AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-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
Raw Blame History

{
"Accuracy": 74.45,
"Time": [
321.6066634066764,
17.687118710301224,
64469.48842287203
],
"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": 4.248137950897217,
"val_loss": 2.1578798294067383,
"acc": 23.22,
"time": 354.18839542998467,
"param": [
{
"p": 0.05844532698392868,
"m": 1.0
},
{
"p": 0.07096707075834274,
"m": 1.0
},
{
"p": 0.09973390400409698,
"m": 1.0
},
{
"p": 0.08052823692560196,
"m": 1.0
},
{
"p": 0.06719302386045456,
"m": 1.0
},
{
"p": 0.05293167755007744,
"m": 1.0
},
{
"p": 0.08976764231920242,
"m": 1.0
},
{
"p": 0.08908376842737198,
"m": 1.0
},
{
"p": 0.05821368470788002,
"m": 1.0
},
{
"p": 0.07455704361200333,
"m": 1.0
},
{
"p": 0.04905996844172478,
"m": 1.0
},
{
"p": 0.07653740048408508,
"m": 1.0
},
{
"p": 0.0786772146821022,
"m": 1.0
},
{
"p": 0.054304029792547226,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.193186283111572,
"val_loss": 1.9805527925491333,
"acc": 29.03,
"time": 357.5179266280029,
"param": [
{
"p": 0.07406286895275116,
"m": 1.0
},
{
"p": 0.054029110819101334,
"m": 1.0
},
{
"p": 0.11814708262681961,
"m": 1.0
},
{
"p": 0.091483935713768,
"m": 1.0
},
{
"p": 0.07193255424499512,
"m": 1.0
},
{
"p": 0.04984895512461662,
"m": 1.0
},
{
"p": 0.09883808344602585,
"m": 1.0
},
{
"p": 0.1077500730752945,
"m": 1.0
},
{
"p": 0.03940621018409729,
"m": 1.0
},
{
"p": 0.07915257662534714,
"m": 1.0
},
{
"p": 0.005901746451854706,
"m": 1.0
},
{
"p": 0.09944037348031998,
"m": 1.0
},
{
"p": 0.0936475470662117,
"m": 1.0
},
{
"p": 0.016358790919184685,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 4.142210960388184,
"val_loss": 1.8108007907867432,
"acc": 40.96,
"time": 352.2332414779812,
"param": [
{
"p": 0.058311644941568375,
"m": 1.0
},
{
"p": 0.08516104519367218,
"m": 1.0
},
{
"p": 0.10973067581653595,
"m": 1.0
},
{
"p": 0.06753659248352051,
"m": 1.0
},
{
"p": 0.020758606493473053,
"m": 1.0
},
{
"p": 0.056437164545059204,
"m": 1.0
},
{
"p": 0.07841962575912476,
"m": 1.0
},
{
"p": 0.08612160384654999,
"m": 1.0
},
{
"p": 0.06234654039144516,
"m": 1.0
},
{
"p": 0.05340135842561722,
"m": 1.0
},
{
"p": 0.041263218969106674,
"m": 1.0
},
{
"p": 0.0882611870765686,
"m": 1.0
},
{
"p": 0.07623554766178131,
"m": 1.0
},
{
"p": 0.11601521819829941,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.593785285949707,
"val_loss": 1.579386830329895,
"acc": 45.3,
"time": 356.49166750896256,
"param": [
{
"p": 0.05446888878941536,
"m": 1.0
},
{
"p": 0.09240308403968811,
"m": 1.0
},
{
"p": 0.10601898282766342,
"m": 1.0
},
{
"p": 0.053231000900268555,
"m": 1.0
},
{
"p": 0.12562252581119537,
"m": 1.0
},
{
"p": 0.046965181827545166,
"m": 1.0
},
{
"p": 0.05136522650718689,
"m": 1.0
},
{
"p": 0.08790408074855804,
"m": 1.0
},
{
"p": 0.033994607627391815,
"m": 1.0
},
{
"p": 0.05168678238987923,
"m": 1.0
},
{
"p": 0.04406348243355751,
"m": 1.0
},
{
"p": 0.07348150759935379,
"m": 1.0
},
{
"p": 0.07079853117465973,
"m": 1.0
},
{
"p": 0.10799609124660492,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.8642773628234863,
"val_loss": 1.5610812902450562,
"acc": 46.88,
"time": 346.75510713702533,
"param": [
{
"p": 0.008343919180333614,
"m": 1.0
},
{
"p": 0.11751124262809753,
"m": 1.0
},
{
"p": 0.11867515742778778,
"m": 1.0
},
{
"p": 0.06624650955200195,
"m": 1.0
},
{
"p": 0.16478285193443298,
"m": 1.0
},
{
"p": 0.03894484415650368,
"m": 1.0
},
{
"p": 0.12722033262252808,
"m": 1.0
},
{
"p": 0.041274722665548325,
"m": 1.0
},
{
"p": 0.0254538394510746,
"m": 1.0
},
{
"p": 0.0007080892683006823,
"m": 1.0
},
{
"p": 0.05864538997411728,
"m": 1.0
},
{
"p": 0.05307589843869209,
"m": 1.0
},
{
"p": 0.06288046389818192,
"m": 1.0
},
{
"p": 0.11623672395944595,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.5950818061828613,
"val_loss": 1.5304802656173706,
"acc": 45.02,
"time": 354.9103841979522,
"param": [
{
"p": 0.0708254873752594,
"m": 1.0
},
{
"p": 0.10640843212604523,
"m": 1.0
},
{
"p": 0.0635974332690239,
"m": 1.0
},
{
"p": 0.16600586473941803,
"m": 1.0
},
{
"p": 0.14666692912578583,
"m": 1.0
},
{
"p": 0.03295156732201576,
"m": 1.0
},
{
"p": 0.11825252324342728,
"m": 1.0
},
{
"p": 0.14014412462711334,
"m": 1.0
},
{
"p": 0.0007098897476680577,
"m": 1.0
},
{
"p": 0.010876663029193878,
"m": 1.0
},
{
"p": 0.026069486513733864,
"m": 1.0
},
{
"p": 0.0076879956759512424,
"m": 1.0
},
{
"p": 0.037129346281290054,
"m": 1.0
},
{
"p": 0.0726742297410965,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.7903800010681152,
"val_loss": 1.5236812829971313,
"acc": 45.51,
"time": 369.66423800901975,
"param": [
{
"p": 0.05457451567053795,
"m": 1.0
},
{
"p": 0.08652281761169434,
"m": 1.0
},
{
"p": 0.07611578702926636,
"m": 1.0
},
{
"p": 0.13892245292663574,
"m": 1.0
},
{
"p": 0.11561480164527893,
"m": 1.0
},
{
"p": 0.15369604527950287,
"m": 1.0
},
{
"p": 0.09580133110284805,
"m": 1.0
},
{
"p": 0.11325547099113464,
"m": 1.0
},
{
"p": 0.048280540853738785,
"m": 1.0
},
{
"p": 0.012860891409218311,
"m": 1.0
},
{
"p": 0.015270299278199673,
"m": 1.0
},
{
"p": 0.015725217759609222,
"m": 1.0
},
{
"p": 0.0618746243417263,
"m": 1.0
},
{
"p": 0.01148520689457655,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.7376694679260254,
"val_loss": 1.4674054384231567,
"acc": 50.48,
"time": 370.1755072619999,
"param": [
{
"p": 0.052000220865011215,
"m": 1.0
},
{
"p": 0.07734300196170807,
"m": 1.0
},
{
"p": 0.05472564324736595,
"m": 1.0
},
{
"p": 0.1268792599439621,
"m": 1.0
},
{
"p": 0.10058741271495819,
"m": 1.0
},
{
"p": 0.13818863034248352,
"m": 1.0
},
{
"p": 0.08684635162353516,
"m": 1.0
},
{
"p": 0.10067827999591827,
"m": 1.0
},
{
"p": 0.0436423122882843,
"m": 1.0
},
{
"p": 0.0018516845302656293,
"m": 1.0
},
{
"p": 0.041249584406614304,
"m": 1.0
},
{
"p": 0.020643245428800583,
"m": 1.0
},
{
"p": 0.07377291470766068,
"m": 1.0
},
{
"p": 0.08159144222736359,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 3.632139205932617,
"val_loss": 1.4586045742034912,
"acc": 48.88,
"time": 366.9631604630267,
"param": [
{
"p": 0.04843812808394432,
"m": 1.0
},
{
"p": 0.06371268630027771,
"m": 1.0
},
{
"p": 0.07504374533891678,
"m": 1.0
},
{
"p": 0.10859280079603195,
"m": 1.0
},
{
"p": 0.07798190414905548,
"m": 1.0
},
{
"p": 0.1165723204612732,
"m": 1.0
},
{
"p": 0.07618934661149979,
"m": 1.0
},
{
"p": 0.08618146926164627,
"m": 1.0
},
{
"p": 0.036407385021448135,
"m": 1.0
},
{
"p": 0.12753459811210632,
"m": 1.0
},
{
"p": 0.03682733327150345,
"m": 1.0
},
{
"p": 0.021496346220374107,
"m": 1.0
},
{
"p": 0.05588146671652794,
"m": 1.0
},
{
"p": 0.06914054602384567,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 3.3735604286193848,
"val_loss": 1.5003337860107422,
"acc": 47.63,
"time": 367.682970275986,
"param": [
{
"p": 0.04909128695726395,
"m": 1.0
},
{
"p": 0.057940345257520676,
"m": 1.0
},
{
"p": 0.09282884746789932,
"m": 1.0
},
{
"p": 0.10541900247335434,
"m": 1.0
},
{
"p": 0.0670170783996582,
"m": 1.0
},
{
"p": 0.11027466505765915,
"m": 1.0
},
{
"p": 0.0769905373454094,
"m": 1.0
},
{
"p": 0.0823754370212555,
"m": 1.0
},
{
"p": 0.03520449995994568,
"m": 1.0
},
{
"p": 0.12511245906352997,
"m": 1.0
},
{
"p": 0.029729757457971573,
"m": 1.0
},
{
"p": 0.029062461107969284,
"m": 1.0
},
{
"p": 0.07335434854030609,
"m": 1.0
},
{
"p": 0.06559927016496658,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 3.7229275703430176,
"val_loss": 1.2751524448394775,
"acc": 50.53,
"time": 360.7060068140272,
"param": [
{
"p": 0.049907997250556946,
"m": 1.0
},
{
"p": 0.05327174440026283,
"m": 1.0
},
{
"p": 0.11380571871995926,
"m": 1.0
},
{
"p": 0.10387390851974487,
"m": 1.0
},
{
"p": 0.05372894927859306,
"m": 1.0
},
{
"p": 0.10440494120121002,
"m": 1.0
},
{
"p": 0.07472358644008636,
"m": 1.0
},
{
"p": 0.08372912555932999,
"m": 1.0
},
{
"p": 0.031694136559963226,
"m": 1.0
},
{
"p": 0.12431761622428894,
"m": 1.0
},
{
"p": 0.019676003605127335,
"m": 1.0
},
{
"p": 0.035748742520809174,
"m": 1.0
},
{
"p": 0.08781598508358002,
"m": 1.0
},
{
"p": 0.06330158561468124,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 3.2090463638305664,
"val_loss": 1.2186012268066406,
"acc": 53.83,
"time": 355.8634316100506,
"param": [
{
"p": 0.053171832114458084,
"m": 1.0
},
{
"p": 0.04826841875910759,
"m": 1.0
},
{
"p": 0.13583248853683472,
"m": 1.0
},
{
"p": 0.10230906307697296,
"m": 1.0
},
{
"p": 0.03762007877230644,
"m": 1.0
},
{
"p": 0.09800773859024048,
"m": 1.0
},
{
"p": 0.07549114525318146,
"m": 1.0
},
{
"p": 0.08312555402517319,
"m": 1.0
},
{
"p": 0.029033109545707703,
"m": 1.0
},
{
"p": 0.12297104299068451,
"m": 1.0
},
{
"p": 0.009922422468662262,
"m": 1.0
},
{
"p": 0.03829946368932724,
"m": 1.0
},
{
"p": 0.10554371774196625,
"m": 1.0
},
{
"p": 0.06040387600660324,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 3.122230052947998,
"val_loss": 1.2912311553955078,
"acc": 55.94,
"time": 341.66776520898566,
"param": [
{
"p": 0.053191713988780975,
"m": 1.0
},
{
"p": 0.04125230759382248,
"m": 1.0
},
{
"p": 0.152191162109375,
"m": 1.0
},
{
"p": 0.10157400369644165,
"m": 1.0
},
{
"p": 0.04158404842019081,
"m": 1.0
},
{
"p": 0.09298662096261978,
"m": 1.0
},
{
"p": 0.07489939033985138,
"m": 1.0
},
{
"p": 0.0816725417971611,
"m": 1.0
},
{
"p": 0.025171097368001938,
"m": 1.0
},
{
"p": 0.12336283922195435,
"m": 1.0
},
{
"p": 0.02497217245399952,
"m": 1.0
},
{
"p": 0.039303217083215714,
"m": 1.0
},
{
"p": 0.0903574749827385,
"m": 1.0
},
{
"p": 0.057481396943330765,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 3.1936895847320557,
"val_loss": 1.3337581157684326,
"acc": 53.61,
"time": 342.56026218505576,
"param": [
{
"p": 0.06823325157165527,
"m": 1.0
},
{
"p": 0.031085211783647537,
"m": 1.0
},
{
"p": 0.1620766669511795,
"m": 1.0
},
{
"p": 0.10386177152395248,
"m": 1.0
},
{
"p": 0.0007144601549953222,
"m": 1.0
},
{
"p": 0.08987335115671158,
"m": 1.0
},
{
"p": 0.07860619574785233,
"m": 1.0
},
{
"p": 0.08438009768724442,
"m": 1.0
},
{
"p": 0.024944309145212173,
"m": 1.0
},
{
"p": 0.12645182013511658,
"m": 1.0
},
{
"p": 0.022335385903716087,
"m": 1.0
},
{
"p": 0.043149277567863464,
"m": 1.0
},
{
"p": 0.10837644338607788,
"m": 1.0
},
{
"p": 0.05591179057955742,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 3.2118887901306152,
"val_loss": 1.2507781982421875,
"acc": 57.05,
"time": 331.49091170402244,
"param": [
{
"p": 0.07446697354316711,
"m": 1.0
},
{
"p": 0.013720772229135036,
"m": 1.0
},
{
"p": 0.16317401826381683,
"m": 1.0
},
{
"p": 0.09348990768194199,
"m": 1.0
},
{
"p": 0.04924541339278221,
"m": 1.0
},
{
"p": 0.07404394447803497,
"m": 1.0
},
{
"p": 0.07150549441576004,
"m": 1.0
},
{
"p": 0.0748196467757225,
"m": 1.0
},
{
"p": 0.02286454662680626,
"m": 1.0
},
{
"p": 0.11330261081457138,
"m": 1.0
},
{
"p": 0.021926745772361755,
"m": 1.0
},
{
"p": 0.04559371992945671,
"m": 1.0
},
{
"p": 0.1345331370830536,
"m": 1.0
},
{
"p": 0.04731310158967972,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.872375011444092,
"val_loss": 1.1769297122955322,
"acc": 56.53,
"time": 345.0988603560254,
"param": [
{
"p": 0.07926604896783829,
"m": 1.0
},
{
"p": 0.020655471831560135,
"m": 1.0
},
{
"p": 0.1723063439130783,
"m": 1.0
},
{
"p": 0.08573432266712189,
"m": 1.0
},
{
"p": 0.04413718357682228,
"m": 1.0
},
{
"p": 0.06500718742609024,
"m": 1.0
},
{
"p": 0.06801638007164001,
"m": 1.0
},
{
"p": 0.07458030432462692,
"m": 1.0
},
{
"p": 0.026184266433119774,
"m": 1.0
},
{
"p": 0.10453879088163376,
"m": 1.0
},
{
"p": 0.01910889521241188,
"m": 1.0
},
{
"p": 0.0464383065700531,
"m": 1.0
},
{
"p": 0.15258805453777313,
"m": 1.0
},
{
"p": 0.041438423097133636,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 3.004826545715332,
"val_loss": 1.1351966857910156,
"acc": 59.16,
"time": 329.82117992499843,
"param": [
{
"p": 0.08619939535856247,
"m": 1.0
},
{
"p": 0.009844949468970299,
"m": 1.0
},
{
"p": 0.1902868151664734,
"m": 1.0
},
{
"p": 0.07535841315984726,
"m": 1.0
},
{
"p": 0.03586038202047348,
"m": 1.0
},
{
"p": 0.05699549615383148,
"m": 1.0
},
{
"p": 0.06371521204710007,
"m": 1.0
},
{
"p": 0.07709246128797531,
"m": 1.0
},
{
"p": 0.023587634786963463,
"m": 1.0
},
{
"p": 0.08936144411563873,
"m": 1.0
},
{
"p": 0.030020276084542274,
"m": 1.0
},
{
"p": 0.0494711808860302,
"m": 1.0
},
{
"p": 0.17821933329105377,
"m": 1.0
},
{
"p": 0.03398705646395683,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.6408729553222656,
"val_loss": 1.1966173648834229,
"acc": 56.36,
"time": 345.83385835797526,
"param": [
{
"p": 0.09131339937448502,
"m": 1.0
},
{
"p": 0.02182907611131668,
"m": 1.0
},
{
"p": 0.20636220276355743,
"m": 1.0
},
{
"p": 0.06719958782196045,
"m": 1.0
},
{
"p": 0.03449638560414314,
"m": 1.0
},
{
"p": 0.049296848475933075,
"m": 1.0
},
{
"p": 0.06288399547338486,
"m": 1.0
},
{
"p": 0.07560770958662033,
"m": 1.0
},
{
"p": 0.022935451939702034,
"m": 1.0
},
{
"p": 0.07409590482711792,
"m": 1.0
},
{
"p": 0.03003351017832756,
"m": 1.0
},
{
"p": 0.04954066127538681,
"m": 1.0
},
{
"p": 0.18952271342277527,
"m": 1.0
},
{
"p": 0.024882616475224495,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.560056686401367,
"val_loss": 1.109148621559143,
"acc": 58.66,
"time": 329.58694736799225,
"param": [
{
"p": 0.09722751379013062,
"m": 1.0
},
{
"p": 0.016426650807261467,
"m": 1.0
},
{
"p": 0.2212088406085968,
"m": 1.0
},
{
"p": 0.06226906552910805,
"m": 1.0
},
{
"p": 0.037578023970127106,
"m": 1.0
},
{
"p": 0.04565650224685669,
"m": 1.0
},
{
"p": 0.0603063628077507,
"m": 1.0
},
{
"p": 0.07741290330886841,
"m": 1.0
},
{
"p": 0.021775834262371063,
"m": 1.0
},
{
"p": 0.06102442741394043,
"m": 1.0
},
{
"p": 0.020485645160079002,
"m": 1.0
},
{
"p": 0.051800403743982315,
"m": 1.0
},
{
"p": 0.20796020328998566,
"m": 1.0
},
{
"p": 0.018867606297135353,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.954897403717041,
"val_loss": 1.0173317193984985,
"acc": 60.55,
"time": 328.50762983900495,
"param": [
{
"p": 0.09671573340892792,
"m": 1.0
},
{
"p": 0.0200874712318182,
"m": 1.0
},
{
"p": 0.22450998425483704,
"m": 1.0
},
{
"p": 0.05614852532744408,
"m": 1.0
},
{
"p": 0.037066634744405746,
"m": 1.0
},
{
"p": 0.03584792837500572,
"m": 1.0
},
{
"p": 0.057360608130693436,
"m": 1.0
},
{
"p": 0.0759047418832779,
"m": 1.0
},
{
"p": 0.027845047414302826,
"m": 1.0
},
{
"p": 0.050379540771245956,
"m": 1.0
},
{
"p": 0.04141390696167946,
"m": 1.0
},
{
"p": 0.051777370274066925,
"m": 1.0
},
{
"p": 0.20939405262470245,
"m": 1.0
},
{
"p": 0.015548357740044594,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.698784112930298,
"val_loss": 1.0872389078140259,
"acc": 61.1,
"time": 346.5356891429983,
"param": [
{
"p": 0.095941923558712,
"m": 1.0
},
{
"p": 0.01149726565927267,
"m": 1.0
},
{
"p": 0.23170064389705658,
"m": 1.0
},
{
"p": 0.05422487482428551,
"m": 1.0
},
{
"p": 0.03686028718948364,
"m": 1.0
},
{
"p": 0.030787019059062004,
"m": 1.0
},
{
"p": 0.05881744995713234,
"m": 1.0
},
{
"p": 0.07933434098958969,
"m": 1.0
},
{
"p": 0.030479934066534042,
"m": 1.0
},
{
"p": 0.04416655749082565,
"m": 1.0
},
{
"p": 0.04391416162252426,
"m": 1.0
},
{
"p": 0.05207841470837593,
"m": 1.0
},
{
"p": 0.21511980891227722,
"m": 1.0
},
{
"p": 0.015077387914061546,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.6926021575927734,
"val_loss": 1.1175135374069214,
"acc": 61.22,
"time": 318.33972336305305,
"param": [
{
"p": 0.0977235734462738,
"m": 1.0
},
{
"p": 0.01047744881361723,
"m": 1.0
},
{
"p": 0.2368220090866089,
"m": 1.0
},
{
"p": 0.04990311339497566,
"m": 1.0
},
{
"p": 0.03256884589791298,
"m": 1.0
},
{
"p": 0.029917793348431587,
"m": 1.0
},
{
"p": 0.059551551938056946,
"m": 1.0
},
{
"p": 0.08195974677801132,
"m": 1.0
},
{
"p": 0.035303838551044464,
"m": 1.0
},
{
"p": 0.03827410191297531,
"m": 1.0
},
{
"p": 0.04524188116192818,
"m": 1.0
},
{
"p": 0.05267949029803276,
"m": 1.0
},
{
"p": 0.2151271402835846,
"m": 1.0
},
{
"p": 0.014449396170675755,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.4484646320343018,
"val_loss": 1.066224217414856,
"acc": 62.16,
"time": 332.7655970969936,
"param": [
{
"p": 0.09672059863805771,
"m": 1.0
},
{
"p": 0.017972715198993683,
"m": 1.0
},
{
"p": 0.2389395534992218,
"m": 1.0
},
{
"p": 0.05723966285586357,
"m": 1.0
},
{
"p": 0.030281951650977135,
"m": 1.0
},
{
"p": 0.022664625197649002,
"m": 1.0
},
{
"p": 0.06170561909675598,
"m": 1.0
},
{
"p": 0.07735767960548401,
"m": 1.0
},
{
"p": 0.03503710776567459,
"m": 1.0
},
{
"p": 0.036972541362047195,
"m": 1.0
},
{
"p": 0.04281454533338547,
"m": 1.0
},
{
"p": 0.051318809390068054,
"m": 1.0
},
{
"p": 0.21874341368675232,
"m": 1.0
},
{
"p": 0.01223105750977993,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.4212121963500977,
"val_loss": 1.099486231803894,
"acc": 63.58,
"time": 354.0360611950746,
"param": [
{
"p": 0.09525492042303085,
"m": 1.0
},
{
"p": 0.018541235476732254,
"m": 1.0
},
{
"p": 0.23354145884513855,
"m": 1.0
},
{
"p": 0.0540638267993927,
"m": 1.0
},
{
"p": 0.03162144869565964,
"m": 1.0
},
{
"p": 0.029339229688048363,
"m": 1.0
},
{
"p": 0.06277851015329361,
"m": 1.0
},
{
"p": 0.08115945011377335,
"m": 1.0
},
{
"p": 0.03060014545917511,
"m": 1.0
},
{
"p": 0.03254847228527069,
"m": 1.0
},
{
"p": 0.043372273445129395,
"m": 1.0
},
{
"p": 0.052118632942438126,
"m": 1.0
},
{
"p": 0.2174592763185501,
"m": 1.0
},
{
"p": 0.017601104453206062,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.4020628929138184,
"val_loss": 1.124656319618225,
"acc": 62.03,
"time": 321.1620067729382,
"param": [
{
"p": 0.09837821125984192,
"m": 1.0
},
{
"p": 0.008719534613192081,
"m": 1.0
},
{
"p": 0.23948845267295837,
"m": 1.0
},
{
"p": 0.051659055054187775,
"m": 1.0
},
{
"p": 0.03068097122013569,
"m": 1.0
},
{
"p": 0.03614874184131622,
"m": 1.0
},
{
"p": 0.06233547255396843,
"m": 1.0
},
{
"p": 0.08088736236095428,
"m": 1.0
},
{
"p": 0.02886807732284069,
"m": 1.0
},
{
"p": 0.02913467399775982,
"m": 1.0
},
{
"p": 0.043845418840646744,
"m": 1.0
},
{
"p": 0.0534149594604969,
"m": 1.0
},
{
"p": 0.21329596638679504,
"m": 1.0
},
{
"p": 0.023143066093325615,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.809032440185547,
"val_loss": 1.0380427837371826,
"acc": 60.91,
"time": 339.2596830460243,
"param": [
{
"p": 0.09433300793170929,
"m": 1.0
},
{
"p": 0.031201831996440887,
"m": 1.0
},
{
"p": 0.23840607702732086,
"m": 1.0
},
{
"p": 0.05007816106081009,
"m": 1.0
},
{
"p": 0.030348289757966995,
"m": 1.0
},
{
"p": 0.04099072888493538,
"m": 1.0
},
{
"p": 0.058495499193668365,
"m": 1.0
},
{
"p": 0.07176650315523148,
"m": 1.0
},
{
"p": 0.03062768280506134,
"m": 1.0
},
{
"p": 0.02524690330028534,
"m": 1.0
},
{
"p": 0.04603608325123787,
"m": 1.0
},
{
"p": 0.05144781619310379,
"m": 1.0
},
{
"p": 0.2079986184835434,
"m": 1.0
},
{
"p": 0.023022891953587532,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 2.6133530139923096,
"val_loss": 0.8697733283042908,
"acc": 64.07,
"time": 331.77740918903146,
"param": [
{
"p": 0.09524285048246384,
"m": 1.0
},
{
"p": 0.01817011460661888,
"m": 1.0
},
{
"p": 0.24564211070537567,
"m": 1.0
},
{
"p": 0.052129119634628296,
"m": 1.0
},
{
"p": 0.026565102860331535,
"m": 1.0
},
{
"p": 0.041171129792928696,
"m": 1.0
},
{
"p": 0.059485044330358505,
"m": 1.0
},
{
"p": 0.08322027325630188,
"m": 1.0
},
{
"p": 0.03063109703361988,
"m": 1.0
},
{
"p": 0.025591466575860977,
"m": 1.0
},
{
"p": 0.045354194939136505,
"m": 1.0
},
{
"p": 0.05109342932701111,
"m": 1.0
},
{
"p": 0.20944148302078247,
"m": 1.0
},
{
"p": 0.016262659803032875,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 2.2428548336029053,
"val_loss": 0.9720247387886047,
"acc": 64.97,
"time": 333.49947381496895,
"param": [
{
"p": 0.09456881135702133,
"m": 1.0
},
{
"p": 0.022370515391230583,
"m": 1.0
},
{
"p": 0.23581157624721527,
"m": 1.0
},
{
"p": 0.04889979958534241,
"m": 1.0
},
{
"p": 0.029233507812023163,
"m": 1.0
},
{
"p": 0.04520765691995621,
"m": 1.0
},
{
"p": 0.059439171105623245,
"m": 1.0
},
{
"p": 0.08562235534191132,
"m": 1.0
},
{
"p": 0.0325932539999485,
"m": 1.0
},
{
"p": 0.02785322815179825,
"m": 1.0
},
{
"p": 0.044319551438093185,
"m": 1.0
},
{
"p": 0.052095022052526474,
"m": 1.0
},
{
"p": 0.2097661942243576,
"m": 1.0
},
{
"p": 0.012219332158565521,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 2.0319106578826904,
"val_loss": 0.9557399749755859,
"acc": 64.68,
"time": 332.8677354869433,
"param": [
{
"p": 0.09513959288597107,
"m": 1.0
},
{
"p": 0.017690081149339676,
"m": 1.0
},
{
"p": 0.23062896728515625,
"m": 1.0
},
{
"p": 0.04869009181857109,
"m": 1.0
},
{
"p": 0.028060995042324066,
"m": 1.0
},
{
"p": 0.04189092293381691,
"m": 1.0
},
{
"p": 0.054680969566106796,
"m": 1.0
},
{
"p": 0.08562952280044556,
"m": 1.0
},
{
"p": 0.033500999212265015,
"m": 1.0
},
{
"p": 0.026582494378089905,
"m": 1.0
},
{
"p": 0.04319586977362633,
"m": 1.0
},
{
"p": 0.05003626272082329,
"m": 1.0
},
{
"p": 0.21571548283100128,
"m": 1.0
},
{
"p": 0.02855771966278553,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.574906587600708,
"val_loss": 1.1509381532669067,
"acc": 63.98,
"time": 322.4320668299915,
"param": [
{
"p": 0.09418754279613495,
"m": 1.0
},
{
"p": 0.026812279596924782,
"m": 1.0
},
{
"p": 0.23420926928520203,
"m": 1.0
},
{
"p": 0.04715532436966896,
"m": 1.0
},
{
"p": 0.019717127084732056,
"m": 1.0
},
{
"p": 0.04493157938122749,
"m": 1.0
},
{
"p": 0.059915147721767426,
"m": 1.0
},
{
"p": 0.08264339715242386,
"m": 1.0
},
{
"p": 0.0347914882004261,
"m": 1.0
},
{
"p": 0.02547244355082512,
"m": 1.0
},
{
"p": 0.0437638945877552,
"m": 1.0
},
{
"p": 0.04787571728229523,
"m": 1.0
},
{
"p": 0.2142515480518341,
"m": 1.0
},
{
"p": 0.024273183196783066,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.9889975786209106,
"val_loss": 0.984279453754425,
"acc": 66.0,
"time": 333.16860298998654,
"param": [
{
"p": 0.09317174553871155,
"m": 1.0
},
{
"p": 0.018497908487915993,
"m": 1.0
},
{
"p": 0.2340807020664215,
"m": 1.0
},
{
"p": 0.052134230732917786,
"m": 1.0
},
{
"p": 0.028614655137062073,
"m": 1.0
},
{
"p": 0.04098772630095482,
"m": 1.0
},
{
"p": 0.06235716491937637,
"m": 1.0
},
{
"p": 0.08083631843328476,
"m": 1.0
},
{
"p": 0.032432131469249725,
"m": 1.0
},
{
"p": 0.026670366525650024,
"m": 1.0
},
{
"p": 0.045808095484972,
"m": 1.0
},
{
"p": 0.051583461463451385,
"m": 1.0
},
{
"p": 0.21376749873161316,
"m": 1.0
},
{
"p": 0.01905805431306362,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.98394775390625,
"val_loss": 0.9727510809898376,
"acc": 66.86,
"time": 328.5533429819625,
"param": [
{
"p": 0.09504682570695877,
"m": 1.0
},
{
"p": 0.01871652342379093,
"m": 1.0
},
{
"p": 0.23617826402187347,
"m": 1.0
},
{
"p": 0.049330323934555054,
"m": 1.0
},
{
"p": 0.0330004021525383,
"m": 1.0
},
{
"p": 0.04945812746882439,
"m": 1.0
},
{
"p": 0.06335005164146423,
"m": 1.0
},
{
"p": 0.0798063650727272,
"m": 1.0
},
{
"p": 0.033184945583343506,
"m": 1.0
},
{
"p": 0.025094816461205482,
"m": 1.0
},
{
"p": 0.04677579551935196,
"m": 1.0
},
{
"p": 0.04626442864537239,
"m": 1.0
},
{
"p": 0.20851778984069824,
"m": 1.0
},
{
"p": 0.015275371260941029,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 2.102912425994873,
"val_loss": 0.9618847370147705,
"acc": 65.8,
"time": 333.79690472304355,
"param": [
{
"p": 0.09611029922962189,
"m": 1.0
},
{
"p": 0.02745085582137108,
"m": 1.0
},
{
"p": 0.23098623752593994,
"m": 1.0
},
{
"p": 0.052016377449035645,
"m": 1.0
},
{
"p": 0.033392857760190964,
"m": 1.0
},
{
"p": 0.04275394603610039,
"m": 1.0
},
{
"p": 0.06056297570466995,
"m": 1.0
},
{
"p": 0.07837250828742981,
"m": 1.0
},
{
"p": 0.03338661044836044,
"m": 1.0
},
{
"p": 0.02541576698422432,
"m": 1.0
},
{
"p": 0.04585769400000572,
"m": 1.0
},
{
"p": 0.05114079639315605,
"m": 1.0
},
{
"p": 0.20411209762096405,
"m": 1.0
},
{
"p": 0.018441053107380867,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 2.0624399185180664,
"val_loss": 1.0231462717056274,
"acc": 64.9,
"time": 333.35503955197055,
"param": [
{
"p": 0.09452417492866516,
"m": 1.0
},
{
"p": 0.020577382296323776,
"m": 1.0
},
{
"p": 0.23207423090934753,
"m": 1.0
},
{
"p": 0.053472235798835754,
"m": 1.0
},
{
"p": 0.02990362048149109,
"m": 1.0
},
{
"p": 0.04699992761015892,
"m": 1.0
},
{
"p": 0.06338486075401306,
"m": 1.0
},
{
"p": 0.07583313435316086,
"m": 1.0
},
{
"p": 0.031951483339071274,
"m": 1.0
},
{
"p": 0.02837023138999939,
"m": 1.0
},
{
"p": 0.04433096945285797,
"m": 1.0
},
{
"p": 0.05337170884013176,
"m": 1.0
},
{
"p": 0.20678211748600006,
"m": 1.0
},
{
"p": 0.01842394471168518,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.785426139831543,
"val_loss": 0.978320300579071,
"acc": 65.97,
"time": 330.6309607330477,
"param": [
{
"p": 0.10010950267314911,
"m": 1.0
},
{
"p": 0.026306703686714172,
"m": 1.0
},
{
"p": 0.23195795714855194,
"m": 1.0
},
{
"p": 0.054769039154052734,
"m": 1.0
},
{
"p": 0.012536536902189255,
"m": 1.0
},
{
"p": 0.042300738394260406,
"m": 1.0
},
{
"p": 0.06342551857233047,
"m": 1.0
},
{
"p": 0.08261307328939438,
"m": 1.0
},
{
"p": 0.031646307557821274,
"m": 1.0
},
{
"p": 0.02540448307991028,
"m": 1.0
},
{
"p": 0.042722370475530624,
"m": 1.0
},
{
"p": 0.04968547075986862,
"m": 1.0
},
{
"p": 0.21848846971988678,
"m": 1.0
},
{
"p": 0.018033914268016815,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 2.0333940982818604,
"val_loss": 0.8910253047943115,
"acc": 67.15,
"time": 328.8501287100371,
"param": [
{
"p": 0.09590483456850052,
"m": 1.0
},
{
"p": 0.017035530880093575,
"m": 1.0
},
{
"p": 0.24133329093456268,
"m": 1.0
},
{
"p": 0.054865602403879166,
"m": 1.0
},
{
"p": 0.028299935162067413,
"m": 1.0
},
{
"p": 0.03920842707157135,
"m": 1.0
},
{
"p": 0.056288618594408035,
"m": 1.0
},
{
"p": 0.08480353653430939,
"m": 1.0
},
{
"p": 0.034369271248579025,
"m": 1.0
},
{
"p": 0.02100422792136669,
"m": 1.0
},
{
"p": 0.038129426538944244,
"m": 1.0
},
{
"p": 0.052704472094774246,
"m": 1.0
},
{
"p": 0.22191362082958221,
"m": 1.0
},
{
"p": 0.01413924340158701,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 2.1181368827819824,
"val_loss": 0.9412073493003845,
"acc": 66.94,
"time": 331.90031608892605,
"param": [
{
"p": 0.09737236052751541,
"m": 1.0
},
{
"p": 0.0626804456114769,
"m": 1.0
},
{
"p": 0.2293475866317749,
"m": 1.0
},
{
"p": 0.05099688470363617,
"m": 1.0
},
{
"p": 0.021140163764357567,
"m": 1.0
},
{
"p": 0.014188043773174286,
"m": 1.0
},
{
"p": 0.059602290391922,
"m": 1.0
},
{
"p": 0.08221128582954407,
"m": 1.0
},
{
"p": 0.031451910734176636,
"m": 1.0
},
{
"p": 0.025805577635765076,
"m": 1.0
},
{
"p": 0.037631530314683914,
"m": 1.0
},
{
"p": 0.055030640214681625,
"m": 1.0
},
{
"p": 0.21022005379199982,
"m": 1.0
},
{
"p": 0.022321250289678574,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 2.1790075302124023,
"val_loss": 1.0531560182571411,
"acc": 67.24,
"time": 335.59807821689174,
"param": [
{
"p": 0.10046902298927307,
"m": 1.0
},
{
"p": 0.04496379569172859,
"m": 1.0
},
{
"p": 0.2333458811044693,
"m": 1.0
},
{
"p": 0.05311046168208122,
"m": 1.0
},
{
"p": 0.015411946922540665,
"m": 1.0
},
{
"p": 0.023719236254692078,
"m": 1.0
},
{
"p": 0.05840183049440384,
"m": 1.0
},
{
"p": 0.0870133563876152,
"m": 1.0
},
{
"p": 0.0341055691242218,
"m": 1.0
},
{
"p": 0.023812931030988693,
"m": 1.0
},
{
"p": 0.042189039289951324,
"m": 1.0
},
{
"p": 0.05027762055397034,
"m": 1.0
},
{
"p": 0.21552462875843048,
"m": 1.0
},
{
"p": 0.01765464060008526,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 2.430302619934082,
"val_loss": 1.020778775215149,
"acc": 66.6,
"time": 326.89023053005803,
"param": [
{
"p": 0.10124894976615906,
"m": 1.0
},
{
"p": 0.03516807779669762,
"m": 1.0
},
{
"p": 0.22147615253925323,
"m": 1.0
},
{
"p": 0.048877496272325516,
"m": 1.0
},
{
"p": 0.028083758428692818,
"m": 1.0
},
{
"p": 0.02258972078561783,
"m": 1.0
},
{
"p": 0.06352544575929642,
"m": 1.0
},
{
"p": 0.08964858949184418,
"m": 1.0
},
{
"p": 0.03499055281281471,
"m": 1.0
},
{
"p": 0.028153251856565475,
"m": 1.0
},
{
"p": 0.04262419417500496,
"m": 1.0
},
{
"p": 0.051952943205833435,
"m": 1.0
},
{
"p": 0.21379590034484863,
"m": 1.0
},
{
"p": 0.017864849418401718,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 2.024367094039917,
"val_loss": 0.9928722977638245,
"acc": 67.3,
"time": 328.6857576800976,
"param": [
{
"p": 0.0956510677933693,
"m": 1.0
},
{
"p": 0.025445127859711647,
"m": 1.0
},
{
"p": 0.23170877993106842,
"m": 1.0
},
{
"p": 0.05169539898633957,
"m": 1.0
},
{
"p": 0.028663113713264465,
"m": 1.0
},
{
"p": 0.030695265159010887,
"m": 1.0
},
{
"p": 0.060308776795864105,
"m": 1.0
},
{
"p": 0.0817512795329094,
"m": 1.0
},
{
"p": 0.033331774175167084,
"m": 1.0
},
{
"p": 0.02466980740427971,
"m": 1.0
},
{
"p": 0.049266375601291656,
"m": 1.0
},
{
"p": 0.049384165555238724,
"m": 1.0
},
{
"p": 0.2188141793012619,
"m": 1.0
},
{
"p": 0.01861494965851307,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.5685532093048096,
"val_loss": 0.7567967772483826,
"acc": 67.8,
"time": 338.16096340306103,
"param": [
{
"p": 0.09173987805843353,
"m": 1.0
},
{
"p": 0.02425152063369751,
"m": 1.0
},
{
"p": 0.2330472767353058,
"m": 1.0
},
{
"p": 0.04939071834087372,
"m": 1.0
},
{
"p": 0.02674774080514908,
"m": 1.0
},
{
"p": 0.03195473924279213,
"m": 1.0
},
{
"p": 0.06449351459741592,
"m": 1.0
},
{
"p": 0.08557189255952835,
"m": 1.0
},
{
"p": 0.029494889080524445,
"m": 1.0
},
{
"p": 0.027996482327580452,
"m": 1.0
},
{
"p": 0.04522694647312164,
"m": 1.0
},
{
"p": 0.05466713011264801,
"m": 1.0
},
{
"p": 0.21317081153392792,
"m": 1.0
},
{
"p": 0.022246481850743294,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.760679006576538,
"val_loss": 0.8953445553779602,
"acc": 67.53,
"time": 333.0127191779902,
"param": [
{
"p": 0.09464626014232635,
"m": 1.0
},
{
"p": 0.011133765801787376,
"m": 1.0
},
{
"p": 0.24541309475898743,
"m": 1.0
},
{
"p": 0.04967779666185379,
"m": 1.0
},
{
"p": 0.031391922384500504,
"m": 1.0
},
{
"p": 0.046416666358709335,
"m": 1.0
},
{
"p": 0.061844296753406525,
"m": 1.0
},
{
"p": 0.08115092664957047,
"m": 1.0
},
{
"p": 0.02780359983444214,
"m": 1.0
},
{
"p": 0.029236553236842155,
"m": 1.0
},
{
"p": 0.04179741069674492,
"m": 1.0
},
{
"p": 0.05066065117716789,
"m": 1.0
},
{
"p": 0.209055557847023,
"m": 1.0
},
{
"p": 0.019771523773670197,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.894065022468567,
"val_loss": 0.8686251640319824,
"acc": 68.64,
"time": 315.5492315160809,
"param": [
{
"p": 0.09447730332612991,
"m": 1.0
},
{
"p": 0.03343699872493744,
"m": 1.0
},
{
"p": 0.22777792811393738,
"m": 1.0
},
{
"p": 0.04716712236404419,
"m": 1.0
},
{
"p": 0.027401860803365707,
"m": 1.0
},
{
"p": 0.0362560860812664,
"m": 1.0
},
{
"p": 0.056062206625938416,
"m": 1.0
},
{
"p": 0.09131669998168945,
"m": 1.0
},
{
"p": 0.033284880220890045,
"m": 1.0
},
{
"p": 0.02840198576450348,
"m": 1.0
},
{
"p": 0.04413487762212753,
"m": 1.0
},
{
"p": 0.05033687874674797,
"m": 1.0
},
{
"p": 0.208241268992424,
"m": 1.0
},
{
"p": 0.021703962236642838,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 2.143881320953369,
"val_loss": 0.9566759467124939,
"acc": 68.1,
"time": 326.11884190293495,
"param": [
{
"p": 0.0848139077425003,
"m": 1.0
},
{
"p": 0.03043370321393013,
"m": 1.0
},
{
"p": 0.22537347674369812,
"m": 1.0
},
{
"p": 0.04776333272457123,
"m": 1.0
},
{
"p": 0.028071081265807152,
"m": 1.0
},
{
"p": 0.03383588790893555,
"m": 1.0
},
{
"p": 0.05698703974485397,
"m": 1.0
},
{
"p": 0.08279480040073395,
"m": 1.0
},
{
"p": 0.033782802522182465,
"m": 1.0
},
{
"p": 0.02870238944888115,
"m": 1.0
},
{
"p": 0.04357346519827843,
"m": 1.0
},
{
"p": 0.04707803949713707,
"m": 1.0
},
{
"p": 0.20106744766235352,
"m": 1.0
},
{
"p": 0.055722594261169434,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.6383079290390015,
"val_loss": 0.8947672247886658,
"acc": 68.15,
"time": 331.73946705204435,
"param": [
{
"p": 0.08990555256605148,
"m": 1.0
},
{
"p": 0.019889069721102715,
"m": 1.0
},
{
"p": 0.24896249175071716,
"m": 1.0
},
{
"p": 0.05329906567931175,
"m": 1.0
},
{
"p": 0.017684468999505043,
"m": 1.0
},
{
"p": 0.020886646583676338,
"m": 1.0
},
{
"p": 0.05168792977929115,
"m": 1.0
},
{
"p": 0.09043765813112259,
"m": 1.0
},
{
"p": 0.028964679688215256,
"m": 1.0
},
{
"p": 0.0330493338406086,
"m": 1.0
},
{
"p": 0.03578456491231918,
"m": 1.0
},
{
"p": 0.05107257887721062,
"m": 1.0
},
{
"p": 0.20543667674064636,
"m": 1.0
},
{
"p": 0.05293934792280197,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.7985543012619019,
"val_loss": 1.0367480516433716,
"acc": 67.89,
"time": 321.7105523319915,
"param": [
{
"p": 0.08405265212059021,
"m": 1.0
},
{
"p": 0.07790016382932663,
"m": 1.0
},
{
"p": 0.22342972457408905,
"m": 1.0
},
{
"p": 0.046175599098205566,
"m": 1.0
},
{
"p": 0.029607508331537247,
"m": 1.0
},
{
"p": 0.02285870537161827,
"m": 1.0
},
{
"p": 0.052792951464653015,
"m": 1.0
},
{
"p": 0.08578376471996307,
"m": 1.0
},
{
"p": 0.032544542104005814,
"m": 1.0
},
{
"p": 0.02902386710047722,
"m": 1.0
},
{
"p": 0.03747735172510147,
"m": 1.0
},
{
"p": 0.04627140611410141,
"m": 1.0
},
{
"p": 0.20014998316764832,
"m": 1.0
},
{
"p": 0.03193178027868271,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 2.3024399280548096,
"val_loss": 0.9210507273674011,
"acc": 67.78,
"time": 330.7396396440454,
"param": [
{
"p": 0.07985413819551468,
"m": 1.0
},
{
"p": 0.09863337874412537,
"m": 1.0
},
{
"p": 0.22246108949184418,
"m": 1.0
},
{
"p": 0.05196920782327652,
"m": 1.0
},
{
"p": 0.030888736248016357,
"m": 1.0
},
{
"p": 0.007465789560228586,
"m": 1.0
},
{
"p": 0.060604073107242584,
"m": 1.0
},
{
"p": 0.07587804645299911,
"m": 1.0
},
{
"p": 0.031853824853897095,
"m": 1.0
},
{
"p": 0.029012883082032204,
"m": 1.0
},
{
"p": 0.03861815109848976,
"m": 1.0
},
{
"p": 0.048171378672122955,
"m": 1.0
},
{
"p": 0.20292878150939941,
"m": 1.0
},
{
"p": 0.021660538390278816,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.8144848346710205,
"val_loss": 0.9858562350273132,
"acc": 68.13,
"time": 331.5654386630049,
"param": [
{
"p": 0.09923215955495834,
"m": 1.0
},
{
"p": 0.04468231648206711,
"m": 1.0
},
{
"p": 0.21808356046676636,
"m": 1.0
},
{
"p": 0.04223252460360527,
"m": 1.0
},
{
"p": 0.02404256910085678,
"m": 1.0
},
{
"p": 0.050873592495918274,
"m": 1.0
},
{
"p": 0.059163112193346024,
"m": 1.0
},
{
"p": 0.08282710611820221,
"m": 1.0
},
{
"p": 0.03392811119556427,
"m": 1.0
},
{
"p": 0.028206655755639076,
"m": 1.0
},
{
"p": 0.047314926981925964,
"m": 1.0
},
{
"p": 0.05270572379231453,
"m": 1.0
},
{
"p": 0.19961173832416534,
"m": 1.0
},
{
"p": 0.017095834016799927,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.917429804801941,
"val_loss": 0.8862406611442566,
"acc": 69.56,
"time": 336.19130030996166,
"param": [
{
"p": 0.10068797320127487,
"m": 1.0
},
{
"p": 0.02144392393529415,
"m": 1.0
},
{
"p": 0.23434874415397644,
"m": 1.0
},
{
"p": 0.04957518354058266,
"m": 1.0
},
{
"p": 0.03393753618001938,
"m": 1.0
},
{
"p": 0.03739861398935318,
"m": 1.0
},
{
"p": 0.05351518467068672,
"m": 1.0
},
{
"p": 0.07136327773332596,
"m": 1.0
},
{
"p": 0.0326119028031826,
"m": 1.0
},
{
"p": 0.030983436852693558,
"m": 1.0
},
{
"p": 0.045945800840854645,
"m": 1.0
},
{
"p": 0.05442218855023384,
"m": 1.0
},
{
"p": 0.21405109763145447,
"m": 1.0
},
{
"p": 0.019715145230293274,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.5230932235717773,
"val_loss": 0.8258814215660095,
"acc": 67.7,
"time": 324.8916443140479,
"param": [
{
"p": 0.09489243477582932,
"m": 1.0
},
{
"p": 0.026652155444025993,
"m": 1.0
},
{
"p": 0.23304812610149384,
"m": 1.0
},
{
"p": 0.04632491618394852,
"m": 1.0
},
{
"p": 0.03213009610772133,
"m": 1.0
},
{
"p": 0.030369680374860764,
"m": 1.0
},
{
"p": 0.0604606531560421,
"m": 1.0
},
{
"p": 0.086787648499012,
"m": 1.0
},
{
"p": 0.027090774849057198,
"m": 1.0
},
{
"p": 0.028777122497558594,
"m": 1.0
},
{
"p": 0.04581403359770775,
"m": 1.0
},
{
"p": 0.05404417961835861,
"m": 1.0
},
{
"p": 0.2119070142507553,
"m": 1.0
},
{
"p": 0.021701160818338394,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.6742875576019287,
"val_loss": 0.9080371260643005,
"acc": 68.57,
"time": 333.55061902909074,
"param": [
{
"p": 0.09855343401432037,
"m": 1.0
},
{
"p": 0.024552064016461372,
"m": 1.0
},
{
"p": 0.23344877362251282,
"m": 1.0
},
{
"p": 0.05005538836121559,
"m": 1.0
},
{
"p": 0.024467015638947487,
"m": 1.0
},
{
"p": 0.02578829787671566,
"m": 1.0
},
{
"p": 0.06657613068819046,
"m": 1.0
},
{
"p": 0.09377184510231018,
"m": 1.0
},
{
"p": 0.030668526887893677,
"m": 1.0
},
{
"p": 0.021013347432017326,
"m": 1.0
},
{
"p": 0.04296395555138588,
"m": 1.0
},
{
"p": 0.057453833520412445,
"m": 1.0
},
{
"p": 0.21372166275978088,
"m": 1.0
},
{
"p": 0.016965769231319427,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.730193853378296,
"val_loss": 0.858322024345398,
"acc": 69.22,
"time": 326.9347380310064,
"param": [
{
"p": 0.09739015251398087,
"m": 1.0
},
{
"p": 0.025820892304182053,
"m": 1.0
},
{
"p": 0.21524915099143982,
"m": 1.0
},
{
"p": 0.041172195225954056,
"m": 1.0
},
{
"p": 0.025828512385487556,
"m": 1.0
},
{
"p": 0.043174486607313156,
"m": 1.0
},
{
"p": 0.06713736057281494,
"m": 1.0
},
{
"p": 0.08896027505397797,
"m": 1.0
},
{
"p": 0.033361051231622696,
"m": 1.0
},
{
"p": 0.02590774931013584,
"m": 1.0
},
{
"p": 0.05094427615404129,
"m": 1.0
},
{
"p": 0.05458668991923332,
"m": 1.0
},
{
"p": 0.20841720700263977,
"m": 1.0
},
{
"p": 0.0220500398427248,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 2.2910315990448,
"val_loss": 0.8496901392936707,
"acc": 70.13,
"time": 336.25088029098697,
"param": [
{
"p": 0.09957265853881836,
"m": 1.0
},
{
"p": 0.01971450075507164,
"m": 1.0
},
{
"p": 0.21192187070846558,
"m": 1.0
},
{
"p": 0.03341181203722954,
"m": 1.0
},
{
"p": 0.03694264590740204,
"m": 1.0
},
{
"p": 0.04694715514779091,
"m": 1.0
},
{
"p": 0.06308890134096146,
"m": 1.0
},
{
"p": 0.08381455391645432,
"m": 1.0
},
{
"p": 0.031397171318531036,
"m": 1.0
},
{
"p": 0.030841248109936714,
"m": 1.0
},
{
"p": 0.04596332460641861,
"m": 1.0
},
{
"p": 0.05240735411643982,
"m": 1.0
},
{
"p": 0.22011107206344604,
"m": 1.0
},
{
"p": 0.0238657146692276,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.7429836988449097,
"val_loss": 0.9321686029434204,
"acc": 69.6,
"time": 333.44809587299824,
"param": [
{
"p": 0.0961376503109932,
"m": 1.0
},
{
"p": 0.02774282544851303,
"m": 1.0
},
{
"p": 0.2124873548746109,
"m": 1.0
},
{
"p": 0.051268987357616425,
"m": 1.0
},
{
"p": 0.02577267214655876,
"m": 1.0
},
{
"p": 0.04074878618121147,
"m": 1.0
},
{
"p": 0.06434160470962524,
"m": 1.0
},
{
"p": 0.08898657560348511,
"m": 1.0
},
{
"p": 0.04291059076786041,
"m": 1.0
},
{
"p": 0.02908977121114731,
"m": 1.0
},
{
"p": 0.048487525433301926,
"m": 1.0
},
{
"p": 0.04940385743975639,
"m": 1.0
},
{
"p": 0.2011449933052063,
"m": 1.0
},
{
"p": 0.02147672511637211,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.7263911962509155,
"val_loss": 0.9286825656890869,
"acc": 69.75,
"time": 352.1187286070781,
"param": [
{
"p": 0.10436397790908813,
"m": 1.0
},
{
"p": 0.026641717180609703,
"m": 1.0
},
{
"p": 0.223600372672081,
"m": 1.0
},
{
"p": 0.05898436903953552,
"m": 1.0
},
{
"p": 0.030134527012705803,
"m": 1.0
},
{
"p": 0.038458194583654404,
"m": 1.0
},
{
"p": 0.06431732326745987,
"m": 1.0
},
{
"p": 0.0840580090880394,
"m": 1.0
},
{
"p": 0.03613249585032463,
"m": 1.0
},
{
"p": 0.026955341920256615,
"m": 1.0
},
{
"p": 0.0444844514131546,
"m": 1.0
},
{
"p": 0.04999805986881256,
"m": 1.0
},
{
"p": 0.1954239159822464,
"m": 1.0
},
{
"p": 0.016447318717837334,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.6863889694213867,
"val_loss": 0.8875337839126587,
"acc": 68.66,
"time": 328.15790077100974,
"param": [
{
"p": 0.09277203679084778,
"m": 1.0
},
{
"p": 0.03411490097641945,
"m": 1.0
},
{
"p": 0.2334386706352234,
"m": 1.0
},
{
"p": 0.04804404079914093,
"m": 1.0
},
{
"p": 0.02993788570165634,
"m": 1.0
},
{
"p": 0.02008146420121193,
"m": 1.0
},
{
"p": 0.06380916386842728,
"m": 1.0
},
{
"p": 0.08600746095180511,
"m": 1.0
},
{
"p": 0.026027806103229523,
"m": 1.0
},
{
"p": 0.03355853632092476,
"m": 1.0
},
{
"p": 0.04495442286133766,
"m": 1.0
},
{
"p": 0.04731910675764084,
"m": 1.0
},
{
"p": 0.2185613065958023,
"m": 1.0
},
{
"p": 0.021373234689235687,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.905950903892517,
"val_loss": 0.915839433670044,
"acc": 69.66,
"time": 321.8618517819559,
"param": [
{
"p": 0.08072686195373535,
"m": 1.0
},
{
"p": 0.026638144627213478,
"m": 1.0
},
{
"p": 0.21740680932998657,
"m": 1.0
},
{
"p": 0.034464702010154724,
"m": 1.0
},
{
"p": 0.02781710773706436,
"m": 1.0
},
{
"p": 0.12363829463720322,
"m": 1.0
},
{
"p": 0.06338881701231003,
"m": 1.0
},
{
"p": 0.07500307261943817,
"m": 1.0
},
{
"p": 0.02947760745882988,
"m": 1.0
},
{
"p": 0.02798551879823208,
"m": 1.0
},
{
"p": 0.03997250646352768,
"m": 1.0
},
{
"p": 0.04129974916577339,
"m": 1.0
},
{
"p": 0.19356797635555267,
"m": 1.0
},
{
"p": 0.0186128169298172,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.8076002597808838,
"val_loss": 0.935818612575531,
"acc": 69.29,
"time": 331.3023867519805,
"param": [
{
"p": 0.10031159222126007,
"m": 1.0
},
{
"p": 0.022588051855564117,
"m": 1.0
},
{
"p": 0.22117120027542114,
"m": 1.0
},
{
"p": 0.04394640028476715,
"m": 1.0
},
{
"p": 0.02557561732828617,
"m": 1.0
},
{
"p": 0.06567849218845367,
"m": 1.0
},
{
"p": 0.06887993216514587,
"m": 1.0
},
{
"p": 0.09202612191438675,
"m": 1.0
},
{
"p": 0.04044153541326523,
"m": 1.0
},
{
"p": 0.019591933116316795,
"m": 1.0
},
{
"p": 0.040999360382556915,
"m": 1.0
},
{
"p": 0.04714734107255936,
"m": 1.0
},
{
"p": 0.19412663578987122,
"m": 1.0
},
{
"p": 0.017515817657113075,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.6737239360809326,
"val_loss": 0.860133945941925,
"acc": 68.25,
"time": 328.2469934959663,
"param": [
{
"p": 0.09435955435037613,
"m": 1.0
},
{
"p": 0.015168176963925362,
"m": 1.0
},
{
"p": 0.22468985617160797,
"m": 1.0
},
{
"p": 0.04341018944978714,
"m": 1.0
},
{
"p": 0.02639286406338215,
"m": 1.0
},
{
"p": 0.03681177273392677,
"m": 1.0
},
{
"p": 0.05778302997350693,
"m": 1.0
},
{
"p": 0.08892066776752472,
"m": 1.0
},
{
"p": 0.04362443462014198,
"m": 1.0
},
{
"p": 0.024923479184508324,
"m": 1.0
},
{
"p": 0.04908237233757973,
"m": 1.0
},
{
"p": 0.0552641861140728,
"m": 1.0
},
{
"p": 0.21905829012393951,
"m": 1.0
},
{
"p": 0.02051115408539772,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 2.1717889308929443,
"val_loss": 0.8337931036949158,
"acc": 69.59,
"time": 336.17642844095826,
"param": [
{
"p": 0.10265644639730453,
"m": 1.0
},
{
"p": 0.01156151294708252,
"m": 1.0
},
{
"p": 0.22967085242271423,
"m": 1.0
},
{
"p": 0.04877575859427452,
"m": 1.0
},
{
"p": 0.030427061021327972,
"m": 1.0
},
{
"p": 0.033880311995744705,
"m": 1.0
},
{
"p": 0.06484486162662506,
"m": 1.0
},
{
"p": 0.09129824489355087,
"m": 1.0
},
{
"p": 0.04093270003795624,
"m": 1.0
},
{
"p": 0.022011535242199898,
"m": 1.0
},
{
"p": 0.04399026185274124,
"m": 1.0
},
{
"p": 0.04952741414308548,
"m": 1.0
},
{
"p": 0.2031581997871399,
"m": 1.0
},
{
"p": 0.027264870703220367,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 2.101853370666504,
"val_loss": 0.7382844090461731,
"acc": 69.53,
"time": 330.87371472397354,
"param": [
{
"p": 0.0871034562587738,
"m": 1.0
},
{
"p": 0.01908176951110363,
"m": 1.0
},
{
"p": 0.23153097927570343,
"m": 1.0
},
{
"p": 0.04853958636522293,
"m": 1.0
},
{
"p": 0.03770052641630173,
"m": 1.0
},
{
"p": 0.03191600367426872,
"m": 1.0
},
{
"p": 0.0648772269487381,
"m": 1.0
},
{
"p": 0.08769028633832932,
"m": 1.0
},
{
"p": 0.03667612001299858,
"m": 1.0
},
{
"p": 0.022846749052405357,
"m": 1.0
},
{
"p": 0.05259666591882706,
"m": 1.0
},
{
"p": 0.05208829417824745,
"m": 1.0
},
{
"p": 0.20636312663555145,
"m": 1.0
},
{
"p": 0.02098919078707695,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.8423333168029785,
"val_loss": 0.7274569272994995,
"acc": 70.06,
"time": 331.2024817429483,
"param": [
{
"p": 0.1024828553199768,
"m": 1.0
},
{
"p": 0.015152685344219208,
"m": 1.0
},
{
"p": 0.2413473278284073,
"m": 1.0
},
{
"p": 0.057683952152729034,
"m": 1.0
},
{
"p": 0.016499480232596397,
"m": 1.0
},
{
"p": 0.04639330878853798,
"m": 1.0
},
{
"p": 0.05067120119929314,
"m": 1.0
},
{
"p": 0.08426457643508911,
"m": 1.0
},
{
"p": 0.0333448201417923,
"m": 1.0
},
{
"p": 0.02837235853075981,
"m": 1.0
},
{
"p": 0.05164898559451103,
"m": 1.0
},
{
"p": 0.050328031182289124,
"m": 1.0
},
{
"p": 0.21159429848194122,
"m": 1.0
},
{
"p": 0.010216135531663895,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.582072138786316,
"val_loss": 0.8196370005607605,
"acc": 70.68,
"time": 342.7307778899558,
"param": [
{
"p": 0.09280212968587875,
"m": 1.0
},
{
"p": 0.016585202887654305,
"m": 1.0
},
{
"p": 0.22259989380836487,
"m": 1.0
},
{
"p": 0.05280343070626259,
"m": 1.0
},
{
"p": 0.031414587050676346,
"m": 1.0
},
{
"p": 0.030996697023510933,
"m": 1.0
},
{
"p": 0.06419549137353897,
"m": 1.0
},
{
"p": 0.0749870240688324,
"m": 1.0
},
{
"p": 0.036550913006067276,
"m": 1.0
},
{
"p": 0.028748026117682457,
"m": 1.0
},
{
"p": 0.056244559586048126,
"m": 1.0
},
{
"p": 0.04942638799548149,
"m": 1.0
},
{
"p": 0.22178268432617188,
"m": 1.0
},
{
"p": 0.02086300402879715,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.8509619235992432,
"val_loss": 0.7852113246917725,
"acc": 69.5,
"time": 331.1529503240017,
"param": [
{
"p": 0.09943543374538422,
"m": 1.0
},
{
"p": 0.012950642965734005,
"m": 1.0
},
{
"p": 0.227247953414917,
"m": 1.0
},
{
"p": 0.057035915553569794,
"m": 1.0
},
{
"p": 0.03491351380944252,
"m": 1.0
},
{
"p": 0.009041931480169296,
"m": 1.0
},
{
"p": 0.050709109753370285,
"m": 1.0
},
{
"p": 0.0867646113038063,
"m": 1.0
},
{
"p": 0.03411947935819626,
"m": 1.0
},
{
"p": 0.03456095978617668,
"m": 1.0
},
{
"p": 0.05395045876502991,
"m": 1.0
},
{
"p": 0.057208187878131866,
"m": 1.0
},
{
"p": 0.22278887033462524,
"m": 1.0
},
{
"p": 0.019272878766059875,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.919715404510498,
"val_loss": 0.7200734615325928,
"acc": 70.54,
"time": 325.11014847492334,
"param": [
{
"p": 0.07247856259346008,
"m": 1.0
},
{
"p": 0.000985694001428783,
"m": 1.0
},
{
"p": 0.22049234807491302,
"m": 1.0
},
{
"p": 0.04378408193588257,
"m": 1.0
},
{
"p": 0.032610587775707245,
"m": 1.0
},
{
"p": 0.09128621220588684,
"m": 1.0
},
{
"p": 0.0765426754951477,
"m": 1.0
},
{
"p": 0.0826524868607521,
"m": 1.0
},
{
"p": 0.03252998739480972,
"m": 1.0
},
{
"p": 0.025998707860708237,
"m": 1.0
},
{
"p": 0.04603941738605499,
"m": 1.0
},
{
"p": 0.05437430366873741,
"m": 1.0
},
{
"p": 0.19707192480564117,
"m": 1.0
},
{
"p": 0.023153018206357956,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.4475607872009277,
"val_loss": 0.7913039922714233,
"acc": 69.86,
"time": 338.13318998005707,
"param": [
{
"p": 0.10522336512804031,
"m": 1.0
},
{
"p": 0.030597152188420296,
"m": 1.0
},
{
"p": 0.2241971343755722,
"m": 1.0
},
{
"p": 0.039508670568466187,
"m": 1.0
},
{
"p": 0.03008652850985527,
"m": 1.0
},
{
"p": 0.04284824803471565,
"m": 1.0
},
{
"p": 0.06104790046811104,
"m": 1.0
},
{
"p": 0.07742038369178772,
"m": 1.0
},
{
"p": 0.028453532606363297,
"m": 1.0
},
{
"p": 0.02772659622132778,
"m": 1.0
},
{
"p": 0.054978642612695694,
"m": 1.0
},
{
"p": 0.05866377800703049,
"m": 1.0
},
{
"p": 0.19831208884716034,
"m": 1.0
},
{
"p": 0.020936064422130585,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.4691133499145508,
"val_loss": 0.8877124786376953,
"acc": 68.29,
"time": 335.0507974579232,
"param": [
{
"p": 0.10041213035583496,
"m": 1.0
},
{
"p": 0.011019145138561726,
"m": 1.0
},
{
"p": 0.21800045669078827,
"m": 1.0
},
{
"p": 0.05059291049838066,
"m": 1.0
},
{
"p": 0.031214388087391853,
"m": 1.0
},
{
"p": 0.030648520216345787,
"m": 1.0
},
{
"p": 0.0718650296330452,
"m": 1.0
},
{
"p": 0.0889662504196167,
"m": 1.0
},
{
"p": 0.03240321949124336,
"m": 1.0
},
{
"p": 0.0276345144957304,
"m": 1.0
},
{
"p": 0.05055583640933037,
"m": 1.0
},
{
"p": 0.051722727715969086,
"m": 1.0
},
{
"p": 0.2074364721775055,
"m": 1.0
},
{
"p": 0.02752835489809513,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.501643180847168,
"val_loss": 0.7748345136642456,
"acc": 71.34,
"time": 337.192514749011,
"param": [
{
"p": 0.08844852447509766,
"m": 1.0
},
{
"p": 0.012700655497610569,
"m": 1.0
},
{
"p": 0.22406311333179474,
"m": 1.0
},
{
"p": 0.05300617218017578,
"m": 1.0
},
{
"p": 0.04211174696683884,
"m": 1.0
},
{
"p": 0.029865045100450516,
"m": 1.0
},
{
"p": 0.06884416937828064,
"m": 1.0
},
{
"p": 0.09644454717636108,
"m": 1.0
},
{
"p": 0.03999801352620125,
"m": 1.0
},
{
"p": 0.025197001174092293,
"m": 1.0
},
{
"p": 0.05023686960339546,
"m": 1.0
},
{
"p": 0.04994265362620354,
"m": 1.0
},
{
"p": 0.19770248234272003,
"m": 1.0
},
{
"p": 0.02143901027739048,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.4577410221099854,
"val_loss": 0.7873560786247253,
"acc": 69.93,
"time": 338.2268523350358,
"param": [
{
"p": 0.09424691647291183,
"m": 1.0
},
{
"p": 0.016755567863583565,
"m": 1.0
},
{
"p": 0.2151530534029007,
"m": 1.0
},
{
"p": 0.05891764536499977,
"m": 1.0
},
{
"p": 0.035221975296735764,
"m": 1.0
},
{
"p": 0.027129238471388817,
"m": 1.0
},
{
"p": 0.06520774215459824,
"m": 1.0
},
{
"p": 0.09765138477087021,
"m": 1.0
},
{
"p": 0.03871184587478638,
"m": 1.0
},
{
"p": 0.02602863870561123,
"m": 1.0
},
{
"p": 0.049721360206604004,
"m": 1.0
},
{
"p": 0.05030655860900879,
"m": 1.0
},
{
"p": 0.21466931700706482,
"m": 1.0
},
{
"p": 0.010278841480612755,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.6451709270477295,
"val_loss": 0.810985803604126,
"acc": 71.11,
"time": 339.39986700506415,
"param": [
{
"p": 0.11359601467847824,
"m": 1.0
},
{
"p": 0.01646992564201355,
"m": 1.0
},
{
"p": 0.2043135017156601,
"m": 1.0
},
{
"p": 0.058001790195703506,
"m": 1.0
},
{
"p": 0.031769100576639175,
"m": 1.0
},
{
"p": 0.021127773448824883,
"m": 1.0
},
{
"p": 0.06459733098745346,
"m": 1.0
},
{
"p": 0.08882112056016922,
"m": 1.0
},
{
"p": 0.03864501044154167,
"m": 1.0
},
{
"p": 0.030002031475305557,
"m": 1.0
},
{
"p": 0.04947850480675697,
"m": 1.0
},
{
"p": 0.0491032637655735,
"m": 1.0
},
{
"p": 0.210592582821846,
"m": 1.0
},
{
"p": 0.02348203957080841,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.706851601600647,
"val_loss": 0.875993549823761,
"acc": 70.69,
"time": 349.63765935995616,
"param": [
{
"p": 0.10175035148859024,
"m": 1.0
},
{
"p": 0.09144306182861328,
"m": 1.0
},
{
"p": 0.2010785937309265,
"m": 1.0
},
{
"p": 0.039774585515260696,
"m": 1.0
},
{
"p": 0.03559541702270508,
"m": 1.0
},
{
"p": 0.027536073699593544,
"m": 1.0
},
{
"p": 0.0663466602563858,
"m": 1.0
},
{
"p": 0.07215061038732529,
"m": 1.0
},
{
"p": 0.030965933576226234,
"m": 1.0
},
{
"p": 0.026657316833734512,
"m": 1.0
},
{
"p": 0.04309311509132385,
"m": 1.0
},
{
"p": 0.05354528874158859,
"m": 1.0
},
{
"p": 0.18784208595752716,
"m": 1.0
},
{
"p": 0.022220855578780174,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.7659437656402588,
"val_loss": 0.8469358086585999,
"acc": 70.43,
"time": 332.86351422104053,
"param": [
{
"p": 0.10360871255397797,
"m": 1.0
},
{
"p": 0.025552092120051384,
"m": 1.0
},
{
"p": 0.21205735206604004,
"m": 1.0
},
{
"p": 0.04500650614500046,
"m": 1.0
},
{
"p": 0.03066929802298546,
"m": 1.0
},
{
"p": 0.02875669300556183,
"m": 1.0
},
{
"p": 0.06930337846279144,
"m": 1.0
},
{
"p": 0.07866574078798294,
"m": 1.0
},
{
"p": 0.03886815160512924,
"m": 1.0
},
{
"p": 0.026592539623379707,
"m": 1.0
},
{
"p": 0.054906755685806274,
"m": 1.0
},
{
"p": 0.05919363349676132,
"m": 1.0
},
{
"p": 0.20031392574310303,
"m": 1.0
},
{
"p": 0.026505181565880775,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.6418737173080444,
"val_loss": 0.8308423757553101,
"acc": 70.12,
"time": 338.4195110569708,
"param": [
{
"p": 0.09929180145263672,
"m": 1.0
},
{
"p": 0.01583356224000454,
"m": 1.0
},
{
"p": 0.21634288132190704,
"m": 1.0
},
{
"p": 0.05263500660657883,
"m": 1.0
},
{
"p": 0.03326408565044403,
"m": 1.0
},
{
"p": 0.031676627695560455,
"m": 1.0
},
{
"p": 0.05808350816369057,
"m": 1.0
},
{
"p": 0.07632121443748474,
"m": 1.0
},
{
"p": 0.04333537071943283,
"m": 1.0
},
{
"p": 0.030612625181674957,
"m": 1.0
},
{
"p": 0.0429285503923893,
"m": 1.0
},
{
"p": 0.06219041720032692,
"m": 1.0
},
{
"p": 0.21272441744804382,
"m": 1.0
},
{
"p": 0.02475983090698719,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.4935715198516846,
"val_loss": 0.829127848148346,
"acc": 70.51,
"time": 335.06969707494136,
"param": [
{
"p": 0.09949769824743271,
"m": 1.0
},
{
"p": 0.014808758161962032,
"m": 1.0
},
{
"p": 0.21758511662483215,
"m": 1.0
},
{
"p": 0.0467294417321682,
"m": 1.0
},
{
"p": 0.03794635832309723,
"m": 1.0
},
{
"p": 0.024015937000513077,
"m": 1.0
},
{
"p": 0.06884411722421646,
"m": 1.0
},
{
"p": 0.08486860990524292,
"m": 1.0
},
{
"p": 0.03666599467396736,
"m": 1.0
},
{
"p": 0.02695232443511486,
"m": 1.0
},
{
"p": 0.05193686485290527,
"m": 1.0
},
{
"p": 0.05612475797533989,
"m": 1.0
},
{
"p": 0.2017727792263031,
"m": 1.0
},
{
"p": 0.03225129097700119,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.7552560567855835,
"val_loss": 0.6480672955513,
"acc": 70.47,
"time": 330.82095967198256,
"param": [
{
"p": 0.09615374356508255,
"m": 1.0
},
{
"p": 0.013871263712644577,
"m": 1.0
},
{
"p": 0.20492352545261383,
"m": 1.0
},
{
"p": 0.06195071339607239,
"m": 1.0
},
{
"p": 0.04177208989858627,
"m": 1.0
},
{
"p": 0.018606161698698997,
"m": 1.0
},
{
"p": 0.07495421171188354,
"m": 1.0
},
{
"p": 0.09949973225593567,
"m": 1.0
},
{
"p": 0.03636736795306206,
"m": 1.0
},
{
"p": 0.02456570975482464,
"m": 1.0
},
{
"p": 0.05230401083827019,
"m": 1.0
},
{
"p": 0.053933970630168915,
"m": 1.0
},
{
"p": 0.1935792863368988,
"m": 1.0
},
{
"p": 0.02751815691590309,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.3900094032287598,
"val_loss": 0.8804104328155518,
"acc": 70.38,
"time": 347.38714340608567,
"param": [
{
"p": 0.09957193583250046,
"m": 1.0
},
{
"p": 0.012669239193201065,
"m": 1.0
},
{
"p": 0.21783554553985596,
"m": 1.0
},
{
"p": 0.04310568422079086,
"m": 1.0
},
{
"p": 0.03903656080365181,
"m": 1.0
},
{
"p": 0.026940561830997467,
"m": 1.0
},
{
"p": 0.06472394615411758,
"m": 1.0
},
{
"p": 0.07812781631946564,
"m": 1.0
},
{
"p": 0.03587017580866814,
"m": 1.0
},
{
"p": 0.026530472561717033,
"m": 1.0
},
{
"p": 0.05698006972670555,
"m": 1.0
},
{
"p": 0.05510473996400833,
"m": 1.0
},
{
"p": 0.21125897765159607,
"m": 1.0
},
{
"p": 0.03224419057369232,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.833390235900879,
"val_loss": 0.8527776002883911,
"acc": 69.54,
"time": 341.60916202003136,
"param": [
{
"p": 0.0879017785191536,
"m": 1.0
},
{
"p": 0.0902206152677536,
"m": 1.0
},
{
"p": 0.18246835470199585,
"m": 1.0
},
{
"p": 0.05626898258924484,
"m": 1.0
},
{
"p": 0.032753776758909225,
"m": 1.0
},
{
"p": 0.027039462700486183,
"m": 1.0
},
{
"p": 0.07362730801105499,
"m": 1.0
},
{
"p": 0.0811019316315651,
"m": 1.0
},
{
"p": 0.036384981125593185,
"m": 1.0
},
{
"p": 0.023308243602514267,
"m": 1.0
},
{
"p": 0.04273494705557823,
"m": 1.0
},
{
"p": 0.056669555604457855,
"m": 1.0
},
{
"p": 0.1794251799583435,
"m": 1.0
},
{
"p": 0.030094880610704422,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.6564791202545166,
"val_loss": 0.7908451557159424,
"acc": 71.31,
"time": 345.0828928370029,
"param": [
{
"p": 0.09957731515169144,
"m": 1.0
},
{
"p": 0.03441324084997177,
"m": 1.0
},
{
"p": 0.19583076238632202,
"m": 1.0
},
{
"p": 0.04982307180762291,
"m": 1.0
},
{
"p": 0.0285332053899765,
"m": 1.0
},
{
"p": 0.02570682391524315,
"m": 1.0
},
{
"p": 0.07358019798994064,
"m": 1.0
},
{
"p": 0.0759398564696312,
"m": 1.0
},
{
"p": 0.036920297890901566,
"m": 1.0
},
{
"p": 0.0334426648914814,
"m": 1.0
},
{
"p": 0.037059150636196136,
"m": 1.0
},
{
"p": 0.05145411193370819,
"m": 1.0
},
{
"p": 0.22864307463169098,
"m": 1.0
},
{
"p": 0.02907615900039673,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.6036972999572754,
"val_loss": 0.7492223381996155,
"acc": 70.81,
"time": 334.2316885610344,
"param": [
{
"p": 0.09582757204771042,
"m": 1.0
},
{
"p": 0.0007062233053147793,
"m": 1.0
},
{
"p": 0.21837997436523438,
"m": 1.0
},
{
"p": 0.05296767130494118,
"m": 1.0
},
{
"p": 0.03745632991194725,
"m": 1.0
},
{
"p": 0.02967463992536068,
"m": 1.0
},
{
"p": 0.06474212557077408,
"m": 1.0
},
{
"p": 0.09790641069412231,
"m": 1.0
},
{
"p": 0.04219819977879524,
"m": 1.0
},
{
"p": 0.024608729407191277,
"m": 1.0
},
{
"p": 0.05310632660984993,
"m": 1.0
},
{
"p": 0.05581440031528473,
"m": 1.0
},
{
"p": 0.1982002556324005,
"m": 1.0
},
{
"p": 0.028411151841282845,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.6356695890426636,
"val_loss": 1.0511090755462646,
"acc": 70.67,
"time": 323.6653296391014,
"param": [
{
"p": 0.10051071643829346,
"m": 1.0
},
{
"p": 0.025410544127225876,
"m": 1.0
},
{
"p": 0.20904652774333954,
"m": 1.0
},
{
"p": 0.059471797198057175,
"m": 1.0
},
{
"p": 0.0358751080930233,
"m": 1.0
},
{
"p": 0.029083741828799248,
"m": 1.0
},
{
"p": 0.07005880028009415,
"m": 1.0
},
{
"p": 0.0644076019525528,
"m": 1.0
},
{
"p": 0.04950380697846413,
"m": 1.0
},
{
"p": 0.02515329048037529,
"m": 1.0
},
{
"p": 0.05654427781701088,
"m": 1.0
},
{
"p": 0.04513408616185188,
"m": 1.0
},
{
"p": 0.2004512995481491,
"m": 1.0
},
{
"p": 0.02934841997921467,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.492524266242981,
"val_loss": 0.8526111245155334,
"acc": 71.8,
"time": 317.4379510889994,
"param": [
{
"p": 0.1047445610165596,
"m": 1.0
},
{
"p": 0.008381674997508526,
"m": 1.0
},
{
"p": 0.2272002100944519,
"m": 1.0
},
{
"p": 0.04082918539643288,
"m": 1.0
},
{
"p": 0.025049658492207527,
"m": 1.0
},
{
"p": 0.025390923023223877,
"m": 1.0
},
{
"p": 0.053877174854278564,
"m": 1.0
},
{
"p": 0.08600565046072006,
"m": 1.0
},
{
"p": 0.03828739747405052,
"m": 1.0
},
{
"p": 0.03609544783830643,
"m": 1.0
},
{
"p": 0.05554407462477684,
"m": 1.0
},
{
"p": 0.06263961642980576,
"m": 1.0
},
{
"p": 0.21196433901786804,
"m": 1.0
},
{
"p": 0.023990033194422722,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.7101458311080933,
"val_loss": 0.7856636047363281,
"acc": 71.93,
"time": 324.1345265751006,
"param": [
{
"p": 0.09400846809148788,
"m": 1.0
},
{
"p": 0.0160427987575531,
"m": 1.0
},
{
"p": 0.2068614363670349,
"m": 1.0
},
{
"p": 0.060062017291784286,
"m": 1.0
},
{
"p": 0.03175530210137367,
"m": 1.0
},
{
"p": 0.034271687269210815,
"m": 1.0
},
{
"p": 0.05844077840447426,
"m": 1.0
},
{
"p": 0.0871046930551529,
"m": 1.0
},
{
"p": 0.037269823253154755,
"m": 1.0
},
{
"p": 0.03411642089486122,
"m": 1.0
},
{
"p": 0.05750090256333351,
"m": 1.0
},
{
"p": 0.04579227417707443,
"m": 1.0
},
{
"p": 0.21191886067390442,
"m": 1.0
},
{
"p": 0.024854497984051704,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 2.033440113067627,
"val_loss": 0.8582245111465454,
"acc": 70.06,
"time": 340.0819468300324,
"param": [
{
"p": 0.10765283554792404,
"m": 1.0
},
{
"p": 0.007775247097015381,
"m": 1.0
},
{
"p": 0.18604600429534912,
"m": 1.0
},
{
"p": 0.06450516730546951,
"m": 1.0
},
{
"p": 0.042436085641384125,
"m": 1.0
},
{
"p": 0.05082886293530464,
"m": 1.0
},
{
"p": 0.07132864743471146,
"m": 1.0
},
{
"p": 0.08866886049509048,
"m": 1.0
},
{
"p": 0.036051224917173386,
"m": 1.0
},
{
"p": 0.03268368914723396,
"m": 1.0
},
{
"p": 0.04380413144826889,
"m": 1.0
},
{
"p": 0.06328865140676498,
"m": 1.0
},
{
"p": 0.1840280294418335,
"m": 1.0
},
{
"p": 0.020902492105960846,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.3057982921600342,
"val_loss": 0.7490214705467224,
"acc": 71.5,
"time": 325.9521750160493,
"param": [
{
"p": 0.09759995341300964,
"m": 1.0
},
{
"p": 0.014852834865450859,
"m": 1.0
},
{
"p": 0.2096005380153656,
"m": 1.0
},
{
"p": 0.0520671010017395,
"m": 1.0
},
{
"p": 0.044214878231287,
"m": 1.0
},
{
"p": 0.021180223673582077,
"m": 1.0
},
{
"p": 0.07512062042951584,
"m": 1.0
},
{
"p": 0.10258760303258896,
"m": 1.0
},
{
"p": 0.03649092838168144,
"m": 1.0
},
{
"p": 0.03100399300456047,
"m": 1.0
},
{
"p": 0.04181043431162834,
"m": 1.0
},
{
"p": 0.06765978783369064,
"m": 1.0
},
{
"p": 0.1876305341720581,
"m": 1.0
},
{
"p": 0.018180547282099724,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.7363531589508057,
"val_loss": 0.7965821623802185,
"acc": 71.07,
"time": 331.2060401230119,
"param": [
{
"p": 0.09703104943037033,
"m": 1.0
},
{
"p": 0.09276172518730164,
"m": 1.0
},
{
"p": 0.1677757203578949,
"m": 1.0
},
{
"p": 0.05411148443818092,
"m": 1.0
},
{
"p": 0.04312281683087349,
"m": 1.0
},
{
"p": 0.016906334087252617,
"m": 1.0
},
{
"p": 0.058831412345170975,
"m": 1.0
},
{
"p": 0.08181392401456833,
"m": 1.0
},
{
"p": 0.03643124923110008,
"m": 1.0
},
{
"p": 0.032499149441719055,
"m": 1.0
},
{
"p": 0.057036012411117554,
"m": 1.0
},
{
"p": 0.049970466643571854,
"m": 1.0
},
{
"p": 0.18365778028964996,
"m": 1.0
},
{
"p": 0.02805095911026001,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.3897316455841064,
"val_loss": 0.858223557472229,
"acc": 71.79,
"time": 344.70460857998114,
"param": [
{
"p": 0.10185151547193527,
"m": 1.0
},
{
"p": 0.02718881145119667,
"m": 1.0
},
{
"p": 0.21675148606300354,
"m": 1.0
},
{
"p": 0.06306760013103485,
"m": 1.0
},
{
"p": 0.038832735270261765,
"m": 1.0
},
{
"p": 0.017535554245114326,
"m": 1.0
},
{
"p": 0.06795448064804077,
"m": 1.0
},
{
"p": 0.09481324255466461,
"m": 1.0
},
{
"p": 0.03286425769329071,
"m": 1.0
},
{
"p": 0.029680343344807625,
"m": 1.0
},
{
"p": 0.04416200891137123,
"m": 1.0
},
{
"p": 0.049599237740039825,
"m": 1.0
},
{
"p": 0.18951253592967987,
"m": 1.0
},
{
"p": 0.026186294853687286,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.6933892965316772,
"val_loss": 0.992606520652771,
"acc": 70.5,
"time": 337.84367259196006,
"param": [
{
"p": 0.09997431188821793,
"m": 1.0
},
{
"p": 0.010055112652480602,
"m": 1.0
},
{
"p": 0.215964674949646,
"m": 1.0
},
{
"p": 0.04532716050744057,
"m": 1.0
},
{
"p": 0.036811430007219315,
"m": 1.0
},
{
"p": 0.019038496538996696,
"m": 1.0
},
{
"p": 0.0687611922621727,
"m": 1.0
},
{
"p": 0.08212363719940186,
"m": 1.0
},
{
"p": 0.04869810491800308,
"m": 1.0
},
{
"p": 0.03345353901386261,
"m": 1.0
},
{
"p": 0.05855335667729378,
"m": 1.0
},
{
"p": 0.050263576209545135,
"m": 1.0
},
{
"p": 0.19909465312957764,
"m": 1.0
},
{
"p": 0.03188066557049751,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.6961196660995483,
"val_loss": 0.885455310344696,
"acc": 70.8,
"time": 319.63182127301116,
"param": [
{
"p": 0.09632736444473267,
"m": 1.0
},
{
"p": 0.009313448332250118,
"m": 1.0
},
{
"p": 0.2010040432214737,
"m": 1.0
},
{
"p": 0.06955166906118393,
"m": 1.0
},
{
"p": 0.026562875136733055,
"m": 1.0
},
{
"p": 0.040316954255104065,
"m": 1.0
},
{
"p": 0.0531490221619606,
"m": 1.0
},
{
"p": 0.09150290489196777,
"m": 1.0
},
{
"p": 0.035182204097509384,
"m": 1.0
},
{
"p": 0.029080962762236595,
"m": 1.0
},
{
"p": 0.059053901582956314,
"m": 1.0
},
{
"p": 0.06276184320449829,
"m": 1.0
},
{
"p": 0.1971304565668106,
"m": 1.0
},
{
"p": 0.02906227670609951,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.3639296293258667,
"val_loss": 0.7912865877151489,
"acc": 71.86,
"time": 328.5229839410167,
"param": [
{
"p": 0.10040251165628433,
"m": 1.0
},
{
"p": 0.016290077939629555,
"m": 1.0
},
{
"p": 0.20065835118293762,
"m": 1.0
},
{
"p": 0.06690631061792374,
"m": 1.0
},
{
"p": 0.033012595027685165,
"m": 1.0
},
{
"p": 0.010037257336080074,
"m": 1.0
},
{
"p": 0.07324555516242981,
"m": 1.0
},
{
"p": 0.08843748271465302,
"m": 1.0
},
{
"p": 0.04870283603668213,
"m": 1.0
},
{
"p": 0.030309032648801804,
"m": 1.0
},
{
"p": 0.058280620723962784,
"m": 1.0
},
{
"p": 0.05294139310717583,
"m": 1.0
},
{
"p": 0.1998746395111084,
"m": 1.0
},
{
"p": 0.02090127393603325,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.6513817310333252,
"val_loss": 0.8288118243217468,
"acc": 70.95,
"time": 331.305863296031,
"param": [
{
"p": 0.10490302741527557,
"m": 1.0
},
{
"p": 0.007628182880580425,
"m": 1.0
},
{
"p": 0.19685716927051544,
"m": 1.0
},
{
"p": 0.05545780435204506,
"m": 1.0
},
{
"p": 0.03904256224632263,
"m": 1.0
},
{
"p": 0.01510807778686285,
"m": 1.0
},
{
"p": 0.07144003361463547,
"m": 1.0
},
{
"p": 0.09558563679456711,
"m": 1.0
},
{
"p": 0.03972550481557846,
"m": 1.0
},
{
"p": 0.032964058220386505,
"m": 1.0
},
{
"p": 0.06747771054506302,
"m": 1.0
},
{
"p": 0.052795376628637314,
"m": 1.0
},
{
"p": 0.1942426562309265,
"m": 1.0
},
{
"p": 0.02677215449512005,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.5408823490142822,
"val_loss": 0.7561154365539551,
"acc": 71.79,
"time": 328.5755265218904,
"param": [
{
"p": 0.10114449262619019,
"m": 1.0
},
{
"p": 0.011816603131592274,
"m": 1.0
},
{
"p": 0.21586766839027405,
"m": 1.0
},
{
"p": 0.0644589439034462,
"m": 1.0
},
{
"p": 0.04539854824542999,
"m": 1.0
},
{
"p": 0.020680179819464684,
"m": 1.0
},
{
"p": 0.06305905431509018,
"m": 1.0
},
{
"p": 0.08340670168399811,
"m": 1.0
},
{
"p": 0.04192277789115906,
"m": 1.0
},
{
"p": 0.02363545633852482,
"m": 1.0
},
{
"p": 0.05714774876832962,
"m": 1.0
},
{
"p": 0.06856806576251984,
"m": 1.0
},
{
"p": 0.1760798692703247,
"m": 1.0
},
{
"p": 0.026813965290784836,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.476749300956726,
"val_loss": 0.8533726930618286,
"acc": 72.29,
"time": 333.2116447179578,
"param": [
{
"p": 0.10560233891010284,
"m": 1.0
},
{
"p": 0.0026790436822921038,
"m": 1.0
},
{
"p": 0.2008855640888214,
"m": 1.0
},
{
"p": 0.06778629869222641,
"m": 1.0
},
{
"p": 0.032365404069423676,
"m": 1.0
},
{
"p": 0.016996707767248154,
"m": 1.0
},
{
"p": 0.07996626198291779,
"m": 1.0
},
{
"p": 0.08766032010316849,
"m": 1.0
},
{
"p": 0.049203190952539444,
"m": 1.0
},
{
"p": 0.0379766970872879,
"m": 1.0
},
{
"p": 0.041834328323602676,
"m": 1.0
},
{
"p": 0.0589609332382679,
"m": 1.0
},
{
"p": 0.1842237263917923,
"m": 1.0
},
{
"p": 0.033859193325042725,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.3334707021713257,
"val_loss": 0.8022739887237549,
"acc": 70.45,
"time": 331.7259830610128,
"param": [
{
"p": 0.10762946307659149,
"m": 1.0
},
{
"p": 0.005886770319193602,
"m": 1.0
},
{
"p": 0.20017065107822418,
"m": 1.0
},
{
"p": 0.0694206953048706,
"m": 1.0
},
{
"p": 0.0484006293118,
"m": 1.0
},
{
"p": 0.014697304926812649,
"m": 1.0
},
{
"p": 0.07333792746067047,
"m": 1.0
},
{
"p": 0.0937008410692215,
"m": 1.0
},
{
"p": 0.0329626090824604,
"m": 1.0
},
{
"p": 0.03192983195185661,
"m": 1.0
},
{
"p": 0.0618019662797451,
"m": 1.0
},
{
"p": 0.0697990357875824,
"m": 1.0
},
{
"p": 0.15921644866466522,
"m": 1.0
},
{
"p": 0.031045928597450256,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.6127519607543945,
"val_loss": 0.927486777305603,
"acc": 70.3,
"time": 324.51687046093866,
"param": [
{
"p": 0.10362957417964935,
"m": 1.0
},
{
"p": 0.013072110712528229,
"m": 1.0
},
{
"p": 0.189401775598526,
"m": 1.0
},
{
"p": 0.06801787763834,
"m": 1.0
},
{
"p": 0.0358876958489418,
"m": 1.0
},
{
"p": 0.009889515116810799,
"m": 1.0
},
{
"p": 0.07416905462741852,
"m": 1.0
},
{
"p": 0.07205487787723541,
"m": 1.0
},
{
"p": 0.045967672020196915,
"m": 1.0
},
{
"p": 0.025649914517998695,
"m": 1.0
},
{
"p": 0.06163337081670761,
"m": 1.0
},
{
"p": 0.06727025657892227,
"m": 1.0
},
{
"p": 0.19933316111564636,
"m": 1.0
},
{
"p": 0.03402307629585266,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.544384241104126,
"val_loss": 0.8911685347557068,
"acc": 71.6,
"time": 317.54733915103134,
"param": [
{
"p": 0.10307221114635468,
"m": 1.0
},
{
"p": 0.011660238727927208,
"m": 1.0
},
{
"p": 0.18448199331760406,
"m": 1.0
},
{
"p": 0.06261482834815979,
"m": 1.0
},
{
"p": 0.04479144886136055,
"m": 1.0
},
{
"p": 0.01845133863389492,
"m": 1.0
},
{
"p": 0.07839463651180267,
"m": 1.0
},
{
"p": 0.09423256665468216,
"m": 1.0
},
{
"p": 0.03833584487438202,
"m": 1.0
},
{
"p": 0.031840577721595764,
"m": 1.0
},
{
"p": 0.04970632493495941,
"m": 1.0
},
{
"p": 0.06592345237731934,
"m": 1.0
},
{
"p": 0.18926864862442017,
"m": 1.0
},
{
"p": 0.027225900441408157,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.4084856510162354,
"val_loss": 0.7791827917098999,
"acc": 72.17,
"time": 324.7547119439114,
"param": [
{
"p": 0.09112337976694107,
"m": 1.0
},
{
"p": 0.010924480855464935,
"m": 1.0
},
{
"p": 0.19478891789913177,
"m": 1.0
},
{
"p": 0.06289917975664139,
"m": 1.0
},
{
"p": 0.03692805767059326,
"m": 1.0
},
{
"p": 0.01460859552025795,
"m": 1.0
},
{
"p": 0.07198625057935715,
"m": 1.0
},
{
"p": 0.07949690520763397,
"m": 1.0
},
{
"p": 0.04933059215545654,
"m": 1.0
},
{
"p": 0.04239889234304428,
"m": 1.0
},
{
"p": 0.04977266117930412,
"m": 1.0
},
{
"p": 0.06438085436820984,
"m": 1.0
},
{
"p": 0.20339207351207733,
"m": 1.0
},
{
"p": 0.027969133108854294,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.8217419385910034,
"val_loss": 0.8243787884712219,
"acc": 71.49,
"time": 326.31807131599635,
"param": [
{
"p": 0.11113092303276062,
"m": 1.0
},
{
"p": 0.024326421320438385,
"m": 1.0
},
{
"p": 0.185573011636734,
"m": 1.0
},
{
"p": 0.07166397571563721,
"m": 1.0
},
{
"p": 0.040013499557971954,
"m": 1.0
},
{
"p": 0.015403633005917072,
"m": 1.0
},
{
"p": 0.05350462347269058,
"m": 1.0
},
{
"p": 0.09347107261419296,
"m": 1.0
},
{
"p": 0.0187978595495224,
"m": 1.0
},
{
"p": 0.027776803821325302,
"m": 1.0
},
{
"p": 0.06690679490566254,
"m": 1.0
},
{
"p": 0.06400077044963837,
"m": 1.0
},
{
"p": 0.19783064723014832,
"m": 1.0
},
{
"p": 0.02959994412958622,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.5797345638275146,
"val_loss": 0.9101483225822449,
"acc": 70.53,
"time": 319.6602422100259,
"param": [
{
"p": 0.10948766767978668,
"m": 1.0
},
{
"p": 0.015219875611364841,
"m": 1.0
},
{
"p": 0.19977770745754242,
"m": 1.0
},
{
"p": 0.07352152466773987,
"m": 1.0
},
{
"p": 0.035099152475595474,
"m": 1.0
},
{
"p": 0.02112172730267048,
"m": 1.0
},
{
"p": 0.06842080503702164,
"m": 1.0
},
{
"p": 0.09649792313575745,
"m": 1.0
},
{
"p": 0.03611965477466583,
"m": 1.0
},
{
"p": 0.025099942460656166,
"m": 1.0
},
{
"p": 0.05275263264775276,
"m": 1.0
},
{
"p": 0.06547632813453674,
"m": 1.0
},
{
"p": 0.1684948205947876,
"m": 1.0
},
{
"p": 0.032910265028476715,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.7808234691619873,
"val_loss": 0.7724599838256836,
"acc": 72.61,
"time": 310.80130164604634,
"param": [
{
"p": 0.09484465420246124,
"m": 1.0
},
{
"p": 0.00830470398068428,
"m": 1.0
},
{
"p": 0.19254232943058014,
"m": 1.0
},
{
"p": 0.07526511698961258,
"m": 1.0
},
{
"p": 0.020205141976475716,
"m": 1.0
},
{
"p": 0.03734711930155754,
"m": 1.0
},
{
"p": 0.07670693844556808,
"m": 1.0
},
{
"p": 0.0911865383386612,
"m": 1.0
},
{
"p": 0.041853584349155426,
"m": 1.0
},
{
"p": 0.021871283650398254,
"m": 1.0
},
{
"p": 0.06583523750305176,
"m": 1.0
},
{
"p": 0.05983833223581314,
"m": 1.0
},
{
"p": 0.1791161745786667,
"m": 1.0
},
{
"p": 0.03508288413286209,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.4569815397262573,
"val_loss": 0.7583281993865967,
"acc": 71.53,
"time": 321.3131430490175,
"param": [
{
"p": 0.11170092225074768,
"m": 1.0
},
{
"p": 0.016417330130934715,
"m": 1.0
},
{
"p": 0.20342400670051575,
"m": 1.0
},
{
"p": 0.07023461163043976,
"m": 1.0
},
{
"p": 0.007284671533852816,
"m": 1.0
},
{
"p": 0.010544569231569767,
"m": 1.0
},
{
"p": 0.06911899894475937,
"m": 1.0
},
{
"p": 0.09714554250240326,
"m": 1.0
},
{
"p": 0.04302198067307472,
"m": 1.0
},
{
"p": 0.03396240249276161,
"m": 1.0
},
{
"p": 0.06327168643474579,
"m": 1.0
},
{
"p": 0.06304025650024414,
"m": 1.0
},
{
"p": 0.1772996038198471,
"m": 1.0
},
{
"p": 0.03353339061141014,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.3200397491455078,
"val_loss": 0.725479006767273,
"acc": 71.86,
"time": 317.1095179480035,
"param": [
{
"p": 0.11520004272460938,
"m": 1.0
},
{
"p": 0.007606738246977329,
"m": 1.0
},
{
"p": 0.19067886471748352,
"m": 1.0
},
{
"p": 0.05444912239909172,
"m": 1.0
},
{
"p": 0.011926251463592052,
"m": 1.0
},
{
"p": 0.01739358901977539,
"m": 1.0
},
{
"p": 0.061239589005708694,
"m": 1.0
},
{
"p": 0.10399208962917328,
"m": 1.0
},
{
"p": 0.04414701089262962,
"m": 1.0
},
{
"p": 0.0677374005317688,
"m": 1.0
},
{
"p": 0.06621763855218887,
"m": 1.0
},
{
"p": 0.07134991139173508,
"m": 1.0
},
{
"p": 0.15871462225914001,
"m": 1.0
},
{
"p": 0.02934708446264267,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.2995508909225464,
"val_loss": 0.9597674608230591,
"acc": 71.91,
"time": 313.9086857070215,
"param": [
{
"p": 0.11313308775424957,
"m": 1.0
},
{
"p": 0.009485071524977684,
"m": 1.0
},
{
"p": 0.171884223818779,
"m": 1.0
},
{
"p": 0.06738350540399551,
"m": 1.0
},
{
"p": 0.009637982584536076,
"m": 1.0
},
{
"p": 0.0209798663854599,
"m": 1.0
},
{
"p": 0.08774103969335556,
"m": 1.0
},
{
"p": 0.10302206873893738,
"m": 1.0
},
{
"p": 0.043880101293325424,
"m": 1.0
},
{
"p": 0.034599669277668,
"m": 1.0
},
{
"p": 0.05322456732392311,
"m": 1.0
},
{
"p": 0.06696558743715286,
"m": 1.0
},
{
"p": 0.17870593070983887,
"m": 1.0
},
{
"p": 0.039357200264930725,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.8701861500740051,
"val_loss": 0.8064919114112854,
"acc": 72.09,
"time": 308.9515155709814,
"param": [
{
"p": 0.10525057464838028,
"m": 1.0
},
{
"p": 0.008097512647509575,
"m": 1.0
},
{
"p": 0.16922596096992493,
"m": 1.0
},
{
"p": 0.061014700680971146,
"m": 1.0
},
{
"p": 0.007194672245532274,
"m": 1.0
},
{
"p": 0.010748011991381645,
"m": 1.0
},
{
"p": 0.07510710507631302,
"m": 1.0
},
{
"p": 0.09167274832725525,
"m": 1.0
},
{
"p": 0.03666405752301216,
"m": 1.0
},
{
"p": 0.10342586040496826,
"m": 1.0
},
{
"p": 0.06092251092195511,
"m": 1.0
},
{
"p": 0.0668313205242157,
"m": 1.0
},
{
"p": 0.16969826817512512,
"m": 1.0
},
{
"p": 0.03414672985672951,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.5795600414276123,
"val_loss": 0.8577558398246765,
"acc": 71.33,
"time": 310.70147818804253,
"param": [
{
"p": 0.12017621845006943,
"m": 1.0
},
{
"p": 0.011664585210382938,
"m": 1.0
},
{
"p": 0.1933729201555252,
"m": 1.0
},
{
"p": 0.05305285006761551,
"m": 1.0
},
{
"p": 0.01679636910557747,
"m": 1.0
},
{
"p": 0.015007728710770607,
"m": 1.0
},
{
"p": 0.08349622040987015,
"m": 1.0
},
{
"p": 0.10174752026796341,
"m": 1.0
},
{
"p": 0.04987901821732521,
"m": 1.0
},
{
"p": 0.012017064727842808,
"m": 1.0
},
{
"p": 0.06259749084711075,
"m": 1.0
},
{
"p": 0.06827344000339508,
"m": 1.0
},
{
"p": 0.1835511028766632,
"m": 1.0
},
{
"p": 0.028367403894662857,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.3959770202636719,
"val_loss": 0.6425399780273438,
"acc": 72.74,
"time": 317.8439303430496,
"param": [
{
"p": 0.10539694875478745,
"m": 1.0
},
{
"p": 0.016016237437725067,
"m": 1.0
},
{
"p": 0.1864488124847412,
"m": 1.0
},
{
"p": 0.06946238875389099,
"m": 1.0
},
{
"p": 0.00970655307173729,
"m": 1.0
},
{
"p": 0.011086490005254745,
"m": 1.0
},
{
"p": 0.08545642346143723,
"m": 1.0
},
{
"p": 0.09813898801803589,
"m": 1.0
},
{
"p": 0.048374079167842865,
"m": 1.0
},
{
"p": 0.014729802496731281,
"m": 1.0
},
{
"p": 0.06635653227567673,
"m": 1.0
},
{
"p": 0.06257499754428864,
"m": 1.0
},
{
"p": 0.19195674359798431,
"m": 1.0
},
{
"p": 0.03429495170712471,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2756388187408447,
"val_loss": 0.8272019624710083,
"acc": 71.81,
"time": 337.1369041739963,
"param": [
{
"p": 0.11659272015094757,
"m": 1.0
},
{
"p": 0.013488228432834148,
"m": 1.0
},
{
"p": 0.1657630056142807,
"m": 1.0
},
{
"p": 0.07568175345659256,
"m": 1.0
},
{
"p": 0.015025538392364979,
"m": 1.0
},
{
"p": 0.015316438861191273,
"m": 1.0
},
{
"p": 0.08554268628358841,
"m": 1.0
},
{
"p": 0.10443145036697388,
"m": 1.0
},
{
"p": 0.05147826299071312,
"m": 1.0
},
{
"p": 0.01473747007548809,
"m": 1.0
},
{
"p": 0.0622832365334034,
"m": 1.0
},
{
"p": 0.08128257095813751,
"m": 1.0
},
{
"p": 0.165752574801445,
"m": 1.0
},
{
"p": 0.0326240099966526,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.2193992137908936,
"val_loss": 0.7137946486473083,
"acc": 71.72,
"time": 331.8118668369716,
"param": [
{
"p": 0.11820446699857712,
"m": 1.0
},
{
"p": 0.013290150091052055,
"m": 1.0
},
{
"p": 0.1690966784954071,
"m": 1.0
},
{
"p": 0.06852953881025314,
"m": 1.0
},
{
"p": 0.01011315081268549,
"m": 1.0
},
{
"p": 0.01772467978298664,
"m": 1.0
},
{
"p": 0.0876690223813057,
"m": 1.0
},
{
"p": 0.10799277573823929,
"m": 1.0
},
{
"p": 0.05055209621787071,
"m": 1.0
},
{
"p": 0.012514620088040829,
"m": 1.0
},
{
"p": 0.06988687813282013,
"m": 1.0
},
{
"p": 0.06760089844465256,
"m": 1.0
},
{
"p": 0.16863983869552612,
"m": 1.0
},
{
"p": 0.03818517550826073,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.7943036556243896,
"val_loss": 0.7925403118133545,
"acc": 73.11,
"time": 315.13565343408845,
"param": [
{
"p": 0.10789752751588821,
"m": 1.0
},
{
"p": 0.014243333600461483,
"m": 1.0
},
{
"p": 0.18013086915016174,
"m": 1.0
},
{
"p": 0.07759274542331696,
"m": 1.0
},
{
"p": 0.009418577887117863,
"m": 1.0
},
{
"p": 0.012791589833796024,
"m": 1.0
},
{
"p": 0.08931197226047516,
"m": 1.0
},
{
"p": 0.09954389929771423,
"m": 1.0
},
{
"p": 0.050832491368055344,
"m": 1.0
},
{
"p": 0.015634888783097267,
"m": 1.0
},
{
"p": 0.06136464327573776,
"m": 1.0
},
{
"p": 0.07398787885904312,
"m": 1.0
},
{
"p": 0.17205511033535004,
"m": 1.0
},
{
"p": 0.035194531083106995,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.2821733951568604,
"val_loss": 0.7307135462760925,
"acc": 72.08,
"time": 319.89873339701444,
"param": [
{
"p": 0.11187735944986343,
"m": 1.0
},
{
"p": 0.011286062188446522,
"m": 1.0
},
{
"p": 0.19584538042545319,
"m": 1.0
},
{
"p": 0.06232835724949837,
"m": 1.0
},
{
"p": 0.013775535859167576,
"m": 1.0
},
{
"p": 0.011814018711447716,
"m": 1.0
},
{
"p": 0.08336257934570312,
"m": 1.0
},
{
"p": 0.09949471056461334,
"m": 1.0
},
{
"p": 0.0470384880900383,
"m": 1.0
},
{
"p": 0.012036832049489021,
"m": 1.0
},
{
"p": 0.0762443020939827,
"m": 1.0
},
{
"p": 0.07008542865514755,
"m": 1.0
},
{
"p": 0.1695714294910431,
"m": 1.0
},
{
"p": 0.03523955121636391,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.4183094501495361,
"val_loss": 0.7703426480293274,
"acc": 72.7,
"time": 310.78251568600535,
"param": [
{
"p": 0.11219371855258942,
"m": 1.0
},
{
"p": 0.013261632062494755,
"m": 1.0
},
{
"p": 0.1695561408996582,
"m": 1.0
},
{
"p": 0.07844719290733337,
"m": 1.0
},
{
"p": 0.01345388125628233,
"m": 1.0
},
{
"p": 0.010620977729558945,
"m": 1.0
},
{
"p": 0.08333926647901535,
"m": 1.0
},
{
"p": 0.12756840884685516,
"m": 1.0
},
{
"p": 0.04289604350924492,
"m": 1.0
},
{
"p": 0.013102849014103413,
"m": 1.0
},
{
"p": 0.06129042059183121,
"m": 1.0
},
{
"p": 0.06543894857168198,
"m": 1.0
},
{
"p": 0.16880913078784943,
"m": 1.0
},
{
"p": 0.04002134129405022,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.2342569828033447,
"val_loss": 0.8922010064125061,
"acc": 73.19,
"time": 338.3309378789272,
"param": [
{
"p": 0.12357654422521591,
"m": 1.0
},
{
"p": 0.013751888647675514,
"m": 1.0
},
{
"p": 0.16192929446697235,
"m": 1.0
},
{
"p": 0.06596946716308594,
"m": 1.0
},
{
"p": 0.015544659458100796,
"m": 1.0
},
{
"p": 0.015503985807299614,
"m": 1.0
},
{
"p": 0.08750378340482712,
"m": 1.0
},
{
"p": 0.08371113240718842,
"m": 1.0
},
{
"p": 0.05332791805267334,
"m": 1.0
},
{
"p": 0.015597622841596603,
"m": 1.0
},
{
"p": 0.07290361076593399,
"m": 1.0
},
{
"p": 0.08642759174108505,
"m": 1.0
},
{
"p": 0.16393935680389404,
"m": 1.0
},
{
"p": 0.040313173085451126,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.2559120655059814,
"val_loss": 0.7103651762008667,
"acc": 72.42,
"time": 324.79651287791785,
"param": [
{
"p": 0.11083725094795227,
"m": 1.0
},
{
"p": 0.01574005000293255,
"m": 1.0
},
{
"p": 0.18229655921459198,
"m": 1.0
},
{
"p": 0.06602595001459122,
"m": 1.0
},
{
"p": 0.012345016933977604,
"m": 1.0
},
{
"p": 0.019919103011488914,
"m": 1.0
},
{
"p": 0.07514866441488266,
"m": 1.0
},
{
"p": 0.1019606813788414,
"m": 1.0
},
{
"p": 0.06055017188191414,
"m": 1.0
},
{
"p": 0.012208952568471432,
"m": 1.0
},
{
"p": 0.06662403792142868,
"m": 1.0
},
{
"p": 0.07455935329198837,
"m": 1.0
},
{
"p": 0.1673327535390854,
"m": 1.0
},
{
"p": 0.0344514399766922,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.5301671028137207,
"val_loss": 0.8127339482307434,
"acc": 72.69,
"time": 325.00503028195817,
"param": [
{
"p": 0.10405270010232925,
"m": 1.0
},
{
"p": 0.021336089819669724,
"m": 1.0
},
{
"p": 0.15235798060894012,
"m": 1.0
},
{
"p": 0.06081973761320114,
"m": 1.0
},
{
"p": 0.01004764623939991,
"m": 1.0
},
{
"p": 0.02593192085623741,
"m": 1.0
},
{
"p": 0.09846318513154984,
"m": 1.0
},
{
"p": 0.09837806224822998,
"m": 1.0
},
{
"p": 0.04383143410086632,
"m": 1.0
},
{
"p": 0.013388910330832005,
"m": 1.0
},
{
"p": 0.07358496636152267,
"m": 1.0
},
{
"p": 0.08430647850036621,
"m": 1.0
},
{
"p": 0.16428254544734955,
"m": 1.0
},
{
"p": 0.04921843484044075,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.47626531124115,
"val_loss": 0.7218061685562134,
"acc": 71.7,
"time": 314.16432329802774,
"param": [
{
"p": 0.1191486269235611,
"m": 1.0
},
{
"p": 0.03002452850341797,
"m": 1.0
},
{
"p": 0.13987436890602112,
"m": 1.0
},
{
"p": 0.0714307352900505,
"m": 1.0
},
{
"p": 0.012758099474012852,
"m": 1.0
},
{
"p": 0.03634882718324661,
"m": 1.0
},
{
"p": 0.09061207622289658,
"m": 1.0
},
{
"p": 0.10283154994249344,
"m": 1.0
},
{
"p": 0.04677901789546013,
"m": 1.0
},
{
"p": 0.014535202644765377,
"m": 1.0
},
{
"p": 0.07715446501970291,
"m": 1.0
},
{
"p": 0.07126148790121078,
"m": 1.0
},
{
"p": 0.15452685952186584,
"m": 1.0
},
{
"p": 0.032714154571294785,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.2742376327514648,
"val_loss": 0.7466034293174744,
"acc": 72.84,
"time": 325.4315865280805,
"param": [
{
"p": 0.11603988707065582,
"m": 1.0
},
{
"p": 0.013283531181514263,
"m": 1.0
},
{
"p": 0.17375977337360382,
"m": 1.0
},
{
"p": 0.0524347685277462,
"m": 1.0
},
{
"p": 0.011744680814445019,
"m": 1.0
},
{
"p": 0.017417162656784058,
"m": 1.0
},
{
"p": 0.06723848730325699,
"m": 1.0
},
{
"p": 0.12760397791862488,
"m": 1.0
},
{
"p": 0.063750721514225,
"m": 1.0
},
{
"p": 0.015925437211990356,
"m": 1.0
},
{
"p": 0.07334323972463608,
"m": 1.0
},
{
"p": 0.06149826571345329,
"m": 1.0
},
{
"p": 0.17147235572338104,
"m": 1.0
},
{
"p": 0.03448769077658653,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.238685131072998,
"val_loss": 0.9724254608154297,
"acc": 73.08,
"time": 319.9220600320259,
"param": [
{
"p": 0.11208721250295639,
"m": 1.0
},
{
"p": 0.01992921158671379,
"m": 1.0
},
{
"p": 0.1841033697128296,
"m": 1.0
},
{
"p": 0.06707919389009476,
"m": 1.0
},
{
"p": 0.01809804141521454,
"m": 1.0
},
{
"p": 0.01719341240823269,
"m": 1.0
},
{
"p": 0.08605131506919861,
"m": 1.0
},
{
"p": 0.07123487442731857,
"m": 1.0
},
{
"p": 0.05311182513833046,
"m": 1.0
},
{
"p": 0.01295013353228569,
"m": 1.0
},
{
"p": 0.0734112337231636,
"m": 1.0
},
{
"p": 0.07982420176267624,
"m": 1.0
},
{
"p": 0.17404618859291077,
"m": 1.0
},
{
"p": 0.03087991662323475,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.6441733837127686,
"val_loss": 0.8177691698074341,
"acc": 72.26,
"time": 317.6804872659268,
"param": [
{
"p": 0.1216994896531105,
"m": 1.0
},
{
"p": 0.008917269296944141,
"m": 1.0
},
{
"p": 0.16657212376594543,
"m": 1.0
},
{
"p": 0.0764320120215416,
"m": 1.0
},
{
"p": 0.010182550176978111,
"m": 1.0
},
{
"p": 0.026235900819301605,
"m": 1.0
},
{
"p": 0.0773424357175827,
"m": 1.0
},
{
"p": 0.11471723020076752,
"m": 1.0
},
{
"p": 0.059402044862508774,
"m": 1.0
},
{
"p": 0.01378544420003891,
"m": 1.0
},
{
"p": 0.06542252004146576,
"m": 1.0
},
{
"p": 0.07861343771219254,
"m": 1.0
},
{
"p": 0.1446545422077179,
"m": 1.0
},
{
"p": 0.036022912710905075,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.3878145217895508,
"val_loss": 0.8105204701423645,
"acc": 72.67,
"time": 339.54698491003364,
"param": [
{
"p": 0.09481130540370941,
"m": 1.0
},
{
"p": 0.017352716997265816,
"m": 1.0
},
{
"p": 0.1715553253889084,
"m": 1.0
},
{
"p": 0.0802934318780899,
"m": 1.0
},
{
"p": 0.009833550080657005,
"m": 1.0
},
{
"p": 0.00869239866733551,
"m": 1.0
},
{
"p": 0.10003305971622467,
"m": 1.0
},
{
"p": 0.11395516246557236,
"m": 1.0
},
{
"p": 0.04935953766107559,
"m": 1.0
},
{
"p": 0.01826440915465355,
"m": 1.0
},
{
"p": 0.07561688870191574,
"m": 1.0
},
{
"p": 0.09094060957431793,
"m": 1.0
},
{
"p": 0.1348145455121994,
"m": 1.0
},
{
"p": 0.03447708860039711,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.5132899284362793,
"val_loss": 0.7393515110015869,
"acc": 71.87,
"time": 326.38413135590963,
"param": [
{
"p": 0.11422021687030792,
"m": 1.0
},
{
"p": 0.015983978286385536,
"m": 1.0
},
{
"p": 0.1473505049943924,
"m": 1.0
},
{
"p": 0.07309319078922272,
"m": 1.0
},
{
"p": 0.012605343014001846,
"m": 1.0
},
{
"p": 0.010409241542220116,
"m": 1.0
},
{
"p": 0.10216949880123138,
"m": 1.0
},
{
"p": 0.09906373918056488,
"m": 1.0
},
{
"p": 0.05216826871037483,
"m": 1.0
},
{
"p": 0.015537761151790619,
"m": 1.0
},
{
"p": 0.08132555335760117,
"m": 1.0
},
{
"p": 0.08397181332111359,
"m": 1.0
},
{
"p": 0.15116271376609802,
"m": 1.0
},
{
"p": 0.04093821346759796,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.2804594039916992,
"val_loss": 0.8960191607475281,
"acc": 71.73,
"time": 318.55468686809763,
"param": [
{
"p": 0.11388396471738815,
"m": 1.0
},
{
"p": 0.01678059995174408,
"m": 1.0
},
{
"p": 0.16195610165596008,
"m": 1.0
},
{
"p": 0.07590491324663162,
"m": 1.0
},
{
"p": 0.0007062737713567913,
"m": 1.0
},
{
"p": 0.007818872109055519,
"m": 1.0
},
{
"p": 0.10222021490335464,
"m": 1.0
},
{
"p": 0.12776118516921997,
"m": 1.0
},
{
"p": 0.0328453965485096,
"m": 1.0
},
{
"p": 0.017290392890572548,
"m": 1.0
},
{
"p": 0.072862409055233,
"m": 1.0
},
{
"p": 0.07744486629962921,
"m": 1.0
},
{
"p": 0.15262678265571594,
"m": 1.0
},
{
"p": 0.0398980975151062,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.512131929397583,
"val_loss": 0.6355396509170532,
"acc": 72.86,
"time": 314.18375492596533,
"param": [
{
"p": 0.11668861657381058,
"m": 1.0
},
{
"p": 0.014880964532494545,
"m": 1.0
},
{
"p": 0.15612061321735382,
"m": 1.0
},
{
"p": 0.07780322432518005,
"m": 1.0
},
{
"p": 0.015771761536598206,
"m": 1.0
},
{
"p": 0.015470219776034355,
"m": 1.0
},
{
"p": 0.08210386335849762,
"m": 1.0
},
{
"p": 0.11153121292591095,
"m": 1.0
},
{
"p": 0.05799620971083641,
"m": 1.0
},
{
"p": 0.016234135255217552,
"m": 1.0
},
{
"p": 0.07428043335676193,
"m": 1.0
},
{
"p": 0.070807084441185,
"m": 1.0
},
{
"p": 0.1570098102092743,
"m": 1.0
},
{
"p": 0.03330184519290924,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.1839404106140137,
"val_loss": 0.7921812534332275,
"acc": 72.32,
"time": 319.72547269193456,
"param": [
{
"p": 0.11478766053915024,
"m": 1.0
},
{
"p": 0.010860387235879898,
"m": 1.0
},
{
"p": 0.15799716114997864,
"m": 1.0
},
{
"p": 0.09223589301109314,
"m": 1.0
},
{
"p": 0.006796483416110277,
"m": 1.0
},
{
"p": 0.010883545503020287,
"m": 1.0
},
{
"p": 0.08503951877355576,
"m": 1.0
},
{
"p": 0.10683418810367584,
"m": 1.0
},
{
"p": 0.05113087221980095,
"m": 1.0
},
{
"p": 0.027508070692420006,
"m": 1.0
},
{
"p": 0.08061611652374268,
"m": 1.0
},
{
"p": 0.0805356428027153,
"m": 1.0
},
{
"p": 0.13680040836334229,
"m": 1.0
},
{
"p": 0.03797409310936928,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.208520531654358,
"val_loss": 0.7772260308265686,
"acc": 73.27,
"time": 323.2654476800235,
"param": [
{
"p": 0.12446209043264389,
"m": 1.0
},
{
"p": 0.012256167829036713,
"m": 1.0
},
{
"p": 0.16854991018772125,
"m": 1.0
},
{
"p": 0.07118533551692963,
"m": 1.0
},
{
"p": 0.01554090715944767,
"m": 1.0
},
{
"p": 0.016256144270300865,
"m": 1.0
},
{
"p": 0.09208762645721436,
"m": 1.0
},
{
"p": 0.10602415353059769,
"m": 1.0
},
{
"p": 0.06298937648534775,
"m": 1.0
},
{
"p": 0.010348048992455006,
"m": 1.0
},
{
"p": 0.07494883984327316,
"m": 1.0
},
{
"p": 0.085910864174366,
"m": 1.0
},
{
"p": 0.1514097899198532,
"m": 1.0
},
{
"p": 0.0080307237803936,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.285050392150879,
"val_loss": 0.7894861698150635,
"acc": 73.15,
"time": 326.6293116409797,
"param": [
{
"p": 0.12269870936870575,
"m": 1.0
},
{
"p": 0.038884758949279785,
"m": 1.0
},
{
"p": 0.15008606016635895,
"m": 1.0
},
{
"p": 0.07783038169145584,
"m": 1.0
},
{
"p": 0.012261707335710526,
"m": 1.0
},
{
"p": 0.007855037227272987,
"m": 1.0
},
{
"p": 0.09007851779460907,
"m": 1.0
},
{
"p": 0.10202541947364807,
"m": 1.0
},
{
"p": 0.05368991941213608,
"m": 1.0
},
{
"p": 0.01643787883222103,
"m": 1.0
},
{
"p": 0.07765456289052963,
"m": 1.0
},
{
"p": 0.08069930970668793,
"m": 1.0
},
{
"p": 0.16250751912593842,
"m": 1.0
},
{
"p": 0.007290204055607319,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.42720627784729,
"val_loss": 0.7718258500099182,
"acc": 72.92,
"time": 321.2858876399696,
"param": [
{
"p": 0.10432049632072449,
"m": 1.0
},
{
"p": 0.015160934999585152,
"m": 1.0
},
{
"p": 0.1505894958972931,
"m": 1.0
},
{
"p": 0.07666683197021484,
"m": 1.0
},
{
"p": 0.013233504258096218,
"m": 1.0
},
{
"p": 0.02401737868785858,
"m": 1.0
},
{
"p": 0.10574580729007721,
"m": 1.0
},
{
"p": 0.08893541246652603,
"m": 1.0
},
{
"p": 0.05714009329676628,
"m": 1.0
},
{
"p": 0.01695745252072811,
"m": 1.0
},
{
"p": 0.06830568611621857,
"m": 1.0
},
{
"p": 0.08887273073196411,
"m": 1.0
},
{
"p": 0.16140447556972504,
"m": 1.0
},
{
"p": 0.028649814426898956,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.9674639701843262,
"val_loss": 0.7881196737289429,
"acc": 72.47,
"time": 315.1948707420379,
"param": [
{
"p": 0.12394845485687256,
"m": 1.0
},
{
"p": 0.016098393127322197,
"m": 1.0
},
{
"p": 0.15104185044765472,
"m": 1.0
},
{
"p": 0.07953052967786789,
"m": 1.0
},
{
"p": 0.012435216456651688,
"m": 1.0
},
{
"p": 0.010066229850053787,
"m": 1.0
},
{
"p": 0.09092086553573608,
"m": 1.0
},
{
"p": 0.10299847275018692,
"m": 1.0
},
{
"p": 0.061492469161748886,
"m": 1.0
},
{
"p": 0.018998824059963226,
"m": 1.0
},
{
"p": 0.07406123727560043,
"m": 1.0
},
{
"p": 0.07398936152458191,
"m": 1.0
},
{
"p": 0.1575336903333664,
"m": 1.0
},
{
"p": 0.026884377002716064,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.9633063077926636,
"val_loss": 0.8023163080215454,
"acc": 73.34,
"time": 313.8161708279513,
"param": [
{
"p": 0.11925234645605087,
"m": 1.0
},
{
"p": 0.008356011472642422,
"m": 1.0
},
{
"p": 0.1619669497013092,
"m": 1.0
},
{
"p": 0.08432748913764954,
"m": 1.0
},
{
"p": 0.005482046864926815,
"m": 1.0
},
{
"p": 0.010243437252938747,
"m": 1.0
},
{
"p": 0.0911865159869194,
"m": 1.0
},
{
"p": 0.08923995494842529,
"m": 1.0
},
{
"p": 0.06412055343389511,
"m": 1.0
},
{
"p": 0.020692897960543633,
"m": 1.0
},
{
"p": 0.08044153451919556,
"m": 1.0
},
{
"p": 0.09355557709932327,
"m": 1.0
},
{
"p": 0.15826334059238434,
"m": 1.0
},
{
"p": 0.012871253304183483,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.2566776275634766,
"val_loss": 0.8205662369728088,
"acc": 73.02,
"time": 302.63496694201604,
"param": [
{
"p": 0.14416033029556274,
"m": 1.0
},
{
"p": 0.014346971176564693,
"m": 1.0
},
{
"p": 0.13611672818660736,
"m": 1.0
},
{
"p": 0.09090273827314377,
"m": 1.0
},
{
"p": 0.032914768904447556,
"m": 1.0
},
{
"p": 0.007077511865645647,
"m": 1.0
},
{
"p": 0.08823616057634354,
"m": 1.0
},
{
"p": 0.1114870086312294,
"m": 1.0
},
{
"p": 0.044509731233119965,
"m": 1.0
},
{
"p": 0.019903339445590973,
"m": 1.0
},
{
"p": 0.07742510735988617,
"m": 1.0
},
{
"p": 0.08479147404432297,
"m": 1.0
},
{
"p": 0.1369357705116272,
"m": 1.0
},
{
"p": 0.011192293837666512,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.5880383253097534,
"val_loss": 0.7965164184570312,
"acc": 72.43,
"time": 308.41170208796393,
"param": [
{
"p": 0.12467445433139801,
"m": 1.0
},
{
"p": 0.06805044412612915,
"m": 1.0
},
{
"p": 0.15618333220481873,
"m": 1.0
},
{
"p": 0.07618256658315659,
"m": 1.0
},
{
"p": 0.01714855618774891,
"m": 1.0
},
{
"p": 0.004652209114283323,
"m": 1.0
},
{
"p": 0.07463161647319794,
"m": 1.0
},
{
"p": 0.10039787739515305,
"m": 1.0
},
{
"p": 0.05345616117119789,
"m": 1.0
},
{
"p": 0.0204607043415308,
"m": 1.0
},
{
"p": 0.07736193388700485,
"m": 1.0
},
{
"p": 0.07336319237947464,
"m": 1.0
},
{
"p": 0.14220649003982544,
"m": 1.0
},
{
"p": 0.011230573058128357,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.285186529159546,
"val_loss": 0.8720679879188538,
"acc": 73.24,
"time": 303.6785256760195,
"param": [
{
"p": 0.10557956248521805,
"m": 1.0
},
{
"p": 0.012310597114264965,
"m": 1.0
},
{
"p": 0.1599762737751007,
"m": 1.0
},
{
"p": 0.08784735947847366,
"m": 1.0
},
{
"p": 0.017572209239006042,
"m": 1.0
},
{
"p": 0.0089194905012846,
"m": 1.0
},
{
"p": 0.0910656675696373,
"m": 1.0
},
{
"p": 0.10930076241493225,
"m": 1.0
},
{
"p": 0.06305503845214844,
"m": 1.0
},
{
"p": 0.0264611653983593,
"m": 1.0
},
{
"p": 0.08597680181264877,
"m": 1.0
},
{
"p": 0.08290966600179672,
"m": 1.0
},
{
"p": 0.13453254103660583,
"m": 1.0
},
{
"p": 0.014492804184556007,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9784510135650635,
"val_loss": 0.9462754130363464,
"acc": 72.68,
"time": 308.79111593798734,
"param": [
{
"p": 0.1262185126543045,
"m": 1.0
},
{
"p": 0.01624702662229538,
"m": 1.0
},
{
"p": 0.14678913354873657,
"m": 1.0
},
{
"p": 0.08332010358572006,
"m": 1.0
},
{
"p": 0.00828369241207838,
"m": 1.0
},
{
"p": 0.009561953134834766,
"m": 1.0
},
{
"p": 0.08534366637468338,
"m": 1.0
},
{
"p": 0.10147982090711594,
"m": 1.0
},
{
"p": 0.06411132216453552,
"m": 1.0
},
{
"p": 0.020070936530828476,
"m": 1.0
},
{
"p": 0.0909586176276207,
"m": 1.0
},
{
"p": 0.08400892466306686,
"m": 1.0
},
{
"p": 0.15475033223628998,
"m": 1.0
},
{
"p": 0.008856073953211308,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.404414415359497,
"val_loss": 0.7980214953422546,
"acc": 72.37,
"time": 302.84544307994656,
"param": [
{
"p": 0.12996530532836914,
"m": 1.0
},
{
"p": 0.012703792192041874,
"m": 1.0
},
{
"p": 0.15133479237556458,
"m": 1.0
},
{
"p": 0.07667826116085052,
"m": 1.0
},
{
"p": 0.011742412112653255,
"m": 1.0
},
{
"p": 0.006329732481390238,
"m": 1.0
},
{
"p": 0.09432877600193024,
"m": 1.0
},
{
"p": 0.11558554321527481,
"m": 1.0
},
{
"p": 0.06798093020915985,
"m": 1.0
},
{
"p": 0.020395560190081596,
"m": 1.0
},
{
"p": 0.07471953332424164,
"m": 1.0
},
{
"p": 0.08013179153203964,
"m": 1.0
},
{
"p": 0.14888733625411987,
"m": 1.0
},
{
"p": 0.009216171689331532,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.0017269849777222,
"val_loss": 0.8173293471336365,
"acc": 71.63,
"time": 307.10177156096324,
"param": [
{
"p": 0.12565995752811432,
"m": 1.0
},
{
"p": 0.014562340453267097,
"m": 1.0
},
{
"p": 0.1492488980293274,
"m": 1.0
},
{
"p": 0.0835670530796051,
"m": 1.0
},
{
"p": 0.013006262481212616,
"m": 1.0
},
{
"p": 0.010217083618044853,
"m": 1.0
},
{
"p": 0.08179774135351181,
"m": 1.0
},
{
"p": 0.10475759208202362,
"m": 1.0
},
{
"p": 0.056844670325517654,
"m": 1.0
},
{
"p": 0.019182570278644562,
"m": 1.0
},
{
"p": 0.08635015040636063,
"m": 1.0
},
{
"p": 0.08617379516363144,
"m": 1.0
},
{
"p": 0.1571214348077774,
"m": 1.0
},
{
"p": 0.011510445736348629,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.4785341024398804,
"val_loss": 0.6671441197395325,
"acc": 73.16,
"time": 302.98649860394653,
"param": [
{
"p": 0.11268496513366699,
"m": 1.0
},
{
"p": 0.012628262862563133,
"m": 1.0
},
{
"p": 0.14465025067329407,
"m": 1.0
},
{
"p": 0.08388347923755646,
"m": 1.0
},
{
"p": 0.010610105469822884,
"m": 1.0
},
{
"p": 0.007816087454557419,
"m": 1.0
},
{
"p": 0.09140880405902863,
"m": 1.0
},
{
"p": 0.08413538336753845,
"m": 1.0
},
{
"p": 0.06944140046834946,
"m": 1.0
},
{
"p": 0.02163892611861229,
"m": 1.0
},
{
"p": 0.072626031935215,
"m": 1.0
},
{
"p": 0.09385520964860916,
"m": 1.0
},
{
"p": 0.13712236285209656,
"m": 1.0
},
{
"p": 0.057498764246702194,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.099924087524414,
"val_loss": 0.7906677722930908,
"acc": 72.37,
"time": 306.3070866269991,
"param": [
{
"p": 0.12514086067676544,
"m": 1.0
},
{
"p": 0.01143100205808878,
"m": 1.0
},
{
"p": 0.13913391530513763,
"m": 1.0
},
{
"p": 0.07841528207063675,
"m": 1.0
},
{
"p": 0.009105675853788853,
"m": 1.0
},
{
"p": 0.015494588762521744,
"m": 1.0
},
{
"p": 0.09136229753494263,
"m": 1.0
},
{
"p": 0.09790012985467911,
"m": 1.0
},
{
"p": 0.06960026174783707,
"m": 1.0
},
{
"p": 0.017202777788043022,
"m": 1.0
},
{
"p": 0.09350595623254776,
"m": 1.0
},
{
"p": 0.07948818802833557,
"m": 1.0
},
{
"p": 0.15692181885242462,
"m": 1.0
},
{
"p": 0.015297210775315762,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.170822024345398,
"val_loss": 0.9211401343345642,
"acc": 72.88,
"time": 301.68899946298916,
"param": [
{
"p": 0.11592665314674377,
"m": 1.0
},
{
"p": 0.01641278900206089,
"m": 1.0
},
{
"p": 0.14516685903072357,
"m": 1.0
},
{
"p": 0.09323445707559586,
"m": 1.0
},
{
"p": 0.014066359959542751,
"m": 1.0
},
{
"p": 0.010639158077538013,
"m": 1.0
},
{
"p": 0.09554135799407959,
"m": 1.0
},
{
"p": 0.08146489411592484,
"m": 1.0
},
{
"p": 0.0731612965464592,
"m": 1.0
},
{
"p": 0.018401531502604485,
"m": 1.0
},
{
"p": 0.07549066096544266,
"m": 1.0
},
{
"p": 0.08342479169368744,
"m": 1.0
},
{
"p": 0.14730295538902283,
"m": 1.0
},
{
"p": 0.02976628765463829,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.31714928150177,
"val_loss": 0.7599842548370361,
"acc": 73.1,
"time": 301.5729065129999,
"param": [
{
"p": 0.1077236458659172,
"m": 1.0
},
{
"p": 0.012944615446031094,
"m": 1.0
},
{
"p": 0.1412128359079361,
"m": 1.0
},
{
"p": 0.08305776119232178,
"m": 1.0
},
{
"p": 0.002455184468999505,
"m": 1.0
},
{
"p": 0.0157945454120636,
"m": 1.0
},
{
"p": 0.09510888159275055,
"m": 1.0
},
{
"p": 0.09165505319833755,
"m": 1.0
},
{
"p": 0.06844451278448105,
"m": 1.0
},
{
"p": 0.023524655029177666,
"m": 1.0
},
{
"p": 0.08475806564092636,
"m": 1.0
},
{
"p": 0.10572672635316849,
"m": 1.0
},
{
"p": 0.15277181565761566,
"m": 1.0
},
{
"p": 0.01482174638658762,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.4551725387573242,
"val_loss": 0.7786267995834351,
"acc": 73.61,
"time": 293.7611784079345,
"param": [
{
"p": 0.11599162220954895,
"m": 1.0
},
{
"p": 0.013367404229938984,
"m": 1.0
},
{
"p": 0.12828542292118073,
"m": 1.0
},
{
"p": 0.09254952520132065,
"m": 1.0
},
{
"p": 0.06404664367437363,
"m": 1.0
},
{
"p": 0.009564550593495369,
"m": 1.0
},
{
"p": 0.08361070603132248,
"m": 1.0
},
{
"p": 0.10520660877227783,
"m": 1.0
},
{
"p": 0.06840196996927261,
"m": 1.0
},
{
"p": 0.018743053078651428,
"m": 1.0
},
{
"p": 0.06173330172896385,
"m": 1.0
},
{
"p": 0.09346622973680496,
"m": 1.0
},
{
"p": 0.13600598275661469,
"m": 1.0
},
{
"p": 0.009026876650750637,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.1934734582901,
"val_loss": 0.9420738816261292,
"acc": 73.44,
"time": 306.03195593098644,
"param": [
{
"p": 0.10069923847913742,
"m": 1.0
},
{
"p": 0.03454184532165527,
"m": 1.0
},
{
"p": 0.14110758900642395,
"m": 1.0
},
{
"p": 0.06640659272670746,
"m": 1.0
},
{
"p": 0.00986083596944809,
"m": 1.0
},
{
"p": 0.005195160396397114,
"m": 1.0
},
{
"p": 0.102140873670578,
"m": 1.0
},
{
"p": 0.1075734794139862,
"m": 1.0
},
{
"p": 0.07038559764623642,
"m": 1.0
},
{
"p": 0.02153264544904232,
"m": 1.0
},
{
"p": 0.08174435794353485,
"m": 1.0
},
{
"p": 0.09713425487279892,
"m": 1.0
},
{
"p": 0.14955735206604004,
"m": 1.0
},
{
"p": 0.012120145373046398,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1480377912521362,
"val_loss": 0.7274394035339355,
"acc": 73.02,
"time": 316.4926366410218,
"param": [
{
"p": 0.13512302935123444,
"m": 1.0
},
{
"p": 0.002078138291835785,
"m": 1.0
},
{
"p": 0.16035564243793488,
"m": 1.0
},
{
"p": 0.06366937607526779,
"m": 1.0
},
{
"p": 0.0046309069730341434,
"m": 1.0
},
{
"p": 0.016268011182546616,
"m": 1.0
},
{
"p": 0.10644843429327011,
"m": 1.0
},
{
"p": 0.11897731572389603,
"m": 1.0
},
{
"p": 0.05893862247467041,
"m": 1.0
},
{
"p": 0.028187807649374008,
"m": 1.0
},
{
"p": 0.0732426568865776,
"m": 1.0
},
{
"p": 0.08751575648784637,
"m": 1.0
},
{
"p": 0.13155335187911987,
"m": 1.0
},
{
"p": 0.013010862283408642,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.102169394493103,
"val_loss": 0.7807692289352417,
"acc": 73.64,
"time": 300.4748595240526,
"param": [
{
"p": 0.10774876922369003,
"m": 1.0
},
{
"p": 0.006851903162896633,
"m": 1.0
},
{
"p": 0.14845511317253113,
"m": 1.0
},
{
"p": 0.09231624752283096,
"m": 1.0
},
{
"p": 0.010375834070146084,
"m": 1.0
},
{
"p": 0.017381111159920692,
"m": 1.0
},
{
"p": 0.09395461529493332,
"m": 1.0
},
{
"p": 0.11078358441591263,
"m": 1.0
},
{
"p": 0.059328824281692505,
"m": 1.0
},
{
"p": 0.010573025792837143,
"m": 1.0
},
{
"p": 0.09908245503902435,
"m": 1.0
},
{
"p": 0.09195932745933533,
"m": 1.0
},
{
"p": 0.14140918850898743,
"m": 1.0
},
{
"p": 0.009779983200132847,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.2113875150680542,
"val_loss": 0.8621301054954529,
"acc": 73.1,
"time": 306.27052681089845,
"param": [
{
"p": 0.12899960577487946,
"m": 1.0
},
{
"p": 0.007850680500268936,
"m": 1.0
},
{
"p": 0.150090754032135,
"m": 1.0
},
{
"p": 0.08314231783151627,
"m": 1.0
},
{
"p": 0.003835226409137249,
"m": 1.0
},
{
"p": 0.009486708790063858,
"m": 1.0
},
{
"p": 0.0891338661313057,
"m": 1.0
},
{
"p": 0.11735501885414124,
"m": 1.0
},
{
"p": 0.07199590653181076,
"m": 1.0
},
{
"p": 0.016288738697767258,
"m": 1.0
},
{
"p": 0.09570305794477463,
"m": 1.0
},
{
"p": 0.09144051373004913,
"m": 1.0
},
{
"p": 0.12419331073760986,
"m": 1.0
},
{
"p": 0.010484381578862667,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.2019895315170288,
"val_loss": 0.7998033761978149,
"acc": 73.36,
"time": 299.92866085097194,
"param": [
{
"p": 0.11375782638788223,
"m": 1.0
},
{
"p": 0.008786228485405445,
"m": 1.0
},
{
"p": 0.13316428661346436,
"m": 1.0
},
{
"p": 0.07411078363656998,
"m": 1.0
},
{
"p": 0.007667109370231628,
"m": 1.0
},
{
"p": 0.009677387773990631,
"m": 1.0
},
{
"p": 0.1040223240852356,
"m": 1.0
},
{
"p": 0.11125157028436661,
"m": 1.0
},
{
"p": 0.07749494910240173,
"m": 1.0
},
{
"p": 0.026057254523038864,
"m": 1.0
},
{
"p": 0.08782102912664413,
"m": 1.0
},
{
"p": 0.11066409945487976,
"m": 1.0
},
{
"p": 0.12763293087482452,
"m": 1.0
},
{
"p": 0.007892265915870667,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.276656150817871,
"val_loss": 0.7291783094406128,
"acc": 73.49,
"time": 304.11829144204967,
"param": [
{
"p": 0.10711100697517395,
"m": 1.0
},
{
"p": 0.007586395367980003,
"m": 1.0
},
{
"p": 0.14368169009685516,
"m": 1.0
},
{
"p": 0.07238655537366867,
"m": 1.0
},
{
"p": 0.007900108583271503,
"m": 1.0
},
{
"p": 0.01183538231998682,
"m": 1.0
},
{
"p": 0.08973434567451477,
"m": 1.0
},
{
"p": 0.09583944082260132,
"m": 1.0
},
{
"p": 0.07773394137620926,
"m": 1.0
},
{
"p": 0.024256525561213493,
"m": 1.0
},
{
"p": 0.1082267239689827,
"m": 1.0
},
{
"p": 0.10433656722307205,
"m": 1.0
},
{
"p": 0.13717436790466309,
"m": 1.0
},
{
"p": 0.012196972034871578,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.078607201576233,
"val_loss": 0.8548844456672668,
"acc": 72.38,
"time": 303.6345417400589,
"param": [
{
"p": 0.11241041868925095,
"m": 1.0
},
{
"p": 0.0028240412939339876,
"m": 1.0
},
{
"p": 0.125569149851799,
"m": 1.0
},
{
"p": 0.09022914618253708,
"m": 1.0
},
{
"p": 0.013050103560090065,
"m": 1.0
},
{
"p": 0.008773584850132465,
"m": 1.0
},
{
"p": 0.09825790673494339,
"m": 1.0
},
{
"p": 0.11686789989471436,
"m": 1.0
},
{
"p": 0.06748095899820328,
"m": 1.0
},
{
"p": 0.0240777637809515,
"m": 1.0
},
{
"p": 0.08617521077394485,
"m": 1.0
},
{
"p": 0.10383312404155731,
"m": 1.0
},
{
"p": 0.13690400123596191,
"m": 1.0
},
{
"p": 0.013546686619520187,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.291921615600586,
"val_loss": 0.9594271779060364,
"acc": 72.84,
"time": 298.90121872897726,
"param": [
{
"p": 0.12936614453792572,
"m": 1.0
},
{
"p": 0.009723085910081863,
"m": 1.0
},
{
"p": 0.1437055915594101,
"m": 1.0
},
{
"p": 0.09220945835113525,
"m": 1.0
},
{
"p": 0.008352180942893028,
"m": 1.0
},
{
"p": 0.009112066589295864,
"m": 1.0
},
{
"p": 0.08196651190519333,
"m": 1.0
},
{
"p": 0.11449583619832993,
"m": 1.0
},
{
"p": 0.07192420959472656,
"m": 1.0
},
{
"p": 0.023372763767838478,
"m": 1.0
},
{
"p": 0.07951468974351883,
"m": 1.0
},
{
"p": 0.10322321206331253,
"m": 1.0
},
{
"p": 0.11710449308156967,
"m": 1.0
},
{
"p": 0.015929821878671646,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.4271801710128784,
"val_loss": 0.8853105902671814,
"acc": 72.17,
"time": 300.78378090204205,
"param": [
{
"p": 0.12113124877214432,
"m": 1.0
},
{
"p": 0.006931229028850794,
"m": 1.0
},
{
"p": 0.12958207726478577,
"m": 1.0
},
{
"p": 0.08824708312749863,
"m": 1.0
},
{
"p": 0.007975791580975056,
"m": 1.0
},
{
"p": 0.01158137060701847,
"m": 1.0
},
{
"p": 0.10675406455993652,
"m": 1.0
},
{
"p": 0.10379168391227722,
"m": 1.0
},
{
"p": 0.05826253443956375,
"m": 1.0
},
{
"p": 0.030467573553323746,
"m": 1.0
},
{
"p": 0.09253758192062378,
"m": 1.0
},
{
"p": 0.08438583463430405,
"m": 1.0
},
{
"p": 0.1458105891942978,
"m": 1.0
},
{
"p": 0.012541472911834717,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1057446002960205,
"val_loss": 0.9102956056594849,
"acc": 72.86,
"time": 306.6073099760106,
"param": [
{
"p": 0.10383670032024384,
"m": 1.0
},
{
"p": 0.00973942968994379,
"m": 1.0
},
{
"p": 0.11765794456005096,
"m": 1.0
},
{
"p": 0.08968325704336166,
"m": 1.0
},
{
"p": 0.010889981873333454,
"m": 1.0
},
{
"p": 0.012018750421702862,
"m": 1.0
},
{
"p": 0.10673928260803223,
"m": 1.0
},
{
"p": 0.1133175790309906,
"m": 1.0
},
{
"p": 0.0722871795296669,
"m": 1.0
},
{
"p": 0.023032154887914658,
"m": 1.0
},
{
"p": 0.10520785301923752,
"m": 1.0
},
{
"p": 0.08286957442760468,
"m": 1.0
},
{
"p": 0.13675396144390106,
"m": 1.0
},
{
"p": 0.015966398641467094,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.9951731562614441,
"val_loss": 0.7613471150398254,
"acc": 73.89,
"time": 298.92131995700765,
"param": [
{
"p": 0.11130548268556595,
"m": 1.0
},
{
"p": 0.007995035499334335,
"m": 1.0
},
{
"p": 0.13295608758926392,
"m": 1.0
},
{
"p": 0.10202187299728394,
"m": 1.0
},
{
"p": 0.008398541249334812,
"m": 1.0
},
{
"p": 0.010289759375154972,
"m": 1.0
},
{
"p": 0.08371371775865555,
"m": 1.0
},
{
"p": 0.11253131926059723,
"m": 1.0
},
{
"p": 0.08218131214380264,
"m": 1.0
},
{
"p": 0.021153490990400314,
"m": 1.0
},
{
"p": 0.08646272867918015,
"m": 1.0
},
{
"p": 0.10551928728818893,
"m": 1.0
},
{
"p": 0.1257069855928421,
"m": 1.0
},
{
"p": 0.009764346294105053,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.9292961359024048,
"val_loss": 0.6285194754600525,
"acc": 73.42,
"time": 302.77900277194567,
"param": [
{
"p": 0.1252928078174591,
"m": 1.0
},
{
"p": 0.007282947190105915,
"m": 1.0
},
{
"p": 0.1387830525636673,
"m": 1.0
},
{
"p": 0.07518932968378067,
"m": 1.0
},
{
"p": 0.010680312290787697,
"m": 1.0
},
{
"p": 0.009371471591293812,
"m": 1.0
},
{
"p": 0.10094254463911057,
"m": 1.0
},
{
"p": 0.10420938581228256,
"m": 1.0
},
{
"p": 0.0758504718542099,
"m": 1.0
},
{
"p": 0.026514511555433273,
"m": 1.0
},
{
"p": 0.08425655961036682,
"m": 1.0
},
{
"p": 0.10280156880617142,
"m": 1.0
},
{
"p": 0.12069442868232727,
"m": 1.0
},
{
"p": 0.018130671232938766,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.2901298999786377,
"val_loss": 0.7863839268684387,
"acc": 72.84,
"time": 297.4366975829471,
"param": [
{
"p": 0.11275303363800049,
"m": 1.0
},
{
"p": 0.011574259027838707,
"m": 1.0
},
{
"p": 0.1273055076599121,
"m": 1.0
},
{
"p": 0.09336800128221512,
"m": 1.0
},
{
"p": 0.011610792018473148,
"m": 1.0
},
{
"p": 0.01239104475826025,
"m": 1.0
},
{
"p": 0.09243381768465042,
"m": 1.0
},
{
"p": 0.11300918459892273,
"m": 1.0
},
{
"p": 0.07189435511827469,
"m": 1.0
},
{
"p": 0.01489944476634264,
"m": 1.0
},
{
"p": 0.08034048229455948,
"m": 1.0
},
{
"p": 0.10288884490728378,
"m": 1.0
},
{
"p": 0.14298632740974426,
"m": 1.0
},
{
"p": 0.012544852681457996,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.2812694311141968,
"val_loss": 0.7745307683944702,
"acc": 72.08,
"time": 315.2235323630739,
"param": [
{
"p": 0.13739822804927826,
"m": 1.0
},
{
"p": 0.015937333926558495,
"m": 1.0
},
{
"p": 0.10977267473936081,
"m": 1.0
},
{
"p": 0.09304541349411011,
"m": 1.0
},
{
"p": 0.008734436705708504,
"m": 1.0
},
{
"p": 0.011713103391230106,
"m": 1.0
},
{
"p": 0.10148439556360245,
"m": 1.0
},
{
"p": 0.09463540464639664,
"m": 1.0
},
{
"p": 0.08170420676469803,
"m": 1.0
},
{
"p": 0.03258625045418739,
"m": 1.0
},
{
"p": 0.07847128808498383,
"m": 1.0
},
{
"p": 0.09618225693702698,
"m": 1.0
},
{
"p": 0.12538407742977142,
"m": 1.0
},
{
"p": 0.012950933538377285,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.2715766429901123,
"val_loss": 0.761732280254364,
"acc": 73.49,
"time": 307.7591637719888,
"param": [
{
"p": 0.1223638728260994,
"m": 1.0
},
{
"p": 0.012194730341434479,
"m": 1.0
},
{
"p": 0.13170835375785828,
"m": 1.0
},
{
"p": 0.09233587235212326,
"m": 1.0
},
{
"p": 0.006822884548455477,
"m": 1.0
},
{
"p": 0.007668773178011179,
"m": 1.0
},
{
"p": 0.09886293858289719,
"m": 1.0
},
{
"p": 0.1113399863243103,
"m": 1.0
},
{
"p": 0.0662468895316124,
"m": 1.0
},
{
"p": 0.027357323095202446,
"m": 1.0
},
{
"p": 0.07524018734693527,
"m": 1.0
},
{
"p": 0.10868877172470093,
"m": 1.0
},
{
"p": 0.12531408667564392,
"m": 1.0
},
{
"p": 0.013855423778295517,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.231838583946228,
"val_loss": 0.7235785722732544,
"acc": 73.05,
"time": 310.9711941659916,
"param": [
{
"p": 0.12445080280303955,
"m": 1.0
},
{
"p": 0.016477277502417564,
"m": 1.0
},
{
"p": 0.13587863743305206,
"m": 1.0
},
{
"p": 0.07570090889930725,
"m": 1.0
},
{
"p": 0.009830162860453129,
"m": 1.0
},
{
"p": 0.009527318179607391,
"m": 1.0
},
{
"p": 0.09941593557596207,
"m": 1.0
},
{
"p": 0.11255894601345062,
"m": 1.0
},
{
"p": 0.0646478608250618,
"m": 1.0
},
{
"p": 0.02697540633380413,
"m": 1.0
},
{
"p": 0.09255469590425491,
"m": 1.0
},
{
"p": 0.09431727230548859,
"m": 1.0
},
{
"p": 0.12516318261623383,
"m": 1.0
},
{
"p": 0.012501646764576435,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.6189842224121094,
"val_loss": 0.7912522554397583,
"acc": 72.7,
"time": 312.4464510269463,
"param": [
{
"p": 0.1290207803249359,
"m": 1.0
},
{
"p": 0.012834231369197369,
"m": 1.0
},
{
"p": 0.1129598617553711,
"m": 1.0
},
{
"p": 0.08642074465751648,
"m": 1.0
},
{
"p": 0.006125152576714754,
"m": 1.0
},
{
"p": 0.00847682636231184,
"m": 1.0
},
{
"p": 0.09891454130411148,
"m": 1.0
},
{
"p": 0.10947852581739426,
"m": 1.0
},
{
"p": 0.07990286499261856,
"m": 1.0
},
{
"p": 0.03049282729625702,
"m": 1.0
},
{
"p": 0.0933813825249672,
"m": 1.0
},
{
"p": 0.1050097867846489,
"m": 1.0
},
{
"p": 0.1147904247045517,
"m": 1.0
},
{
"p": 0.01219206303358078,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.0330579280853271,
"val_loss": 0.6801941394805908,
"acc": 73.4,
"time": 307.1928086039843,
"param": [
{
"p": 0.10683941841125488,
"m": 1.0
},
{
"p": 0.010291715152561665,
"m": 1.0
},
{
"p": 0.12471908330917358,
"m": 1.0
},
{
"p": 0.07543081045150757,
"m": 1.0
},
{
"p": 0.01132300402969122,
"m": 1.0
},
{
"p": 0.011528529226779938,
"m": 1.0
},
{
"p": 0.10778552293777466,
"m": 1.0
},
{
"p": 0.10252703726291656,
"m": 1.0
},
{
"p": 0.0782880038022995,
"m": 1.0
},
{
"p": 0.022496236488223076,
"m": 1.0
},
{
"p": 0.10473694652318954,
"m": 1.0
},
{
"p": 0.10292255878448486,
"m": 1.0
},
{
"p": 0.13467702269554138,
"m": 1.0
},
{
"p": 0.006434073206037283,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.0663344860076904,
"val_loss": 0.8741013407707214,
"acc": 73.1,
"time": 305.3781838720897,
"param": [
{
"p": 0.09709122776985168,
"m": 1.0
},
{
"p": 0.004969512578099966,
"m": 1.0
},
{
"p": 0.1349066197872162,
"m": 1.0
},
{
"p": 0.0726066529750824,
"m": 1.0
},
{
"p": 0.011868765577673912,
"m": 1.0
},
{
"p": 0.016769371926784515,
"m": 1.0
},
{
"p": 0.12283223122358322,
"m": 1.0
},
{
"p": 0.07792976498603821,
"m": 1.0
},
{
"p": 0.08838815242052078,
"m": 1.0
},
{
"p": 0.03289887681603432,
"m": 1.0
},
{
"p": 0.09953437745571136,
"m": 1.0
},
{
"p": 0.10430455207824707,
"m": 1.0
},
{
"p": 0.11731937527656555,
"m": 1.0
},
{
"p": 0.018580500036478043,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.4710732698440552,
"val_loss": 0.8558047413825989,
"acc": 73.32,
"time": 311.0300890268991,
"param": [
{
"p": 0.11059386283159256,
"m": 1.0
},
{
"p": 0.006255889777094126,
"m": 1.0
},
{
"p": 0.10728861391544342,
"m": 1.0
},
{
"p": 0.07984770834445953,
"m": 1.0
},
{
"p": 0.012924231588840485,
"m": 1.0
},
{
"p": 0.009719680063426495,
"m": 1.0
},
{
"p": 0.0985095202922821,
"m": 1.0
},
{
"p": 0.11047057807445526,
"m": 1.0
},
{
"p": 0.08974287658929825,
"m": 1.0
},
{
"p": 0.034221064299345016,
"m": 1.0
},
{
"p": 0.09421713650226593,
"m": 1.0
},
{
"p": 0.1005052998661995,
"m": 1.0
},
{
"p": 0.13820315897464752,
"m": 1.0
},
{
"p": 0.007500387262552977,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 1.044540524482727,
"val_loss": 0.7540166974067688,
"acc": 73.14,
"time": 296.4099884231109,
"param": [
{
"p": 0.12055693566799164,
"m": 1.0
},
{
"p": 0.01115176361054182,
"m": 1.0
},
{
"p": 0.1347944438457489,
"m": 1.0
},
{
"p": 0.09431107342243195,
"m": 1.0
},
{
"p": 0.008203897625207901,
"m": 1.0
},
{
"p": 0.010074558667838573,
"m": 1.0
},
{
"p": 0.10658873617649078,
"m": 1.0
},
{
"p": 0.09836100041866302,
"m": 1.0
},
{
"p": 0.0692330002784729,
"m": 1.0
},
{
"p": 0.017683103680610657,
"m": 1.0
},
{
"p": 0.09556172043085098,
"m": 1.0
},
{
"p": 0.0941300243139267,
"m": 1.0
},
{
"p": 0.11944472789764404,
"m": 1.0
},
{
"p": 0.01990506798028946,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.2447755336761475,
"val_loss": 0.7333592772483826,
"acc": 73.41,
"time": 311.42649508605246,
"param": [
{
"p": 0.10638237744569778,
"m": 1.0
},
{
"p": 0.010254917666316032,
"m": 1.0
},
{
"p": 0.11451458185911179,
"m": 1.0
},
{
"p": 0.07965361326932907,
"m": 1.0
},
{
"p": 0.008804588578641415,
"m": 1.0
},
{
"p": 0.01190013438463211,
"m": 1.0
},
{
"p": 0.1040760800242424,
"m": 1.0
},
{
"p": 0.0977531373500824,
"m": 1.0
},
{
"p": 0.07957223802804947,
"m": 1.0
},
{
"p": 0.0345105305314064,
"m": 1.0
},
{
"p": 0.0984811782836914,
"m": 1.0
},
{
"p": 0.1133086085319519,
"m": 1.0
},
{
"p": 0.13240674138069153,
"m": 1.0
},
{
"p": 0.008381321094930172,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.2741619348526,
"val_loss": 0.8827943205833435,
"acc": 74.11,
"time": 298.094240493956,
"param": [
{
"p": 0.11331387609243393,
"m": 1.0
},
{
"p": 0.009561892598867416,
"m": 1.0
},
{
"p": 0.12371596693992615,
"m": 1.0
},
{
"p": 0.08669434487819672,
"m": 1.0
},
{
"p": 0.007144180126488209,
"m": 1.0
},
{
"p": 0.010213303379714489,
"m": 1.0
},
{
"p": 0.09425552934408188,
"m": 1.0
},
{
"p": 0.10133615136146545,
"m": 1.0
},
{
"p": 0.09271273016929626,
"m": 1.0
},
{
"p": 0.03244670853018761,
"m": 1.0
},
{
"p": 0.09780476242303848,
"m": 1.0
},
{
"p": 0.10269881039857864,
"m": 1.0
},
{
"p": 0.11638259142637253,
"m": 1.0
},
{
"p": 0.011719178408384323,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.0388438701629639,
"val_loss": 0.8897904753684998,
"acc": 73.38,
"time": 304.81977419392206,
"param": [
{
"p": 0.1032198816537857,
"m": 1.0
},
{
"p": 0.0006696892669424415,
"m": 1.0
},
{
"p": 0.12057033181190491,
"m": 1.0
},
{
"p": 0.08804300427436829,
"m": 1.0
},
{
"p": 0.009780696593225002,
"m": 1.0
},
{
"p": 0.01305549219250679,
"m": 1.0
},
{
"p": 0.09863857179880142,
"m": 1.0
},
{
"p": 0.1161314845085144,
"m": 1.0
},
{
"p": 0.07287809252738953,
"m": 1.0
},
{
"p": 0.034298256039619446,
"m": 1.0
},
{
"p": 0.10642406344413757,
"m": 1.0
},
{
"p": 0.1044628694653511,
"m": 1.0
},
{
"p": 0.12254311889410019,
"m": 1.0
},
{
"p": 0.009284397587180138,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.0049211978912354,
"val_loss": 0.9005069732666016,
"acc": 72.72,
"time": 299.2108831079677,
"param": [
{
"p": 0.13269567489624023,
"m": 1.0
},
{
"p": 0.005139842163771391,
"m": 1.0
},
{
"p": 0.14476843178272247,
"m": 1.0
},
{
"p": 0.08927888423204422,
"m": 1.0
},
{
"p": 0.01613447442650795,
"m": 1.0
},
{
"p": 0.026067065075039864,
"m": 1.0
},
{
"p": 0.09274854511022568,
"m": 1.0
},
{
"p": 0.1031440868973732,
"m": 1.0
},
{
"p": 0.026599783450365067,
"m": 1.0
},
{
"p": 0.03910883516073227,
"m": 1.0
},
{
"p": 0.08997541666030884,
"m": 1.0
},
{
"p": 0.10474427044391632,
"m": 1.0
},
{
"p": 0.11708308011293411,
"m": 1.0
},
{
"p": 0.012511608190834522,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.4347336292266846,
"val_loss": 0.8717103004455566,
"acc": 72.97,
"time": 307.8438439789461,
"param": [
{
"p": 0.11283545941114426,
"m": 1.0
},
{
"p": 0.009008851833641529,
"m": 1.0
},
{
"p": 0.12300888448953629,
"m": 1.0
},
{
"p": 0.1092764139175415,
"m": 1.0
},
{
"p": 0.011125171557068825,
"m": 1.0
},
{
"p": 0.014880579896271229,
"m": 1.0
},
{
"p": 0.10632116347551346,
"m": 1.0
},
{
"p": 0.10743771493434906,
"m": 1.0
},
{
"p": 0.04957696422934532,
"m": 1.0
},
{
"p": 0.035197652876377106,
"m": 1.0
},
{
"p": 0.08831173926591873,
"m": 1.0
},
{
"p": 0.10596014559268951,
"m": 1.0
},
{
"p": 0.11636677384376526,
"m": 1.0
},
{
"p": 0.010692433454096317,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 1.087843418121338,
"val_loss": 0.8273763656616211,
"acc": 73.13,
"time": 309.25141658610664,
"param": [
{
"p": 0.11598209291696548,
"m": 1.0
},
{
"p": 0.017225321382284164,
"m": 1.0
},
{
"p": 0.1229022890329361,
"m": 1.0
},
{
"p": 0.09351515769958496,
"m": 1.0
},
{
"p": 0.011019120924174786,
"m": 1.0
},
{
"p": 0.014725936576724052,
"m": 1.0
},
{
"p": 0.09321320056915283,
"m": 1.0
},
{
"p": 0.09559579938650131,
"m": 1.0
},
{
"p": 0.06463618576526642,
"m": 1.0
},
{
"p": 0.0373879000544548,
"m": 1.0
},
{
"p": 0.09909437596797943,
"m": 1.0
},
{
"p": 0.10965774953365326,
"m": 1.0
},
{
"p": 0.11630237847566605,
"m": 1.0
},
{
"p": 0.008742493577301502,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.4033820629119873,
"val_loss": 0.832838237285614,
"acc": 72.87,
"time": 301.8911844310351,
"param": [
{
"p": 0.11931394785642624,
"m": 1.0
},
{
"p": 0.035903286188840866,
"m": 1.0
},
{
"p": 0.11258029192686081,
"m": 1.0
},
{
"p": 0.09277428686618805,
"m": 1.0
},
{
"p": 0.011219104751944542,
"m": 1.0
},
{
"p": 0.01024651899933815,
"m": 1.0
},
{
"p": 0.10246704518795013,
"m": 1.0
},
{
"p": 0.11017348617315292,
"m": 1.0
},
{
"p": 0.051092296838760376,
"m": 1.0
},
{
"p": 0.028827980160713196,
"m": 1.0
},
{
"p": 0.09829362481832504,
"m": 1.0
},
{
"p": 0.09823701530694962,
"m": 1.0
},
{
"p": 0.11898317188024521,
"m": 1.0
},
{
"p": 0.00988793559372425,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.1682199239730835,
"val_loss": 0.9358077049255371,
"acc": 72.4,
"time": 301.9035141429631,
"param": [
{
"p": 0.12097200751304626,
"m": 1.0
},
{
"p": 0.030038904398679733,
"m": 1.0
},
{
"p": 0.11531563103199005,
"m": 1.0
},
{
"p": 0.08906472474336624,
"m": 1.0
},
{
"p": 0.03953973203897476,
"m": 1.0
},
{
"p": 0.016808468848466873,
"m": 1.0
},
{
"p": 0.09511049091815948,
"m": 1.0
},
{
"p": 0.10887838900089264,
"m": 1.0
},
{
"p": 0.060636237263679504,
"m": 1.0
},
{
"p": 0.016280118376016617,
"m": 1.0
},
{
"p": 0.062133897095918655,
"m": 1.0
},
{
"p": 0.11384286731481552,
"m": 1.0
},
{
"p": 0.12537825107574463,
"m": 1.0
},
{
"p": 0.006000147666782141,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.3917449712753296,
"val_loss": 0.8074238300323486,
"acc": 73.84,
"time": 314.68598235805985,
"param": [
{
"p": 0.13270717859268188,
"m": 1.0
},
{
"p": 0.0006904107285663486,
"m": 1.0
},
{
"p": 0.12425342947244644,
"m": 1.0
},
{
"p": 0.1115894615650177,
"m": 1.0
},
{
"p": 0.012999193742871284,
"m": 1.0
},
{
"p": 0.00914525892585516,
"m": 1.0
},
{
"p": 0.09754476696252823,
"m": 1.0
},
{
"p": 0.11837539076805115,
"m": 1.0
},
{
"p": 0.044408805668354034,
"m": 1.0
},
{
"p": 0.03816584497690201,
"m": 1.0
},
{
"p": 0.08609108626842499,
"m": 1.0
},
{
"p": 0.09827370196580887,
"m": 1.0
},
{
"p": 0.11274953931570053,
"m": 1.0
},
{
"p": 0.013005870394408703,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.3907040357589722,
"val_loss": 0.9153842329978943,
"acc": 73.52,
"time": 305.6473290839931,
"param": [
{
"p": 0.11736947298049927,
"m": 1.0
},
{
"p": 0.010347414761781693,
"m": 1.0
},
{
"p": 0.13732802867889404,
"m": 1.0
},
{
"p": 0.09375380724668503,
"m": 1.0
},
{
"p": 0.009360837750136852,
"m": 1.0
},
{
"p": 0.011093485169112682,
"m": 1.0
},
{
"p": 0.10490350425243378,
"m": 1.0
},
{
"p": 0.11380720138549805,
"m": 1.0
},
{
"p": 0.03649696707725525,
"m": 1.0
},
{
"p": 0.03791089355945587,
"m": 1.0
},
{
"p": 0.08412759751081467,
"m": 1.0
},
{
"p": 0.10584505647420883,
"m": 1.0
},
{
"p": 0.1239684447646141,
"m": 1.0
},
{
"p": 0.013687345199286938,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.0098165273666382,
"val_loss": 0.8538819551467896,
"acc": 72.61,
"time": 307.39410156791564,
"param": [
{
"p": 0.09626761823892593,
"m": 1.0
},
{
"p": 0.004099118057638407,
"m": 1.0
},
{
"p": 0.11873816698789597,
"m": 1.0
},
{
"p": 0.10574771463871002,
"m": 1.0
},
{
"p": 0.012605623342096806,
"m": 1.0
},
{
"p": 0.013156975619494915,
"m": 1.0
},
{
"p": 0.10447627305984497,
"m": 1.0
},
{
"p": 0.1235426515340805,
"m": 1.0
},
{
"p": 0.0709783211350441,
"m": 1.0
},
{
"p": 0.03324490040540695,
"m": 1.0
},
{
"p": 0.09355894476175308,
"m": 1.0
},
{
"p": 0.07693891227245331,
"m": 1.0
},
{
"p": 0.13953964412212372,
"m": 1.0
},
{
"p": 0.007105111610144377,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.3988027572631836,
"val_loss": 0.6768588423728943,
"acc": 72.5,
"time": 297.47714889701456,
"param": [
{
"p": 0.1062529906630516,
"m": 1.0
},
{
"p": 0.04499045014381409,
"m": 1.0
},
{
"p": 0.1130073219537735,
"m": 1.0
},
{
"p": 0.09235972911119461,
"m": 1.0
},
{
"p": 0.021489012986421585,
"m": 1.0
},
{
"p": 0.01325288973748684,
"m": 1.0
},
{
"p": 0.10572884231805801,
"m": 1.0
},
{
"p": 0.09752753376960754,
"m": 1.0
},
{
"p": 0.06134970486164093,
"m": 1.0
},
{
"p": 0.03324645012617111,
"m": 1.0
},
{
"p": 0.09151297807693481,
"m": 1.0
},
{
"p": 0.09299331158399582,
"m": 1.0
},
{
"p": 0.11423403024673462,
"m": 1.0
},
{
"p": 0.012054748833179474,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.10834801197052,
"val_loss": 0.8546286821365356,
"acc": 73.12,
"time": 305.23421522404533,
"param": [
{
"p": 0.11137263476848602,
"m": 1.0
},
{
"p": 0.008730306290090084,
"m": 1.0
},
{
"p": 0.10834535956382751,
"m": 1.0
},
{
"p": 0.08479344844818115,
"m": 1.0
},
{
"p": 0.012043080292642117,
"m": 1.0
},
{
"p": 0.010690669529139996,
"m": 1.0
},
{
"p": 0.10819698870182037,
"m": 1.0
},
{
"p": 0.09725488722324371,
"m": 1.0
},
{
"p": 0.07247079163789749,
"m": 1.0
},
{
"p": 0.04357345402240753,
"m": 1.0
},
{
"p": 0.10205323249101639,
"m": 1.0
},
{
"p": 0.10324162244796753,
"m": 1.0
},
{
"p": 0.12168828397989273,
"m": 1.0
},
{
"p": 0.015545256435871124,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.0919736623764038,
"val_loss": 0.8265175223350525,
"acc": 73.58,
"time": 306.46909814700484,
"param": [
{
"p": 0.1117110401391983,
"m": 1.0
},
{
"p": 0.011374456807971,
"m": 1.0
},
{
"p": 0.11444933712482452,
"m": 1.0
},
{
"p": 0.10949087142944336,
"m": 1.0
},
{
"p": 0.006067057140171528,
"m": 1.0
},
{
"p": 0.012157957069575787,
"m": 1.0
},
{
"p": 0.10053490102291107,
"m": 1.0
},
{
"p": 0.1111692413687706,
"m": 1.0
},
{
"p": 0.058417338877916336,
"m": 1.0
},
{
"p": 0.02721049077808857,
"m": 1.0
},
{
"p": 0.09374316036701202,
"m": 1.0
},
{
"p": 0.11476784199476242,
"m": 1.0
},
{
"p": 0.11035490781068802,
"m": 1.0
},
{
"p": 0.018551411107182503,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.1139917373657227,
"val_loss": 0.7526065111160278,
"acc": 73.73,
"time": 297.6490575550124,
"param": [
{
"p": 0.10177034139633179,
"m": 1.0
},
{
"p": 0.011806323193013668,
"m": 1.0
},
{
"p": 0.12423954159021378,
"m": 1.0
},
{
"p": 0.07620879262685776,
"m": 1.0
},
{
"p": 0.008488060906529427,
"m": 1.0
},
{
"p": 0.012811730615794659,
"m": 1.0
},
{
"p": 0.10996614396572113,
"m": 1.0
},
{
"p": 0.10408192873001099,
"m": 1.0
},
{
"p": 0.06416070461273193,
"m": 1.0
},
{
"p": 0.04035132750868797,
"m": 1.0
},
{
"p": 0.10021571815013885,
"m": 1.0
},
{
"p": 0.1135258898139,
"m": 1.0
},
{
"p": 0.11494951695203781,
"m": 1.0
},
{
"p": 0.017423924058675766,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.1330856084823608,
"val_loss": 0.8681966066360474,
"acc": 72.31,
"time": 307.56404613202903,
"param": [
{
"p": 0.1018190085887909,
"m": 1.0
},
{
"p": 0.011736209504306316,
"m": 1.0
},
{
"p": 0.13406839966773987,
"m": 1.0
},
{
"p": 0.10408519953489304,
"m": 1.0
},
{
"p": 0.00944916158914566,
"m": 1.0
},
{
"p": 0.014729033224284649,
"m": 1.0
},
{
"p": 0.1026054248213768,
"m": 1.0
},
{
"p": 0.10060491412878036,
"m": 1.0
},
{
"p": 0.061878327280282974,
"m": 1.0
},
{
"p": 0.03134586662054062,
"m": 1.0
},
{
"p": 0.09859070181846619,
"m": 1.0
},
{
"p": 0.10494440793991089,
"m": 1.0
},
{
"p": 0.109078548848629,
"m": 1.0
},
{
"p": 0.015064841136336327,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 0.982925534248352,
"val_loss": 0.7378677129745483,
"acc": 73.79,
"time": 306.24801614903845,
"param": [
{
"p": 0.11988094449043274,
"m": 1.0
},
{
"p": 0.008473105728626251,
"m": 1.0
},
{
"p": 0.10706865042448044,
"m": 1.0
},
{
"p": 0.1042354553937912,
"m": 1.0
},
{
"p": 0.00858538132160902,
"m": 1.0
},
{
"p": 0.009960140101611614,
"m": 1.0
},
{
"p": 0.11751063168048859,
"m": 1.0
},
{
"p": 0.09505154937505722,
"m": 1.0
},
{
"p": 0.05528339743614197,
"m": 1.0
},
{
"p": 0.035656124353408813,
"m": 1.0
},
{
"p": 0.11442267894744873,
"m": 1.0
},
{
"p": 0.10764343291521072,
"m": 1.0
},
{
"p": 0.1097283586859703,
"m": 1.0
},
{
"p": 0.006500283721834421,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.3571196794509888,
"val_loss": 0.8033817410469055,
"acc": 73.51,
"time": 296.8809770770604,
"param": [
{
"p": 0.11164891719818115,
"m": 1.0
},
{
"p": 0.007165691815316677,
"m": 1.0
},
{
"p": 0.11437253654003143,
"m": 1.0
},
{
"p": 0.10870984941720963,
"m": 1.0
},
{
"p": 0.0006736101931892335,
"m": 1.0
},
{
"p": 0.0520964078605175,
"m": 1.0
},
{
"p": 0.08919361233711243,
"m": 1.0
},
{
"p": 0.11154210567474365,
"m": 1.0
},
{
"p": 0.046793028712272644,
"m": 1.0
},
{
"p": 0.030511582270264626,
"m": 1.0
},
{
"p": 0.098330557346344,
"m": 1.0
},
{
"p": 0.09862732887268066,
"m": 1.0
},
{
"p": 0.1154579371213913,
"m": 1.0
},
{
"p": 0.014876841567456722,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.5023720264434814,
"val_loss": 0.8456207513809204,
"acc": 73.35,
"time": 294.91888058395125,
"param": [
{
"p": 0.12238159775733948,
"m": 1.0
},
{
"p": 0.008921531960368156,
"m": 1.0
},
{
"p": 0.11207626014947891,
"m": 1.0
},
{
"p": 0.07751724869012833,
"m": 1.0
},
{
"p": 0.011889333836734295,
"m": 1.0
},
{
"p": 0.011987741105258465,
"m": 1.0
},
{
"p": 0.10022716224193573,
"m": 1.0
},
{
"p": 0.1081627905368805,
"m": 1.0
},
{
"p": 0.046362001448869705,
"m": 1.0
},
{
"p": 0.038323886692523956,
"m": 1.0
},
{
"p": 0.10554639250040054,
"m": 1.0
},
{
"p": 0.1121385246515274,
"m": 1.0
},
{
"p": 0.13047781586647034,
"m": 1.0
},
{
"p": 0.013987728394567966,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 0.9304614067077637,
"val_loss": 0.7647385597229004,
"acc": 72.79,
"time": 301.4281071909936,
"param": [
{
"p": 0.12399023771286011,
"m": 1.0
},
{
"p": 0.00844930112361908,
"m": 1.0
},
{
"p": 0.12907595932483673,
"m": 1.0
},
{
"p": 0.0974692702293396,
"m": 1.0
},
{
"p": 0.01012298185378313,
"m": 1.0
},
{
"p": 0.017386646941304207,
"m": 1.0
},
{
"p": 0.0868232250213623,
"m": 1.0
},
{
"p": 0.13756568729877472,
"m": 1.0
},
{
"p": 0.04167994484305382,
"m": 1.0
},
{
"p": 0.046566568315029144,
"m": 1.0
},
{
"p": 0.0414203517138958,
"m": 1.0
},
{
"p": 0.11296314001083374,
"m": 1.0
},
{
"p": 0.1278928965330124,
"m": 1.0
},
{
"p": 0.018593784421682358,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.0611661672592163,
"val_loss": 0.8335011005401611,
"acc": 73.49,
"time": 299.35831255908124,
"param": [
{
"p": 0.1038801372051239,
"m": 1.0
},
{
"p": 0.009735195897519588,
"m": 1.0
},
{
"p": 0.12063153088092804,
"m": 1.0
},
{
"p": 0.10347037762403488,
"m": 1.0
},
{
"p": 0.013416025787591934,
"m": 1.0
},
{
"p": 0.013806255534291267,
"m": 1.0
},
{
"p": 0.10347910970449448,
"m": 1.0
},
{
"p": 0.10977202653884888,
"m": 1.0
},
{
"p": 0.040693920105695724,
"m": 1.0
},
{
"p": 0.033905696123838425,
"m": 1.0
},
{
"p": 0.1085016131401062,
"m": 1.0
},
{
"p": 0.11802135407924652,
"m": 1.0
},
{
"p": 0.10304241627454758,
"m": 1.0
},
{
"p": 0.017644371837377548,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.2378591299057007,
"val_loss": 0.7726334929466248,
"acc": 73.18,
"time": 294.8580836530309,
"param": [
{
"p": 0.11974511295557022,
"m": 1.0
},
{
"p": 0.027877505868673325,
"m": 1.0
},
{
"p": 0.13548077642917633,
"m": 1.0
},
{
"p": 0.08241015672683716,
"m": 1.0
},
{
"p": 0.0070874691009521484,
"m": 1.0
},
{
"p": 0.013839498162269592,
"m": 1.0
},
{
"p": 0.09461218863725662,
"m": 1.0
},
{
"p": 0.10993795841932297,
"m": 1.0
},
{
"p": 0.029906712472438812,
"m": 1.0
},
{
"p": 0.03804264962673187,
"m": 1.0
},
{
"p": 0.09868977963924408,
"m": 1.0
},
{
"p": 0.09928642958402634,
"m": 1.0
},
{
"p": 0.12338168174028397,
"m": 1.0
},
{
"p": 0.01970195770263672,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 0.906118631362915,
"val_loss": 0.7676087617874146,
"acc": 73.56,
"time": 298.96366515301634,
"param": [
{
"p": 0.1281510442495346,
"m": 1.0
},
{
"p": 0.007536865770816803,
"m": 1.0
},
{
"p": 0.10790817439556122,
"m": 1.0
},
{
"p": 0.10865148156881332,
"m": 1.0
},
{
"p": 0.009221255779266357,
"m": 1.0
},
{
"p": 0.014144578948616982,
"m": 1.0
},
{
"p": 0.09159427136182785,
"m": 1.0
},
{
"p": 0.10779579728841782,
"m": 1.0
},
{
"p": 0.042138129472732544,
"m": 1.0
},
{
"p": 0.03781532868742943,
"m": 1.0
},
{
"p": 0.08760756254196167,
"m": 1.0
},
{
"p": 0.12034277617931366,
"m": 1.0
},
{
"p": 0.12166494131088257,
"m": 1.0
},
{
"p": 0.015427720732986927,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.2034149169921875,
"val_loss": 0.8548323512077332,
"acc": 73.12,
"time": 295.0201945370063,
"param": [
{
"p": 0.0940595269203186,
"m": 1.0
},
{
"p": 0.011627932079136372,
"m": 1.0
},
{
"p": 0.14141923189163208,
"m": 1.0
},
{
"p": 0.07855881005525589,
"m": 1.0
},
{
"p": 0.014923476614058018,
"m": 1.0
},
{
"p": 0.02823960781097412,
"m": 1.0
},
{
"p": 0.08899052441120148,
"m": 1.0
},
{
"p": 0.13207608461380005,
"m": 1.0
},
{
"p": 0.052373532205820084,
"m": 1.0
},
{
"p": 0.02971353940665722,
"m": 1.0
},
{
"p": 0.0966062843799591,
"m": 1.0
},
{
"p": 0.07649584859609604,
"m": 1.0
},
{
"p": 0.1283043920993805,
"m": 1.0
},
{
"p": 0.02661128342151642,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 1.2301942110061646,
"val_loss": 0.7913719415664673,
"acc": 73.75,
"time": 300.65348612796515,
"param": [
{
"p": 0.12060824781656265,
"m": 1.0
},
{
"p": 0.004739772528409958,
"m": 1.0
},
{
"p": 0.12095780670642853,
"m": 1.0
},
{
"p": 0.09111658483743668,
"m": 1.0
},
{
"p": 0.012022958137094975,
"m": 1.0
},
{
"p": 0.016417887061834335,
"m": 1.0
},
{
"p": 0.09983622282743454,
"m": 1.0
},
{
"p": 0.101373091340065,
"m": 1.0
},
{
"p": 0.03875991702079773,
"m": 1.0
},
{
"p": 0.0555209256708622,
"m": 1.0
},
{
"p": 0.0986388772726059,
"m": 1.0
},
{
"p": 0.10185614973306656,
"m": 1.0
},
{
"p": 0.11705847829580307,
"m": 1.0
},
{
"p": 0.02109312079846859,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.4213526248931885,
"val_loss": 0.7721318006515503,
"acc": 73.52,
"time": 301.820980228018,
"param": [
{
"p": 0.10473135858774185,
"m": 1.0
},
{
"p": 0.007035153917968273,
"m": 1.0
},
{
"p": 0.11495994031429291,
"m": 1.0
},
{
"p": 0.09992977976799011,
"m": 1.0
},
{
"p": 0.022100411355495453,
"m": 1.0
},
{
"p": 0.012275276705622673,
"m": 1.0
},
{
"p": 0.09893433749675751,
"m": 1.0
},
{
"p": 0.1103278324007988,
"m": 1.0
},
{
"p": 0.038338128477334976,
"m": 1.0
},
{
"p": 0.04026146978139877,
"m": 1.0
},
{
"p": 0.10326331853866577,
"m": 1.0
},
{
"p": 0.11061225086450577,
"m": 1.0
},
{
"p": 0.11880836635828018,
"m": 1.0
},
{
"p": 0.018422424793243408,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.1088502407073975,
"val_loss": 0.7959079146385193,
"acc": 73.58,
"time": 294.8949964400381,
"param": [
{
"p": 0.11932485550642014,
"m": 1.0
},
{
"p": 0.0056880866177380085,
"m": 1.0
},
{
"p": 0.1138126477599144,
"m": 1.0
},
{
"p": 0.08457526564598083,
"m": 1.0
},
{
"p": 0.010122169740498066,
"m": 1.0
},
{
"p": 0.008794700726866722,
"m": 1.0
},
{
"p": 0.12182599306106567,
"m": 1.0
},
{
"p": 0.10658850520849228,
"m": 1.0
},
{
"p": 0.05854963883757591,
"m": 1.0
},
{
"p": 0.04029194265604019,
"m": 1.0
},
{
"p": 0.0827246904373169,
"m": 1.0
},
{
"p": 0.11448068171739578,
"m": 1.0
},
{
"p": 0.11382663249969482,
"m": 1.0
},
{
"p": 0.019394174218177795,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 1.3395428657531738,
"val_loss": 0.774065375328064,
"acc": 73.52,
"time": 299.62558850704227,
"param": [
{
"p": 0.11284027248620987,
"m": 1.0
},
{
"p": 0.0070739504881203175,
"m": 1.0
},
{
"p": 0.12386699765920639,
"m": 1.0
},
{
"p": 0.09503969550132751,
"m": 1.0
},
{
"p": 0.010441487655043602,
"m": 1.0
},
{
"p": 0.014952805824577808,
"m": 1.0
},
{
"p": 0.10992099344730377,
"m": 1.0
},
{
"p": 0.12931954860687256,
"m": 1.0
},
{
"p": 0.05428474768996239,
"m": 1.0
},
{
"p": 0.04170829802751541,
"m": 1.0
},
{
"p": 0.0856301486492157,
"m": 1.0
},
{
"p": 0.10475170612335205,
"m": 1.0
},
{
"p": 0.09255138039588928,
"m": 1.0
},
{
"p": 0.01761792227625847,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 0.8674361109733582,
"val_loss": 0.7990393042564392,
"acc": 73.5,
"time": 300.41598636691924,
"param": [
{
"p": 0.12386084347963333,
"m": 1.0
},
{
"p": 0.009549750946462154,
"m": 1.0
},
{
"p": 0.12284544110298157,
"m": 1.0
},
{
"p": 0.09509507566690445,
"m": 1.0
},
{
"p": 0.009131483733654022,
"m": 1.0
},
{
"p": 0.0059424196369946,
"m": 1.0
},
{
"p": 0.10232622921466827,
"m": 1.0
},
{
"p": 0.1111769899725914,
"m": 1.0
},
{
"p": 0.057121943682432175,
"m": 1.0
},
{
"p": 0.040758684277534485,
"m": 1.0
},
{
"p": 0.10193824768066406,
"m": 1.0
},
{
"p": 0.10766353458166122,
"m": 1.0
},
{
"p": 0.09642519056797028,
"m": 1.0
},
{
"p": 0.016164202243089676,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.2356910705566406,
"val_loss": 0.914382815361023,
"acc": 73.23,
"time": 300.1688810939668,
"param": [
{
"p": 0.11042945086956024,
"m": 1.0
},
{
"p": 0.005045353900641203,
"m": 1.0
},
{
"p": 0.12263790518045425,
"m": 1.0
},
{
"p": 0.09935911744832993,
"m": 1.0
},
{
"p": 0.009529059752821922,
"m": 1.0
},
{
"p": 0.010661228559911251,
"m": 1.0
},
{
"p": 0.08824306726455688,
"m": 1.0
},
{
"p": 0.10811583697795868,
"m": 1.0
},
{
"p": 0.0465298667550087,
"m": 1.0
},
{
"p": 0.053765494376420975,
"m": 1.0
},
{
"p": 0.09960302710533142,
"m": 1.0
},
{
"p": 0.10745391249656677,
"m": 1.0
},
{
"p": 0.121092289686203,
"m": 1.0
},
{
"p": 0.017534295096993446,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 1.270768165588379,
"val_loss": 0.8076171875,
"acc": 74.02,
"time": 301.24133741494734,
"param": [
{
"p": 0.11641476303339005,
"m": 1.0
},
{
"p": 0.023120945319533348,
"m": 1.0
},
{
"p": 0.10848383605480194,
"m": 1.0
},
{
"p": 0.09554250538349152,
"m": 1.0
},
{
"p": 0.015407842583954334,
"m": 1.0
},
{
"p": 0.013818737119436264,
"m": 1.0
},
{
"p": 0.08111042529344559,
"m": 1.0
},
{
"p": 0.10509724915027618,
"m": 1.0
},
{
"p": 0.058157119899988174,
"m": 1.0
},
{
"p": 0.04247894138097763,
"m": 1.0
},
{
"p": 0.08641119301319122,
"m": 1.0
},
{
"p": 0.11012620478868484,
"m": 1.0
},
{
"p": 0.1239151656627655,
"m": 1.0
},
{
"p": 0.019915016368031502,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.1274722814559937,
"val_loss": 0.8042675256729126,
"acc": 72.38,
"time": 299.61415023193695,
"param": [
{
"p": 0.12176262587308884,
"m": 1.0
},
{
"p": 0.008193657733500004,
"m": 1.0
},
{
"p": 0.1125236228108406,
"m": 1.0
},
{
"p": 0.10561401396989822,
"m": 1.0
},
{
"p": 0.010489664040505886,
"m": 1.0
},
{
"p": 0.010372213087975979,
"m": 1.0
},
{
"p": 0.09793005883693695,
"m": 1.0
},
{
"p": 0.1054677739739418,
"m": 1.0
},
{
"p": 0.0532064251601696,
"m": 1.0
},
{
"p": 0.042741939425468445,
"m": 1.0
},
{
"p": 0.106534942984581,
"m": 1.0
},
{
"p": 0.10280022770166397,
"m": 1.0
},
{
"p": 0.10578475892543793,
"m": 1.0
},
{
"p": 0.016578076407313347,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.2860513925552368,
"val_loss": 0.6974559426307678,
"acc": 73.81,
"time": 298.52578006498516,
"param": [
{
"p": 0.123969666659832,
"m": 1.0
},
{
"p": 0.010091076605021954,
"m": 1.0
},
{
"p": 0.10882049053907394,
"m": 1.0
},
{
"p": 0.10216966271400452,
"m": 1.0
},
{
"p": 0.009318094700574875,
"m": 1.0
},
{
"p": 0.01000212226063013,
"m": 1.0
},
{
"p": 0.09607183933258057,
"m": 1.0
},
{
"p": 0.11414152383804321,
"m": 1.0
},
{
"p": 0.04531498998403549,
"m": 1.0
},
{
"p": 0.04743213579058647,
"m": 1.0
},
{
"p": 0.09902337193489075,
"m": 1.0
},
{
"p": 0.0915965586900711,
"m": 1.0
},
{
"p": 0.1187552809715271,
"m": 1.0
},
{
"p": 0.02329324185848236,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.2323678731918335,
"val_loss": 0.7609321475028992,
"acc": 73.31,
"time": 295.4032784580486,
"param": [
{
"p": 0.10455615073442459,
"m": 1.0
},
{
"p": 0.008506265468895435,
"m": 1.0
},
{
"p": 0.11398240923881531,
"m": 1.0
},
{
"p": 0.08937286585569382,
"m": 1.0
},
{
"p": 0.008612824603915215,
"m": 1.0
},
{
"p": 0.015019068494439125,
"m": 1.0
},
{
"p": 0.10336412489414215,
"m": 1.0
},
{
"p": 0.10578915476799011,
"m": 1.0
},
{
"p": 0.0616002231836319,
"m": 1.0
},
{
"p": 0.04682482033967972,
"m": 1.0
},
{
"p": 0.09974131733179092,
"m": 1.0
},
{
"p": 0.11094185709953308,
"m": 1.0
},
{
"p": 0.11343690007925034,
"m": 1.0
},
{
"p": 0.018252011388540268,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.3837811946868896,
"val_loss": 0.7880680561065674,
"acc": 73.88,
"time": 307.1936065739719,
"param": [
{
"p": 0.11551675200462341,
"m": 1.0
},
{
"p": 0.005978140514343977,
"m": 1.0
},
{
"p": 0.12360160052776337,
"m": 1.0
},
{
"p": 0.09235978126525879,
"m": 1.0
},
{
"p": 0.015020245686173439,
"m": 1.0
},
{
"p": 0.012358381412923336,
"m": 1.0
},
{
"p": 0.09613829851150513,
"m": 1.0
},
{
"p": 0.09743326157331467,
"m": 1.0
},
{
"p": 0.056023698300123215,
"m": 1.0
},
{
"p": 0.05977809429168701,
"m": 1.0
},
{
"p": 0.09035221487283707,
"m": 1.0
},
{
"p": 0.09276992082595825,
"m": 1.0
},
{
"p": 0.12148141860961914,
"m": 1.0
},
{
"p": 0.02118821255862713,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.1089038848876953,
"val_loss": 0.8397381901741028,
"acc": 73.82,
"time": 302.1209989290219,
"param": [
{
"p": 0.11160825192928314,
"m": 1.0
},
{
"p": 0.007931881584227085,
"m": 1.0
},
{
"p": 0.10527733713388443,
"m": 1.0
},
{
"p": 0.10178468376398087,
"m": 1.0
},
{
"p": 0.008609173819422722,
"m": 1.0
},
{
"p": 0.014864876866340637,
"m": 1.0
},
{
"p": 0.11409684270620346,
"m": 1.0
},
{
"p": 0.1162879467010498,
"m": 1.0
},
{
"p": 0.05198495462536812,
"m": 1.0
},
{
"p": 0.04049064591526985,
"m": 1.0
},
{
"p": 0.09765883535146713,
"m": 1.0
},
{
"p": 0.09878935664892197,
"m": 1.0
},
{
"p": 0.10789834707975388,
"m": 1.0
},
{
"p": 0.022716837003827095,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.1976200342178345,
"val_loss": 0.7691237330436707,
"acc": 73.57,
"time": 301.16861741105095,
"param": [
{
"p": 0.11341224610805511,
"m": 1.0
},
{
"p": 0.009835128672420979,
"m": 1.0
},
{
"p": 0.11186382174491882,
"m": 1.0
},
{
"p": 0.10811740159988403,
"m": 1.0
},
{
"p": 0.009995085187256336,
"m": 1.0
},
{
"p": 0.014369631186127663,
"m": 1.0
},
{
"p": 0.1013745591044426,
"m": 1.0
},
{
"p": 0.11043227463960648,
"m": 1.0
},
{
"p": 0.04717413708567619,
"m": 1.0
},
{
"p": 0.05377853661775589,
"m": 1.0
},
{
"p": 0.07800837606191635,
"m": 1.0
},
{
"p": 0.09894564002752304,
"m": 1.0
},
{
"p": 0.12484726309776306,
"m": 1.0
},
{
"p": 0.01784583181142807,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.2651352882385254,
"val_loss": 0.795627772808075,
"acc": 73.24,
"time": 303.6861259570578,
"param": [
{
"p": 0.10200123488903046,
"m": 1.0
},
{
"p": 0.06478510797023773,
"m": 1.0
},
{
"p": 0.12902025878429413,
"m": 1.0
},
{
"p": 0.0834348052740097,
"m": 1.0
},
{
"p": 0.005308330524712801,
"m": 1.0
},
{
"p": 0.014565100893378258,
"m": 1.0
},
{
"p": 0.09268767386674881,
"m": 1.0
},
{
"p": 0.12254036217927933,
"m": 1.0
},
{
"p": 0.04360230639576912,
"m": 1.0
},
{
"p": 0.04509994387626648,
"m": 1.0
},
{
"p": 0.0811457484960556,
"m": 1.0
},
{
"p": 0.08976484090089798,
"m": 1.0
},
{
"p": 0.10468542575836182,
"m": 1.0
},
{
"p": 0.021358948200941086,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.0653843879699707,
"val_loss": 0.8192643523216248,
"acc": 73.91,
"time": 302.86793863098137,
"param": [
{
"p": 0.12295322120189667,
"m": 1.0
},
{
"p": 0.00746577512472868,
"m": 1.0
},
{
"p": 0.11530091613531113,
"m": 1.0
},
{
"p": 0.09952234476804733,
"m": 1.0
},
{
"p": 0.010490281507372856,
"m": 1.0
},
{
"p": 0.018142566084861755,
"m": 1.0
},
{
"p": 0.046194903552532196,
"m": 1.0
},
{
"p": 0.11038389056921005,
"m": 1.0
},
{
"p": 0.05141808092594147,
"m": 1.0
},
{
"p": 0.0412493571639061,
"m": 1.0
},
{
"p": 0.09876380860805511,
"m": 1.0
},
{
"p": 0.12671999633312225,
"m": 1.0
},
{
"p": 0.12702208757400513,
"m": 1.0
},
{
"p": 0.024372799322009087,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 0.9595692753791809,
"val_loss": 0.9065413475036621,
"acc": 74.35,
"time": 295.1621330860071,
"param": [
{
"p": 0.10300377756357193,
"m": 1.0
},
{
"p": 0.008472912944853306,
"m": 1.0
},
{
"p": 0.10673777759075165,
"m": 1.0
},
{
"p": 0.09608448296785355,
"m": 1.0
},
{
"p": 0.06408572196960449,
"m": 1.0
},
{
"p": 0.012576145119965076,
"m": 1.0
},
{
"p": 0.08370854705572128,
"m": 1.0
},
{
"p": 0.09779016673564911,
"m": 1.0
},
{
"p": 0.0443326011300087,
"m": 1.0
},
{
"p": 0.05470713600516319,
"m": 1.0
},
{
"p": 0.10799013078212738,
"m": 1.0
},
{
"p": 0.08782614022493362,
"m": 1.0
},
{
"p": 0.11125721782445908,
"m": 1.0
},
{
"p": 0.02142719179391861,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.5022190809249878,
"val_loss": 0.8057165145874023,
"acc": 74.45,
"time": 300.0994029659778,
"param": [
{
"p": 0.10748916119337082,
"m": 1.0
},
{
"p": 0.010913156904280186,
"m": 1.0
},
{
"p": 0.11842840909957886,
"m": 1.0
},
{
"p": 0.1031249612569809,
"m": 1.0
},
{
"p": 0.0027957982383668423,
"m": 1.0
},
{
"p": 0.03061467781662941,
"m": 1.0
},
{
"p": 0.09873244911432266,
"m": 1.0
},
{
"p": 0.09289755672216415,
"m": 1.0
},
{
"p": 0.051096174865961075,
"m": 1.0
},
{
"p": 0.0583660714328289,
"m": 1.0
},
{
"p": 0.0921366736292839,
"m": 1.0
},
{
"p": 0.09625062346458435,
"m": 1.0
},
{
"p": 0.1136188730597496,
"m": 1.0
},
{
"p": 0.023535363376140594,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink