{ "Accuracy": 73.77, "Time": [ 353.75168578025534, 16.471861194570167, 70900.55308381701 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.133203506469727, "val_loss": 2.0481796264648438, "acc": 20.1, "time": 287.8923406969989, "param": [ { "p": 0.04128798097372055, "m": 1.0 }, { "p": 0.05410276725888252, "m": 1.0 }, { "p": 0.05143912881612778, "m": 1.0 }, { "p": 0.08999117463827133, "m": 1.0 }, { "p": 0.12308362871408463, "m": 1.0 }, { "p": 0.053357694298028946, "m": 1.0 }, { "p": 0.049365948885679245, "m": 1.0 }, { "p": 0.11210854351520538, "m": 1.0 }, { "p": 0.08301068842411041, "m": 1.0 }, { "p": 0.03360975533723831, "m": 1.0 }, { "p": 0.08231203258037567, "m": 1.0 }, { "p": 0.060954172164201736, "m": 1.0 }, { "p": 0.0877058357000351, "m": 1.0 }, { "p": 0.07767059653997421, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 3.945683002471924, "val_loss": 1.6960461139678955, "acc": 36.87, "time": 348.7586091730045, "param": [ { "p": 0.0616542287170887, "m": 1.0 }, { "p": 0.0007178183877840638, "m": 1.0 }, { "p": 0.035695306956768036, "m": 1.0 }, { "p": 0.10948177427053452, "m": 1.0 }, { "p": 0.16274526715278625, "m": 1.0 }, { "p": 0.02229667268693447, "m": 1.0 }, { "p": 0.025789247825741768, "m": 1.0 }, { "p": 0.1521322876214981, "m": 1.0 }, { "p": 0.0808623731136322, "m": 1.0 }, { "p": 0.0007178183877840638, "m": 1.0 }, { "p": 0.15091060101985931, "m": 1.0 }, { "p": 0.07379435747861862, "m": 1.0 }, { "p": 0.12248437106609344, "m": 1.0 }, { "p": 0.0007178183877840638, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.685856342315674, "val_loss": 1.6869397163391113, "acc": 37.54, "time": 329.19384719699156, "param": [ { "p": 0.061506129801273346, "m": 1.0 }, { "p": 0.0007102317758835852, "m": 1.0 }, { "p": 0.018913380801677704, "m": 1.0 }, { "p": 0.08342593163251877, "m": 1.0 }, { "p": 0.19365298748016357, "m": 1.0 }, { "p": 0.0007102317758835852, "m": 1.0 }, { "p": 0.035847362130880356, "m": 1.0 }, { "p": 0.14158672094345093, "m": 1.0 }, { "p": 0.029746929183602333, "m": 1.0 }, { "p": 0.0438181608915329, "m": 1.0 }, { "p": 0.1478509157896042, "m": 1.0 }, { "p": 0.09143227338790894, "m": 1.0 }, { "p": 0.15008851885795593, "m": 1.0 }, { "p": 0.0007102317758835852, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.4300169944763184, "val_loss": 1.6603970527648926, "acc": 42.02, "time": 328.07363700302085, "param": [ { "p": 0.06069129705429077, "m": 1.0 }, { "p": 0.0007171909674070776, "m": 1.0 }, { "p": 0.024437321349978447, "m": 1.0 }, { "p": 0.07510975003242493, "m": 1.0 }, { "p": 0.18518373370170593, "m": 1.0 }, { "p": 0.0066976710222661495, "m": 1.0 }, { "p": 0.052788667380809784, "m": 1.0 }, { "p": 0.09852364659309387, "m": 1.0 }, { "p": 0.02771179936826229, "m": 1.0 }, { "p": 0.02452358603477478, "m": 1.0 }, { "p": 0.15508484840393066, "m": 1.0 }, { "p": 0.09066013246774673, "m": 1.0 }, { "p": 0.19715316593647003, "m": 1.0 }, { "p": 0.0007171909674070776, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.5608439445495605, "val_loss": 1.4538112878799438, "acc": 47.6, "time": 362.26494397001807, "param": [ { "p": 0.04585316777229309, "m": 1.0 }, { "p": 0.0007126647396944463, "m": 1.0 }, { "p": 0.059926196932792664, "m": 1.0 }, { "p": 0.05114256590604782, "m": 1.0 }, { "p": 0.16971667110919952, "m": 1.0 }, { "p": 0.0007126647396944463, "m": 1.0 }, { "p": 0.09768593311309814, "m": 1.0 }, { "p": 0.05850103124976158, "m": 1.0 }, { "p": 0.06859374791383743, "m": 1.0 }, { "p": 0.022185705602169037, "m": 1.0 }, { "p": 0.11356569826602936, "m": 1.0 }, { "p": 0.10113789141178131, "m": 1.0 }, { "p": 0.20208986103534698, "m": 1.0 }, { "p": 0.008176183328032494, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.3316216468811035, "val_loss": 1.4725157022476196, "acc": 44.44, "time": 328.87192274502013, "param": [ { "p": 0.08424048870801926, "m": 1.0 }, { "p": 0.000707721512299031, "m": 1.0 }, { "p": 0.04761825129389763, "m": 1.0 }, { "p": 0.007377428933978081, "m": 1.0 }, { "p": 0.08877165615558624, "m": 1.0 }, { "p": 0.04381423443555832, "m": 1.0 }, { "p": 0.12934991717338562, "m": 1.0 }, { "p": 0.07942505180835724, "m": 1.0 }, { "p": 0.04232443496584892, "m": 1.0 }, { "p": 0.03556753322482109, "m": 1.0 }, { "p": 0.10148182511329651, "m": 1.0 }, { "p": 0.09241145849227905, "m": 1.0 }, { "p": 0.2243194580078125, "m": 1.0 }, { "p": 0.02259060926735401, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.0867996215820312, "val_loss": 1.3815242052078247, "acc": 50.11, "time": 345.4440877639572, "param": [ { "p": 0.10788994282484055, "m": 1.0 }, { "p": 0.0007150399615056813, "m": 1.0 }, { "p": 0.11363030970096588, "m": 1.0 }, { "p": 0.0007150399615056813, "m": 1.0 }, { "p": 0.0563998706638813, "m": 1.0 }, { "p": 0.0007150399615056813, "m": 1.0 }, { "p": 0.10608331114053726, "m": 1.0 }, { "p": 0.028536584228277206, "m": 1.0 }, { "p": 0.07859775424003601, "m": 1.0 }, { "p": 0.0759136974811554, "m": 1.0 }, { "p": 0.07617776095867157, "m": 1.0 }, { "p": 0.16268104314804077, "m": 1.0 }, { "p": 0.19122952222824097, "m": 1.0 }, { "p": 0.0007150399615056813, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.0224390029907227, "val_loss": 1.4117681980133057, "acc": 50.42, "time": 341.1052392620477, "param": [ { "p": 0.07363267242908478, "m": 1.0 }, { "p": 0.011498630978167057, "m": 1.0 }, { "p": 0.07502516359090805, "m": 1.0 }, { "p": 0.05124979838728905, "m": 1.0 }, { "p": 0.07013940066099167, "m": 1.0 }, { "p": 0.0007091162260621786, "m": 1.0 }, { "p": 0.10046587884426117, "m": 1.0 }, { "p": 0.0818793848156929, "m": 1.0 }, { "p": 0.07110116630792618, "m": 1.0 }, { "p": 0.057630714029073715, "m": 1.0 }, { "p": 0.0920032486319542, "m": 1.0 }, { "p": 0.14236320555210114, "m": 1.0 }, { "p": 0.17159245908260345, "m": 1.0 }, { "p": 0.0007091162260621786, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 2.9839417934417725, "val_loss": 1.3353465795516968, "acc": 52.08, "time": 371.6207255329937, "param": [ { "p": 0.09058358520269394, "m": 1.0 }, { "p": 0.015990901738405228, "m": 1.0 }, { "p": 0.10047672688961029, "m": 1.0 }, { "p": 0.07951933145523071, "m": 1.0 }, { "p": 0.013254151679575443, "m": 1.0 }, { "p": 0.018429992720484734, "m": 1.0 }, { "p": 0.08653390407562256, "m": 1.0 }, { "p": 0.09069762378931046, "m": 1.0 }, { "p": 0.08228609710931778, "m": 1.0 }, { "p": 0.06570480018854141, "m": 1.0 }, { "p": 0.12274728715419769, "m": 1.0 }, { "p": 0.10080014914274216, "m": 1.0 }, { "p": 0.12424030900001526, "m": 1.0 }, { "p": 0.008735168725252151, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 2.780303955078125, "val_loss": 1.4448318481445312, "acc": 48.94, "time": 336.912725222006, "param": [ { "p": 0.11422770470380783, "m": 1.0 }, { "p": 0.0029998712707310915, "m": 1.0 }, { "p": 0.09127762913703918, "m": 1.0 }, { "p": 0.07985430955886841, "m": 1.0 }, { "p": 0.02881336770951748, "m": 1.0 }, { "p": 0.04582438990473747, "m": 1.0 }, { "p": 0.04623023793101311, "m": 1.0 }, { "p": 0.04662124812602997, "m": 1.0 }, { "p": 0.06450159847736359, "m": 1.0 }, { "p": 0.07107149809598923, "m": 1.0 }, { "p": 0.12283016741275787, "m": 1.0 }, { "p": 0.12140867114067078, "m": 1.0 }, { "p": 0.16363610327243805, "m": 1.0 }, { "p": 0.0007030762499198318, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.9800171852111816, "val_loss": 1.3452621698379517, "acc": 49.98, "time": 362.94274613802554, "param": [ { "p": 0.0951957181096077, "m": 1.0 }, { "p": 0.0007238013204187155, "m": 1.0 }, { "p": 0.04567013680934906, "m": 1.0 }, { "p": 0.07063350081443787, "m": 1.0 }, { "p": 0.08215795457363129, "m": 1.0 }, { "p": 0.019494498148560524, "m": 1.0 }, { "p": 0.09807044267654419, "m": 1.0 }, { "p": 0.07521282881498337, "m": 1.0 }, { "p": 0.10776478797197342, "m": 1.0 }, { "p": 0.06385472416877747, "m": 1.0 }, { "p": 0.08074142783880234, "m": 1.0 }, { "p": 0.12901486456394196, "m": 1.0 }, { "p": 0.13074158132076263, "m": 1.0 }, { "p": 0.0007238013204187155, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 3.0521655082702637, "val_loss": 1.347974181175232, "acc": 52.5, "time": 365.80280030798167, "param": [ { "p": 0.08474632352590561, "m": 1.0 }, { "p": 0.010861583054065704, "m": 1.0 }, { "p": 0.11329341679811478, "m": 1.0 }, { "p": 0.09566187858581543, "m": 1.0 }, { "p": 0.03505105525255203, "m": 1.0 }, { "p": 0.01954374834895134, "m": 1.0 }, { "p": 0.10443861782550812, "m": 1.0 }, { "p": 0.047440867871046066, "m": 1.0 }, { "p": 0.10959070920944214, "m": 1.0 }, { "p": 0.047732170671224594, "m": 1.0 }, { "p": 0.12361936271190643, "m": 1.0 }, { "p": 0.1130417138338089, "m": 1.0 }, { "p": 0.09427826851606369, "m": 1.0 }, { "p": 0.0007002203492447734, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 3.151066780090332, "val_loss": 1.3652291297912598, "acc": 56.45, "time": 324.8245191129972, "param": [ { "p": 0.08281785249710083, "m": 1.0 }, { "p": 0.012119237333536148, "m": 1.0 }, { "p": 0.08474521338939667, "m": 1.0 }, { "p": 0.09213265031576157, "m": 1.0 }, { "p": 0.03678183630108833, "m": 1.0 }, { "p": 0.0469057634472847, "m": 1.0 }, { "p": 0.07814507931470871, "m": 1.0 }, { "p": 0.07452864944934845, "m": 1.0 }, { "p": 0.09360454976558685, "m": 1.0 }, { "p": 0.05655854940414429, "m": 1.0 }, { "p": 0.12476692348718643, "m": 1.0 }, { "p": 0.09966190904378891, "m": 1.0 }, { "p": 0.11544950306415558, "m": 1.0 }, { "p": 0.0017822299851104617, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.7690672874450684, "val_loss": 1.187164545059204, "acc": 56.8, "time": 370.6793077440234, "param": [ { "p": 0.08491971343755722, "m": 1.0 }, { "p": 0.0007160932873375714, "m": 1.0 }, { "p": 0.0918981283903122, "m": 1.0 }, { "p": 0.082607701420784, "m": 1.0 }, { "p": 0.028917616233229637, "m": 1.0 }, { "p": 0.0007160932873375714, "m": 1.0 }, { "p": 0.08954987674951553, "m": 1.0 }, { "p": 0.10015981644392014, "m": 1.0 }, { "p": 0.08668628334999084, "m": 1.0 }, { "p": 0.09048504382371902, "m": 1.0 }, { "p": 0.09392658621072769, "m": 1.0 }, { "p": 0.1341046392917633, "m": 1.0 }, { "p": 0.11219830065965652, "m": 1.0 }, { "p": 0.0031140681821852922, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.7879018783569336, "val_loss": 1.1548032760620117, "acc": 58.12, "time": 342.8747126859962, "param": [ { "p": 0.09703924506902695, "m": 1.0 }, { "p": 0.0008272430277429521, "m": 1.0 }, { "p": 0.09679997712373734, "m": 1.0 }, { "p": 0.078518807888031, "m": 1.0 }, { "p": 0.05593065917491913, "m": 1.0 }, { "p": 0.0006978236488066614, "m": 1.0 }, { "p": 0.048725564032793045, "m": 1.0 }, { "p": 0.07751293480396271, "m": 1.0 }, { "p": 0.09630345553159714, "m": 1.0 }, { "p": 0.0853678286075592, "m": 1.0 }, { "p": 0.12265227735042572, "m": 1.0 }, { "p": 0.11816181987524033, "m": 1.0 }, { "p": 0.12076456099748611, "m": 1.0 }, { "p": 0.0006978236488066614, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.572641611099243, "val_loss": 1.1399955749511719, "acc": 58.46, "time": 350.0041584880091, "param": [ { "p": 0.0993826687335968, "m": 1.0 }, { "p": 0.0007102628005668521, "m": 1.0 }, { "p": 0.09119828045368195, "m": 1.0 }, { "p": 0.057383839040994644, "m": 1.0 }, { "p": 0.005656740628182888, "m": 1.0 }, { "p": 0.029121896252036095, "m": 1.0 }, { "p": 0.08508946001529694, "m": 1.0 }, { "p": 0.10685323923826218, "m": 1.0 }, { "p": 0.0961618423461914, "m": 1.0 }, { "p": 0.07399391382932663, "m": 1.0 }, { "p": 0.1164616048336029, "m": 1.0 }, { "p": 0.07682102173566818, "m": 1.0 }, { "p": 0.16009259223937988, "m": 1.0 }, { "p": 0.0010725967586040497, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.5826985836029053, "val_loss": 1.164650321006775, "acc": 61.04, "time": 348.06251466600224, "param": [ { "p": 0.11059178411960602, "m": 1.0 }, { "p": 0.008859772235155106, "m": 1.0 }, { "p": 0.09748595207929611, "m": 1.0 }, { "p": 0.06637198477983475, "m": 1.0 }, { "p": 0.01812903769314289, "m": 1.0 }, { "p": 0.012843836098909378, "m": 1.0 }, { "p": 0.09286997467279434, "m": 1.0 }, { "p": 0.07965061813592911, "m": 1.0 }, { "p": 0.10936473309993744, "m": 1.0 }, { "p": 0.08802008628845215, "m": 1.0 }, { "p": 0.10109671950340271, "m": 1.0 }, { "p": 0.11078150570392609, "m": 1.0 }, { "p": 0.10323062539100647, "m": 1.0 }, { "p": 0.0007033823640085757, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.6801905632019043, "val_loss": 1.18157160282135, "acc": 59.82, "time": 355.3706593469833, "param": [ { "p": 0.10482709854841232, "m": 1.0 }, { "p": 0.026830928400158882, "m": 1.0 }, { "p": 0.09866994619369507, "m": 1.0 }, { "p": 0.06659596413373947, "m": 1.0 }, { "p": 0.04861893877387047, "m": 1.0 }, { "p": 0.03985169157385826, "m": 1.0 }, { "p": 0.07501766085624695, "m": 1.0 }, { "p": 0.08730467408895493, "m": 1.0 }, { "p": 0.09298117458820343, "m": 1.0 }, { "p": 0.06077834963798523, "m": 1.0 }, { "p": 0.10176164656877518, "m": 1.0 }, { "p": 0.0873304232954979, "m": 1.0 }, { "p": 0.10792021453380585, "m": 1.0 }, { "p": 0.001511302194558084, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.8162760734558105, "val_loss": 1.0853544473648071, "acc": 60.16, "time": 355.53348165599164, "param": [ { "p": 0.07824749499559402, "m": 1.0 }, { "p": 0.00478154793381691, "m": 1.0 }, { "p": 0.09510008990764618, "m": 1.0 }, { "p": 0.060310475528240204, "m": 1.0 }, { "p": 0.020318200811743736, "m": 1.0 }, { "p": 0.013198249973356724, "m": 1.0 }, { "p": 0.09699106961488724, "m": 1.0 }, { "p": 0.07670220732688904, "m": 1.0 }, { "p": 0.096915103495121, "m": 1.0 }, { "p": 0.06499254703521729, "m": 1.0 }, { "p": 0.11947235465049744, "m": 1.0 }, { "p": 0.13888171315193176, "m": 1.0 }, { "p": 0.12059401720762253, "m": 1.0 }, { "p": 0.01349496841430664, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.9549922943115234, "val_loss": 1.1357872486114502, "acc": 61.75, "time": 351.08129534800537, "param": [ { "p": 0.0915621891617775, "m": 1.0 }, { "p": 0.009925096295773983, "m": 1.0 }, { "p": 0.09235543012619019, "m": 1.0 }, { "p": 0.07189931720495224, "m": 1.0 }, { "p": 0.03994626924395561, "m": 1.0 }, { "p": 0.013644445687532425, "m": 1.0 }, { "p": 0.09526608139276505, "m": 1.0 }, { "p": 0.08237593621015549, "m": 1.0 }, { "p": 0.09146785736083984, "m": 1.0 }, { "p": 0.08538197726011276, "m": 1.0 }, { "p": 0.09692670404911041, "m": 1.0 }, { "p": 0.10083180665969849, "m": 1.0 }, { "p": 0.11864397674798965, "m": 1.0 }, { "p": 0.009772931225597858, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.583188772201538, "val_loss": 1.0852702856063843, "acc": 60.11, "time": 379.703991092043, "param": [ { "p": 0.10128070414066315, "m": 1.0 }, { "p": 0.0006963459891267121, "m": 1.0 }, { "p": 0.0945657268166542, "m": 1.0 }, { "p": 0.07166178524494171, "m": 1.0 }, { "p": 0.043078064918518066, "m": 1.0 }, { "p": 0.010349440388381481, "m": 1.0 }, { "p": 0.07638681679964066, "m": 1.0 }, { "p": 0.08644143491983414, "m": 1.0 }, { "p": 0.09151187539100647, "m": 1.0 }, { "p": 0.07758544385433197, "m": 1.0 }, { "p": 0.11942227184772491, "m": 1.0 }, { "p": 0.10066825151443481, "m": 1.0 }, { "p": 0.10747561603784561, "m": 1.0 }, { "p": 0.018876271322369576, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.570030689239502, "val_loss": 1.1025875806808472, "acc": 62.74, "time": 380.6853729109862, "param": [ { "p": 0.0968821793794632, "m": 1.0 }, { "p": 0.0006984800565987825, "m": 1.0 }, { "p": 0.0880177840590477, "m": 1.0 }, { "p": 0.06361425668001175, "m": 1.0 }, { "p": 0.04274449869990349, "m": 1.0 }, { "p": 0.005842478480190039, "m": 1.0 }, { "p": 0.1013939380645752, "m": 1.0 }, { "p": 0.08238663524389267, "m": 1.0 }, { "p": 0.09293342381715775, "m": 1.0 }, { "p": 0.08060096949338913, "m": 1.0 }, { "p": 0.10941632837057114, "m": 1.0 }, { "p": 0.09486247599124908, "m": 1.0 }, { "p": 0.11848378926515579, "m": 1.0 }, { "p": 0.022122759371995926, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.133747100830078, "val_loss": 0.9821430444717407, "acc": 61.13, "time": 356.629152316018, "param": [ { "p": 0.10474394261837006, "m": 1.0 }, { "p": 0.0007088927668519318, "m": 1.0 }, { "p": 0.06144864112138748, "m": 1.0 }, { "p": 0.08384072035551071, "m": 1.0 }, { "p": 0.06873094290494919, "m": 1.0 }, { "p": 0.012759510427713394, "m": 1.0 }, { "p": 0.051270030438899994, "m": 1.0 }, { "p": 0.09604398906230927, "m": 1.0 }, { "p": 0.09408088773488998, "m": 1.0 }, { "p": 0.0952339693903923, "m": 1.0 }, { "p": 0.10177704691886902, "m": 1.0 }, { "p": 0.09282998740673065, "m": 1.0 }, { "p": 0.13334955275058746, "m": 1.0 }, { "p": 0.0031819345895200968, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.368314504623413, "val_loss": 1.1792353391647339, "acc": 61.74, "time": 361.6575204160181, "param": [ { "p": 0.07427313923835754, "m": 1.0 }, { "p": 0.017062781378626823, "m": 1.0 }, { "p": 0.06181224063038826, "m": 1.0 }, { "p": 0.08536233752965927, "m": 1.0 }, { "p": 0.0549091100692749, "m": 1.0 }, { "p": 0.0335245206952095, "m": 1.0 }, { "p": 0.07436656206846237, "m": 1.0 }, { "p": 0.0952049195766449, "m": 1.0 }, { "p": 0.0526404082775116, "m": 1.0 }, { "p": 0.08693535625934601, "m": 1.0 }, { "p": 0.09332571178674698, "m": 1.0 }, { "p": 0.11579828709363937, "m": 1.0 }, { "p": 0.13126659393310547, "m": 1.0 }, { "p": 0.023518014699220657, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.6794066429138184, "val_loss": 1.0803178548812866, "acc": 62.56, "time": 361.84858509805053, "param": [ { "p": 0.10075079649686813, "m": 1.0 }, { "p": 0.0146201616153121, "m": 1.0 }, { "p": 0.08164805173873901, "m": 1.0 }, { "p": 0.09135162085294724, "m": 1.0 }, { "p": 0.06841970980167389, "m": 1.0 }, { "p": 0.0006879221182316542, "m": 1.0 }, { "p": 0.07927452772855759, "m": 1.0 }, { "p": 0.07976259291172028, "m": 1.0 }, { "p": 0.06475282460451126, "m": 1.0 }, { "p": 0.07612819224596024, "m": 1.0 }, { "p": 0.10681213438510895, "m": 1.0 }, { "p": 0.12060047686100006, "m": 1.0 }, { "p": 0.09030888974666595, "m": 1.0 }, { "p": 0.024882055819034576, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.629087448120117, "val_loss": 1.0235053300857544, "acc": 64.62, "time": 366.14352984703146, "param": [ { "p": 0.10712186992168427, "m": 1.0 }, { "p": 0.0411997064948082, "m": 1.0 }, { "p": 0.09217175841331482, "m": 1.0 }, { "p": 0.09059222787618637, "m": 1.0 }, { "p": 0.04373331740498543, "m": 1.0 }, { "p": 0.002369482768699527, "m": 1.0 }, { "p": 0.08407434821128845, "m": 1.0 }, { "p": 0.0882662832736969, "m": 1.0 }, { "p": 0.06592382490634918, "m": 1.0 }, { "p": 0.07206033915281296, "m": 1.0 }, { "p": 0.09908682107925415, "m": 1.0 }, { "p": 0.09061359614133835, "m": 1.0 }, { "p": 0.11962046474218369, "m": 1.0 }, { "p": 0.0031658790539950132, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.261138916015625, "val_loss": 0.8993529081344604, "acc": 63.62, "time": 345.6252764610108, "param": [ { "p": 0.09089139848947525, "m": 1.0 }, { "p": 0.014843910932540894, "m": 1.0 }, { "p": 0.07118722796440125, "m": 1.0 }, { "p": 0.05951171740889549, "m": 1.0 }, { "p": 0.05858602747321129, "m": 1.0 }, { "p": 0.015566297806799412, "m": 1.0 }, { "p": 0.089749276638031, "m": 1.0 }, { "p": 0.07023202627897263, "m": 1.0 }, { "p": 0.1162223145365715, "m": 1.0 }, { "p": 0.08308757841587067, "m": 1.0 }, { "p": 0.08972951769828796, "m": 1.0 }, { "p": 0.0913875475525856, "m": 1.0 }, { "p": 0.14828991889953613, "m": 1.0 }, { "p": 0.000715162605047226, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.3962669372558594, "val_loss": 1.007827639579773, "acc": 63.57, "time": 348.514532428002, "param": [ { "p": 0.07782585173845291, "m": 1.0 }, { "p": 0.015362775884568691, "m": 1.0 }, { "p": 0.10020143538713455, "m": 1.0 }, { "p": 0.08369334787130356, "m": 1.0 }, { "p": 0.03807036578655243, "m": 1.0 }, { "p": 0.018847210332751274, "m": 1.0 }, { "p": 0.0817597508430481, "m": 1.0 }, { "p": 0.05602709576487541, "m": 1.0 }, { "p": 0.0831947773694992, "m": 1.0 }, { "p": 0.07689681649208069, "m": 1.0 }, { "p": 0.12196286022663116, "m": 1.0 }, { "p": 0.08828489482402802, "m": 1.0 }, { "p": 0.13106386363506317, "m": 1.0 }, { "p": 0.02680893801152706, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.799242615699768, "val_loss": 1.026185154914856, "acc": 64.74, "time": 350.4754721940262, "param": [ { "p": 0.07771924138069153, "m": 1.0 }, { "p": 0.0006984191131778061, "m": 1.0 }, { "p": 0.09332729130983353, "m": 1.0 }, { "p": 0.05391371622681618, "m": 1.0 }, { "p": 0.04602624848484993, "m": 1.0 }, { "p": 0.01838662475347519, "m": 1.0 }, { "p": 0.08677992969751358, "m": 1.0 }, { "p": 0.08201011270284653, "m": 1.0 }, { "p": 0.09063169360160828, "m": 1.0 }, { "p": 0.08936548978090286, "m": 1.0 }, { "p": 0.10601130872964859, "m": 1.0 }, { "p": 0.10823407024145126, "m": 1.0 }, { "p": 0.12408805638551712, "m": 1.0 }, { "p": 0.022807784378528595, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 2.182612419128418, "val_loss": 0.8965052366256714, "acc": 65.42, "time": 345.22181547101354, "param": [ { "p": 0.07509762793779373, "m": 1.0 }, { "p": 0.0007047533872537315, "m": 1.0 }, { "p": 0.08281470835208893, "m": 1.0 }, { "p": 0.06699150055646896, "m": 1.0 }, { "p": 0.03771612048149109, "m": 1.0 }, { "p": 0.0554865300655365, "m": 1.0 }, { "p": 0.08718357980251312, "m": 1.0 }, { "p": 0.09014955163002014, "m": 1.0 }, { "p": 0.07863366603851318, "m": 1.0 }, { "p": 0.07240834087133408, "m": 1.0 }, { "p": 0.10643641650676727, "m": 1.0 }, { "p": 0.10827144235372543, "m": 1.0 }, { "p": 0.10036464780569077, "m": 1.0 }, { "p": 0.037741027772426605, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.270094871520996, "val_loss": 1.045743703842163, "acc": 66.24, "time": 342.7408825129969, "param": [ { "p": 0.09712744504213333, "m": 1.0 }, { "p": 0.029129328206181526, "m": 1.0 }, { "p": 0.07107026129961014, "m": 1.0 }, { "p": 0.057626087218523026, "m": 1.0 }, { "p": 0.057640839368104935, "m": 1.0 }, { "p": 0.04885287210345268, "m": 1.0 }, { "p": 0.09535650163888931, "m": 1.0 }, { "p": 0.08086459338665009, "m": 1.0 }, { "p": 0.0826929584145546, "m": 1.0 }, { "p": 0.06652061641216278, "m": 1.0 }, { "p": 0.07889480888843536, "m": 1.0 }, { "p": 0.12405364960432053, "m": 1.0 }, { "p": 0.09900787472724915, "m": 1.0 }, { "p": 0.011162242852151394, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 2.3159868717193604, "val_loss": 0.9435573220252991, "acc": 65.69, "time": 349.13581341697136, "param": [ { "p": 0.07780098170042038, "m": 1.0 }, { "p": 0.024386482313275337, "m": 1.0 }, { "p": 0.09493318945169449, "m": 1.0 }, { "p": 0.06815233826637268, "m": 1.0 }, { "p": 0.06236303597688675, "m": 1.0 }, { "p": 0.04666702449321747, "m": 1.0 }, { "p": 0.08955231308937073, "m": 1.0 }, { "p": 0.05883956328034401, "m": 1.0 }, { "p": 0.08782138675451279, "m": 1.0 }, { "p": 0.09141883254051208, "m": 1.0 }, { "p": 0.08985695242881775, "m": 1.0 }, { "p": 0.09488054364919662, "m": 1.0 }, { "p": 0.09992553293704987, "m": 1.0 }, { "p": 0.013401868753135204, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 2.1675689220428467, "val_loss": 1.072878360748291, "acc": 65.73, "time": 380.6753473030403, "param": [ { "p": 0.09460574388504028, "m": 1.0 }, { "p": 0.03194797411561012, "m": 1.0 }, { "p": 0.09348511695861816, "m": 1.0 }, { "p": 0.05189806967973709, "m": 1.0 }, { "p": 0.03862448036670685, "m": 1.0 }, { "p": 0.03089636005461216, "m": 1.0 }, { "p": 0.07899826020002365, "m": 1.0 }, { "p": 0.09304219484329224, "m": 1.0 }, { "p": 0.101071797311306, "m": 1.0 }, { "p": 0.08499199897050858, "m": 1.0 }, { "p": 0.10227525979280472, "m": 1.0 }, { "p": 0.0780949667096138, "m": 1.0 }, { "p": 0.10113454610109329, "m": 1.0 }, { "p": 0.018933294340968132, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.3320553302764893, "val_loss": 1.1368014812469482, "acc": 64.84, "time": 366.894934100972, "param": [ { "p": 0.10358744859695435, "m": 1.0 }, { "p": 0.025136824697256088, "m": 1.0 }, { "p": 0.08976203203201294, "m": 1.0 }, { "p": 0.06855577975511551, "m": 1.0 }, { "p": 0.03151530399918556, "m": 1.0 }, { "p": 0.007678241468966007, "m": 1.0 }, { "p": 0.08746767044067383, "m": 1.0 }, { "p": 0.09575904905796051, "m": 1.0 }, { "p": 0.09141524881124496, "m": 1.0 }, { "p": 0.08730608969926834, "m": 1.0 }, { "p": 0.0798148512840271, "m": 1.0 }, { "p": 0.10030585527420044, "m": 1.0 }, { "p": 0.13099975883960724, "m": 1.0 }, { "p": 0.000695808616001159, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 2.067502021789551, "val_loss": 1.0776094198226929, "acc": 66.32, "time": 343.8364052239922, "param": [ { "p": 0.07472548633813858, "m": 1.0 }, { "p": 0.017272254452109337, "m": 1.0 }, { "p": 0.0638921782374382, "m": 1.0 }, { "p": 0.07661150395870209, "m": 1.0 }, { "p": 0.05896960571408272, "m": 1.0 }, { "p": 0.03201718255877495, "m": 1.0 }, { "p": 0.12048077583312988, "m": 1.0 }, { "p": 0.08311007171869278, "m": 1.0 }, { "p": 0.0845828577876091, "m": 1.0 }, { "p": 0.0936642438173294, "m": 1.0 }, { "p": 0.08506781607866287, "m": 1.0 }, { "p": 0.09581273049116135, "m": 1.0 }, { "p": 0.10276589542627335, "m": 1.0 }, { "p": 0.011027409695088863, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 2.1592421531677246, "val_loss": 0.9985038042068481, "acc": 64.18, "time": 353.2629617479979, "param": [ { "p": 0.10093370079994202, "m": 1.0 }, { "p": 0.00197671540081501, "m": 1.0 }, { "p": 0.09255823493003845, "m": 1.0 }, { "p": 0.07725723087787628, "m": 1.0 }, { "p": 0.027224769815802574, "m": 1.0 }, { "p": 0.02603183314204216, "m": 1.0 }, { "p": 0.06210160627961159, "m": 1.0 }, { "p": 0.06600314378738403, "m": 1.0 }, { "p": 0.10748755186796188, "m": 1.0 }, { "p": 0.07315950095653534, "m": 1.0 }, { "p": 0.10519891232252121, "m": 1.0 }, { "p": 0.10247979313135147, "m": 1.0 }, { "p": 0.1403874158859253, "m": 1.0 }, { "p": 0.017199674621224403, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.1879897117614746, "val_loss": 0.9044653177261353, "acc": 67.38, "time": 384.985008618969, "param": [ { "p": 0.061667006462812424, "m": 1.0 }, { "p": 0.018959011882543564, "m": 1.0 }, { "p": 0.08218538761138916, "m": 1.0 }, { "p": 0.08530700951814651, "m": 1.0 }, { "p": 0.06406395882368088, "m": 1.0 }, { "p": 0.004392293747514486, "m": 1.0 }, { "p": 0.0884401947259903, "m": 1.0 }, { "p": 0.06058621406555176, "m": 1.0 }, { "p": 0.07715953141450882, "m": 1.0 }, { "p": 0.10119004547595978, "m": 1.0 }, { "p": 0.10745073854923248, "m": 1.0 }, { "p": 0.10474186390638351, "m": 1.0 }, { "p": 0.11120301485061646, "m": 1.0 }, { "p": 0.032653775066137314, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 2.1718013286590576, "val_loss": 1.0237661600112915, "acc": 66.36, "time": 357.03580818203045, "param": [ { "p": 0.08438853174448013, "m": 1.0 }, { "p": 0.003788779489696026, "m": 1.0 }, { "p": 0.08892693370580673, "m": 1.0 }, { "p": 0.057062335312366486, "m": 1.0 }, { "p": 0.0006974710267968476, "m": 1.0 }, { "p": 0.04633033275604248, "m": 1.0 }, { "p": 0.11120712012052536, "m": 1.0 }, { "p": 0.0953923761844635, "m": 1.0 }, { "p": 0.07383154332637787, "m": 1.0 }, { "p": 0.07726911455392838, "m": 1.0 }, { "p": 0.12037842720746994, "m": 1.0 }, { "p": 0.11360020190477371, "m": 1.0 }, { "p": 0.10409925132989883, "m": 1.0 }, { "p": 0.023027533665299416, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.8574802875518799, "val_loss": 0.9398420453071594, "acc": 67.08, "time": 379.21504715800984, "param": [ { "p": 0.10654592514038086, "m": 1.0 }, { "p": 0.025679947808384895, "m": 1.0 }, { "p": 0.08905281871557236, "m": 1.0 }, { "p": 0.06877714395523071, "m": 1.0 }, { "p": 0.06187542900443077, "m": 1.0 }, { "p": 0.0291170384734869, "m": 1.0 }, { "p": 0.05999412015080452, "m": 1.0 }, { "p": 0.06317193061113358, "m": 1.0 }, { "p": 0.08433423936367035, "m": 1.0 }, { "p": 0.07083763927221298, "m": 1.0 }, { "p": 0.1136794164776802, "m": 1.0 }, { "p": 0.0909462571144104, "m": 1.0 }, { "p": 0.11408481001853943, "m": 1.0 }, { "p": 0.021903423592448235, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.9761364459991455, "val_loss": 0.954183042049408, "acc": 67.86, "time": 338.43589190696366, "param": [ { "p": 0.10091294348239899, "m": 1.0 }, { "p": 0.01631646417081356, "m": 1.0 }, { "p": 0.09515352547168732, "m": 1.0 }, { "p": 0.09473085403442383, "m": 1.0 }, { "p": 0.03557369485497475, "m": 1.0 }, { "p": 0.0206832904368639, "m": 1.0 }, { "p": 0.07995777577161789, "m": 1.0 }, { "p": 0.07698437571525574, "m": 1.0 }, { "p": 0.09717739373445511, "m": 1.0 }, { "p": 0.07012384384870529, "m": 1.0 }, { "p": 0.08535487204790115, "m": 1.0 }, { "p": 0.08890443295240402, "m": 1.0 }, { "p": 0.11016779392957687, "m": 1.0 }, { "p": 0.027958771213889122, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.9583845138549805, "val_loss": 0.9625205397605896, "acc": 65.98, "time": 347.6978335569729, "param": [ { "p": 0.10593206435441971, "m": 1.0 }, { "p": 0.033890798687934875, "m": 1.0 }, { "p": 0.08183777332305908, "m": 1.0 }, { "p": 0.09272301942110062, "m": 1.0 }, { "p": 0.027380522340536118, "m": 1.0 }, { "p": 0.004378495737910271, "m": 1.0 }, { "p": 0.05838427692651749, "m": 1.0 }, { "p": 0.0968497171998024, "m": 1.0 }, { "p": 0.07583259791135788, "m": 1.0 }, { "p": 0.08021565526723862, "m": 1.0 }, { "p": 0.1000918298959732, "m": 1.0 }, { "p": 0.10500583797693253, "m": 1.0 }, { "p": 0.10449757426977158, "m": 1.0 }, { "p": 0.03297985717654228, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.8759196996688843, "val_loss": 0.9677459597587585, "acc": 66.81, "time": 356.5814809000003, "param": [ { "p": 0.11284300684928894, "m": 1.0 }, { "p": 0.022326882928609848, "m": 1.0 }, { "p": 0.083771713078022, "m": 1.0 }, { "p": 0.054510410875082016, "m": 1.0 }, { "p": 0.03808276355266571, "m": 1.0 }, { "p": 0.004299278371036053, "m": 1.0 }, { "p": 0.10747849941253662, "m": 1.0 }, { "p": 0.07874148339033127, "m": 1.0 }, { "p": 0.06757179647684097, "m": 1.0 }, { "p": 0.06782825291156769, "m": 1.0 }, { "p": 0.10837074369192123, "m": 1.0 }, { "p": 0.09770490229129791, "m": 1.0 }, { "p": 0.12744638323783875, "m": 1.0 }, { "p": 0.029023874551057816, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 2.200996160507202, "val_loss": 0.9757710695266724, "acc": 67.12, "time": 346.84975735400803, "param": [ { "p": 0.08958105742931366, "m": 1.0 }, { "p": 0.021351320669054985, "m": 1.0 }, { "p": 0.07208643853664398, "m": 1.0 }, { "p": 0.08803015202283859, "m": 1.0 }, { "p": 0.062047213315963745, "m": 1.0 }, { "p": 0.0447792187333107, "m": 1.0 }, { "p": 0.08042052388191223, "m": 1.0 }, { "p": 0.0694025382399559, "m": 1.0 }, { "p": 0.08023121953010559, "m": 1.0 }, { "p": 0.08459997177124023, "m": 1.0 }, { "p": 0.07068982720375061, "m": 1.0 }, { "p": 0.0980258584022522, "m": 1.0 }, { "p": 0.10660006105899811, "m": 1.0 }, { "p": 0.03215465322136879, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.7429876327514648, "val_loss": 0.9190688133239746, "acc": 67.81, "time": 362.10080657695653, "param": [ { "p": 0.07926797866821289, "m": 1.0 }, { "p": 0.0006951462128199637, "m": 1.0 }, { "p": 0.07405261695384979, "m": 1.0 }, { "p": 0.07926367223262787, "m": 1.0 }, { "p": 0.029455281794071198, "m": 1.0 }, { "p": 0.002305609406903386, "m": 1.0 }, { "p": 0.10233389586210251, "m": 1.0 }, { "p": 0.09316109865903854, "m": 1.0 }, { "p": 0.08447468280792236, "m": 1.0 }, { "p": 0.0712762102484703, "m": 1.0 }, { "p": 0.13445965945720673, "m": 1.0 }, { "p": 0.09076736867427826, "m": 1.0 }, { "p": 0.12123733013868332, "m": 1.0 }, { "p": 0.03724938631057739, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 2.0508499145507812, "val_loss": 0.9001761078834534, "acc": 67.52, "time": 335.09552870097104, "param": [ { "p": 0.09972193092107773, "m": 1.0 }, { "p": 0.011678514070808887, "m": 1.0 }, { "p": 0.09020600467920303, "m": 1.0 }, { "p": 0.08337558060884476, "m": 1.0 }, { "p": 0.045608773827552795, "m": 1.0 }, { "p": 0.01604493148624897, "m": 1.0 }, { "p": 0.10261111706495285, "m": 1.0 }, { "p": 0.08161671459674835, "m": 1.0 }, { "p": 0.05874127894639969, "m": 1.0 }, { "p": 0.07621416449546814, "m": 1.0 }, { "p": 0.09470697492361069, "m": 1.0 }, { "p": 0.1222551092505455, "m": 1.0 }, { "p": 0.09629146754741669, "m": 1.0 }, { "p": 0.020927390083670616, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.993078351020813, "val_loss": 0.9765036106109619, "acc": 65.15, "time": 350.592898256029, "param": [ { "p": 0.08165308833122253, "m": 1.0 }, { "p": 0.0007045453530736268, "m": 1.0 }, { "p": 0.06484457105398178, "m": 1.0 }, { "p": 0.07604702562093735, "m": 1.0 }, { "p": 0.06710942089557648, "m": 1.0 }, { "p": 0.027873707935214043, "m": 1.0 }, { "p": 0.0929955318570137, "m": 1.0 }, { "p": 0.09605778008699417, "m": 1.0 }, { "p": 0.0855233296751976, "m": 1.0 }, { "p": 0.07694648951292038, "m": 1.0 }, { "p": 0.05971027910709381, "m": 1.0 }, { "p": 0.0999012216925621, "m": 1.0 }, { "p": 0.1249350756406784, "m": 1.0 }, { "p": 0.04569799453020096, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.8568203449249268, "val_loss": 1.017030954360962, "acc": 67.35, "time": 350.147335777001, "param": [ { "p": 0.1216127946972847, "m": 1.0 }, { "p": 0.020028624683618546, "m": 1.0 }, { "p": 0.07429026067256927, "m": 1.0 }, { "p": 0.06367763876914978, "m": 1.0 }, { "p": 0.007048117928206921, "m": 1.0 }, { "p": 0.0281465295702219, "m": 1.0 }, { "p": 0.08707830309867859, "m": 1.0 }, { "p": 0.0927053838968277, "m": 1.0 }, { "p": 0.07578171044588089, "m": 1.0 }, { "p": 0.09371776878833771, "m": 1.0 }, { "p": 0.08987041562795639, "m": 1.0 }, { "p": 0.09826304018497467, "m": 1.0 }, { "p": 0.11226404458284378, "m": 1.0 }, { "p": 0.03551537171006203, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.8943756818771362, "val_loss": 0.9125829339027405, "acc": 67.31, "time": 349.1595143129816, "param": [ { "p": 0.12782159447669983, "m": 1.0 }, { "p": 0.05083658918738365, "m": 1.0 }, { "p": 0.07926370948553085, "m": 1.0 }, { "p": 0.05477912724018097, "m": 1.0 }, { "p": 0.05079196020960808, "m": 1.0 }, { "p": 0.0027420809492468834, "m": 1.0 }, { "p": 0.07256069779396057, "m": 1.0 }, { "p": 0.0822809562087059, "m": 1.0 }, { "p": 0.06623169034719467, "m": 1.0 }, { "p": 0.09546610713005066, "m": 1.0 }, { "p": 0.06749812513589859, "m": 1.0 }, { "p": 0.11755476146936417, "m": 1.0 }, { "p": 0.1101025715470314, "m": 1.0 }, { "p": 0.022070040926337242, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.9447166919708252, "val_loss": 0.8617326021194458, "acc": 68.68, "time": 355.02274451503763, "param": [ { "p": 0.09168515354394913, "m": 1.0 }, { "p": 0.03049955889582634, "m": 1.0 }, { "p": 0.09109579771757126, "m": 1.0 }, { "p": 0.07720296084880829, "m": 1.0 }, { "p": 0.05616367608308792, "m": 1.0 }, { "p": 0.0369512215256691, "m": 1.0 }, { "p": 0.0815628245472908, "m": 1.0 }, { "p": 0.09033177047967911, "m": 1.0 }, { "p": 0.07443021982908249, "m": 1.0 }, { "p": 0.07711976766586304, "m": 1.0 }, { "p": 0.06602876633405685, "m": 1.0 }, { "p": 0.09974443167448044, "m": 1.0 }, { "p": 0.11757936328649521, "m": 1.0 }, { "p": 0.009604565799236298, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.8552055358886719, "val_loss": 1.0456796884536743, "acc": 68.44, "time": 375.5278466140153, "param": [ { "p": 0.11325990408658981, "m": 1.0 }, { "p": 0.020316457375884056, "m": 1.0 }, { "p": 0.0995434820652008, "m": 1.0 }, { "p": 0.06461495906114578, "m": 1.0 }, { "p": 0.021423306316137314, "m": 1.0 }, { "p": 0.03642736375331879, "m": 1.0 }, { "p": 0.0644698217511177, "m": 1.0 }, { "p": 0.0763603076338768, "m": 1.0 }, { "p": 0.08832722157239914, "m": 1.0 }, { "p": 0.09400144964456558, "m": 1.0 }, { "p": 0.08558835834264755, "m": 1.0 }, { "p": 0.09035090357065201, "m": 1.0 }, { "p": 0.0953066349029541, "m": 1.0 }, { "p": 0.05000978335738182, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 2.011282444000244, "val_loss": 0.8973137140274048, "acc": 66.82, "time": 351.25150742399273, "param": [ { "p": 0.08333025872707367, "m": 1.0 }, { "p": 0.021435564383864403, "m": 1.0 }, { "p": 0.08371582627296448, "m": 1.0 }, { "p": 0.06345419585704803, "m": 1.0 }, { "p": 0.04558945447206497, "m": 1.0 }, { "p": 0.036250412464141846, "m": 1.0 }, { "p": 0.07281497865915298, "m": 1.0 }, { "p": 0.07251564413309097, "m": 1.0 }, { "p": 0.07065019011497498, "m": 1.0 }, { "p": 0.09326653182506561, "m": 1.0 }, { "p": 0.09652533382177353, "m": 1.0 }, { "p": 0.09895914793014526, "m": 1.0 }, { "p": 0.11637010425329208, "m": 1.0 }, { "p": 0.045122336596250534, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.7453336715698242, "val_loss": 0.8611500263214111, "acc": 69.23, "time": 372.8222745169769, "param": [ { "p": 0.11442053318023682, "m": 1.0 }, { "p": 0.03425511717796326, "m": 1.0 }, { "p": 0.07276002317667007, "m": 1.0 }, { "p": 0.09163500368595123, "m": 1.0 }, { "p": 0.0007080326322466135, "m": 1.0 }, { "p": 0.028645101934671402, "m": 1.0 }, { "p": 0.10181838274002075, "m": 1.0 }, { "p": 0.07819293439388275, "m": 1.0 }, { "p": 0.0916222333908081, "m": 1.0 }, { "p": 0.09439422935247421, "m": 1.0 }, { "p": 0.09104238450527191, "m": 1.0 }, { "p": 0.07539944350719452, "m": 1.0 }, { "p": 0.09231257438659668, "m": 1.0 }, { "p": 0.03279396891593933, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 2.101675033569336, "val_loss": 0.9719179272651672, "acc": 67.73, "time": 365.03125403495505, "param": [ { "p": 0.11567214876413345, "m": 1.0 }, { "p": 0.005853493232280016, "m": 1.0 }, { "p": 0.07969744503498077, "m": 1.0 }, { "p": 0.08208509534597397, "m": 1.0 }, { "p": 0.05053006485104561, "m": 1.0 }, { "p": 0.018933534622192383, "m": 1.0 }, { "p": 0.1085507869720459, "m": 1.0 }, { "p": 0.05329778790473938, "m": 1.0 }, { "p": 0.09268027544021606, "m": 1.0 }, { "p": 0.0678294375538826, "m": 1.0 }, { "p": 0.10340850055217743, "m": 1.0 }, { "p": 0.09053708612918854, "m": 1.0 }, { "p": 0.12378310412168503, "m": 1.0 }, { "p": 0.007141259033232927, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.846631646156311, "val_loss": 0.9135638475418091, "acc": 69.0, "time": 345.3105759989703, "param": [ { "p": 0.06863559037446976, "m": 1.0 }, { "p": 0.025145145133137703, "m": 1.0 }, { "p": 0.07826821506023407, "m": 1.0 }, { "p": 0.06738089770078659, "m": 1.0 }, { "p": 0.05071598291397095, "m": 1.0 }, { "p": 0.021080298349261284, "m": 1.0 }, { "p": 0.0903686136007309, "m": 1.0 }, { "p": 0.08475752174854279, "m": 1.0 }, { "p": 0.07199592888355255, "m": 1.0 }, { "p": 0.09180265665054321, "m": 1.0 }, { "p": 0.10941839963197708, "m": 1.0 }, { "p": 0.09151076525449753, "m": 1.0 }, { "p": 0.11072851717472076, "m": 1.0 }, { "p": 0.038191452622413635, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.8311915397644043, "val_loss": 0.866575300693512, "acc": 69.33, "time": 357.56908578803996, "param": [ { "p": 0.09175156056880951, "m": 1.0 }, { "p": 0.00244248379021883, "m": 1.0 }, { "p": 0.07766590267419815, "m": 1.0 }, { "p": 0.08734592795372009, "m": 1.0 }, { "p": 0.03939148783683777, "m": 1.0 }, { "p": 0.002603889675810933, "m": 1.0 }, { "p": 0.09592077881097794, "m": 1.0 }, { "p": 0.07433752715587616, "m": 1.0 }, { "p": 0.09487968683242798, "m": 1.0 }, { "p": 0.10707344114780426, "m": 1.0 }, { "p": 0.05751549080014229, "m": 1.0 }, { "p": 0.13395732641220093, "m": 1.0 }, { "p": 0.11988385021686554, "m": 1.0 }, { "p": 0.01523073110729456, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.9427090883255005, "val_loss": 0.8655002117156982, "acc": 69.42, "time": 359.4172388269799, "param": [ { "p": 0.09485921263694763, "m": 1.0 }, { "p": 0.036043208092451096, "m": 1.0 }, { "p": 0.08683201670646667, "m": 1.0 }, { "p": 0.049068741500377655, "m": 1.0 }, { "p": 0.016822997480630875, "m": 1.0 }, { "p": 0.029764778912067413, "m": 1.0 }, { "p": 0.07820743322372437, "m": 1.0 }, { "p": 0.08771258592605591, "m": 1.0 }, { "p": 0.08989135921001434, "m": 1.0 }, { "p": 0.0937102660536766, "m": 1.0 }, { "p": 0.09625960886478424, "m": 1.0 }, { "p": 0.10910536348819733, "m": 1.0 }, { "p": 0.09774229675531387, "m": 1.0 }, { "p": 0.033980172127485275, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.9604121446609497, "val_loss": 0.887554943561554, "acc": 69.46, "time": 369.68743620300665, "param": [ { "p": 0.09999076277017593, "m": 1.0 }, { "p": 0.025717446580529213, "m": 1.0 }, { "p": 0.0762723907828331, "m": 1.0 }, { "p": 0.0718180388212204, "m": 1.0 }, { "p": 0.0456269346177578, "m": 1.0 }, { "p": 0.0006987059023231268, "m": 1.0 }, { "p": 0.07417786121368408, "m": 1.0 }, { "p": 0.08346280455589294, "m": 1.0 }, { "p": 0.08164822310209274, "m": 1.0 }, { "p": 0.08622093498706818, "m": 1.0 }, { "p": 0.09660685807466507, "m": 1.0 }, { "p": 0.09024278819561005, "m": 1.0 }, { "p": 0.11911801993846893, "m": 1.0 }, { "p": 0.0483982153236866, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.4189221858978271, "val_loss": 0.8758512139320374, "acc": 69.74, "time": 378.5831360220327, "param": [ { "p": 0.097816601395607, "m": 1.0 }, { "p": 0.03930247575044632, "m": 1.0 }, { "p": 0.07994453608989716, "m": 1.0 }, { "p": 0.06941086798906326, "m": 1.0 }, { "p": 0.021087583154439926, "m": 1.0 }, { "p": 0.0346127487719059, "m": 1.0 }, { "p": 0.08681359887123108, "m": 1.0 }, { "p": 0.07255575060844421, "m": 1.0 }, { "p": 0.09967844933271408, "m": 1.0 }, { "p": 0.07986458390951157, "m": 1.0 }, { "p": 0.08656185865402222, "m": 1.0 }, { "p": 0.10289333760738373, "m": 1.0 }, { "p": 0.08767806738615036, "m": 1.0 }, { "p": 0.041779521852731705, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.8007489442825317, "val_loss": 0.8780195116996765, "acc": 68.88, "time": 372.1816851669573, "param": [ { "p": 0.08906988054513931, "m": 1.0 }, { "p": 0.01868796907365322, "m": 1.0 }, { "p": 0.08325721323490143, "m": 1.0 }, { "p": 0.07037795335054398, "m": 1.0 }, { "p": 0.012120822444558144, "m": 1.0 }, { "p": 0.018616490066051483, "m": 1.0 }, { "p": 0.09298019856214523, "m": 1.0 }, { "p": 0.09827464818954468, "m": 1.0 }, { "p": 0.08419660478830338, "m": 1.0 }, { "p": 0.08614770323038101, "m": 1.0 }, { "p": 0.09614233672618866, "m": 1.0 }, { "p": 0.10107500106096268, "m": 1.0 }, { "p": 0.09181371331214905, "m": 1.0 }, { "p": 0.057239457964897156, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.6742881536483765, "val_loss": 0.939475417137146, "acc": 69.22, "time": 346.8761155689717, "param": [ { "p": 0.07097777724266052, "m": 1.0 }, { "p": 0.01198363583534956, "m": 1.0 }, { "p": 0.07479202002286911, "m": 1.0 }, { "p": 0.08739999681711197, "m": 1.0 }, { "p": 0.061309464275836945, "m": 1.0 }, { "p": 0.0538693442940712, "m": 1.0 }, { "p": 0.08263329416513443, "m": 1.0 }, { "p": 0.07953418046236038, "m": 1.0 }, { "p": 0.08455060422420502, "m": 1.0 }, { "p": 0.07650314271450043, "m": 1.0 }, { "p": 0.09035581350326538, "m": 1.0 }, { "p": 0.11230740696191788, "m": 1.0 }, { "p": 0.10815612226724625, "m": 1.0 }, { "p": 0.005627236794680357, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 2.0116169452667236, "val_loss": 0.8733543753623962, "acc": 69.87, "time": 366.5565146720037, "param": [ { "p": 0.07253206521272659, "m": 1.0 }, { "p": 0.035725925117731094, "m": 1.0 }, { "p": 0.09774761646986008, "m": 1.0 }, { "p": 0.06746799498796463, "m": 1.0 }, { "p": 0.05237294360995293, "m": 1.0 }, { "p": 0.026299115270376205, "m": 1.0 }, { "p": 0.07711710035800934, "m": 1.0 }, { "p": 0.08058362454175949, "m": 1.0 }, { "p": 0.09508004784584045, "m": 1.0 }, { "p": 0.07122673094272614, "m": 1.0 }, { "p": 0.08072143793106079, "m": 1.0 }, { "p": 0.0835283026099205, "m": 1.0 }, { "p": 0.12426374107599258, "m": 1.0 }, { "p": 0.03533324599266052, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.8510626554489136, "val_loss": 0.9446320533752441, "acc": 69.03, "time": 354.9774961860385, "param": [ { "p": 0.09070391207933426, "m": 1.0 }, { "p": 0.00706174923107028, "m": 1.0 }, { "p": 0.07756523042917252, "m": 1.0 }, { "p": 0.07491935044527054, "m": 1.0 }, { "p": 0.05471625551581383, "m": 1.0 }, { "p": 0.029400715604424477, "m": 1.0 }, { "p": 0.08510568737983704, "m": 1.0 }, { "p": 0.08207790553569794, "m": 1.0 }, { "p": 0.09311813861131668, "m": 1.0 }, { "p": 0.0911155641078949, "m": 1.0 }, { "p": 0.07671764492988586, "m": 1.0 }, { "p": 0.10231117904186249, "m": 1.0 }, { "p": 0.08755607157945633, "m": 1.0 }, { "p": 0.04763050004839897, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.6139488220214844, "val_loss": 0.8181058168411255, "acc": 68.22, "time": 358.6180070859846, "param": [ { "p": 0.10348597168922424, "m": 1.0 }, { "p": 0.023460999131202698, "m": 1.0 }, { "p": 0.09272173792123795, "m": 1.0 }, { "p": 0.08460352569818497, "m": 1.0 }, { "p": 0.05118799954652786, "m": 1.0 }, { "p": 0.03354797512292862, "m": 1.0 }, { "p": 0.06579750031232834, "m": 1.0 }, { "p": 0.08304035663604736, "m": 1.0 }, { "p": 0.07734020054340363, "m": 1.0 }, { "p": 0.0844418853521347, "m": 1.0 }, { "p": 0.0879584401845932, "m": 1.0 }, { "p": 0.08488155901432037, "m": 1.0 }, { "p": 0.09258107841014862, "m": 1.0 }, { "p": 0.03495078906416893, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.9598580598831177, "val_loss": 0.8706148266792297, "acc": 68.21, "time": 374.1856949640205, "param": [ { "p": 0.08953893184661865, "m": 1.0 }, { "p": 0.025988472625613213, "m": 1.0 }, { "p": 0.09118646383285522, "m": 1.0 }, { "p": 0.08138950169086456, "m": 1.0 }, { "p": 0.039320606738328934, "m": 1.0 }, { "p": 0.05313577502965927, "m": 1.0 }, { "p": 0.07825665175914764, "m": 1.0 }, { "p": 0.06637463718652725, "m": 1.0 }, { "p": 0.08078403025865555, "m": 1.0 }, { "p": 0.07972721755504608, "m": 1.0 }, { "p": 0.0732378214597702, "m": 1.0 }, { "p": 0.08662424981594086, "m": 1.0 }, { "p": 0.11823076754808426, "m": 1.0 }, { "p": 0.03620485961437225, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.743849277496338, "val_loss": 0.8059800267219543, "acc": 69.97, "time": 370.9813908539945, "param": [ { "p": 0.08352474123239517, "m": 1.0 }, { "p": 0.023110926151275635, "m": 1.0 }, { "p": 0.07444880157709122, "m": 1.0 }, { "p": 0.04761495068669319, "m": 1.0 }, { "p": 0.04567115008831024, "m": 1.0 }, { "p": 0.0431365966796875, "m": 1.0 }, { "p": 0.08944400399923325, "m": 1.0 }, { "p": 0.08385361731052399, "m": 1.0 }, { "p": 0.0843106061220169, "m": 1.0 }, { "p": 0.0897640511393547, "m": 1.0 }, { "p": 0.0701412484049797, "m": 1.0 }, { "p": 0.10877342522144318, "m": 1.0 }, { "p": 0.1017984002828598, "m": 1.0 }, { "p": 0.05440741777420044, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.8468120098114014, "val_loss": 0.9988871216773987, "acc": 69.29, "time": 358.93137631198624, "param": [ { "p": 0.0903441458940506, "m": 1.0 }, { "p": 0.014191273599863052, "m": 1.0 }, { "p": 0.08390726149082184, "m": 1.0 }, { "p": 0.06737519800662994, "m": 1.0 }, { "p": 0.02609478309750557, "m": 1.0 }, { "p": 0.000688403204549104, "m": 1.0 }, { "p": 0.08256905525922775, "m": 1.0 }, { "p": 0.11362623423337936, "m": 1.0 }, { "p": 0.11037705838680267, "m": 1.0 }, { "p": 0.08270122855901718, "m": 1.0 }, { "p": 0.07778829336166382, "m": 1.0 }, { "p": 0.12046469748020172, "m": 1.0 }, { "p": 0.08758563548326492, "m": 1.0 }, { "p": 0.04228675365447998, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.7858778238296509, "val_loss": 0.875593900680542, "acc": 69.5, "time": 366.59117036499083, "param": [ { "p": 0.07834574580192566, "m": 1.0 }, { "p": 0.03360047563910484, "m": 1.0 }, { "p": 0.08284210413694382, "m": 1.0 }, { "p": 0.07919184863567352, "m": 1.0 }, { "p": 0.07597685605287552, "m": 1.0 }, { "p": 0.02346045896410942, "m": 1.0 }, { "p": 0.09438391029834747, "m": 1.0 }, { "p": 0.05030951276421547, "m": 1.0 }, { "p": 0.06653821468353271, "m": 1.0 }, { "p": 0.10255753248929977, "m": 1.0 }, { "p": 0.09020805358886719, "m": 1.0 }, { "p": 0.09880397468805313, "m": 1.0 }, { "p": 0.08990128338336945, "m": 1.0 }, { "p": 0.033880144357681274, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.9825661182403564, "val_loss": 0.960545539855957, "acc": 68.78, "time": 395.7478362619877, "param": [ { "p": 0.10004175454378128, "m": 1.0 }, { "p": 0.038331806659698486, "m": 1.0 }, { "p": 0.09999043494462967, "m": 1.0 }, { "p": 0.06696616113185883, "m": 1.0 }, { "p": 0.04118664190173149, "m": 1.0 }, { "p": 0.03885439783334732, "m": 1.0 }, { "p": 0.08510170131921768, "m": 1.0 }, { "p": 0.08395617455244064, "m": 1.0 }, { "p": 0.07430299371480942, "m": 1.0 }, { "p": 0.06847663223743439, "m": 1.0 }, { "p": 0.10358237475156784, "m": 1.0 }, { "p": 0.08699547499418259, "m": 1.0 }, { "p": 0.09827438741922379, "m": 1.0 }, { "p": 0.01393906120210886, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.9659314155578613, "val_loss": 0.7687838673591614, "acc": 70.69, "time": 347.7190068010241, "param": [ { "p": 0.09683125466108322, "m": 1.0 }, { "p": 0.03586128354072571, "m": 1.0 }, { "p": 0.08141247183084488, "m": 1.0 }, { "p": 0.07789425551891327, "m": 1.0 }, { "p": 0.0365801677107811, "m": 1.0 }, { "p": 0.03485354781150818, "m": 1.0 }, { "p": 0.07808279246091843, "m": 1.0 }, { "p": 0.0736883208155632, "m": 1.0 }, { "p": 0.09957099705934525, "m": 1.0 }, { "p": 0.08090831339359283, "m": 1.0 }, { "p": 0.0878366008400917, "m": 1.0 }, { "p": 0.10260960459709167, "m": 1.0 }, { "p": 0.08365396410226822, "m": 1.0 }, { "p": 0.030216390267014503, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.9527287483215332, "val_loss": 0.808037519454956, "acc": 69.45, "time": 341.1285174000077, "param": [ { "p": 0.09883788228034973, "m": 1.0 }, { "p": 0.0345010869204998, "m": 1.0 }, { "p": 0.0804472416639328, "m": 1.0 }, { "p": 0.05533656105399132, "m": 1.0 }, { "p": 0.06156463176012039, "m": 1.0 }, { "p": 0.04224573075771332, "m": 1.0 }, { "p": 0.07859111577272415, "m": 1.0 }, { "p": 0.06780799478292465, "m": 1.0 }, { "p": 0.0789492130279541, "m": 1.0 }, { "p": 0.08961516618728638, "m": 1.0 }, { "p": 0.08810260891914368, "m": 1.0 }, { "p": 0.09658674150705338, "m": 1.0 }, { "p": 0.1079203188419342, "m": 1.0 }, { "p": 0.019493810832500458, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.802661418914795, "val_loss": 0.9508426785469055, "acc": 69.19, "time": 366.3748426780221, "param": [ { "p": 0.07768471539020538, "m": 1.0 }, { "p": 0.04395036771893501, "m": 1.0 }, { "p": 0.08919426053762436, "m": 1.0 }, { "p": 0.063929483294487, "m": 1.0 }, { "p": 0.059701450169086456, "m": 1.0 }, { "p": 0.037011370062828064, "m": 1.0 }, { "p": 0.07233257591724396, "m": 1.0 }, { "p": 0.08730700612068176, "m": 1.0 }, { "p": 0.06579479575157166, "m": 1.0 }, { "p": 0.07367999106645584, "m": 1.0 }, { "p": 0.08727537095546722, "m": 1.0 }, { "p": 0.0972219780087471, "m": 1.0 }, { "p": 0.1137528270483017, "m": 1.0 }, { "p": 0.031163735315203667, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.449277400970459, "val_loss": 0.9246426224708557, "acc": 69.68, "time": 367.1168264099979, "param": [ { "p": 0.09761041402816772, "m": 1.0 }, { "p": 0.027471406385302544, "m": 1.0 }, { "p": 0.09413331001996994, "m": 1.0 }, { "p": 0.04867704585194588, "m": 1.0 }, { "p": 0.04819608852267265, "m": 1.0 }, { "p": 0.0007007857784628868, "m": 1.0 }, { "p": 0.09231197088956833, "m": 1.0 }, { "p": 0.05677131190896034, "m": 1.0 }, { "p": 0.07554267346858978, "m": 1.0 }, { "p": 0.09694558382034302, "m": 1.0 }, { "p": 0.09598395973443985, "m": 1.0 }, { "p": 0.11189308017492294, "m": 1.0 }, { "p": 0.09926269203424454, "m": 1.0 }, { "p": 0.05449968948960304, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.924363136291504, "val_loss": 0.8513076305389404, "acc": 70.23, "time": 356.8883705099579, "param": [ { "p": 0.10183370113372803, "m": 1.0 }, { "p": 0.03317888453602791, "m": 1.0 }, { "p": 0.0915776789188385, "m": 1.0 }, { "p": 0.07079903036355972, "m": 1.0 }, { "p": 0.03947555273771286, "m": 1.0 }, { "p": 0.019651904702186584, "m": 1.0 }, { "p": 0.07371314615011215, "m": 1.0 }, { "p": 0.09917983412742615, "m": 1.0 }, { "p": 0.08980890363454819, "m": 1.0 }, { "p": 0.07809364050626755, "m": 1.0 }, { "p": 0.04866570979356766, "m": 1.0 }, { "p": 0.08088722825050354, "m": 1.0 }, { "p": 0.11308373510837555, "m": 1.0 }, { "p": 0.06005103886127472, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.7898273468017578, "val_loss": 0.7987595200538635, "acc": 68.63, "time": 354.5075383579824, "param": [ { "p": 0.0827505961060524, "m": 1.0 }, { "p": 0.03436480462551117, "m": 1.0 }, { "p": 0.07727746665477753, "m": 1.0 }, { "p": 0.04891045391559601, "m": 1.0 }, { "p": 0.04211653769016266, "m": 1.0 }, { "p": 0.04559127613902092, "m": 1.0 }, { "p": 0.09572194516658783, "m": 1.0 }, { "p": 0.07992299646139145, "m": 1.0 }, { "p": 0.08750905096530914, "m": 1.0 }, { "p": 0.07504446804523468, "m": 1.0 }, { "p": 0.08886595070362091, "m": 1.0 }, { "p": 0.09268700331449509, "m": 1.0 }, { "p": 0.1048203632235527, "m": 1.0 }, { "p": 0.044417135417461395, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.7168848514556885, "val_loss": 0.9055215716362, "acc": 70.13, "time": 357.2129852970247, "param": [ { "p": 0.09910673648118973, "m": 1.0 }, { "p": 0.025392431765794754, "m": 1.0 }, { "p": 0.09024635702371597, "m": 1.0 }, { "p": 0.07533595710992813, "m": 1.0 }, { "p": 0.04339272528886795, "m": 1.0 }, { "p": 0.04915972799062729, "m": 1.0 }, { "p": 0.08612475544214249, "m": 1.0 }, { "p": 0.06012404337525368, "m": 1.0 }, { "p": 0.09586183726787567, "m": 1.0 }, { "p": 0.08449576050043106, "m": 1.0 }, { "p": 0.08297533541917801, "m": 1.0 }, { "p": 0.08706612884998322, "m": 1.0 }, { "p": 0.08223501592874527, "m": 1.0 }, { "p": 0.03848325461149216, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.7461817264556885, "val_loss": 0.8388208746910095, "acc": 67.9, "time": 388.63948857499054, "param": [ { "p": 0.10086856037378311, "m": 1.0 }, { "p": 0.03347201272845268, "m": 1.0 }, { "p": 0.10062886029481888, "m": 1.0 }, { "p": 0.05578135699033737, "m": 1.0 }, { "p": 0.04477620869874954, "m": 1.0 }, { "p": 0.033674921840429306, "m": 1.0 }, { "p": 0.05839754641056061, "m": 1.0 }, { "p": 0.09313725680112839, "m": 1.0 }, { "p": 0.06717909127473831, "m": 1.0 }, { "p": 0.0889986902475357, "m": 1.0 }, { "p": 0.0764872282743454, "m": 1.0 }, { "p": 0.10819747298955917, "m": 1.0 }, { "p": 0.10525299608707428, "m": 1.0 }, { "p": 0.03314787521958351, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.7841928005218506, "val_loss": 0.889717698097229, "acc": 69.73, "time": 380.81560069398256, "param": [ { "p": 0.08763118088245392, "m": 1.0 }, { "p": 0.012023089453577995, "m": 1.0 }, { "p": 0.07654387503862381, "m": 1.0 }, { "p": 0.06868515908718109, "m": 1.0 }, { "p": 0.04222241789102554, "m": 1.0 }, { "p": 0.059643033891916275, "m": 1.0 }, { "p": 0.0803942009806633, "m": 1.0 }, { "p": 0.07253294438123703, "m": 1.0 }, { "p": 0.10833786427974701, "m": 1.0 }, { "p": 0.09444597363471985, "m": 1.0 }, { "p": 0.05774300545454025, "m": 1.0 }, { "p": 0.1055830791592598, "m": 1.0 }, { "p": 0.10540327429771423, "m": 1.0 }, { "p": 0.028810853138566017, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.588053822517395, "val_loss": 0.8798841238021851, "acc": 70.54, "time": 371.2357164719724, "param": [ { "p": 0.08910512924194336, "m": 1.0 }, { "p": 0.013825013302266598, "m": 1.0 }, { "p": 0.09514503926038742, "m": 1.0 }, { "p": 0.08785782754421234, "m": 1.0 }, { "p": 0.031105995178222656, "m": 1.0 }, { "p": 0.021558403968811035, "m": 1.0 }, { "p": 0.06583067774772644, "m": 1.0 }, { "p": 0.06856619566679001, "m": 1.0 }, { "p": 0.07990250736474991, "m": 1.0 }, { "p": 0.10041287541389465, "m": 1.0 }, { "p": 0.09061722457408905, "m": 1.0 }, { "p": 0.10256810486316681, "m": 1.0 }, { "p": 0.1028931736946106, "m": 1.0 }, { "p": 0.050611820071935654, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.8820831775665283, "val_loss": 0.8770480155944824, "acc": 70.74, "time": 367.46887168701505, "param": [ { "p": 0.1035139337182045, "m": 1.0 }, { "p": 0.030968084931373596, "m": 1.0 }, { "p": 0.08043116331100464, "m": 1.0 }, { "p": 0.08673808723688126, "m": 1.0 }, { "p": 0.047385167330503464, "m": 1.0 }, { "p": 0.021523337811231613, "m": 1.0 }, { "p": 0.08941292017698288, "m": 1.0 }, { "p": 0.0647195503115654, "m": 1.0 }, { "p": 0.08864392340183258, "m": 1.0 }, { "p": 0.084940105676651, "m": 1.0 }, { "p": 0.0846852958202362, "m": 1.0 }, { "p": 0.1055082231760025, "m": 1.0 }, { "p": 0.07700353860855103, "m": 1.0 }, { "p": 0.03452659770846367, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.6529732942581177, "val_loss": 0.885317862033844, "acc": 70.07, "time": 345.87241301703034, "param": [ { "p": 0.09365298599004745, "m": 1.0 }, { "p": 0.03747572377324104, "m": 1.0 }, { "p": 0.0723998174071312, "m": 1.0 }, { "p": 0.07339064031839371, "m": 1.0 }, { "p": 0.004844387993216515, "m": 1.0 }, { "p": 0.06541270017623901, "m": 1.0 }, { "p": 0.08513311296701431, "m": 1.0 }, { "p": 0.092723049223423, "m": 1.0 }, { "p": 0.10756877064704895, "m": 1.0 }, { "p": 0.09914971143007278, "m": 1.0 }, { "p": 0.06859826296567917, "m": 1.0 }, { "p": 0.0674358531832695, "m": 1.0 }, { "p": 0.10268506407737732, "m": 1.0 }, { "p": 0.02952985279262066, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.6095234155654907, "val_loss": 0.8351375460624695, "acc": 70.42, "time": 330.1814231550088, "param": [ { "p": 0.08731876313686371, "m": 1.0 }, { "p": 0.04888724908232689, "m": 1.0 }, { "p": 0.09689080715179443, "m": 1.0 }, { "p": 0.05737709626555443, "m": 1.0 }, { "p": 0.007039305754005909, "m": 1.0 }, { "p": 0.0010164100676774979, "m": 1.0 }, { "p": 0.07778684794902802, "m": 1.0 }, { "p": 0.08597714453935623, "m": 1.0 }, { "p": 0.08997825533151627, "m": 1.0 }, { "p": 0.09306544810533524, "m": 1.0 }, { "p": 0.08808433264493942, "m": 1.0 }, { "p": 0.11280642449855804, "m": 1.0 }, { "p": 0.09836786985397339, "m": 1.0 }, { "p": 0.055404070764780045, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.7333533763885498, "val_loss": 0.8196970820426941, "acc": 69.94, "time": 362.39015570498304, "param": [ { "p": 0.09689457714557648, "m": 1.0 }, { "p": 0.023308854550123215, "m": 1.0 }, { "p": 0.10362967103719711, "m": 1.0 }, { "p": 0.0753779336810112, "m": 1.0 }, { "p": 0.04330160468816757, "m": 1.0 }, { "p": 0.008404528722167015, "m": 1.0 }, { "p": 0.08590064942836761, "m": 1.0 }, { "p": 0.08512754738330841, "m": 1.0 }, { "p": 0.06782017648220062, "m": 1.0 }, { "p": 0.08938885480165482, "m": 1.0 }, { "p": 0.0764031857252121, "m": 1.0 }, { "p": 0.10626835376024246, "m": 1.0 }, { "p": 0.10023284703493118, "m": 1.0 }, { "p": 0.037941254675388336, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.9729050397872925, "val_loss": 0.7641634345054626, "acc": 70.66, "time": 360.5209768509958, "param": [ { "p": 0.10950037091970444, "m": 1.0 }, { "p": 0.02014588564634323, "m": 1.0 }, { "p": 0.0655592679977417, "m": 1.0 }, { "p": 0.05368568375706673, "m": 1.0 }, { "p": 0.06247704476118088, "m": 1.0 }, { "p": 0.02706543728709221, "m": 1.0 }, { "p": 0.08710092306137085, "m": 1.0 }, { "p": 0.09099181741476059, "m": 1.0 }, { "p": 0.07231435179710388, "m": 1.0 }, { "p": 0.08649600297212601, "m": 1.0 }, { "p": 0.09599468111991882, "m": 1.0 }, { "p": 0.07127842307090759, "m": 1.0 }, { "p": 0.10008449107408524, "m": 1.0 }, { "p": 0.057305604219436646, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.6447525024414062, "val_loss": 0.8548296093940735, "acc": 69.97, "time": 365.2927067819983, "param": [ { "p": 0.09013859927654266, "m": 1.0 }, { "p": 0.04190545156598091, "m": 1.0 }, { "p": 0.09207344055175781, "m": 1.0 }, { "p": 0.06889268010854721, "m": 1.0 }, { "p": 0.02728612907230854, "m": 1.0 }, { "p": 0.04168986901640892, "m": 1.0 }, { "p": 0.08186236023902893, "m": 1.0 }, { "p": 0.06045934185385704, "m": 1.0 }, { "p": 0.08381135016679764, "m": 1.0 }, { "p": 0.1096954420208931, "m": 1.0 }, { "p": 0.06980495154857635, "m": 1.0 }, { "p": 0.10210844874382019, "m": 1.0 }, { "p": 0.07135990262031555, "m": 1.0 }, { "p": 0.05891210585832596, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.614959716796875, "val_loss": 0.7808119058609009, "acc": 70.84, "time": 358.8784404480248, "param": [ { "p": 0.07054675370454788, "m": 1.0 }, { "p": 0.0007005460211075842, "m": 1.0 }, { "p": 0.08200313150882721, "m": 1.0 }, { "p": 0.09954104572534561, "m": 1.0 }, { "p": 0.03794477507472038, "m": 1.0 }, { "p": 0.001843488309532404, "m": 1.0 }, { "p": 0.12070098519325256, "m": 1.0 }, { "p": 0.06120050325989723, "m": 1.0 }, { "p": 0.06012386083602905, "m": 1.0 }, { "p": 0.09189024567604065, "m": 1.0 }, { "p": 0.10439201444387436, "m": 1.0 }, { "p": 0.10374415665864944, "m": 1.0 }, { "p": 0.11861366778612137, "m": 1.0 }, { "p": 0.04675475135445595, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.718981146812439, "val_loss": 0.8237824440002441, "acc": 69.58, "time": 362.6013210610254, "param": [ { "p": 0.11228259652853012, "m": 1.0 }, { "p": 0.02676619403064251, "m": 1.0 }, { "p": 0.09688073396682739, "m": 1.0 }, { "p": 0.07573039084672928, "m": 1.0 }, { "p": 0.02264920435845852, "m": 1.0 }, { "p": 0.03551093488931656, "m": 1.0 }, { "p": 0.09682302176952362, "m": 1.0 }, { "p": 0.08539316803216934, "m": 1.0 }, { "p": 0.07493844628334045, "m": 1.0 }, { "p": 0.04708685725927353, "m": 1.0 }, { "p": 0.06469455361366272, "m": 1.0 }, { "p": 0.11239045113325119, "m": 1.0 }, { "p": 0.11196088790893555, "m": 1.0 }, { "p": 0.036892492324113846, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.6738803386688232, "val_loss": 0.757188081741333, "acc": 70.61, "time": 346.93254402501043, "param": [ { "p": 0.0707160085439682, "m": 1.0 }, { "p": 0.0006849987548775971, "m": 1.0 }, { "p": 0.11790722608566284, "m": 1.0 }, { "p": 0.06342563033103943, "m": 1.0 }, { "p": 0.05469396710395813, "m": 1.0 }, { "p": 0.044928643852472305, "m": 1.0 }, { "p": 0.09326903522014618, "m": 1.0 }, { "p": 0.0537797175347805, "m": 1.0 }, { "p": 0.08725855499505997, "m": 1.0 }, { "p": 0.08998377621173859, "m": 1.0 }, { "p": 0.0795096680521965, "m": 1.0 }, { "p": 0.10316915810108185, "m": 1.0 }, { "p": 0.10223281383514404, "m": 1.0 }, { "p": 0.03844081982970238, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.5789375305175781, "val_loss": 0.815593957901001, "acc": 71.07, "time": 341.9397237569792, "param": [ { "p": 0.08348182588815689, "m": 1.0 }, { "p": 0.03291362524032593, "m": 1.0 }, { "p": 0.09782061725854874, "m": 1.0 }, { "p": 0.07279759645462036, "m": 1.0 }, { "p": 0.03419617936015129, "m": 1.0 }, { "p": 0.036003291606903076, "m": 1.0 }, { "p": 0.06929562240839005, "m": 1.0 }, { "p": 0.10027027875185013, "m": 1.0 }, { "p": 0.07477061450481415, "m": 1.0 }, { "p": 0.08890379965305328, "m": 1.0 }, { "p": 0.06832381337881088, "m": 1.0 }, { "p": 0.09458613395690918, "m": 1.0 }, { "p": 0.09263116121292114, "m": 1.0 }, { "p": 0.054005395621061325, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.598863959312439, "val_loss": 0.870615541934967, "acc": 70.95, "time": 353.05332406499656, "param": [ { "p": 0.10420618951320648, "m": 1.0 }, { "p": 0.027127740904688835, "m": 1.0 }, { "p": 0.10124983638525009, "m": 1.0 }, { "p": 0.07217074185609818, "m": 1.0 }, { "p": 0.03171371668577194, "m": 1.0 }, { "p": 0.0010026436066254973, "m": 1.0 }, { "p": 0.057266026735305786, "m": 1.0 }, { "p": 0.07113151997327805, "m": 1.0 }, { "p": 0.07728967815637589, "m": 1.0 }, { "p": 0.09677668660879135, "m": 1.0 }, { "p": 0.10107313841581345, "m": 1.0 }, { "p": 0.11305365711450577, "m": 1.0 }, { "p": 0.10502415895462036, "m": 1.0 }, { "p": 0.04091431573033333, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.7965178489685059, "val_loss": 0.8380653262138367, "acc": 69.78, "time": 352.932514206972, "param": [ { "p": 0.08816927671432495, "m": 1.0 }, { "p": 0.05045963078737259, "m": 1.0 }, { "p": 0.10399895906448364, "m": 1.0 }, { "p": 0.07996051013469696, "m": 1.0 }, { "p": 0.050286438316106796, "m": 1.0 }, { "p": 0.03007698804140091, "m": 1.0 }, { "p": 0.05626571550965309, "m": 1.0 }, { "p": 0.07194232940673828, "m": 1.0 }, { "p": 0.08151040971279144, "m": 1.0 }, { "p": 0.09260105341672897, "m": 1.0 }, { "p": 0.0835074707865715, "m": 1.0 }, { "p": 0.10834211856126785, "m": 1.0 }, { "p": 0.09997541457414627, "m": 1.0 }, { "p": 0.0029037066269665956, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.6844947338104248, "val_loss": 0.9095372557640076, "acc": 71.27, "time": 377.91344251798, "param": [ { "p": 0.07666531205177307, "m": 1.0 }, { "p": 0.03907698020339012, "m": 1.0 }, { "p": 0.0992160439491272, "m": 1.0 }, { "p": 0.08088850229978561, "m": 1.0 }, { "p": 0.037168726325035095, "m": 1.0 }, { "p": 0.025234369561076164, "m": 1.0 }, { "p": 0.06791919469833374, "m": 1.0 }, { "p": 0.05405259132385254, "m": 1.0 }, { "p": 0.08451149612665176, "m": 1.0 }, { "p": 0.08538578450679779, "m": 1.0 }, { "p": 0.0886973887681961, "m": 1.0 }, { "p": 0.09752378612756729, "m": 1.0 }, { "p": 0.10760871320962906, "m": 1.0 }, { "p": 0.056051094084978104, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 2.190232753753662, "val_loss": 0.8611493706703186, "acc": 71.35, "time": 352.92111811303766, "param": [ { "p": 0.09177938848733902, "m": 1.0 }, { "p": 0.049891602247953415, "m": 1.0 }, { "p": 0.0536249577999115, "m": 1.0 }, { "p": 0.09351234883069992, "m": 1.0 }, { "p": 0.0671863853931427, "m": 1.0 }, { "p": 0.02430521324276924, "m": 1.0 }, { "p": 0.08052124828100204, "m": 1.0 }, { "p": 0.07145974785089493, "m": 1.0 }, { "p": 0.06153735890984535, "m": 1.0 }, { "p": 0.09147188067436218, "m": 1.0 }, { "p": 0.0894692987203598, "m": 1.0 }, { "p": 0.0847901701927185, "m": 1.0 }, { "p": 0.09478096663951874, "m": 1.0 }, { "p": 0.045669469982385635, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.5632929801940918, "val_loss": 0.7835399508476257, "acc": 70.45, "time": 369.44472251995467, "param": [ { "p": 0.11027434468269348, "m": 1.0 }, { "p": 0.041233740746974945, "m": 1.0 }, { "p": 0.07118146866559982, "m": 1.0 }, { "p": 0.06621307134628296, "m": 1.0 }, { "p": 0.03926024213433266, "m": 1.0 }, { "p": 0.0481502003967762, "m": 1.0 }, { "p": 0.07505575567483902, "m": 1.0 }, { "p": 0.06537539511919022, "m": 1.0 }, { "p": 0.09736782312393188, "m": 1.0 }, { "p": 0.07183884084224701, "m": 1.0 }, { "p": 0.07731948047876358, "m": 1.0 }, { "p": 0.09630264341831207, "m": 1.0 }, { "p": 0.07680558413267136, "m": 1.0 }, { "p": 0.063621386885643, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.680921196937561, "val_loss": 0.8412959575653076, "acc": 69.4, "time": 384.1047154390253, "param": [ { "p": 0.08002924174070358, "m": 1.0 }, { "p": 0.010806433856487274, "m": 1.0 }, { "p": 0.09594015032052994, "m": 1.0 }, { "p": 0.11878009140491486, "m": 1.0 }, { "p": 0.0007014328730292618, "m": 1.0 }, { "p": 0.018334174528717995, "m": 1.0 }, { "p": 0.08562850952148438, "m": 1.0 }, { "p": 0.10559850186109543, "m": 1.0 }, { "p": 0.0671880915760994, "m": 1.0 }, { "p": 0.08022408932447433, "m": 1.0 }, { "p": 0.0785231739282608, "m": 1.0 }, { "p": 0.11227037757635117, "m": 1.0 }, { "p": 0.11097497493028641, "m": 1.0 }, { "p": 0.03500073775649071, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.39944589138031, "val_loss": 0.844414234161377, "acc": 70.74, "time": 344.9519821199938, "param": [ { "p": 0.08479472994804382, "m": 1.0 }, { "p": 0.0007012225105427206, "m": 1.0 }, { "p": 0.10960114747285843, "m": 1.0 }, { "p": 0.10863500088453293, "m": 1.0 }, { "p": 0.040941271930933, "m": 1.0 }, { "p": 0.0007012225105427206, "m": 1.0 }, { "p": 0.08926278352737427, "m": 1.0 }, { "p": 0.07338214665651321, "m": 1.0 }, { "p": 0.05699952319264412, "m": 1.0 }, { "p": 0.12016735970973969, "m": 1.0 }, { "p": 0.053747255355119705, "m": 1.0 }, { "p": 0.10891490429639816, "m": 1.0 }, { "p": 0.11712062358856201, "m": 1.0 }, { "p": 0.0350307896733284, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.8249927759170532, "val_loss": 0.958803117275238, "acc": 70.19, "time": 349.031442417996, "param": [ { "p": 0.08220019191503525, "m": 1.0 }, { "p": 0.03994004428386688, "m": 1.0 }, { "p": 0.0374029204249382, "m": 1.0 }, { "p": 0.08143418282270432, "m": 1.0 }, { "p": 0.03919349983334541, "m": 1.0 }, { "p": 0.015057219192385674, "m": 1.0 }, { "p": 0.08858727663755417, "m": 1.0 }, { "p": 0.06351747363805771, "m": 1.0 }, { "p": 0.05990259721875191, "m": 1.0 }, { "p": 0.09772665798664093, "m": 1.0 }, { "p": 0.09515110403299332, "m": 1.0 }, { "p": 0.10371965914964676, "m": 1.0 }, { "p": 0.12684884667396545, "m": 1.0 }, { "p": 0.06931827962398529, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.9096906185150146, "val_loss": 0.9080790281295776, "acc": 70.21, "time": 371.12705539999297, "param": [ { "p": 0.09777640551328659, "m": 1.0 }, { "p": 0.04105263203382492, "m": 1.0 }, { "p": 0.07831934839487076, "m": 1.0 }, { "p": 0.047689229249954224, "m": 1.0 }, { "p": 0.03487606719136238, "m": 1.0 }, { "p": 0.05637231469154358, "m": 1.0 }, { "p": 0.07131463289260864, "m": 1.0 }, { "p": 0.08171124756336212, "m": 1.0 }, { "p": 0.0801357701420784, "m": 1.0 }, { "p": 0.10101526975631714, "m": 1.0 }, { "p": 0.08723057806491852, "m": 1.0 }, { "p": 0.09203365445137024, "m": 1.0 }, { "p": 0.09227996319532394, "m": 1.0 }, { "p": 0.03819301724433899, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.8150235414505005, "val_loss": 0.8695959448814392, "acc": 71.3, "time": 352.4319875590154, "param": [ { "p": 0.07435553520917892, "m": 1.0 }, { "p": 0.04032754525542259, "m": 1.0 }, { "p": 0.0992732122540474, "m": 1.0 }, { "p": 0.09714329242706299, "m": 1.0 }, { "p": 0.06571269780397415, "m": 1.0 }, { "p": 0.019702309742569923, "m": 1.0 }, { "p": 0.06618490070104599, "m": 1.0 }, { "p": 0.04422258585691452, "m": 1.0 }, { "p": 0.0739099532365799, "m": 1.0 }, { "p": 0.057442761957645416, "m": 1.0 }, { "p": 0.09856720268726349, "m": 1.0 }, { "p": 0.10668332129716873, "m": 1.0 }, { "p": 0.11500360816717148, "m": 1.0 }, { "p": 0.04147105664014816, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.6243175268173218, "val_loss": 0.9444682598114014, "acc": 71.22, "time": 384.3165410819929, "param": [ { "p": 0.11869703233242035, "m": 1.0 }, { "p": 0.0353752002120018, "m": 1.0 }, { "p": 0.07834599912166595, "m": 1.0 }, { "p": 0.06716174632310867, "m": 1.0 }, { "p": 0.04201111942529678, "m": 1.0 }, { "p": 0.018733160570263863, "m": 1.0 }, { "p": 0.08919239044189453, "m": 1.0 }, { "p": 0.06052663177251816, "m": 1.0 }, { "p": 0.057486653327941895, "m": 1.0 }, { "p": 0.07256317883729935, "m": 1.0 }, { "p": 0.08681928366422653, "m": 1.0 }, { "p": 0.10338210314512253, "m": 1.0 }, { "p": 0.10684486478567123, "m": 1.0 }, { "p": 0.0628606453537941, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.731163740158081, "val_loss": 0.749556839466095, "acc": 71.01, "time": 349.11611013300717, "param": [ { "p": 0.10848549753427505, "m": 1.0 }, { "p": 0.029219817370176315, "m": 1.0 }, { "p": 0.0979308933019638, "m": 1.0 }, { "p": 0.07441695779561996, "m": 1.0 }, { "p": 0.02408425137400627, "m": 1.0 }, { "p": 0.0322159081697464, "m": 1.0 }, { "p": 0.06707090884447098, "m": 1.0 }, { "p": 0.07880914956331253, "m": 1.0 }, { "p": 0.09189748018980026, "m": 1.0 }, { "p": 0.06306849420070648, "m": 1.0 }, { "p": 0.07137179374694824, "m": 1.0 }, { "p": 0.10774103552103043, "m": 1.0 }, { "p": 0.09766758233308792, "m": 1.0 }, { "p": 0.05602019280195236, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.5074089765548706, "val_loss": 0.872985303401947, "acc": 70.46, "time": 341.08622256299714, "param": [ { "p": 0.11837812513113022, "m": 1.0 }, { "p": 0.03412652015686035, "m": 1.0 }, { "p": 0.0855451300740242, "m": 1.0 }, { "p": 0.07913527637720108, "m": 1.0 }, { "p": 0.025090400129556656, "m": 1.0 }, { "p": 0.03469560295343399, "m": 1.0 }, { "p": 0.06682144105434418, "m": 1.0 }, { "p": 0.06508587300777435, "m": 1.0 }, { "p": 0.060930512845516205, "m": 1.0 }, { "p": 0.1185513287782669, "m": 1.0 }, { "p": 0.08854682743549347, "m": 1.0 }, { "p": 0.1019013524055481, "m": 1.0 }, { "p": 0.0821281224489212, "m": 1.0 }, { "p": 0.03906342387199402, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.4581799507141113, "val_loss": 0.6775333285331726, "acc": 71.55, "time": 339.94371248502284, "param": [ { "p": 0.07839882373809814, "m": 1.0 }, { "p": 0.01457253098487854, "m": 1.0 }, { "p": 0.11666882783174515, "m": 1.0 }, { "p": 0.055476490408182144, "m": 1.0 }, { "p": 0.04347686469554901, "m": 1.0 }, { "p": 0.015671879053115845, "m": 1.0 }, { "p": 0.09131322056055069, "m": 1.0 }, { "p": 0.06770484149456024, "m": 1.0 }, { "p": 0.08946285396814346, "m": 1.0 }, { "p": 0.08336170017719269, "m": 1.0 }, { "p": 0.09496138989925385, "m": 1.0 }, { "p": 0.09733579307794571, "m": 1.0 }, { "p": 0.10777508467435837, "m": 1.0 }, { "p": 0.04381969943642616, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.8206143379211426, "val_loss": 0.7958386540412903, "acc": 71.7, "time": 394.60225307400106, "param": [ { "p": 0.10329809784889221, "m": 1.0 }, { "p": 0.03471443057060242, "m": 1.0 }, { "p": 0.08106893301010132, "m": 1.0 }, { "p": 0.07643136382102966, "m": 1.0 }, { "p": 0.04994102194905281, "m": 1.0 }, { "p": 0.041620999574661255, "m": 1.0 }, { "p": 0.09409631788730621, "m": 1.0 }, { "p": 0.04638539254665375, "m": 1.0 }, { "p": 0.06538979709148407, "m": 1.0 }, { "p": 0.07471179217100143, "m": 1.0 }, { "p": 0.083772212266922, "m": 1.0 }, { "p": 0.10614923387765884, "m": 1.0 }, { "p": 0.08451258391141891, "m": 1.0 }, { "p": 0.057907965034246445, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.8184236288070679, "val_loss": 0.7437999248504639, "acc": 71.76, "time": 357.85388818004867, "param": [ { "p": 0.09122767299413681, "m": 1.0 }, { "p": 0.019341550767421722, "m": 1.0 }, { "p": 0.07656244188547134, "m": 1.0 }, { "p": 0.07635428756475449, "m": 1.0 }, { "p": 0.05497978255152702, "m": 1.0 }, { "p": 0.03451180458068848, "m": 1.0 }, { "p": 0.06738953292369843, "m": 1.0 }, { "p": 0.07409939169883728, "m": 1.0 }, { "p": 0.07187904417514801, "m": 1.0 }, { "p": 0.0855630412697792, "m": 1.0 }, { "p": 0.10086800903081894, "m": 1.0 }, { "p": 0.09422638267278671, "m": 1.0 }, { "p": 0.10588139295578003, "m": 1.0 }, { "p": 0.04711556062102318, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.60565984249115, "val_loss": 0.9524899125099182, "acc": 71.87, "time": 342.8874944470008, "param": [ { "p": 0.08377189934253693, "m": 1.0 }, { "p": 0.0023996864911168814, "m": 1.0 }, { "p": 0.0879451110959053, "m": 1.0 }, { "p": 0.055047452449798584, "m": 1.0 }, { "p": 0.04516073316335678, "m": 1.0 }, { "p": 0.04970094934105873, "m": 1.0 }, { "p": 0.07650060206651688, "m": 1.0 }, { "p": 0.0837978795170784, "m": 1.0 }, { "p": 0.10083436220884323, "m": 1.0 }, { "p": 0.10774774849414825, "m": 1.0 }, { "p": 0.0912606343626976, "m": 1.0 }, { "p": 0.06845899671316147, "m": 1.0 }, { "p": 0.08896435797214508, "m": 1.0 }, { "p": 0.05840953812003136, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.6089810132980347, "val_loss": 0.8218469023704529, "acc": 71.3, "time": 345.9656488299952, "param": [ { "p": 0.0733240470290184, "m": 1.0 }, { "p": 0.024969298392534256, "m": 1.0 }, { "p": 0.09555113315582275, "m": 1.0 }, { "p": 0.057318322360515594, "m": 1.0 }, { "p": 0.06639781594276428, "m": 1.0 }, { "p": 0.035172171890735626, "m": 1.0 }, { "p": 0.06250957399606705, "m": 1.0 }, { "p": 0.07414218038320541, "m": 1.0 }, { "p": 0.08599510043859482, "m": 1.0 }, { "p": 0.07059444487094879, "m": 1.0 }, { "p": 0.0945441871881485, "m": 1.0 }, { "p": 0.1101553812623024, "m": 1.0 }, { "p": 0.09302936494350433, "m": 1.0 }, { "p": 0.05629698187112808, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.5949050188064575, "val_loss": 0.7369173765182495, "acc": 71.85, "time": 346.9946863600053, "param": [ { "p": 0.10097765922546387, "m": 1.0 }, { "p": 0.0006855085957795382, "m": 1.0 }, { "p": 0.08359154313802719, "m": 1.0 }, { "p": 0.08182550221681595, "m": 1.0 }, { "p": 0.030183054506778717, "m": 1.0 }, { "p": 0.027980178594589233, "m": 1.0 }, { "p": 0.0740882009267807, "m": 1.0 }, { "p": 0.08077777922153473, "m": 1.0 }, { "p": 0.08669428527355194, "m": 1.0 }, { "p": 0.057735852897167206, "m": 1.0 }, { "p": 0.08703529089689255, "m": 1.0 }, { "p": 0.10557673126459122, "m": 1.0 }, { "p": 0.1211075708270073, "m": 1.0 }, { "p": 0.061740804463624954, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.8537523746490479, "val_loss": 0.7851369380950928, "acc": 70.71, "time": 367.006960358005, "param": [ { "p": 0.09941119700670242, "m": 1.0 }, { "p": 0.002487294375896454, "m": 1.0 }, { "p": 0.08704239875078201, "m": 1.0 }, { "p": 0.0638166144490242, "m": 1.0 }, { "p": 0.057169802486896515, "m": 1.0 }, { "p": 0.04565081000328064, "m": 1.0 }, { "p": 0.09267066419124603, "m": 1.0 }, { "p": 0.0762208104133606, "m": 1.0 }, { "p": 0.09090381860733032, "m": 1.0 }, { "p": 0.07559660077095032, "m": 1.0 }, { "p": 0.08704201877117157, "m": 1.0 }, { "p": 0.08878318965435028, "m": 1.0 }, { "p": 0.09249011427164078, "m": 1.0 }, { "p": 0.04071459174156189, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.6264863014221191, "val_loss": 0.8192846179008484, "acc": 71.77, "time": 358.57503200898645, "param": [ { "p": 0.09593843668699265, "m": 1.0 }, { "p": 0.03921095281839371, "m": 1.0 }, { "p": 0.0936659425497055, "m": 1.0 }, { "p": 0.0233631432056427, "m": 1.0 }, { "p": 0.04181160032749176, "m": 1.0 }, { "p": 0.030511580407619476, "m": 1.0 }, { "p": 0.10776452720165253, "m": 1.0 }, { "p": 0.07007892429828644, "m": 1.0 }, { "p": 0.06527545303106308, "m": 1.0 }, { "p": 0.09084761887788773, "m": 1.0 }, { "p": 0.09674318134784698, "m": 1.0 }, { "p": 0.10029549151659012, "m": 1.0 }, { "p": 0.10734338313341141, "m": 1.0 }, { "p": 0.037149764597415924, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.4845963716506958, "val_loss": 0.7680400013923645, "acc": 71.86, "time": 381.1848447800148, "param": [ { "p": 0.10012903809547424, "m": 1.0 }, { "p": 0.03148714825510979, "m": 1.0 }, { "p": 0.10230095684528351, "m": 1.0 }, { "p": 0.05717477947473526, "m": 1.0 }, { "p": 0.035500962287187576, "m": 1.0 }, { "p": 0.02081962674856186, "m": 1.0 }, { "p": 0.04349463805556297, "m": 1.0 }, { "p": 0.09476276487112045, "m": 1.0 }, { "p": 0.06555008143186569, "m": 1.0 }, { "p": 0.09761139750480652, "m": 1.0 }, { "p": 0.08891938626766205, "m": 1.0 }, { "p": 0.09178226441144943, "m": 1.0 }, { "p": 0.10434968769550323, "m": 1.0 }, { "p": 0.06611721217632294, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.3497319221496582, "val_loss": 0.7498937845230103, "acc": 71.15, "time": 372.3532721209922, "param": [ { "p": 0.0963130071759224, "m": 1.0 }, { "p": 0.02755006030201912, "m": 1.0 }, { "p": 0.09240764379501343, "m": 1.0 }, { "p": 0.08757245540618896, "m": 1.0 }, { "p": 0.04120129346847534, "m": 1.0 }, { "p": 0.03577309474349022, "m": 1.0 }, { "p": 0.0733841061592102, "m": 1.0 }, { "p": 0.07807066291570663, "m": 1.0 }, { "p": 0.056748926639556885, "m": 1.0 }, { "p": 0.09435047209262848, "m": 1.0 }, { "p": 0.0789496898651123, "m": 1.0 }, { "p": 0.09077393263578415, "m": 1.0 }, { "p": 0.09558678418397903, "m": 1.0 }, { "p": 0.051317762583494186, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.692855715751648, "val_loss": 0.7011377215385437, "acc": 72.16, "time": 357.65899405098753, "param": [ { "p": 0.08888845890760422, "m": 1.0 }, { "p": 0.04204023256897926, "m": 1.0 }, { "p": 0.08307348936796188, "m": 1.0 }, { "p": 0.06941518932580948, "m": 1.0 }, { "p": 0.03199467062950134, "m": 1.0 }, { "p": 0.04787232726812363, "m": 1.0 }, { "p": 0.07252614200115204, "m": 1.0 }, { "p": 0.06810221821069717, "m": 1.0 }, { "p": 0.08890654146671295, "m": 1.0 }, { "p": 0.0975988507270813, "m": 1.0 }, { "p": 0.07082812488079071, "m": 1.0 }, { "p": 0.10157448053359985, "m": 1.0 }, { "p": 0.08400121331214905, "m": 1.0 }, { "p": 0.05317803472280502, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.6625444889068604, "val_loss": 0.8126364946365356, "acc": 71.3, "time": 359.9382403990021, "param": [ { "p": 0.10572700202465057, "m": 1.0 }, { "p": 0.031151948496699333, "m": 1.0 }, { "p": 0.0860016718506813, "m": 1.0 }, { "p": 0.04559512436389923, "m": 1.0 }, { "p": 0.04209185019135475, "m": 1.0 }, { "p": 0.022853408008813858, "m": 1.0 }, { "p": 0.09410068392753601, "m": 1.0 }, { "p": 0.07705188542604446, "m": 1.0 }, { "p": 0.08888744562864304, "m": 1.0 }, { "p": 0.08359692990779877, "m": 1.0 }, { "p": 0.09877230226993561, "m": 1.0 }, { "p": 0.08575405925512314, "m": 1.0 }, { "p": 0.10088382661342621, "m": 1.0 }, { "p": 0.037531860172748566, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.407021164894104, "val_loss": 0.9062522649765015, "acc": 69.9, "time": 357.6469030060107, "param": [ { "p": 0.08282089233398438, "m": 1.0 }, { "p": 0.000716731883585453, "m": 1.0 }, { "p": 0.08867049962282181, "m": 1.0 }, { "p": 0.04397096484899521, "m": 1.0 }, { "p": 0.019578728824853897, "m": 1.0 }, { "p": 0.045878417789936066, "m": 1.0 }, { "p": 0.10117893666028976, "m": 1.0 }, { "p": 0.08578471094369888, "m": 1.0 }, { "p": 0.10775324702262878, "m": 1.0 }, { "p": 0.12238999456167221, "m": 1.0 }, { "p": 0.07250083237886429, "m": 1.0 }, { "p": 0.08624913543462753, "m": 1.0 }, { "p": 0.07725225389003754, "m": 1.0 }, { "p": 0.06525468826293945, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.8505432605743408, "val_loss": 0.8411962985992432, "acc": 71.09, "time": 364.1631252290099, "param": [ { "p": 0.07968690246343613, "m": 1.0 }, { "p": 0.04967648163437843, "m": 1.0 }, { "p": 0.08422189950942993, "m": 1.0 }, { "p": 0.04437537491321564, "m": 1.0 }, { "p": 0.05264627933502197, "m": 1.0 }, { "p": 0.05405023321509361, "m": 1.0 }, { "p": 0.10132870078086853, "m": 1.0 }, { "p": 0.07024671137332916, "m": 1.0 }, { "p": 0.05621672049164772, "m": 1.0 }, { "p": 0.08908362686634064, "m": 1.0 }, { "p": 0.07574775069952011, "m": 1.0 }, { "p": 0.08190982788801193, "m": 1.0 }, { "p": 0.08815664798021317, "m": 1.0 }, { "p": 0.07265278697013855, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.3509266376495361, "val_loss": 0.8050099611282349, "acc": 72.14, "time": 347.2862947540125, "param": [ { "p": 0.1425946205854416, "m": 1.0 }, { "p": 0.0033366107381880283, "m": 1.0 }, { "p": 0.09668987989425659, "m": 1.0 }, { "p": 0.09017457067966461, "m": 1.0 }, { "p": 0.06801152974367142, "m": 1.0 }, { "p": 0.030064968392252922, "m": 1.0 }, { "p": 0.05924331396818161, "m": 1.0 }, { "p": 0.06933543086051941, "m": 1.0 }, { "p": 0.05112976208329201, "m": 1.0 }, { "p": 0.09363821148872375, "m": 1.0 }, { "p": 0.11269757151603699, "m": 1.0 }, { "p": 0.08542130142450333, "m": 1.0 }, { "p": 0.06759907305240631, "m": 1.0 }, { "p": 0.03006330318748951, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.412229061126709, "val_loss": 0.8884650468826294, "acc": 71.83, "time": 329.62051473901374, "param": [ { "p": 0.08888544142246246, "m": 1.0 }, { "p": 0.054445941001176834, "m": 1.0 }, { "p": 0.059952955693006516, "m": 1.0 }, { "p": 0.09971141815185547, "m": 1.0 }, { "p": 0.01947968825697899, "m": 1.0 }, { "p": 0.001088621560484171, "m": 1.0 }, { "p": 0.10850636661052704, "m": 1.0 }, { "p": 0.08020219206809998, "m": 1.0 }, { "p": 0.07176581770181656, "m": 1.0 }, { "p": 0.09603499621152878, "m": 1.0 }, { "p": 0.09174833446741104, "m": 1.0 }, { "p": 0.08294431120157242, "m": 1.0 }, { "p": 0.09429720044136047, "m": 1.0 }, { "p": 0.05093678459525108, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 2.132239818572998, "val_loss": 0.7790647745132446, "acc": 71.59, "time": 351.95980818104, "param": [ { "p": 0.07416240870952606, "m": 1.0 }, { "p": 0.03151477500796318, "m": 1.0 }, { "p": 0.0701809898018837, "m": 1.0 }, { "p": 0.08485687524080276, "m": 1.0 }, { "p": 0.03106861375272274, "m": 1.0 }, { "p": 0.04360135272145271, "m": 1.0 }, { "p": 0.08878976851701736, "m": 1.0 }, { "p": 0.05640323460102081, "m": 1.0 }, { "p": 0.08967562764883041, "m": 1.0 }, { "p": 0.09206286072731018, "m": 1.0 }, { "p": 0.09352757036685944, "m": 1.0 }, { "p": 0.0961223766207695, "m": 1.0 }, { "p": 0.09542427957057953, "m": 1.0 }, { "p": 0.05260927230119705, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.8214420080184937, "val_loss": 0.7938647270202637, "acc": 71.64, "time": 354.4323788260226, "param": [ { "p": 0.10177202522754669, "m": 1.0 }, { "p": 0.024072661995887756, "m": 1.0 }, { "p": 0.08718028664588928, "m": 1.0 }, { "p": 0.07340503484010696, "m": 1.0 }, { "p": 0.05715774744749069, "m": 1.0 }, { "p": 0.021832535043358803, "m": 1.0 }, { "p": 0.09469293057918549, "m": 1.0 }, { "p": 0.07816188782453537, "m": 1.0 }, { "p": 0.06799858808517456, "m": 1.0 }, { "p": 0.07871853560209274, "m": 1.0 }, { "p": 0.11360707134008408, "m": 1.0 }, { "p": 0.08784722536802292, "m": 1.0 }, { "p": 0.0832844004034996, "m": 1.0 }, { "p": 0.030268995091319084, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 2.1141209602355957, "val_loss": 0.7714672684669495, "acc": 71.95, "time": 354.09276613098336, "param": [ { "p": 0.1087627187371254, "m": 1.0 }, { "p": 0.017634553834795952, "m": 1.0 }, { "p": 0.08534430712461472, "m": 1.0 }, { "p": 0.035837605595588684, "m": 1.0 }, { "p": 0.0437450148165226, "m": 1.0 }, { "p": 0.03324297070503235, "m": 1.0 }, { "p": 0.07042191177606583, "m": 1.0 }, { "p": 0.07925117015838623, "m": 1.0 }, { "p": 0.09062320739030838, "m": 1.0 }, { "p": 0.086771160364151, "m": 1.0 }, { "p": 0.0834236592054367, "m": 1.0 }, { "p": 0.09758561104536057, "m": 1.0 }, { "p": 0.09049958735704422, "m": 1.0 }, { "p": 0.07685650885105133, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.6667120456695557, "val_loss": 0.8004489541053772, "acc": 71.64, "time": 345.2140000810032, "param": [ { "p": 0.07352970540523529, "m": 1.0 }, { "p": 0.030265433713793755, "m": 1.0 }, { "p": 0.08733273297548294, "m": 1.0 }, { "p": 0.04197850823402405, "m": 1.0 }, { "p": 0.050986383110284805, "m": 1.0 }, { "p": 0.0683041363954544, "m": 1.0 }, { "p": 0.07489373534917831, "m": 1.0 }, { "p": 0.07551750540733337, "m": 1.0 }, { "p": 0.07810824364423752, "m": 1.0 }, { "p": 0.09893271327018738, "m": 1.0 }, { "p": 0.08743549883365631, "m": 1.0 }, { "p": 0.08101609349250793, "m": 1.0 }, { "p": 0.09669721871614456, "m": 1.0 }, { "p": 0.05500214174389839, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.383646011352539, "val_loss": 0.7286901473999023, "acc": 71.69, "time": 332.3128309280146, "param": [ { "p": 0.11434535682201385, "m": 1.0 }, { "p": 0.013249916024506092, "m": 1.0 }, { "p": 0.08807730674743652, "m": 1.0 }, { "p": 0.08349736779928207, "m": 1.0 }, { "p": 0.04107946157455444, "m": 1.0 }, { "p": 0.0006865102332085371, "m": 1.0 }, { "p": 0.08206044882535934, "m": 1.0 }, { "p": 0.05936724692583084, "m": 1.0 }, { "p": 0.0624467097222805, "m": 1.0 }, { "p": 0.10534744709730148, "m": 1.0 }, { "p": 0.07529444247484207, "m": 1.0 }, { "p": 0.10050134360790253, "m": 1.0 }, { "p": 0.12461531907320023, "m": 1.0 }, { "p": 0.04943113029003143, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.2515212297439575, "val_loss": 0.8537869453430176, "acc": 71.95, "time": 351.9473801960121, "param": [ { "p": 0.10054518282413483, "m": 1.0 }, { "p": 0.0022349455393850803, "m": 1.0 }, { "p": 0.10085175931453705, "m": 1.0 }, { "p": 0.06911467015743256, "m": 1.0 }, { "p": 0.06527183949947357, "m": 1.0 }, { "p": 0.01690930686891079, "m": 1.0 }, { "p": 0.09134852141141891, "m": 1.0 }, { "p": 0.06558707356452942, "m": 1.0 }, { "p": 0.0736219510436058, "m": 1.0 }, { "p": 0.08580008149147034, "m": 1.0 }, { "p": 0.08760847896337509, "m": 1.0 }, { "p": 0.10848616808652878, "m": 1.0 }, { "p": 0.08103002607822418, "m": 1.0 }, { "p": 0.0515899620950222, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.3929591178894043, "val_loss": 0.7509381771087646, "acc": 71.52, "time": 340.39574630901916, "param": [ { "p": 0.10243254154920578, "m": 1.0 }, { "p": 0.03714293986558914, "m": 1.0 }, { "p": 0.10519576817750931, "m": 1.0 }, { "p": 0.060113806277513504, "m": 1.0 }, { "p": 0.038225337862968445, "m": 1.0 }, { "p": 0.030952932313084602, "m": 1.0 }, { "p": 0.07841549068689346, "m": 1.0 }, { "p": 0.08337357640266418, "m": 1.0 }, { "p": 0.0926455482840538, "m": 1.0 }, { "p": 0.0773046687245369, "m": 1.0 }, { "p": 0.08841777592897415, "m": 1.0 }, { "p": 0.08372370153665543, "m": 1.0 }, { "p": 0.09180507808923721, "m": 1.0 }, { "p": 0.030250731855630875, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.8985689878463745, "val_loss": 0.8071618676185608, "acc": 72.6, "time": 385.62283353100065, "param": [ { "p": 0.1069539487361908, "m": 1.0 }, { "p": 0.029520763084292412, "m": 1.0 }, { "p": 0.08385305106639862, "m": 1.0 }, { "p": 0.05860055983066559, "m": 1.0 }, { "p": 0.05753171071410179, "m": 1.0 }, { "p": 0.04733799025416374, "m": 1.0 }, { "p": 0.0868876725435257, "m": 1.0 }, { "p": 0.06201311945915222, "m": 1.0 }, { "p": 0.10023187100887299, "m": 1.0 }, { "p": 0.07920733094215393, "m": 1.0 }, { "p": 0.08692801743745804, "m": 1.0 }, { "p": 0.08299417048692703, "m": 1.0 }, { "p": 0.08313556015491486, "m": 1.0 }, { "p": 0.03480426222085953, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.7797060012817383, "val_loss": 0.6888898015022278, "acc": 72.93, "time": 372.91087895201053, "param": [ { "p": 0.11134321242570877, "m": 1.0 }, { "p": 0.008193744346499443, "m": 1.0 }, { "p": 0.08649135380983353, "m": 1.0 }, { "p": 0.05951916426420212, "m": 1.0 }, { "p": 0.028973784297704697, "m": 1.0 }, { "p": 0.0378640815615654, "m": 1.0 }, { "p": 0.06944041699171066, "m": 1.0 }, { "p": 0.10101372748613358, "m": 1.0 }, { "p": 0.05454273149371147, "m": 1.0 }, { "p": 0.07167961448431015, "m": 1.0 }, { "p": 0.1036875769495964, "m": 1.0 }, { "p": 0.10741576552391052, "m": 1.0 }, { "p": 0.10239095985889435, "m": 1.0 }, { "p": 0.05744388327002525, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.519898533821106, "val_loss": 0.7982712984085083, "acc": 71.77, "time": 336.3351052129874, "param": [ { "p": 0.10103097558021545, "m": 1.0 }, { "p": 0.02089178003370762, "m": 1.0 }, { "p": 0.10287800431251526, "m": 1.0 }, { "p": 0.07723399251699448, "m": 1.0 }, { "p": 0.05043191462755203, "m": 1.0 }, { "p": 0.025173280388116837, "m": 1.0 }, { "p": 0.08618530631065369, "m": 1.0 }, { "p": 0.08881495147943497, "m": 1.0 }, { "p": 0.061715174466371536, "m": 1.0 }, { "p": 0.08960089832544327, "m": 1.0 }, { "p": 0.10066333413124084, "m": 1.0 }, { "p": 0.09154386073350906, "m": 1.0 }, { "p": 0.05986042320728302, "m": 1.0 }, { "p": 0.04397609457373619, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.2726380825042725, "val_loss": 0.8012611865997314, "acc": 71.23, "time": 342.66746767197037, "param": [ { "p": 0.09519080072641373, "m": 1.0 }, { "p": 0.005899824667721987, "m": 1.0 }, { "p": 0.1212022677063942, "m": 1.0 }, { "p": 0.03964986279606819, "m": 1.0 }, { "p": 0.08348558098077774, "m": 1.0 }, { "p": 0.004873242694884539, "m": 1.0 }, { "p": 0.09425041824579239, "m": 1.0 }, { "p": 0.061756882816553116, "m": 1.0 }, { "p": 0.11608970910310745, "m": 1.0 }, { "p": 0.11310465633869171, "m": 1.0 }, { "p": 0.011860163882374763, "m": 1.0 }, { "p": 0.06989378482103348, "m": 1.0 }, { "p": 0.1086684912443161, "m": 1.0 }, { "p": 0.07407436519861221, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.887037754058838, "val_loss": 0.8947890400886536, "acc": 71.87, "time": 315.4798722349806, "param": [ { "p": 0.08631528913974762, "m": 1.0 }, { "p": 0.01192764937877655, "m": 1.0 }, { "p": 0.10307289659976959, "m": 1.0 }, { "p": 0.08794813603162766, "m": 1.0 }, { "p": 0.053878720849752426, "m": 1.0 }, { "p": 0.056574661284685135, "m": 1.0 }, { "p": 0.08594690263271332, "m": 1.0 }, { "p": 0.06947711855173111, "m": 1.0 }, { "p": 0.09958851337432861, "m": 1.0 }, { "p": 0.09262054413557053, "m": 1.0 }, { "p": 0.0710049420595169, "m": 1.0 }, { "p": 0.08958308398723602, "m": 1.0 }, { "p": 0.053489621728658676, "m": 1.0 }, { "p": 0.038571834564208984, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.5431828498840332, "val_loss": 0.7084125280380249, "acc": 72.54, "time": 344.8765071729431, "param": [ { "p": 0.09707251191139221, "m": 1.0 }, { "p": 0.045833736658096313, "m": 1.0 }, { "p": 0.10330334305763245, "m": 1.0 }, { "p": 0.07349575310945511, "m": 1.0 }, { "p": 0.06302729994058609, "m": 1.0 }, { "p": 0.024996142834424973, "m": 1.0 }, { "p": 0.06272229552268982, "m": 1.0 }, { "p": 0.09951820969581604, "m": 1.0 }, { "p": 0.07150992006063461, "m": 1.0 }, { "p": 0.08692017942667007, "m": 1.0 }, { "p": 0.08212068676948547, "m": 1.0 }, { "p": 0.11155591905117035, "m": 1.0 }, { "p": 0.041307590901851654, "m": 1.0 }, { "p": 0.03661641478538513, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.749671459197998, "val_loss": 0.8632245659828186, "acc": 72.05, "time": 359.29813067399664, "param": [ { "p": 0.10008782148361206, "m": 1.0 }, { "p": 0.05263179913163185, "m": 1.0 }, { "p": 0.09729087352752686, "m": 1.0 }, { "p": 0.07007645070552826, "m": 1.0 }, { "p": 0.03618660941720009, "m": 1.0 }, { "p": 0.03730214387178421, "m": 1.0 }, { "p": 0.07196705788373947, "m": 1.0 }, { "p": 0.09126152098178864, "m": 1.0 }, { "p": 0.06722252815961838, "m": 1.0 }, { "p": 0.08688803762197495, "m": 1.0 }, { "p": 0.07595913857221603, "m": 1.0 }, { "p": 0.07088680565357208, "m": 1.0 }, { "p": 0.10124620795249939, "m": 1.0 }, { "p": 0.04099303483963013, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.5914851427078247, "val_loss": 0.7668582201004028, "acc": 71.09, "time": 358.3871689119842, "param": [ { "p": 0.10463438183069229, "m": 1.0 }, { "p": 0.03320413827896118, "m": 1.0 }, { "p": 0.0828113928437233, "m": 1.0 }, { "p": 0.07411184906959534, "m": 1.0 }, { "p": 0.03415260463953018, "m": 1.0 }, { "p": 0.01482812874019146, "m": 1.0 }, { "p": 0.10489721596240997, "m": 1.0 }, { "p": 0.06280851364135742, "m": 1.0 }, { "p": 0.08041416108608246, "m": 1.0 }, { "p": 0.07982087880373001, "m": 1.0 }, { "p": 0.08574069291353226, "m": 1.0 }, { "p": 0.07255606353282928, "m": 1.0 }, { "p": 0.09933643043041229, "m": 1.0 }, { "p": 0.07068364322185516, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.431865930557251, "val_loss": 0.7744343280792236, "acc": 72.85, "time": 355.09017579996726, "param": [ { "p": 0.11354832351207733, "m": 1.0 }, { "p": 0.004698252771049738, "m": 1.0 }, { "p": 0.0749693512916565, "m": 1.0 }, { "p": 0.038128193467855453, "m": 1.0 }, { "p": 0.05240585282444954, "m": 1.0 }, { "p": 0.04760938137769699, "m": 1.0 }, { "p": 0.09166271984577179, "m": 1.0 }, { "p": 0.05271465331315994, "m": 1.0 }, { "p": 0.06413689255714417, "m": 1.0 }, { "p": 0.07937123626470566, "m": 1.0 }, { "p": 0.08040860295295715, "m": 1.0 }, { "p": 0.11526935547590256, "m": 1.0 }, { "p": 0.11791615933179855, "m": 1.0 }, { "p": 0.06716097891330719, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.599989414215088, "val_loss": 0.8346022367477417, "acc": 71.82, "time": 351.1033179810038, "param": [ { "p": 0.10673469305038452, "m": 1.0 }, { "p": 0.01677905209362507, "m": 1.0 }, { "p": 0.09907924383878708, "m": 1.0 }, { "p": 0.08655517548322678, "m": 1.0 }, { "p": 0.05491289496421814, "m": 1.0 }, { "p": 0.06775955855846405, "m": 1.0 }, { "p": 0.09440047293901443, "m": 1.0 }, { "p": 0.07964254915714264, "m": 1.0 }, { "p": 0.08783424645662308, "m": 1.0 }, { "p": 0.05994131788611412, "m": 1.0 }, { "p": 0.095748171210289, "m": 1.0 }, { "p": 0.06318724155426025, "m": 1.0 }, { "p": 0.08672453463077545, "m": 1.0 }, { "p": 0.0007008317043073475, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.6662461757659912, "val_loss": 0.9567043781280518, "acc": 71.61, "time": 363.40803645696724, "param": [ { "p": 0.09312641620635986, "m": 1.0 }, { "p": 0.03927302733063698, "m": 1.0 }, { "p": 0.0752132311463356, "m": 1.0 }, { "p": 0.07558688521385193, "m": 1.0 }, { "p": 0.05867038667201996, "m": 1.0 }, { "p": 0.05559389293193817, "m": 1.0 }, { "p": 0.0674709677696228, "m": 1.0 }, { "p": 0.061517875641584396, "m": 1.0 }, { "p": 0.04851137101650238, "m": 1.0 }, { "p": 0.10461144894361496, "m": 1.0 }, { "p": 0.07899964600801468, "m": 1.0 }, { "p": 0.10328362882137299, "m": 1.0 }, { "p": 0.07997613400220871, "m": 1.0 }, { "p": 0.05816500261425972, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.624282956123352, "val_loss": 0.7153637409210205, "acc": 72.28, "time": 342.79735714697745, "param": [ { "p": 0.0839863270521164, "m": 1.0 }, { "p": 0.04000117629766464, "m": 1.0 }, { "p": 0.09631383419036865, "m": 1.0 }, { "p": 0.08617556840181351, "m": 1.0 }, { "p": 0.07826746255159378, "m": 1.0 }, { "p": 0.04951963573694229, "m": 1.0 }, { "p": 0.0845603421330452, "m": 1.0 }, { "p": 0.023031240329146385, "m": 1.0 }, { "p": 0.07427127659320831, "m": 1.0 }, { "p": 0.0874241441488266, "m": 1.0 }, { "p": 0.07379842549562454, "m": 1.0 }, { "p": 0.09549375623464584, "m": 1.0 }, { "p": 0.07077612727880478, "m": 1.0 }, { "p": 0.056380707770586014, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.3388696908950806, "val_loss": 0.8225095868110657, "acc": 72.68, "time": 388.01351697195787, "param": [ { "p": 0.07727380841970444, "m": 1.0 }, { "p": 0.002345873275771737, "m": 1.0 }, { "p": 0.09736880660057068, "m": 1.0 }, { "p": 0.06748119741678238, "m": 1.0 }, { "p": 0.011043223552405834, "m": 1.0 }, { "p": 0.025515807792544365, "m": 1.0 }, { "p": 0.0981520339846611, "m": 1.0 }, { "p": 0.08365067839622498, "m": 1.0 }, { "p": 0.06372757256031036, "m": 1.0 }, { "p": 0.08420440554618835, "m": 1.0 }, { "p": 0.09638743102550507, "m": 1.0 }, { "p": 0.11038587987422943, "m": 1.0 }, { "p": 0.10332965850830078, "m": 1.0 }, { "p": 0.079133540391922, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.097198724746704, "val_loss": 0.8554949164390564, "acc": 72.68, "time": 360.66156264499296, "param": [ { "p": 0.09404003620147705, "m": 1.0 }, { "p": 0.018631789833307266, "m": 1.0 }, { "p": 0.0873829647898674, "m": 1.0 }, { "p": 0.05329117178916931, "m": 1.0 }, { "p": 0.06319857388734818, "m": 1.0 }, { "p": 0.014172034338116646, "m": 1.0 }, { "p": 0.10379631072282791, "m": 1.0 }, { "p": 0.07013597339391708, "m": 1.0 }, { "p": 0.0827539935708046, "m": 1.0 }, { "p": 0.07448575645685196, "m": 1.0 }, { "p": 0.0921315923333168, "m": 1.0 }, { "p": 0.09596631675958633, "m": 1.0 }, { "p": 0.09554540365934372, "m": 1.0 }, { "p": 0.05446818098425865, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.9103204011917114, "val_loss": 0.7514463067054749, "acc": 71.07, "time": 324.1566995640169, "param": [ { "p": 0.09574689716100693, "m": 1.0 }, { "p": 0.02202402427792549, "m": 1.0 }, { "p": 0.08914563804864883, "m": 1.0 }, { "p": 0.05436597019433975, "m": 1.0 }, { "p": 0.04856424778699875, "m": 1.0 }, { "p": 0.029359420761466026, "m": 1.0 }, { "p": 0.08425554633140564, "m": 1.0 }, { "p": 0.059473928064107895, "m": 1.0 }, { "p": 0.09300674498081207, "m": 1.0 }, { "p": 0.08195758610963821, "m": 1.0 }, { "p": 0.08437944203615189, "m": 1.0 }, { "p": 0.09625649452209473, "m": 1.0 }, { "p": 0.08009546250104904, "m": 1.0 }, { "p": 0.08136852085590363, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.7927216291427612, "val_loss": 0.7854672074317932, "acc": 71.84, "time": 363.5053515090258, "param": [ { "p": 0.11171561479568481, "m": 1.0 }, { "p": 0.024999266490340233, "m": 1.0 }, { "p": 0.07962363958358765, "m": 1.0 }, { "p": 0.07092759013175964, "m": 1.0 }, { "p": 0.057675283402204514, "m": 1.0 }, { "p": 0.02909582294523716, "m": 1.0 }, { "p": 0.09272322058677673, "m": 1.0 }, { "p": 0.06357009708881378, "m": 1.0 }, { "p": 0.06371641159057617, "m": 1.0 }, { "p": 0.07188013941049576, "m": 1.0 }, { "p": 0.08367114514112473, "m": 1.0 }, { "p": 0.08973677456378937, "m": 1.0 }, { "p": 0.10432333499193192, "m": 1.0 }, { "p": 0.05634158104658127, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.478393316268921, "val_loss": 0.7722550630569458, "acc": 73.22, "time": 340.76098755799467, "param": [ { "p": 0.08437230437994003, "m": 1.0 }, { "p": 0.024618353694677353, "m": 1.0 }, { "p": 0.09639782458543777, "m": 1.0 }, { "p": 0.07430855184793472, "m": 1.0 }, { "p": 0.03493427485227585, "m": 1.0 }, { "p": 0.032849811017513275, "m": 1.0 }, { "p": 0.09439818561077118, "m": 1.0 }, { "p": 0.07714322209358215, "m": 1.0 }, { "p": 0.07580981403589249, "m": 1.0 }, { "p": 0.08313724398612976, "m": 1.0 }, { "p": 0.08105999231338501, "m": 1.0 }, { "p": 0.08578380942344666, "m": 1.0 }, { "p": 0.08865360915660858, "m": 1.0 }, { "p": 0.06653293967247009, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.7938129901885986, "val_loss": 0.6533915400505066, "acc": 72.27, "time": 358.87936509103747, "param": [ { "p": 0.06679137051105499, "m": 1.0 }, { "p": 0.038881830871105194, "m": 1.0 }, { "p": 0.07525341957807541, "m": 1.0 }, { "p": 0.09114674478769302, "m": 1.0 }, { "p": 0.02188665233552456, "m": 1.0 }, { "p": 0.04806137830018997, "m": 1.0 }, { "p": 0.07881208509206772, "m": 1.0 }, { "p": 0.05658024549484253, "m": 1.0 }, { "p": 0.07969442009925842, "m": 1.0 }, { "p": 0.09050016105175018, "m": 1.0 }, { "p": 0.08663634955883026, "m": 1.0 }, { "p": 0.09430669248104095, "m": 1.0 }, { "p": 0.1041569858789444, "m": 1.0 }, { "p": 0.06729163974523544, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.2606861591339111, "val_loss": 0.8863222002983093, "acc": 72.39, "time": 346.90250106103485, "param": [ { "p": 0.10197439044713974, "m": 1.0 }, { "p": 0.016542641445994377, "m": 1.0 }, { "p": 0.08376279473304749, "m": 1.0 }, { "p": 0.06240290030837059, "m": 1.0 }, { "p": 0.0396743044257164, "m": 1.0 }, { "p": 0.021432016044855118, "m": 1.0 }, { "p": 0.09376439452171326, "m": 1.0 }, { "p": 0.07418510317802429, "m": 1.0 }, { "p": 0.07032276690006256, "m": 1.0 }, { "p": 0.08879018574953079, "m": 1.0 }, { "p": 0.09134326875209808, "m": 1.0 }, { "p": 0.11559336632490158, "m": 1.0 }, { "p": 0.09167080372571945, "m": 1.0 }, { "p": 0.04854102432727814, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.5806599855422974, "val_loss": 0.7788618803024292, "acc": 72.53, "time": 397.4541491869604, "param": [ { "p": 0.09723573178052902, "m": 1.0 }, { "p": 0.01593516208231449, "m": 1.0 }, { "p": 0.07117391377687454, "m": 1.0 }, { "p": 0.03878339007496834, "m": 1.0 }, { "p": 0.04244543984532356, "m": 1.0 }, { "p": 0.029235530644655228, "m": 1.0 }, { "p": 0.07563261687755585, "m": 1.0 }, { "p": 0.07503273338079453, "m": 1.0 }, { "p": 0.10346019268035889, "m": 1.0 }, { "p": 0.09511377662420273, "m": 1.0 }, { "p": 0.07765345275402069, "m": 1.0 }, { "p": 0.07647282630205154, "m": 1.0 }, { "p": 0.1263909935951233, "m": 1.0 }, { "p": 0.07543422281742096, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.8052191734313965, "val_loss": 0.7954636216163635, "acc": 72.41, "time": 351.3112779459916, "param": [ { "p": 0.08447092771530151, "m": 1.0 }, { "p": 0.03946414962410927, "m": 1.0 }, { "p": 0.08905930072069168, "m": 1.0 }, { "p": 0.041065018624067307, "m": 1.0 }, { "p": 0.021098727360367775, "m": 1.0 }, { "p": 0.06582456827163696, "m": 1.0 }, { "p": 0.08014487475156784, "m": 1.0 }, { "p": 0.08672523498535156, "m": 1.0 }, { "p": 0.07076212018728256, "m": 1.0 }, { "p": 0.10910723358392715, "m": 1.0 }, { "p": 0.052111346274614334, "m": 1.0 }, { "p": 0.09090368449687958, "m": 1.0 }, { "p": 0.10100753605365753, "m": 1.0 }, { "p": 0.06825529783964157, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.50924551486969, "val_loss": 0.7629353404045105, "acc": 72.23, "time": 340.98215779603925, "param": [ { "p": 0.06189844757318497, "m": 1.0 }, { "p": 0.032814644277095795, "m": 1.0 }, { "p": 0.06713306158781052, "m": 1.0 }, { "p": 0.07554306834936142, "m": 1.0 }, { "p": 0.05333710089325905, "m": 1.0 }, { "p": 0.03165969252586365, "m": 1.0 }, { "p": 0.09472218155860901, "m": 1.0 }, { "p": 0.08199004828929901, "m": 1.0 }, { "p": 0.07320281863212585, "m": 1.0 }, { "p": 0.09055305272340775, "m": 1.0 }, { "p": 0.09079963713884354, "m": 1.0 }, { "p": 0.07587794959545135, "m": 1.0 }, { "p": 0.09574262797832489, "m": 1.0 }, { "p": 0.07472565025091171, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.5637407302856445, "val_loss": 0.7402689456939697, "acc": 73.02, "time": 332.90374374302337, "param": [ { "p": 0.0849425196647644, "m": 1.0 }, { "p": 0.017628034576773643, "m": 1.0 }, { "p": 0.06552867591381073, "m": 1.0 }, { "p": 0.05972747877240181, "m": 1.0 }, { "p": 0.04225081205368042, "m": 1.0 }, { "p": 0.046878498047590256, "m": 1.0 }, { "p": 0.09424272179603577, "m": 1.0 }, { "p": 0.05269230902194977, "m": 1.0 }, { "p": 0.08172839879989624, "m": 1.0 }, { "p": 0.1070859357714653, "m": 1.0 }, { "p": 0.0892031341791153, "m": 1.0 }, { "p": 0.10408653318881989, "m": 1.0 }, { "p": 0.11352255195379257, "m": 1.0 }, { "p": 0.04048241674900055, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.784645676612854, "val_loss": 0.751939058303833, "acc": 72.1, "time": 365.1451037770021, "param": [ { "p": 0.08329024165868759, "m": 1.0 }, { "p": 0.0053344969637691975, "m": 1.0 }, { "p": 0.0848560705780983, "m": 1.0 }, { "p": 0.06864141672849655, "m": 1.0 }, { "p": 0.07404442131519318, "m": 1.0 }, { "p": 0.07716027647256851, "m": 1.0 }, { "p": 0.08294044435024261, "m": 1.0 }, { "p": 0.0660669133067131, "m": 1.0 }, { "p": 0.06699594110250473, "m": 1.0 }, { "p": 0.08227772265672684, "m": 1.0 }, { "p": 0.09278598427772522, "m": 1.0 }, { "p": 0.07538152486085892, "m": 1.0 }, { "p": 0.0722116008400917, "m": 1.0 }, { "p": 0.06801288574934006, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.6183432340621948, "val_loss": 0.7723747491836548, "acc": 72.64, "time": 333.84267847199226, "param": [ { "p": 0.08611606806516647, "m": 1.0 }, { "p": 0.03724006563425064, "m": 1.0 }, { "p": 0.08448954671621323, "m": 1.0 }, { "p": 0.04185740649700165, "m": 1.0 }, { "p": 0.05359958857297897, "m": 1.0 }, { "p": 0.0096571184694767, "m": 1.0 }, { "p": 0.09197629243135452, "m": 1.0 }, { "p": 0.06200575456023216, "m": 1.0 }, { "p": 0.10421491414308548, "m": 1.0 }, { "p": 0.08536958694458008, "m": 1.0 }, { "p": 0.09950904548168182, "m": 1.0 }, { "p": 0.08357517421245575, "m": 1.0 }, { "p": 0.10566090047359467, "m": 1.0 }, { "p": 0.05472862720489502, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.64796781539917, "val_loss": 0.7266216278076172, "acc": 71.97, "time": 371.8876204940025, "param": [ { "p": 0.08050912618637085, "m": 1.0 }, { "p": 0.04265937581658363, "m": 1.0 }, { "p": 0.08012127876281738, "m": 1.0 }, { "p": 0.03219721093773842, "m": 1.0 }, { "p": 0.05698650702834129, "m": 1.0 }, { "p": 0.05656380578875542, "m": 1.0 }, { "p": 0.0636555477976799, "m": 1.0 }, { "p": 0.06629520654678345, "m": 1.0 }, { "p": 0.09347508102655411, "m": 1.0 }, { "p": 0.08866582065820694, "m": 1.0 }, { "p": 0.08418316394090652, "m": 1.0 }, { "p": 0.09851494431495667, "m": 1.0 }, { "p": 0.10462161153554916, "m": 1.0 }, { "p": 0.05155130475759506, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 1.1480989456176758, "val_loss": 0.7392654418945312, "acc": 72.46, "time": 352.4492535319878, "param": [ { "p": 0.1195385679602623, "m": 1.0 }, { "p": 0.010394550859928131, "m": 1.0 }, { "p": 0.06352031975984573, "m": 1.0 }, { "p": 0.029569828882813454, "m": 1.0 }, { "p": 0.0007008374086581171, "m": 1.0 }, { "p": 0.035741522908210754, "m": 1.0 }, { "p": 0.09961812943220139, "m": 1.0 }, { "p": 0.10094700008630753, "m": 1.0 }, { "p": 0.08264373242855072, "m": 1.0 }, { "p": 0.09658379852771759, "m": 1.0 }, { "p": 0.09816920012235641, "m": 1.0 }, { "p": 0.07054796069860458, "m": 1.0 }, { "p": 0.14312218129634857, "m": 1.0 }, { "p": 0.048902478069067, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 1.4911715984344482, "val_loss": 0.7252285480499268, "acc": 72.62, "time": 334.5904516999726, "param": [ { "p": 0.08075575530529022, "m": 1.0 }, { "p": 0.0557895228266716, "m": 1.0 }, { "p": 0.08539853990077972, "m": 1.0 }, { "p": 0.06839858740568161, "m": 1.0 }, { "p": 0.046516478061676025, "m": 1.0 }, { "p": 0.040731146931648254, "m": 1.0 }, { "p": 0.09825145453214645, "m": 1.0 }, { "p": 0.06842733174562454, "m": 1.0 }, { "p": 0.06495910882949829, "m": 1.0 }, { "p": 0.09519461542367935, "m": 1.0 }, { "p": 0.09175848215818405, "m": 1.0 }, { "p": 0.08566088229417801, "m": 1.0 }, { "p": 0.05964861810207367, "m": 1.0 }, { "p": 0.058509454131126404, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 1.4381226301193237, "val_loss": 0.7153530120849609, "acc": 71.68, "time": 326.6921554799774, "param": [ { "p": 0.11356134712696075, "m": 1.0 }, { "p": 0.010144665837287903, "m": 1.0 }, { "p": 0.10343632847070694, "m": 1.0 }, { "p": 0.056985653936862946, "m": 1.0 }, { "p": 0.05373581126332283, "m": 1.0 }, { "p": 0.05756529048085213, "m": 1.0 }, { "p": 0.0610603466629982, "m": 1.0 }, { "p": 0.06930246949195862, "m": 1.0 }, { "p": 0.06153940409421921, "m": 1.0 }, { "p": 0.07348214834928513, "m": 1.0 }, { "p": 0.10139984637498856, "m": 1.0 }, { "p": 0.09597533941268921, "m": 1.0 }, { "p": 0.0985572412610054, "m": 1.0 }, { "p": 0.04325404018163681, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 1.4353822469711304, "val_loss": 0.7743693590164185, "acc": 72.52, "time": 341.7405925579951, "param": [ { "p": 0.0955648422241211, "m": 1.0 }, { "p": 0.057888057082891464, "m": 1.0 }, { "p": 0.09395082294940948, "m": 1.0 }, { "p": 0.07015671581029892, "m": 1.0 }, { "p": 0.04707926884293556, "m": 1.0 }, { "p": 0.04186038300395012, "m": 1.0 }, { "p": 0.045689765363931656, "m": 1.0 }, { "p": 0.07816831767559052, "m": 1.0 }, { "p": 0.07469492405653, "m": 1.0 }, { "p": 0.07672201842069626, "m": 1.0 }, { "p": 0.07223115116357803, "m": 1.0 }, { "p": 0.08937104791402817, "m": 1.0 }, { "p": 0.0841202437877655, "m": 1.0 }, { "p": 0.0725024938583374, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 1.3866561651229858, "val_loss": 0.7624380588531494, "acc": 72.11, "time": 350.695206257049, "param": [ { "p": 0.09303586930036545, "m": 1.0 }, { "p": 0.051305193454027176, "m": 1.0 }, { "p": 0.10180406272411346, "m": 1.0 }, { "p": 0.0640159323811531, "m": 1.0 }, { "p": 0.038781359791755676, "m": 1.0 }, { "p": 0.02309582568705082, "m": 1.0 }, { "p": 0.08204827457666397, "m": 1.0 }, { "p": 0.05823270231485367, "m": 1.0 }, { "p": 0.07466285675764084, "m": 1.0 }, { "p": 0.06342924386262894, "m": 1.0 }, { "p": 0.08050652593374252, "m": 1.0 }, { "p": 0.1042853370308876, "m": 1.0 }, { "p": 0.08486331254243851, "m": 1.0 }, { "p": 0.07993342727422714, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 1.203071117401123, "val_loss": 0.6866551041603088, "acc": 73.02, "time": 353.3161307909759, "param": [ { "p": 0.10113084316253662, "m": 1.0 }, { "p": 0.04112051799893379, "m": 1.0 }, { "p": 0.09373090416193008, "m": 1.0 }, { "p": 0.0650896206498146, "m": 1.0 }, { "p": 0.03063460811972618, "m": 1.0 }, { "p": 0.028597885742783546, "m": 1.0 }, { "p": 0.09204910695552826, "m": 1.0 }, { "p": 0.06990072131156921, "m": 1.0 }, { "p": 0.08331537246704102, "m": 1.0 }, { "p": 0.08768340200185776, "m": 1.0 }, { "p": 0.09509187936782837, "m": 1.0 }, { "p": 0.09426821768283844, "m": 1.0 }, { "p": 0.08096311241388321, "m": 1.0 }, { "p": 0.036423712968826294, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 1.631523609161377, "val_loss": 0.7484111785888672, "acc": 72.73, "time": 349.64076834201114, "param": [ { "p": 0.08586407452821732, "m": 1.0 }, { "p": 0.04131119325757027, "m": 1.0 }, { "p": 0.07385266572237015, "m": 1.0 }, { "p": 0.08302532881498337, "m": 1.0 }, { "p": 0.04110746458172798, "m": 1.0 }, { "p": 0.052291516214609146, "m": 1.0 }, { "p": 0.10860145837068558, "m": 1.0 }, { "p": 0.0817820280790329, "m": 1.0 }, { "p": 0.06295366585254669, "m": 1.0 }, { "p": 0.07522675395011902, "m": 1.0 }, { "p": 0.08405372500419617, "m": 1.0 }, { "p": 0.09881584346294403, "m": 1.0 }, { "p": 0.08212883770465851, "m": 1.0 }, { "p": 0.028985537588596344, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 1.8736746311187744, "val_loss": 0.7359722256660461, "acc": 73.67, "time": 367.7109273080132, "param": [ { "p": 0.09194868057966232, "m": 1.0 }, { "p": 0.005791857838630676, "m": 1.0 }, { "p": 0.09843689203262329, "m": 1.0 }, { "p": 0.08298542350530624, "m": 1.0 }, { "p": 0.04462694749236107, "m": 1.0 }, { "p": 0.03829880803823471, "m": 1.0 }, { "p": 0.0464203916490078, "m": 1.0 }, { "p": 0.09139791131019592, "m": 1.0 }, { "p": 0.07177438586950302, "m": 1.0 }, { "p": 0.09799063950777054, "m": 1.0 }, { "p": 0.09818294644355774, "m": 1.0 }, { "p": 0.09049700200557709, "m": 1.0 }, { "p": 0.08672172576189041, "m": 1.0 }, { "p": 0.05492645874619484, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 1.527325987815857, "val_loss": 0.7953321933746338, "acc": 72.27, "time": 368.85714404803, "param": [ { "p": 0.11086814850568771, "m": 1.0 }, { "p": 0.04794013500213623, "m": 1.0 }, { "p": 0.0735849067568779, "m": 1.0 }, { "p": 0.08264396339654922, "m": 1.0 }, { "p": 0.05051780119538307, "m": 1.0 }, { "p": 0.016753114759922028, "m": 1.0 }, { "p": 0.055930688977241516, "m": 1.0 }, { "p": 0.083009272813797, "m": 1.0 }, { "p": 0.05234234780073166, "m": 1.0 }, { "p": 0.08949661999940872, "m": 1.0 }, { "p": 0.07923414558172226, "m": 1.0 }, { "p": 0.09030260145664215, "m": 1.0 }, { "p": 0.09032054990530014, "m": 1.0 }, { "p": 0.07705565541982651, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 1.4998153448104858, "val_loss": 0.7978843450546265, "acc": 72.54, "time": 340.6914066959871, "param": [ { "p": 0.11228791624307632, "m": 1.0 }, { "p": 0.04035560414195061, "m": 1.0 }, { "p": 0.0589369498193264, "m": 1.0 }, { "p": 0.0752066969871521, "m": 1.0 }, { "p": 0.025474492460489273, "m": 1.0 }, { "p": 0.04826371744275093, "m": 1.0 }, { "p": 0.06340955942869186, "m": 1.0 }, { "p": 0.09700260311365128, "m": 1.0 }, { "p": 0.08149642497301102, "m": 1.0 }, { "p": 0.10286948829889297, "m": 1.0 }, { "p": 0.08239219337701797, "m": 1.0 }, { "p": 0.0901169702410698, "m": 1.0 }, { "p": 0.08413831889629364, "m": 1.0 }, { "p": 0.038048990070819855, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 1.7212916612625122, "val_loss": 0.8053625822067261, "acc": 73.06, "time": 372.04660236201016, "param": [ { "p": 0.06451857835054398, "m": 1.0 }, { "p": 0.04833592101931572, "m": 1.0 }, { "p": 0.09341631829738617, "m": 1.0 }, { "p": 0.0750545933842659, "m": 1.0 }, { "p": 0.03287395462393761, "m": 1.0 }, { "p": 0.03533880040049553, "m": 1.0 }, { "p": 0.0778011754155159, "m": 1.0 }, { "p": 0.07164078950881958, "m": 1.0 }, { "p": 0.08496782183647156, "m": 1.0 }, { "p": 0.08294782787561417, "m": 1.0 }, { "p": 0.09261876344680786, "m": 1.0 }, { "p": 0.08879302442073822, "m": 1.0 }, { "p": 0.08346033096313477, "m": 1.0 }, { "p": 0.06823201477527618, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 1.3839812278747559, "val_loss": 0.6199637055397034, "acc": 72.75, "time": 359.0937808090239, "param": [ { "p": 0.07732047885656357, "m": 1.0 }, { "p": 0.04821023717522621, "m": 1.0 }, { "p": 0.10531235486268997, "m": 1.0 }, { "p": 0.05353065952658653, "m": 1.0 }, { "p": 0.05608975142240524, "m": 1.0 }, { "p": 0.026041660457849503, "m": 1.0 }, { "p": 0.07765520364046097, "m": 1.0 }, { "p": 0.08757860958576202, "m": 1.0 }, { "p": 0.09002865105867386, "m": 1.0 }, { "p": 0.06705302745103836, "m": 1.0 }, { "p": 0.08395720273256302, "m": 1.0 }, { "p": 0.09629053622484207, "m": 1.0 }, { "p": 0.09122543036937714, "m": 1.0 }, { "p": 0.039706192910671234, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 1.711108684539795, "val_loss": 0.8464304208755493, "acc": 71.11, "time": 338.70423761202255, "param": [ { "p": 0.0924968421459198, "m": 1.0 }, { "p": 0.04460915923118591, "m": 1.0 }, { "p": 0.08172270655632019, "m": 1.0 }, { "p": 0.07638692855834961, "m": 1.0 }, { "p": 0.029690854251384735, "m": 1.0 }, { "p": 0.01927827298641205, "m": 1.0 }, { "p": 0.08363352715969086, "m": 1.0 }, { "p": 0.05572884529829025, "m": 1.0 }, { "p": 0.08588748425245285, "m": 1.0 }, { "p": 0.10681100189685822, "m": 1.0 }, { "p": 0.07285913825035095, "m": 1.0 }, { "p": 0.09320415556430817, "m": 1.0 }, { "p": 0.09743928909301758, "m": 1.0 }, { "p": 0.06025179848074913, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 1.5540162324905396, "val_loss": 0.8145259618759155, "acc": 72.56, "time": 363.33431316999486, "param": [ { "p": 0.10741739720106125, "m": 1.0 }, { "p": 0.026497237384319305, "m": 1.0 }, { "p": 0.07918714731931686, "m": 1.0 }, { "p": 0.05821966752409935, "m": 1.0 }, { "p": 0.055604297667741776, "m": 1.0 }, { "p": 0.05550262704491615, "m": 1.0 }, { "p": 0.0692097395658493, "m": 1.0 }, { "p": 0.08721233904361725, "m": 1.0 }, { "p": 0.06857496500015259, "m": 1.0 }, { "p": 0.0775926485657692, "m": 1.0 }, { "p": 0.06367756426334381, "m": 1.0 }, { "p": 0.09442505240440369, "m": 1.0 }, { "p": 0.10116294026374817, "m": 1.0 }, { "p": 0.05571647360920906, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 1.6795265674591064, "val_loss": 0.824061393737793, "acc": 72.39, "time": 316.74003450002056, "param": [ { "p": 0.10575944185256958, "m": 1.0 }, { "p": 0.01328000146895647, "m": 1.0 }, { "p": 0.10533936321735382, "m": 1.0 }, { "p": 0.07665807008743286, "m": 1.0 }, { "p": 0.05040706694126129, "m": 1.0 }, { "p": 0.04735223203897476, "m": 1.0 }, { "p": 0.08986318856477737, "m": 1.0 }, { "p": 0.05450998246669769, "m": 1.0 }, { "p": 0.07914117723703384, "m": 1.0 }, { "p": 0.09174919128417969, "m": 1.0 }, { "p": 0.05311529338359833, "m": 1.0 }, { "p": 0.08258561044931412, "m": 1.0 }, { "p": 0.09854450076818466, "m": 1.0 }, { "p": 0.05169492959976196, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 1.6070014238357544, "val_loss": 0.8597295880317688, "acc": 71.43, "time": 322.85264879098395, "param": [ { "p": 0.0731588751077652, "m": 1.0 }, { "p": 0.04165128991007805, "m": 1.0 }, { "p": 0.08107426762580872, "m": 1.0 }, { "p": 0.07599614560604095, "m": 1.0 }, { "p": 0.05247711390256882, "m": 1.0 }, { "p": 0.05177312344312668, "m": 1.0 }, { "p": 0.07695181667804718, "m": 1.0 }, { "p": 0.08586277812719345, "m": 1.0 }, { "p": 0.08581171929836273, "m": 1.0 }, { "p": 0.0753084123134613, "m": 1.0 }, { "p": 0.09066151082515717, "m": 1.0 }, { "p": 0.08754643052816391, "m": 1.0 }, { "p": 0.087832972407341, "m": 1.0 }, { "p": 0.03389354795217514, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 1.4599332809448242, "val_loss": 0.8615207672119141, "acc": 71.13, "time": 339.0141005659825, "param": [ { "p": 0.08346421271562576, "m": 1.0 }, { "p": 0.015791477635502815, "m": 1.0 }, { "p": 0.07394054532051086, "m": 1.0 }, { "p": 0.079618901014328, "m": 1.0 }, { "p": 0.027374744415283203, "m": 1.0 }, { "p": 0.06536955386400223, "m": 1.0 }, { "p": 0.06811073422431946, "m": 1.0 }, { "p": 0.05696382746100426, "m": 1.0 }, { "p": 0.08682616800069809, "m": 1.0 }, { "p": 0.11911793798208237, "m": 1.0 }, { "p": 0.0907696858048439, "m": 1.0 }, { "p": 0.09073920547962189, "m": 1.0 }, { "p": 0.06606018543243408, "m": 1.0 }, { "p": 0.07585282623767853, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 1.2284257411956787, "val_loss": 0.7061507701873779, "acc": 73.14, "time": 322.9459190570051, "param": [ { "p": 0.09270802140235901, "m": 1.0 }, { "p": 0.056828103959560394, "m": 1.0 }, { "p": 0.09039539843797684, "m": 1.0 }, { "p": 0.060942068696022034, "m": 1.0 }, { "p": 0.020047452300786972, "m": 1.0 }, { "p": 0.04726196452975273, "m": 1.0 }, { "p": 0.0980527326464653, "m": 1.0 }, { "p": 0.07350919395685196, "m": 1.0 }, { "p": 0.06983068585395813, "m": 1.0 }, { "p": 0.07301973551511765, "m": 1.0 }, { "p": 0.0693712905049324, "m": 1.0 }, { "p": 0.11513034254312515, "m": 1.0 }, { "p": 0.08430466055870056, "m": 1.0 }, { "p": 0.04859837517142296, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 1.6558008193969727, "val_loss": 0.6732908487319946, "acc": 72.63, "time": 336.05850358499447, "param": [ { "p": 0.08182123303413391, "m": 1.0 }, { "p": 0.017544180154800415, "m": 1.0 }, { "p": 0.09412462264299393, "m": 1.0 }, { "p": 0.08359235525131226, "m": 1.0 }, { "p": 0.04837574437260628, "m": 1.0 }, { "p": 0.016584880650043488, "m": 1.0 }, { "p": 0.10211370140314102, "m": 1.0 }, { "p": 0.07293349504470825, "m": 1.0 }, { "p": 0.07882039248943329, "m": 1.0 }, { "p": 0.06940196454524994, "m": 1.0 }, { "p": 0.08477459102869034, "m": 1.0 }, { "p": 0.11589984595775604, "m": 1.0 }, { "p": 0.11037739366292953, "m": 1.0 }, { "p": 0.023635540157556534, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 1.4034686088562012, "val_loss": 0.7319842576980591, "acc": 73.15, "time": 330.26989148400025, "param": [ { "p": 0.11250539124011993, "m": 1.0 }, { "p": 0.040544018149375916, "m": 1.0 }, { "p": 0.09294619411230087, "m": 1.0 }, { "p": 0.08594375848770142, "m": 1.0 }, { "p": 0.045558635145425797, "m": 1.0 }, { "p": 0.0006812860956415534, "m": 1.0 }, { "p": 0.10380181670188904, "m": 1.0 }, { "p": 0.06038052588701248, "m": 1.0 }, { "p": 0.09063363075256348, "m": 1.0 }, { "p": 0.06581886112689972, "m": 1.0 }, { "p": 0.0567949078977108, "m": 1.0 }, { "p": 0.08516129106283188, "m": 1.0 }, { "p": 0.0999891608953476, "m": 1.0 }, { "p": 0.05924053117632866, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 1.3298190832138062, "val_loss": 0.8003604412078857, "acc": 73.05, "time": 367.5871875199955, "param": [ { "p": 0.11157909035682678, "m": 1.0 }, { "p": 0.037234365940093994, "m": 1.0 }, { "p": 0.10314495861530304, "m": 1.0 }, { "p": 0.08118672668933868, "m": 1.0 }, { "p": 0.04509872570633888, "m": 1.0 }, { "p": 0.025579312816262245, "m": 1.0 }, { "p": 0.06572795659303665, "m": 1.0 }, { "p": 0.08443588763475418, "m": 1.0 }, { "p": 0.05837889015674591, "m": 1.0 }, { "p": 0.11218103766441345, "m": 1.0 }, { "p": 0.04996251314878464, "m": 1.0 }, { "p": 0.08377978950738907, "m": 1.0 }, { "p": 0.08537665754556656, "m": 1.0 }, { "p": 0.05633408948779106, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 1.3067694902420044, "val_loss": 0.7708178162574768, "acc": 72.92, "time": 360.1139776429627, "param": [ { "p": 0.0825098305940628, "m": 1.0 }, { "p": 0.013739938847720623, "m": 1.0 }, { "p": 0.09652896970510483, "m": 1.0 }, { "p": 0.0697161853313446, "m": 1.0 }, { "p": 0.05195740982890129, "m": 1.0 }, { "p": 0.04743591696023941, "m": 1.0 }, { "p": 0.08867546170949936, "m": 1.0 }, { "p": 0.08709403872489929, "m": 1.0 }, { "p": 0.0938899964094162, "m": 1.0 }, { "p": 0.0678367093205452, "m": 1.0 }, { "p": 0.08753863722085953, "m": 1.0 }, { "p": 0.10645119100809097, "m": 1.0 }, { "p": 0.06679609417915344, "m": 1.0 }, { "p": 0.03982960432767868, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 1.693608045578003, "val_loss": 0.69834303855896, "acc": 73.06, "time": 340.43989426404005, "param": [ { "p": 0.09751742333173752, "m": 1.0 }, { "p": 0.019399505108594894, "m": 1.0 }, { "p": 0.07343363761901855, "m": 1.0 }, { "p": 0.07709453999996185, "m": 1.0 }, { "p": 0.06210050731897354, "m": 1.0 }, { "p": 0.019967705011367798, "m": 1.0 }, { "p": 0.07776153087615967, "m": 1.0 }, { "p": 0.07508646696805954, "m": 1.0 }, { "p": 0.08457434177398682, "m": 1.0 }, { "p": 0.07558601349592209, "m": 1.0 }, { "p": 0.1081133782863617, "m": 1.0 }, { "p": 0.10518791526556015, "m": 1.0 }, { "p": 0.0771525576710701, "m": 1.0 }, { "p": 0.04702441394329071, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 1.644872784614563, "val_loss": 0.8575819730758667, "acc": 72.25, "time": 357.4069272930501, "param": [ { "p": 0.08185576647520065, "m": 1.0 }, { "p": 0.04340256750583649, "m": 1.0 }, { "p": 0.07656242698431015, "m": 1.0 }, { "p": 0.07113239169120789, "m": 1.0 }, { "p": 0.05443641170859337, "m": 1.0 }, { "p": 0.06319016218185425, "m": 1.0 }, { "p": 0.07724138349294662, "m": 1.0 }, { "p": 0.04443786293268204, "m": 1.0 }, { "p": 0.08998879045248032, "m": 1.0 }, { "p": 0.09490252286195755, "m": 1.0 }, { "p": 0.07312355190515518, "m": 1.0 }, { "p": 0.07649344205856323, "m": 1.0 }, { "p": 0.10054969042539597, "m": 1.0 }, { "p": 0.05268304422497749, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 1.6056339740753174, "val_loss": 0.8109021782875061, "acc": 73.3, "time": 344.58462019998115, "param": [ { "p": 0.10074536502361298, "m": 1.0 }, { "p": 0.05102059245109558, "m": 1.0 }, { "p": 0.11022722721099854, "m": 1.0 }, { "p": 0.05969787761569023, "m": 1.0 }, { "p": 0.04347106069326401, "m": 1.0 }, { "p": 0.04950657859444618, "m": 1.0 }, { "p": 0.09552348405122757, "m": 1.0 }, { "p": 0.06968620419502258, "m": 1.0 }, { "p": 0.0548563227057457, "m": 1.0 }, { "p": 0.06601347029209137, "m": 1.0 }, { "p": 0.07439742237329483, "m": 1.0 }, { "p": 0.08523090183734894, "m": 1.0 }, { "p": 0.08333680033683777, "m": 1.0 }, { "p": 0.056286782026290894, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 1.9106690883636475, "val_loss": 0.7992140054702759, "acc": 73.0, "time": 342.3512660599663, "param": [ { "p": 0.06514278054237366, "m": 1.0 }, { "p": 0.05080172047019005, "m": 1.0 }, { "p": 0.08205579966306686, "m": 1.0 }, { "p": 0.08592905849218369, "m": 1.0 }, { "p": 0.0043000695295631886, "m": 1.0 }, { "p": 0.06876891106367111, "m": 1.0 }, { "p": 0.06853208690881729, "m": 1.0 }, { "p": 0.07384247332811356, "m": 1.0 }, { "p": 0.08072051405906677, "m": 1.0 }, { "p": 0.08989693969488144, "m": 1.0 }, { "p": 0.09471482783555984, "m": 1.0 }, { "p": 0.07725510001182556, "m": 1.0 }, { "p": 0.10061746835708618, "m": 1.0 }, { "p": 0.057422202080488205, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 1.3441566228866577, "val_loss": 0.7208342552185059, "acc": 73.49, "time": 345.12380781798856, "param": [ { "p": 0.0837278664112091, "m": 1.0 }, { "p": 0.05974958837032318, "m": 1.0 }, { "p": 0.0890730768442154, "m": 1.0 }, { "p": 0.05260476469993591, "m": 1.0 }, { "p": 0.04061875492334366, "m": 1.0 }, { "p": 0.03274191543459892, "m": 1.0 }, { "p": 0.10200047492980957, "m": 1.0 }, { "p": 0.0756269320845604, "m": 1.0 }, { "p": 0.09610581398010254, "m": 1.0 }, { "p": 0.06140892207622528, "m": 1.0 }, { "p": 0.07085522264242172, "m": 1.0 }, { "p": 0.06623123586177826, "m": 1.0 }, { "p": 0.10171794146299362, "m": 1.0 }, { "p": 0.06753748655319214, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 1.7102770805358887, "val_loss": 0.8897607326507568, "acc": 72.92, "time": 374.43918042298174, "param": [ { "p": 0.06359401345252991, "m": 1.0 }, { "p": 0.06028740480542183, "m": 1.0 }, { "p": 0.07557713240385056, "m": 1.0 }, { "p": 0.08539494127035141, "m": 1.0 }, { "p": 0.050383612513542175, "m": 1.0 }, { "p": 0.04938921704888344, "m": 1.0 }, { "p": 0.07714004069566727, "m": 1.0 }, { "p": 0.07947888225317001, "m": 1.0 }, { "p": 0.07978569716215134, "m": 1.0 }, { "p": 0.09203483909368515, "m": 1.0 }, { "p": 0.07867107540369034, "m": 1.0 }, { "p": 0.07746279984712601, "m": 1.0 }, { "p": 0.07230935990810394, "m": 1.0 }, { "p": 0.058490946888923645, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 1.3878759145736694, "val_loss": 0.8268986344337463, "acc": 73.28, "time": 331.0304888949613, "param": [ { "p": 0.06239888817071915, "m": 1.0 }, { "p": 0.03722013160586357, "m": 1.0 }, { "p": 0.09637149423360825, "m": 1.0 }, { "p": 0.07227149605751038, "m": 1.0 }, { "p": 0.029292352497577667, "m": 1.0 }, { "p": 0.030254771932959557, "m": 1.0 }, { "p": 0.07042685896158218, "m": 1.0 }, { "p": 0.06858845800161362, "m": 1.0 }, { "p": 0.10328912734985352, "m": 1.0 }, { "p": 0.08840427547693253, "m": 1.0 }, { "p": 0.08376232534646988, "m": 1.0 }, { "p": 0.11277295649051666, "m": 1.0 }, { "p": 0.09521421790122986, "m": 1.0 }, { "p": 0.04973264038562775, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 1.5022579431533813, "val_loss": 0.8324729204177856, "acc": 73.4, "time": 336.22394291701494, "param": [ { "p": 0.06913860887289047, "m": 1.0 }, { "p": 0.03900992125272751, "m": 1.0 }, { "p": 0.09589850157499313, "m": 1.0 }, { "p": 0.06939171254634857, "m": 1.0 }, { "p": 0.05085647851228714, "m": 1.0 }, { "p": 0.04640106111764908, "m": 1.0 }, { "p": 0.09161768853664398, "m": 1.0 }, { "p": 0.07016909122467041, "m": 1.0 }, { "p": 0.04696078598499298, "m": 1.0 }, { "p": 0.07969511300325394, "m": 1.0 }, { "p": 0.0840332880616188, "m": 1.0 }, { "p": 0.09598197042942047, "m": 1.0 }, { "p": 0.08902047574520111, "m": 1.0 }, { "p": 0.07182523608207703, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 1.5937949419021606, "val_loss": 0.8607505559921265, "acc": 73.44, "time": 362.617060203047, "param": [ { "p": 0.09071356803178787, "m": 1.0 }, { "p": 0.057960789650678635, "m": 1.0 }, { "p": 0.08631784468889236, "m": 1.0 }, { "p": 0.05356219410896301, "m": 1.0 }, { "p": 0.0482155941426754, "m": 1.0 }, { "p": 0.0533842109143734, "m": 1.0 }, { "p": 0.09073399752378464, "m": 1.0 }, { "p": 0.08142178505659103, "m": 1.0 }, { "p": 0.09155651181936264, "m": 1.0 }, { "p": 0.08905711770057678, "m": 1.0 }, { "p": 0.0767531618475914, "m": 1.0 }, { "p": 0.0711648166179657, "m": 1.0 }, { "p": 0.08832783997058868, "m": 1.0 }, { "p": 0.020830649882555008, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 1.375759243965149, "val_loss": 0.7668648362159729, "acc": 71.61, "time": 371.03535735298647, "param": [ { "p": 0.10389921814203262, "m": 1.0 }, { "p": 0.04198608174920082, "m": 1.0 }, { "p": 0.11746981739997864, "m": 1.0 }, { "p": 0.0013967346167191863, "m": 1.0 }, { "p": 0.05909707397222519, "m": 1.0 }, { "p": 0.04259876534342766, "m": 1.0 }, { "p": 0.03115774318575859, "m": 1.0 }, { "p": 0.08711956441402435, "m": 1.0 }, { "p": 0.06516101956367493, "m": 1.0 }, { "p": 0.05582842603325844, "m": 1.0 }, { "p": 0.11050336807966232, "m": 1.0 }, { "p": 0.11580381542444229, "m": 1.0 }, { "p": 0.10940684378147125, "m": 1.0 }, { "p": 0.05857153981924057, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 1.203300952911377, "val_loss": 0.8645596504211426, "acc": 72.93, "time": 339.70152117300313, "param": [ { "p": 0.10334870964288712, "m": 1.0 }, { "p": 0.0006855340907350183, "m": 1.0 }, { "p": 0.07871146500110626, "m": 1.0 }, { "p": 0.09714347124099731, "m": 1.0 }, { "p": 0.05023040995001793, "m": 1.0 }, { "p": 0.027794308960437775, "m": 1.0 }, { "p": 0.08203350007534027, "m": 1.0 }, { "p": 0.08353579789400101, "m": 1.0 }, { "p": 0.07415930926799774, "m": 1.0 }, { "p": 0.0979333370923996, "m": 1.0 }, { "p": 0.0600980743765831, "m": 1.0 }, { "p": 0.11069587618112564, "m": 1.0 }, { "p": 0.0947771668434143, "m": 1.0 }, { "p": 0.03885317221283913, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 1.6712870597839355, "val_loss": 0.8419141173362732, "acc": 73.66, "time": 342.95213468401926, "param": [ { "p": 0.0769292414188385, "m": 1.0 }, { "p": 0.037721071392297745, "m": 1.0 }, { "p": 0.07905128598213196, "m": 1.0 }, { "p": 0.08327680081129074, "m": 1.0 }, { "p": 0.07973339408636093, "m": 1.0 }, { "p": 0.049072373658418655, "m": 1.0 }, { "p": 0.07507382333278656, "m": 1.0 }, { "p": 0.0876605212688446, "m": 1.0 }, { "p": 0.08646806329488754, "m": 1.0 }, { "p": 0.06596612185239792, "m": 1.0 }, { "p": 0.07566983997821808, "m": 1.0 }, { "p": 0.08463539928197861, "m": 1.0 }, { "p": 0.07330909371376038, "m": 1.0 }, { "p": 0.045432884246110916, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 1.4255934953689575, "val_loss": 0.7735283374786377, "acc": 73.3, "time": 333.99297993199434, "param": [ { "p": 0.09744331985712051, "m": 1.0 }, { "p": 0.04671129956841469, "m": 1.0 }, { "p": 0.07442162930965424, "m": 1.0 }, { "p": 0.06958121061325073, "m": 1.0 }, { "p": 0.03613785654306412, "m": 1.0 }, { "p": 0.04778944328427315, "m": 1.0 }, { "p": 0.09187575429677963, "m": 1.0 }, { "p": 0.0612250380218029, "m": 1.0 }, { "p": 0.075350321829319, "m": 1.0 }, { "p": 0.06481997668743134, "m": 1.0 }, { "p": 0.07690028846263885, "m": 1.0 }, { "p": 0.09871028363704681, "m": 1.0 }, { "p": 0.09426169842481613, "m": 1.0 }, { "p": 0.06477191299200058, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 1.5089436769485474, "val_loss": 0.8143609762191772, "acc": 72.66, "time": 326.07854491402395, "param": [ { "p": 0.097847118973732, "m": 1.0 }, { "p": 0.05600880831480026, "m": 1.0 }, { "p": 0.11204706877470016, "m": 1.0 }, { "p": 0.0440053790807724, "m": 1.0 }, { "p": 0.04179683327674866, "m": 1.0 }, { "p": 0.03242931142449379, "m": 1.0 }, { "p": 0.06658823788166046, "m": 1.0 }, { "p": 0.07050790637731552, "m": 1.0 }, { "p": 0.07982034981250763, "m": 1.0 }, { "p": 0.09116571396589279, "m": 1.0 }, { "p": 0.06611659377813339, "m": 1.0 }, { "p": 0.09901020675897598, "m": 1.0 }, { "p": 0.10225565731525421, "m": 1.0 }, { "p": 0.040400877594947815, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 1.3116322755813599, "val_loss": 0.7859734296798706, "acc": 73.18, "time": 348.6214961500373, "param": [ { "p": 0.08128335326910019, "m": 1.0 }, { "p": 0.06305680423974991, "m": 1.0 }, { "p": 0.09434676170349121, "m": 1.0 }, { "p": 0.06021337956190109, "m": 1.0 }, { "p": 0.04757726937532425, "m": 1.0 }, { "p": 0.037867069244384766, "m": 1.0 }, { "p": 0.0783819854259491, "m": 1.0 }, { "p": 0.09299489855766296, "m": 1.0 }, { "p": 0.08673105388879776, "m": 1.0 }, { "p": 0.06904949247837067, "m": 1.0 }, { "p": 0.046952083706855774, "m": 1.0 }, { "p": 0.08049846440553665, "m": 1.0 }, { "p": 0.1031433492898941, "m": 1.0 }, { "p": 0.05790415033698082, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 1.6568745374679565, "val_loss": 0.7237133979797363, "acc": 73.22, "time": 336.24936044501374, "param": [ { "p": 0.09351107478141785, "m": 1.0 }, { "p": 0.05395148694515228, "m": 1.0 }, { "p": 0.07587778568267822, "m": 1.0 }, { "p": 0.06637246906757355, "m": 1.0 }, { "p": 0.03770342841744423, "m": 1.0 }, { "p": 0.06340309232473373, "m": 1.0 }, { "p": 0.09255178272724152, "m": 1.0 }, { "p": 0.05902474373579025, "m": 1.0 }, { "p": 0.07194884121417999, "m": 1.0 }, { "p": 0.08046527206897736, "m": 1.0 }, { "p": 0.07514440268278122, "m": 1.0 }, { "p": 0.07676149159669876, "m": 1.0 }, { "p": 0.09394451230764389, "m": 1.0 }, { "p": 0.05933959037065506, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 1.287850260734558, "val_loss": 0.6931144595146179, "acc": 73.73, "time": 323.8367887130007, "param": [ { "p": 0.1162000223994255, "m": 1.0 }, { "p": 0.02219313010573387, "m": 1.0 }, { "p": 0.09746989607810974, "m": 1.0 }, { "p": 0.060040250420570374, "m": 1.0 }, { "p": 0.03783143311738968, "m": 1.0 }, { "p": 0.03279672563076019, "m": 1.0 }, { "p": 0.09455874562263489, "m": 1.0 }, { "p": 0.04624330252408981, "m": 1.0 }, { "p": 0.09942779690027237, "m": 1.0 }, { "p": 0.07591208815574646, "m": 1.0 }, { "p": 0.05684567242860794, "m": 1.0 }, { "p": 0.09714625030755997, "m": 1.0 }, { "p": 0.10879819840192795, "m": 1.0 }, { "p": 0.05453645437955856, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 1.506858229637146, "val_loss": 0.9024646282196045, "acc": 73.0, "time": 346.055916917976, "param": [ { "p": 0.08238546550273895, "m": 1.0 }, { "p": 0.0666307583451271, "m": 1.0 }, { "p": 0.0969027727842331, "m": 1.0 }, { "p": 0.09389223158359528, "m": 1.0 }, { "p": 0.0007008667453192174, "m": 1.0 }, { "p": 0.011975320987403393, "m": 1.0 }, { "p": 0.08869577199220657, "m": 1.0 }, { "p": 0.08149152994155884, "m": 1.0 }, { "p": 0.09403453767299652, "m": 1.0 }, { "p": 0.07349376380443573, "m": 1.0 }, { "p": 0.05961384251713753, "m": 1.0 }, { "p": 0.11166729778051376, "m": 1.0 }, { "p": 0.07942699640989304, "m": 1.0 }, { "p": 0.059088826179504395, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 1.4202749729156494, "val_loss": 0.6799467206001282, "acc": 73.74, "time": 365.8058508899994, "param": [ { "p": 0.09919625520706177, "m": 1.0 }, { "p": 0.030135950073599815, "m": 1.0 }, { "p": 0.0944330245256424, "m": 1.0 }, { "p": 0.04446728527545929, "m": 1.0 }, { "p": 0.07651969790458679, "m": 1.0 }, { "p": 0.038907893002033234, "m": 1.0 }, { "p": 0.08127319812774658, "m": 1.0 }, { "p": 0.0679495707154274, "m": 1.0 }, { "p": 0.08376188576221466, "m": 1.0 }, { "p": 0.0627594143152237, "m": 1.0 }, { "p": 0.053556252270936966, "m": 1.0 }, { "p": 0.09646856784820557, "m": 1.0 }, { "p": 0.09929288923740387, "m": 1.0 }, { "p": 0.07127812504768372, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 1.4185521602630615, "val_loss": 0.8307140469551086, "acc": 73.49, "time": 337.8573611009633, "param": [ { "p": 0.07872270047664642, "m": 1.0 }, { "p": 0.04231986775994301, "m": 1.0 }, { "p": 0.08832208812236786, "m": 1.0 }, { "p": 0.06878184527158737, "m": 1.0 }, { "p": 0.05080607905983925, "m": 1.0 }, { "p": 0.04792233183979988, "m": 1.0 }, { "p": 0.07503992319107056, "m": 1.0 }, { "p": 0.07814984023571014, "m": 1.0 }, { "p": 0.08498874306678772, "m": 1.0 }, { "p": 0.07483761012554169, "m": 1.0 }, { "p": 0.06929165869951248, "m": 1.0 }, { "p": 0.08300131559371948, "m": 1.0 }, { "p": 0.0834040492773056, "m": 1.0 }, { "p": 0.07441192865371704, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 1.4630436897277832, "val_loss": 0.7886966466903687, "acc": 73.59, "time": 347.78280950995395, "param": [ { "p": 0.08464151620864868, "m": 1.0 }, { "p": 0.0006875521503388882, "m": 1.0 }, { "p": 0.113507941365242, "m": 1.0 }, { "p": 0.06792030483484268, "m": 1.0 }, { "p": 0.05177862569689751, "m": 1.0 }, { "p": 0.05088192969560623, "m": 1.0 }, { "p": 0.08882369101047516, "m": 1.0 }, { "p": 0.0732221007347107, "m": 1.0 }, { "p": 0.09405631572008133, "m": 1.0 }, { "p": 0.07864019274711609, "m": 1.0 }, { "p": 0.07997239381074905, "m": 1.0 }, { "p": 0.07378240674734116, "m": 1.0 }, { "p": 0.08803900331258774, "m": 1.0 }, { "p": 0.0540461391210556, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 1.3413680791854858, "val_loss": 0.7442076802253723, "acc": 73.45, "time": 355.6123495459906, "param": [ { "p": 0.10059163719415665, "m": 1.0 }, { "p": 0.008025580085814, "m": 1.0 }, { "p": 0.09669771790504456, "m": 1.0 }, { "p": 0.09915203601121902, "m": 1.0 }, { "p": 0.031639277935028076, "m": 1.0 }, { "p": 0.04671601206064224, "m": 1.0 }, { "p": 0.0790429562330246, "m": 1.0 }, { "p": 0.06628251075744629, "m": 1.0 }, { "p": 0.07399097830057144, "m": 1.0 }, { "p": 0.051227010786533356, "m": 1.0 }, { "p": 0.08680225163698196, "m": 1.0 }, { "p": 0.0947800949215889, "m": 1.0 }, { "p": 0.0985843762755394, "m": 1.0 }, { "p": 0.06646745651960373, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 1.039110779762268, "val_loss": 0.7607364058494568, "acc": 73.51, "time": 355.523235036002, "param": [ { "p": 0.1373143345117569, "m": 1.0 }, { "p": 0.000698129297234118, "m": 1.0 }, { "p": 0.07517582178115845, "m": 1.0 }, { "p": 0.09076421707868576, "m": 1.0 }, { "p": 0.000698129297234118, "m": 1.0 }, { "p": 0.02065243571996689, "m": 1.0 }, { "p": 0.11196406185626984, "m": 1.0 }, { "p": 0.080426424741745, "m": 1.0 }, { "p": 0.07991015166044235, "m": 1.0 }, { "p": 0.06243420019745827, "m": 1.0 }, { "p": 0.09345396608114243, "m": 1.0 }, { "p": 0.1301094889640808, "m": 1.0 }, { "p": 0.0846853032708168, "m": 1.0 }, { "p": 0.03171345219016075, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 1.5335851907730103, "val_loss": 0.821264386177063, "acc": 73.6, "time": 371.1586274589645, "param": [ { "p": 0.08099446445703506, "m": 1.0 }, { "p": 0.04556753858923912, "m": 1.0 }, { "p": 0.08032731711864471, "m": 1.0 }, { "p": 0.08830849826335907, "m": 1.0 }, { "p": 0.04404980316758156, "m": 1.0 }, { "p": 0.009416590444743633, "m": 1.0 }, { "p": 0.0752112939953804, "m": 1.0 }, { "p": 0.0773085206747055, "m": 1.0 }, { "p": 0.07774478197097778, "m": 1.0 }, { "p": 0.09956734627485275, "m": 1.0 }, { "p": 0.08386893570423126, "m": 1.0 }, { "p": 0.09221894294023514, "m": 1.0 }, { "p": 0.08567853271961212, "m": 1.0 }, { "p": 0.05973736196756363, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 1.5599759817123413, "val_loss": 0.8285967707633972, "acc": 72.92, "time": 341.9848991659819, "param": [ { "p": 0.10827717930078506, "m": 1.0 }, { "p": 0.032246265560388565, "m": 1.0 }, { "p": 0.09382934868335724, "m": 1.0 }, { "p": 0.04344457387924194, "m": 1.0 }, { "p": 0.04712894186377525, "m": 1.0 }, { "p": 0.02276487834751606, "m": 1.0 }, { "p": 0.08529368042945862, "m": 1.0 }, { "p": 0.06632982939481735, "m": 1.0 }, { "p": 0.09294638782739639, "m": 1.0 }, { "p": 0.0861528143286705, "m": 1.0 }, { "p": 0.09209989011287689, "m": 1.0 }, { "p": 0.0848020687699318, "m": 1.0 }, { "p": 0.07925345748662949, "m": 1.0 }, { "p": 0.065430648624897, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 1.699412226676941, "val_loss": 0.7618588805198669, "acc": 72.61, "time": 337.48691350000445, "param": [ { "p": 0.0940968245267868, "m": 1.0 }, { "p": 0.036477744579315186, "m": 1.0 }, { "p": 0.07874045521020889, "m": 1.0 }, { "p": 0.09257929027080536, "m": 1.0 }, { "p": 0.05750009045004845, "m": 1.0 }, { "p": 0.056584376841783524, "m": 1.0 }, { "p": 0.07270831614732742, "m": 1.0 }, { "p": 0.07130158692598343, "m": 1.0 }, { "p": 0.038408003747463226, "m": 1.0 }, { "p": 0.08590089529752731, "m": 1.0 }, { "p": 0.06231210008263588, "m": 1.0 }, { "p": 0.07469488680362701, "m": 1.0 }, { "p": 0.1029491126537323, "m": 1.0 }, { "p": 0.07574634999036789, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 1.3476511240005493, "val_loss": 0.7707566618919373, "acc": 73.77, "time": 352.15911556599895, "param": [ { "p": 0.0922684445977211, "m": 1.0 }, { "p": 0.018850116059184074, "m": 1.0 }, { "p": 0.08385778218507767, "m": 1.0 }, { "p": 0.05752173066139221, "m": 1.0 }, { "p": 0.047524139285087585, "m": 1.0 }, { "p": 0.05477157235145569, "m": 1.0 }, { "p": 0.08211322873830795, "m": 1.0 }, { "p": 0.08528374880552292, "m": 1.0 }, { "p": 0.0840233862400055, "m": 1.0 }, { "p": 0.09445668756961823, "m": 1.0 }, { "p": 0.08178457617759705, "m": 1.0 }, { "p": 0.0768352746963501, "m": 1.0 }, { "p": 0.10145130753517151, "m": 1.0 }, { "p": 0.03925801068544388, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 1.6072096824645996, "val_loss": 0.8849564790725708, "acc": 73.3, "time": 358.3773159729899, "param": [ { "p": 0.0978437140583992, "m": 1.0 }, { "p": 0.0668468028306961, "m": 1.0 }, { "p": 0.08272171020507812, "m": 1.0 }, { "p": 0.0648711770772934, "m": 1.0 }, { "p": 0.024935241788625717, "m": 1.0 }, { "p": 0.04028121754527092, "m": 1.0 }, { "p": 0.0920577347278595, "m": 1.0 }, { "p": 0.08295304328203201, "m": 1.0 }, { "p": 0.089706651866436, "m": 1.0 }, { "p": 0.06940986216068268, "m": 1.0 }, { "p": 0.08063923567533493, "m": 1.0 }, { "p": 0.08130770176649094, "m": 1.0 }, { "p": 0.07865658402442932, "m": 1.0 }, { "p": 0.04776932671666145, "m": 1.0 } ] } ] }