smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
191 KiB
JSON
Executable file

{
"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
}
]
}
]
}