{ "Accuracy": 69.3, "Time": [ 178.61013623144993, 4.269644824574772, 18037.224946388 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize", "BShearX", "BShearY", "BTranslateX-", "BTranslateY", "BTranslateY-", "BadContrast", "BadBrightness", "Random", "RandBlend" ], "Log": [ { "epoch": 1, "train_loss": 4.270366191864014, "val_loss": 2.126981258392334, "acc": 24.14, "time": 185.591396575, "param": [ { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.020467255264520645, "m": 1.0 }, { "p": 0.016315774992108345, "m": 0.9883307814598083 }, { "p": 0.0008977024699561298, "m": 0.8973330855369568 }, { "p": 0.18046830594539642, "m": 0.7569200992584229 }, { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.11681476980447769, "m": 0.9913720488548279 }, { "p": 0.15059736371040344, "m": 0.909461259841919 }, { "p": 0.16587810218334198, "m": 1.0 }, { "p": 0.000446394260507077, "m": 0.7493945956230164 }, { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.326579749584198, "m": 1.0 }, { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.0006588707910850644, "m": 0.8486651182174683 }, { "p": 0.000446394260507077, "m": 0.9342449903488159 }, { "p": 0.000446394260507077, "m": 0.8235977292060852 }, { "p": 0.000446394260507077, "m": 1.0 }, { "p": 0.000446394260507077, "m": 0.8554041981697083 }, { "p": 0.000446394260507077, "m": 0.7911706566810608 }, { "p": 0.000446394260507077, "m": 0.6944769024848938 }, { "p": 0.0050216480158269405, "m": 1.0 }, { "p": 0.010944009758532047, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.275022506713867, "val_loss": 1.9527853727340698, "acc": 30.42, "time": 183.68423237199997, "param": [ { "p": 0.048257287591695786, "m": 1.0 }, { "p": 0.0004306919581722468, "m": 1.0 }, { "p": 0.03545170649886131, "m": 1.0 }, { "p": 0.06611538678407669, "m": 0.9315646290779114 }, { "p": 0.029612574726343155, "m": 0.8310588002204895 }, { "p": 0.13000157475471497, "m": 0.3845614194869995 }, { "p": 0.0959654375910759, "m": 0.9781956076622009 }, { "p": 0.06367963552474976, "m": 0.9845173954963684 }, { "p": 0.0879356861114502, "m": 0.8612847924232483 }, { "p": 0.0360637865960598, "m": 0.9986642003059387 }, { "p": 0.06241757422685623, "m": 0.9794610142707825 }, { "p": 0.06301882863044739, "m": 0.9948938488960266 }, { "p": 0.18045131862163544, "m": 1.0 }, { "p": 0.0004306919581722468, "m": 1.0 }, { "p": 0.0004306919581722468, "m": 0.7700909376144409 }, { "p": 0.013861184008419514, "m": 0.897662878036499 }, { "p": 0.0004306919581722468, "m": 0.8969109654426575 }, { "p": 0.0004306919581722468, "m": 1.0 }, { "p": 0.0004306919581722468, "m": 0.928956151008606 }, { "p": 0.008134310133755207, "m": 0.7260885238647461 }, { "p": 0.022232037037611008, "m": 0.5887543559074402 }, { "p": 0.008104071952402592, "m": 1.0 }, { "p": 0.04611368104815483, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 4.237434387207031, "val_loss": 1.7684892416000366, "acc": 38.63, "time": 180.93912492799996, "param": [ { "p": 0.07306940108537674, "m": 1.0 }, { "p": 0.0004376261495053768, "m": 1.0 }, { "p": 0.06890213489532471, "m": 1.0 }, { "p": 0.05057772994041443, "m": 1.0 }, { "p": 0.07549256831407547, "m": 0.9448751211166382 }, { "p": 0.028699299320578575, "m": 0.34407514333724976 }, { "p": 0.10947269946336746, "m": 0.8838921785354614 }, { "p": 0.025401510298252106, "m": 0.9538248181343079 }, { "p": 0.12129832804203033, "m": 0.8785651326179504 }, { "p": 0.054224397987127304, "m": 0.9100344181060791 }, { "p": 0.0004376261495053768, "m": 0.9729706048965454 }, { "p": 0.05841034650802612, "m": 1.0 }, { "p": 0.1854499876499176, "m": 1.0 }, { "p": 0.0004376261495053768, "m": 1.0 }, { "p": 0.08892537653446198, "m": 0.5977684855461121 }, { "p": 0.0004376261495053768, "m": 0.9437078833580017 }, { "p": 0.0004376261495053768, "m": 0.8999245166778564 }, { "p": 0.0004376261495053768, "m": 1.0 }, { "p": 0.0004376261495053768, "m": 1.0 }, { "p": 0.0004376261495053768, "m": 0.7443026900291443 }, { "p": 0.03078620508313179, "m": 0.7129397392272949 }, { "p": 0.0004376261495053768, "m": 1.0 }, { "p": 0.025351572781801224, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.8619766235351562, "val_loss": 1.6548312902450562, "acc": 42.08, "time": 186.2999375820001, "param": [ { "p": 0.15258291363716125, "m": 1.0 }, { "p": 0.0004324069304857403, "m": 1.0 }, { "p": 0.0889902114868164, "m": 1.0 }, { "p": 0.050196122378110886, "m": 0.7423942685127258 }, { "p": 0.0004324069304857403, "m": 0.8579687476158142 }, { "p": 0.08335208147764206, "m": 0.4424128830432892 }, { "p": 0.05465620011091232, "m": 0.7569922804832458 }, { "p": 0.11579304933547974, "m": 0.7283772230148315 }, { "p": 0.08741473406553268, "m": 0.9504081606864929 }, { "p": 0.11162318289279938, "m": 0.8435164093971252 }, { "p": 0.016128497198224068, "m": 0.9758706092834473 }, { "p": 0.04101446643471718, "m": 1.0 }, { "p": 0.10485851764678955, "m": 1.0 }, { "p": 0.0004324069304857403, "m": 1.0 }, { "p": 0.023816199973225594, "m": 0.8064379692077637 }, { "p": 0.0012207074323669076, "m": 0.8916202783584595 }, { "p": 0.0004324069304857403, "m": 0.9155449867248535 }, { "p": 0.0004324069304857403, "m": 0.9973057508468628 }, { "p": 0.0004324069304857403, "m": 1.0 }, { "p": 0.0004324069304857403, "m": 0.7356659173965454 }, { "p": 0.0004324069304857403, "m": 0.773444414138794 }, { "p": 0.015837622806429863, "m": 1.0 }, { "p": 0.049056313931941986, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.7281901836395264, "val_loss": 1.5299832820892334, "acc": 46.62, "time": 183.3576983449999, "param": [ { "p": 0.15844953060150146, "m": 1.0 }, { "p": 0.00043482508044689894, "m": 1.0 }, { "p": 0.12842993438243866, "m": 1.0 }, { "p": 0.06263488531112671, "m": 0.6562551259994507 }, { "p": 0.00043482508044689894, "m": 0.8754923343658447 }, { "p": 0.09839741885662079, "m": 0.17064402997493744 }, { "p": 0.07506265491247177, "m": 0.7781850099563599 }, { "p": 0.013711742125451565, "m": 0.7664914131164551 }, { "p": 0.06984052807092667, "m": 1.0 }, { "p": 0.0387711338698864, "m": 0.7664161920547485 }, { "p": 0.025975588709115982, "m": 0.9682487845420837 }, { "p": 0.14041101932525635, "m": 1.0 }, { "p": 0.13368216156959534, "m": 1.0 }, { "p": 0.0031293269712477922, "m": 1.0 }, { "p": 0.00043482508044689894, "m": 0.9659473299980164 }, { "p": 0.00043482508044689894, "m": 0.7353110909461975 }, { "p": 0.00043482508044689894, "m": 0.9774835109710693 }, { "p": 0.00043482508044689894, "m": 0.9909648299217224 }, { "p": 0.00043482508044689894, "m": 1.0 }, { "p": 0.013782372698187828, "m": 0.9353936314582825 }, { "p": 0.006259283050894737, "m": 0.8273245096206665 }, { "p": 0.00043482508044689894, "m": 1.0 }, { "p": 0.027984008193016052, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.4224281311035156, "val_loss": 1.5464730262756348, "acc": 48.83, "time": 183.6767294189999, "param": [ { "p": 0.10889767110347748, "m": 1.0 }, { "p": 0.00043097679736092687, "m": 1.0 }, { "p": 0.16352398693561554, "m": 1.0 }, { "p": 0.0025249430909752846, "m": 0.7868021726608276 }, { "p": 0.00043097679736092687, "m": 0.6828399300575256 }, { "p": 0.06893415004014969, "m": 0.24490909278392792 }, { "p": 0.008770777843892574, "m": 0.8573708534240723 }, { "p": 0.04378687962889671, "m": 0.7980513572692871 }, { "p": 0.012161503545939922, "m": 0.9872474074363708 }, { "p": 0.1503252387046814, "m": 0.8849631547927856 }, { "p": 0.0064201923087239265, "m": 0.9859772324562073 }, { "p": 0.16991278529167175, "m": 1.0 }, { "p": 0.16941431164741516, "m": 1.0 }, { "p": 0.00043097679736092687, "m": 1.0 }, { "p": 0.023493003100156784, "m": 0.9690353870391846 }, { "p": 0.00043097679736092687, "m": 0.7400227785110474 }, { "p": 0.00043097679736092687, "m": 0.9764358997344971 }, { "p": 0.00043097679736092687, "m": 1.0 }, { "p": 0.00043097679736092687, "m": 1.0 }, { "p": 0.00043097679736092687, "m": 0.9359933733940125 }, { "p": 0.037798091769218445, "m": 0.900627613067627 }, { "p": 0.030042527243494987, "m": 1.0 }, { "p": 0.0005463170818984509, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.5421528816223145, "val_loss": 1.432094931602478, "acc": 49.34, "time": 185.26035955399993, "param": [ { "p": 0.12662442028522491, "m": 1.0 }, { "p": 0.009221803396940231, "m": 1.0 }, { "p": 0.08431137353181839, "m": 1.0 }, { "p": 0.0890505239367485, "m": 0.7773267030715942 }, { "p": 0.00043507557711564004, "m": 0.6025078296661377 }, { "p": 0.04011250287294388, "m": 0.29199278354644775 }, { "p": 0.10443337261676788, "m": 0.9367932677268982 }, { "p": 0.027436640113592148, "m": 0.8146460056304932 }, { "p": 0.019808540120720863, "m": 0.9793639779090881 }, { "p": 0.17738890647888184, "m": 0.8562998175621033 }, { "p": 0.011959267780184746, "m": 0.9746324419975281 }, { "p": 0.1107046902179718, "m": 1.0 }, { "p": 0.13325050473213196, "m": 1.0 }, { "p": 0.005613995715975761, "m": 1.0 }, { "p": 0.00043507557711564004, "m": 0.9678338766098022 }, { "p": 0.0013828343944624066, "m": 0.6301986575126648 }, { "p": 0.00043507557711564004, "m": 0.9190782308578491 }, { "p": 0.00043507557711564004, "m": 0.9908502697944641 }, { "p": 0.00043507557711564004, "m": 0.876247227191925 }, { "p": 0.00043507557711564004, "m": 0.990128755569458 }, { "p": 0.00043507557711564004, "m": 0.9268801212310791 }, { "p": 0.001750618452206254, "m": 1.0 }, { "p": 0.05390464887022972, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.144486665725708, "val_loss": 1.468669056892395, "acc": 50.39, "time": 184.876689574, "param": [ { "p": 0.05369068309664726, "m": 1.0 }, { "p": 0.0004374204436317086, "m": 1.0 }, { "p": 0.1118554174900055, "m": 1.0 }, { "p": 0.10051915794610977, "m": 0.7226260304450989 }, { "p": 0.005766359623521566, "m": 0.46287572383880615 }, { "p": 0.04582987725734711, "m": 0.2907540202140808 }, { "p": 0.04383554309606552, "m": 0.8902276754379272 }, { "p": 0.09566498547792435, "m": 0.9552284479141235 }, { "p": 0.0409967303276062, "m": 1.0 }, { "p": 0.2157556563615799, "m": 0.6957371830940247 }, { "p": 0.022559335455298424, "m": 0.9975362420082092 }, { "p": 0.12198042869567871, "m": 1.0 }, { "p": 0.1234731674194336, "m": 1.0 }, { "p": 0.0004374204436317086, "m": 1.0 }, { "p": 0.008189870975911617, "m": 0.9941770434379578 }, { "p": 0.0004374204436317086, "m": 0.6702246069908142 }, { "p": 0.0004374204436317086, "m": 0.8864947557449341 }, { "p": 0.0004374204436317086, "m": 0.8622035384178162 }, { "p": 0.0004374204436317086, "m": 0.9505813717842102 }, { "p": 0.0004374204436317086, "m": 0.972776472568512 }, { "p": 0.0004374204436317086, "m": 0.9510043263435364 }, { "p": 0.0004374204436317086, "m": 1.0 }, { "p": 0.005946168676018715, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.3764984607696533, "val_loss": 1.4480468034744263, "acc": 50.7, "time": 178.3490545489999, "param": [ { "p": 0.09293320775032043, "m": 1.0 }, { "p": 0.0004331759409978986, "m": 1.0 }, { "p": 0.09339161962270737, "m": 1.0 }, { "p": 0.06758575886487961, "m": 0.8366022706031799 }, { "p": 0.0222480371594429, "m": 0.5473108291625977 }, { "p": 0.0345681756734848, "m": 0.28087469935417175 }, { "p": 0.08198819309473038, "m": 0.8030283451080322 }, { "p": 0.0781477689743042, "m": 0.9854521751403809 }, { "p": 0.054721590131521225, "m": 1.0 }, { "p": 0.14821068942546844, "m": 0.45681360363960266 }, { "p": 0.04842175170779228, "m": 0.9915796518325806 }, { "p": 0.12269387394189835, "m": 0.997639000415802 }, { "p": 0.10511938482522964, "m": 1.0 }, { "p": 0.0004331759409978986, "m": 1.0 }, { "p": 0.02819656953215599, "m": 0.8797256350517273 }, { "p": 0.0004331759409978986, "m": 0.6518064737319946 }, { "p": 0.0004331759409978986, "m": 0.7924995422363281 }, { "p": 0.0004331759409978986, "m": 0.8664273619651794 }, { "p": 0.0004331759409978986, "m": 0.8381403088569641 }, { "p": 0.0013391030952334404, "m": 0.9969505667686462 }, { "p": 0.0004331759409978986, "m": 0.9596232771873474 }, { "p": 0.0004331759409978986, "m": 1.0 }, { "p": 0.01696900650858879, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 3.2121644020080566, "val_loss": 1.3392353057861328, "acc": 53.96, "time": 181.21321914399982, "param": [ { "p": 0.14116381108760834, "m": 1.0 }, { "p": 0.00043034725240431726, "m": 1.0 }, { "p": 0.13878490030765533, "m": 1.0 }, { "p": 0.039645351469516754, "m": 0.8464990258216858 }, { "p": 0.0015109244268387556, "m": 0.47725868225097656 }, { "p": 0.07942017912864685, "m": 0.2874082326889038 }, { "p": 0.05856841057538986, "m": 0.7255126237869263 }, { "p": 0.018702862784266472, "m": 0.9428213238716125 }, { "p": 0.12881134450435638, "m": 1.0 }, { "p": 0.14155064523220062, "m": 0.35147860646247864 }, { "p": 0.014079863205552101, "m": 0.9987012147903442 }, { "p": 0.10924822837114334, "m": 1.0 }, { "p": 0.12305345386266708, "m": 1.0 }, { "p": 0.00043034725240431726, "m": 1.0 }, { "p": 0.00043034725240431726, "m": 0.8039708137512207 }, { "p": 0.00043034725240431726, "m": 0.7296147346496582 }, { "p": 0.00043034725240431726, "m": 0.8322782516479492 }, { "p": 0.00043034725240431726, "m": 0.9140244126319885 }, { "p": 0.00043034725240431726, "m": 0.7785058617591858 }, { "p": 0.00043034725240431726, "m": 1.0 }, { "p": 0.00043034725240431726, "m": 0.9972326159477234 }, { "p": 0.00043034725240431726, "m": 1.0 }, { "p": 0.0011567006586119533, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 3.1183815002441406, "val_loss": 1.3357287645339966, "acc": 54.65, "time": 184.25480475299992, "param": [ { "p": 0.18879704177379608, "m": 1.0 }, { "p": 0.00043574447045102715, "m": 1.0 }, { "p": 0.1637786477804184, "m": 1.0 }, { "p": 0.06058580428361893, "m": 0.8426886796951294 }, { "p": 0.00043574447045102715, "m": 0.4461643099784851 }, { "p": 0.137812077999115, "m": 0.0 }, { "p": 0.00043574447045102715, "m": 0.8797589540481567 }, { "p": 0.044989779591560364, "m": 1.0 }, { "p": 0.05423767864704132, "m": 1.0 }, { "p": 0.180899515748024, "m": 0.00448636943474412 }, { "p": 0.06475754827260971, "m": 0.994404673576355 }, { "p": 0.055952221155166626, "m": 1.0 }, { "p": 0.04231816530227661, "m": 1.0 }, { "p": 0.0006428031483665109, "m": 1.0 }, { "p": 0.00043574447045102715, "m": 0.7622166275978088 }, { "p": 0.00043574447045102715, "m": 0.7222630381584167 }, { "p": 0.00043574447045102715, "m": 0.9327115416526794 }, { "p": 0.00043574447045102715, "m": 0.9937335848808289 }, { "p": 0.00043574447045102715, "m": 0.6471583247184753 }, { "p": 0.00043574447045102715, "m": 0.9691228866577148 }, { "p": 0.00043574447045102715, "m": 0.9989649653434753 }, { "p": 0.00043574447045102715, "m": 1.0 }, { "p": 0.00043574447045102715, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 3.271481513977051, "val_loss": 1.287375807762146, "acc": 55.38, "time": 174.353315973, "param": [ { "p": 0.11067061126232147, "m": 1.0 }, { "p": 0.00042633392149582505, "m": 1.0 }, { "p": 0.10076911002397537, "m": 1.0 }, { "p": 0.08305303752422333, "m": 0.8215740919113159 }, { "p": 0.00042633392149582505, "m": 0.6466156840324402 }, { "p": 0.10199905931949615, "m": 0.00995668675750494 }, { "p": 0.04733144864439964, "m": 0.9359185099601746 }, { "p": 0.1031978502869606, "m": 0.9704102277755737 }, { "p": 0.08032986521720886, "m": 0.996959388256073 }, { "p": 0.11289124190807343, "m": 0.08824855834245682 }, { "p": 0.07599985599517822, "m": 1.0 }, { "p": 0.10065479576587677, "m": 0.9998489618301392 }, { "p": 0.06699486821889877, "m": 1.0 }, { "p": 0.00042633392149582505, "m": 1.0 }, { "p": 0.007030954118818045, "m": 0.7790904641151428 }, { "p": 0.00042633392149582505, "m": 0.6815216541290283 }, { "p": 0.00042633392149582505, "m": 0.9503352046012878 }, { "p": 0.00042633392149582505, "m": 0.9077684283256531 }, { "p": 0.00042633392149582505, "m": 0.7814111709594727 }, { "p": 0.00042633392149582505, "m": 0.8880367279052734 }, { "p": 0.00042633392149582505, "m": 1.0 }, { "p": 0.00042633392149582505, "m": 1.0 }, { "p": 0.004814098123461008, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.99749755859375, "val_loss": 1.2605557441711426, "acc": 56.12, "time": 183.16624642999977, "param": [ { "p": 0.1308940351009369, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 1.0 }, { "p": 0.07080398499965668, "m": 1.0 }, { "p": 0.007022898178547621, "m": 0.7518212199211121 }, { "p": 0.00042745136306621134, "m": 0.6013633012771606 }, { "p": 0.12489065527915955, "m": 0.0561516098678112 }, { "p": 0.036683715879917145, "m": 0.8732782006263733 }, { "p": 0.14418676495552063, "m": 1.0 }, { "p": 0.06387607753276825, "m": 1.0 }, { "p": 0.04454594850540161, "m": 0.09085974842309952 }, { "p": 0.041556503623723984, "m": 1.0 }, { "p": 0.17825612425804138, "m": 1.0 }, { "p": 0.15215414762496948, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 0.7093407511711121 }, { "p": 0.00042745136306621134, "m": 0.7508984208106995 }, { "p": 0.00042745136306621134, "m": 0.905072808265686 }, { "p": 0.00042745136306621134, "m": 0.9150935411453247 }, { "p": 0.00042745136306621134, "m": 0.8670445680618286 }, { "p": 0.00042745136306621134, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 1.0 }, { "p": 0.00042745136306621134, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 3.366292953491211, "val_loss": 1.2223145961761475, "acc": 57.81, "time": 179.02848878999976, "param": [ { "p": 0.10853931307792664, "m": 1.0 }, { "p": 0.0004305012116674334, "m": 1.0 }, { "p": 0.09809018671512604, "m": 1.0 }, { "p": 0.005040715914219618, "m": 0.8549479246139526 }, { "p": 0.002733254339545965, "m": 0.6246630549430847 }, { "p": 0.09558163583278656, "m": 0.3076463043689728 }, { "p": 0.07976608723402023, "m": 0.8993309140205383 }, { "p": 0.09159700572490692, "m": 0.9860804080963135 }, { "p": 0.055378373712301254, "m": 1.0 }, { "p": 0.06063039228320122, "m": 0.04172892868518829 }, { "p": 0.0540555976331234, "m": 1.0 }, { "p": 0.1953105330467224, "m": 1.0 }, { "p": 0.14854158461093903, "m": 1.0 }, { "p": 0.0004305012116674334, "m": 1.0 }, { "p": 0.0004305012116674334, "m": 0.7458288073539734 }, { "p": 0.0004305012116674334, "m": 0.7784804701805115 }, { "p": 0.0004305012116674334, "m": 0.9571536779403687 }, { "p": 0.0004305012116674334, "m": 0.9046621322631836 }, { "p": 0.0004305012116674334, "m": 0.627630352973938 }, { "p": 0.0004305012116674334, "m": 0.9554517865180969 }, { "p": 0.0004305012116674334, "m": 0.9926435351371765 }, { "p": 0.0004305012116674334, "m": 1.0 }, { "p": 0.0004305012116674334, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 3.0805749893188477, "val_loss": 1.2621521949768066, "acc": 57.7, "time": 173.73777068799973, "param": [ { "p": 0.25869515538215637, "m": 1.0 }, { "p": 0.00044442267972044647, "m": 1.0 }, { "p": 0.20757772028446198, "m": 1.0 }, { "p": 0.0013881109189242125, "m": 0.9055961966514587 }, { "p": 0.00044442267972044647, "m": 0.6686402559280396 }, { "p": 0.00044442267972044647, "m": 0.32759276032447815 }, { "p": 0.00044442267972044647, "m": 0.977370023727417 }, { "p": 0.00044442267972044647, "m": 0.9963605403900146 }, { "p": 0.002922829007729888, "m": 1.0 }, { "p": 0.03332231193780899, "m": 0.002637549303472042 }, { "p": 0.00044442267972044647, "m": 0.986790657043457 }, { "p": 0.3095051050186157, "m": 0.9942765235900879 }, { "p": 0.17919279634952545, "m": 1.0 }, { "p": 0.00044442267972044647, "m": 1.0 }, { "p": 0.00044442267972044647, "m": 0.830416202545166 }, { "p": 0.00044442267972044647, "m": 0.7329232096672058 }, { "p": 0.00044442267972044647, "m": 0.8719429969787598 }, { "p": 0.00044442267972044647, "m": 0.8122106194496155 }, { "p": 0.00044442267972044647, "m": 0.8072949647903442 }, { "p": 0.00044442267972044647, "m": 0.9873761534690857 }, { "p": 0.00044442267972044647, "m": 0.9705966711044312 }, { "p": 0.00044442267972044647, "m": 1.0 }, { "p": 0.0007298498530872166, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 3.07116961479187, "val_loss": 1.2205398082733154, "acc": 58.4, "time": 171.700306704, "param": [ { "p": 0.1320415735244751, "m": 1.0 }, { "p": 0.00043140750494785607, "m": 1.0 }, { "p": 0.1397562175989151, "m": 1.0 }, { "p": 0.035404156893491745, "m": 0.8722010254859924 }, { "p": 0.020183177664875984, "m": 0.38654741644859314 }, { "p": 0.00043140750494785607, "m": 0.4422534108161926 }, { "p": 0.15665435791015625, "m": 0.9937794804573059 }, { "p": 0.04804664105176926, "m": 0.9998270869255066 }, { "p": 0.05009781941771507, "m": 1.0 }, { "p": 0.033466991037130356, "m": 0.03615822270512581 }, { "p": 0.06708133220672607, "m": 1.0 }, { "p": 0.14726199209690094, "m": 0.980671226978302 }, { "p": 0.15784385800361633, "m": 1.0 }, { "p": 0.00043140750494785607, "m": 1.0 }, { "p": 0.00043140750494785607, "m": 0.910113513469696 }, { "p": 0.00043140750494785607, "m": 0.7254024147987366 }, { "p": 0.00043140750494785607, "m": 0.9649414420127869 }, { "p": 0.00043140750494785607, "m": 0.7059105038642883 }, { "p": 0.00043140750494785607, "m": 0.7814714312553406 }, { "p": 0.00043140750494785607, "m": 1.0 }, { "p": 0.00043140750494785607, "m": 0.9912170171737671 }, { "p": 0.00043140750494785607, "m": 1.0 }, { "p": 0.007416620850563049, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.7460248470306396, "val_loss": 1.1966873407363892, "acc": 58.51, "time": 172.3193758680004, "param": [ { "p": 0.2020324021577835, "m": 1.0 }, { "p": 0.00044559407979249954, "m": 1.0 }, { "p": 0.037081003189086914, "m": 1.0 }, { "p": 0.00044559407979249954, "m": 0.8104243874549866 }, { "p": 0.00044559407979249954, "m": 0.383043110370636 }, { "p": 0.00044559407979249954, "m": 0.5307000875473022 }, { "p": 0.07315977662801743, "m": 0.9960435032844543 }, { "p": 0.10601349174976349, "m": 0.9164719581604004 }, { "p": 0.006266274955123663, "m": 1.0 }, { "p": 0.08453217893838882, "m": 0.0 }, { "p": 0.059389498084783554, "m": 1.0 }, { "p": 0.2474755197763443, "m": 1.0 }, { "p": 0.17781168222427368, "m": 1.0 }, { "p": 0.00044559407979249954, "m": 1.0 }, { "p": 0.00044559407979249954, "m": 0.8794658184051514 }, { "p": 0.00044559407979249954, "m": 0.7370947599411011 }, { "p": 0.00044559407979249954, "m": 0.8521530032157898 }, { "p": 0.00044559407979249954, "m": 0.8670284748077393 }, { "p": 0.00044559407979249954, "m": 0.7082965970039368 }, { "p": 0.00044559407979249954, "m": 0.9640834927558899 }, { "p": 0.00044559407979249954, "m": 0.9811517596244812 }, { "p": 0.00044559407979249954, "m": 1.0 }, { "p": 0.00044559407979249954, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.722398281097412, "val_loss": 1.2068811655044556, "acc": 60.25, "time": 174.40120256499995, "param": [ { "p": 0.18813295662403107, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 1.0 }, { "p": 0.07079362869262695, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 0.9290833473205566 }, { "p": 0.00043856698903255165, "m": 0.576532244682312 }, { "p": 0.00043856698903255165, "m": 0.48796629905700684 }, { "p": 0.13409921526908875, "m": 0.8325729370117188 }, { "p": 0.0020651172380894423, "m": 1.0 }, { "p": 0.0012858735863119364, "m": 1.0 }, { "p": 0.047600071877241135, "m": 0.011016400530934334 }, { "p": 0.13574063777923584, "m": 1.0 }, { "p": 0.23301707208156586, "m": 1.0 }, { "p": 0.1811257153749466, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 0.8344593644142151 }, { "p": 0.00043856698903255165, "m": 0.8445954918861389 }, { "p": 0.00043856698903255165, "m": 0.900316596031189 }, { "p": 0.00043856698903255165, "m": 0.8844451308250427 }, { "p": 0.00043856698903255165, "m": 0.8044741153717041 }, { "p": 0.00043856698903255165, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 1.0 }, { "p": 0.00043856698903255165, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 3.414414644241333, "val_loss": 1.1709845066070557, "acc": 61.32, "time": 174.05773221499976, "param": [ { "p": 0.21301734447479248, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 1.0 }, { "p": 0.12358193844556808, "m": 1.0 }, { "p": 0.06931427866220474, "m": 0.9693711400032043 }, { "p": 0.0004384464700706303, "m": 0.5736603736877441 }, { "p": 0.0004384464700706303, "m": 0.433905690908432 }, { "p": 0.06707543134689331, "m": 0.7875669002532959 }, { "p": 0.02918008156120777, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 1.0 }, { "p": 0.0031518463511019945, "m": 0.0 }, { "p": 0.028664221987128258, "m": 1.0 }, { "p": 0.28448453545570374, "m": 1.0 }, { "p": 0.17539235949516296, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 0.9464693665504456 }, { "p": 0.0004384464700706303, "m": 0.7178882360458374 }, { "p": 0.0004384464700706303, "m": 0.9445987343788147 }, { "p": 0.0004384464700706303, "m": 0.7756215929985046 }, { "p": 0.0004384464700706303, "m": 0.8470430374145508 }, { "p": 0.0004384464700706303, "m": 0.9313821196556091 }, { "p": 0.0004384464700706303, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 1.0 }, { "p": 0.0004384464700706303, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 3.204404354095459, "val_loss": 1.1283609867095947, "acc": 61.76, "time": 170.85881536999977, "param": [ { "p": 0.2306690365076065, "m": 1.0 }, { "p": 0.0004405401414260268, "m": 1.0 }, { "p": 0.14994217455387115, "m": 1.0 }, { "p": 0.0004405401414260268, "m": 0.8113741874694824 }, { "p": 0.0004405401414260268, "m": 0.5966391563415527 }, { "p": 0.0004405401414260268, "m": 0.38759633898735046 }, { "p": 0.17322377860546112, "m": 0.9941157102584839 }, { "p": 0.02084517292678356, "m": 0.9912918210029602 }, { "p": 0.0004405401414260268, "m": 1.0 }, { "p": 0.022874770686030388, "m": 0.04284944385290146 }, { "p": 0.0004405401414260268, "m": 1.0 }, { "p": 0.22808241844177246, "m": 1.0 }, { "p": 0.16731436550617218, "m": 1.0 }, { "p": 0.0004405401414260268, "m": 1.0 }, { "p": 0.0004405401414260268, "m": 0.9843905568122864 }, { "p": 0.0004405401414260268, "m": 0.7308574318885803 }, { "p": 0.0004405401414260268, "m": 0.969481885433197 }, { "p": 0.0004405401414260268, "m": 0.7807474136352539 }, { "p": 0.0004405401414260268, "m": 0.9134132266044617 }, { "p": 0.0004405401414260268, "m": 0.9963427782058716 }, { "p": 0.0004405401414260268, "m": 0.9953809976577759 }, { "p": 0.0004405401414260268, "m": 1.0 }, { "p": 0.0004405401414260268, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 3.174058437347412, "val_loss": 1.1160180568695068, "acc": 61.66, "time": 173.1736919289997, "param": [ { "p": 0.18401804566383362, "m": 1.0 }, { "p": 0.0004317072161938995, "m": 1.0 }, { "p": 0.1169939711689949, "m": 1.0 }, { "p": 0.023851582780480385, "m": 0.8131310343742371 }, { "p": 0.0004317072161938995, "m": 0.5147672295570374 }, { "p": 0.014212979935109615, "m": 0.5203083753585815 }, { "p": 0.11878140270709991, "m": 0.9918100833892822 }, { "p": 0.06619373708963394, "m": 0.9720178246498108 }, { "p": 0.04587539657950401, "m": 1.0 }, { "p": 0.0598527267575264, "m": 0.01948252134025097 }, { "p": 0.04520086571574211, "m": 1.0 }, { "p": 0.1460026651620865, "m": 1.0 }, { "p": 0.15948490798473358, "m": 1.0 }, { "p": 0.0004317072161938995, "m": 1.0 }, { "p": 0.0004317072161938995, "m": 0.9288085103034973 }, { "p": 0.0004317072161938995, "m": 0.7619209885597229 }, { "p": 0.0004317072161938995, "m": 0.8134292960166931 }, { "p": 0.0004317072161938995, "m": 0.6926766037940979 }, { "p": 0.0004317072161938995, "m": 0.9087820053100586 }, { "p": 0.0004317072161938995, "m": 0.9582211971282959 }, { "p": 0.0004317072161938995, "m": 1.0 }, { "p": 0.0004317072161938995, "m": 1.0 }, { "p": 0.014783194288611412, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.829742193222046, "val_loss": 1.1332041025161743, "acc": 61.08, "time": 172.26978740799996, "param": [ { "p": 0.25182172656059265, "m": 1.0 }, { "p": 0.00043729625758714974, "m": 1.0 }, { "p": 0.0006496667047031224, "m": 1.0 }, { "p": 0.017473706975579262, "m": 0.8551670908927917 }, { "p": 0.00043729625758714974, "m": 0.5217905640602112 }, { "p": 0.00043729625758714974, "m": 0.6294696927070618 }, { "p": 0.21490511298179626, "m": 0.8707043528556824 }, { "p": 0.06676686555147171, "m": 0.9933958649635315 }, { "p": 0.006927719339728355, "m": 1.0 }, { "p": 0.10265610367059708, "m": 0.00018601512419991195 }, { "p": 0.00043729625758714974, "m": 1.0 }, { "p": 0.07943135499954224, "m": 1.0 }, { "p": 0.2532457709312439, "m": 1.0 }, { "p": 0.00043729625758714974, "m": 1.0 }, { "p": 0.00043729625758714974, "m": 0.9262893795967102 }, { "p": 0.00043729625758714974, "m": 0.7941994667053223 }, { "p": 0.00043729625758714974, "m": 0.8382248282432556 }, { "p": 0.00043729625758714974, "m": 0.7714046835899353 }, { "p": 0.00043729625758714974, "m": 0.9801194071769714 }, { "p": 0.00043729625758714974, "m": 0.9334228038787842 }, { "p": 0.00043729625758714974, "m": 1.0 }, { "p": 0.00043729625758714974, "m": 1.0 }, { "p": 0.00043729625758714974, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.7400271892547607, "val_loss": 1.1041842699050903, "acc": 62.52, "time": 175.54244412900016, "param": [ { "p": 0.3482118248939514, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 1.0 }, { "p": 0.07524973899126053, "m": 1.0 }, { "p": 0.04464885592460632, "m": 0.9197068810462952 }, { "p": 0.00043936443398706615, "m": 0.4768695831298828 }, { "p": 0.00043936443398706615, "m": 0.6533319354057312 }, { "p": 0.08793335407972336, "m": 0.7575585842132568 }, { "p": 0.06712415814399719, "m": 0.9984716176986694 }, { "p": 0.07200279831886292, "m": 1.0 }, { "p": 0.040067896246910095, "m": 0.002550064120441675 }, { "p": 0.002277223626151681, "m": 1.0 }, { "p": 0.12261925637722015, "m": 1.0 }, { "p": 0.134153351187706, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 0.734306812286377 }, { "p": 0.00043936443398706615, "m": 0.9717626571655273 }, { "p": 0.00043936443398706615, "m": 0.6976417303085327 }, { "p": 0.00043936443398706615, "m": 0.8774729371070862 }, { "p": 0.00043936443398706615, "m": 0.9208142161369324 }, { "p": 0.00043936443398706615, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 1.0 }, { "p": 0.00043936443398706615, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.8735361099243164, "val_loss": 1.1550238132476807, "acc": 60.94, "time": 173.07923067200045, "param": [ { "p": 0.4422607719898224, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 1.0 }, { "p": 0.012480052188038826, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 0.9815716743469238 }, { "p": 0.00043896472197957337, "m": 0.4920119047164917 }, { "p": 0.00043896472197957337, "m": 0.6861496567726135 }, { "p": 0.05002332851290703, "m": 0.8634105920791626 }, { "p": 0.00043896472197957337, "m": 0.9663467407226562 }, { "p": 0.042563389986753464, "m": 1.0 }, { "p": 0.022265033796429634, "m": 0.0 }, { "p": 0.06617142260074615, "m": 0.9993852376937866 }, { "p": 0.1952672004699707, "m": 1.0 }, { "p": 0.1623847484588623, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 0.7721421718597412 }, { "p": 0.00043896472197957337, "m": 0.7761157751083374 }, { "p": 0.00043896472197957337, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 0.6757550239562988 }, { "p": 0.00043896472197957337, "m": 0.6621548533439636 }, { "p": 0.00043896472197957337, "m": 0.9756371974945068 }, { "p": 0.00043896472197957337, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 1.0 }, { "p": 0.00043896472197957337, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 3.036313533782959, "val_loss": 1.1071122884750366, "acc": 62.04, "time": 173.68092295400038, "param": [ { "p": 0.28110820055007935, "m": 1.0 }, { "p": 0.00041808528476394713, "m": 1.0 }, { "p": 0.09774898737668991, "m": 1.0 }, { "p": 0.0027411533519625664, "m": 0.993683397769928 }, { "p": 0.0010548856807872653, "m": 0.516692578792572 }, { "p": 0.0036686870735138655, "m": 0.6197916865348816 }, { "p": 0.0713278278708458, "m": 0.9488636255264282 }, { "p": 0.013656673021614552, "m": 0.9985818266868591 }, { "p": 0.01793576590716839, "m": 1.0 }, { "p": 0.04379614442586899, "m": 0.028580041602253914 }, { "p": 0.00041808528476394713, "m": 1.0 }, { "p": 0.12731854617595673, "m": 1.0 }, { "p": 0.3010540008544922, "m": 1.0 }, { "p": 0.00041808528476394713, "m": 1.0 }, { "p": 0.019200727343559265, "m": 0.7603424787521362 }, { "p": 0.00041808528476394713, "m": 0.8573650121688843 }, { "p": 0.00041808528476394713, "m": 0.9598634243011475 }, { "p": 0.00041808528476394713, "m": 0.7559072971343994 }, { "p": 0.00041808528476394713, "m": 0.6250379085540771 }, { "p": 0.00041808528476394713, "m": 0.9263455867767334 }, { "p": 0.00041808528476394713, "m": 1.0 }, { "p": 0.00041808528476394713, "m": 1.0 }, { "p": 0.01520773395895958, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.209886074066162, "val_loss": 1.125626564025879, "acc": 62.32, "time": 173.16544731700014, "param": [ { "p": 0.2028275579214096, "m": 1.0 }, { "p": 0.00043018945143558085, "m": 1.0 }, { "p": 0.1404745727777481, "m": 1.0 }, { "p": 0.040529292076826096, "m": 0.8809326887130737 }, { "p": 0.00043018945143558085, "m": 0.5707855820655823 }, { "p": 0.00043018945143558085, "m": 0.6493903398513794 }, { "p": 0.08988463878631592, "m": 0.9695294499397278 }, { "p": 0.016866590827703476, "m": 1.0 }, { "p": 0.04893764108419418, "m": 1.0 }, { "p": 0.045214030891656876, "m": 0.0 }, { "p": 0.007734023500233889, "m": 1.0 }, { "p": 0.13268114626407623, "m": 1.0 }, { "p": 0.2692582607269287, "m": 1.0 }, { "p": 0.00043018945143558085, "m": 1.0 }, { "p": 0.00043018945143558085, "m": 0.7544221878051758 }, { "p": 0.00043018945143558085, "m": 0.7183360457420349 }, { "p": 0.00043018945143558085, "m": 0.9081544876098633 }, { "p": 0.00043018945143558085, "m": 0.8373154997825623 }, { "p": 0.00043018945143558085, "m": 0.6622293591499329 }, { "p": 0.00043018945143558085, "m": 0.9004064202308655 }, { "p": 0.00043018945143558085, "m": 1.0 }, { "p": 0.00043018945143558085, "m": 1.0 }, { "p": 0.00043018945143558085, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.4507715702056885, "val_loss": 1.0354832410812378, "acc": 63.91, "time": 172.0156989220004, "param": [ { "p": 0.3301350474357605, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 1.0 }, { "p": 0.13448572158813477, "m": 1.0 }, { "p": 0.016143308952450752, "m": 0.9582899212837219 }, { "p": 0.0004429859691299498, "m": 0.6642078757286072 }, { "p": 0.0004429859691299498, "m": 0.66485196352005 }, { "p": 0.0004429859691299498, "m": 0.942922055721283 }, { "p": 0.0004429859691299498, "m": 0.9896467328071594 }, { "p": 0.0442197248339653, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 0.0 }, { "p": 0.01763005182147026, "m": 1.0 }, { "p": 0.17345072329044342, "m": 0.995788037776947 }, { "p": 0.2768478989601135, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 0.8352050185203552 }, { "p": 0.0004429859691299498, "m": 0.6812684535980225 }, { "p": 0.0004429859691299498, "m": 0.9064018130302429 }, { "p": 0.0004429859691299498, "m": 0.8299729228019714 }, { "p": 0.0004429859691299498, "m": 0.6583652496337891 }, { "p": 0.0004429859691299498, "m": 0.9601613283157349 }, { "p": 0.0004429859691299498, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 1.0 }, { "p": 0.0004429859691299498, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.552910566329956, "val_loss": 1.0994776487350464, "acc": 61.8, "time": 173.03995543699966, "param": [ { "p": 0.31647688150405884, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0820615291595459, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 0.9366177320480347 }, { "p": 0.0004358977312222123, "m": 0.5627683401107788 }, { "p": 0.0004358977312222123, "m": 0.7164163589477539 }, { "p": 0.030159125104546547, "m": 0.9664663076400757 }, { "p": 0.06618012487888336, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 0.04408646747469902 }, { "p": 0.01175645925104618, "m": 1.0 }, { "p": 0.1837058812379837, "m": 0.9574631452560425 }, { "p": 0.3026859760284424, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 0.8197608590126038 }, { "p": 0.0004358977312222123, "m": 0.7173608541488647 }, { "p": 0.0004358977312222123, "m": 0.8901507258415222 }, { "p": 0.0004358977312222123, "m": 0.8710901737213135 }, { "p": 0.0004358977312222123, "m": 0.6491836905479431 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 }, { "p": 0.0004358977312222123, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 2.634300708770752, "val_loss": 1.0561450719833374, "acc": 64.7, "time": 171.84172630400008, "param": [ { "p": 0.15698961913585663, "m": 1.0 }, { "p": 0.0004378124722279608, "m": 1.0 }, { "p": 0.1378607302904129, "m": 1.0 }, { "p": 0.010212318040430546, "m": 0.9406741261482239 }, { "p": 0.0004378124722279608, "m": 0.6721170544624329 }, { "p": 0.0004378124722279608, "m": 0.8968825340270996 }, { "p": 0.12335337698459625, "m": 0.9599125981330872 }, { "p": 0.07212855666875839, "m": 0.8393396139144897 }, { "p": 0.04620882123708725, "m": 1.0 }, { "p": 0.09402677416801453, "m": 0.0 }, { "p": 0.05997065082192421, "m": 1.0 }, { "p": 0.16988307237625122, "m": 1.0 }, { "p": 0.12367481738328934, "m": 1.0 }, { "p": 0.0004378124722279608, "m": 1.0 }, { "p": 0.0004378124722279608, "m": 0.8789852261543274 }, { "p": 0.0004378124722279608, "m": 0.6933242082595825 }, { "p": 0.0004378124722279608, "m": 0.908235490322113 }, { "p": 0.0004378124722279608, "m": 0.8931032419204712 }, { "p": 0.0004378124722279608, "m": 0.6256570219993591 }, { "p": 0.0004378124722279608, "m": 0.9492623805999756 }, { "p": 0.0004378124722279608, "m": 1.0 }, { "p": 0.0004378124722279608, "m": 1.0 }, { "p": 0.0004378124722279608, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 2.5568361282348633, "val_loss": 1.08804452419281, "acc": 63.48, "time": 173.60985622200042, "param": [ { "p": 0.27101901173591614, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 1.0 }, { "p": 0.08766250312328339, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 0.897377610206604 }, { "p": 0.00044068015995435417, "m": 0.5280834436416626 }, { "p": 0.00044068015995435417, "m": 0.8506459593772888 }, { "p": 0.1218787431716919, "m": 1.0 }, { "p": 0.004289306700229645, "m": 1.0 }, { "p": 0.052554063498973846, "m": 1.0 }, { "p": 0.08129889518022537, "m": 0.0011730125406756997 }, { "p": 0.019896242767572403, "m": 1.0 }, { "p": 0.24761740863323212, "m": 1.0 }, { "p": 0.10761464387178421, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 0.9183496236801147 }, { "p": 0.00044068015995435417, "m": 0.7222372889518738 }, { "p": 0.00044068015995435417, "m": 0.7344526052474976 }, { "p": 0.00044068015995435417, "m": 0.8433119058609009 }, { "p": 0.00044068015995435417, "m": 0.6935623288154602 }, { "p": 0.00044068015995435417, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 0.9714019894599915 }, { "p": 0.00044068015995435417, "m": 1.0 }, { "p": 0.00044068015995435417, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.7960033416748047, "val_loss": 1.1091282367706299, "acc": 61.78, "time": 175.85958768299952, "param": [ { "p": 0.1971084475517273, "m": 1.0 }, { "p": 0.0004387687658891082, "m": 1.0 }, { "p": 0.03828122466802597, "m": 1.0 }, { "p": 0.0004387687658891082, "m": 0.8650922775268555 }, { "p": 0.016021376475691795, "m": 0.47535619139671326 }, { "p": 0.0004387687658891082, "m": 0.8752809762954712 }, { "p": 0.0042540463618934155, "m": 0.9839731454849243 }, { "p": 0.13511435687541962, "m": 1.0 }, { "p": 0.01095318328589201, "m": 0.9998101592063904 }, { "p": 0.10438951104879379, "m": 0.02546910010278225 }, { "p": 0.0004387687658891082, "m": 1.0 }, { "p": 0.30785414576530457, "m": 0.97572922706604 }, { "p": 0.1798812448978424, "m": 1.0 }, { "p": 0.0004387687658891082, "m": 1.0 }, { "p": 0.0004387687658891082, "m": 0.9483614563941956 }, { "p": 0.0004387687658891082, "m": 0.8149218559265137 }, { "p": 0.0004387687658891082, "m": 0.948948085308075 }, { "p": 0.0004387687658891082, "m": 0.9532886743545532 }, { "p": 0.0004387687658891082, "m": 0.695397675037384 }, { "p": 0.0004387687658891082, "m": 0.9613997936248779 }, { "p": 0.0004387687658891082, "m": 0.9953535199165344 }, { "p": 0.0004387687658891082, "m": 1.0 }, { "p": 0.0004387687658891082, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 2.5089797973632812, "val_loss": 1.0366073846817017, "acc": 63.99, "time": 173.86464502000035, "param": [ { "p": 0.20585457980632782, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 1.0 }, { "p": 0.08779304474592209, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 0.9604254961013794 }, { "p": 0.0004385453066788614, "m": 0.5307942628860474 }, { "p": 0.0004385453066788614, "m": 0.8610042333602905 }, { "p": 0.05538000911474228, "m": 0.9632487297058105 }, { "p": 0.10174677520990372, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 0.9999430179595947 }, { "p": 0.10089258849620819, "m": 0.0 }, { "p": 0.026411011815071106, "m": 1.0 }, { "p": 0.17833934724330902, "m": 1.0 }, { "p": 0.23700478672981262, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 0.9246663451194763 }, { "p": 0.0004385453066788614, "m": 0.7252122759819031 }, { "p": 0.0004385453066788614, "m": 0.8756422996520996 }, { "p": 0.0004385453066788614, "m": 0.8872750401496887 }, { "p": 0.0004385453066788614, "m": 0.7143265008926392 }, { "p": 0.0004385453066788614, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 0.9881821274757385 }, { "p": 0.0004385453066788614, "m": 1.0 }, { "p": 0.0004385453066788614, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 2.911945104598999, "val_loss": 1.0013628005981445, "acc": 64.83, "time": 172.630162681, "param": [ { "p": 0.254280686378479, "m": 1.0 }, { "p": 0.00043693353654816747, "m": 1.0 }, { "p": 0.058075226843357086, "m": 1.0 }, { "p": 0.00043693353654816747, "m": 0.7908573746681213 }, { "p": 0.00043693353654816747, "m": 0.6058484315872192 }, { "p": 0.00043693353654816747, "m": 0.8900567889213562 }, { "p": 0.005851610563695431, "m": 0.896195113658905 }, { "p": 0.02873377874493599, "m": 0.9980395436286926 }, { "p": 0.01822398416697979, "m": 1.0 }, { "p": 0.09771007299423218, "m": 0.0 }, { "p": 0.06278535723686218, "m": 1.0 }, { "p": 0.17485879361629486, "m": 1.0 }, { "p": 0.2917802929878235, "m": 1.0 }, { "p": 0.0020202749874442816, "m": 1.0 }, { "p": 0.00043693353654816747, "m": 0.9161426424980164 }, { "p": 0.00043693353654816747, "m": 0.8060101866722107 }, { "p": 0.00043693353654816747, "m": 0.9488440752029419 }, { "p": 0.00043693353654816747, "m": 0.6979538202285767 }, { "p": 0.00043693353654816747, "m": 0.6657545566558838 }, { "p": 0.00043693353654816747, "m": 0.9489583373069763 }, { "p": 0.00043693353654816747, "m": 1.0 }, { "p": 0.00043693353654816747, "m": 1.0 }, { "p": 0.00043693353654816747, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.5370659828186035, "val_loss": 1.0586191415786743, "acc": 64.95, "time": 182.88283602800038, "param": [ { "p": 0.24903136491775513, "m": 1.0 }, { "p": 0.0004331704694777727, "m": 1.0 }, { "p": 0.10776618123054504, "m": 1.0 }, { "p": 0.00350743206217885, "m": 0.7685701847076416 }, { "p": 0.0004331704694777727, "m": 0.5221858620643616 }, { "p": 0.0004331704694777727, "m": 0.882349967956543 }, { "p": 0.05390211567282677, "m": 0.9806028604507446 }, { "p": 0.008653405122458935, "m": 0.934768795967102 }, { "p": 0.05702010169625282, "m": 1.0 }, { "p": 0.018920589238405228, "m": 0.015845032408833504 }, { "p": 0.14098294079303741, "m": 1.0 }, { "p": 0.17855103313922882, "m": 1.0 }, { "p": 0.17386126518249512, "m": 1.0 }, { "p": 0.0004331704694777727, "m": 1.0 }, { "p": 0.0004331704694777727, "m": 0.7732551097869873 }, { "p": 0.0004331704694777727, "m": 0.7528281807899475 }, { "p": 0.0004331704694777727, "m": 0.939268171787262 }, { "p": 0.0004331704694777727, "m": 0.7237973213195801 }, { "p": 0.0004331704694777727, "m": 0.6624411940574646 }, { "p": 0.0004331704694777727, "m": 1.0 }, { "p": 0.002605781191959977, "m": 1.0 }, { "p": 0.0004331704694777727, "m": 1.0 }, { "p": 0.0004331704694777727, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 2.3756699562072754, "val_loss": 1.0074118375778198, "acc": 65.87, "time": 179.71997487600038, "param": [ { "p": 0.27334094047546387, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 1.0 }, { "p": 0.06634104251861572, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 0.8610644340515137 }, { "p": 0.0004367767251096666, "m": 0.5770447850227356 }, { "p": 0.0004367767251096666, "m": 0.9541565775871277 }, { "p": 0.04967876151204109, "m": 0.950302004814148 }, { "p": 0.0004367767251096666, "m": 0.9819101095199585 }, { "p": 0.045774906873703, "m": 0.9999216794967651 }, { "p": 0.08383651077747345, "m": 0.03240494430065155 }, { "p": 0.11712978035211563, "m": 1.0 }, { "p": 0.0943700522184372, "m": 1.0 }, { "p": 0.26297664642333984, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 0.6697057485580444 }, { "p": 0.0004367767251096666, "m": 0.659546434879303 }, { "p": 0.0004367767251096666, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 0.7724370956420898 }, { "p": 0.0004367767251096666, "m": 0.7468559145927429 }, { "p": 0.0004367767251096666, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 0.9984039664268494 }, { "p": 0.0004367767251096666, "m": 1.0 }, { "p": 0.0004367767251096666, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 2.2173900604248047, "val_loss": 0.9967585802078247, "acc": 64.97, "time": 186.03483987500022, "param": [ { "p": 0.29272571206092834, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 1.0 }, { "p": 0.10788143426179886, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 0.8751835227012634 }, { "p": 0.0004344354383647442, "m": 0.6908477544784546 }, { "p": 0.0004344354383647442, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 0.9933589696884155 }, { "p": 0.02056087739765644, "m": 0.9903372526168823 }, { "p": 0.009730285964906216, "m": 1.0 }, { "p": 0.11312834918498993, "m": 0.0 }, { "p": 0.09576775133609772, "m": 1.0 }, { "p": 0.08312327414751053, "m": 0.997398316860199 }, { "p": 0.2653654217720032, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 0.655651330947876 }, { "p": 0.0004344354383647442, "m": 0.7540217041969299 }, { "p": 0.0004344354383647442, "m": 0.9839386940002441 }, { "p": 0.0004344354383647442, "m": 0.8476217985153198 }, { "p": 0.0004344354383647442, "m": 0.7479432821273804 }, { "p": 0.0004344354383647442, "m": 1.0 }, { "p": 0.0012043636525049806, "m": 1.0 }, { "p": 0.0004344354383647442, "m": 1.0 }, { "p": 0.004865038208663464, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.8203506469726562, "val_loss": 1.0238840579986572, "acc": 64.75, "time": 181.4983795219996, "param": [ { "p": 0.2479674071073532, "m": 1.0 }, { "p": 0.0004347229260019958, "m": 1.0 }, { "p": 0.1687496453523636, "m": 1.0 }, { "p": 0.0717933401465416, "m": 0.9838610291481018 }, { "p": 0.0006759426323696971, "m": 0.6756953001022339 }, { "p": 0.0010920623317360878, "m": 0.9184129238128662 }, { "p": 0.05057349056005478, "m": 0.996323823928833 }, { "p": 0.0004347229260019958, "m": 1.0 }, { "p": 0.06452599912881851, "m": 1.0 }, { "p": 0.040030136704444885, "m": 0.012604832649230957 }, { "p": 0.09717122465372086, "m": 0.9698958396911621 }, { "p": 0.059232197701931, "m": 1.0 }, { "p": 0.18465252220630646, "m": 1.0 }, { "p": 0.0004347229260019958, "m": 1.0 }, { "p": 0.0004347229260019958, "m": 0.5381609201431274 }, { "p": 0.0004347229260019958, "m": 0.7697842121124268 }, { "p": 0.0004347229260019958, "m": 0.9851725697517395 }, { "p": 0.0004347229260019958, "m": 0.8963226675987244 }, { "p": 0.0004347229260019958, "m": 0.8717647194862366 }, { "p": 0.0004347229260019958, "m": 0.9838871359825134 }, { "p": 0.001477689715102315, "m": 0.9295958280563354 }, { "p": 0.0004347229260019958, "m": 1.0 }, { "p": 0.007711443118751049, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 2.660038471221924, "val_loss": 1.0012072324752808, "acc": 65.93, "time": 181.40002475300025, "param": [ { "p": 0.21152570843696594, "m": 1.0 }, { "p": 0.00043156123138032854, "m": 1.0 }, { "p": 0.11134892702102661, "m": 1.0 }, { "p": 0.00043156123138032854, "m": 0.9658475518226624 }, { "p": 0.00043156123138032854, "m": 0.9388192296028137 }, { "p": 0.00043156123138032854, "m": 0.9326683282852173 }, { "p": 0.07783879339694977, "m": 0.9522597193717957 }, { "p": 0.06647378206253052, "m": 1.0 }, { "p": 0.06131105497479439, "m": 1.0 }, { "p": 0.09118160605430603, "m": 0.007661143783479929 }, { "p": 0.0932123139500618, "m": 0.9977024793624878 }, { "p": 0.08768105506896973, "m": 1.0 }, { "p": 0.1690385490655899, "m": 1.0 }, { "p": 0.00043156123138032854, "m": 1.0 }, { "p": 0.0007021416095085442, "m": 0.7446061372756958 }, { "p": 0.00043156123138032854, "m": 0.6969209909439087 }, { "p": 0.00043156123138032854, "m": 1.0 }, { "p": 0.00043156123138032854, "m": 0.8323992490768433 }, { "p": 0.00043156123138032854, "m": 0.8440665602684021 }, { "p": 0.00043156123138032854, "m": 1.0 }, { "p": 0.019472653046250343, "m": 1.0 }, { "p": 0.00043156123138032854, "m": 1.0 }, { "p": 0.005466382019221783, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 2.500378131866455, "val_loss": 1.0011987686157227, "acc": 64.12, "time": 180.158955461, "param": [ { "p": 0.2706311345100403, "m": 1.0 }, { "p": 0.00044185022125020623, "m": 1.0 }, { "p": 0.11426857858896255, "m": 1.0 }, { "p": 0.000786443124525249, "m": 0.874605655670166 }, { "p": 0.00044185022125020623, "m": 1.0 }, { "p": 0.00044185022125020623, "m": 0.9149784445762634 }, { "p": 0.023596232756972313, "m": 0.9174778461456299 }, { "p": 0.005289971362799406, "m": 0.9506649971008301 }, { "p": 0.08807574212551117, "m": 1.0 }, { "p": 0.08400985598564148, "m": 0.013897707685828209 }, { "p": 0.03735136240720749, "m": 1.0 }, { "p": 0.08788654953241348, "m": 0.9973995685577393 }, { "p": 0.28212645649909973, "m": 1.0 }, { "p": 0.0006757103255949914, "m": 1.0 }, { "p": 0.00044185022125020623, "m": 0.7591559886932373 }, { "p": 0.00044185022125020623, "m": 0.8327270150184631 }, { "p": 0.00044185022125020623, "m": 0.9803401231765747 }, { "p": 0.00044185022125020623, "m": 0.8891666531562805 }, { "p": 0.00044185022125020623, "m": 0.9430991411209106 }, { "p": 0.00044185022125020623, "m": 0.9954163432121277 }, { "p": 0.00044185022125020623, "m": 1.0 }, { "p": 0.00044185022125020623, "m": 1.0 }, { "p": 0.00044185022125020623, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 3.1798830032348633, "val_loss": 1.045153021812439, "acc": 64.52, "time": 178.6169045430006, "param": [ { "p": 0.2598130702972412, "m": 1.0 }, { "p": 0.00043619333882816136, "m": 1.0 }, { "p": 0.12294506281614304, "m": 1.0 }, { "p": 0.00043619333882816136, "m": 0.91948401927948 }, { "p": 0.00043619333882816136, "m": 0.9658192992210388 }, { "p": 0.00043619333882816136, "m": 0.9372292160987854 }, { "p": 0.027752378955483437, "m": 0.8937002420425415 }, { "p": 0.00043619333882816136, "m": 0.895639181137085 }, { "p": 0.04985839128494263, "m": 1.0 }, { "p": 0.06477521359920502, "m": 0.0 }, { "p": 0.11150263994932175, "m": 1.0 }, { "p": 0.06779731810092926, "m": 1.0 }, { "p": 0.2870854437351227, "m": 1.0 }, { "p": 0.00043619333882816136, "m": 1.0 }, { "p": 0.00043619333882816136, "m": 0.8314672708511353 }, { "p": 0.00043619333882816136, "m": 0.8565507531166077 }, { "p": 0.00043619333882816136, "m": 0.908878743648529 }, { "p": 0.00043619333882816136, "m": 0.857679009437561 }, { "p": 0.00043619333882816136, "m": 0.9592263102531433 }, { "p": 0.00043619333882816136, "m": 1.0 }, { "p": 0.00043619333882816136, "m": 0.9736456274986267 }, { "p": 0.00043619333882816136, "m": 1.0 }, { "p": 0.002363996347412467, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 2.661853313446045, "val_loss": 0.9565880298614502, "acc": 66.37, "time": 178.25017205699987, "param": [ { "p": 0.22025078535079956, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.16081646084785461, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 0.953965425491333 }, { "p": 0.00043708301382139325, "m": 0.9888786673545837 }, { "p": 0.07283618301153183, "m": 0.9931285977363586 }, { "p": 0.007858376018702984, "m": 0.9730700254440308 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.14292187988758087, "m": 0.0 }, { "p": 0.08257878571748734, "m": 1.0 }, { "p": 0.14776799082756042, "m": 0.9996694922447205 }, { "p": 0.15841354429721832, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 0.7785596251487732 }, { "p": 0.00043708301382139325, "m": 0.7923077940940857 }, { "p": 0.00043708301382139325, "m": 0.9304694533348083 }, { "p": 0.00043708301382139325, "m": 0.8267331123352051 }, { "p": 0.00043708301382139325, "m": 0.9135886430740356 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 }, { "p": 0.00043708301382139325, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 2.574869155883789, "val_loss": 1.0386765003204346, "acc": 64.58, "time": 179.21589771900017, "param": [ { "p": 0.18757115304470062, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.23594854772090912, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 0.9742743968963623 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 0.8916285634040833 }, { "p": 0.00043862106394954026, "m": 0.9989621639251709 }, { "p": 0.005068928003311157, "m": 1.0 }, { "p": 0.15788058936595917, "m": 0.02593592368066311 }, { "p": 0.018540741875767708, "m": 1.0 }, { "p": 0.1379019170999527, "m": 1.0 }, { "p": 0.2500704228878021, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 0.7603263258934021 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 0.7691283822059631 }, { "p": 0.00043862106394954026, "m": 0.9258531928062439 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 0.9744146466255188 }, { "p": 0.00043862106394954026, "m": 1.0 }, { "p": 0.00043862106394954026, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 2.567638874053955, "val_loss": 0.9877542853355408, "acc": 66.37, "time": 182.8649684259999, "param": [ { "p": 0.21151697635650635, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 1.0 }, { "p": 0.16998007893562317, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 0.9845470786094666 }, { "p": 0.00043927450315095484, "m": 0.9557941555976868 }, { "p": 0.00043927450315095484, "m": 0.9880139231681824 }, { "p": 0.04073215648531914, "m": 0.8561341762542725 }, { "p": 0.045504581183195114, "m": 0.9596443772315979 }, { "p": 0.07345403730869293, "m": 1.0 }, { "p": 0.13141193985939026, "m": 0.04100875183939934 }, { "p": 0.05337755009531975, "m": 1.0 }, { "p": 0.0708879604935646, "m": 1.0 }, { "p": 0.19698509573936462, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 0.9897099137306213 }, { "p": 0.00043927450315095484, "m": 0.869686484336853 }, { "p": 0.00043927450315095484, "m": 0.9846639633178711 }, { "p": 0.00043927450315095484, "m": 0.6086177229881287 }, { "p": 0.00043927450315095484, "m": 0.9006768465042114 }, { "p": 0.00043927450315095484, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 0.8934817314147949 }, { "p": 0.00043927450315095484, "m": 1.0 }, { "p": 0.00043927450315095484, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 2.3824048042297363, "val_loss": 0.9799090623855591, "acc": 67.25, "time": 183.02366684400022, "param": [ { "p": 0.2464291751384735, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 1.0 }, { "p": 0.0185176283121109, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 0.963527500629425 }, { "p": 0.0004342427127994597, "m": 0.9835419654846191 }, { "p": 0.0004342427127994597, "m": 0.9217386245727539 }, { "p": 0.03532664105296135, "m": 0.998451292514801 }, { "p": 0.003706107148900628, "m": 0.9768401980400085 }, { "p": 0.13715806603431702, "m": 1.0 }, { "p": 0.13078755140304565, "m": 0.0 }, { "p": 0.002121362602338195, "m": 1.0 }, { "p": 0.14199334383010864, "m": 1.0 }, { "p": 0.2748255431652069, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 0.9969193339347839 }, { "p": 0.0004342427127994597, "m": 0.9309482574462891 }, { "p": 0.0004342427127994597, "m": 0.942833662033081 }, { "p": 0.0004342427127994597, "m": 0.7156820893287659 }, { "p": 0.0004342427127994597, "m": 0.9498118758201599 }, { "p": 0.0004342427127994597, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 1.0 }, { "p": 0.0004342427127994597, "m": 1.0 }, { "p": 0.0034896342549473047, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 2.549954891204834, "val_loss": 0.9875848293304443, "acc": 66.8, "time": 183.60282749699945, "param": [ { "p": 0.15972988307476044, "m": 1.0 }, { "p": 0.00043538882164284587, "m": 1.0 }, { "p": 0.05518089607357979, "m": 1.0 }, { "p": 0.00043538882164284587, "m": 0.9826483726501465 }, { "p": 0.00043538882164284587, "m": 0.991504430770874 }, { "p": 0.00043538882164284587, "m": 0.930942177772522 }, { "p": 0.050739552825689316, "m": 0.9713598489761353 }, { "p": 0.06344620138406754, "m": 0.9777540564537048 }, { "p": 0.14817659556865692, "m": 0.9953034520149231 }, { "p": 0.09604080021381378, "m": 0.0 }, { "p": 0.05095567926764488, "m": 0.9976587295532227 }, { "p": 0.20210187137126923, "m": 1.0 }, { "p": 0.16753336787223816, "m": 1.0 }, { "p": 0.00043538882164284587, "m": 1.0 }, { "p": 0.00043538882164284587, "m": 0.9661749601364136 }, { "p": 0.00043538882164284587, "m": 0.8117512464523315 }, { "p": 0.00043538882164284587, "m": 0.8062971234321594 }, { "p": 0.00043538882164284587, "m": 0.8611568212509155 }, { "p": 0.00043538882164284587, "m": 0.9208552837371826 }, { "p": 0.00043538882164284587, "m": 0.9551555514335632 }, { "p": 0.00043538882164284587, "m": 0.9457036852836609 }, { "p": 0.00043538882164284587, "m": 1.0 }, { "p": 0.00043538882164284587, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 2.604187250137329, "val_loss": 0.9601675868034363, "acc": 65.97, "time": 181.47913240100024, "param": [ { "p": 0.18441154062747955, "m": 1.0 }, { "p": 0.00043402190203778446, "m": 1.0 }, { "p": 0.023968681693077087, "m": 1.0 }, { "p": 0.00043402190203778446, "m": 0.9561695456504822 }, { "p": 0.00043402190203778446, "m": 0.9659363031387329 }, { "p": 0.00043402190203778446, "m": 0.916865885257721 }, { "p": 0.05062238126993179, "m": 1.0 }, { "p": 0.008015287108719349, "m": 1.0 }, { "p": 0.2011948674917221, "m": 0.9970564842224121 }, { "p": 0.0276850163936615, "m": 0.007982746697962284 }, { "p": 0.08966784924268723, "m": 1.0 }, { "p": 0.18430301547050476, "m": 1.0 }, { "p": 0.2240552455186844, "m": 1.0 }, { "p": 0.00043402190203778446, "m": 1.0 }, { "p": 0.00043402190203778446, "m": 0.8913832306861877 }, { "p": 0.00043402190203778446, "m": 0.8915252685546875 }, { "p": 0.00043402190203778446, "m": 0.9589975476264954 }, { "p": 0.00043402190203778446, "m": 0.8208532929420471 }, { "p": 0.00043402190203778446, "m": 0.9069100618362427 }, { "p": 0.00043402190203778446, "m": 0.9360697269439697 }, { "p": 0.00043402190203778446, "m": 0.9651147127151489 }, { "p": 0.00043402190203778446, "m": 1.0 }, { "p": 0.00043402190203778446, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 2.865691661834717, "val_loss": 0.9428496956825256, "acc": 66.92, "time": 182.26661848100048, "param": [ { "p": 0.16930988430976868, "m": 1.0 }, { "p": 0.00043433287646621466, "m": 1.0 }, { "p": 0.06291284412145615, "m": 1.0 }, { "p": 0.00043433287646621466, "m": 0.9363405108451843 }, { "p": 0.00043433287646621466, "m": 0.9354971647262573 }, { "p": 0.00043433287646621466, "m": 0.9779633283615112 }, { "p": 0.07945811748504639, "m": 0.9495447278022766 }, { "p": 0.008328487165272236, "m": 1.0 }, { "p": 0.14860667288303375, "m": 1.0 }, { "p": 0.09357977658510208, "m": 0.0 }, { "p": 0.09646951407194138, "m": 1.0 }, { "p": 0.1849965751171112, "m": 1.0 }, { "p": 0.1501849889755249, "m": 1.0 }, { "p": 0.00043433287646621466, "m": 1.0 }, { "p": 0.00043433287646621466, "m": 0.9454765915870667 }, { "p": 0.00043433287646621466, "m": 0.8636584877967834 }, { "p": 0.00043433287646621466, "m": 0.9568803310394287 }, { "p": 0.00043433287646621466, "m": 0.8726413249969482 }, { "p": 0.00043433287646621466, "m": 0.9218820333480835 }, { "p": 0.00043433287646621466, "m": 0.898102343082428 }, { "p": 0.00043433287646621466, "m": 0.9752930998802185 }, { "p": 0.00043433287646621466, "m": 1.0 }, { "p": 0.0005069435574114323, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 2.8116016387939453, "val_loss": 1.009600281715393, "acc": 66.3, "time": 177.94905589399968, "param": [ { "p": 0.23349691927433014, "m": 1.0 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.11584723740816116, "m": 1.0 }, { "p": 0.0007687299512326717, "m": 0.9307448863983154 }, { "p": 0.000439998198999092, "m": 0.9616855382919312 }, { "p": 0.000439998198999092, "m": 0.9075826406478882 }, { "p": 0.08377029746770859, "m": 0.9194111227989197 }, { "p": 0.002519861562177539, "m": 0.9996469616889954 }, { "p": 0.0038104327395558357, "m": 1.0 }, { "p": 0.15371857583522797, "m": 0.0 }, { "p": 0.06403035670518875, "m": 1.0 }, { "p": 0.09646649658679962, "m": 0.9991118907928467 }, { "p": 0.21943901479244232, "m": 1.0 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.000439998198999092, "m": 0.9009826183319092 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.000439998198999092, "m": 0.8587691783905029 }, { "p": 0.000439998198999092, "m": 0.9116645455360413 }, { "p": 0.000439998198999092, "m": 0.9586791396141052 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.000439998198999092, "m": 1.0 }, { "p": 0.02085229754447937, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 2.5053024291992188, "val_loss": 0.997441828250885, "acc": 66.7, "time": 177.282035283999, "param": [ { "p": 0.1810646802186966, "m": 1.0 }, { "p": 0.00043815193930640817, "m": 1.0 }, { "p": 0.08460687100887299, "m": 1.0 }, { "p": 0.0017060822574421763, "m": 0.9873350262641907 }, { "p": 0.00043815193930640817, "m": 0.8781776428222656 }, { "p": 0.00043815193930640817, "m": 0.917156457901001 }, { "p": 0.11333815008401871, "m": 0.9403867721557617 }, { "p": 0.00043815193930640817, "m": 1.0 }, { "p": 0.045734748244285583, "m": 1.0 }, { "p": 0.10808791220188141, "m": 0.0 }, { "p": 0.09390486031770706, "m": 1.0 }, { "p": 0.10548149049282074, "m": 0.9844915270805359 }, { "p": 0.25994136929512024, "m": 1.0 }, { "p": 0.00043815193930640817, "m": 1.0 }, { "p": 0.00043815193930640817, "m": 0.9646027684211731 }, { "p": 0.00043815193930640817, "m": 0.7995154857635498 }, { "p": 0.00043815193930640817, "m": 1.0 }, { "p": 0.00043815193930640817, "m": 0.8901771903038025 }, { "p": 0.00043815193930640817, "m": 0.844796895980835 }, { "p": 0.00043815193930640817, "m": 0.9962390065193176 }, { "p": 0.00043815193930640817, "m": 0.9993844628334045 }, { "p": 0.00043815193930640817, "m": 1.0 }, { "p": 0.00043815193930640817, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 2.7298271656036377, "val_loss": 0.9804954528808594, "acc": 66.39, "time": 180.08087026800058, "param": [ { "p": 0.16144172847270966, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 1.0 }, { "p": 0.026130137965083122, "m": 1.0 }, { "p": 0.023143872618675232, "m": 0.9466336965560913 }, { "p": 0.0004352297983132303, "m": 0.8426820635795593 }, { "p": 0.0004352297983132303, "m": 0.963134765625 }, { "p": 0.14818276464939117, "m": 0.933549165725708 }, { "p": 0.06986309587955475, "m": 0.9266384243965149 }, { "p": 0.04832589998841286, "m": 1.0 }, { "p": 0.06055594980716705, "m": 0.0 }, { "p": 0.04122941568493843, "m": 1.0 }, { "p": 0.15457652509212494, "m": 1.0 }, { "p": 0.2608928680419922, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 0.7155099511146545 }, { "p": 0.0004352297983132303, "m": 0.9428120851516724 }, { "p": 0.0004352297983132303, "m": 0.8885225653648376 }, { "p": 0.0004352297983132303, "m": 0.8109168410301208 }, { "p": 0.0004352297983132303, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 0.9616006016731262 }, { "p": 0.0004352297983132303, "m": 1.0 }, { "p": 0.0004352297983132303, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.881239891052246, "val_loss": 0.9550847411155701, "acc": 66.72, "time": 184.5176050299997, "param": [ { "p": 0.25728291273117065, "m": 1.0 }, { "p": 0.0004322485183365643, "m": 1.0 }, { "p": 0.055370938032865524, "m": 1.0 }, { "p": 0.012323318980634212, "m": 0.950559139251709 }, { "p": 0.0004322485183365643, "m": 0.9074077010154724 }, { "p": 0.0004322485183365643, "m": 0.906438410282135 }, { "p": 0.013841438107192516, "m": 1.0 }, { "p": 0.003240193473175168, "m": 0.9542661309242249 }, { "p": 0.10578912496566772, "m": 1.0 }, { "p": 0.09247609227895737, "m": 0.005677433684468269 }, { "p": 0.07835955917835236, "m": 1.0 }, { "p": 0.17061558365821838, "m": 1.0 }, { "p": 0.19569805264472961, "m": 1.0 }, { "p": 0.0004322485183365643, "m": 1.0 }, { "p": 0.0004322485183365643, "m": 0.944409191608429 }, { "p": 0.0004322485183365643, "m": 0.7137389779090881 }, { "p": 0.0004322485183365643, "m": 0.9943447709083557 }, { "p": 0.0004322485183365643, "m": 0.9683476686477661 }, { "p": 0.0004322485183365643, "m": 0.8518521189689636 }, { "p": 0.0004322485183365643, "m": 0.8616944551467896 }, { "p": 0.0004322485183365643, "m": 0.9672595262527466 }, { "p": 0.0004322485183365643, "m": 1.0 }, { "p": 0.0098160021007061, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 2.4544167518615723, "val_loss": 0.9604026079177856, "acc": 66.34, "time": 184.315109647001, "param": [ { "p": 0.22547230124473572, "m": 1.0 }, { "p": 0.0004293981764931232, "m": 1.0 }, { "p": 0.04217645153403282, "m": 1.0 }, { "p": 0.0004293981764931232, "m": 0.9456982612609863 }, { "p": 0.0011496460065245628, "m": 0.9772862195968628 }, { "p": 0.0007071461295709014, "m": 0.9483218193054199 }, { "p": 0.05261913314461708, "m": 0.9576459527015686 }, { "p": 0.0004293981764931232, "m": 0.946864664554596 }, { "p": 0.06941510736942291, "m": 1.0 }, { "p": 0.07831736654043198, "m": 0.0 }, { "p": 0.046260297298431396, "m": 1.0 }, { "p": 0.2588892877101898, "m": 1.0 }, { "p": 0.21940341591835022, "m": 1.0 }, { "p": 0.00043730062316171825, "m": 1.0 }, { "p": 0.0004293981764931232, "m": 0.9316554665565491 }, { "p": 0.0004293981764931232, "m": 0.6018722057342529 }, { "p": 0.0004293981764931232, "m": 0.9875760078430176 }, { "p": 0.0004293981764931232, "m": 0.8524165153503418 }, { "p": 0.0004293981764931232, "m": 0.94590163230896 }, { "p": 0.0004293981764931232, "m": 0.9648196697235107 }, { "p": 0.0004293981764931232, "m": 0.9260480403900146 }, { "p": 0.0004293981764931232, "m": 1.0 }, { "p": 0.0004293981764931232, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 2.99239182472229, "val_loss": 0.9697437882423401, "acc": 66.62, "time": 181.13431799299906, "param": [ { "p": 0.29139062762260437, "m": 1.0 }, { "p": 0.00043487289804033935, "m": 1.0 }, { "p": 0.001352099352516234, "m": 1.0 }, { "p": 0.0072205946780741215, "m": 0.9989504814147949 }, { "p": 0.00043487289804033935, "m": 0.9984872937202454 }, { "p": 0.00043487289804033935, "m": 1.0 }, { "p": 0.008644935674965382, "m": 0.9832065105438232 }, { "p": 0.0012897276319563389, "m": 0.9435374140739441 }, { "p": 0.14331524074077606, "m": 1.0 }, { "p": 0.03770218789577484, "m": 0.006145757157355547 }, { "p": 0.013418402522802353, "m": 1.0 }, { "p": 0.24756088852882385, "m": 1.0 }, { "p": 0.22216631472110748, "m": 1.0 }, { "p": 0.00043487289804033935, "m": 1.0 }, { "p": 0.00043487289804033935, "m": 0.9057133793830872 }, { "p": 0.00043487289804033935, "m": 0.7196462750434875 }, { "p": 0.00043487289804033935, "m": 0.9815646409988403 }, { "p": 0.00043487289804033935, "m": 0.8337916135787964 }, { "p": 0.00043487289804033935, "m": 0.9678228497505188 }, { "p": 0.0086641451343894, "m": 0.9093134999275208 }, { "p": 0.012491370551288128, "m": 1.0 }, { "p": 0.00043487289804033935, "m": 1.0 }, { "p": 0.00043487289804033935, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 2.2091872692108154, "val_loss": 0.9632565379142761, "acc": 66.13, "time": 183.47772044500016, "param": [ { "p": 0.2666313052177429, "m": 1.0 }, { "p": 0.0004281886504031718, "m": 1.0 }, { "p": 0.05863209441304207, "m": 1.0 }, { "p": 0.00477192597463727, "m": 0.9239054918289185 }, { "p": 0.0004281886504031718, "m": 0.9641414284706116 }, { "p": 0.0004281886504031718, "m": 0.9427940845489502 }, { "p": 0.0021764887496829033, "m": 1.0 }, { "p": 0.0004281886504031718, "m": 0.9363637566566467 }, { "p": 0.06319323927164078, "m": 1.0 }, { "p": 0.11495685577392578, "m": 0.000827366835437715 }, { "p": 0.03252850100398064, "m": 1.0 }, { "p": 0.2057134211063385, "m": 1.0 }, { "p": 0.24527820944786072, "m": 1.0 }, { "p": 0.0004281886504031718, "m": 1.0 }, { "p": 0.0004281886504031718, "m": 0.9491301774978638 }, { "p": 0.0004281886504031718, "m": 0.75633305311203 }, { "p": 0.0004281886504031718, "m": 0.9855363368988037 }, { "p": 0.0004281886504031718, "m": 0.8415996432304382 }, { "p": 0.0004281886504031718, "m": 0.9672814011573792 }, { "p": 0.0004281886504031718, "m": 0.8718421459197998 }, { "p": 0.0004281886504031718, "m": 1.0 }, { "p": 0.0004281886504031718, "m": 1.0 }, { "p": 0.0005518185207620263, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 2.41154146194458, "val_loss": 1.039971947669983, "acc": 65.72, "time": 188.58767001100023, "param": [ { "p": 0.2504808306694031, "m": 1.0 }, { "p": 0.00042799333459697664, "m": 1.0 }, { "p": 0.07847089320421219, "m": 1.0 }, { "p": 0.01671120524406433, "m": 0.9914708733558655 }, { "p": 0.00042799333459697664, "m": 0.9258700609207153 }, { "p": 0.00042799333459697664, "m": 0.9560667276382446 }, { "p": 0.03854646906256676, "m": 0.9705902338027954 }, { "p": 0.05546127259731293, "m": 0.9509214758872986 }, { "p": 0.06593319028615952, "m": 1.0 }, { "p": 0.10044648498296738, "m": 0.0017720601754263043 }, { "p": 0.03197859227657318, "m": 1.0 }, { "p": 0.16520343720912933, "m": 1.0 }, { "p": 0.19120396673679352, "m": 1.0 }, { "p": 0.00042799333459697664, "m": 1.0 }, { "p": 0.00042799333459697664, "m": 0.8624535799026489 }, { "p": 0.00042799333459697664, "m": 0.9624413251876831 }, { "p": 0.00042799333459697664, "m": 0.9832659959793091 }, { "p": 0.00042799333459697664, "m": 0.6816245317459106 }, { "p": 0.00042799333459697664, "m": 0.9218685030937195 }, { "p": 0.00042799333459697664, "m": 0.8490637540817261 }, { "p": 0.00042799333459697664, "m": 1.0 }, { "p": 0.00042799333459697664, "m": 1.0 }, { "p": 0.00042799333459697664, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 2.2809572219848633, "val_loss": 0.9968258738517761, "acc": 66.51, "time": 185.80941271600022, "param": [ { "p": 0.24021996557712555, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.09624255448579788, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 0.9700770974159241 }, { "p": 0.0004429530818015337, "m": 0.9979372024536133 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 0.9697105288505554 }, { "p": 0.0004429530818015337, "m": 0.994560956954956 }, { "p": 0.004195908084511757, "m": 0.999393105506897 }, { "p": 0.11385379731655121, "m": 0.00028602502425201237 }, { "p": 0.041718676686286926, "m": 1.0 }, { "p": 0.18636935949325562, "m": 1.0 }, { "p": 0.3091125190258026, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 0.8294848203659058 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.0004429530818015337, "m": 0.8150551319122314 }, { "p": 0.0004429530818015337, "m": 0.902626097202301 }, { "p": 0.0004429530818015337, "m": 0.7900485992431641 }, { "p": 0.0004429530818015337, "m": 0.9572021961212158 }, { "p": 0.0004429530818015337, "m": 1.0 }, { "p": 0.0016431628027930856, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 2.333059549331665, "val_loss": 0.9357096552848816, "acc": 67.34, "time": 181.09177494300093, "param": [ { "p": 0.24306276440620422, "m": 1.0 }, { "p": 0.00042877704254351556, "m": 1.0 }, { "p": 0.08143924176692963, "m": 1.0 }, { "p": 0.037762586027383804, "m": 0.8851194977760315 }, { "p": 0.007372629828751087, "m": 0.9527154564857483 }, { "p": 0.00042877704254351556, "m": 0.9990419149398804 }, { "p": 0.05271582305431366, "m": 0.9756162762641907 }, { "p": 0.03353812173008919, "m": 1.0 }, { "p": 0.025773514062166214, "m": 0.9983989596366882 }, { "p": 0.1253681480884552, "m": 0.007991460151970387 }, { "p": 0.08865118771791458, "m": 1.0 }, { "p": 0.07669766247272491, "m": 1.0 }, { "p": 0.22247323393821716, "m": 1.0 }, { "p": 0.00042877704254351556, "m": 1.0 }, { "p": 0.00042877704254351556, "m": 0.802169919013977 }, { "p": 0.00042877704254351556, "m": 0.9189704060554504 }, { "p": 0.00042877704254351556, "m": 0.9366461634635925 }, { "p": 0.00042877704254351556, "m": 0.8706302642822266 }, { "p": 0.00042877704254351556, "m": 0.9427115321159363 }, { "p": 0.00042877704254351556, "m": 0.8433988690376282 }, { "p": 0.00042877704254351556, "m": 0.7976420521736145 }, { "p": 0.00042877704254351556, "m": 1.0 }, { "p": 0.00042877704254351556, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 2.3103957176208496, "val_loss": 0.924805760383606, "acc": 67.75, "time": 180.40687693499967, "param": [ { "p": 0.1878342479467392, "m": 1.0 }, { "p": 0.00043370405910536647, "m": 1.0 }, { "p": 0.05782180279493332, "m": 1.0 }, { "p": 0.004629473201930523, "m": 0.9778838157653809 }, { "p": 0.0008317234460264444, "m": 0.923029899597168 }, { "p": 0.00043370405910536647, "m": 0.9983153939247131 }, { "p": 0.08227834850549698, "m": 0.9994795322418213 }, { "p": 0.04115702584385872, "m": 0.9443033933639526 }, { "p": 0.014048854820430279, "m": 1.0 }, { "p": 0.09199316799640656, "m": 0.005935018882155418 }, { "p": 0.1666850745677948, "m": 1.0 }, { "p": 0.05453907698392868, "m": 0.9999870657920837 }, { "p": 0.29297706484794617, "m": 1.0 }, { "p": 0.00043370405910536647, "m": 1.0 }, { "p": 0.00043370405910536647, "m": 0.7088406682014465 }, { "p": 0.00043370405910536647, "m": 0.7989054918289185 }, { "p": 0.00043370405910536647, "m": 0.9510395526885986 }, { "p": 0.00043370405910536647, "m": 0.9025946259498596 }, { "p": 0.00043370405910536647, "m": 0.9258163571357727 }, { "p": 0.00043370405910536647, "m": 0.9264231324195862 }, { "p": 0.00043370405910536647, "m": 0.8421687483787537 }, { "p": 0.00043370405910536647, "m": 1.0 }, { "p": 0.00043370405910536647, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 2.418492317199707, "val_loss": 0.9818597435951233, "acc": 67.03, "time": 176.45879224800046, "param": [ { "p": 0.15862172842025757, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.144306018948555, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 0.9322775602340698 }, { "p": 0.00043787359027191997, "m": 0.8687583804130554 }, { "p": 0.00043787359027191997, "m": 0.9956153631210327 }, { "p": 0.07983964681625366, "m": 1.0 }, { "p": 0.01862131990492344, "m": 1.0 }, { "p": 0.10552272200584412, "m": 1.0 }, { "p": 0.1742466241121292, "m": 0.0006418392877094448 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.1013825535774231, "m": 0.9991033673286438 }, { "p": 0.20950622856616974, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 0.6588417291641235 }, { "p": 0.00043787359027191997, "m": 0.9025982022285461 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 0.9103468060493469 }, { "p": 0.00043787359027191997, "m": 0.8704585433006287 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.00043787359027191997, "m": 0.9775684475898743 }, { "p": 0.00043787359027191997, "m": 1.0 }, { "p": 0.0018231732537969947, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 2.468810796737671, "val_loss": 0.9372943043708801, "acc": 66.57, "time": 176.0417666409994, "param": [ { "p": 0.19056659936904907, "m": 1.0 }, { "p": 0.0004324853653088212, "m": 1.0 }, { "p": 0.05047888308763504, "m": 1.0 }, { "p": 0.013137795962393284, "m": 0.9780117869377136 }, { "p": 0.0004324853653088212, "m": 0.8883053064346313 }, { "p": 0.0004324853653088212, "m": 0.9717860221862793 }, { "p": 0.046028535813093185, "m": 0.8893763422966003 }, { "p": 0.04877469316124916, "m": 1.0 }, { "p": 0.026995377615094185, "m": 0.9968142509460449 }, { "p": 0.08110735565423965, "m": 0.10329587757587433 }, { "p": 0.07301066070795059, "m": 1.0 }, { "p": 0.2159416526556015, "m": 1.0 }, { "p": 0.23723281919956207, "m": 1.0 }, { "p": 0.003592458087950945, "m": 1.0 }, { "p": 0.0004324853653088212, "m": 0.6427425742149353 }, { "p": 0.0004324853653088212, "m": 0.8312082886695862 }, { "p": 0.0004324853653088212, "m": 0.9694907069206238 }, { "p": 0.0004324853653088212, "m": 0.8303866386413574 }, { "p": 0.0004324853653088212, "m": 0.7587168216705322 }, { "p": 0.004049265757203102, "m": 0.9979775547981262 }, { "p": 0.00475921668112278, "m": 0.9773654341697693 }, { "p": 0.0004324853653088212, "m": 1.0 }, { "p": 0.0004324853653088212, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 2.60642147064209, "val_loss": 0.906383216381073, "acc": 67.86, "time": 174.9897720050012, "param": [ { "p": 0.08003944158554077, "m": 1.0 }, { "p": 0.0004451096465345472, "m": 1.0 }, { "p": 0.07846920937299728, "m": 1.0 }, { "p": 0.03944776952266693, "m": 0.9879273176193237 }, { "p": 0.0004451096465345472, "m": 0.8367891907691956 }, { "p": 0.0004451096465345472, "m": 0.9395081400871277 }, { "p": 0.05490812659263611, "m": 0.9155415296554565 }, { "p": 0.0727711096405983, "m": 0.9998958706855774 }, { "p": 0.07167211920022964, "m": 1.0 }, { "p": 0.10437178611755371, "m": 0.0017074279021471739 }, { "p": 0.11815611273050308, "m": 1.0 }, { "p": 0.21177849173545837, "m": 1.0 }, { "p": 0.16259969770908356, "m": 1.0 }, { "p": 0.0004451096465345472, "m": 1.0 }, { "p": 0.0004451096465345472, "m": 0.7203009128570557 }, { "p": 0.0004451096465345472, "m": 0.8781539797782898 }, { "p": 0.0004451096465345472, "m": 0.6214179396629333 }, { "p": 0.0004451096465345472, "m": 0.8197961449623108 }, { "p": 0.0004451096465345472, "m": 0.7803969383239746 }, { "p": 0.0004451096465345472, "m": 0.8967326879501343 }, { "p": 0.0004451096465345472, "m": 0.9595630168914795 }, { "p": 0.0004451096465345472, "m": 1.0 }, { "p": 0.0004451096465345472, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 2.1368279457092285, "val_loss": 0.9273502826690674, "acc": 68.25, "time": 174.7140641499991, "param": [ { "p": 0.11070825159549713, "m": 1.0 }, { "p": 0.00043337384704500437, "m": 1.0 }, { "p": 0.12484009563922882, "m": 1.0 }, { "p": 0.009724410250782967, "m": 1.0 }, { "p": 0.00043337384704500437, "m": 0.8262682557106018 }, { "p": 0.00043337384704500437, "m": 0.9911655187606812 }, { "p": 0.050579387694597244, "m": 0.8237072825431824 }, { "p": 0.004077444318681955, "m": 1.0 }, { "p": 0.0594525970518589, "m": 1.0 }, { "p": 0.13183654844760895, "m": 0.0005497313104569912 }, { "p": 0.13180699944496155, "m": 1.0 }, { "p": 0.20139263570308685, "m": 1.0 }, { "p": 0.16489318013191223, "m": 1.0 }, { "p": 0.005401230417191982, "m": 1.0 }, { "p": 0.0005202706670388579, "m": 0.7531093955039978 }, { "p": 0.00043337384704500437, "m": 0.9004325270652771 }, { "p": 0.00043337384704500437, "m": 0.7262864708900452 }, { "p": 0.00043337384704500437, "m": 0.8963378667831421 }, { "p": 0.00043337384704500437, "m": 0.8171229362487793 }, { "p": 0.00043337384704500437, "m": 0.9967184066772461 }, { "p": 0.00043337384704500437, "m": 1.0 }, { "p": 0.00043337384704500437, "m": 1.0 }, { "p": 0.00043337384704500437, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 2.5325961112976074, "val_loss": 0.9520612955093384, "acc": 67.73, "time": 175.0947933619991, "param": [ { "p": 0.19501610100269318, "m": 1.0 }, { "p": 0.00043642675154842436, "m": 1.0 }, { "p": 0.07520030438899994, "m": 1.0 }, { "p": 0.00043642675154842436, "m": 0.9959923624992371 }, { "p": 0.00043642675154842436, "m": 0.9189693331718445 }, { "p": 0.00043642675154842436, "m": 1.0 }, { "p": 0.004700122866779566, "m": 0.7984588146209717 }, { "p": 0.03041556291282177, "m": 1.0 }, { "p": 0.1253441423177719, "m": 1.0 }, { "p": 0.15386348962783813, "m": 0.0 }, { "p": 0.027673248201608658, "m": 0.9896561503410339 }, { "p": 0.19916047155857086, "m": 1.0 }, { "p": 0.12919408082962036, "m": 1.0 }, { "p": 0.0023200921714305878, "m": 1.0 }, { "p": 0.00043642675154842436, "m": 0.6566101312637329 }, { "p": 0.00043642675154842436, "m": 0.8462347388267517 }, { "p": 0.00043642675154842436, "m": 0.6319707632064819 }, { "p": 0.00043642675154842436, "m": 0.8342865109443665 }, { "p": 0.00043642675154842436, "m": 0.934394121170044 }, { "p": 0.00043642675154842436, "m": 1.0 }, { "p": 0.003932266030460596, "m": 1.0 }, { "p": 0.00043642675154842436, "m": 1.0 }, { "p": 0.048379503190517426, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 2.071138620376587, "val_loss": 0.9263963103294373, "acc": 67.54, "time": 175.45383758000025, "param": [ { "p": 0.19291375577449799, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 0.9932105541229248 }, { "p": 0.0004285371978767216, "m": 0.9992607831954956 }, { "p": 0.0004285371978767216, "m": 0.9738771319389343 }, { "p": 0.07847001403570175, "m": 0.8713937401771545 }, { "p": 0.09530137479305267, "m": 0.9915603995323181 }, { "p": 0.05463513731956482, "m": 1.0 }, { "p": 0.14190246164798737, "m": 0.0 }, { "p": 0.06270255148410797, "m": 1.0 }, { "p": 0.1585875153541565, "m": 1.0 }, { "p": 0.20877355337142944, "m": 1.0 }, { "p": 0.0007143721450120211, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 0.6282539963722229 }, { "p": 0.0004285371978767216, "m": 0.7625758647918701 }, { "p": 0.0004285371978767216, "m": 0.6900363564491272 }, { "p": 0.0004285371978767216, "m": 0.83139967918396 }, { "p": 0.0004285371978767216, "m": 0.9695696234703064 }, { "p": 0.0004285371978767216, "m": 0.8887383937835693 }, { "p": 0.0004285371978767216, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 1.0 }, { "p": 0.0004285371978767216, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.830929160118103, "val_loss": 0.958331823348999, "acc": 66.76, "time": 172.05996323900035, "param": [ { "p": 0.2455458790063858, "m": 1.0 }, { "p": 0.000437218404840678, "m": 1.0 }, { "p": 0.03883012384176254, "m": 1.0 }, { "p": 0.000437218404840678, "m": 0.840633749961853 }, { "p": 0.000437218404840678, "m": 1.0 }, { "p": 0.000437218404840678, "m": 0.9815692901611328 }, { "p": 0.1453782618045807, "m": 0.9331770539283752 }, { "p": 0.0027664504013955593, "m": 0.991216778755188 }, { "p": 0.05895642191171646, "m": 1.0 }, { "p": 0.1561446189880371, "m": 0.0 }, { "p": 0.08892711251974106, "m": 1.0 }, { "p": 0.06260450929403305, "m": 1.0 }, { "p": 0.19472578167915344, "m": 1.0 }, { "p": 0.000437218404840678, "m": 1.0 }, { "p": 0.000437218404840678, "m": 0.7296242713928223 }, { "p": 0.000437218404840678, "m": 0.8138915300369263 }, { "p": 0.000437218404840678, "m": 0.7435734868049622 }, { "p": 0.000437218404840678, "m": 0.7667025327682495 }, { "p": 0.000437218404840678, "m": 0.9737859964370728 }, { "p": 0.000437218404840678, "m": 0.9685811400413513 }, { "p": 0.000437218404840678, "m": 0.9924761056900024 }, { "p": 0.000437218404840678, "m": 1.0 }, { "p": 0.000437218404840678, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 2.4603147506713867, "val_loss": 0.9070992469787598, "acc": 68.65, "time": 177.13700685000003, "param": [ { "p": 0.12293318659067154, "m": 1.0 }, { "p": 0.0021276038605719805, "m": 1.0 }, { "p": 0.1374489665031433, "m": 1.0 }, { "p": 0.009990919381380081, "m": 0.920214056968689 }, { "p": 0.0004210925835650414, "m": 0.9938454031944275 }, { "p": 0.0004210925835650414, "m": 0.9606667160987854 }, { "p": 0.10632219165563583, "m": 0.9365279078483582 }, { "p": 0.00863147433847189, "m": 0.9995324015617371 }, { "p": 0.08461741358041763, "m": 1.0 }, { "p": 0.11616750806570053, "m": 0.005779404658824205 }, { "p": 0.11992572247982025, "m": 1.0 }, { "p": 0.07287202030420303, "m": 1.0 }, { "p": 0.16367706656455994, "m": 1.0 }, { "p": 0.0004210925835650414, "m": 1.0 }, { "p": 0.012826435267925262, "m": 0.6344538927078247 }, { "p": 0.0004210925835650414, "m": 0.9014478325843811 }, { "p": 0.0004210925835650414, "m": 0.6182859539985657 }, { "p": 0.0004210925835650414, "m": 0.7633293867111206 }, { "p": 0.0004210925835650414, "m": 0.8773234486579895 }, { "p": 0.005986245349049568, "m": 0.9993025064468384 }, { "p": 0.012374802492558956, "m": 0.980726420879364 }, { "p": 0.0004210925835650414, "m": 1.0 }, { "p": 0.020729796960949898, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 2.272669792175293, "val_loss": 0.9070112705230713, "acc": 69.18, "time": 181.98870351099868, "param": [ { "p": 0.13654334843158722, "m": 1.0 }, { "p": 0.00042858111555688083, "m": 1.0 }, { "p": 0.11228134483098984, "m": 1.0 }, { "p": 0.0092978086322546, "m": 1.0 }, { "p": 0.00042858111555688083, "m": 1.0 }, { "p": 0.00042858111555688083, "m": 1.0 }, { "p": 0.10769933462142944, "m": 1.0 }, { "p": 0.025468571111559868, "m": 0.986836850643158 }, { "p": 0.09967567026615143, "m": 1.0 }, { "p": 0.09484836459159851, "m": 0.0005074214423075318 }, { "p": 0.08867096900939941, "m": 1.0 }, { "p": 0.07829132676124573, "m": 1.0 }, { "p": 0.21948780119419098, "m": 1.0 }, { "p": 0.018098924309015274, "m": 1.0 }, { "p": 0.004922347608953714, "m": 0.5580673217773438 }, { "p": 0.00042858111555688083, "m": 0.8369479179382324 }, { "p": 0.00042858111555688083, "m": 0.5922784805297852 }, { "p": 0.00042858111555688083, "m": 0.6657596230506897 }, { "p": 0.00042858111555688083, "m": 0.9079634547233582 }, { "p": 0.00042858111555688083, "m": 0.9603157639503479 }, { "p": 0.00042858111555688083, "m": 0.998612642288208 }, { "p": 0.00042858111555688083, "m": 1.0 }, { "p": 0.00042858111555688083, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 2.3029263019561768, "val_loss": 0.938847541809082, "acc": 67.54, "time": 182.01734458199826, "param": [ { "p": 0.31888347864151, "m": 1.0 }, { "p": 0.0004289982025511563, "m": 1.0 }, { "p": 0.03988733887672424, "m": 1.0 }, { "p": 0.0004289982025511563, "m": 0.9861254692077637 }, { "p": 0.001026986283250153, "m": 1.0 }, { "p": 0.0004289982025511563, "m": 0.9437748789787292 }, { "p": 0.023242667317390442, "m": 0.9824346303939819 }, { "p": 0.009139074012637138, "m": 1.0 }, { "p": 0.03164743632078171, "m": 0.9963665008544922 }, { "p": 0.1154429242014885, "m": 0.0 }, { "p": 0.13061216473579407, "m": 1.0 }, { "p": 0.1276073455810547, "m": 1.0 }, { "p": 0.1668885350227356, "m": 1.0 }, { "p": 0.0009602179052308202, "m": 1.0 }, { "p": 0.0004289982025511563, "m": 0.5535076856613159 }, { "p": 0.0004289982025511563, "m": 0.6680391430854797 }, { "p": 0.0004289982025511563, "m": 0.5622082948684692 }, { "p": 0.0004289982025511563, "m": 0.689653754234314 }, { "p": 0.0004289982025511563, "m": 0.8886315226554871 }, { "p": 0.0004289982025511563, "m": 0.998773992061615 }, { "p": 0.016377193853259087, "m": 1.0 }, { "p": 0.0004289982025511563, "m": 1.0 }, { "p": 0.01399476733058691, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.8654977083206177, "val_loss": 0.951012134552002, "acc": 68.15, "time": 184.42251539400058, "param": [ { "p": 0.12745828926563263, "m": 1.0 }, { "p": 0.00043589287088252604, "m": 1.0 }, { "p": 0.1468924880027771, "m": 1.0 }, { "p": 0.00043589287088252604, "m": 0.9923171997070312 }, { "p": 0.00043589287088252604, "m": 0.9637879133224487 }, { "p": 0.00043589287088252604, "m": 0.9506900310516357 }, { "p": 0.05504833534359932, "m": 0.9939041137695312 }, { "p": 0.00043589287088252604, "m": 1.0 }, { "p": 0.15085910260677338, "m": 1.0 }, { "p": 0.10042005032300949, "m": 0.001924816402606666 }, { "p": 0.08746994286775589, "m": 0.9885114431381226 }, { "p": 0.1563510298728943, "m": 1.0 }, { "p": 0.16896261274814606, "m": 1.0 }, { "p": 0.00043589287088252604, "m": 1.0 }, { "p": 0.00043589287088252604, "m": 0.6533101201057434 }, { "p": 0.00043589287088252604, "m": 0.754330039024353 }, { "p": 0.00043589287088252604, "m": 0.5567137598991394 }, { "p": 0.00043589287088252604, "m": 0.6626409888267517 }, { "p": 0.00043589287088252604, "m": 0.8033224940299988 }, { "p": 0.00043589287088252604, "m": 0.8871639370918274 }, { "p": 0.00043589287088252604, "m": 0.9697674512863159 }, { "p": 0.00043589287088252604, "m": 1.0 }, { "p": 0.00043589287088252604, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 2.184048891067505, "val_loss": 0.9436891078948975, "acc": 67.85, "time": 179.15944798599958, "param": [ { "p": 0.27259352803230286, "m": 1.0 }, { "p": 0.00043661854579113424, "m": 1.0 }, { "p": 0.017655864357948303, "m": 1.0 }, { "p": 0.018361713737249374, "m": 0.9992430210113525 }, { "p": 0.00043661854579113424, "m": 0.9995235800743103 }, { "p": 0.00043661854579113424, "m": 0.9228461980819702 }, { "p": 0.023368069902062416, "m": 0.9793109893798828 }, { "p": 0.00043661854579113424, "m": 0.9577686190605164 }, { "p": 0.04658059775829315, "m": 0.9948872327804565 }, { "p": 0.12540630996227264, "m": 0.02384556271135807 }, { "p": 0.10617885738611221, "m": 1.0 }, { "p": 0.16140711307525635, "m": 1.0 }, { "p": 0.19160833954811096, "m": 1.0 }, { "p": 0.00043661854579113424, "m": 1.0 }, { "p": 0.002702441532164812, "m": 0.724837064743042 }, { "p": 0.00043661854579113424, "m": 0.7940763831138611 }, { "p": 0.00043661854579113424, "m": 0.6684778332710266 }, { "p": 0.00043661854579113424, "m": 0.7677181363105774 }, { "p": 0.00043661854579113424, "m": 0.7421619892120361 }, { "p": 0.00043661854579113424, "m": 1.0 }, { "p": 0.019461508840322495, "m": 0.9813663959503174 }, { "p": 0.00043661854579113424, "m": 1.0 }, { "p": 0.009873127564787865, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 2.2836248874664307, "val_loss": 0.9553626775741577, "acc": 68.88, "time": 176.9536599210005, "param": [ { "p": 0.24075764417648315, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 1.0 }, { "p": 0.017551114782691002, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 0.8150508999824524 }, { "p": 0.0004368383379187435, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 0.9811715483665466 }, { "p": 0.09017177671194077, "m": 0.9710689783096313 }, { "p": 0.003780638799071312, "m": 1.0 }, { "p": 0.09783492982387543, "m": 1.0 }, { "p": 0.08761606365442276, "m": 0.0 }, { "p": 0.12108303606510162, "m": 1.0 }, { "p": 0.13899269700050354, "m": 1.0 }, { "p": 0.19609658420085907, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 0.96332186460495 }, { "p": 0.0004368383379187435, "m": 0.829727828502655 }, { "p": 0.0004368383379187435, "m": 0.5788331627845764 }, { "p": 0.0004368383379187435, "m": 0.8565378785133362 }, { "p": 0.0004368383379187435, "m": 0.9844529032707214 }, { "p": 0.0004368383379187435, "m": 0.9603334069252014 }, { "p": 0.0004368383379187435, "m": 0.9792543053627014 }, { "p": 0.0004368383379187435, "m": 1.0 }, { "p": 0.0004368383379187435, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.6247689723968506, "val_loss": 0.8985282778739929, "acc": 68.34, "time": 174.9767485559987, "param": [ { "p": 0.20164228975772858, "m": 1.0 }, { "p": 0.00043696988723240793, "m": 1.0 }, { "p": 0.05594730004668236, "m": 1.0 }, { "p": 0.00043696988723240793, "m": 0.885083794593811 }, { "p": 0.00043696988723240793, "m": 0.9809688925743103 }, { "p": 0.00043696988723240793, "m": 0.9443523287773132 }, { "p": 0.06413301080465317, "m": 0.945062518119812 }, { "p": 0.06535723060369492, "m": 0.9808082580566406 }, { "p": 0.05075794830918312, "m": 1.0 }, { "p": 0.029036298394203186, "m": 3.171887874486856e-05 }, { "p": 0.11654438823461533, "m": 1.0 }, { "p": 0.1784958839416504, "m": 1.0 }, { "p": 0.2099662870168686, "m": 1.0 }, { "p": 0.02243898995220661, "m": 1.0 }, { "p": 0.00043696988723240793, "m": 1.0 }, { "p": 0.00043696988723240793, "m": 0.7178399562835693 }, { "p": 0.00043696988723240793, "m": 0.5739436745643616 }, { "p": 0.00043696988723240793, "m": 0.8439860343933105 }, { "p": 0.00043696988723240793, "m": 0.9666711091995239 }, { "p": 0.00043696988723240793, "m": 0.9538137316703796 }, { "p": 0.00043696988723240793, "m": 0.9955185055732727 }, { "p": 0.00043696988723240793, "m": 1.0 }, { "p": 0.00043696988723240793, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 2.124377489089966, "val_loss": 0.8717964887619019, "acc": 68.29, "time": 177.32904504699945, "param": [ { "p": 0.14074720442295074, "m": 1.0 }, { "p": 0.0004364802734926343, "m": 1.0 }, { "p": 0.06288644671440125, "m": 1.0 }, { "p": 0.0004364802734926343, "m": 0.965754508972168 }, { "p": 0.0004364802734926343, "m": 0.9922983050346375 }, { "p": 0.0004364802734926343, "m": 0.9997304677963257 }, { "p": 0.05193719267845154, "m": 1.0 }, { "p": 0.03419565036892891, "m": 1.0 }, { "p": 0.12673552334308624, "m": 1.0 }, { "p": 0.14908038079738617, "m": 0.0 }, { "p": 0.06679710745811462, "m": 1.0 }, { "p": 0.1385522484779358, "m": 1.0 }, { "p": 0.19940736889839172, "m": 1.0 }, { "p": 0.023259425535798073, "m": 1.0 }, { "p": 0.0004364802734926343, "m": 0.9005932211875916 }, { "p": 0.0004364802734926343, "m": 0.6398152112960815 }, { "p": 0.0004364802734926343, "m": 0.43844977021217346 }, { "p": 0.0004364802734926343, "m": 0.9048980474472046 }, { "p": 0.0004364802734926343, "m": 0.8636548519134521 }, { "p": 0.0004364802734926343, "m": 1.0 }, { "p": 0.0010447785025462508, "m": 0.9776943325996399 }, { "p": 0.0004364802734926343, "m": 1.0 }, { "p": 0.0005555364186875522, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 2.428800582885742, "val_loss": 0.8949779868125916, "acc": 67.88, "time": 177.18033442200067, "param": [ { "p": 0.18313808739185333, "m": 1.0 }, { "p": 0.0004396935983095318, "m": 1.0 }, { "p": 0.02933218888938427, "m": 1.0 }, { "p": 0.0004396935983095318, "m": 0.9672331809997559 }, { "p": 0.0004396935983095318, "m": 0.9871358275413513 }, { "p": 0.0004396935983095318, "m": 0.9971849322319031 }, { "p": 0.0455903634428978, "m": 0.9656491279602051 }, { "p": 0.01870064251124859, "m": 0.989055871963501 }, { "p": 0.06646117568016052, "m": 0.996830403804779 }, { "p": 0.11300412565469742, "m": 0.006178610492497683 }, { "p": 0.09040095657110214, "m": 0.9944522976875305 }, { "p": 0.14132606983184814, "m": 1.0 }, { "p": 0.2846812903881073, "m": 1.0 }, { "p": 0.0004396935983095318, "m": 1.0 }, { "p": 0.0004396935983095318, "m": 0.7941333055496216 }, { "p": 0.0004396935983095318, "m": 0.7618611454963684 }, { "p": 0.0004396935983095318, "m": 0.5653513073921204 }, { "p": 0.0004396935983095318, "m": 0.87568199634552 }, { "p": 0.0004396935983095318, "m": 0.8000787496566772 }, { "p": 0.0004396935983095318, "m": 0.9932084083557129 }, { "p": 0.0004396935983095318, "m": 0.9178076386451721 }, { "p": 0.0004396935983095318, "m": 1.0 }, { "p": 0.02164928987622261, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 2.0777974128723145, "val_loss": 0.922480046749115, "acc": 67.73, "time": 176.06585026100038, "param": [ { "p": 0.2676157057285309, "m": 1.0 }, { "p": 0.0004315551486797631, "m": 1.0 }, { "p": 0.033099181950092316, "m": 1.0 }, { "p": 0.0004315551486797631, "m": 0.9205750823020935 }, { "p": 0.0004315551486797631, "m": 0.8576062321662903 }, { "p": 0.0004315551486797631, "m": 1.0 }, { "p": 0.010471298359334469, "m": 1.0 }, { "p": 0.03356168046593666, "m": 1.0 }, { "p": 0.06267039477825165, "m": 1.0 }, { "p": 0.07364173233509064, "m": 0.0013258445542305708 }, { "p": 0.1725774109363556, "m": 1.0 }, { "p": 0.13180766999721527, "m": 1.0 }, { "p": 0.1946314424276352, "m": 1.0 }, { "p": 0.0004315551486797631, "m": 1.0 }, { "p": 0.0004315551486797631, "m": 0.7600861191749573 }, { "p": 0.0004315551486797631, "m": 0.8202332854270935 }, { "p": 0.0004315551486797631, "m": 0.5538391470909119 }, { "p": 0.0004315551486797631, "m": 0.7264658212661743 }, { "p": 0.0004315551486797631, "m": 0.8773311376571655 }, { "p": 0.0004315551486797631, "m": 1.0 }, { "p": 0.0004315551486797631, "m": 0.9816620945930481 }, { "p": 0.0004315551486797631, "m": 1.0 }, { "p": 0.01431349664926529, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.984009861946106, "val_loss": 0.9168935418128967, "acc": 68.34, "time": 180.24093850700046, "param": [ { "p": 0.11718600988388062, "m": 1.0 }, { "p": 0.00043204225949011743, "m": 1.0 }, { "p": 0.1728954166173935, "m": 1.0 }, { "p": 0.00043204225949011743, "m": 0.9690751433372498 }, { "p": 0.00043204225949011743, "m": 0.8352111577987671 }, { "p": 0.00043204225949011743, "m": 0.9826210737228394 }, { "p": 0.040921006351709366, "m": 0.9838681817054749 }, { "p": 0.05901617184281349, "m": 0.9553084373474121 }, { "p": 0.11261060833930969, "m": 1.0 }, { "p": 0.07928015291690826, "m": 0.0 }, { "p": 0.15439490973949432, "m": 1.0 }, { "p": 0.09431687742471695, "m": 1.0 }, { "p": 0.13404391705989838, "m": 1.0 }, { "p": 0.014057515189051628, "m": 1.0 }, { "p": 0.00043204225949011743, "m": 0.7346904277801514 }, { "p": 0.00043204225949011743, "m": 0.6778340935707092 }, { "p": 0.00043204225949011743, "m": 0.7192490100860596 }, { "p": 0.00043204225949011743, "m": 0.6948158740997314 }, { "p": 0.00043204225949011743, "m": 0.8697907328605652 }, { "p": 0.00043204225949011743, "m": 0.9783042073249817 }, { "p": 0.00043204225949011743, "m": 1.0 }, { "p": 0.00043204225949011743, "m": 1.0 }, { "p": 0.016093110665678978, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 2.0611469745635986, "val_loss": 0.9150024652481079, "acc": 68.58, "time": 178.8319143810004, "param": [ { "p": 0.12868854403495789, "m": 1.0 }, { "p": 0.00043769198236986995, "m": 1.0 }, { "p": 0.07863292098045349, "m": 1.0 }, { "p": 0.03142441809177399, "m": 0.9971579313278198 }, { "p": 0.0011374829337000847, "m": 0.8540467619895935 }, { "p": 0.00043769198236986995, "m": 0.8981906771659851 }, { "p": 0.06124723330140114, "m": 0.9945842623710632 }, { "p": 0.01947748102247715, "m": 0.9103085398674011 }, { "p": 0.1900409609079361, "m": 0.9994726777076721 }, { "p": 0.06992374360561371, "m": 0.055540990084409714 }, { "p": 0.07316073030233383, "m": 0.9991298317909241 }, { "p": 0.18047571182250977, "m": 1.0 }, { "p": 0.15010105073451996, "m": 1.0 }, { "p": 0.010875270701944828, "m": 1.0 }, { "p": 0.00043769198236986995, "m": 0.6712428331375122 }, { "p": 0.00043769198236986995, "m": 0.6591737270355225 }, { "p": 0.00043769198236986995, "m": 0.655921995639801 }, { "p": 0.00043769198236986995, "m": 0.5801183581352234 }, { "p": 0.00043769198236986995, "m": 0.8691434860229492 }, { "p": 0.00043769198236986995, "m": 0.9762703776359558 }, { "p": 0.00043769198236986995, "m": 0.9985561370849609 }, { "p": 0.00043769198236986995, "m": 1.0 }, { "p": 0.00043769198236986995, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 2.255591869354248, "val_loss": 0.9235617518424988, "acc": 68.11, "time": 181.7008078529998, "param": [ { "p": 0.12515074014663696, "m": 1.0 }, { "p": 0.0004406246298458427, "m": 1.0 }, { "p": 0.016016092151403427, "m": 1.0 }, { "p": 0.0004406246298458427, "m": 0.8581694960594177 }, { "p": 0.0004406246298458427, "m": 0.9381916522979736 }, { "p": 0.0004406246298458427, "m": 0.9512737393379211 }, { "p": 0.015503238886594772, "m": 0.9844750165939331 }, { "p": 0.012707083486020565, "m": 0.9925481081008911 }, { "p": 0.06978931277990341, "m": 1.0 }, { "p": 0.22983793914318085, "m": 0.0 }, { "p": 0.13045364618301392, "m": 0.996059775352478 }, { "p": 0.15584145486354828, "m": 1.0 }, { "p": 0.23853199183940887, "m": 1.0 }, { "p": 0.0004406246298458427, "m": 1.0 }, { "p": 0.0004406246298458427, "m": 0.6704891920089722 }, { "p": 0.0004406246298458427, "m": 0.7784563302993774 }, { "p": 0.0004406246298458427, "m": 0.6941632628440857 }, { "p": 0.0004406246298458427, "m": 0.5159386992454529 }, { "p": 0.0004406246298458427, "m": 0.9350824952125549 }, { "p": 0.0004406246298458427, "m": 0.927815854549408 }, { "p": 0.0004406246298458427, "m": 0.9712890982627869 }, { "p": 0.0004406246298458427, "m": 1.0 }, { "p": 0.0004406246298458427, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 2.1468138694763184, "val_loss": 0.9124492406845093, "acc": 68.86, "time": 184.73606234600084, "param": [ { "p": 0.15268220007419586, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 1.0 }, { "p": 0.010684390552341938, "m": 1.0 }, { "p": 0.011548705399036407, "m": 0.8365159630775452 }, { "p": 0.00043495092540979385, "m": 0.9394927620887756 }, { "p": 0.00043495092540979385, "m": 0.9773913025856018 }, { "p": 0.0013825984206050634, "m": 0.9890367984771729 }, { "p": 0.010311988182365894, "m": 0.9641494154930115 }, { "p": 0.06073269993066788, "m": 1.0 }, { "p": 0.1765083521604538, "m": 0.018925007432699203 }, { "p": 0.17059144377708435, "m": 1.0 }, { "p": 0.16647954285144806, "m": 1.0 }, { "p": 0.23342390358448029, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 0.7340551614761353 }, { "p": 0.00043495092540979385, "m": 0.6933531761169434 }, { "p": 0.00043495092540979385, "m": 0.6051113605499268 }, { "p": 0.00043495092540979385, "m": 0.6641594767570496 }, { "p": 0.00043495092540979385, "m": 0.9094520807266235 }, { "p": 0.00043495092540979385, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 1.0 }, { "p": 0.00043495092540979385, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 2.1390302181243896, "val_loss": 0.9083505272865295, "acc": 68.29, "time": 175.9220737630003, "param": [ { "p": 0.07046563178300858, "m": 1.0 }, { "p": 0.00043248641304671764, "m": 1.0 }, { "p": 0.09483126550912857, "m": 1.0 }, { "p": 0.029170945286750793, "m": 0.8322848081588745 }, { "p": 0.00043248641304671764, "m": 0.8820677995681763 }, { "p": 0.00043248641304671764, "m": 0.9725195169448853 }, { "p": 0.09687374532222748, "m": 0.9103712439537048 }, { "p": 0.08754409104585648, "m": 1.0 }, { "p": 0.08843972533941269, "m": 1.0 }, { "p": 0.12101535499095917, "m": 0.00156065181363374 }, { "p": 0.17625711858272552, "m": 1.0 }, { "p": 0.09220819920301437, "m": 1.0 }, { "p": 0.12571865320205688, "m": 1.0 }, { "p": 0.0019101746147498488, "m": 1.0 }, { "p": 0.00043248641304671764, "m": 0.5193575024604797 }, { "p": 0.00043248641304671764, "m": 0.6859181523323059 }, { "p": 0.00043248641304671764, "m": 0.49397680163383484 }, { "p": 0.00043248641304671764, "m": 0.6931725740432739 }, { "p": 0.00043248641304671764, "m": 0.7380629181861877 }, { "p": 0.009706114418804646, "m": 1.0 }, { "p": 0.001534252311103046, "m": 1.0 }, { "p": 0.00043248641304671764, "m": 1.0 }, { "p": 0.00043248641304671764, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 2.6134274005889893, "val_loss": 0.9213054180145264, "acc": 67.44, "time": 183.3342019569991, "param": [ { "p": 0.11108842492103577, "m": 1.0 }, { "p": 0.00042787077836692333, "m": 1.0 }, { "p": 0.06541197001934052, "m": 1.0 }, { "p": 0.00042787077836692333, "m": 0.9450769424438477 }, { "p": 0.00042787077836692333, "m": 0.9113039970397949 }, { "p": 0.0026408620178699493, "m": 0.9343946576118469 }, { "p": 0.10753612965345383, "m": 0.8580511212348938 }, { "p": 0.09804491698741913, "m": 0.8699809312820435 }, { "p": 0.13915686309337616, "m": 1.0 }, { "p": 0.1410476565361023, "m": 0.03182578459382057 }, { "p": 0.11096268147230148, "m": 1.0 }, { "p": 0.09134672582149506, "m": 1.0 }, { "p": 0.1076020672917366, "m": 1.0 }, { "p": 0.00042787077836692333, "m": 1.0 }, { "p": 0.00042787077836692333, "m": 0.5759804844856262 }, { "p": 0.00042787077836692333, "m": 0.7141427993774414 }, { "p": 0.00042787077836692333, "m": 0.5064394474029541 }, { "p": 0.00042787077836692333, "m": 0.6972158551216125 }, { "p": 0.0009672233136370778, "m": 0.818537175655365 }, { "p": 0.00042787077836692333, "m": 0.9115669131278992 }, { "p": 0.001353191677480936, "m": 0.9192845225334167 }, { "p": 0.00042787077836692333, "m": 1.0 }, { "p": 0.018562693148851395, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 2.198828935623169, "val_loss": 0.9349700808525085, "acc": 67.65, "time": 181.09475616599957, "param": [ { "p": 0.10671372711658478, "m": 1.0 }, { "p": 0.00043735341751016676, "m": 1.0 }, { "p": 0.07907284051179886, "m": 1.0 }, { "p": 0.00043735341751016676, "m": 0.9940420985221863 }, { "p": 0.0019120475044474006, "m": 0.9048808813095093 }, { "p": 0.010543487966060638, "m": 1.0 }, { "p": 0.007104683667421341, "m": 0.9166167974472046 }, { "p": 0.04358084872364998, "m": 0.9933712482452393 }, { "p": 0.11098571866750717, "m": 1.0 }, { "p": 0.091505266726017, "m": 0.010589076206088066 }, { "p": 0.06890790909528732, "m": 1.0 }, { "p": 0.16209676861763, "m": 1.0 }, { "p": 0.18766412138938904, "m": 1.0 }, { "p": 0.019727373495697975, "m": 1.0 }, { "p": 0.015966972336173058, "m": 0.680780827999115 }, { "p": 0.00043735341751016676, "m": 0.6629156470298767 }, { "p": 0.00043735341751016676, "m": 0.6067017912864685 }, { "p": 0.00043735341751016676, "m": 0.6586544513702393 }, { "p": 0.00043735341751016676, "m": 0.8913825154304504 }, { "p": 0.00043735341751016676, "m": 0.9693769812583923 }, { "p": 0.031994808465242386, "m": 0.9863539338111877 }, { "p": 0.00043735341751016676, "m": 1.0 }, { "p": 0.05872464179992676, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.814643383026123, "val_loss": 0.9054469466209412, "acc": 68.97, "time": 175.02431256700038, "param": [ { "p": 0.1747615933418274, "m": 1.0 }, { "p": 0.0004344375047367066, "m": 1.0 }, { "p": 0.05205964669585228, "m": 1.0 }, { "p": 0.0038671204820275307, "m": 0.9922804236412048 }, { "p": 0.0004344375047367066, "m": 0.9326652884483337 }, { "p": 0.0004344375047367066, "m": 1.0 }, { "p": 0.0004344375047367066, "m": 0.8403834104537964 }, { "p": 0.05510823801159859, "m": 0.9963310956954956 }, { "p": 0.1519053876399994, "m": 1.0 }, { "p": 0.14976584911346436, "m": 0.02240767702460289 }, { "p": 0.06937514990568161, "m": 1.0 }, { "p": 0.10357770323753357, "m": 1.0 }, { "p": 0.20058465003967285, "m": 1.0 }, { "p": 0.0004344375047367066, "m": 1.0 }, { "p": 0.0004344375047367066, "m": 0.6899462938308716 }, { "p": 0.0004344375047367066, "m": 0.6860452890396118 }, { "p": 0.0004344375047367066, "m": 0.6407760381698608 }, { "p": 0.0004344375047367066, "m": 0.6338626146316528 }, { "p": 0.0004344375047367066, "m": 0.7887127995491028 }, { "p": 0.0009088943479582667, "m": 0.99158775806427 }, { "p": 0.01150141004472971, "m": 1.0 }, { "p": 0.0004344375047367066, "m": 1.0 }, { "p": 0.021805739030241966, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 2.3122007846832275, "val_loss": 0.8766824007034302, "acc": 68.61, "time": 180.2556164790003, "param": [ { "p": 0.19495491683483124, "m": 1.0 }, { "p": 0.00042969046626240015, "m": 1.0 }, { "p": 0.1315055787563324, "m": 1.0 }, { "p": 0.005803097039461136, "m": 0.8293982148170471 }, { "p": 0.00042969046626240015, "m": 0.9979785680770874 }, { "p": 0.001439750543795526, "m": 0.9537556767463684 }, { "p": 0.0049612331204116344, "m": 0.8247908353805542 }, { "p": 0.07727506011724472, "m": 0.9884294271469116 }, { "p": 0.09584476798772812, "m": 1.0 }, { "p": 0.10143481194972992, "m": 0.08275081217288971 }, { "p": 0.09180975705385208, "m": 1.0 }, { "p": 0.10509705543518066, "m": 1.0 }, { "p": 0.18471792340278625, "m": 1.0 }, { "p": 0.00042969046626240015, "m": 1.0 }, { "p": 0.00042969046626240015, "m": 0.7820055484771729 }, { "p": 0.00042969046626240015, "m": 0.7394075393676758 }, { "p": 0.00042969046626240015, "m": 0.6474588513374329 }, { "p": 0.00042969046626240015, "m": 0.6422258615493774 }, { "p": 0.00042969046626240015, "m": 0.7441738247871399 }, { "p": 0.00042969046626240015, "m": 0.9559707045555115 }, { "p": 0.00042969046626240015, "m": 0.9675503373146057 }, { "p": 0.00042969046626240015, "m": 1.0 }, { "p": 0.00042969046626240015, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 2.364973545074463, "val_loss": 0.9201623201370239, "acc": 68.1, "time": 176.64730369400058, "param": [ { "p": 0.06302306056022644, "m": 1.0 }, { "p": 0.00044292621896602213, "m": 1.0 }, { "p": 0.05403438210487366, "m": 1.0 }, { "p": 0.00044292621896602213, "m": 0.9945119619369507 }, { "p": 0.00044292621896602213, "m": 0.9418220520019531 }, { "p": 0.00044292621896602213, "m": 0.9027020931243896 }, { "p": 0.08252700418233871, "m": 0.9586896896362305 }, { "p": 0.050257936120033264, "m": 0.9930089116096497 }, { "p": 0.1797395795583725, "m": 0.9980428814888 }, { "p": 0.05735361576080322, "m": 0.11209766566753387 }, { "p": 0.14444772899150848, "m": 1.0 }, { "p": 0.23251672089099884, "m": 1.0 }, { "p": 0.08421327918767929, "m": 1.0 }, { "p": 0.00044292621896602213, "m": 1.0 }, { "p": 0.00044292621896602213, "m": 0.7231413125991821 }, { "p": 0.00044292621896602213, "m": 0.6800816655158997 }, { "p": 0.00044292621896602213, "m": 0.6750874519348145 }, { "p": 0.00044292621896602213, "m": 0.7012439966201782 }, { "p": 0.00044292621896602213, "m": 0.7323455810546875 }, { "p": 0.00044292621896602213, "m": 1.0 }, { "p": 0.004243531730026007, "m": 0.8562316298484802 }, { "p": 0.00044292621896602213, "m": 1.0 }, { "p": 0.04232824221253395, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 2.58648419380188, "val_loss": 0.9071230292320251, "acc": 68.48, "time": 172.29608870300035, "param": [ { "p": 0.12787751853466034, "m": 1.0 }, { "p": 0.011827548034489155, "m": 1.0 }, { "p": 0.0734236091375351, "m": 1.0 }, { "p": 0.058162324130535126, "m": 0.9243144392967224 }, { "p": 0.00042314882739447057, "m": 0.9934239387512207 }, { "p": 0.004359829239547253, "m": 0.9509724378585815 }, { "p": 0.04070528969168663, "m": 1.0 }, { "p": 0.05458161607384682, "m": 1.0 }, { "p": 0.10817596316337585, "m": 1.0 }, { "p": 0.0733087956905365, "m": 0.0928875058889389 }, { "p": 0.10693493485450745, "m": 0.9684812426567078 }, { "p": 0.16189458966255188, "m": 1.0 }, { "p": 0.08838808536529541, "m": 1.0 }, { "p": 0.007168084383010864, "m": 1.0 }, { "p": 0.002177572576329112, "m": 0.7363663911819458 }, { "p": 0.00042314882739447057, "m": 0.8355042934417725 }, { "p": 0.00042314882739447057, "m": 0.6954652667045593 }, { "p": 0.00042314882739447057, "m": 0.6759479641914368 }, { "p": 0.00042314882739447057, "m": 0.8281422853469849 }, { "p": 0.00042314882739447057, "m": 0.9809215664863586 }, { "p": 0.04243744537234306, "m": 0.9104844927787781 }, { "p": 0.00042314882739447057, "m": 1.0 }, { "p": 0.035614870488643646, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.86594557762146, "val_loss": 0.8783192038536072, "acc": 68.14, "time": 175.85416881799938, "param": [ { "p": 0.10684067010879517, "m": 1.0 }, { "p": 0.0004334031546022743, "m": 1.0 }, { "p": 0.10172723233699799, "m": 1.0 }, { "p": 0.010620218701660633, "m": 1.0 }, { "p": 0.0004334031546022743, "m": 0.9412791132926941 }, { "p": 0.0004334031546022743, "m": 0.9910909533500671 }, { "p": 0.038616348057985306, "m": 0.9995419383049011 }, { "p": 0.03575267270207405, "m": 0.9891259074211121 }, { "p": 0.13678130507469177, "m": 1.0 }, { "p": 0.09121042490005493, "m": 0.007048937026411295 }, { "p": 0.1660662144422531, "m": 1.0 }, { "p": 0.10723689198493958, "m": 1.0 }, { "p": 0.19404000043869019, "m": 1.0 }, { "p": 0.0004334031546022743, "m": 1.0 }, { "p": 0.0004334031546022743, "m": 0.6959593892097473 }, { "p": 0.0004334031546022743, "m": 0.9517701268196106 }, { "p": 0.0004334031546022743, "m": 0.6306357979774475 }, { "p": 0.0004334031546022743, "m": 0.7679892182350159 }, { "p": 0.0004334031546022743, "m": 0.8070346117019653 }, { "p": 0.0004334031546022743, "m": 0.9512210488319397 }, { "p": 0.0009101290488615632, "m": 0.798166036605835 }, { "p": 0.0004334031546022743, "m": 1.0 }, { "p": 0.005430630408227444, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 2.1393063068389893, "val_loss": 0.893491268157959, "acc": 69.3, "time": 176.93486807699992, "param": [ { "p": 0.1747259944677353, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 1.0 }, { "p": 0.12044426798820496, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 0.9371182322502136 }, { "p": 0.00043629552237689495, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 0.9972668886184692 }, { "p": 0.05327419191598892, "m": 0.9873165488243103 }, { "p": 0.00043629552237689495, "m": 1.0 }, { "p": 0.04908454790711403, "m": 1.0 }, { "p": 0.15387484431266785, "m": 0.0 }, { "p": 0.07417690008878708, "m": 1.0 }, { "p": 0.16407793760299683, "m": 1.0 }, { "p": 0.20379704236984253, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 0.6762128472328186 }, { "p": 0.00043629552237689495, "m": 0.9037893414497375 }, { "p": 0.00043629552237689495, "m": 0.6323165893554688 }, { "p": 0.00043629552237689495, "m": 0.8120606541633606 }, { "p": 0.00043629552237689495, "m": 0.7616543769836426 }, { "p": 0.00043629552237689495, "m": 0.9136390686035156 }, { "p": 0.00043629552237689495, "m": 0.9752017259597778 }, { "p": 0.00043629552237689495, "m": 1.0 }, { "p": 0.00043629552237689495, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 2.100085973739624, "val_loss": 0.8867608904838562, "acc": 68.15, "time": 177.39828587800002, "param": [ { "p": 0.17183548212051392, "m": 1.0 }, { "p": 0.0004328534414526075, "m": 1.0 }, { "p": 0.04987523704767227, "m": 1.0 }, { "p": 0.014275562949478626, "m": 0.8978765606880188 }, { "p": 0.0004328534414526075, "m": 0.9637472033500671 }, { "p": 0.0004328534414526075, "m": 0.9983651638031006 }, { "p": 0.048959195613861084, "m": 1.0 }, { "p": 0.013896884396672249, "m": 0.9835286736488342 }, { "p": 0.039317984133958817, "m": 1.0 }, { "p": 0.14363610744476318, "m": 0.0 }, { "p": 0.17254284024238586, "m": 1.0 }, { "p": 0.09073144942522049, "m": 1.0 }, { "p": 0.199481800198555, "m": 1.0 }, { "p": 0.015909206122159958, "m": 1.0 }, { "p": 0.0004328534414526075, "m": 0.7863333821296692 }, { "p": 0.0004328534414526075, "m": 0.832586944103241 }, { "p": 0.0004328534414526075, "m": 0.5387445092201233 }, { "p": 0.0004328534414526075, "m": 0.7404470443725586 }, { "p": 0.0004328534414526075, "m": 0.782834529876709 }, { "p": 0.0004328534414526075, "m": 0.8915749192237854 }, { "p": 0.0004328534414526075, "m": 0.9357091188430786 }, { "p": 0.0004328534414526075, "m": 1.0 }, { "p": 0.03477710857987404, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 2.0974066257476807, "val_loss": 0.9137716889381409, "acc": 68.27, "time": 181.1280280969986, "param": [ { "p": 0.1285105049610138, "m": 1.0 }, { "p": 0.0004350716480985284, "m": 1.0 }, { "p": 0.10635704547166824, "m": 1.0 }, { "p": 0.0004350716480985284, "m": 0.9304494261741638 }, { "p": 0.0004350716480985284, "m": 0.9158250689506531 }, { "p": 0.01308398600667715, "m": 0.9964013695716858 }, { "p": 0.09632023423910141, "m": 0.981479287147522 }, { "p": 0.0481388121843338, "m": 0.8561334609985352 }, { "p": 0.07037060707807541, "m": 1.0 }, { "p": 0.10123948007822037, "m": 0.05387301743030548 }, { "p": 0.19356513023376465, "m": 1.0 }, { "p": 0.06645020097494125, "m": 1.0 }, { "p": 0.17030833661556244, "m": 1.0 }, { "p": 0.0004350716480985284, "m": 1.0 }, { "p": 0.0004350716480985284, "m": 0.6762190461158752 }, { "p": 0.0004350716480985284, "m": 0.9052481055259705 }, { "p": 0.0004350716480985284, "m": 0.5131146311759949 }, { "p": 0.0004350716480985284, "m": 0.747046947479248 }, { "p": 0.0004350716480985284, "m": 0.8866227865219116 }, { "p": 0.0004350716480985284, "m": 0.8665441870689392 }, { "p": 0.0004350716480985284, "m": 0.9602600932121277 }, { "p": 0.0004350716480985284, "m": 1.0 }, { "p": 0.0004350716480985284, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 2.265247344970703, "val_loss": 0.9229769706726074, "acc": 68.56, "time": 177.12938543100063, "param": [ { "p": 0.09137836843729019, "m": 1.0 }, { "p": 0.00043242552783340216, "m": 1.0 }, { "p": 0.09866984188556671, "m": 1.0 }, { "p": 0.038036443293094635, "m": 0.8794707655906677 }, { "p": 0.0010435852454975247, "m": 0.9555396437644958 }, { "p": 0.00043242552783340216, "m": 1.0 }, { "p": 0.06637802720069885, "m": 1.0 }, { "p": 0.06396877020597458, "m": 0.9569070935249329 }, { "p": 0.088222935795784, "m": 1.0 }, { "p": 0.10054560005664825, "m": 0.0 }, { "p": 0.18236114084720612, "m": 1.0 }, { "p": 0.14132261276245117, "m": 1.0 }, { "p": 0.10460500419139862, "m": 1.0 }, { "p": 0.0008432141039520502, "m": 1.0 }, { "p": 0.00043242552783340216, "m": 0.6856542825698853 }, { "p": 0.00043242552783340216, "m": 0.9649772644042969 }, { "p": 0.00043242552783340216, "m": 0.4630984961986542 }, { "p": 0.00043242552783340216, "m": 0.7401914000511169 }, { "p": 0.00043242552783340216, "m": 0.8833480477333069 }, { "p": 0.004878499545156956, "m": 0.8866415023803711 }, { "p": 0.009801949374377728, "m": 0.8917933702468872 }, { "p": 0.00043242552783340216, "m": 1.0 }, { "p": 0.004484741482883692, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 2.097114324569702, "val_loss": 0.9678371548652649, "acc": 67.91, "time": 176.13954907199877, "param": [ { "p": 0.10409332811832428, "m": 1.0 }, { "p": 0.0004354305565357208, "m": 1.0 }, { "p": 0.043737079948186874, "m": 1.0 }, { "p": 0.07557693868875504, "m": 0.8866295218467712 }, { "p": 0.019802890717983246, "m": 0.8391976356506348 }, { "p": 0.0004354305565357208, "m": 0.9966520667076111 }, { "p": 0.013045582920312881, "m": 0.9747861623764038 }, { "p": 0.06088540330529213, "m": 0.9511786103248596 }, { "p": 0.1636933982372284, "m": 0.9613732695579529 }, { "p": 0.08992220461368561, "m": 0.08046692609786987 }, { "p": 0.15593335032463074, "m": 0.9266328811645508 }, { "p": 0.15103961527347565, "m": 1.0 }, { "p": 0.1055716797709465, "m": 1.0 }, { "p": 0.0004354305565357208, "m": 1.0 }, { "p": 0.0004354305565357208, "m": 0.7795236706733704 }, { "p": 0.0004354305565357208, "m": 0.9524397850036621 }, { "p": 0.0004354305565357208, "m": 0.4281323552131653 }, { "p": 0.0004354305565357208, "m": 0.8441116213798523 }, { "p": 0.0004354305565357208, "m": 0.8514682650566101 }, { "p": 0.0004354305565357208, "m": 0.9307423233985901 }, { "p": 0.0004354305565357208, "m": 0.944534182548523 }, { "p": 0.0007240122649818659, "m": 1.0 }, { "p": 0.01162032037973404, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 2.26652193069458, "val_loss": 0.92316734790802, "acc": 68.78, "time": 181.29630269799964, "param": [ { "p": 0.06681801378726959, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 1.0 }, { "p": 0.10459642857313156, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 0.8240583539009094 }, { "p": 0.0004389956302475184, "m": 0.7385169267654419 }, { "p": 0.0004389956302475184, "m": 0.9998741745948792 }, { "p": 0.09098712354898453, "m": 0.9982067346572876 }, { "p": 0.022031672298908234, "m": 0.9867802858352661 }, { "p": 0.10401944071054459, "m": 0.981163501739502 }, { "p": 0.11201499402523041, "m": 0.0 }, { "p": 0.10074368864297867, "m": 0.9847692251205444 }, { "p": 0.25499552488327026, "m": 1.0 }, { "p": 0.13764739036560059, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 0.8035783767700195 }, { "p": 0.0004389956302475184, "m": 0.974461019039154 }, { "p": 0.0004389956302475184, "m": 0.30453476309776306 }, { "p": 0.0004389956302475184, "m": 0.8698873519897461 }, { "p": 0.0004389956302475184, "m": 0.8437180519104004 }, { "p": 0.0004389956302475184, "m": 0.9813876152038574 }, { "p": 0.0004389956302475184, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 1.0 }, { "p": 0.0004389956302475184, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 2.1586060523986816, "val_loss": 0.8978840112686157, "acc": 68.7, "time": 173.8679207870009, "param": [ { "p": 0.14273133873939514, "m": 1.0 }, { "p": 0.000433881301432848, "m": 1.0 }, { "p": 0.1297794133424759, "m": 1.0 }, { "p": 0.000433881301432848, "m": 0.7655982971191406 }, { "p": 0.007567752618342638, "m": 0.6605473160743713 }, { "p": 0.000433881301432848, "m": 0.9509652853012085 }, { "p": 0.057857733219861984, "m": 0.8897249698638916 }, { "p": 0.000433881301432848, "m": 0.985675573348999 }, { "p": 0.13670594990253448, "m": 1.0 }, { "p": 0.2051016092300415, "m": 0.0 }, { "p": 0.07555314153432846, "m": 1.0 }, { "p": 0.11821009963750839, "m": 1.0 }, { "p": 0.09512395411729813, "m": 1.0 }, { "p": 0.000433881301432848, "m": 1.0 }, { "p": 0.0109470309689641, "m": 0.7961663007736206 }, { "p": 0.000433881301432848, "m": 0.977391242980957 }, { "p": 0.000433881301432848, "m": 0.24723269045352936 }, { "p": 0.000433881301432848, "m": 0.8049432635307312 }, { "p": 0.000433881301432848, "m": 0.7258380651473999 }, { "p": 0.000433881301432848, "m": 0.9687738418579102 }, { "p": 0.01521559152752161, "m": 0.9900565147399902 }, { "p": 0.000433881301432848, "m": 1.0 }, { "p": 0.000433881301432848, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.842737078666687, "val_loss": 0.8766425848007202, "acc": 68.98, "time": 175.10492078499738, "param": [ { "p": 0.17528381943702698, "m": 1.0 }, { "p": 0.00042929602204822004, "m": 1.0 }, { "p": 0.13039349019527435, "m": 1.0 }, { "p": 0.010885200463235378, "m": 0.9979884624481201 }, { "p": 0.021459098905324936, "m": 0.7980026006698608 }, { "p": 0.006032126024365425, "m": 0.976841151714325 }, { "p": 0.03735366091132164, "m": 0.8953124284744263 }, { "p": 0.0820171982049942, "m": 1.0 }, { "p": 0.09179559350013733, "m": 1.0 }, { "p": 0.10128380358219147, "m": 4.5852015318814665e-05 }, { "p": 0.09239597618579865, "m": 1.0 }, { "p": 0.10792528837919235, "m": 1.0 }, { "p": 0.11761707812547684, "m": 1.0 }, { "p": 0.021264884620904922, "m": 1.0 }, { "p": 0.00042929602204822004, "m": 0.8233439326286316 }, { "p": 0.00042929602204822004, "m": 0.8954305052757263 }, { "p": 0.00042929602204822004, "m": 0.2041414976119995 }, { "p": 0.00042929602204822004, "m": 0.8993309736251831 }, { "p": 0.00042929602204822004, "m": 0.7140643000602722 }, { "p": 0.00042929602204822004, "m": 0.9705199003219604 }, { "p": 0.00042929602204822004, "m": 0.9110801815986633 }, { "p": 0.00042929602204822004, "m": 1.0 }, { "p": 0.00042929602204822004, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 2.200308322906494, "val_loss": 0.884305477142334, "acc": 68.76, "time": 176.58300156100086, "param": [ { "p": 0.040888793766498566, "m": 1.0 }, { "p": 0.0004356726130936295, "m": 1.0 }, { "p": 0.08945431560277939, "m": 1.0 }, { "p": 0.06293414533138275, "m": 0.9115422964096069 }, { "p": 0.0004356726130936295, "m": 0.8308719396591187 }, { "p": 0.0014028575969859958, "m": 0.8117700219154358 }, { "p": 0.047938358038663864, "m": 0.9644590020179749 }, { "p": 0.0004356726130936295, "m": 0.9373401999473572 }, { "p": 0.19664335250854492, "m": 1.0 }, { "p": 0.12263228744268417, "m": 0.0 }, { "p": 0.11882132291793823, "m": 1.0 }, { "p": 0.10996487736701965, "m": 1.0 }, { "p": 0.19661645591259003, "m": 1.0 }, { "p": 0.0004356726130936295, "m": 1.0 }, { "p": 0.0004356726130936295, "m": 0.9123141169548035 }, { "p": 0.0004356726130936295, "m": 1.0 }, { "p": 0.0004356726130936295, "m": 0.38368940353393555 }, { "p": 0.0004356726130936295, "m": 0.8857025504112244 }, { "p": 0.0004356726130936295, "m": 0.66827392578125 }, { "p": 0.0004356726130936295, "m": 0.9909474849700928 }, { "p": 0.0004356726130936295, "m": 0.8806544542312622 }, { "p": 0.0004356726130936295, "m": 1.0 }, { "p": 0.007475393358618021, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 2.4157299995422363, "val_loss": 0.9344494342803955, "acc": 68.43, "time": 184.23097496300034, "param": [ { "p": 0.13841502368450165, "m": 1.0 }, { "p": 0.0025191958993673325, "m": 1.0 }, { "p": 0.0022314852103590965, "m": 1.0 }, { "p": 0.00043364986777305603, "m": 0.9993180632591248 }, { "p": 0.00043364986777305603, "m": 0.7161601781845093 }, { "p": 0.007683070842176676, "m": 0.7641056776046753 }, { "p": 0.07708553224802017, "m": 0.8286466002464294 }, { "p": 0.026874825358390808, "m": 1.0 }, { "p": 0.14935679733753204, "m": 1.0 }, { "p": 0.14493554830551147, "m": 0.0 }, { "p": 0.03225471451878548, "m": 1.0 }, { "p": 0.03376099094748497, "m": 1.0 }, { "p": 0.2240942418575287, "m": 1.0 }, { "p": 0.10075155645608902, "m": 1.0 }, { "p": 0.00043364986777305603, "m": 0.8667481541633606 }, { "p": 0.00043364986777305603, "m": 1.0 }, { "p": 0.00043364986777305603, "m": 0.30458348989486694 }, { "p": 0.00043364986777305603, "m": 0.9740616083145142 }, { "p": 0.00043364986777305603, "m": 0.7473940849304199 }, { "p": 0.00043364986777305603, "m": 0.919707179069519 }, { "p": 0.00043364986777305603, "m": 0.9011849164962769 }, { "p": 0.00043364986777305603, "m": 1.0 }, { "p": 0.05570070445537567, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 2.664346933364868, "val_loss": 0.872767984867096, "acc": 68.32, "time": 178.4294701109975, "param": [ { "p": 0.11658668518066406, "m": 1.0 }, { "p": 0.0004387082299217582, "m": 1.0 }, { "p": 0.060599587857723236, "m": 1.0 }, { "p": 0.0004387082299217582, "m": 0.9884500503540039 }, { "p": 0.0004387082299217582, "m": 0.771881103515625 }, { "p": 0.017312105745077133, "m": 0.8407827019691467 }, { "p": 0.05063856393098831, "m": 0.9640704393386841 }, { "p": 0.10312991589307785, "m": 1.0 }, { "p": 0.06740111857652664, "m": 1.0 }, { "p": 0.13471360504627228, "m": 0.00580782163888216 }, { "p": 0.02102590911090374, "m": 1.0 }, { "p": 0.11915481090545654, "m": 1.0 }, { "p": 0.1864989846944809, "m": 1.0 }, { "p": 0.0004387082299217582, "m": 1.0 }, { "p": 0.00691946828737855, "m": 0.8168039321899414 }, { "p": 0.0004387082299217582, "m": 0.9975208044052124 }, { "p": 0.0004387082299217582, "m": 0.3462643027305603 }, { "p": 0.0004387082299217582, "m": 0.8868990540504456 }, { "p": 0.0004387082299217582, "m": 0.7651758193969727 }, { "p": 0.0004387082299217582, "m": 0.8921204805374146 }, { "p": 0.04166506975889206, "m": 0.9599958062171936 }, { "p": 0.0004387082299217582, "m": 1.0 }, { "p": 0.06996723264455795, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.8352410793304443, "val_loss": 0.8903977870941162, "acc": 69.11, "time": 178.84323577099713, "param": [ { "p": 0.17161254584789276, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 1.0 }, { "p": 0.010204586200416088, "m": 1.0 }, { "p": 0.03933928534388542, "m": 0.9690788388252258 }, { "p": 0.0004389314563013613, "m": 0.7503769397735596 }, { "p": 0.0004389314563013613, "m": 0.9081469178199768 }, { "p": 0.03682084009051323, "m": 0.8969550132751465 }, { "p": 0.0004389314563013613, "m": 0.9980255961418152 }, { "p": 0.12857645750045776, "m": 1.0 }, { "p": 0.166281595826149, "m": 0.0006082779727876186 }, { "p": 0.11200466006994247, "m": 1.0 }, { "p": 0.16057386994361877, "m": 1.0 }, { "p": 0.16844139993190765, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 0.8797788619995117 }, { "p": 0.0004389314563013613, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 0.24165242910385132 }, { "p": 0.0004389314563013613, "m": 0.7864460349082947 }, { "p": 0.0004389314563013613, "m": 0.8288556933403015 }, { "p": 0.0004389314563013613, "m": 0.9978975057601929 }, { "p": 0.0004389314563013613, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 1.0 }, { "p": 0.0004389314563013613, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.9837578535079956, "val_loss": 0.9230942130088806, "acc": 67.53, "time": 175.37848320000194, "param": [ { "p": 0.12391327321529388, "m": 1.0 }, { "p": 0.0004362345498520881, "m": 1.0 }, { "p": 0.06532932072877884, "m": 1.0 }, { "p": 0.0004362345498520881, "m": 0.9665387272834778 }, { "p": 0.0030003641732037067, "m": 0.6683063507080078 }, { "p": 0.0004362345498520881, "m": 1.0 }, { "p": 0.029874255880713463, "m": 0.9989209175109863 }, { "p": 0.07285940647125244, "m": 0.9964881539344788 }, { "p": 0.08439800143241882, "m": 0.9926018714904785 }, { "p": 0.11268464475870132, "m": 0.00505830580368638 }, { "p": 0.13024216890335083, "m": 1.0 }, { "p": 0.18769662082195282, "m": 1.0 }, { "p": 0.16135208308696747, "m": 1.0 }, { "p": 0.016364673152565956, "m": 1.0 }, { "p": 0.0004362345498520881, "m": 0.9553144574165344 }, { "p": 0.0004362345498520881, "m": 0.8038590550422668 }, { "p": 0.0011451938189566135, "m": 0.3476884365081787 }, { "p": 0.0004362345498520881, "m": 0.8553144335746765 }, { "p": 0.0004362345498520881, "m": 0.803499698638916 }, { "p": 0.0004362345498520881, "m": 1.0 }, { "p": 0.006777774542570114, "m": 1.0 }, { "p": 0.0004362345498520881, "m": 1.0 }, { "p": 0.0004362345498520881, "m": 1.0 } ] } ] }