loss": 1.1217821836471558, + "acc": 59.27, + "time": 137.40657316998113, + "param": [ + { + "p": 0.07423441857099533, + "m": 1.0 + }, + { + "p": 0.031395889818668365, + "m": 1.0 + }, + { + "p": 0.07079926878213882, + "m": 1.0 + }, + { + "p": 0.03795458748936653, + "m": 1.0 + }, + { + "p": 0.05083417892456055, + "m": 1.0 + }, + { + "p": 0.0498448982834816, + "m": 1.0 + }, + { + "p": 0.044029202312231064, + "m": 1.0 + }, + { + "p": 0.06128428503870964, + "m": 1.0 + }, + { + "p": 0.07852493226528168, + "m": 1.0 + }, + { + "p": 0.060625869780778885, + "m": 1.0 + }, + { + "p": 0.054432451725006104, + "m": 1.0 + }, + { + "p": 0.06640776991844177, + "m": 1.0 + }, + { + "p": 0.05961857736110687, + "m": 1.0 + }, + { + "p": 0.0551479198038578, + "m": 1.0 + }, + { + "p": 0.047156982123851776, + "m": 1.0 + }, + { + "p": 0.06380349397659302, + "m": 1.0 + }, + { + "p": 0.047313619405031204, + "m": 1.0 + }, + { + "p": 0.046591684222221375, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6710212230682373, + "val_loss": 1.182259440422058, + "acc": 60.67, + "time": 144.71177962503862, + "param": [ + { + "p": 0.07103216648101807, + "m": 1.0 + }, + { + "p": 0.05139177665114403, + "m": 1.0 + }, + { + "p": 0.06046796217560768, + "m": 1.0 + }, + { + "p": 0.0623217448592186, + "m": 1.0 + }, + { + "p": 0.04830251261591911, + "m": 1.0 + }, + { + "p": 0.05528293550014496, + "m": 1.0 + }, + { + "p": 0.061749450862407684, + "m": 1.0 + }, + { + "p": 0.0685197114944458, + "m": 1.0 + }, + { + "p": 0.04417082294821739, + "m": 1.0 + }, + { + "p": 0.055018242448568344, + "m": 1.0 + }, + { + "p": 0.05484439805150032, + "m": 1.0 + }, + { + "p": 0.05882684886455536, + "m": 1.0 + }, + { + "p": 0.05456700548529625, + "m": 1.0 + }, + { + "p": 0.04746197536587715, + "m": 1.0 + }, + { + "p": 0.05546119436621666, + "m": 1.0 + }, + { + "p": 0.07184804975986481, + "m": 1.0 + }, + { + "p": 0.04077313095331192, + "m": 1.0 + }, + { + "p": 0.037960078567266464, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.6918679475784302, + "val_loss": 1.09767746925354, + "acc": 58.57, + "time": 143.44693065201864, + "param": [ + { + "p": 0.07540861517190933, + "m": 1.0 + }, + { + "p": 0.055964503437280655, + "m": 1.0 + }, + { + "p": 0.0643974244594574, + "m": 1.0 + }, + { + "p": 0.05628395080566406, + "m": 1.0 + }, + { + "p": 0.05009743198752403, + "m": 1.0 + }, + { + "p": 0.04674357920885086, + "m": 1.0 + }, + { + "p": 0.0586550310254097, + "m": 1.0 + }, + { + "p": 0.05626295134425163, + "m": 1.0 + }, + { + "p": 0.06357669830322266, + "m": 1.0 + }, + { + "p": 0.051988743245601654, + "m": 1.0 + }, + { + "p": 0.05542026087641716, + "m": 1.0 + }, + { + "p": 0.07237697392702103, + "m": 1.0 + }, + { + "p": 0.07111015915870667, + "m": 1.0 + }, + { + "p": 0.048322562128305435, + "m": 1.0 + }, + { + "p": 0.05276931822299957, + "m": 1.0 + }, + { + "p": 0.04278838261961937, + "m": 1.0 + }, + { + "p": 0.03808271139860153, + "m": 1.0 + }, + { + "p": 0.0397506020963192, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.579336166381836, + "val_loss": 1.0457183122634888, + "acc": 62.67, + "time": 131.1511893570423, + "param": [ + { + "p": 0.06283127516508102, + "m": 1.0 + }, + { + "p": 0.04999783635139465, + "m": 1.0 + }, + { + "p": 0.05518171191215515, + "m": 1.0 + }, + { + "p": 0.06933890283107758, + "m": 1.0 + }, + { + "p": 0.04938900098204613, + "m": 1.0 + }, + { + "p": 0.053406715393066406, + "m": 1.0 + }, + { + "p": 0.04101579263806343, + "m": 1.0 + }, + { + "p": 0.054839443415403366, + "m": 1.0 + }, + { + "p": 0.06416494399309158, + "m": 1.0 + }, + { + "p": 0.07831551134586334, + "m": 1.0 + }, + { + "p": 0.05580408498644829, + "m": 1.0 + }, + { + "p": 0.04797841235995293, + "m": 1.0 + }, + { + "p": 0.06997109204530716, + "m": 1.0 + }, + { + "p": 0.03732876852154732, + "m": 1.0 + }, + { + "p": 0.05887451395392418, + "m": 1.0 + }, + { + "p": 0.05478793755173683, + "m": 1.0 + }, + { + "p": 0.044756997376680374, + "m": 1.0 + }, + { + "p": 0.05201713368296623, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.6277951002120972, + "val_loss": 1.0761792659759521, + "acc": 61.28, + "time": 125.5772208039416, + "param": [ + { + "p": 0.05832047387957573, + "m": 1.0 + }, + { + "p": 0.045321445912122726, + "m": 1.0 + }, + { + "p": 0.05617377161979675, + "m": 1.0 + }, + { + "p": 0.055598579347133636, + "m": 1.0 + }, + { + "p": 0.05406476929783821, + "m": 1.0 + }, + { + "p": 0.0527549684047699, + "m": 1.0 + }, + { + "p": 0.04348989576101303, + "m": 1.0 + }, + { + "p": 0.055466149002313614, + "m": 1.0 + }, + { + "p": 0.05838027969002724, + "m": 1.0 + }, + { + "p": 0.05690985545516014, + "m": 1.0 + }, + { + "p": 0.0732341930270195, + "m": 1.0 + }, + { + "p": 0.07495854794979095, + "m": 1.0 + }, + { + "p": 0.06372078508138657, + "m": 1.0 + }, + { + "p": 0.04627273604273796, + "m": 1.0 + }, + { + "p": 0.05611991882324219, + "m": 1.0 + }, + { + "p": 0.059622157365083694, + "m": 1.0 + }, + { + "p": 0.05405930429697037, + "m": 1.0 + }, + { + "p": 0.035532135516405106, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.648425579071045, + "val_loss": 1.1785407066345215, + "acc": 61.06, + "time": 125.71762897702865, + "param": [ + { + "p": 0.06380236893892288, + "m": 1.0 + }, + { + "p": 0.06346398591995239, + "m": 1.0 + }, + { + "p": 0.047623224556446075, + "m": 1.0 + }, + { + "p": 0.07029842585325241, + "m": 1.0 + }, + { + "p": 0.05002838745713234, + "m": 1.0 + }, + { + "p": 0.04810461029410362, + "m": 1.0 + }, + { + "p": 0.054906561970710754, + "m": 1.0 + }, + { + "p": 0.04658874124288559, + "m": 1.0 + }, + { + "p": 0.05377566069364548, + "m": 1.0 + }, + { + "p": 0.052261993288993835, + "m": 1.0 + }, + { + "p": 0.06948059797286987, + "m": 1.0 + }, + { + "p": 0.06556517630815506, + "m": 1.0 + }, + { + "p": 0.0513630174100399, + "m": 1.0 + }, + { + "p": 0.041973672807216644, + "m": 1.0 + }, + { + "p": 0.06680934131145477, + "m": 1.0 + }, + { + "p": 0.06483713537454605, + "m": 1.0 + }, + { + "p": 0.046875204890966415, + "m": 1.0 + }, + { + "p": 0.042241863906383514, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.6967525482177734, + "val_loss": 1.1189513206481934, + "acc": 61.67, + "time": 132.70770705898758, + "param": [ + { + "p": 0.059241436421871185, + "m": 1.0 + }, + { + "p": 0.06382264941930771, + "m": 1.0 + }, + { + "p": 0.053463101387023926, + "m": 1.0 + }, + { + "p": 0.04545523226261139, + "m": 1.0 + }, + { + "p": 0.061991702765226364, + "m": 1.0 + }, + { + "p": 0.04894030839204788, + "m": 1.0 + }, + { + "p": 0.028375672176480293, + "m": 1.0 + }, + { + "p": 0.056193526834249496, + "m": 1.0 + }, + { + "p": 0.06266646832227707, + "m": 1.0 + }, + { + "p": 0.051406875252723694, + "m": 1.0 + }, + { + "p": 0.06848996132612228, + "m": 1.0 + }, + { + "p": 0.06831579655408859, + "m": 1.0 + }, + { + "p": 0.07396730780601501, + "m": 1.0 + }, + { + "p": 0.05499173328280449, + "m": 1.0 + }, + { + "p": 0.04859096556901932, + "m": 1.0 + }, + { + "p": 0.06356971710920334, + "m": 1.0 + }, + { + "p": 0.04873664677143097, + "m": 1.0 + }, + { + "p": 0.04178084433078766, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.55133056640625, + "val_loss": 1.0788499116897583, + "acc": 62.16, + "time": 137.45092083408963, + "param": [ + { + "p": 0.050025880336761475, + "m": 1.0 + }, + { + "p": 0.04916365072131157, + "m": 1.0 + }, + { + "p": 0.0777646154165268, + "m": 1.0 + }, + { + "p": 0.037454500794410706, + "m": 1.0 + }, + { + "p": 0.04578203707933426, + "m": 1.0 + }, + { + "p": 0.05281641334295273, + "m": 1.0 + }, + { + "p": 0.04472856968641281, + "m": 1.0 + }, + { + "p": 0.0466148741543293, + "m": 1.0 + }, + { + "p": 0.07529755681753159, + "m": 1.0 + }, + { + "p": 0.05625557526946068, + "m": 1.0 + }, + { + "p": 0.08424288034439087, + "m": 1.0 + }, + { + "p": 0.06743884086608887, + "m": 1.0 + }, + { + "p": 0.07929138839244843, + "m": 1.0 + }, + { + "p": 0.037021540105342865, + "m": 1.0 + }, + { + "p": 0.0887463241815567, + "m": 1.0 + }, + { + "p": 0.052597202360630035, + "m": 1.0 + }, + { + "p": 0.02785288356244564, + "m": 1.0 + }, + { + "p": 0.026905173435807228, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5599746704101562, + "val_loss": 1.0819467306137085, + "acc": 63.32, + "time": 125.14406489499379, + "param": [ + { + "p": 0.08016879111528397, + "m": 1.0 + }, + { + "p": 0.037526875734329224, + "m": 1.0 + }, + { + "p": 0.06794644892215729, + "m": 1.0 + }, + { + "p": 0.016617974266409874, + "m": 1.0 + }, + { + "p": 0.08126402646303177, + "m": 1.0 + }, + { + "p": 0.0470752939581871, + "m": 1.0 + }, + { + "p": 0.04942547529935837, + "m": 1.0 + }, + { + "p": 0.06156487762928009, + "m": 1.0 + }, + { + "p": 0.05960722640156746, + "m": 1.0 + }, + { + "p": 0.043831516057252884, + "m": 1.0 + }, + { + "p": 0.052186883985996246, + "m": 1.0 + }, + { + "p": 0.08401232212781906, + "m": 1.0 + }, + { + "p": 0.05242536962032318, + "m": 1.0 + }, + { + "p": 0.0470334030687809, + "m": 1.0 + }, + { + "p": 0.056659944355487823, + "m": 1.0 + }, + { + "p": 0.07700891047716141, + "m": 1.0 + }, + { + "p": 0.05675218999385834, + "m": 1.0 + }, + { + "p": 0.028892502188682556, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.608041524887085, + "val_loss": 1.0470845699310303, + "acc": 63.11, + "time": 128.049971136963, + "param": [ + { + "p": 0.06056639924645424, + "m": 1.0 + }, + { + "p": 0.04387447610497475, + "m": 1.0 + }, + { + "p": 0.05580521374940872, + "m": 1.0 + }, + { + "p": 0.053617872297763824, + "m": 1.0 + }, + { + "p": 0.050201185047626495, + "m": 1.0 + }, + { + "p": 0.04733242094516754, + "m": 1.0 + }, + { + "p": 0.042428065091371536, + "m": 1.0 + }, + { + "p": 0.058304499834775925, + "m": 1.0 + }, + { + "p": 0.06243649125099182, + "m": 1.0 + }, + { + "p": 0.0755414292216301, + "m": 1.0 + }, + { + "p": 0.05996391177177429, + "m": 1.0 + }, + { + "p": 0.05448998510837555, + "m": 1.0 + }, + { + "p": 0.059804175049066544, + "m": 1.0 + }, + { + "p": 0.06488213688135147, + "m": 1.0 + }, + { + "p": 0.06302796304225922, + "m": 1.0 + }, + { + "p": 0.05451853945851326, + "m": 1.0 + }, + { + "p": 0.04925118386745453, + "m": 1.0 + }, + { + "p": 0.04395409673452377, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.7983657121658325, + "val_loss": 1.0980991125106812, + "acc": 62.6, + "time": 141.35190676199272, + "param": [ + { + "p": 0.0482819601893425, + "m": 1.0 + }, + { + "p": 0.055176425725221634, + "m": 1.0 + }, + { + "p": 0.05263061448931694, + "m": 1.0 + }, + { + "p": 0.05164872854948044, + "m": 1.0 + }, + { + "p": 0.0538947619497776, + "m": 1.0 + }, + { + "p": 0.05416269227862358, + "m": 1.0 + }, + { + "p": 0.060123804956674576, + "m": 1.0 + }, + { + "p": 0.05849112570285797, + "m": 1.0 + }, + { + "p": 0.07257343828678131, + "m": 1.0 + }, + { + "p": 0.06871677190065384, + "m": 1.0 + }, + { + "p": 0.05699177831411362, + "m": 1.0 + }, + { + "p": 0.061046894639730453, + "m": 1.0 + }, + { + "p": 0.06386683136224747, + "m": 1.0 + }, + { + "p": 0.028081374242901802, + "m": 1.0 + }, + { + "p": 0.044316526502370834, + "m": 1.0 + }, + { + "p": 0.06473258882761002, + "m": 1.0 + }, + { + "p": 0.06310021877288818, + "m": 1.0 + }, + { + "p": 0.04216351360082626, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.6400707960128784, + "val_loss": 1.0119951963424683, + "acc": 61.65, + "time": 123.99055377498735, + "param": [ + { + "p": 0.07221312820911407, + "m": 1.0 + }, + { + "p": 0.04575471207499504, + "m": 1.0 + }, + { + "p": 0.05032215267419815, + "m": 1.0 + }, + { + "p": 0.05444389954209328, + "m": 1.0 + }, + { + "p": 0.060891926288604736, + "m": 1.0 + }, + { + "p": 0.05807901918888092, + "m": 1.0 + }, + { + "p": 0.05905367061495781, + "m": 1.0 + }, + { + "p": 0.0480463020503521, + "m": 1.0 + }, + { + "p": 0.06917638331651688, + "m": 1.0 + }, + { + "p": 0.05001401528716087, + "m": 1.0 + }, + { + "p": 0.07604975253343582, + "m": 1.0 + }, + { + "p": 0.05583171546459198, + "m": 1.0 + }, + { + "p": 0.05707329139113426, + "m": 1.0 + }, + { + "p": 0.042484574019908905, + "m": 1.0 + }, + { + "p": 0.06087837368249893, + "m": 1.0 + }, + { + "p": 0.06329241394996643, + "m": 1.0 + }, + { + "p": 0.04470125958323479, + "m": 1.0 + }, + { + "p": 0.03169351443648338, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.5326021909713745, + "val_loss": 1.034487247467041, + "acc": 63.77, + "time": 128.94205885601696, + "param": [ + { + "p": 0.06441446393728256, + "m": 1.0 + }, + { + "p": 0.034747377038002014, + "m": 1.0 + }, + { + "p": 0.06908924877643585, + "m": 1.0 + }, + { + "p": 0.04813883826136589, + "m": 1.0 + }, + { + "p": 0.07047825306653976, + "m": 1.0 + }, + { + "p": 0.026043573394417763, + "m": 1.0 + }, + { + "p": 0.053706809878349304, + "m": 1.0 + }, + { + "p": 0.0538238063454628, + "m": 1.0 + }, + { + "p": 0.07932213693857193, + "m": 1.0 + }, + { + "p": 0.062480464577674866, + "m": 1.0 + }, + { + "p": 0.05709317326545715, + "m": 1.0 + }, + { + "p": 0.05012378841638565, + "m": 1.0 + }, + { + "p": 0.0666019469499588, + "m": 1.0 + }, + { + "p": 0.0462568961083889, + "m": 1.0 + }, + { + "p": 0.06358625739812851, + "m": 1.0 + }, + { + "p": 0.07821137458086014, + "m": 1.0 + }, + { + "p": 0.046638548374176025, + "m": 1.0 + }, + { + "p": 0.0292429830878973, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5981009006500244, + "val_loss": 1.011468768119812, + "acc": 62.83, + "time": 134.0576111379778, + "param": [ + { + "p": 0.06344932317733765, + "m": 1.0 + }, + { + "p": 0.04858573526144028, + "m": 1.0 + }, + { + "p": 0.05253326892852783, + "m": 1.0 + }, + { + "p": 0.02463824674487114, + "m": 1.0 + }, + { + "p": 0.060318972915410995, + "m": 1.0 + }, + { + "p": 0.04703599587082863, + "m": 1.0 + }, + { + "p": 0.04403417557477951, + "m": 1.0 + }, + { + "p": 0.07389703392982483, + "m": 1.0 + }, + { + "p": 0.06682702153921127, + "m": 1.0 + }, + { + "p": 0.04793693497776985, + "m": 1.0 + }, + { + "p": 0.06450773775577545, + "m": 1.0 + }, + { + "p": 0.047135911881923676, + "m": 1.0 + }, + { + "p": 0.0938907191157341, + "m": 1.0 + }, + { + "p": 0.04740098863840103, + "m": 1.0 + }, + { + "p": 0.05759402737021446, + "m": 1.0 + }, + { + "p": 0.059049855917692184, + "m": 1.0 + }, + { + "p": 0.049372173845767975, + "m": 1.0 + }, + { + "p": 0.05179191008210182, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.593044400215149, + "val_loss": 1.0525994300842285, + "acc": 63.44, + "time": 138.25948885595426, + "param": [ + { + "p": 0.06288652122020721, + "m": 1.0 + }, + { + "p": 0.07131640613079071, + "m": 1.0 + }, + { + "p": 0.05874411761760712, + "m": 1.0 + }, + { + "p": 0.04740912467241287, + "m": 1.0 + }, + { + "p": 0.04457836598157883, + "m": 1.0 + }, + { + "p": 0.04947623610496521, + "m": 1.0 + }, + { + "p": 0.06466088443994522, + "m": 1.0 + }, + { + "p": 0.04738923907279968, + "m": 1.0 + }, + { + "p": 0.0521593876183033, + "m": 1.0 + }, + { + "p": 0.06571932882070541, + "m": 1.0 + }, + { + "p": 0.046111926436424255, + "m": 1.0 + }, + { + "p": 0.06075005978345871, + "m": 1.0 + }, + { + "p": 0.047530144453048706, + "m": 1.0 + }, + { + "p": 0.05131382867693901, + "m": 1.0 + }, + { + "p": 0.08061687648296356, + "m": 1.0 + }, + { + "p": 0.05818923935294151, + "m": 1.0 + }, + { + "p": 0.04866867512464523, + "m": 1.0 + }, + { + "p": 0.0424797423183918, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.5256551504135132, + "val_loss": 1.0069743394851685, + "acc": 64.1, + "time": 136.1338368949946, + "param": [ + { + "p": 0.07584603130817413, + "m": 1.0 + }, + { + "p": 0.04237498342990875, + "m": 1.0 + }, + { + "p": 0.055128879845142365, + "m": 1.0 + }, + { + "p": 0.05961322784423828, + "m": 1.0 + }, + { + "p": 0.0567854642868042, + "m": 1.0 + }, + { + "p": 0.04305863380432129, + "m": 1.0 + }, + { + "p": 0.052096426486968994, + "m": 1.0 + }, + { + "p": 0.03822212293744087, + "m": 1.0 + }, + { + "p": 0.06796709448099136, + "m": 1.0 + }, + { + "p": 0.06274953484535217, + "m": 1.0 + }, + { + "p": 0.06092210114002228, + "m": 1.0 + }, + { + "p": 0.05408200994133949, + "m": 1.0 + }, + { + "p": 0.06015511229634285, + "m": 1.0 + }, + { + "p": 0.04969220981001854, + "m": 1.0 + }, + { + "p": 0.05772332847118378, + "m": 1.0 + }, + { + "p": 0.06441784650087357, + "m": 1.0 + }, + { + "p": 0.04207151010632515, + "m": 1.0 + }, + { + "p": 0.05709351599216461, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.384177565574646, + "val_loss": 1.0323219299316406, + "acc": 63.42, + "time": 124.78653717599809, + "param": [ + { + "p": 0.05220450088381767, + "m": 1.0 + }, + { + "p": 0.0524958111345768, + "m": 1.0 + }, + { + "p": 0.060972701758146286, + "m": 1.0 + }, + { + "p": 0.04749535769224167, + "m": 1.0 + }, + { + "p": 0.04989929869771004, + "m": 1.0 + }, + { + "p": 0.04966532066464424, + "m": 1.0 + }, + { + "p": 0.051860928535461426, + "m": 1.0 + }, + { + "p": 0.03362059220671654, + "m": 1.0 + }, + { + "p": 0.06878725439310074, + "m": 1.0 + }, + { + "p": 0.04498995468020439, + "m": 1.0 + }, + { + "p": 0.0587485171854496, + "m": 1.0 + }, + { + "p": 0.08302000164985657, + "m": 1.0 + }, + { + "p": 0.06232580542564392, + "m": 1.0 + }, + { + "p": 0.054508138447999954, + "m": 1.0 + }, + { + "p": 0.0678514763712883, + "m": 1.0 + }, + { + "p": 0.06403262913227081, + "m": 1.0 + }, + { + "p": 0.050800442695617676, + "m": 1.0 + }, + { + "p": 0.04672114923596382, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.321982979774475, + "val_loss": 0.9966869950294495, + "acc": 63.8, + "time": 135.20598004595377, + "param": [ + { + "p": 0.05606592819094658, + "m": 1.0 + }, + { + "p": 0.06147860363125801, + "m": 1.0 + }, + { + "p": 0.09400229901075363, + "m": 1.0 + }, + { + "p": 0.03120577335357666, + "m": 1.0 + }, + { + "p": 0.001928976969793439, + "m": 1.0 + }, + { + "p": 0.0494917631149292, + "m": 1.0 + }, + { + "p": 0.06850341707468033, + "m": 1.0 + }, + { + "p": 0.07230734825134277, + "m": 1.0 + }, + { + "p": 0.05874639004468918, + "m": 1.0 + }, + { + "p": 0.06485114246606827, + "m": 1.0 + }, + { + "p": 0.06794595718383789, + "m": 1.0 + }, + { + "p": 0.05936967954039574, + "m": 1.0 + }, + { + "p": 0.0718628317117691, + "m": 1.0 + }, + { + "p": 0.039695098996162415, + "m": 1.0 + }, + { + "p": 0.07110751420259476, + "m": 1.0 + }, + { + "p": 0.06456398963928223, + "m": 1.0 + }, + { + "p": 0.023781294003129005, + "m": 1.0 + }, + { + "p": 0.04309193044900894, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3649834394454956, + "val_loss": 1.002427577972412, + "acc": 63.72, + "time": 127.32313443499152, + "param": [ + { + "p": 0.07699066400527954, + "m": 1.0 + }, + { + "p": 0.040691349655389786, + "m": 1.0 + }, + { + "p": 0.06188632920384407, + "m": 1.0 + }, + { + "p": 0.03377984091639519, + "m": 1.0 + }, + { + "p": 0.047116320580244064, + "m": 1.0 + }, + { + "p": 0.04427354037761688, + "m": 1.0 + }, + { + "p": 0.05420053005218506, + "m": 1.0 + }, + { + "p": 0.0678030401468277, + "m": 1.0 + }, + { + "p": 0.06584535539150238, + "m": 1.0 + }, + { + "p": 0.05200273171067238, + "m": 1.0 + }, + { + "p": 0.059578247368335724, + "m": 1.0 + }, + { + "p": 0.07197265326976776, + "m": 1.0 + }, + { + "p": 0.06473875790834427, + "m": 1.0 + }, + { + "p": 0.048735059797763824, + "m": 1.0 + }, + { + "p": 0.05064413323998451, + "m": 1.0 + }, + { + "p": 0.07663732022047043, + "m": 1.0 + }, + { + "p": 0.0431174710392952, + "m": 1.0 + }, + { + "p": 0.039986688643693924, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.528899073600769, + "val_loss": 1.04598069190979, + "acc": 64.47, + "time": 138.38332742499188, + "param": [ + { + "p": 0.05989668145775795, + "m": 1.0 + }, + { + "p": 0.036110855638980865, + "m": 1.0 + }, + { + "p": 0.07530806213617325, + "m": 1.0 + }, + { + "p": 0.04248574376106262, + "m": 1.0 + }, + { + "p": 0.05608709901571274, + "m": 1.0 + }, + { + "p": 0.053752344101667404, + "m": 1.0 + }, + { + "p": 0.0813252180814743, + "m": 1.0 + }, + { + "p": 0.0631096139550209, + "m": 1.0 + }, + { + "p": 0.05971679836511612, + "m": 1.0 + }, + { + "p": 0.04371270537376404, + "m": 1.0 + }, + { + "p": 0.06202676147222519, + "m": 1.0 + }, + { + "p": 0.0537661574780941, + "m": 1.0 + }, + { + "p": 0.0675860196352005, + "m": 1.0 + }, + { + "p": 0.0526934415102005, + "m": 1.0 + }, + { + "p": 0.027285389602184296, + "m": 1.0 + }, + { + "p": 0.06589863449335098, + "m": 1.0 + }, + { + "p": 0.053131695836782455, + "m": 1.0 + }, + { + "p": 0.04610682278871536, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.5875670909881592, + "val_loss": 1.0467255115509033, + "acc": 64.22, + "time": 128.9905767699238, + "param": [ + { + "p": 0.06619606912136078, + "m": 1.0 + }, + { + "p": 0.03644482046365738, + "m": 1.0 + }, + { + "p": 0.06620872765779495, + "m": 1.0 + }, + { + "p": 0.055606260895729065, + "m": 1.0 + }, + { + "p": 0.053461235016584396, + "m": 1.0 + }, + { + "p": 0.040757402777671814, + "m": 1.0 + }, + { + "p": 0.047106996178627014, + "m": 1.0 + }, + { + "p": 0.08347725123167038, + "m": 1.0 + }, + { + "p": 0.07560516893863678, + "m": 1.0 + }, + { + "p": 0.050675999373197556, + "m": 1.0 + }, + { + "p": 0.055420469492673874, + "m": 1.0 + }, + { + "p": 0.07217374444007874, + "m": 1.0 + }, + { + "p": 0.04484860226511955, + "m": 1.0 + }, + { + "p": 0.03732048347592354, + "m": 1.0 + }, + { + "p": 0.07041534781455994, + "m": 1.0 + }, + { + "p": 0.05079096555709839, + "m": 1.0 + }, + { + "p": 0.05066201090812683, + "m": 1.0 + }, + { + "p": 0.04282848536968231, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.5722588300704956, + "val_loss": 0.9724661111831665, + "acc": 65.08, + "time": 127.84311395999976, + "param": [ + { + "p": 0.06395801156759262, + "m": 1.0 + }, + { + "p": 0.05442061275243759, + "m": 1.0 + }, + { + "p": 0.05206124857068062, + "m": 1.0 + }, + { + "p": 0.043958812952041626, + "m": 1.0 + }, + { + "p": 0.04854206368327141, + "m": 1.0 + }, + { + "p": 0.054206158965826035, + "m": 1.0 + }, + { + "p": 0.05989377945661545, + "m": 1.0 + }, + { + "p": 0.06170162558555603, + "m": 1.0 + }, + { + "p": 0.06304411590099335, + "m": 1.0 + }, + { + "p": 0.051686327904462814, + "m": 1.0 + }, + { + "p": 0.06301938742399216, + "m": 1.0 + }, + { + "p": 0.05254262685775757, + "m": 1.0 + }, + { + "p": 0.057130295783281326, + "m": 1.0 + }, + { + "p": 0.056034334003925323, + "m": 1.0 + }, + { + "p": 0.056328993290662766, + "m": 1.0 + }, + { + "p": 0.046852096915245056, + "m": 1.0 + }, + { + "p": 0.05446642264723778, + "m": 1.0 + }, + { + "p": 0.06015312299132347, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.6196588277816772, + "val_loss": 0.9144961833953857, + "acc": 65.91, + "time": 138.12886004708707, + "param": [ + { + "p": 0.09270384162664413, + "m": 1.0 + }, + { + "p": 0.05073900148272514, + "m": 1.0 + }, + { + "p": 0.056427016854286194, + "m": 1.0 + }, + { + "p": 0.03369034081697464, + "m": 1.0 + }, + { + "p": 0.05593222752213478, + "m": 1.0 + }, + { + "p": 0.05597170814871788, + "m": 1.0 + }, + { + "p": 0.05947690084576607, + "m": 1.0 + }, + { + "p": 0.06338067352771759, + "m": 1.0 + }, + { + "p": 0.06144878640770912, + "m": 1.0 + }, + { + "p": 0.05450136587023735, + "m": 1.0 + }, + { + "p": 0.05156157165765762, + "m": 1.0 + }, + { + "p": 0.059622623026371, + "m": 1.0 + }, + { + "p": 0.06187773123383522, + "m": 1.0 + }, + { + "p": 0.05260004848241806, + "m": 1.0 + }, + { + "p": 0.06317472457885742, + "m": 1.0 + }, + { + "p": 0.060278307646512985, + "m": 1.0 + }, + { + "p": 0.039097193628549576, + "m": 1.0 + }, + { + "p": 0.027515940368175507, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.5028942823410034, + "val_loss": 0.939420759677887, + "acc": 65.54, + "time": 124.71347835101187, + "param": [ + { + "p": 0.0805899128317833, + "m": 1.0 + }, + { + "p": 0.05186235532164574, + "m": 1.0 + }, + { + "p": 0.07108708471059799, + "m": 1.0 + }, + { + "p": 0.04216660559177399, + "m": 1.0 + }, + { + "p": 0.027201296761631966, + "m": 1.0 + }, + { + "p": 0.04890438914299011, + "m": 1.0 + }, + { + "p": 0.07225767523050308, + "m": 1.0 + }, + { + "p": 0.07406094670295715, + "m": 1.0 + }, + { + "p": 0.05436510220170021, + "m": 1.0 + }, + { + "p": 0.061037853360176086, + "m": 1.0 + }, + { + "p": 0.058764733374118805, + "m": 1.0 + }, + { + "p": 0.057180095463991165, + "m": 1.0 + }, + { + "p": 0.09578745812177658, + "m": 1.0 + }, + { + "p": 0.034289807081222534, + "m": 1.0 + }, + { + "p": 0.046174097806215286, + "m": 1.0 + }, + { + "p": 0.05720999836921692, + "m": 1.0 + }, + { + "p": 0.023492151871323586, + "m": 1.0 + }, + { + "p": 0.043568409979343414, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5868291854858398, + "val_loss": 1.0830525159835815, + "acc": 65.94, + "time": 131.2214591220254, + "param": [ + { + "p": 0.07084640860557556, + "m": 1.0 + }, + { + "p": 0.055239900946617126, + "m": 1.0 + }, + { + "p": 0.08286783844232559, + "m": 1.0 + }, + { + "p": 0.04484328255057335, + "m": 1.0 + }, + { + "p": 0.047494206577539444, + "m": 1.0 + }, + { + "p": 0.04171523451805115, + "m": 1.0 + }, + { + "p": 0.05494983494281769, + "m": 1.0 + }, + { + "p": 0.07787701487541199, + "m": 1.0 + }, + { + "p": 0.06528366357088089, + "m": 1.0 + }, + { + "p": 0.06989213824272156, + "m": 1.0 + }, + { + "p": 0.06466765701770782, + "m": 1.0 + }, + { + "p": 0.05564894899725914, + "m": 1.0 + }, + { + "p": 0.04612040892243385, + "m": 1.0 + }, + { + "p": 0.0734184980392456, + "m": 1.0 + }, + { + "p": 0.050031766295433044, + "m": 1.0 + }, + { + "p": 0.06692192703485489, + "m": 1.0 + }, + { + "p": 0.0003417400293983519, + "m": 1.0 + }, + { + "p": 0.03183939680457115, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.5500109195709229, + "val_loss": 0.9142165184020996, + "acc": 66.23, + "time": 131.1774171720026, + "param": [ + { + "p": 0.057315900921821594, + "m": 1.0 + }, + { + "p": 0.03158024698495865, + "m": 1.0 + }, + { + "p": 0.07720906287431717, + "m": 1.0 + }, + { + "p": 0.05140674486756325, + "m": 1.0 + }, + { + "p": 0.06576449424028397, + "m": 1.0 + }, + { + "p": 0.04027976840734482, + "m": 1.0 + }, + { + "p": 0.043839119374752045, + "m": 1.0 + }, + { + "p": 0.045274458825588226, + "m": 1.0 + }, + { + "p": 0.08027683943510056, + "m": 1.0 + }, + { + "p": 0.06321345269680023, + "m": 1.0 + }, + { + "p": 0.06779644638299942, + "m": 1.0 + }, + { + "p": 0.06151655316352844, + "m": 1.0 + }, + { + "p": 0.06052853539586067, + "m": 1.0 + }, + { + "p": 0.053221460431814194, + "m": 1.0 + }, + { + "p": 0.06119551509618759, + "m": 1.0 + }, + { + "p": 0.060116708278656006, + "m": 1.0 + }, + { + "p": 0.013456391170620918, + "m": 1.0 + }, + { + "p": 0.06600823998451233, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.321831226348877, + "val_loss": 0.9877700805664062, + "acc": 65.32, + "time": 141.3040854179999, + "param": [ + { + "p": 0.06410972028970718, + "m": 1.0 + }, + { + "p": 0.042030904442071915, + "m": 1.0 + }, + { + "p": 0.06277002394199371, + "m": 1.0 + }, + { + "p": 0.038464222103357315, + "m": 1.0 + }, + { + "p": 0.05365423858165741, + "m": 1.0 + }, + { + "p": 0.05488548427820206, + "m": 1.0 + }, + { + "p": 0.05905444547533989, + "m": 1.0 + }, + { + "p": 0.06425153464078903, + "m": 1.0 + }, + { + "p": 0.06737661361694336, + "m": 1.0 + }, + { + "p": 0.07427790015935898, + "m": 1.0 + }, + { + "p": 0.062253788113594055, + "m": 1.0 + }, + { + "p": 0.06530877202749252, + "m": 1.0 + }, + { + "p": 0.06744109094142914, + "m": 1.0 + }, + { + "p": 0.025442376732826233, + "m": 1.0 + }, + { + "p": 0.03675500676035881, + "m": 1.0 + }, + { + "p": 0.06841780245304108, + "m": 1.0 + }, + { + "p": 0.041700538247823715, + "m": 1.0 + }, + { + "p": 0.05180560052394867, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4632023572921753, + "val_loss": 0.9285832643508911, + "acc": 65.98, + "time": 146.8747344999574, + "param": [ + { + "p": 0.08239259570837021, + "m": 1.0 + }, + { + "p": 0.05308196693658829, + "m": 1.0 + }, + { + "p": 0.05192723125219345, + "m": 1.0 + }, + { + "p": 0.0291217640042305, + "m": 1.0 + }, + { + "p": 0.0323643833398819, + "m": 1.0 + }, + { + "p": 0.049392156302928925, + "m": 1.0 + }, + { + "p": 0.050937455147504807, + "m": 1.0 + }, + { + "p": 0.04343193769454956, + "m": 1.0 + }, + { + "p": 0.07819278538227081, + "m": 1.0 + }, + { + "p": 0.048408180475234985, + "m": 1.0 + }, + { + "p": 0.05391155555844307, + "m": 1.0 + }, + { + "p": 0.06112515553832054, + "m": 1.0 + }, + { + "p": 0.06025809794664383, + "m": 1.0 + }, + { + "p": 0.04776239022612572, + "m": 1.0 + }, + { + "p": 0.08339522033929825, + "m": 1.0 + }, + { + "p": 0.07365310937166214, + "m": 1.0 + }, + { + "p": 0.05222323164343834, + "m": 1.0 + }, + { + "p": 0.048420827835798264, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.4899300336837769, + "val_loss": 1.093544363975525, + "acc": 64.64, + "time": 149.35783795104362, + "param": [ + { + "p": 0.04538970813155174, + "m": 1.0 + }, + { + "p": 0.052366647869348526, + "m": 1.0 + }, + { + "p": 0.07341492176055908, + "m": 1.0 + }, + { + "p": 0.06439191848039627, + "m": 1.0 + }, + { + "p": 0.053891588002443314, + "m": 1.0 + }, + { + "p": 0.05179165303707123, + "m": 1.0 + }, + { + "p": 0.036967530846595764, + "m": 1.0 + }, + { + "p": 0.07611043751239777, + "m": 1.0 + }, + { + "p": 0.05672537535429001, + "m": 1.0 + }, + { + "p": 0.076822929084301, + "m": 1.0 + }, + { + "p": 0.03581918403506279, + "m": 1.0 + }, + { + "p": 0.05928930267691612, + "m": 1.0 + }, + { + "p": 0.06142852082848549, + "m": 1.0 + }, + { + "p": 0.04655475914478302, + "m": 1.0 + }, + { + "p": 0.06567903608083725, + "m": 1.0 + }, + { + "p": 0.0640493631362915, + "m": 1.0 + }, + { + "p": 0.03641986474394798, + "m": 1.0 + }, + { + "p": 0.04288729652762413, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.400048851966858, + "val_loss": 0.9207102656364441, + "acc": 65.09, + "time": 138.89195706194732, + "param": [ + { + "p": 0.0861826166510582, + "m": 1.0 + }, + { + "p": 0.05211219564080238, + "m": 1.0 + }, + { + "p": 0.069404736161232, + "m": 1.0 + }, + { + "p": 0.01736508682370186, + "m": 1.0 + }, + { + "p": 0.05809636041522026, + "m": 1.0 + }, + { + "p": 0.06106797605752945, + "m": 1.0 + }, + { + "p": 0.051066040992736816, + "m": 1.0 + }, + { + "p": 0.06132430210709572, + "m": 1.0 + }, + { + "p": 0.056168071925640106, + "m": 1.0 + }, + { + "p": 0.053519222885370255, + "m": 1.0 + }, + { + "p": 0.08355510234832764, + "m": 1.0 + }, + { + "p": 0.05466676875948906, + "m": 1.0 + }, + { + "p": 0.05121905729174614, + "m": 1.0 + }, + { + "p": 0.04732123017311096, + "m": 1.0 + }, + { + "p": 0.045319583266973495, + "m": 1.0 + }, + { + "p": 0.05065806210041046, + "m": 1.0 + }, + { + "p": 0.04980449378490448, + "m": 1.0 + }, + { + "p": 0.05114917829632759, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.665158748626709, + "val_loss": 0.9269733428955078, + "acc": 66.75, + "time": 140.17789927497506, + "param": [ + { + "p": 0.06019415706396103, + "m": 1.0 + }, + { + "p": 0.049853961914777756, + "m": 1.0 + }, + { + "p": 0.05499383434653282, + "m": 1.0 + }, + { + "p": 0.05193809047341347, + "m": 1.0 + }, + { + "p": 0.05187888443470001, + "m": 1.0 + }, + { + "p": 0.05127009376883507, + "m": 1.0 + }, + { + "p": 0.06939201802015305, + "m": 1.0 + }, + { + "p": 0.05561747029423714, + "m": 1.0 + }, + { + "p": 0.0674159899353981, + "m": 1.0 + }, + { + "p": 0.04498007893562317, + "m": 1.0 + }, + { + "p": 0.07118742913007736, + "m": 1.0 + }, + { + "p": 0.05734691023826599, + "m": 1.0 + }, + { + "p": 0.07643292844295502, + "m": 1.0 + }, + { + "p": 0.05710867792367935, + "m": 1.0 + }, + { + "p": 0.051611848175525665, + "m": 1.0 + }, + { + "p": 0.05690833926200867, + "m": 1.0 + }, + { + "p": 0.04436808452010155, + "m": 1.0 + }, + { + "p": 0.027501102536916733, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4549214839935303, + "val_loss": 0.9489552974700928, + "acc": 65.81, + "time": 153.27620288101025, + "param": [ + { + "p": 0.05019531399011612, + "m": 1.0 + }, + { + "p": 0.05640214681625366, + "m": 1.0 + }, + { + "p": 0.05246972292661667, + "m": 1.0 + }, + { + "p": 0.05988926440477371, + "m": 1.0 + }, + { + "p": 0.03822518512606621, + "m": 1.0 + }, + { + "p": 0.04376669228076935, + "m": 1.0 + }, + { + "p": 0.06012605503201485, + "m": 1.0 + }, + { + "p": 0.07365043461322784, + "m": 1.0 + }, + { + "p": 0.0804530456662178, + "m": 1.0 + }, + { + "p": 0.06204519793391228, + "m": 1.0 + }, + { + "p": 0.05979331210255623, + "m": 1.0 + }, + { + "p": 0.045271407812833786, + "m": 1.0 + }, + { + "p": 0.05304224416613579, + "m": 1.0 + }, + { + "p": 0.035992514342069626, + "m": 1.0 + }, + { + "p": 0.07806174457073212, + "m": 1.0 + }, + { + "p": 0.04937903583049774, + "m": 1.0 + }, + { + "p": 0.04874061793088913, + "m": 1.0 + }, + { + "p": 0.05249607563018799, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.5377733707427979, + "val_loss": 0.9948888421058655, + "acc": 67.22, + "time": 128.66688743198756, + "param": [ + { + "p": 0.058129291981458664, + "m": 1.0 + }, + { + "p": 0.02853999473154545, + "m": 1.0 + }, + { + "p": 0.07564152777194977, + "m": 1.0 + }, + { + "p": 0.04290759935975075, + "m": 1.0 + }, + { + "p": 0.05236833170056343, + "m": 1.0 + }, + { + "p": 0.05288662761449814, + "m": 1.0 + }, + { + "p": 0.04896969720721245, + "m": 1.0 + }, + { + "p": 0.04113805294036865, + "m": 1.0 + }, + { + "p": 0.07157816737890244, + "m": 1.0 + }, + { + "p": 0.05423068255186081, + "m": 1.0 + }, + { + "p": 0.053285494446754456, + "m": 1.0 + }, + { + "p": 0.07281352579593658, + "m": 1.0 + }, + { + "p": 0.0636795163154602, + "m": 1.0 + }, + { + "p": 0.034538302570581436, + "m": 1.0 + }, + { + "p": 0.08703092485666275, + "m": 1.0 + }, + { + "p": 0.06739205867052078, + "m": 1.0 + }, + { + "p": 0.06624676287174225, + "m": 1.0 + }, + { + "p": 0.028623457998037338, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.284240961074829, + "val_loss": 0.9337984323501587, + "acc": 66.98, + "time": 126.12365484400652, + "param": [ + { + "p": 0.06317811459302902, + "m": 1.0 + }, + { + "p": 0.04870220646262169, + "m": 1.0 + }, + { + "p": 0.05164835602045059, + "m": 1.0 + }, + { + "p": 0.04956474527716637, + "m": 1.0 + }, + { + "p": 0.05364294350147247, + "m": 1.0 + }, + { + "p": 0.05731683969497681, + "m": 1.0 + }, + { + "p": 0.050418201833963394, + "m": 1.0 + }, + { + "p": 0.03915947303175926, + "m": 1.0 + }, + { + "p": 0.059352267533540726, + "m": 1.0 + }, + { + "p": 0.07014985382556915, + "m": 1.0 + }, + { + "p": 0.06482163071632385, + "m": 1.0 + }, + { + "p": 0.05988079309463501, + "m": 1.0 + }, + { + "p": 0.061740126460790634, + "m": 1.0 + }, + { + "p": 0.05996308475732803, + "m": 1.0 + }, + { + "p": 0.05102952569723129, + "m": 1.0 + }, + { + "p": 0.061830781400203705, + "m": 1.0 + }, + { + "p": 0.062161341309547424, + "m": 1.0 + }, + { + "p": 0.03543967753648758, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.568078875541687, + "val_loss": 1.0403237342834473, + "acc": 67.16, + "time": 127.51280086301267, + "param": [ + { + "p": 0.07177761942148209, + "m": 1.0 + }, + { + "p": 0.04426727071404457, + "m": 1.0 + }, + { + "p": 0.059925150126218796, + "m": 1.0 + }, + { + "p": 0.030408665537834167, + "m": 1.0 + }, + { + "p": 0.05221031978726387, + "m": 1.0 + }, + { + "p": 0.0716019868850708, + "m": 1.0 + }, + { + "p": 0.0564144104719162, + "m": 1.0 + }, + { + "p": 0.07062698900699615, + "m": 1.0 + }, + { + "p": 0.04721707105636597, + "m": 1.0 + }, + { + "p": 0.05044021084904671, + "m": 1.0 + }, + { + "p": 0.07564398646354675, + "m": 1.0 + }, + { + "p": 0.050337303429841995, + "m": 1.0 + }, + { + "p": 0.07752764970064163, + "m": 1.0 + }, + { + "p": 0.038687802851200104, + "m": 1.0 + }, + { + "p": 0.06606670469045639, + "m": 1.0 + }, + { + "p": 0.04926997795701027, + "m": 1.0 + }, + { + "p": 0.044432513415813446, + "m": 1.0 + }, + { + "p": 0.043144386261701584, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4983935356140137, + "val_loss": 1.0334914922714233, + "acc": 65.55, + "time": 136.54335753398482, + "param": [ + { + "p": 0.056797515600919724, + "m": 1.0 + }, + { + "p": 0.04105270281434059, + "m": 1.0 + }, + { + "p": 0.05441584065556526, + "m": 1.0 + }, + { + "p": 0.056422241032123566, + "m": 1.0 + }, + { + "p": 0.04605264961719513, + "m": 1.0 + }, + { + "p": 0.0645705983042717, + "m": 1.0 + }, + { + "p": 0.07729730755090714, + "m": 1.0 + }, + { + "p": 0.05257416516542435, + "m": 1.0 + }, + { + "p": 0.06297262758016586, + "m": 1.0 + }, + { + "p": 0.0587589293718338, + "m": 1.0 + }, + { + "p": 0.07990812510251999, + "m": 1.0 + }, + { + "p": 0.062107522040605545, + "m": 1.0 + }, + { + "p": 0.07045967876911163, + "m": 1.0 + }, + { + "p": 0.0446586087346077, + "m": 1.0 + }, + { + "p": 0.05489281192421913, + "m": 1.0 + }, + { + "p": 0.0549905002117157, + "m": 1.0 + }, + { + "p": 0.03919212892651558, + "m": 1.0 + }, + { + "p": 0.022875968366861343, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.4959017038345337, + "val_loss": 0.9057368040084839, + "acc": 67.11, + "time": 122.85852300596889, + "param": [ + { + "p": 0.06504718214273453, + "m": 1.0 + }, + { + "p": 0.04553361237049103, + "m": 1.0 + }, + { + "p": 0.06477276235818863, + "m": 1.0 + }, + { + "p": 0.04161586984992027, + "m": 1.0 + }, + { + "p": 0.0719134509563446, + "m": 1.0 + }, + { + "p": 0.07360565662384033, + "m": 1.0 + }, + { + "p": 0.057882875204086304, + "m": 1.0 + }, + { + "p": 0.06504356116056442, + "m": 1.0 + }, + { + "p": 0.07693327963352203, + "m": 1.0 + }, + { + "p": 0.050138335675001144, + "m": 1.0 + }, + { + "p": 0.0615677684545517, + "m": 1.0 + }, + { + "p": 0.06915129721164703, + "m": 1.0 + }, + { + "p": 0.04960178956389427, + "m": 1.0 + }, + { + "p": 0.02364533580839634, + "m": 1.0 + }, + { + "p": 0.06687603145837784, + "m": 1.0 + }, + { + "p": 0.06718923151493073, + "m": 1.0 + }, + { + "p": 0.02809373289346695, + "m": 1.0 + }, + { + "p": 0.02138829603791237, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2636620998382568, + "val_loss": 0.916022539138794, + "acc": 65.89, + "time": 127.02446241502184, + "param": [ + { + "p": 0.052293065935373306, + "m": 1.0 + }, + { + "p": 0.04731401801109314, + "m": 1.0 + }, + { + "p": 0.06573282927274704, + "m": 1.0 + }, + { + "p": 0.06396705657243729, + "m": 1.0 + }, + { + "p": 0.0518244206905365, + "m": 1.0 + }, + { + "p": 0.04893629252910614, + "m": 1.0 + }, + { + "p": 0.0620061494410038, + "m": 1.0 + }, + { + "p": 0.048405371606349945, + "m": 1.0 + }, + { + "p": 0.05622449889779091, + "m": 1.0 + }, + { + "p": 0.04869277402758598, + "m": 1.0 + }, + { + "p": 0.06900171935558319, + "m": 1.0 + }, + { + "p": 0.06798111647367477, + "m": 1.0 + }, + { + "p": 0.055226415395736694, + "m": 1.0 + }, + { + "p": 0.048922304064035416, + "m": 1.0 + }, + { + "p": 0.06336458772420883, + "m": 1.0 + }, + { + "p": 0.04477238282561302, + "m": 1.0 + }, + { + "p": 0.05232100933790207, + "m": 1.0 + }, + { + "p": 0.0530138798058033, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.5015374422073364, + "val_loss": 0.9440025091171265, + "acc": 67.36, + "time": 137.1793562999228, + "param": [ + { + "p": 0.049809906631708145, + "m": 1.0 + }, + { + "p": 0.06534464657306671, + "m": 1.0 + }, + { + "p": 0.049646418541669846, + "m": 1.0 + }, + { + "p": 0.030622810125350952, + "m": 1.0 + }, + { + "p": 0.031910642981529236, + "m": 1.0 + }, + { + "p": 0.06639111042022705, + "m": 1.0 + }, + { + "p": 0.04531519487500191, + "m": 1.0 + }, + { + "p": 0.06579498946666718, + "m": 1.0 + }, + { + "p": 0.08695942908525467, + "m": 1.0 + }, + { + "p": 0.03824646398425102, + "m": 1.0 + }, + { + "p": 0.08224006742238998, + "m": 1.0 + }, + { + "p": 0.06019701436161995, + "m": 1.0 + }, + { + "p": 0.05365104600787163, + "m": 1.0 + }, + { + "p": 0.04831184446811676, + "m": 1.0 + }, + { + "p": 0.07760767638683319, + "m": 1.0 + }, + { + "p": 0.07567491382360458, + "m": 1.0 + }, + { + "p": 0.02950793132185936, + "m": 1.0 + }, + { + "p": 0.04276793450117111, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4930659532546997, + "val_loss": 0.9749796390533447, + "acc": 67.09, + "time": 132.44512809696607, + "param": [ + { + "p": 0.06615420430898666, + "m": 1.0 + }, + { + "p": 0.07050703465938568, + "m": 1.0 + }, + { + "p": 0.07968369871377945, + "m": 1.0 + }, + { + "p": 0.06781909614801407, + "m": 1.0 + }, + { + "p": 0.05114050209522247, + "m": 1.0 + }, + { + "p": 0.05545148253440857, + "m": 1.0 + }, + { + "p": 0.041601575911045074, + "m": 1.0 + }, + { + "p": 0.05717390403151512, + "m": 1.0 + }, + { + "p": 0.05620903521776199, + "m": 1.0 + }, + { + "p": 0.046328552067279816, + "m": 1.0 + }, + { + "p": 0.04294760525226593, + "m": 1.0 + }, + { + "p": 0.058777790516614914, + "m": 1.0 + }, + { + "p": 0.04775593802332878, + "m": 1.0 + }, + { + "p": 0.049363140016794205, + "m": 1.0 + }, + { + "p": 0.04460179805755615, + "m": 1.0 + }, + { + "p": 0.0546640083193779, + "m": 1.0 + }, + { + "p": 0.06341809779405594, + "m": 1.0 + }, + { + "p": 0.046402569860219955, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.5205121040344238, + "val_loss": 0.970665693283081, + "acc": 66.88, + "time": 139.28280418098439, + "param": [ + { + "p": 0.06516442447900772, + "m": 1.0 + }, + { + "p": 0.055278412997722626, + "m": 1.0 + }, + { + "p": 0.05675981566309929, + "m": 1.0 + }, + { + "p": 0.06143933907151222, + "m": 1.0 + }, + { + "p": 0.05332242324948311, + "m": 1.0 + }, + { + "p": 0.04480905830860138, + "m": 1.0 + }, + { + "p": 0.04812934622168541, + "m": 1.0 + }, + { + "p": 0.0696914792060852, + "m": 1.0 + }, + { + "p": 0.04829307645559311, + "m": 1.0 + }, + { + "p": 0.0663890391588211, + "m": 1.0 + }, + { + "p": 0.06698167324066162, + "m": 1.0 + }, + { + "p": 0.03927391394972801, + "m": 1.0 + }, + { + "p": 0.06002938002347946, + "m": 1.0 + }, + { + "p": 0.0662149116396904, + "m": 1.0 + }, + { + "p": 0.06515300273895264, + "m": 1.0 + }, + { + "p": 0.05800997465848923, + "m": 1.0 + }, + { + "p": 0.039655376225709915, + "m": 1.0 + }, + { + "p": 0.03540530800819397, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.49209463596344, + "val_loss": 0.9356167316436768, + "acc": 68.1, + "time": 134.41166070196778, + "param": [ + { + "p": 0.04663284122943878, + "m": 1.0 + }, + { + "p": 0.06284541636705399, + "m": 1.0 + }, + { + "p": 0.06749224662780762, + "m": 1.0 + }, + { + "p": 0.0483490452170372, + "m": 1.0 + }, + { + "p": 0.0641930028796196, + "m": 1.0 + }, + { + "p": 0.04941767454147339, + "m": 1.0 + }, + { + "p": 0.04982234910130501, + "m": 1.0 + }, + { + "p": 0.06604126840829849, + "m": 1.0 + }, + { + "p": 0.06312655657529831, + "m": 1.0 + }, + { + "p": 0.05314747244119644, + "m": 1.0 + }, + { + "p": 0.07626640051603317, + "m": 1.0 + }, + { + "p": 0.06050310656428337, + "m": 1.0 + }, + { + "p": 0.06912039965391159, + "m": 1.0 + }, + { + "p": 0.025640785694122314, + "m": 1.0 + }, + { + "p": 0.0613301582634449, + "m": 1.0 + }, + { + "p": 0.044921159744262695, + "m": 1.0 + }, + { + "p": 0.03570146486163139, + "m": 1.0 + }, + { + "p": 0.05544847995042801, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.525267243385315, + "val_loss": 0.8823093771934509, + "acc": 66.86, + "time": 136.1354565010406, + "param": [ + { + "p": 0.07324575632810593, + "m": 1.0 + }, + { + "p": 0.045876987278461456, + "m": 1.0 + }, + { + "p": 0.05672566220164299, + "m": 1.0 + }, + { + "p": 0.05675220116972923, + "m": 1.0 + }, + { + "p": 0.0069773937575519085, + "m": 1.0 + }, + { + "p": 0.028289617970585823, + "m": 1.0 + }, + { + "p": 0.06048069894313812, + "m": 1.0 + }, + { + "p": 0.053395334631204605, + "m": 1.0 + }, + { + "p": 0.07520536333322525, + "m": 1.0 + }, + { + "p": 0.05049733817577362, + "m": 1.0 + }, + { + "p": 0.07657802850008011, + "m": 1.0 + }, + { + "p": 0.069394052028656, + "m": 1.0 + }, + { + "p": 0.05656316876411438, + "m": 1.0 + }, + { + "p": 0.058109186589717865, + "m": 1.0 + }, + { + "p": 0.04991532862186432, + "m": 1.0 + }, + { + "p": 0.05080421641469002, + "m": 1.0 + }, + { + "p": 0.04203340411186218, + "m": 1.0 + }, + { + "p": 0.08915627747774124, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.5712443590164185, + "val_loss": 0.9570193290710449, + "acc": 66.75, + "time": 135.39210375898983, + "param": [ + { + "p": 0.08002074062824249, + "m": 1.0 + }, + { + "p": 0.037619415670633316, + "m": 1.0 + }, + { + "p": 0.0770161896944046, + "m": 1.0 + }, + { + "p": 0.036179039627313614, + "m": 1.0 + }, + { + "p": 0.05734120309352875, + "m": 1.0 + }, + { + "p": 0.045134566724300385, + "m": 1.0 + }, + { + "p": 0.06667910516262054, + "m": 1.0 + }, + { + "p": 0.05654844641685486, + "m": 1.0 + }, + { + "p": 0.05144865810871124, + "m": 1.0 + }, + { + "p": 0.05100611224770546, + "m": 1.0 + }, + { + "p": 0.0561322458088398, + "m": 1.0 + }, + { + "p": 0.08182651549577713, + "m": 1.0 + }, + { + "p": 0.05001064017415047, + "m": 1.0 + }, + { + "p": 0.034210409969091415, + "m": 1.0 + }, + { + "p": 0.04882771894335747, + "m": 1.0 + }, + { + "p": 0.09168742597103119, + "m": 1.0 + }, + { + "p": 0.03219951316714287, + "m": 1.0 + }, + { + "p": 0.04611203074455261, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.5297619104385376, + "val_loss": 0.9207013845443726, + "acc": 67.93, + "time": 123.27978385402821, + "param": [ + { + "p": 0.07759296894073486, + "m": 1.0 + }, + { + "p": 0.05377250537276268, + "m": 1.0 + }, + { + "p": 0.05612289905548096, + "m": 1.0 + }, + { + "p": 0.048017095774412155, + "m": 1.0 + }, + { + "p": 0.06709785014390945, + "m": 1.0 + }, + { + "p": 0.06075151264667511, + "m": 1.0 + }, + { + "p": 0.07524994015693665, + "m": 1.0 + }, + { + "p": 0.060969602316617966, + "m": 1.0 + }, + { + "p": 0.05639678239822388, + "m": 1.0 + }, + { + "p": 0.064674012362957, + "m": 1.0 + }, + { + "p": 0.053081102669239044, + "m": 1.0 + }, + { + "p": 0.05311177670955658, + "m": 1.0 + }, + { + "p": 0.06762710958719254, + "m": 1.0 + }, + { + "p": 0.034939296543598175, + "m": 1.0 + }, + { + "p": 0.042875129729509354, + "m": 1.0 + }, + { + "p": 0.06270231306552887, + "m": 1.0 + }, + { + "p": 0.025757260620594025, + "m": 1.0 + }, + { + "p": 0.03926081582903862, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3297730684280396, + "val_loss": 0.8627332448959351, + "acc": 68.28, + "time": 122.99204035301227, + "param": [ + { + "p": 0.08399012684822083, + "m": 1.0 + }, + { + "p": 0.028547892346978188, + "m": 1.0 + }, + { + "p": 0.048393093049526215, + "m": 1.0 + }, + { + "p": 0.04662950336933136, + "m": 1.0 + }, + { + "p": 0.041120745241642, + "m": 1.0 + }, + { + "p": 0.049847785383462906, + "m": 1.0 + }, + { + "p": 0.04927878826856613, + "m": 1.0 + }, + { + "p": 0.06332029402256012, + "m": 1.0 + }, + { + "p": 0.07502465695142746, + "m": 1.0 + }, + { + "p": 0.0758318156003952, + "m": 1.0 + }, + { + "p": 0.07130909711122513, + "m": 1.0 + }, + { + "p": 0.06498286128044128, + "m": 1.0 + }, + { + "p": 0.05351173132658005, + "m": 1.0 + }, + { + "p": 0.05166783928871155, + "m": 1.0 + }, + { + "p": 0.05612975358963013, + "m": 1.0 + }, + { + "p": 0.04800243303179741, + "m": 1.0 + }, + { + "p": 0.05406467244029045, + "m": 1.0 + }, + { + "p": 0.03834681957960129, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.6303657293319702, + "val_loss": 0.9061518311500549, + "acc": 67.45, + "time": 134.25820203195326, + "param": [ + { + "p": 0.07634763419628143, + "m": 1.0 + }, + { + "p": 0.04937264695763588, + "m": 1.0 + }, + { + "p": 0.06070705130696297, + "m": 1.0 + }, + { + "p": 0.05278809368610382, + "m": 1.0 + }, + { + "p": 0.0491756834089756, + "m": 1.0 + }, + { + "p": 0.061696283519268036, + "m": 1.0 + }, + { + "p": 0.0677364245057106, + "m": 1.0 + }, + { + "p": 0.06077684089541435, + "m": 1.0 + }, + { + "p": 0.059436213225126266, + "m": 1.0 + }, + { + "p": 0.05966045707464218, + "m": 1.0 + }, + { + "p": 0.050120409578084946, + "m": 1.0 + }, + { + "p": 0.05486307665705681, + "m": 1.0 + }, + { + "p": 0.0648958683013916, + "m": 1.0 + }, + { + "p": 0.04009063169360161, + "m": 1.0 + }, + { + "p": 0.044316425919532776, + "m": 1.0 + }, + { + "p": 0.06197284534573555, + "m": 1.0 + }, + { + "p": 0.039301495999097824, + "m": 1.0 + }, + { + "p": 0.046741876751184464, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.3059643507003784, + "val_loss": 0.9750660061836243, + "acc": 67.37, + "time": 126.3258674829267, + "param": [ + { + "p": 0.04397754743695259, + "m": 1.0 + }, + { + "p": 0.045643504709005356, + "m": 1.0 + }, + { + "p": 0.05464193969964981, + "m": 1.0 + }, + { + "p": 0.04383767023682594, + "m": 1.0 + }, + { + "p": 0.05283258110284805, + "m": 1.0 + }, + { + "p": 0.04598750174045563, + "m": 1.0 + }, + { + "p": 0.0797688215970993, + "m": 1.0 + }, + { + "p": 0.040329981595277786, + "m": 1.0 + }, + { + "p": 0.06272540241479874, + "m": 1.0 + }, + { + "p": 0.05926653742790222, + "m": 1.0 + }, + { + "p": 0.085854671895504, + "m": 1.0 + }, + { + "p": 0.06179090589284897, + "m": 1.0 + }, + { + "p": 0.072469562292099, + "m": 1.0 + }, + { + "p": 0.0657825693488121, + "m": 1.0 + }, + { + "p": 0.05093950033187866, + "m": 1.0 + }, + { + "p": 0.054780956357717514, + "m": 1.0 + }, + { + "p": 0.06299730390310287, + "m": 1.0 + }, + { + "p": 0.01637307181954384, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3756228685379028, + "val_loss": 0.9589945673942566, + "acc": 67.64, + "time": 130.94075120298658, + "param": [ + { + "p": 0.05564920976758003, + "m": 1.0 + }, + { + "p": 0.07064932584762573, + "m": 1.0 + }, + { + "p": 0.05530611425638199, + "m": 1.0 + }, + { + "p": 0.037250153720378876, + "m": 1.0 + }, + { + "p": 0.06694736331701279, + "m": 1.0 + }, + { + "p": 0.05579554662108421, + "m": 1.0 + }, + { + "p": 0.05202610418200493, + "m": 1.0 + }, + { + "p": 0.049681663513183594, + "m": 1.0 + }, + { + "p": 0.04402320086956024, + "m": 1.0 + }, + { + "p": 0.05455034598708153, + "m": 1.0 + }, + { + "p": 0.08122800290584564, + "m": 1.0 + }, + { + "p": 0.057825520634651184, + "m": 1.0 + }, + { + "p": 0.06807398051023483, + "m": 1.0 + }, + { + "p": 0.05475539341568947, + "m": 1.0 + }, + { + "p": 0.045088768005371094, + "m": 1.0 + }, + { + "p": 0.06056641787290573, + "m": 1.0 + }, + { + "p": 0.04016844555735588, + "m": 1.0 + }, + { + "p": 0.05041440576314926, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.4301577806472778, + "val_loss": 0.9886369109153748, + "acc": 67.26, + "time": 125.82986210903618, + "param": [ + { + "p": 0.062443673610687256, + "m": 1.0 + }, + { + "p": 0.04187627509236336, + "m": 1.0 + }, + { + "p": 0.06659186631441116, + "m": 1.0 + }, + { + "p": 0.05500063672661781, + "m": 1.0 + }, + { + "p": 0.03980645164847374, + "m": 1.0 + }, + { + "p": 0.05360661447048187, + "m": 1.0 + }, + { + "p": 0.06997163593769073, + "m": 1.0 + }, + { + "p": 0.04832959920167923, + "m": 1.0 + }, + { + "p": 0.0666736289858818, + "m": 1.0 + }, + { + "p": 0.06312596052885056, + "m": 1.0 + }, + { + "p": 0.06866079568862915, + "m": 1.0 + }, + { + "p": 0.0725669339299202, + "m": 1.0 + }, + { + "p": 0.05676478520035744, + "m": 1.0 + }, + { + "p": 0.03088456392288208, + "m": 1.0 + }, + { + "p": 0.05140460655093193, + "m": 1.0 + }, + { + "p": 0.05183802917599678, + "m": 1.0 + }, + { + "p": 0.047808513045310974, + "m": 1.0 + }, + { + "p": 0.05264544486999512, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2896125316619873, + "val_loss": 0.8223899006843567, + "acc": 68.33, + "time": 140.38024143502116, + "param": [ + { + "p": 0.0869244635105133, + "m": 1.0 + }, + { + "p": 0.042640913277864456, + "m": 1.0 + }, + { + "p": 0.05901804193854332, + "m": 1.0 + }, + { + "p": 0.05894291773438454, + "m": 1.0 + }, + { + "p": 0.03615422174334526, + "m": 1.0 + }, + { + "p": 0.03625374287366867, + "m": 1.0 + }, + { + "p": 0.05521848425269127, + "m": 1.0 + }, + { + "p": 0.04471329599618912, + "m": 1.0 + }, + { + "p": 0.07361956685781479, + "m": 1.0 + }, + { + "p": 0.0862351506948471, + "m": 1.0 + }, + { + "p": 0.057898711413145065, + "m": 1.0 + }, + { + "p": 0.06259149312973022, + "m": 1.0 + }, + { + "p": 0.04837736487388611, + "m": 1.0 + }, + { + "p": 0.038149185478687286, + "m": 1.0 + }, + { + "p": 0.06392570585012436, + "m": 1.0 + }, + { + "p": 0.05857142060995102, + "m": 1.0 + }, + { + "p": 0.03946429118514061, + "m": 1.0 + }, + { + "p": 0.05130106583237648, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.4980469942092896, + "val_loss": 0.8126801252365112, + "acc": 67.86, + "time": 135.94335669500288, + "param": [ + { + "p": 0.055324677377939224, + "m": 1.0 + }, + { + "p": 0.04270613566040993, + "m": 1.0 + }, + { + "p": 0.06686926633119583, + "m": 1.0 + }, + { + "p": 0.056148916482925415, + "m": 1.0 + }, + { + "p": 0.06610985845327377, + "m": 1.0 + }, + { + "p": 0.04736150801181793, + "m": 1.0 + }, + { + "p": 0.053044214844703674, + "m": 1.0 + }, + { + "p": 0.047877293080091476, + "m": 1.0 + }, + { + "p": 0.05154288187623024, + "m": 1.0 + }, + { + "p": 0.07326645404100418, + "m": 1.0 + }, + { + "p": 0.06381017714738846, + "m": 1.0 + }, + { + "p": 0.07622117549180984, + "m": 1.0 + }, + { + "p": 0.05216188728809357, + "m": 1.0 + }, + { + "p": 0.034729283303022385, + "m": 1.0 + }, + { + "p": 0.0571339949965477, + "m": 1.0 + }, + { + "p": 0.04589085280895233, + "m": 1.0 + }, + { + "p": 0.055059656500816345, + "m": 1.0 + }, + { + "p": 0.05474181845784187, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.4247442483901978, + "val_loss": 0.977928876876831, + "acc": 68.41, + "time": 144.98383331205696, + "param": [ + { + "p": 0.0590067021548748, + "m": 1.0 + }, + { + "p": 0.054653242230415344, + "m": 1.0 + }, + { + "p": 0.06625837087631226, + "m": 1.0 + }, + { + "p": 0.05533897131681442, + "m": 1.0 + }, + { + "p": 0.051529668271541595, + "m": 1.0 + }, + { + "p": 0.05221354588866234, + "m": 1.0 + }, + { + "p": 0.06477497518062592, + "m": 1.0 + }, + { + "p": 0.05011560395359993, + "m": 1.0 + }, + { + "p": 0.053936105221509933, + "m": 1.0 + }, + { + "p": 0.05004263296723366, + "m": 1.0 + }, + { + "p": 0.06679399311542511, + "m": 1.0 + }, + { + "p": 0.06165485456585884, + "m": 1.0 + }, + { + "p": 0.07714983075857162, + "m": 1.0 + }, + { + "p": 0.04528053104877472, + "m": 1.0 + }, + { + "p": 0.06216396763920784, + "m": 1.0 + }, + { + "p": 0.059564247727394104, + "m": 1.0 + }, + { + "p": 0.038530658930540085, + "m": 1.0 + }, + { + "p": 0.030992023646831512, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3071770668029785, + "val_loss": 0.8388528823852539, + "acc": 68.14, + "time": 127.99624703405425, + "param": [ + { + "p": 0.07602404057979584, + "m": 1.0 + }, + { + "p": 0.055131956934928894, + "m": 1.0 + }, + { + "p": 0.05385427549481392, + "m": 1.0 + }, + { + "p": 0.06645286828279495, + "m": 1.0 + }, + { + "p": 0.05118892341852188, + "m": 1.0 + }, + { + "p": 0.03792742267251015, + "m": 1.0 + }, + { + "p": 0.05001808702945709, + "m": 1.0 + }, + { + "p": 0.06529419869184494, + "m": 1.0 + }, + { + "p": 0.0714447945356369, + "m": 1.0 + }, + { + "p": 0.053860507905483246, + "m": 1.0 + }, + { + "p": 0.0638238713145256, + "m": 1.0 + }, + { + "p": 0.057595495134592056, + "m": 1.0 + }, + { + "p": 0.0497591570019722, + "m": 1.0 + }, + { + "p": 0.0339043103158474, + "m": 1.0 + }, + { + "p": 0.04979010298848152, + "m": 1.0 + }, + { + "p": 0.07783129811286926, + "m": 1.0 + }, + { + "p": 0.03397064283490181, + "m": 1.0 + }, + { + "p": 0.052128035575151443, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3909449577331543, + "val_loss": 0.8977596759796143, + "acc": 68.86, + "time": 125.41987811902072, + "param": [ + { + "p": 0.06018420308828354, + "m": 1.0 + }, + { + "p": 0.037584494799375534, + "m": 1.0 + }, + { + "p": 0.06180709972977638, + "m": 1.0 + }, + { + "p": 0.05949964374303818, + "m": 1.0 + }, + { + "p": 0.05752241984009743, + "m": 1.0 + }, + { + "p": 0.05061861127614975, + "m": 1.0 + }, + { + "p": 0.0567573718726635, + "m": 1.0 + }, + { + "p": 0.06541551649570465, + "m": 1.0 + }, + { + "p": 0.06324662268161774, + "m": 1.0 + }, + { + "p": 0.06296011805534363, + "m": 1.0 + }, + { + "p": 0.05016833171248436, + "m": 1.0 + }, + { + "p": 0.06917865574359894, + "m": 1.0 + }, + { + "p": 0.0507054328918457, + "m": 1.0 + }, + { + "p": 0.044816408306360245, + "m": 1.0 + }, + { + "p": 0.05912582948803902, + "m": 1.0 + }, + { + "p": 0.05466386675834656, + "m": 1.0 + }, + { + "p": 0.048286791890859604, + "m": 1.0 + }, + { + "p": 0.047458622604608536, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3849780559539795, + "val_loss": 0.9393149614334106, + "acc": 68.89, + "time": 129.77774611103814, + "param": [ + { + "p": 0.06430286914110184, + "m": 1.0 + }, + { + "p": 0.05045131593942642, + "m": 1.0 + }, + { + "p": 0.0584418810904026, + "m": 1.0 + }, + { + "p": 0.047717638313770294, + "m": 1.0 + }, + { + "p": 0.038979578763246536, + "m": 1.0 + }, + { + "p": 0.04901804402470589, + "m": 1.0 + }, + { + "p": 0.05048532783985138, + "m": 1.0 + }, + { + "p": 0.06496261805295944, + "m": 1.0 + }, + { + "p": 0.0679071769118309, + "m": 1.0 + }, + { + "p": 0.04442441463470459, + "m": 1.0 + }, + { + "p": 0.08520974963903427, + "m": 1.0 + }, + { + "p": 0.0521007776260376, + "m": 1.0 + }, + { + "p": 0.06172798201441765, + "m": 1.0 + }, + { + "p": 0.04118572548031807, + "m": 1.0 + }, + { + "p": 0.0651354044675827, + "m": 1.0 + }, + { + "p": 0.042453426867723465, + "m": 1.0 + }, + { + "p": 0.047999463975429535, + "m": 1.0 + }, + { + "p": 0.06749659031629562, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2664467096328735, + "val_loss": 0.9705337285995483, + "acc": 66.99, + "time": 148.12963783706073, + "param": [ + { + "p": 0.0524616464972496, + "m": 1.0 + }, + { + "p": 0.039488811045885086, + "m": 1.0 + }, + { + "p": 0.06591705977916718, + "m": 1.0 + }, + { + "p": 0.05220111832022667, + "m": 1.0 + }, + { + "p": 0.06439986079931259, + "m": 1.0 + }, + { + "p": 0.0533134900033474, + "m": 1.0 + }, + { + "p": 0.05885560065507889, + "m": 1.0 + }, + { + "p": 0.06762263923883438, + "m": 1.0 + }, + { + "p": 0.0463109128177166, + "m": 1.0 + }, + { + "p": 0.05944957956671715, + "m": 1.0 + }, + { + "p": 0.06542683392763138, + "m": 1.0 + }, + { + "p": 0.05896316096186638, + "m": 1.0 + }, + { + "p": 0.06027112901210785, + "m": 1.0 + }, + { + "p": 0.04800119251012802, + "m": 1.0 + }, + { + "p": 0.06193055957555771, + "m": 1.0 + }, + { + "p": 0.06889060884714127, + "m": 1.0 + }, + { + "p": 0.035661108791828156, + "m": 1.0 + }, + { + "p": 0.04083472117781639, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.4779990911483765, + "val_loss": 0.9435548186302185, + "acc": 69.44, + "time": 124.4787129019387, + "param": [ + { + "p": 0.059239111840724945, + "m": 1.0 + }, + { + "p": 0.03613108769059181, + "m": 1.0 + }, + { + "p": 0.08114522695541382, + "m": 1.0 + }, + { + "p": 0.029497826471924782, + "m": 1.0 + }, + { + "p": 0.07559262216091156, + "m": 1.0 + }, + { + "p": 0.03887532278895378, + "m": 1.0 + }, + { + "p": 0.041431985795497894, + "m": 1.0 + }, + { + "p": 0.059955865144729614, + "m": 1.0 + }, + { + "p": 0.04320496693253517, + "m": 1.0 + }, + { + "p": 0.05701861158013344, + "m": 1.0 + }, + { + "p": 0.06431879103183746, + "m": 1.0 + }, + { + "p": 0.08344227820634842, + "m": 1.0 + }, + { + "p": 0.080831378698349, + "m": 1.0 + }, + { + "p": 0.049730416387319565, + "m": 1.0 + }, + { + "p": 0.07241213321685791, + "m": 1.0 + }, + { + "p": 0.06388607621192932, + "m": 1.0 + }, + { + "p": 0.01853332296013832, + "m": 1.0 + }, + { + "p": 0.04475293308496475, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1621274948120117, + "val_loss": 0.7849366068840027, + "acc": 69.81, + "time": 133.35439650609624, + "param": [ + { + "p": 0.0562780499458313, + "m": 1.0 + }, + { + "p": 0.05079716816544533, + "m": 1.0 + }, + { + "p": 0.06044011935591698, + "m": 1.0 + }, + { + "p": 0.06456218659877777, + "m": 1.0 + }, + { + "p": 0.047547597438097, + "m": 1.0 + }, + { + "p": 0.027172932401299477, + "m": 1.0 + }, + { + "p": 0.08262012153863907, + "m": 1.0 + }, + { + "p": 0.045005913823843, + "m": 1.0 + }, + { + "p": 0.07828152924776077, + "m": 1.0 + }, + { + "p": 0.05143310874700546, + "m": 1.0 + }, + { + "p": 0.04448874667286873, + "m": 1.0 + }, + { + "p": 0.06963780522346497, + "m": 1.0 + }, + { + "p": 0.07521657645702362, + "m": 1.0 + }, + { + "p": 0.027309978380799294, + "m": 1.0 + }, + { + "p": 0.06535752862691879, + "m": 1.0 + }, + { + "p": 0.0562843456864357, + "m": 1.0 + }, + { + "p": 0.05056481063365936, + "m": 1.0 + }, + { + "p": 0.04700158163905144, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1864068508148193, + "val_loss": 1.069324016571045, + "acc": 68.12, + "time": 145.64341382705607, + "param": [ + { + "p": 0.07533951848745346, + "m": 1.0 + }, + { + "p": 0.021069539710879326, + "m": 1.0 + }, + { + "p": 0.08140883594751358, + "m": 1.0 + }, + { + "p": 0.05001945421099663, + "m": 1.0 + }, + { + "p": 0.06627697497606277, + "m": 1.0 + }, + { + "p": 0.03169417753815651, + "m": 1.0 + }, + { + "p": 0.035791974514722824, + "m": 1.0 + }, + { + "p": 0.05135082080960274, + "m": 1.0 + }, + { + "p": 0.058094464242458344, + "m": 1.0 + }, + { + "p": 0.06752489507198334, + "m": 1.0 + }, + { + "p": 0.06605253368616104, + "m": 1.0 + }, + { + "p": 0.10655254125595093, + "m": 1.0 + }, + { + "p": 0.06705386936664581, + "m": 1.0 + }, + { + "p": 0.0652255266904831, + "m": 1.0 + }, + { + "p": 0.06120627373456955, + "m": 1.0 + }, + { + "p": 0.056493129581213, + "m": 1.0 + }, + { + "p": 0.03630976751446724, + "m": 1.0 + }, + { + "p": 0.002535667736083269, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.3096596002578735, + "val_loss": 0.897223711013794, + "acc": 70.12, + "time": 131.002599510015, + "param": [ + { + "p": 0.053116846829652786, + "m": 1.0 + }, + { + "p": 0.04040773957967758, + "m": 1.0 + }, + { + "p": 0.0522298589348793, + "m": 1.0 + }, + { + "p": 0.05415645241737366, + "m": 1.0 + }, + { + "p": 0.05308573320508003, + "m": 1.0 + }, + { + "p": 0.0472305528819561, + "m": 1.0 + }, + { + "p": 0.036405377089977264, + "m": 1.0 + }, + { + "p": 0.06499506533145905, + "m": 1.0 + }, + { + "p": 0.058015551418066025, + "m": 1.0 + }, + { + "p": 0.029699627310037613, + "m": 1.0 + }, + { + "p": 0.05163945257663727, + "m": 1.0 + }, + { + "p": 0.07412751019001007, + "m": 1.0 + }, + { + "p": 0.07914567738771439, + "m": 1.0 + }, + { + "p": 0.044516608119010925, + "m": 1.0 + }, + { + "p": 0.069290891289711, + "m": 1.0 + }, + { + "p": 0.07236769795417786, + "m": 1.0 + }, + { + "p": 0.05735863000154495, + "m": 1.0 + }, + { + "p": 0.062210626900196075, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3573652505874634, + "val_loss": 0.9733585715293884, + "acc": 69.82, + "time": 144.56960334605537, + "param": [ + { + "p": 0.07797623425722122, + "m": 1.0 + }, + { + "p": 0.061007145792245865, + "m": 1.0 + }, + { + "p": 0.05810733512043953, + "m": 1.0 + }, + { + "p": 0.051897674798965454, + "m": 1.0 + }, + { + "p": 0.03320574387907982, + "m": 1.0 + }, + { + "p": 0.06766170263290405, + "m": 1.0 + }, + { + "p": 0.05554133281111717, + "m": 1.0 + }, + { + "p": 0.055576976388692856, + "m": 1.0 + }, + { + "p": 0.05116923525929451, + "m": 1.0 + }, + { + "p": 0.05885110795497894, + "m": 1.0 + }, + { + "p": 0.04918048530817032, + "m": 1.0 + }, + { + "p": 0.05078188702464104, + "m": 1.0 + }, + { + "p": 0.05580345168709755, + "m": 1.0 + }, + { + "p": 0.06565110385417938, + "m": 1.0 + }, + { + "p": 0.05686035007238388, + "m": 1.0 + }, + { + "p": 0.07416929304599762, + "m": 1.0 + }, + { + "p": 0.020467521622776985, + "m": 1.0 + }, + { + "p": 0.056091465055942535, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3753530979156494, + "val_loss": 0.8491437435150146, + "acc": 69.47, + "time": 132.808002998936, + "param": [ + { + "p": 0.08874385803937912, + "m": 1.0 + }, + { + "p": 0.03485221415758133, + "m": 1.0 + }, + { + "p": 0.05716824159026146, + "m": 1.0 + }, + { + "p": 0.034652892500162125, + "m": 1.0 + }, + { + "p": 0.03556846082210541, + "m": 1.0 + }, + { + "p": 0.0394216850399971, + "m": 1.0 + }, + { + "p": 0.05964118614792824, + "m": 1.0 + }, + { + "p": 0.05881882458925247, + "m": 1.0 + }, + { + "p": 0.060681700706481934, + "m": 1.0 + }, + { + "p": 0.06868889927864075, + "m": 1.0 + }, + { + "p": 0.0651969164609909, + "m": 1.0 + }, + { + "p": 0.045496635138988495, + "m": 1.0 + }, + { + "p": 0.06881600618362427, + "m": 1.0 + }, + { + "p": 0.06034424901008606, + "m": 1.0 + }, + { + "p": 0.06693769246339798, + "m": 1.0 + }, + { + "p": 0.05203242227435112, + "m": 1.0 + }, + { + "p": 0.04698637127876282, + "m": 1.0 + }, + { + "p": 0.055951669812202454, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.6116329431533813, + "val_loss": 0.8757151365280151, + "acc": 69.39, + "time": 137.53310893499292, + "param": [ + { + "p": 0.054693643003702164, + "m": 1.0 + }, + { + "p": 0.034312814474105835, + "m": 1.0 + }, + { + "p": 0.06858203560113907, + "m": 1.0 + }, + { + "p": 0.05353746935725212, + "m": 1.0 + }, + { + "p": 0.06028146669268608, + "m": 1.0 + }, + { + "p": 0.051543835550546646, + "m": 1.0 + }, + { + "p": 0.07316769659519196, + "m": 1.0 + }, + { + "p": 0.04173382371664047, + "m": 1.0 + }, + { + "p": 0.055768728256225586, + "m": 1.0 + }, + { + "p": 0.06188246235251427, + "m": 1.0 + }, + { + "p": 0.07397879660129547, + "m": 1.0 + }, + { + "p": 0.06860750913619995, + "m": 1.0 + }, + { + "p": 0.05420473590493202, + "m": 1.0 + }, + { + "p": 0.054861634969711304, + "m": 1.0 + }, + { + "p": 0.055168166756629944, + "m": 1.0 + }, + { + "p": 0.03938892111182213, + "m": 1.0 + }, + { + "p": 0.05036965385079384, + "m": 1.0 + }, + { + "p": 0.04791657626628876, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3839160203933716, + "val_loss": 0.8309184908866882, + "acc": 68.89, + "time": 131.13205724, + "param": [ + { + "p": 0.047454699873924255, + "m": 1.0 + }, + { + "p": 0.0389835499227047, + "m": 1.0 + }, + { + "p": 0.06361649930477142, + "m": 1.0 + }, + { + "p": 0.04787299782037735, + "m": 1.0 + }, + { + "p": 0.030034951865673065, + "m": 1.0 + }, + { + "p": 0.06871195137500763, + "m": 1.0 + }, + { + "p": 0.03890736401081085, + "m": 1.0 + }, + { + "p": 0.058032140135765076, + "m": 1.0 + }, + { + "p": 0.07645700871944427, + "m": 1.0 + }, + { + "p": 0.047006476670503616, + "m": 1.0 + }, + { + "p": 0.0801294818520546, + "m": 1.0 + }, + { + "p": 0.07511728256940842, + "m": 1.0 + }, + { + "p": 0.04237157851457596, + "m": 1.0 + }, + { + "p": 0.060918956995010376, + "m": 1.0 + }, + { + "p": 0.07444825768470764, + "m": 1.0 + }, + { + "p": 0.06374216824769974, + "m": 1.0 + }, + { + "p": 0.042665984481573105, + "m": 1.0 + }, + { + "p": 0.04352867230772972, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.4276357889175415, + "val_loss": 0.9006356000900269, + "acc": 69.46, + "time": 140.17828416300472, + "param": [ + { + "p": 0.06668726354837418, + "m": 1.0 + }, + { + "p": 0.0763852521777153, + "m": 1.0 + }, + { + "p": 0.048314280807971954, + "m": 1.0 + }, + { + "p": 0.023434821516275406, + "m": 1.0 + }, + { + "p": 0.03509841486811638, + "m": 1.0 + }, + { + "p": 0.051469266414642334, + "m": 1.0 + }, + { + "p": 0.025235619395971298, + "m": 1.0 + }, + { + "p": 0.05891256406903267, + "m": 1.0 + }, + { + "p": 0.052618324756622314, + "m": 1.0 + }, + { + "p": 0.0769471675157547, + "m": 1.0 + }, + { + "p": 0.06383329629898071, + "m": 1.0 + }, + { + "p": 0.07547187805175781, + "m": 1.0 + }, + { + "p": 0.06370861828327179, + "m": 1.0 + }, + { + "p": 0.04551396891474724, + "m": 1.0 + }, + { + "p": 0.0665426254272461, + "m": 1.0 + }, + { + "p": 0.08288955688476562, + "m": 1.0 + }, + { + "p": 0.045138075947761536, + "m": 1.0 + }, + { + "p": 0.04179895669221878, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.3588308095932007, + "val_loss": 0.9416649341583252, + "acc": 70.05, + "time": 135.75677491701208, + "param": [ + { + "p": 0.05714725703001022, + "m": 1.0 + }, + { + "p": 0.048545483499765396, + "m": 1.0 + }, + { + "p": 0.06388822942972183, + "m": 1.0 + }, + { + "p": 0.04775477200746536, + "m": 1.0 + }, + { + "p": 0.05618014559149742, + "m": 1.0 + }, + { + "p": 0.07720580697059631, + "m": 1.0 + }, + { + "p": 0.07177265733480453, + "m": 1.0 + }, + { + "p": 0.0636543408036232, + "m": 1.0 + }, + { + "p": 0.06990808248519897, + "m": 1.0 + }, + { + "p": 0.04261532053351402, + "m": 1.0 + }, + { + "p": 0.058849919587373734, + "m": 1.0 + }, + { + "p": 0.050847262144088745, + "m": 1.0 + }, + { + "p": 0.048063721507787704, + "m": 1.0 + }, + { + "p": 0.04388787969946861, + "m": 1.0 + }, + { + "p": 0.03479583561420441, + "m": 1.0 + }, + { + "p": 0.05210556462407112, + "m": 1.0 + }, + { + "p": 0.05609006807208061, + "m": 1.0 + }, + { + "p": 0.05668780207633972, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.4981838464736938, + "val_loss": 0.8294177651405334, + "acc": 70.03, + "time": 141.64458039694, + "param": [ + { + "p": 0.06597704440355301, + "m": 1.0 + }, + { + "p": 0.04493582621216774, + "m": 1.0 + }, + { + "p": 0.07207174599170685, + "m": 1.0 + }, + { + "p": 0.05240689590573311, + "m": 1.0 + }, + { + "p": 0.06666785478591919, + "m": 1.0 + }, + { + "p": 0.045476317405700684, + "m": 1.0 + }, + { + "p": 0.04757114127278328, + "m": 1.0 + }, + { + "p": 0.058679454028606415, + "m": 1.0 + }, + { + "p": 0.041373658925294876, + "m": 1.0 + }, + { + "p": 0.057015348225831985, + "m": 1.0 + }, + { + "p": 0.049850672483444214, + "m": 1.0 + }, + { + "p": 0.048312775790691376, + "m": 1.0 + }, + { + "p": 0.06705053895711899, + "m": 1.0 + }, + { + "p": 0.05793982371687889, + "m": 1.0 + }, + { + "p": 0.034421373158693314, + "m": 1.0 + }, + { + "p": 0.06451482325792313, + "m": 1.0 + }, + { + "p": 0.07504685968160629, + "m": 1.0 + }, + { + "p": 0.050687842071056366, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.5063451528549194, + "val_loss": 0.8416159749031067, + "acc": 69.12, + "time": 138.91935926501174, + "param": [ + { + "p": 0.05477325990796089, + "m": 1.0 + }, + { + "p": 0.06478916853666306, + "m": 1.0 + }, + { + "p": 0.0561298206448555, + "m": 1.0 + }, + { + "p": 0.06777425855398178, + "m": 1.0 + }, + { + "p": 0.04304395243525505, + "m": 1.0 + }, + { + "p": 0.025221573188900948, + "m": 1.0 + }, + { + "p": 0.04402400180697441, + "m": 1.0 + }, + { + "p": 0.06512235850095749, + "m": 1.0 + }, + { + "p": 0.0507335364818573, + "m": 1.0 + }, + { + "p": 0.04957187920808792, + "m": 1.0 + }, + { + "p": 0.08405772596597672, + "m": 1.0 + }, + { + "p": 0.06789732724428177, + "m": 1.0 + }, + { + "p": 0.04731867089867592, + "m": 1.0 + }, + { + "p": 0.0610908567905426, + "m": 1.0 + }, + { + "p": 0.06384855508804321, + "m": 1.0 + }, + { + "p": 0.06142117455601692, + "m": 1.0 + }, + { + "p": 0.036666423082351685, + "m": 1.0 + }, + { + "p": 0.05651547759771347, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3264532089233398, + "val_loss": 0.8297807574272156, + "acc": 70.07, + "time": 122.90054637100548, + "param": [ + { + "p": 0.06533245742321014, + "m": 1.0 + }, + { + "p": 0.07109495997428894, + "m": 1.0 + }, + { + "p": 0.058001525700092316, + "m": 1.0 + }, + { + "p": 0.03910275176167488, + "m": 1.0 + }, + { + "p": 0.043833065778017044, + "m": 1.0 + }, + { + "p": 0.05689352750778198, + "m": 1.0 + }, + { + "p": 0.0652804970741272, + "m": 1.0 + }, + { + "p": 0.04065089672803879, + "m": 1.0 + }, + { + "p": 0.05557349696755409, + "m": 1.0 + }, + { + "p": 0.05285101383924484, + "m": 1.0 + }, + { + "p": 0.07221058011054993, + "m": 1.0 + }, + { + "p": 0.07588419318199158, + "m": 1.0 + }, + { + "p": 0.056233931332826614, + "m": 1.0 + }, + { + "p": 0.05230003967881203, + "m": 1.0 + }, + { + "p": 0.0553051196038723, + "m": 1.0 + }, + { + "p": 0.06621791422367096, + "m": 1.0 + }, + { + "p": 0.03185804933309555, + "m": 1.0 + }, + { + "p": 0.04137611389160156, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2884374856948853, + "val_loss": 0.7853920459747314, + "acc": 69.74, + "time": 125.93377933907323, + "param": [ + { + "p": 0.04263400658965111, + "m": 1.0 + }, + { + "p": 0.06336989253759384, + "m": 1.0 + }, + { + "p": 0.05857772380113602, + "m": 1.0 + }, + { + "p": 0.06194383278489113, + "m": 1.0 + }, + { + "p": 0.05819220840930939, + "m": 1.0 + }, + { + "p": 0.048120953142642975, + "m": 1.0 + }, + { + "p": 0.055733826011419296, + "m": 1.0 + }, + { + "p": 0.05739440396428108, + "m": 1.0 + }, + { + "p": 0.06468866020441055, + "m": 1.0 + }, + { + "p": 0.05737987160682678, + "m": 1.0 + }, + { + "p": 0.06036214530467987, + "m": 1.0 + }, + { + "p": 0.057633038610219955, + "m": 1.0 + }, + { + "p": 0.05653046444058418, + "m": 1.0 + }, + { + "p": 0.04139605164527893, + "m": 1.0 + }, + { + "p": 0.0519571416079998, + "m": 1.0 + }, + { + "p": 0.06542275100946426, + "m": 1.0 + }, + { + "p": 0.05072338506579399, + "m": 1.0 + }, + { + "p": 0.04793957248330116, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.285593867301941, + "val_loss": 0.9469588398933411, + "acc": 69.64, + "time": 124.73203176399693, + "param": [ + { + "p": 0.0598374679684639, + "m": 1.0 + }, + { + "p": 0.04675218090415001, + "m": 1.0 + }, + { + "p": 0.04102587699890137, + "m": 1.0 + }, + { + "p": 0.05135102942585945, + "m": 1.0 + }, + { + "p": 0.058654896914958954, + "m": 1.0 + }, + { + "p": 0.06759758293628693, + "m": 1.0 + }, + { + "p": 0.035534217953681946, + "m": 1.0 + }, + { + "p": 0.06466615945100784, + "m": 1.0 + }, + { + "p": 0.04443379119038582, + "m": 1.0 + }, + { + "p": 0.0816943347454071, + "m": 1.0 + }, + { + "p": 0.06634554266929626, + "m": 1.0 + }, + { + "p": 0.06941177695989609, + "m": 1.0 + }, + { + "p": 0.04653433710336685, + "m": 1.0 + }, + { + "p": 0.05174599215388298, + "m": 1.0 + }, + { + "p": 0.07308593392372131, + "m": 1.0 + }, + { + "p": 0.058446452021598816, + "m": 1.0 + }, + { + "p": 0.03750578686594963, + "m": 1.0 + }, + { + "p": 0.045376550406217575, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2836034297943115, + "val_loss": 0.9048330783843994, + "acc": 68.9, + "time": 129.85843655001372, + "param": [ + { + "p": 0.06082063913345337, + "m": 1.0 + }, + { + "p": 0.05924852564930916, + "m": 1.0 + }, + { + "p": 0.062113676220178604, + "m": 1.0 + }, + { + "p": 0.04054061323404312, + "m": 1.0 + }, + { + "p": 0.0557590015232563, + "m": 1.0 + }, + { + "p": 0.04757467284798622, + "m": 1.0 + }, + { + "p": 0.03581207990646362, + "m": 1.0 + }, + { + "p": 0.0699935331940651, + "m": 1.0 + }, + { + "p": 0.06361883133649826, + "m": 1.0 + }, + { + "p": 0.07530764490365982, + "m": 1.0 + }, + { + "p": 0.07155425101518631, + "m": 1.0 + }, + { + "p": 0.04956014081835747, + "m": 1.0 + }, + { + "p": 0.06671047955751419, + "m": 1.0 + }, + { + "p": 0.028829487040638924, + "m": 1.0 + }, + { + "p": 0.07314000278711319, + "m": 1.0 + }, + { + "p": 0.07101093977689743, + "m": 1.0 + }, + { + "p": 0.03772565349936485, + "m": 1.0 + }, + { + "p": 0.03067980706691742, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.4640612602233887, + "val_loss": 0.866665244102478, + "acc": 70.82, + "time": 128.05019476101734, + "param": [ + { + "p": 0.05098806321620941, + "m": 1.0 + }, + { + "p": 0.06277500838041306, + "m": 1.0 + }, + { + "p": 0.06641360372304916, + "m": 1.0 + }, + { + "p": 0.06434911489486694, + "m": 1.0 + }, + { + "p": 0.030252449214458466, + "m": 1.0 + }, + { + "p": 0.04036310315132141, + "m": 1.0 + }, + { + "p": 0.05770187824964523, + "m": 1.0 + }, + { + "p": 0.06873645633459091, + "m": 1.0 + }, + { + "p": 0.05437365919351578, + "m": 1.0 + }, + { + "p": 0.06554108113050461, + "m": 1.0 + }, + { + "p": 0.06691761314868927, + "m": 1.0 + }, + { + "p": 0.06580033898353577, + "m": 1.0 + }, + { + "p": 0.054248884320259094, + "m": 1.0 + }, + { + "p": 0.03164493665099144, + "m": 1.0 + }, + { + "p": 0.061272889375686646, + "m": 1.0 + }, + { + "p": 0.05983210355043411, + "m": 1.0 + }, + { + "p": 0.05901515856385231, + "m": 1.0 + }, + { + "p": 0.03977365419268608, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3214586973190308, + "val_loss": 0.9602887034416199, + "acc": 69.41, + "time": 125.03336646000389, + "param": [ + { + "p": 0.04558776691555977, + "m": 1.0 + }, + { + "p": 0.06958482414484024, + "m": 1.0 + }, + { + "p": 0.06209564208984375, + "m": 1.0 + }, + { + "p": 0.05535697937011719, + "m": 1.0 + }, + { + "p": 0.06567414104938507, + "m": 1.0 + }, + { + "p": 0.034306664019823074, + "m": 1.0 + }, + { + "p": 0.04459638521075249, + "m": 1.0 + }, + { + "p": 0.058964453637599945, + "m": 1.0 + }, + { + "p": 0.06527899950742722, + "m": 1.0 + }, + { + "p": 0.06918308883905411, + "m": 1.0 + }, + { + "p": 0.048811376094818115, + "m": 1.0 + }, + { + "p": 0.05818673595786095, + "m": 1.0 + }, + { + "p": 0.05635441467165947, + "m": 1.0 + }, + { + "p": 0.06171368062496185, + "m": 1.0 + }, + { + "p": 0.05179906263947487, + "m": 1.0 + }, + { + "p": 0.0556059330701828, + "m": 1.0 + }, + { + "p": 0.05998247489333153, + "m": 1.0 + }, + { + "p": 0.03691735118627548, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.301474928855896, + "val_loss": 0.8956709504127502, + "acc": 69.89, + "time": 123.19663459202275, + "param": [ + { + "p": 0.06855645030736923, + "m": 1.0 + }, + { + "p": 0.05872199684381485, + "m": 1.0 + }, + { + "p": 0.06619138270616531, + "m": 1.0 + }, + { + "p": 0.041890401393175125, + "m": 1.0 + }, + { + "p": 0.0488637313246727, + "m": 1.0 + }, + { + "p": 0.06770727038383484, + "m": 1.0 + }, + { + "p": 0.06196692958474159, + "m": 1.0 + }, + { + "p": 0.05948421359062195, + "m": 1.0 + }, + { + "p": 0.048650048673152924, + "m": 1.0 + }, + { + "p": 0.06912963837385178, + "m": 1.0 + }, + { + "p": 0.05560081824660301, + "m": 1.0 + }, + { + "p": 0.04774215444922447, + "m": 1.0 + }, + { + "p": 0.060516465455293655, + "m": 1.0 + }, + { + "p": 0.028657307848334312, + "m": 1.0 + }, + { + "p": 0.05753768980503082, + "m": 1.0 + }, + { + "p": 0.06227300316095352, + "m": 1.0 + }, + { + "p": 0.04613954573869705, + "m": 1.0 + }, + { + "p": 0.05037088692188263, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.4292184114456177, + "val_loss": 0.819125235080719, + "acc": 70.44, + "time": 145.46517093793955, + "param": [ + { + "p": 0.06096627935767174, + "m": 1.0 + }, + { + "p": 0.05456670746207237, + "m": 1.0 + }, + { + "p": 0.051861830055713654, + "m": 1.0 + }, + { + "p": 0.04429258778691292, + "m": 1.0 + }, + { + "p": 0.06621227413415909, + "m": 1.0 + }, + { + "p": 0.04090205952525139, + "m": 1.0 + }, + { + "p": 0.06374549120664597, + "m": 1.0 + }, + { + "p": 0.059413615614175797, + "m": 1.0 + }, + { + "p": 0.0695013776421547, + "m": 1.0 + }, + { + "p": 0.05477096512913704, + "m": 1.0 + }, + { + "p": 0.060018353164196014, + "m": 1.0 + }, + { + "p": 0.058114275336265564, + "m": 1.0 + }, + { + "p": 0.0664469376206398, + "m": 1.0 + }, + { + "p": 0.05960279703140259, + "m": 1.0 + }, + { + "p": 0.041090451180934906, + "m": 1.0 + }, + { + "p": 0.06045057624578476, + "m": 1.0 + }, + { + "p": 0.035474084317684174, + "m": 1.0 + }, + { + "p": 0.052569370716810226, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2589761018753052, + "val_loss": 0.8966559767723083, + "acc": 69.03, + "time": 140.69806315097958, + "param": [ + { + "p": 0.058864984661340714, + "m": 1.0 + }, + { + "p": 0.05639457330107689, + "m": 1.0 + }, + { + "p": 0.056478433310985565, + "m": 1.0 + }, + { + "p": 0.06613019108772278, + "m": 1.0 + }, + { + "p": 0.06264355778694153, + "m": 1.0 + }, + { + "p": 0.06615117192268372, + "m": 1.0 + }, + { + "p": 0.06432713568210602, + "m": 1.0 + }, + { + "p": 0.06314496695995331, + "m": 1.0 + }, + { + "p": 0.0785316526889801, + "m": 1.0 + }, + { + "p": 0.04634448140859604, + "m": 1.0 + }, + { + "p": 0.04920114204287529, + "m": 1.0 + }, + { + "p": 0.03474730625748634, + "m": 1.0 + }, + { + "p": 0.06674554198980331, + "m": 1.0 + }, + { + "p": 0.05504016950726509, + "m": 1.0 + }, + { + "p": 0.04831160604953766, + "m": 1.0 + }, + { + "p": 0.028700552880764008, + "m": 1.0 + }, + { + "p": 0.05783979222178459, + "m": 1.0 + }, + { + "p": 0.04040271416306496, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.4042937755584717, + "val_loss": 0.9029524922370911, + "acc": 69.89, + "time": 131.99687756493222, + "param": [ + { + "p": 0.05511665344238281, + "m": 1.0 + }, + { + "p": 0.036448024213314056, + "m": 1.0 + }, + { + "p": 0.03682096675038338, + "m": 1.0 + }, + { + "p": 0.042603522539138794, + "m": 1.0 + }, + { + "p": 0.05428824573755264, + "m": 1.0 + }, + { + "p": 0.04870651289820671, + "m": 1.0 + }, + { + "p": 0.05043952167034149, + "m": 1.0 + }, + { + "p": 0.07364173978567123, + "m": 1.0 + }, + { + "p": 0.07999584078788757, + "m": 1.0 + }, + { + "p": 0.05920899286866188, + "m": 1.0 + }, + { + "p": 0.07098513096570969, + "m": 1.0 + }, + { + "p": 0.06073395907878876, + "m": 1.0 + }, + { + "p": 0.08650477975606918, + "m": 1.0 + }, + { + "p": 0.05142935365438461, + "m": 1.0 + }, + { + "p": 0.045327577739953995, + "m": 1.0 + }, + { + "p": 0.07082263380289078, + "m": 1.0 + }, + { + "p": 0.04284798353910446, + "m": 1.0 + }, + { + "p": 0.03407851606607437, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2426879405975342, + "val_loss": 0.8150376677513123, + "acc": 69.97, + "time": 125.43400491005741, + "param": [ + { + "p": 0.056408002972602844, + "m": 1.0 + }, + { + "p": 0.04093880578875542, + "m": 1.0 + }, + { + "p": 0.0450889989733696, + "m": 1.0 + }, + { + "p": 0.06998517364263535, + "m": 1.0 + }, + { + "p": 0.043981313705444336, + "m": 1.0 + }, + { + "p": 0.03884425386786461, + "m": 1.0 + }, + { + "p": 0.0741618275642395, + "m": 1.0 + }, + { + "p": 0.04978763684630394, + "m": 1.0 + }, + { + "p": 0.06556472182273865, + "m": 1.0 + }, + { + "p": 0.034700848162174225, + "m": 1.0 + }, + { + "p": 0.07906630635261536, + "m": 1.0 + }, + { + "p": 0.0680447518825531, + "m": 1.0 + }, + { + "p": 0.059925343841314316, + "m": 1.0 + }, + { + "p": 0.05015789717435837, + "m": 1.0 + }, + { + "p": 0.07882560789585114, + "m": 1.0 + }, + { + "p": 0.05596630647778511, + "m": 1.0 + }, + { + "p": 0.038659725338220596, + "m": 1.0 + }, + { + "p": 0.049892403185367584, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3505738973617554, + "val_loss": 0.9454548954963684, + "acc": 69.84, + "time": 139.0315466170432, + "param": [ + { + "p": 0.03834689408540726, + "m": 1.0 + }, + { + "p": 0.051508110016584396, + "m": 1.0 + }, + { + "p": 0.042289651930332184, + "m": 1.0 + }, + { + "p": 0.06232493743300438, + "m": 1.0 + }, + { + "p": 0.07397305965423584, + "m": 1.0 + }, + { + "p": 0.04587128758430481, + "m": 1.0 + }, + { + "p": 0.05973607674241066, + "m": 1.0 + }, + { + "p": 0.06461977958679199, + "m": 1.0 + }, + { + "p": 0.04252386465668678, + "m": 1.0 + }, + { + "p": 0.06886623054742813, + "m": 1.0 + }, + { + "p": 0.06580547243356705, + "m": 1.0 + }, + { + "p": 0.06375924497842789, + "m": 1.0 + }, + { + "p": 0.03304537013173103, + "m": 1.0 + }, + { + "p": 0.07507405430078506, + "m": 1.0 + }, + { + "p": 0.06118004769086838, + "m": 1.0 + }, + { + "p": 0.08005544543266296, + "m": 1.0 + }, + { + "p": 0.05562971159815788, + "m": 1.0 + }, + { + "p": 0.015390722081065178, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.296999454498291, + "val_loss": 0.8122256398200989, + "acc": 70.49, + "time": 140.83912362798583, + "param": [ + { + "p": 0.06615889072418213, + "m": 1.0 + }, + { + "p": 0.04917462542653084, + "m": 1.0 + }, + { + "p": 0.0539533868432045, + "m": 1.0 + }, + { + "p": 0.06045657768845558, + "m": 1.0 + }, + { + "p": 0.04953789710998535, + "m": 1.0 + }, + { + "p": 0.06037212908267975, + "m": 1.0 + }, + { + "p": 0.04354657232761383, + "m": 1.0 + }, + { + "p": 0.05082377791404724, + "m": 1.0 + }, + { + "p": 0.07874231785535812, + "m": 1.0 + }, + { + "p": 0.06447384506464005, + "m": 1.0 + }, + { + "p": 0.05962086096405983, + "m": 1.0 + }, + { + "p": 0.06092284247279167, + "m": 1.0 + }, + { + "p": 0.07552018016576767, + "m": 1.0 + }, + { + "p": 0.03410586342215538, + "m": 1.0 + }, + { + "p": 0.041921745985746384, + "m": 1.0 + }, + { + "p": 0.06359384208917618, + "m": 1.0 + }, + { + "p": 0.058006566017866135, + "m": 1.0 + }, + { + "p": 0.029068030416965485, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.3643370866775513, + "val_loss": 0.7758345603942871, + "acc": 70.21, + "time": 130.98366424394771, + "param": [ + { + "p": 0.05676194280385971, + "m": 1.0 + }, + { + "p": 0.05213464796543121, + "m": 1.0 + }, + { + "p": 0.056723203510046005, + "m": 1.0 + }, + { + "p": 0.056493017822504044, + "m": 1.0 + }, + { + "p": 0.04358755052089691, + "m": 1.0 + }, + { + "p": 0.07339604198932648, + "m": 1.0 + }, + { + "p": 0.05332338437438011, + "m": 1.0 + }, + { + "p": 0.061196379363536835, + "m": 1.0 + }, + { + "p": 0.056578148156404495, + "m": 1.0 + }, + { + "p": 0.032650381326675415, + "m": 1.0 + }, + { + "p": 0.06343164294958115, + "m": 1.0 + }, + { + "p": 0.043989259749650955, + "m": 1.0 + }, + { + "p": 0.08275068551301956, + "m": 1.0 + }, + { + "p": 0.04209377244114876, + "m": 1.0 + }, + { + "p": 0.06713476777076721, + "m": 1.0 + }, + { + "p": 0.057874903082847595, + "m": 1.0 + }, + { + "p": 0.04393410310149193, + "m": 1.0 + }, + { + "p": 0.05594617873430252, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2899068593978882, + "val_loss": 0.916155993938446, + "acc": 69.95, + "time": 139.60910073295236, + "param": [ + { + "p": 0.06037142127752304, + "m": 1.0 + }, + { + "p": 0.050402943044900894, + "m": 1.0 + }, + { + "p": 0.07253597676753998, + "m": 1.0 + }, + { + "p": 0.041877154260873795, + "m": 1.0 + }, + { + "p": 0.036626141518354416, + "m": 1.0 + }, + { + "p": 0.05247705057263374, + "m": 1.0 + }, + { + "p": 0.06798651069402695, + "m": 1.0 + }, + { + "p": 0.0460665300488472, + "m": 1.0 + }, + { + "p": 0.06929104775190353, + "m": 1.0 + }, + { + "p": 0.07389741390943527, + "m": 1.0 + }, + { + "p": 0.05223792791366577, + "m": 1.0 + }, + { + "p": 0.07108072191476822, + "m": 1.0 + }, + { + "p": 0.06714735925197601, + "m": 1.0 + }, + { + "p": 0.051339030265808105, + "m": 1.0 + }, + { + "p": 0.04808817431330681, + "m": 1.0 + }, + { + "p": 0.05930193141102791, + "m": 1.0 + }, + { + "p": 0.03394058719277382, + "m": 1.0 + }, + { + "p": 0.04533211886882782, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.4855196475982666, + "val_loss": 0.9548721313476562, + "acc": 70.41, + "time": 132.7353159900522, + "param": [ + { + "p": 0.04119815677404404, + "m": 1.0 + }, + { + "p": 0.057506151497364044, + "m": 1.0 + }, + { + "p": 0.04587806761264801, + "m": 1.0 + }, + { + "p": 0.06365613639354706, + "m": 1.0 + }, + { + "p": 0.04960976168513298, + "m": 1.0 + }, + { + "p": 0.05330604314804077, + "m": 1.0 + }, + { + "p": 0.05094345286488533, + "m": 1.0 + }, + { + "p": 0.04543360695242882, + "m": 1.0 + }, + { + "p": 0.06259707361459732, + "m": 1.0 + }, + { + "p": 0.05325315520167351, + "m": 1.0 + }, + { + "p": 0.06264510750770569, + "m": 1.0 + }, + { + "p": 0.07700598239898682, + "m": 1.0 + }, + { + "p": 0.04638408124446869, + "m": 1.0 + }, + { + "p": 0.07638780027627945, + "m": 1.0 + }, + { + "p": 0.06233415752649307, + "m": 1.0 + }, + { + "p": 0.06281832605600357, + "m": 1.0 + }, + { + "p": 0.0495045967400074, + "m": 1.0 + }, + { + "p": 0.039538364857435226, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.3552978038787842, + "val_loss": 0.8105842471122742, + "acc": 71.21, + "time": 132.12015553296078, + "param": [ + { + "p": 0.06017567962408066, + "m": 1.0 + }, + { + "p": 0.04359980672597885, + "m": 1.0 + }, + { + "p": 0.06696363538503647, + "m": 1.0 + }, + { + "p": 0.05675017461180687, + "m": 1.0 + }, + { + "p": 0.06612870842218399, + "m": 1.0 + }, + { + "p": 0.04020869359374046, + "m": 1.0 + }, + { + "p": 0.04871906340122223, + "m": 1.0 + }, + { + "p": 0.05437525734305382, + "m": 1.0 + }, + { + "p": 0.06001623347401619, + "m": 1.0 + }, + { + "p": 0.06334908306598663, + "m": 1.0 + }, + { + "p": 0.06366074085235596, + "m": 1.0 + }, + { + "p": 0.043785594403743744, + "m": 1.0 + }, + { + "p": 0.056739483028650284, + "m": 1.0 + }, + { + "p": 0.050363220274448395, + "m": 1.0 + }, + { + "p": 0.06518318504095078, + "m": 1.0 + }, + { + "p": 0.06238134577870369, + "m": 1.0 + }, + { + "p": 0.056550994515419006, + "m": 1.0 + }, + { + "p": 0.04104915261268616, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.315645456314087, + "val_loss": 0.8812445998191833, + "acc": 69.6, + "time": 123.93269400298595, + "param": [ + { + "p": 0.03931422531604767, + "m": 1.0 + }, + { + "p": 0.06670881062746048, + "m": 1.0 + }, + { + "p": 0.0642649456858635, + "m": 1.0 + }, + { + "p": 0.04027113318443298, + "m": 1.0 + }, + { + "p": 0.044575825333595276, + "m": 1.0 + }, + { + "p": 0.05805807188153267, + "m": 1.0 + }, + { + "p": 0.04936886951327324, + "m": 1.0 + }, + { + "p": 0.06225312501192093, + "m": 1.0 + }, + { + "p": 0.08165641874074936, + "m": 1.0 + }, + { + "p": 0.06975020468235016, + "m": 1.0 + }, + { + "p": 0.055830761790275574, + "m": 1.0 + }, + { + "p": 0.06090237572789192, + "m": 1.0 + }, + { + "p": 0.02878938429057598, + "m": 1.0 + }, + { + "p": 0.06211733818054199, + "m": 1.0 + }, + { + "p": 0.06683187186717987, + "m": 1.0 + }, + { + "p": 0.07350795716047287, + "m": 1.0 + }, + { + "p": 0.039133522659540176, + "m": 1.0 + }, + { + "p": 0.0366651825606823, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.4191861152648926, + "val_loss": 0.7634576559066772, + "acc": 70.97, + "time": 141.11842584703118, + "param": [ + { + "p": 0.056252606213092804, + "m": 1.0 + }, + { + "p": 0.04854738712310791, + "m": 1.0 + }, + { + "p": 0.03169501572847366, + "m": 1.0 + }, + { + "p": 0.06318886578083038, + "m": 1.0 + }, + { + "p": 0.03796366974711418, + "m": 1.0 + }, + { + "p": 0.0674763098359108, + "m": 1.0 + }, + { + "p": 0.04881741851568222, + "m": 1.0 + }, + { + "p": 0.07882621884346008, + "m": 1.0 + }, + { + "p": 0.06786627322435379, + "m": 1.0 + }, + { + "p": 0.049523837864398956, + "m": 1.0 + }, + { + "p": 0.0683882012963295, + "m": 1.0 + }, + { + "p": 0.06455517560243607, + "m": 1.0 + }, + { + "p": 0.0557740218937397, + "m": 1.0 + }, + { + "p": 0.050861988216638565, + "m": 1.0 + }, + { + "p": 0.06486796587705612, + "m": 1.0 + }, + { + "p": 0.056372709572315216, + "m": 1.0 + }, + { + "p": 0.03699895367026329, + "m": 1.0 + }, + { + "p": 0.05202324688434601, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3018383979797363, + "val_loss": 0.8931803107261658, + "acc": 70.78, + "time": 125.61617289402056, + "param": [ + { + "p": 0.04977807402610779, + "m": 1.0 + }, + { + "p": 0.036095619201660156, + "m": 1.0 + }, + { + "p": 0.06697359681129456, + "m": 1.0 + }, + { + "p": 0.0505729578435421, + "m": 1.0 + }, + { + "p": 0.058660849928855896, + "m": 1.0 + }, + { + "p": 0.0401395708322525, + "m": 1.0 + }, + { + "p": 0.05466808006167412, + "m": 1.0 + }, + { + "p": 0.05306035280227661, + "m": 1.0 + }, + { + "p": 0.06940364092588425, + "m": 1.0 + }, + { + "p": 0.06622933596372604, + "m": 1.0 + }, + { + "p": 0.05841011554002762, + "m": 1.0 + }, + { + "p": 0.07577630877494812, + "m": 1.0 + }, + { + "p": 0.05619898810982704, + "m": 1.0 + }, + { + "p": 0.0597858764231205, + "m": 1.0 + }, + { + "p": 0.06776540726423264, + "m": 1.0 + }, + { + "p": 0.06925243139266968, + "m": 1.0 + }, + { + "p": 0.039686527103185654, + "m": 1.0 + }, + { + "p": 0.027542294934391975, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.413560152053833, + "val_loss": 0.7669293880462646, + "acc": 70.21, + "time": 127.69502406497486, + "param": [ + { + "p": 0.06766042113304138, + "m": 1.0 + }, + { + "p": 0.06317078322172165, + "m": 1.0 + }, + { + "p": 0.06376219540834427, + "m": 1.0 + }, + { + "p": 0.06470447033643723, + "m": 1.0 + }, + { + "p": 0.05271970480680466, + "m": 1.0 + }, + { + "p": 0.03828563168644905, + "m": 1.0 + }, + { + "p": 0.038976818323135376, + "m": 1.0 + }, + { + "p": 0.051829732954502106, + "m": 1.0 + }, + { + "p": 0.06773273646831512, + "m": 1.0 + }, + { + "p": 0.0621572881937027, + "m": 1.0 + }, + { + "p": 0.059557486325502396, + "m": 1.0 + }, + { + "p": 0.06593544781208038, + "m": 1.0 + }, + { + "p": 0.06842482089996338, + "m": 1.0 + }, + { + "p": 0.0535367988049984, + "m": 1.0 + }, + { + "p": 0.03408530727028847, + "m": 1.0 + }, + { + "p": 0.05953722447156906, + "m": 1.0 + }, + { + "p": 0.03875741735100746, + "m": 1.0 + }, + { + "p": 0.04916570708155632, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.4740694761276245, + "val_loss": 0.8132410049438477, + "acc": 70.99, + "time": 132.80342714709695, + "param": [ + { + "p": 0.06660547107458115, + "m": 1.0 + }, + { + "p": 0.04511702060699463, + "m": 1.0 + }, + { + "p": 0.059541549533605576, + "m": 1.0 + }, + { + "p": 0.09179147332906723, + "m": 1.0 + }, + { + "p": 0.06855092942714691, + "m": 1.0 + }, + { + "p": 0.05810253694653511, + "m": 1.0 + }, + { + "p": 0.058704495429992676, + "m": 1.0 + }, + { + "p": 0.04142916575074196, + "m": 1.0 + }, + { + "p": 0.05288458988070488, + "m": 1.0 + }, + { + "p": 0.041975509375333786, + "m": 1.0 + }, + { + "p": 0.06383046507835388, + "m": 1.0 + }, + { + "p": 0.05955244228243828, + "m": 1.0 + }, + { + "p": 0.08130788803100586, + "m": 1.0 + }, + { + "p": 0.03902147710323334, + "m": 1.0 + }, + { + "p": 0.04565705731511116, + "m": 1.0 + }, + { + "p": 0.041104529052972794, + "m": 1.0 + }, + { + "p": 0.029006527736783028, + "m": 1.0 + }, + { + "p": 0.05581682547926903, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.3023861646652222, + "val_loss": 0.845453143119812, + "acc": 70.94, + "time": 127.68081197806168, + "param": [ + { + "p": 0.054222967475652695, + "m": 1.0 + }, + { + "p": 0.04516269639134407, + "m": 1.0 + }, + { + "p": 0.04602789878845215, + "m": 1.0 + }, + { + "p": 0.05661550909280777, + "m": 1.0 + }, + { + "p": 0.055788926780223846, + "m": 1.0 + }, + { + "p": 0.05869334563612938, + "m": 1.0 + }, + { + "p": 0.06400581449270248, + "m": 1.0 + }, + { + "p": 0.04754634574055672, + "m": 1.0 + }, + { + "p": 0.06065182760357857, + "m": 1.0 + }, + { + "p": 0.06512632966041565, + "m": 1.0 + }, + { + "p": 0.0755196362733841, + "m": 1.0 + }, + { + "p": 0.07042035460472107, + "m": 1.0 + }, + { + "p": 0.05525673180818558, + "m": 1.0 + }, + { + "p": 0.06395059078931808, + "m": 1.0 + }, + { + "p": 0.056128934025764465, + "m": 1.0 + }, + { + "p": 0.05000279098749161, + "m": 1.0 + }, + { + "p": 0.04271747171878815, + "m": 1.0 + }, + { + "p": 0.03216201439499855, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.151215672492981, + "val_loss": 0.848667323589325, + "acc": 71.91, + "time": 149.55911370599642, + "param": [ + { + "p": 0.0528344064950943, + "m": 1.0 + }, + { + "p": 0.05336819961667061, + "m": 1.0 + }, + { + "p": 0.08462782949209213, + "m": 1.0 + }, + { + "p": 0.06388550996780396, + "m": 1.0 + }, + { + "p": 0.04578752815723419, + "m": 1.0 + }, + { + "p": 0.04802849143743515, + "m": 1.0 + }, + { + "p": 0.043773114681243896, + "m": 1.0 + }, + { + "p": 0.0799613669514656, + "m": 1.0 + }, + { + "p": 0.06800419837236404, + "m": 1.0 + }, + { + "p": 0.06875015795230865, + "m": 1.0 + }, + { + "p": 0.050872765481472015, + "m": 1.0 + }, + { + "p": 0.05083717405796051, + "m": 1.0 + }, + { + "p": 0.07844333350658417, + "m": 1.0 + }, + { + "p": 0.02037508226931095, + "m": 1.0 + }, + { + "p": 0.03132321685552597, + "m": 1.0 + }, + { + "p": 0.08171635866165161, + "m": 1.0 + }, + { + "p": 0.03491497412323952, + "m": 1.0 + }, + { + "p": 0.04249628260731697, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2740737199783325, + "val_loss": 1.0108141899108887, + "acc": 71.21, + "time": 123.77507636905648, + "param": [ + { + "p": 0.04477454349398613, + "m": 1.0 + }, + { + "p": 0.06388655304908752, + "m": 1.0 + }, + { + "p": 0.07514965534210205, + "m": 1.0 + }, + { + "p": 0.07219240814447403, + "m": 1.0 + }, + { + "p": 0.049626193940639496, + "m": 1.0 + }, + { + "p": 0.04101967439055443, + "m": 1.0 + }, + { + "p": 0.039614394307136536, + "m": 1.0 + }, + { + "p": 0.04636631906032562, + "m": 1.0 + }, + { + "p": 0.05318475142121315, + "m": 1.0 + }, + { + "p": 0.044159311801195145, + "m": 1.0 + }, + { + "p": 0.05435561388731003, + "m": 1.0 + }, + { + "p": 0.07000944018363953, + "m": 1.0 + }, + { + "p": 0.08330298215150833, + "m": 1.0 + }, + { + "p": 0.04893738031387329, + "m": 1.0 + }, + { + "p": 0.05992671102285385, + "m": 1.0 + }, + { + "p": 0.05802834779024124, + "m": 1.0 + }, + { + "p": 0.03835545852780342, + "m": 1.0 + }, + { + "p": 0.05711030215024948, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.308828353881836, + "val_loss": 0.8179470300674438, + "acc": 70.67, + "time": 135.21185535297263, + "param": [ + { + "p": 0.063177689909935, + "m": 1.0 + }, + { + "p": 0.06421535462141037, + "m": 1.0 + }, + { + "p": 0.04438021779060364, + "m": 1.0 + }, + { + "p": 0.04215141758322716, + "m": 1.0 + }, + { + "p": 0.05630553513765335, + "m": 1.0 + }, + { + "p": 0.037410058081150055, + "m": 1.0 + }, + { + "p": 0.04692848399281502, + "m": 1.0 + }, + { + "p": 0.05997684225440025, + "m": 1.0 + }, + { + "p": 0.054943058639764786, + "m": 1.0 + }, + { + "p": 0.06584462523460388, + "m": 1.0 + }, + { + "p": 0.06370827555656433, + "m": 1.0 + }, + { + "p": 0.08756951242685318, + "m": 1.0 + }, + { + "p": 0.06338132917881012, + "m": 1.0 + }, + { + "p": 0.051082879304885864, + "m": 1.0 + }, + { + "p": 0.07270219922065735, + "m": 1.0 + }, + { + "p": 0.054998673498630524, + "m": 1.0 + }, + { + "p": 0.033604707568883896, + "m": 1.0 + }, + { + "p": 0.03761924430727959, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2858189344406128, + "val_loss": 0.7750771641731262, + "acc": 71.1, + "time": 122.36594591895118, + "param": [ + { + "p": 0.07351691275835037, + "m": 1.0 + }, + { + "p": 0.04069479554891586, + "m": 1.0 + }, + { + "p": 0.07253839075565338, + "m": 1.0 + }, + { + "p": 0.056182511150836945, + "m": 1.0 + }, + { + "p": 0.04744637757539749, + "m": 1.0 + }, + { + "p": 0.04607433080673218, + "m": 1.0 + }, + { + "p": 0.053042326122522354, + "m": 1.0 + }, + { + "p": 0.05343414098024368, + "m": 1.0 + }, + { + "p": 0.07565806061029434, + "m": 1.0 + }, + { + "p": 0.04387594386935234, + "m": 1.0 + }, + { + "p": 0.06355436891317368, + "m": 1.0 + }, + { + "p": 0.051232580095529556, + "m": 1.0 + }, + { + "p": 0.067204050719738, + "m": 1.0 + }, + { + "p": 0.052284784615039825, + "m": 1.0 + }, + { + "p": 0.06767228245735168, + "m": 1.0 + }, + { + "p": 0.07431013882160187, + "m": 1.0 + }, + { + "p": 0.039081498980522156, + "m": 1.0 + }, + { + "p": 0.02219647541642189, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.359113335609436, + "val_loss": 0.8583657741546631, + "acc": 71.28, + "time": 123.84037015901413, + "param": [ + { + "p": 0.05694090202450752, + "m": 1.0 + }, + { + "p": 0.061748381704092026, + "m": 1.0 + }, + { + "p": 0.06161035597324371, + "m": 1.0 + }, + { + "p": 0.06854146718978882, + "m": 1.0 + }, + { + "p": 0.06439706683158875, + "m": 1.0 + }, + { + "p": 0.047448839992284775, + "m": 1.0 + }, + { + "p": 0.030875612050294876, + "m": 1.0 + }, + { + "p": 0.05916300415992737, + "m": 1.0 + }, + { + "p": 0.06517862528562546, + "m": 1.0 + }, + { + "p": 0.06563562154769897, + "m": 1.0 + }, + { + "p": 0.05660846456885338, + "m": 1.0 + }, + { + "p": 0.06342541426420212, + "m": 1.0 + }, + { + "p": 0.059405673295259476, + "m": 1.0 + }, + { + "p": 0.03856370970606804, + "m": 1.0 + }, + { + "p": 0.06588568538427353, + "m": 1.0 + }, + { + "p": 0.0596582368016243, + "m": 1.0 + }, + { + "p": 0.050522174686193466, + "m": 1.0 + }, + { + "p": 0.02439083345234394, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.3799220323562622, + "val_loss": 1.0172622203826904, + "acc": 68.98, + "time": 134.60996432602406, + "param": [ + { + "p": 0.05998454988002777, + "m": 1.0 + }, + { + "p": 0.058092884719371796, + "m": 1.0 + }, + { + "p": 0.05191781371831894, + "m": 1.0 + }, + { + "p": 0.03017730452120304, + "m": 1.0 + }, + { + "p": 0.029685018584132195, + "m": 1.0 + }, + { + "p": 0.04801220819354057, + "m": 1.0 + }, + { + "p": 0.07182969897985458, + "m": 1.0 + }, + { + "p": 0.05253434181213379, + "m": 1.0 + }, + { + "p": 0.06042105704545975, + "m": 1.0 + }, + { + "p": 0.06304970383644104, + "m": 1.0 + }, + { + "p": 0.06360580027103424, + "m": 1.0 + }, + { + "p": 0.0675630122423172, + "m": 1.0 + }, + { + "p": 0.06691763550043106, + "m": 1.0 + }, + { + "p": 0.05465424433350563, + "m": 1.0 + }, + { + "p": 0.08561774343252182, + "m": 1.0 + }, + { + "p": 0.04485661908984184, + "m": 1.0 + }, + { + "p": 0.045991141349077225, + "m": 1.0 + }, + { + "p": 0.04508918523788452, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.283480167388916, + "val_loss": 0.7600902318954468, + "acc": 71.08, + "time": 137.94339197396766, + "param": [ + { + "p": 0.06957042962312698, + "m": 1.0 + }, + { + "p": 0.02149529941380024, + "m": 1.0 + }, + { + "p": 0.04332362487912178, + "m": 1.0 + }, + { + "p": 0.035968001931905746, + "m": 1.0 + }, + { + "p": 0.053070198744535446, + "m": 1.0 + }, + { + "p": 0.11635266989469528, + "m": 1.0 + }, + { + "p": 0.06990472972393036, + "m": 1.0 + }, + { + "p": 0.06181306019425392, + "m": 1.0 + }, + { + "p": 0.08210357278585434, + "m": 1.0 + }, + { + "p": 0.06558804959058762, + "m": 1.0 + }, + { + "p": 0.06629043817520142, + "m": 1.0 + }, + { + "p": 0.06384225189685822, + "m": 1.0 + }, + { + "p": 0.04939896985888481, + "m": 1.0 + }, + { + "p": 0.06434892863035202, + "m": 1.0 + }, + { + "p": 0.035320889204740524, + "m": 1.0 + }, + { + "p": 0.06216628476977348, + "m": 1.0 + }, + { + "p": 0.0019036073936149478, + "m": 1.0 + }, + { + "p": 0.037538912147283554, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.5512877702713013, + "val_loss": 0.8358980417251587, + "acc": 71.43, + "time": 132.20580297301058, + "param": [ + { + "p": 0.07211785763502121, + "m": 1.0 + }, + { + "p": 0.0625155121088028, + "m": 1.0 + }, + { + "p": 0.06767908483743668, + "m": 1.0 + }, + { + "p": 0.06280536204576492, + "m": 1.0 + }, + { + "p": 0.027451157569885254, + "m": 1.0 + }, + { + "p": 0.06384339928627014, + "m": 1.0 + }, + { + "p": 0.045561183243989944, + "m": 1.0 + }, + { + "p": 0.06195777282118797, + "m": 1.0 + }, + { + "p": 0.051560744643211365, + "m": 1.0 + }, + { + "p": 0.07926880568265915, + "m": 1.0 + }, + { + "p": 0.05643168464303017, + "m": 1.0 + }, + { + "p": 0.03566744178533554, + "m": 1.0 + }, + { + "p": 0.06434266269207001, + "m": 1.0 + }, + { + "p": 0.04449984058737755, + "m": 1.0 + }, + { + "p": 0.04996819421648979, + "m": 1.0 + }, + { + "p": 0.06751522421836853, + "m": 1.0 + }, + { + "p": 0.037323061376810074, + "m": 1.0 + }, + { + "p": 0.0494910329580307, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2460525035858154, + "val_loss": 0.7642102837562561, + "acc": 71.34, + "time": 127.9004872549558, + "param": [ + { + "p": 0.07272898405790329, + "m": 1.0 + }, + { + "p": 0.07056982070207596, + "m": 1.0 + }, + { + "p": 0.05244419723749161, + "m": 1.0 + }, + { + "p": 0.04859576001763344, + "m": 1.0 + }, + { + "p": 0.04955194517970085, + "m": 1.0 + }, + { + "p": 0.052076589316129684, + "m": 1.0 + }, + { + "p": 0.06687185913324356, + "m": 1.0 + }, + { + "p": 0.05967587232589722, + "m": 1.0 + }, + { + "p": 0.05903187766671181, + "m": 1.0 + }, + { + "p": 0.054560475051403046, + "m": 1.0 + }, + { + "p": 0.041795648634433746, + "m": 1.0 + }, + { + "p": 0.04485277459025383, + "m": 1.0 + }, + { + "p": 0.059755463153123856, + "m": 1.0 + }, + { + "p": 0.05431026220321655, + "m": 1.0 + }, + { + "p": 0.06758125871419907, + "m": 1.0 + }, + { + "p": 0.05249849706888199, + "m": 1.0 + }, + { + "p": 0.0495624803006649, + "m": 1.0 + }, + { + "p": 0.043536268174648285, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/train_utils.py b/higher/train_utils.py index f5d6a39..f4c5045 100644 --- a/higher/train_utils.py +++ b/higher/train_utils.py @@ -618,7 +618,7 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f meta_opt.step() model['data_aug'].adjust_param(soft=False) #Contrainte sum(proba)=1 - model['data_aug'].next_TF_set() + #model['data_aug'].next_TF_set() fmodel = higher.patch.monkeypatch(model, device=None, copy_initial_weights=True) diffopt = higher.optim.get_diff_optim(inner_opt, model.parameters(),fmodel=fmodel, track_higher_grads=high_grad_track) @@ -682,8 +682,8 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f model.augment(mode=True) if inner_it != 0: high_grad_track = True - viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_epoch{}_noTF'.format(epoch)) - viz_sample_data(imgs=model['data_aug'](xs), labels=ys, fig_name='samples/data_sample_epoch{}'.format(epoch)) + #viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_epoch{}_noTF'.format(epoch)) + #viz_sample_data(imgs=model['data_aug'](xs), labels=ys, fig_name='samples/data_sample_epoch{}'.format(epoch)) #print("Copy ", countcopy) - return log \ No newline at end of file + return log