AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-03 11:40:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.3-14TFx4-Mag)-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
213 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 73.88,
"Time": [
369.86162268457645,
14.773997825958805,
74130.88322530396
],
"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": 4.5516815185546875,
"val_loss": 2.153200387954712,
"acc": 24.12,
"time": 350.42118423001375,
"param": [
{
"p": 0.06978391110897064,
"m": 0.5
},
{
"p": 0.08809921145439148,
"m": 0.5
},
{
"p": 0.07081905007362366,
"m": 0.5
},
{
"p": 0.08578742295503616,
"m": 0.6478949189186096
},
{
"p": 0.061279814690351486,
"m": 0.49541908502578735
},
{
"p": 0.06756889075040817,
"m": 0.5577882528305054
},
{
"p": 0.0763046145439148,
"m": 0.6613468527793884
},
{
"p": 0.06616891920566559,
"m": 0.502124011516571
},
{
"p": 0.06467650085687637,
"m": 0.5628325939178467
},
{
"p": 0.06788785010576248,
"m": 0.6839113235473633
},
{
"p": 0.05785788968205452,
"m": 0.506741464138031
},
{
"p": 0.08457684516906738,
"m": 0.804848313331604
},
{
"p": 0.05775434523820877,
"m": 0.5
},
{
"p": 0.08143474161624908,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 4.0646281242370605,
"val_loss": 2.004796266555786,
"acc": 28.99,
"time": 387.1663640009938,
"param": [
{
"p": 0.0734962448477745,
"m": 0.5
},
{
"p": 0.06289635598659515,
"m": 0.5
},
{
"p": 0.08713061362504959,
"m": 0.5
},
{
"p": 0.0847414880990982,
"m": 0.7133641242980957
},
{
"p": 0.06691594421863556,
"m": 0.49360132217407227
},
{
"p": 0.06602022051811218,
"m": 0.6058014035224915
},
{
"p": 0.08226615190505981,
"m": 0.8831815123558044
},
{
"p": 0.0759778842329979,
"m": 0.6668747067451477
},
{
"p": 0.06673398613929749,
"m": 0.4828008711338043
},
{
"p": 0.053379129618406296,
"m": 0.9992240071296692
},
{
"p": 0.053690649569034576,
"m": 0.530972421169281
},
{
"p": 0.09652510285377502,
"m": 1.0
},
{
"p": 0.06108396127820015,
"m": 0.5
},
{
"p": 0.06914222240447998,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.9137580394744873,
"val_loss": 1.7783002853393555,
"acc": 37.41,
"time": 382.5884108809987,
"param": [
{
"p": 0.07046570628881454,
"m": 0.5
},
{
"p": 0.046012263745069504,
"m": 0.5
},
{
"p": 0.11066800355911255,
"m": 0.5
},
{
"p": 0.098098024725914,
"m": 0.817990779876709
},
{
"p": 0.06618644297122955,
"m": 0.5509098768234253
},
{
"p": 0.059164512902498245,
"m": 0.5949901342391968
},
{
"p": 0.10471736639738083,
"m": 0.9051377773284912
},
{
"p": 0.10332877933979034,
"m": 0.793779730796814
},
{
"p": 0.046145375818014145,
"m": 0.45938944816589355
},
{
"p": 0.047747932374477386,
"m": 0.988866925239563
},
{
"p": 0.03528467193245888,
"m": 0.5104337930679321
},
{
"p": 0.1278795599937439,
"m": 1.0
},
{
"p": 0.07200685888528824,
"m": 0.5
},
{
"p": 0.012294530868530273,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.6547107696533203,
"val_loss": 1.6493074893951416,
"acc": 45.52,
"time": 385.03752206696663,
"param": [
{
"p": 0.0821462869644165,
"m": 0.5
},
{
"p": 0.009884596802294254,
"m": 0.5
},
{
"p": 0.13083603978157043,
"m": 0.5
},
{
"p": 0.0959695354104042,
"m": 0.882379949092865
},
{
"p": 0.07409542798995972,
"m": 0.4555192291736603
},
{
"p": 0.06172768771648407,
"m": 0.6409598588943481
},
{
"p": 0.11693465709686279,
"m": 0.7818488478660583
},
{
"p": 0.12679316103458405,
"m": 0.7629271745681763
},
{
"p": 0.0007144344854168594,
"m": 0.5013018846511841
},
{
"p": 0.059537600725889206,
"m": 0.9408071041107178
},
{
"p": 0.0007144344854168594,
"m": 0.49875524640083313
},
{
"p": 0.15618674457073212,
"m": 0.992500901222229
},
{
"p": 0.08374500274658203,
"m": 0.5
},
{
"p": 0.0007144344854168594,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.555717945098877,
"val_loss": 1.4992555379867554,
"acc": 44.76,
"time": 378.9086021699477,
"param": [
{
"p": 0.07455484569072723,
"m": 0.5
},
{
"p": 0.001612151856534183,
"m": 0.5
},
{
"p": 0.14286202192306519,
"m": 0.5
},
{
"p": 0.09003521502017975,
"m": 0.8490505814552307
},
{
"p": 0.05913223326206207,
"m": 0.4761858880519867
},
{
"p": 0.035217251628637314,
"m": 0.5884730815887451
},
{
"p": 0.12993204593658447,
"m": 0.8063284158706665
},
{
"p": 0.13726918399333954,
"m": 0.6469744443893433
},
{
"p": 0.002220107475295663,
"m": 0.4983428716659546
},
{
"p": 0.06557135283946991,
"m": 0.997676432132721
},
{
"p": 0.00672027375549078,
"m": 0.4953358769416809
},
{
"p": 0.16602857410907745,
"m": 0.9839901328086853
},
{
"p": 0.08812768012285233,
"m": 0.5
},
{
"p": 0.0007170186727307737,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.653225898742676,
"val_loss": 1.5347340106964111,
"acc": 47.36,
"time": 372.43825599900447,
"param": [
{
"p": 0.07942085713148117,
"m": 0.5
},
{
"p": 0.009904954582452774,
"m": 0.5
},
{
"p": 0.15269339084625244,
"m": 0.5
},
{
"p": 0.08142261952161789,
"m": 0.5929308533668518
},
{
"p": 0.022114932537078857,
"m": 0.3162916600704193
},
{
"p": 0.012486851774156094,
"m": 0.5444817543029785
},
{
"p": 0.12864527106285095,
"m": 0.7898513674736023
},
{
"p": 0.13831573724746704,
"m": 0.5647841691970825
},
{
"p": 0.014020266942679882,
"m": 0.5225059390068054
},
{
"p": 0.07599923014640808,
"m": 0.9841306805610657
},
{
"p": 0.019777916371822357,
"m": 0.5244292616844177
},
{
"p": 0.1755862981081009,
"m": 0.9801340103149414
},
{
"p": 0.08889790624380112,
"m": 0.5
},
{
"p": 0.0007137982174754143,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 3.5056118965148926,
"val_loss": 1.3860753774642944,
"acc": 47.13,
"time": 375.21568499004934,
"param": [
{
"p": 0.08803728222846985,
"m": 0.5
},
{
"p": 0.0007136099156923592,
"m": 0.5
},
{
"p": 0.16339752078056335,
"m": 0.5
},
{
"p": 0.09410148859024048,
"m": 0.7153149247169495
},
{
"p": 0.0012334128841757774,
"m": 0.26072776317596436
},
{
"p": 0.0007136099156923592,
"m": 0.516517162322998
},
{
"p": 0.1438506543636322,
"m": 0.877163827419281
},
{
"p": 0.15225765109062195,
"m": 0.4916536211967468
},
{
"p": 0.0020278790034353733,
"m": 0.5424920320510864
},
{
"p": 0.07277156412601471,
"m": 0.8700010180473328
},
{
"p": 0.0010909686097875237,
"m": 0.5303390622138977
},
{
"p": 0.1906186193227768,
"m": 0.9923945069313049
},
{
"p": 0.08847224712371826,
"m": 0.5
},
{
"p": 0.0007136099156923592,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.956692934036255,
"val_loss": 1.4242348670959473,
"acc": 50.49,
"time": 374.98413474694826,
"param": [
{
"p": 0.09664516896009445,
"m": 0.5
},
{
"p": 0.000713490298949182,
"m": 0.5
},
{
"p": 0.1555124819278717,
"m": 0.5
},
{
"p": 0.0994173064827919,
"m": 0.6512546539306641
},
{
"p": 0.007525207474827766,
"m": 0.15123842656612396
},
{
"p": 0.006409594789147377,
"m": 0.5323696732521057
},
{
"p": 0.1279771476984024,
"m": 0.8364303708076477
},
{
"p": 0.1327374130487442,
"m": 0.4728156328201294
},
{
"p": 0.015942692756652832,
"m": 0.5586652159690857
},
{
"p": 0.06780088692903519,
"m": 0.7600243091583252
},
{
"p": 0.01875191181898117,
"m": 0.5335839986801147
},
{
"p": 0.17632956802845,
"m": 1.0
},
{
"p": 0.09352366626262665,
"m": 0.5
},
{
"p": 0.000713490298949182,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 3.0689942836761475,
"val_loss": 1.3014135360717773,
"acc": 52.55,
"time": 364.165075152996,
"param": [
{
"p": 0.10305321961641312,
"m": 0.5
},
{
"p": 0.0007155744242481887,
"m": 0.5
},
{
"p": 0.15512076020240784,
"m": 0.5
},
{
"p": 0.10065082460641861,
"m": 0.5808197855949402
},
{
"p": 0.014525513164699078,
"m": 0.10000000149011612
},
{
"p": 0.0037080920301377773,
"m": 0.5557737350463867
},
{
"p": 0.10996148735284805,
"m": 0.6368357539176941
},
{
"p": 0.11645039916038513,
"m": 0.5694721937179565
},
{
"p": 0.030985716730356216,
"m": 0.6083627343177795
},
{
"p": 0.07289548963308334,
"m": 0.7824166417121887
},
{
"p": 0.03038390725851059,
"m": 0.565770149230957
},
{
"p": 0.1654304563999176,
"m": 0.9641938209533691
},
{
"p": 0.09540291130542755,
"m": 0.5
},
{
"p": 0.0007155744242481887,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 3.173280715942383,
"val_loss": 1.3908718824386597,
"acc": 53.01,
"time": 377.52278101991396,
"param": [
{
"p": 0.09157896786928177,
"m": 0.5
},
{
"p": 0.0007126842392608523,
"m": 0.5
},
{
"p": 0.15372717380523682,
"m": 0.5
},
{
"p": 0.08790986984968185,
"m": 0.6277959942817688
},
{
"p": 0.023921485990285873,
"m": 0.10207584500312805
},
{
"p": 0.023305896669626236,
"m": 0.6519404649734497
},
{
"p": 0.1011810228228569,
"m": 0.5025964975357056
},
{
"p": 0.113445945084095,
"m": 0.6520259976387024
},
{
"p": 0.024261513724923134,
"m": 0.6312716603279114
},
{
"p": 0.07368848472833633,
"m": 0.7963733673095703
},
{
"p": 0.05341179668903351,
"m": 0.5846664905548096
},
{
"p": 0.15171833336353302,
"m": 1.0
},
{
"p": 0.10042408108711243,
"m": 0.5
},
{
"p": 0.0007126842392608523,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 3.1394972801208496,
"val_loss": 1.3921109437942505,
"acc": 50.74,
"time": 357.8640587889822,
"param": [
{
"p": 0.10276534408330917,
"m": 0.5
},
{
"p": 0.0007176851504482329,
"m": 0.5
},
{
"p": 0.13852934539318085,
"m": 0.5
},
{
"p": 0.06897567957639694,
"m": 0.6347589492797852
},
{
"p": 0.06693768501281738,
"m": 0.10000000149011612
},
{
"p": 0.0019126997794955969,
"m": 0.6660705208778381
},
{
"p": 0.10561878979206085,
"m": 0.5858126878738403
},
{
"p": 0.10296008735895157,
"m": 0.844489336013794
},
{
"p": 0.03731943666934967,
"m": 0.6174586415290833
},
{
"p": 0.08062759786844254,
"m": 0.7346810102462769
},
{
"p": 0.03612926974892616,
"m": 0.617679238319397
},
{
"p": 0.1432427018880844,
"m": 1.0
},
{
"p": 0.11354594677686691,
"m": 0.5
},
{
"p": 0.0007176851504482329,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.9011611938476562,
"val_loss": 1.2776542901992798,
"acc": 55.43,
"time": 374.2860760369804,
"param": [
{
"p": 0.10255073755979538,
"m": 0.5
},
{
"p": 0.0010746365878731012,
"m": 0.5
},
{
"p": 0.10744784027338028,
"m": 0.5
},
{
"p": 0.060437507927417755,
"m": 0.5799466967582703
},
{
"p": 0.07848469913005829,
"m": 0.10000000149011612
},
{
"p": 0.003704043570905924,
"m": 0.6566603183746338
},
{
"p": 0.09919540584087372,
"m": 0.47658616304397583
},
{
"p": 0.09006472676992416,
"m": 0.8559603691101074
},
{
"p": 0.0802558958530426,
"m": 0.6752839088439941
},
{
"p": 0.08248316496610641,
"m": 0.6390247941017151
},
{
"p": 0.07893774658441544,
"m": 0.6004742980003357
},
{
"p": 0.11243745684623718,
"m": 0.9941016435623169
},
{
"p": 0.10221440345048904,
"m": 0.5
},
{
"p": 0.0007118186331354082,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.8373770713806152,
"val_loss": 1.3058778047561646,
"acc": 54.95,
"time": 367.60123809298966,
"param": [
{
"p": 0.10795965790748596,
"m": 0.5
},
{
"p": 0.005121021531522274,
"m": 0.5
},
{
"p": 0.1120818704366684,
"m": 0.5
},
{
"p": 0.059940796345472336,
"m": 0.615784227848053
},
{
"p": 0.08299455791711807,
"m": 0.10653062164783478
},
{
"p": 0.005917743779718876,
"m": 0.758878767490387
},
{
"p": 0.0978206917643547,
"m": 0.5845744013786316
},
{
"p": 0.08695270121097565,
"m": 0.8551329374313354
},
{
"p": 0.06745746731758118,
"m": 0.6720173358917236
},
{
"p": 0.07844706624746323,
"m": 0.5525563359260559
},
{
"p": 0.06879987567663193,
"m": 0.6373118162155151
},
{
"p": 0.12641192972660065,
"m": 0.9840471148490906
},
{
"p": 0.09938343614339828,
"m": 0.5
},
{
"p": 0.0007112015155144036,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.588642120361328,
"val_loss": 1.249967336654663,
"acc": 55.74,
"time": 371.62800057104323,
"param": [
{
"p": 0.10808799415826797,
"m": 0.5
},
{
"p": 0.0007149670273065567,
"m": 0.5
},
{
"p": 0.09691807627677917,
"m": 0.5
},
{
"p": 0.09308960288763046,
"m": 0.640670895576477
},
{
"p": 0.09396142512559891,
"m": 0.10000000149011612
},
{
"p": 0.0019916926976293325,
"m": 0.7489857077598572
},
{
"p": 0.09777861833572388,
"m": 0.6150602102279663
},
{
"p": 0.08276376873254776,
"m": 0.8406834602355957
},
{
"p": 0.06943964213132858,
"m": 0.6396561861038208
},
{
"p": 0.06871619075536728,
"m": 0.7362892031669617
},
{
"p": 0.07166658341884613,
"m": 0.6861236095428467
},
{
"p": 0.10909844189882278,
"m": 0.9859987497329712
},
{
"p": 0.1050579771399498,
"m": 0.5
},
{
"p": 0.0007149670273065567,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.415691614151001,
"val_loss": 1.1826974153518677,
"acc": 58.35,
"time": 376.4429017859511,
"param": [
{
"p": 0.10519862920045853,
"m": 0.5
},
{
"p": 0.006873558275401592,
"m": 0.5
},
{
"p": 0.08922095596790314,
"m": 0.5
},
{
"p": 0.10517191141843796,
"m": 0.5797545313835144
},
{
"p": 0.09962645918130875,
"m": 0.18023163080215454
},
{
"p": 0.00890717376023531,
"m": 0.7309609651565552
},
{
"p": 0.09067946672439575,
"m": 0.5089962482452393
},
{
"p": 0.08217226713895798,
"m": 0.9316939115524292
},
{
"p": 0.07770368456840515,
"m": 0.7479045391082764
},
{
"p": 0.06286361068487167,
"m": 0.6811054944992065
},
{
"p": 0.058032017201185226,
"m": 0.7020395398139954
},
{
"p": 0.11524249613285065,
"m": 1.0
},
{
"p": 0.09749173372983932,
"m": 0.5
},
{
"p": 0.0008160966681316495,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.9598848819732666,
"val_loss": 1.2172720432281494,
"acc": 56.93,
"time": 377.6273253780091,
"param": [
{
"p": 0.11282067000865936,
"m": 0.5
},
{
"p": 0.0007097804918885231,
"m": 0.5
},
{
"p": 0.08676832169294357,
"m": 0.5
},
{
"p": 0.10280513763427734,
"m": 0.600575864315033
},
{
"p": 0.07437107712030411,
"m": 0.2501753270626068
},
{
"p": 0.0012260786024853587,
"m": 0.7753224968910217
},
{
"p": 0.11429601907730103,
"m": 0.4707258343696594
},
{
"p": 0.08653919398784637,
"m": 1.0
},
{
"p": 0.06013810634613037,
"m": 0.8312807083129883
},
{
"p": 0.07669509947299957,
"m": 0.7351539731025696
},
{
"p": 0.046675439924001694,
"m": 0.6715229153633118
},
{
"p": 0.13231879472732544,
"m": 0.9946532249450684
},
{
"p": 0.10392643511295319,
"m": 0.5
},
{
"p": 0.0007097804918885231,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.6465072631835938,
"val_loss": 1.2302192449569702,
"acc": 57.16,
"time": 386.3284809049219,
"param": [
{
"p": 0.10475915670394897,
"m": 0.5
},
{
"p": 0.0007129504811018705,
"m": 0.5
},
{
"p": 0.08641814440488815,
"m": 0.5
},
{
"p": 0.09350092709064484,
"m": 0.6761071681976318
},
{
"p": 0.07009869813919067,
"m": 0.230289027094841
},
{
"p": 0.023396730422973633,
"m": 0.6669718027114868
},
{
"p": 0.10756633430719376,
"m": 0.5296830534934998
},
{
"p": 0.08274316787719727,
"m": 0.9780510067939758
},
{
"p": 0.07238081097602844,
"m": 0.9185115098953247
},
{
"p": 0.08725962042808533,
"m": 0.7966136336326599
},
{
"p": 0.06702230125665665,
"m": 0.6737796068191528
},
{
"p": 0.10845059156417847,
"m": 0.9826481342315674
},
{
"p": 0.09497763216495514,
"m": 0.5
},
{
"p": 0.0007129504811018705,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.8958632946014404,
"val_loss": 1.0441228151321411,
"acc": 61.03,
"time": 392.31431216106284,
"param": [
{
"p": 0.10600568354129791,
"m": 0.5
},
{
"p": 0.012116754427552223,
"m": 0.5
},
{
"p": 0.0963262990117073,
"m": 0.5
},
{
"p": 0.08696692436933517,
"m": 0.7662966251373291
},
{
"p": 0.07116526365280151,
"m": 0.18787424266338348
},
{
"p": 0.01104799099266529,
"m": 0.6201043128967285
},
{
"p": 0.11460599303245544,
"m": 0.5415061116218567
},
{
"p": 0.09357575327157974,
"m": 0.9955079555511475
},
{
"p": 0.05806031823158264,
"m": 0.8304536938667297
},
{
"p": 0.06771957874298096,
"m": 0.7340312600135803
},
{
"p": 0.061279769986867905,
"m": 0.6551653742790222
},
{
"p": 0.11382735520601273,
"m": 0.9940003156661987
},
{
"p": 0.10659021884202957,
"m": 0.5
},
{
"p": 0.0007120603695511818,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.8011341094970703,
"val_loss": 1.0934088230133057,
"acc": 61.58,
"time": 382.20192968903575,
"param": [
{
"p": 0.09940439462661743,
"m": 0.5
},
{
"p": 0.021417373791337013,
"m": 0.5
},
{
"p": 0.09482802450656891,
"m": 0.5
},
{
"p": 0.06813301146030426,
"m": 0.7912768721580505
},
{
"p": 0.08231786638498306,
"m": 0.19157569110393524
},
{
"p": 0.039445675909519196,
"m": 0.5906351804733276
},
{
"p": 0.12067953497171402,
"m": 0.5852706432342529
},
{
"p": 0.07851540297269821,
"m": 0.9992936849594116
},
{
"p": 0.07597223669290543,
"m": 0.8075821995735168
},
{
"p": 0.06178250163793564,
"m": 0.792508602142334
},
{
"p": 0.05877233296632767,
"m": 0.6393802762031555
},
{
"p": 0.10820651799440384,
"m": 0.9638616442680359
},
{
"p": 0.08981344848871231,
"m": 0.5
},
{
"p": 0.0007117157219909132,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.616023063659668,
"val_loss": 1.124955654144287,
"acc": 61.99,
"time": 378.13797844201326,
"param": [
{
"p": 0.09030777961015701,
"m": 0.5
},
{
"p": 0.0007175084319896996,
"m": 0.5
},
{
"p": 0.08625603467226028,
"m": 0.5
},
{
"p": 0.08724058419466019,
"m": 0.7781147360801697
},
{
"p": 0.08443737030029297,
"m": 0.2423630654811859
},
{
"p": 0.03347751498222351,
"m": 0.5661784410476685
},
{
"p": 0.11467664688825607,
"m": 0.6776211857795715
},
{
"p": 0.08332909643650055,
"m": 0.9953653812408447
},
{
"p": 0.08459021896123886,
"m": 0.8953919410705566
},
{
"p": 0.06744981557130814,
"m": 0.8153499960899353
},
{
"p": 0.06097504124045372,
"m": 0.6312432289123535
},
{
"p": 0.10143949836492538,
"m": 0.963342010974884
},
{
"p": 0.10438541322946548,
"m": 0.5
},
{
"p": 0.0007175084319896996,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.8481578826904297,
"val_loss": 1.1007944345474243,
"acc": 62.35,
"time": 391.6194974150276,
"param": [
{
"p": 0.08146409690380096,
"m": 0.5
},
{
"p": 0.0015797408996149898,
"m": 0.5
},
{
"p": 0.08672165125608444,
"m": 0.5
},
{
"p": 0.09095221757888794,
"m": 0.7152888178825378
},
{
"p": 0.0872071236371994,
"m": 0.2020987719297409
},
{
"p": 0.03161599487066269,
"m": 0.5575016140937805
},
{
"p": 0.09280820190906525,
"m": 0.7102425694465637
},
{
"p": 0.07996195554733276,
"m": 0.9920136332511902
},
{
"p": 0.08926783502101898,
"m": 0.9086577892303467
},
{
"p": 0.09269306808710098,
"m": 0.8500195145606995
},
{
"p": 0.04147007316350937,
"m": 0.6925026178359985
},
{
"p": 0.10878200083971024,
"m": 1.0
},
{
"p": 0.11475656926631927,
"m": 0.5
},
{
"p": 0.000719462928827852,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.481687545776367,
"val_loss": 1.116172194480896,
"acc": 62.44,
"time": 386.8879528529942,
"param": [
{
"p": 0.10210368037223816,
"m": 0.5
},
{
"p": 0.0007144073024392128,
"m": 0.5
},
{
"p": 0.0923045203089714,
"m": 0.5
},
{
"p": 0.060321297496557236,
"m": 0.6719912886619568
},
{
"p": 0.08810633420944214,
"m": 0.2910456955432892
},
{
"p": 0.03636641055345535,
"m": 0.4456920921802521
},
{
"p": 0.0990840345621109,
"m": 0.7292588949203491
},
{
"p": 0.0825594961643219,
"m": 0.9516479969024658
},
{
"p": 0.07240935415029526,
"m": 0.8918450474739075
},
{
"p": 0.07485510408878326,
"m": 0.8537741899490356
},
{
"p": 0.07447317242622375,
"m": 0.6792353391647339
},
{
"p": 0.11321853846311569,
"m": 0.9996234774589539
},
{
"p": 0.10276921093463898,
"m": 0.5
},
{
"p": 0.0007144073024392128,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.636458396911621,
"val_loss": 1.1124142408370972,
"acc": 62.81,
"time": 364.61682227498386,
"param": [
{
"p": 0.09074338525533676,
"m": 0.5
},
{
"p": 0.0007084017852321267,
"m": 0.5
},
{
"p": 0.10947740077972412,
"m": 0.5
},
{
"p": 0.07647930085659027,
"m": 0.8384396433830261
},
{
"p": 0.07727589458227158,
"m": 0.42592114210128784
},
{
"p": 0.03635334596037865,
"m": 0.393919974565506
},
{
"p": 0.0972408577799797,
"m": 0.7898869514465332
},
{
"p": 0.09345114231109619,
"m": 0.8911578059196472
},
{
"p": 0.06547214835882187,
"m": 0.8765541911125183
},
{
"p": 0.06706112623214722,
"m": 0.8956248164176941
},
{
"p": 0.09342632442712784,
"m": 0.8326752781867981
},
{
"p": 0.10564376413822174,
"m": 0.9889658689498901
},
{
"p": 0.08595836162567139,
"m": 0.5
},
{
"p": 0.0007084017852321267,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.2758777141571045,
"val_loss": 1.0472129583358765,
"acc": 62.45,
"time": 390.0573027180508,
"param": [
{
"p": 0.0938480794429779,
"m": 0.5
},
{
"p": 0.007268492132425308,
"m": 0.5
},
{
"p": 0.09012025594711304,
"m": 0.5
},
{
"p": 0.1011011078953743,
"m": 0.9250102639198303
},
{
"p": 0.06796005368232727,
"m": 0.47744277119636536
},
{
"p": 0.06075741723179817,
"m": 0.41074037551879883
},
{
"p": 0.0805915966629982,
"m": 0.7803827524185181
},
{
"p": 0.06971749663352966,
"m": 0.8112351894378662
},
{
"p": 0.07819796353578568,
"m": 0.8583489060401917
},
{
"p": 0.08048148453235626,
"m": 0.8685095310211182
},
{
"p": 0.08215498924255371,
"m": 0.819726824760437
},
{
"p": 0.10818282514810562,
"m": 0.998909056186676
},
{
"p": 0.07891073077917099,
"m": 0.5
},
{
"p": 0.0007074246532283723,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.867420196533203,
"val_loss": 1.0857739448547363,
"acc": 62.35,
"time": 389.74133886792697,
"param": [
{
"p": 0.11919405311346054,
"m": 0.5
},
{
"p": 0.005153715144842863,
"m": 0.5
},
{
"p": 0.07598240673542023,
"m": 0.5
},
{
"p": 0.08538433909416199,
"m": 0.8088915944099426
},
{
"p": 0.03569431230425835,
"m": 0.5685844421386719
},
{
"p": 0.05371470004320145,
"m": 0.3895963728427887
},
{
"p": 0.09074895828962326,
"m": 0.9868729114532471
},
{
"p": 0.06558863818645477,
"m": 0.9906685948371887
},
{
"p": 0.10058682411909103,
"m": 0.8550489544868469
},
{
"p": 0.07511454075574875,
"m": 0.8268953561782837
},
{
"p": 0.08920067548751831,
"m": 0.8507050275802612
},
{
"p": 0.10116948187351227,
"m": 0.9953354597091675
},
{
"p": 0.0958138033747673,
"m": 0.5
},
{
"p": 0.0066535575315356255,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 2.61208438873291,
"val_loss": 1.0020490884780884,
"acc": 63.94,
"time": 392.7120424929308,
"param": [
{
"p": 0.10403689742088318,
"m": 0.5
},
{
"p": 0.027758322656154633,
"m": 0.5
},
{
"p": 0.09048052132129669,
"m": 0.5
},
{
"p": 0.0872175469994545,
"m": 0.8367177248001099
},
{
"p": 0.05051417648792267,
"m": 0.5286132097244263
},
{
"p": 0.06847155094146729,
"m": 0.33295199275016785
},
{
"p": 0.09125649929046631,
"m": 0.9988558292388916
},
{
"p": 0.06009044870734215,
"m": 0.9925771355628967
},
{
"p": 0.08609689027070999,
"m": 0.8262509107589722
},
{
"p": 0.074147529900074,
"m": 0.7957021594047546
},
{
"p": 0.057900432497262955,
"m": 0.8658113479614258
},
{
"p": 0.1182585209608078,
"m": 0.9995501041412354
},
{
"p": 0.08305665105581284,
"m": 0.5
},
{
"p": 0.0007138899527490139,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.474868059158325,
"val_loss": 1.0516297817230225,
"acc": 63.82,
"time": 399.3152743190294,
"param": [
{
"p": 0.09567919373512268,
"m": 0.5
},
{
"p": 0.01762952283024788,
"m": 0.5
},
{
"p": 0.08688955754041672,
"m": 0.5
},
{
"p": 0.0925554558634758,
"m": 0.9128894805908203
},
{
"p": 0.014243122190237045,
"m": 0.5467185974121094
},
{
"p": 0.07794880121946335,
"m": 0.4370737671852112
},
{
"p": 0.07873984426259995,
"m": 0.9864323139190674
},
{
"p": 0.07232948392629623,
"m": 0.9436615705490112
},
{
"p": 0.09604037553071976,
"m": 0.9251344203948975
},
{
"p": 0.08301884680986404,
"m": 0.733886182308197
},
{
"p": 0.08619658648967743,
"m": 0.886346697807312
},
{
"p": 0.11435344815254211,
"m": 0.9999887943267822
},
{
"p": 0.08262702077627182,
"m": 0.5
},
{
"p": 0.001748691196553409,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.4181034564971924,
"val_loss": 0.9749943017959595,
"acc": 64.26,
"time": 392.6162954510655,
"param": [
{
"p": 0.0941200777888298,
"m": 0.5
},
{
"p": 0.013219838961958885,
"m": 0.5
},
{
"p": 0.10440623760223389,
"m": 0.5
},
{
"p": 0.07976049184799194,
"m": 0.9731148481369019
},
{
"p": 0.022271864116191864,
"m": 0.5456106662750244
},
{
"p": 0.08269526809453964,
"m": 0.38700321316719055
},
{
"p": 0.07934974879026413,
"m": 0.9339158535003662
},
{
"p": 0.06761135905981064,
"m": 0.9632095098495483
},
{
"p": 0.07808319479227066,
"m": 0.9744680523872375
},
{
"p": 0.07279101014137268,
"m": 0.5481702089309692
},
{
"p": 0.082333043217659,
"m": 0.8175888061523438
},
{
"p": 0.12186125665903091,
"m": 1.0
},
{
"p": 0.10079189389944077,
"m": 0.5
},
{
"p": 0.0007047652034088969,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 2.011892080307007,
"val_loss": 0.9572495818138123,
"acc": 65.01,
"time": 387.9489390719682,
"param": [
{
"p": 0.11487670987844467,
"m": 0.5
},
{
"p": 0.0007127522840164602,
"m": 0.5
},
{
"p": 0.08551794290542603,
"m": 0.5
},
{
"p": 0.06703636795282364,
"m": 0.9336228966712952
},
{
"p": 0.0326971672475338,
"m": 0.5936582684516907
},
{
"p": 0.06366792321205139,
"m": 0.34235435724258423
},
{
"p": 0.0710105448961258,
"m": 0.9970195889472961
},
{
"p": 0.08725558966398239,
"m": 0.9436716437339783
},
{
"p": 0.07590018212795258,
"m": 0.9293262958526611
},
{
"p": 0.07288875430822372,
"m": 0.647560715675354
},
{
"p": 0.10034768283367157,
"m": 0.8519049882888794
},
{
"p": 0.12236052751541138,
"m": 0.976771354675293
},
{
"p": 0.10501513630151749,
"m": 0.5
},
{
"p": 0.0007127522840164602,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 2.288026809692383,
"val_loss": 1.08245849609375,
"acc": 64.69,
"time": 394.12406210496556,
"param": [
{
"p": 0.07643184065818787,
"m": 0.5
},
{
"p": 0.03136993199586868,
"m": 0.5
},
{
"p": 0.08355262130498886,
"m": 0.5
},
{
"p": 0.09367264062166214,
"m": 0.8951480984687805
},
{
"p": 0.03151881322264671,
"m": 0.5732641220092773
},
{
"p": 0.0814053863286972,
"m": 0.2513168454170227
},
{
"p": 0.09273598343133926,
"m": 0.997624397277832
},
{
"p": 0.0869964063167572,
"m": 0.9083729386329651
},
{
"p": 0.07241560518741608,
"m": 0.9288514852523804
},
{
"p": 0.0915779173374176,
"m": 0.5479853749275208
},
{
"p": 0.0738530158996582,
"m": 0.7629779577255249
},
{
"p": 0.10767123848199844,
"m": 0.995154857635498
},
{
"p": 0.07608458399772644,
"m": 0.5
},
{
"p": 0.0007140402449294925,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 2.27140212059021,
"val_loss": 0.9578023552894592,
"acc": 66.55,
"time": 388.7060685179895,
"param": [
{
"p": 0.09507570415735245,
"m": 0.5
},
{
"p": 0.009935962967574596,
"m": 0.5
},
{
"p": 0.08447656035423279,
"m": 0.5
},
{
"p": 0.08054066449403763,
"m": 0.8190277218818665
},
{
"p": 0.05189305543899536,
"m": 0.6598387956619263
},
{
"p": 0.0739101842045784,
"m": 0.18339970707893372
},
{
"p": 0.0966896116733551,
"m": 0.9722774624824524
},
{
"p": 0.08680466562509537,
"m": 0.9981346726417542
},
{
"p": 0.05183745175600052,
"m": 0.8754441142082214
},
{
"p": 0.08372844010591507,
"m": 0.6436969637870789
},
{
"p": 0.07935524731874466,
"m": 0.7070732116699219
},
{
"p": 0.11427174508571625,
"m": 1.0
},
{
"p": 0.09077771753072739,
"m": 0.5
},
{
"p": 0.0007029874250292778,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.4252452850341797,
"val_loss": 1.0853649377822876,
"acc": 62.19,
"time": 394.94255227805115,
"param": [
{
"p": 0.11261872202157974,
"m": 0.5
},
{
"p": 0.035253580659627914,
"m": 0.5
},
{
"p": 0.05762705206871033,
"m": 0.5
},
{
"p": 0.09312757104635239,
"m": 0.9502716064453125
},
{
"p": 0.04601595550775528,
"m": 0.6957159638404846
},
{
"p": 0.06572847813367844,
"m": 0.21970213949680328
},
{
"p": 0.0791868343949318,
"m": 1.0
},
{
"p": 0.061379317194223404,
"m": 0.9953397512435913
},
{
"p": 0.0840003713965416,
"m": 0.9267145395278931
},
{
"p": 0.08518070727586746,
"m": 0.7052282691001892
},
{
"p": 0.08489128947257996,
"m": 0.7389965057373047
},
{
"p": 0.09010767191648483,
"m": 1.0
},
{
"p": 0.08540245145559311,
"m": 0.5
},
{
"p": 0.019480014219880104,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.865490436553955,
"val_loss": 1.0159666538238525,
"acc": 65.5,
"time": 390.87054035207257,
"param": [
{
"p": 0.07964279502630234,
"m": 0.5
},
{
"p": 0.03647476062178612,
"m": 0.5
},
{
"p": 0.07919880002737045,
"m": 0.5
},
{
"p": 0.08738067001104355,
"m": 0.9601218700408936
},
{
"p": 0.05435015261173248,
"m": 0.7309657335281372
},
{
"p": 0.07095969468355179,
"m": 0.28985872864723206
},
{
"p": 0.09003542363643646,
"m": 0.994251012802124
},
{
"p": 0.06881359219551086,
"m": 0.9986294507980347
},
{
"p": 0.07362383604049683,
"m": 0.9241788387298584
},
{
"p": 0.09773518890142441,
"m": 0.6723354458808899
},
{
"p": 0.07276491820812225,
"m": 0.729126513004303
},
{
"p": 0.1086520254611969,
"m": 1.0
},
{
"p": 0.07951707392930984,
"m": 0.5
},
{
"p": 0.0008510136976838112,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 2.6143290996551514,
"val_loss": 0.9323722124099731,
"acc": 67.28,
"time": 382.6019436100032,
"param": [
{
"p": 0.1233099028468132,
"m": 0.5
},
{
"p": 0.00481341453269124,
"m": 0.5
},
{
"p": 0.09365402907133102,
"m": 0.5
},
{
"p": 0.05384650453925133,
"m": 0.8525713682174683
},
{
"p": 0.04422159120440483,
"m": 0.7769526839256287
},
{
"p": 0.0693233385682106,
"m": 0.3788585364818573
},
{
"p": 0.07653050869703293,
"m": 0.9591352939605713
},
{
"p": 0.07913032919168472,
"m": 0.9784762859344482
},
{
"p": 0.07528761029243469,
"m": 0.9777572154998779
},
{
"p": 0.10814768075942993,
"m": 0.6795344352722168
},
{
"p": 0.08118582516908646,
"m": 0.7817971706390381
},
{
"p": 0.10391568392515182,
"m": 1.0
},
{
"p": 0.08591334521770477,
"m": 0.5
},
{
"p": 0.0007202016422525048,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 2.6410655975341797,
"val_loss": 0.9597331285476685,
"acc": 65.92,
"time": 380.50417952798307,
"param": [
{
"p": 0.11406813561916351,
"m": 0.5
},
{
"p": 0.029434796422719955,
"m": 0.5
},
{
"p": 0.08750101923942566,
"m": 0.5
},
{
"p": 0.06371776014566422,
"m": 0.8820317387580872
},
{
"p": 0.040466051548719406,
"m": 0.8307159543037415
},
{
"p": 0.05429942160844803,
"m": 0.4267968237400055
},
{
"p": 0.06929633766412735,
"m": 1.0
},
{
"p": 0.09770001471042633,
"m": 0.9779574275016785
},
{
"p": 0.08944593369960785,
"m": 0.9246348738670349
},
{
"p": 0.06092790141701698,
"m": 0.621450662612915
},
{
"p": 0.07758455723524094,
"m": 0.7628787159919739
},
{
"p": 0.10724300146102905,
"m": 1.0
},
{
"p": 0.10760105401277542,
"m": 0.5
},
{
"p": 0.0007139967638067901,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 2.4157814979553223,
"val_loss": 0.8736457824707031,
"acc": 65.32,
"time": 383.291200615,
"param": [
{
"p": 0.11844408512115479,
"m": 0.5
},
{
"p": 0.011098692193627357,
"m": 0.5
},
{
"p": 0.07498111575841904,
"m": 0.5
},
{
"p": 0.07977171987295151,
"m": 0.9100998640060425
},
{
"p": 0.017004800960421562,
"m": 0.9102832078933716
},
{
"p": 0.059965018182992935,
"m": 0.37106966972351074
},
{
"p": 0.08790677040815353,
"m": 1.0
},
{
"p": 0.07130816578865051,
"m": 0.9427357316017151
},
{
"p": 0.09039484709501266,
"m": 0.9224008917808533
},
{
"p": 0.08777788281440735,
"m": 0.6679293513298035
},
{
"p": 0.08453907817602158,
"m": 0.7777674794197083
},
{
"p": 0.09723250567913055,
"m": 1.0
},
{
"p": 0.10388769954442978,
"m": 0.5
},
{
"p": 0.015687594190239906,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.948167085647583,
"val_loss": 0.9436376690864563,
"acc": 66.63,
"time": 397.4195601741085,
"param": [
{
"p": 0.09871015697717667,
"m": 0.5
},
{
"p": 0.014228061772882938,
"m": 0.5
},
{
"p": 0.1069604754447937,
"m": 0.5
},
{
"p": 0.06151533126831055,
"m": 0.9356727004051208
},
{
"p": 0.04400438815355301,
"m": 0.8766840100288391
},
{
"p": 0.050499364733695984,
"m": 0.29344019293785095
},
{
"p": 0.10898085683584213,
"m": 0.9586697220802307
},
{
"p": 0.05091583728790283,
"m": 0.9818743467330933
},
{
"p": 0.10297539085149765,
"m": 0.9028645157814026
},
{
"p": 0.07722187787294388,
"m": 0.7334690093994141
},
{
"p": 0.07148352265357971,
"m": 0.8489675521850586
},
{
"p": 0.11000954359769821,
"m": 0.9820899963378906
},
{
"p": 0.09793128073215485,
"m": 0.5
},
{
"p": 0.004563977476209402,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 2.4271538257598877,
"val_loss": 0.9604694843292236,
"acc": 65.67,
"time": 393.753110760008,
"param": [
{
"p": 0.12121201306581497,
"m": 0.5
},
{
"p": 0.007715716026723385,
"m": 0.5
},
{
"p": 0.09162779897451401,
"m": 0.5
},
{
"p": 0.08142492175102234,
"m": 1.0
},
{
"p": 0.005759732332080603,
"m": 0.902043879032135
},
{
"p": 0.05233864113688469,
"m": 0.36860448122024536
},
{
"p": 0.11102022975683212,
"m": 0.9827710390090942
},
{
"p": 0.07573682814836502,
"m": 0.9389077425003052
},
{
"p": 0.08683942258358002,
"m": 0.839883029460907
},
{
"p": 0.0826125293970108,
"m": 0.7893548011779785
},
{
"p": 0.09001805633306503,
"m": 0.8573803305625916
},
{
"p": 0.0807676613330841,
"m": 1.0
},
{
"p": 0.11221535503864288,
"m": 0.5
},
{
"p": 0.0007111126324161887,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 2.377978801727295,
"val_loss": 1.0292930603027344,
"acc": 66.45,
"time": 400.5578339030035,
"param": [
{
"p": 0.09341844916343689,
"m": 0.5
},
{
"p": 0.01780073158442974,
"m": 0.5
},
{
"p": 0.09259571880102158,
"m": 0.5
},
{
"p": 0.10293728113174438,
"m": 1.0
},
{
"p": 0.04723088815808296,
"m": 0.9187633395195007
},
{
"p": 0.04357695206999779,
"m": 0.2804964780807495
},
{
"p": 0.06028934195637703,
"m": 0.986301600933075
},
{
"p": 0.0797782763838768,
"m": 0.9002192616462708
},
{
"p": 0.07870965451002121,
"m": 0.9077327251434326
},
{
"p": 0.0953918918967247,
"m": 0.9031793475151062
},
{
"p": 0.0776745155453682,
"m": 0.8823404312133789
},
{
"p": 0.0868663489818573,
"m": 0.9989880919456482
},
{
"p": 0.10181146115064621,
"m": 0.5
},
{
"p": 0.02191840671002865,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 2.194733142852783,
"val_loss": 0.9676019549369812,
"acc": 67.62,
"time": 391.55823932099156,
"param": [
{
"p": 0.10539647191762924,
"m": 0.5
},
{
"p": 0.011859468184411526,
"m": 0.5
},
{
"p": 0.08638755977153778,
"m": 0.5
},
{
"p": 0.08950434625148773,
"m": 0.9940144419670105
},
{
"p": 0.04518371447920799,
"m": 0.954569935798645
},
{
"p": 0.06657867133617401,
"m": 0.25880491733551025
},
{
"p": 0.09102815389633179,
"m": 0.9348316788673401
},
{
"p": 0.06258602440357208,
"m": 0.9372972846031189
},
{
"p": 0.09310318529605865,
"m": 0.91163569688797
},
{
"p": 0.08813037723302841,
"m": 0.9205864071846008
},
{
"p": 0.07025562226772308,
"m": 0.8015574216842651
},
{
"p": 0.10060910135507584,
"m": 1.0
},
{
"p": 0.07766629010438919,
"m": 0.5
},
{
"p": 0.01171102374792099,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 2.0860683917999268,
"val_loss": 0.9796698093414307,
"acc": 68.17,
"time": 396.1906183339888,
"param": [
{
"p": 0.08310358226299286,
"m": 0.5
},
{
"p": 0.015826912596821785,
"m": 0.5
},
{
"p": 0.07829583436250687,
"m": 0.5
},
{
"p": 0.08156798779964447,
"m": 1.0
},
{
"p": 0.06109193339943886,
"m": 0.9430359601974487
},
{
"p": 0.056641627103090286,
"m": 0.25680482387542725
},
{
"p": 0.09496718645095825,
"m": 0.9781559109687805
},
{
"p": 0.0667564868927002,
"m": 0.8957863450050354
},
{
"p": 0.09329717606306076,
"m": 0.9492387175559998
},
{
"p": 0.08955052495002747,
"m": 0.9552637934684753
},
{
"p": 0.08283627033233643,
"m": 0.8830054998397827
},
{
"p": 0.10215580463409424,
"m": 0.9874483942985535
},
{
"p": 0.0932130366563797,
"m": 0.5
},
{
"p": 0.0006956981960684061,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 1.98735773563385,
"val_loss": 1.0630115270614624,
"acc": 67.48,
"time": 394.11561194597743,
"param": [
{
"p": 0.11057088524103165,
"m": 0.5
},
{
"p": 0.009366696700453758,
"m": 0.5
},
{
"p": 0.09013121575117111,
"m": 0.5
},
{
"p": 0.07697232812643051,
"m": 0.9362949132919312
},
{
"p": 0.016343507915735245,
"m": 0.827867329120636
},
{
"p": 0.07271178811788559,
"m": 0.2911392152309418
},
{
"p": 0.08635807037353516,
"m": 0.9304792881011963
},
{
"p": 0.09519471973180771,
"m": 0.9747774600982666
},
{
"p": 0.06665308773517609,
"m": 0.9959747791290283
},
{
"p": 0.1020597591996193,
"m": 0.9407750964164734
},
{
"p": 0.08432085812091827,
"m": 0.8758849501609802
},
{
"p": 0.09573531895875931,
"m": 0.9863568544387817
},
{
"p": 0.09287401288747787,
"m": 0.5
},
{
"p": 0.0007077454356476665,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 2.4762425422668457,
"val_loss": 0.940567135810852,
"acc": 66.16,
"time": 394.61734684801195,
"param": [
{
"p": 0.11920375376939774,
"m": 0.5
},
{
"p": 0.042923081666231155,
"m": 0.5
},
{
"p": 0.08717630803585052,
"m": 0.5
},
{
"p": 0.08466501533985138,
"m": 0.9992297291755676
},
{
"p": 0.011894652619957924,
"m": 0.8592861890792847
},
{
"p": 0.05650446563959122,
"m": 0.45017433166503906
},
{
"p": 0.07414572685956955,
"m": 0.9772580862045288
},
{
"p": 0.06885175406932831,
"m": 1.0
},
{
"p": 0.0938519835472107,
"m": 0.9949738383293152
},
{
"p": 0.0805664137005806,
"m": 0.9697990417480469
},
{
"p": 0.09396465867757797,
"m": 0.8604996204376221
},
{
"p": 0.07637244462966919,
"m": 1.0
},
{
"p": 0.09360547363758087,
"m": 0.5
},
{
"p": 0.016274284571409225,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.99301016330719,
"val_loss": 0.872589647769928,
"acc": 65.54,
"time": 388.4491937700659,
"param": [
{
"p": 0.11751046031713486,
"m": 0.5
},
{
"p": 0.010785662569105625,
"m": 0.5
},
{
"p": 0.1055784523487091,
"m": 0.5
},
{
"p": 0.08432778716087341,
"m": 0.9625081419944763
},
{
"p": 0.02073369175195694,
"m": 0.8171111345291138
},
{
"p": 0.01599961519241333,
"m": 0.5521377325057983
},
{
"p": 0.06462408602237701,
"m": 0.9456687569618225
},
{
"p": 0.0788978859782219,
"m": 0.8914489150047302
},
{
"p": 0.09479282796382904,
"m": 0.9189380407333374
},
{
"p": 0.08490943163633347,
"m": 1.0
},
{
"p": 0.08084844797849655,
"m": 0.9239044189453125
},
{
"p": 0.11546706408262253,
"m": 1.0
},
{
"p": 0.11147084087133408,
"m": 0.5
},
{
"p": 0.014053786173462868,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 2.460939645767212,
"val_loss": 0.9062706232070923,
"acc": 67.5,
"time": 379.0226270960411,
"param": [
{
"p": 0.12530799210071564,
"m": 0.5
},
{
"p": 0.006509469356387854,
"m": 0.5
},
{
"p": 0.10672841221094131,
"m": 0.5
},
{
"p": 0.057360563427209854,
"m": 0.9748586416244507
},
{
"p": 0.0027465440798550844,
"m": 0.8694964051246643
},
{
"p": 0.02495400421321392,
"m": 0.6076652407646179
},
{
"p": 0.07047410309314728,
"m": 0.9977656006813049
},
{
"p": 0.08806682378053665,
"m": 0.9785582423210144
},
{
"p": 0.12595129013061523,
"m": 0.8565404415130615
},
{
"p": 0.08529636263847351,
"m": 1.0
},
{
"p": 0.10314329713582993,
"m": 0.9256671071052551
},
{
"p": 0.09238541126251221,
"m": 0.953146755695343
},
{
"p": 0.11036500334739685,
"m": 0.5
},
{
"p": 0.0007107117562554777,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 2.0208239555358887,
"val_loss": 0.947638988494873,
"acc": 67.75,
"time": 401.8591664460255,
"param": [
{
"p": 0.10907673835754395,
"m": 0.5
},
{
"p": 0.0008329065167345107,
"m": 0.5
},
{
"p": 0.10183369368314743,
"m": 0.5
},
{
"p": 0.0910925418138504,
"m": 0.998958945274353
},
{
"p": 0.027682114392518997,
"m": 0.8926823139190674
},
{
"p": 0.046498414129018784,
"m": 0.5671390295028687
},
{
"p": 0.09746739268302917,
"m": 1.0
},
{
"p": 0.07342740893363953,
"m": 0.9790146946907043
},
{
"p": 0.07117273658514023,
"m": 0.840204656124115
},
{
"p": 0.10659143328666687,
"m": 0.947672426700592
},
{
"p": 0.08498310297727585,
"m": 0.7936915755271912
},
{
"p": 0.10406187176704407,
"m": 0.9957764148712158
},
{
"p": 0.08406110852956772,
"m": 0.5
},
{
"p": 0.0012183747021481395,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 2.223910331726074,
"val_loss": 0.9798308610916138,
"acc": 67.88,
"time": 408.15553516498767,
"param": [
{
"p": 0.1017923653125763,
"m": 0.5
},
{
"p": 0.014739654026925564,
"m": 0.5
},
{
"p": 0.09821686893701553,
"m": 0.5
},
{
"p": 0.08295746147632599,
"m": 1.0
},
{
"p": 0.01836578920483589,
"m": 0.9669390320777893
},
{
"p": 0.026743154972791672,
"m": 0.4447162449359894
},
{
"p": 0.1258178949356079,
"m": 1.0
},
{
"p": 0.08678718656301498,
"m": 0.9637753963470459
},
{
"p": 0.06921125948429108,
"m": 0.8269449472427368
},
{
"p": 0.0826662927865982,
"m": 0.9865432977676392
},
{
"p": 0.08394656330347061,
"m": 0.9435182809829712
},
{
"p": 0.10755463689565659,
"m": 0.9835113883018494
},
{
"p": 0.10017382353544235,
"m": 0.5
},
{
"p": 0.0010270141065120697,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 1.9791655540466309,
"val_loss": 0.9079426527023315,
"acc": 67.77,
"time": 395.9790878460044,
"param": [
{
"p": 0.10961897671222687,
"m": 0.5
},
{
"p": 0.0006999485776759684,
"m": 0.5
},
{
"p": 0.061049774289131165,
"m": 0.5
},
{
"p": 0.07233370840549469,
"m": 1.0
},
{
"p": 0.022617246955633163,
"m": 0.907738208770752
},
{
"p": 0.05025818943977356,
"m": 0.41752904653549194
},
{
"p": 0.10824863612651825,
"m": 0.9873470664024353
},
{
"p": 0.08919138461351395,
"m": 1.0
},
{
"p": 0.11487084627151489,
"m": 0.8681620955467224
},
{
"p": 0.08677705377340317,
"m": 0.9117769598960876
},
{
"p": 0.0753159299492836,
"m": 0.9481648802757263
},
{
"p": 0.11134070158004761,
"m": 0.9991288185119629
},
{
"p": 0.09696539491415024,
"m": 0.5
},
{
"p": 0.0007122822571545839,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 2.1234118938446045,
"val_loss": 0.9791824221611023,
"acc": 67.4,
"time": 372.3083322639577,
"param": [
{
"p": 0.10323841124773026,
"m": 0.5
},
{
"p": 0.03566668927669525,
"m": 0.5
},
{
"p": 0.060562461614608765,
"m": 0.5
},
{
"p": 0.0948769822716713,
"m": 0.9642771482467651
},
{
"p": 0.028619306161999702,
"m": 0.8165528774261475
},
{
"p": 0.04805351421236992,
"m": 0.47484350204467773
},
{
"p": 0.08928430825471878,
"m": 0.9762810468673706
},
{
"p": 0.09103230386972427,
"m": 0.9851827621459961
},
{
"p": 0.08690901845693588,
"m": 0.8187552094459534
},
{
"p": 0.07341089844703674,
"m": 0.9147334694862366
},
{
"p": 0.08794361352920532,
"m": 0.9527677893638611
},
{
"p": 0.10457918792963028,
"m": 1.0
},
{
"p": 0.09512831270694733,
"m": 0.5
},
{
"p": 0.0006949571543373168,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.7940808534622192,
"val_loss": 0.9245367646217346,
"acc": 69.29,
"time": 381.9435946509475,
"param": [
{
"p": 0.12449059635400772,
"m": 0.5
},
{
"p": 0.0007049137493595481,
"m": 0.5
},
{
"p": 0.08768010884523392,
"m": 0.5
},
{
"p": 0.08334136754274368,
"m": 1.0
},
{
"p": 0.024783438071608543,
"m": 0.8224261999130249
},
{
"p": 0.03252572938799858,
"m": 0.5694993734359741
},
{
"p": 0.09106124192476273,
"m": 0.9597100615501404
},
{
"p": 0.0935070589184761,
"m": 0.916566014289856
},
{
"p": 0.09460071474313736,
"m": 0.8333006501197815
},
{
"p": 0.048096511512994766,
"m": 0.9238710999488831
},
{
"p": 0.0941549763083458,
"m": 0.9341671466827393
},
{
"p": 0.09769134223461151,
"m": 1.0
},
{
"p": 0.11969016492366791,
"m": 0.5
},
{
"p": 0.007671834900975227,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.9936013221740723,
"val_loss": 0.8800361752510071,
"acc": 68.96,
"time": 392.8779394789599,
"param": [
{
"p": 0.0880223736166954,
"m": 0.5
},
{
"p": 0.01785019040107727,
"m": 0.5
},
{
"p": 0.10477625578641891,
"m": 0.5
},
{
"p": 0.08438171446323395,
"m": 0.9649702310562134
},
{
"p": 0.03115159273147583,
"m": 0.8565740585327148
},
{
"p": 0.02898460254073143,
"m": 0.5757281184196472
},
{
"p": 0.09945124387741089,
"m": 1.0
},
{
"p": 0.06290848553180695,
"m": 0.9987273812294006
},
{
"p": 0.10661143809556961,
"m": 0.840267539024353
},
{
"p": 0.09489105641841888,
"m": 0.9889251589775085
},
{
"p": 0.062011461704969406,
"m": 0.9625005125999451
},
{
"p": 0.11232200264930725,
"m": 1.0
},
{
"p": 0.09597676247358322,
"m": 0.5
},
{
"p": 0.010660822503268719,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 2.182793140411377,
"val_loss": 0.8807380795478821,
"acc": 68.07,
"time": 393.5006581370253,
"param": [
{
"p": 0.10703212767839432,
"m": 0.5
},
{
"p": 0.0006982986815273762,
"m": 0.5
},
{
"p": 0.11645965278148651,
"m": 0.5
},
{
"p": 0.08102750033140182,
"m": 0.9879248738288879
},
{
"p": 0.0028548468835651875,
"m": 0.8808856010437012
},
{
"p": 0.027437686920166016,
"m": 0.6140872240066528
},
{
"p": 0.0728386640548706,
"m": 1.0
},
{
"p": 0.10177913308143616,
"m": 1.0
},
{
"p": 0.10639964789152145,
"m": 0.8540220260620117
},
{
"p": 0.08709347993135452,
"m": 0.8938936591148376
},
{
"p": 0.08532364666461945,
"m": 1.0
},
{
"p": 0.10229498147964478,
"m": 1.0
},
{
"p": 0.10560547560453415,
"m": 0.5
},
{
"p": 0.0031547483522444963,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 2.0040340423583984,
"val_loss": 0.9321982860565186,
"acc": 68.23,
"time": 385.5347371509997,
"param": [
{
"p": 0.11930594593286514,
"m": 0.5
},
{
"p": 0.0007154347840696573,
"m": 0.5
},
{
"p": 0.09390774369239807,
"m": 0.5
},
{
"p": 0.08633807301521301,
"m": 1.0
},
{
"p": 0.003806040156632662,
"m": 0.8800848722457886
},
{
"p": 0.0195198655128479,
"m": 0.6026601791381836
},
{
"p": 0.08798440545797348,
"m": 0.9613823890686035
},
{
"p": 0.10451839864253998,
"m": 1.0
},
{
"p": 0.09202054142951965,
"m": 0.9986923933029175
},
{
"p": 0.10755444318056107,
"m": 0.899911642074585
},
{
"p": 0.0787966176867485,
"m": 1.0
},
{
"p": 0.09864973276853561,
"m": 0.9903900027275085
},
{
"p": 0.10616728663444519,
"m": 0.5
},
{
"p": 0.0007154347840696573,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 1.8050415515899658,
"val_loss": 0.9506382942199707,
"acc": 69.38,
"time": 363.1167403589934,
"param": [
{
"p": 0.09443029761314392,
"m": 0.5
},
{
"p": 0.003281082259491086,
"m": 0.5
},
{
"p": 0.09365472942590714,
"m": 0.5
},
{
"p": 0.06727934628725052,
"m": 0.9352468252182007
},
{
"p": 0.010855201631784439,
"m": 0.8680523037910461
},
{
"p": 0.001374575193040073,
"m": 0.6017882823944092
},
{
"p": 0.08892733603715897,
"m": 0.9575557112693787
},
{
"p": 0.07679007947444916,
"m": 0.9500821828842163
},
{
"p": 0.10792849212884903,
"m": 0.911842405796051
},
{
"p": 0.08092913031578064,
"m": 0.9595978260040283
},
{
"p": 0.10268492996692657,
"m": 0.9959043264389038
},
{
"p": 0.14120212197303772,
"m": 1.0
},
{
"p": 0.12995745241641998,
"m": 0.5
},
{
"p": 0.0007051290012896061,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 2.2521700859069824,
"val_loss": 0.9183540940284729,
"acc": 68.85,
"time": 380.1920062439749,
"param": [
{
"p": 0.10815079510211945,
"m": 0.5
},
{
"p": 0.006087386514991522,
"m": 0.5
},
{
"p": 0.08713816851377487,
"m": 0.5
},
{
"p": 0.08892323821783066,
"m": 0.9234411120414734
},
{
"p": 0.00655283173546195,
"m": 0.8849714994430542
},
{
"p": 0.05508696660399437,
"m": 0.6415830850601196
},
{
"p": 0.07701179385185242,
"m": 0.996865451335907
},
{
"p": 0.060092829167842865,
"m": 1.0
},
{
"p": 0.11768856644630432,
"m": 1.0
},
{
"p": 0.10348229110240936,
"m": 0.9082547426223755
},
{
"p": 0.09122860431671143,
"m": 1.0
},
{
"p": 0.1070200651884079,
"m": 1.0
},
{
"p": 0.09083201736211777,
"m": 0.5
},
{
"p": 0.0007043617661111057,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.980966567993164,
"val_loss": 0.851921021938324,
"acc": 68.88,
"time": 372.05982566892635,
"param": [
{
"p": 0.11071372032165527,
"m": 0.5
},
{
"p": 0.007675077300518751,
"m": 0.5
},
{
"p": 0.07464712113142014,
"m": 0.5
},
{
"p": 0.09185703843832016,
"m": 0.9858553409576416
},
{
"p": 0.0044739097356796265,
"m": 0.9158965945243835
},
{
"p": 0.03009111061692238,
"m": 0.6579530835151672
},
{
"p": 0.07328666746616364,
"m": 0.9539934396743774
},
{
"p": 0.07065369933843613,
"m": 0.9934933185577393
},
{
"p": 0.07043220847845078,
"m": 0.8789743781089783
},
{
"p": 0.11254703998565674,
"m": 0.895897626876831
},
{
"p": 0.10584068298339844,
"m": 0.9821265935897827
},
{
"p": 0.11273907870054245,
"m": 1.0
},
{
"p": 0.13073205947875977,
"m": 0.5
},
{
"p": 0.004310621414333582,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.8533964157104492,
"val_loss": 0.8498702049255371,
"acc": 68.44,
"time": 372.789227175992,
"param": [
{
"p": 0.08214335143566132,
"m": 0.5
},
{
"p": 0.0007102824747562408,
"m": 0.5
},
{
"p": 0.10005225241184235,
"m": 0.5
},
{
"p": 0.09748614579439163,
"m": 0.9493759274482727
},
{
"p": 0.025109149515628815,
"m": 0.844414472579956
},
{
"p": 0.028092985972762108,
"m": 0.7454535365104675
},
{
"p": 0.09329666942358017,
"m": 0.9794164299964905
},
{
"p": 0.052352625876665115,
"m": 0.9454125165939331
},
{
"p": 0.08356732130050659,
"m": 0.9801784157752991
},
{
"p": 0.09831934422254562,
"m": 0.8966032862663269
},
{
"p": 0.10238993167877197,
"m": 0.9536178112030029
},
{
"p": 0.10478546470403671,
"m": 0.9606124758720398
},
{
"p": 0.1291855424642563,
"m": 0.5
},
{
"p": 0.0025088905822485685,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 2.110041856765747,
"val_loss": 0.8739421963691711,
"acc": 69.39,
"time": 386.03912411199417,
"param": [
{
"p": 0.09391019493341446,
"m": 0.5
},
{
"p": 0.02322150394320488,
"m": 0.5
},
{
"p": 0.11277389526367188,
"m": 0.5
},
{
"p": 0.05910615250468254,
"m": 0.993201494216919
},
{
"p": 0.014688949100673199,
"m": 0.8700917959213257
},
{
"p": 0.000711762229911983,
"m": 0.8623766899108887
},
{
"p": 0.060227278620004654,
"m": 0.9983937740325928
},
{
"p": 0.08703956753015518,
"m": 0.9562255144119263
},
{
"p": 0.10425439476966858,
"m": 0.96755051612854
},
{
"p": 0.12267035245895386,
"m": 0.9293134212493896
},
{
"p": 0.12230248749256134,
"m": 1.0
},
{
"p": 0.11255261301994324,
"m": 0.9965581893920898
},
{
"p": 0.08582911640405655,
"m": 0.5
},
{
"p": 0.000711762229911983,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 2.0665221214294434,
"val_loss": 0.9286124110221863,
"acc": 69.41,
"time": 369.1106717570219,
"param": [
{
"p": 0.11412018537521362,
"m": 0.5
},
{
"p": 0.0007154790218919516,
"m": 0.5
},
{
"p": 0.057691920548677444,
"m": 0.5
},
{
"p": 0.03552466258406639,
"m": 0.9796842336654663
},
{
"p": 0.009656120091676712,
"m": 0.8454824686050415
},
{
"p": 0.001509835128672421,
"m": 0.9184641242027283
},
{
"p": 0.04880532622337341,
"m": 1.0
},
{
"p": 0.0819445550441742,
"m": 0.993783712387085
},
{
"p": 0.1240387111902237,
"m": 0.9203822612762451
},
{
"p": 0.10976411402225494,
"m": 0.8841714859008789
},
{
"p": 0.13589923083782196,
"m": 0.9879012703895569
},
{
"p": 0.13971728086471558,
"m": 1.0
},
{
"p": 0.13959744572639465,
"m": 0.5
},
{
"p": 0.001015110407024622,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.8763301372528076,
"val_loss": 0.9299986362457275,
"acc": 70.11,
"time": 368.78436989698093,
"param": [
{
"p": 0.13069476187229156,
"m": 0.5
},
{
"p": 0.0007151335012167692,
"m": 0.5
},
{
"p": 0.11427866667509079,
"m": 0.5
},
{
"p": 0.03500782325863838,
"m": 0.9395789504051208
},
{
"p": 0.019010119140148163,
"m": 0.8974602818489075
},
{
"p": 0.0007151335012167692,
"m": 1.0
},
{
"p": 0.06429208815097809,
"m": 0.9561994671821594
},
{
"p": 0.12380313128232956,
"m": 0.9980171918869019
},
{
"p": 0.14650169014930725,
"m": 0.8029668927192688
},
{
"p": 0.09569729119539261,
"m": 0.9079048037528992
},
{
"p": 0.09446470439434052,
"m": 0.9883055090904236
},
{
"p": 0.10140950977802277,
"m": 1.0
},
{
"p": 0.0723356232047081,
"m": 0.5
},
{
"p": 0.0010742745362222195,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 2.0563278198242188,
"val_loss": 0.866439700126648,
"acc": 69.7,
"time": 360.0092010619119,
"param": [
{
"p": 0.11605627834796906,
"m": 0.5
},
{
"p": 0.02037535421550274,
"m": 0.5
},
{
"p": 0.06660853326320648,
"m": 0.5
},
{
"p": 0.06810154765844345,
"m": 0.9678078293800354
},
{
"p": 0.04108035936951637,
"m": 0.8769931793212891
},
{
"p": 0.014648494310677052,
"m": 0.9986423850059509
},
{
"p": 0.09882570803165436,
"m": 0.9587531089782715
},
{
"p": 0.08091564476490021,
"m": 1.0
},
{
"p": 0.10882116854190826,
"m": 0.8132652044296265
},
{
"p": 0.09662280976772308,
"m": 0.9074975848197937
},
{
"p": 0.09418323636054993,
"m": 0.985648512840271
},
{
"p": 0.1042918860912323,
"m": 0.9763625264167786
},
{
"p": 0.08875840902328491,
"m": 0.5
},
{
"p": 0.0007106286357156932,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.8773188591003418,
"val_loss": 0.7558930516242981,
"acc": 69.66,
"time": 374.6995448359521,
"param": [
{
"p": 0.13710032403469086,
"m": 0.5
},
{
"p": 0.026833781972527504,
"m": 0.5
},
{
"p": 0.061859309673309326,
"m": 0.5
},
{
"p": 0.08933541178703308,
"m": 0.9226083159446716
},
{
"p": 0.012432320974767208,
"m": 0.8652912974357605
},
{
"p": 0.01180359534919262,
"m": 1.0
},
{
"p": 0.10394172370433807,
"m": 0.8501942157745361
},
{
"p": 0.06065530329942703,
"m": 1.0
},
{
"p": 0.09394582360982895,
"m": 0.787306010723114
},
{
"p": 0.08212860673666,
"m": 0.9604482650756836
},
{
"p": 0.0996517464518547,
"m": 0.8592129349708557
},
{
"p": 0.11580642312765121,
"m": 1.0
},
{
"p": 0.09953966736793518,
"m": 0.5
},
{
"p": 0.004965892527252436,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.7046643495559692,
"val_loss": 0.8462334275245667,
"acc": 69.34,
"time": 364.7800844790181,
"param": [
{
"p": 0.14156100153923035,
"m": 0.5
},
{
"p": 0.000705564918462187,
"m": 0.5
},
{
"p": 0.0892258808016777,
"m": 0.5
},
{
"p": 0.06477738171815872,
"m": 1.0
},
{
"p": 0.017279401421546936,
"m": 0.8831169009208679
},
{
"p": 0.000705564918462187,
"m": 1.0
},
{
"p": 0.08406057208776474,
"m": 0.8330817818641663
},
{
"p": 0.11739666014909744,
"m": 0.9733384847640991
},
{
"p": 0.07835926860570908,
"m": 0.9355204701423645
},
{
"p": 0.09969796985387802,
"m": 1.0
},
{
"p": 0.11247739940881729,
"m": 0.8853620290756226
},
{
"p": 0.09034543484449387,
"m": 1.0
},
{
"p": 0.10270228236913681,
"m": 0.5
},
{
"p": 0.000705564918462187,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 2.052983522415161,
"val_loss": 0.8466286063194275,
"acc": 69.16,
"time": 374.65889892494306,
"param": [
{
"p": 0.10935468971729279,
"m": 0.5
},
{
"p": 0.013238966464996338,
"m": 0.5
},
{
"p": 0.09461165219545364,
"m": 0.5
},
{
"p": 0.06502004712820053,
"m": 1.0
},
{
"p": 0.04421764984726906,
"m": 0.8732098340988159
},
{
"p": 0.005306357983499765,
"m": 1.0
},
{
"p": 0.09230361878871918,
"m": 0.9699222445487976
},
{
"p": 0.0702911987900734,
"m": 0.9998905658721924
},
{
"p": 0.08559655398130417,
"m": 0.9324107766151428
},
{
"p": 0.08911317586898804,
"m": 0.9504707455635071
},
{
"p": 0.08655141294002533,
"m": 0.8287434577941895
},
{
"p": 0.1102777048945427,
"m": 1.0
},
{
"p": 0.11580949276685715,
"m": 0.5
},
{
"p": 0.01830746792256832,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.8342185020446777,
"val_loss": 0.8311218619346619,
"acc": 69.16,
"time": 359.1872700219974,
"param": [
{
"p": 0.13213366270065308,
"m": 0.5
},
{
"p": 0.0007103331154212356,
"m": 0.5
},
{
"p": 0.09684556722640991,
"m": 0.5
},
{
"p": 0.0007103331154212356,
"m": 0.9520240426063538
},
{
"p": 0.021955005824565887,
"m": 0.758609414100647
},
{
"p": 0.0007103331154212356,
"m": 1.0
},
{
"p": 0.07298045605421066,
"m": 0.998846709728241
},
{
"p": 0.06569856405258179,
"m": 1.0
},
{
"p": 0.1077636182308197,
"m": 0.9361835718154907
},
{
"p": 0.10671275854110718,
"m": 0.8984798789024353
},
{
"p": 0.14163634181022644,
"m": 0.9191011786460876
},
{
"p": 0.1226678118109703,
"m": 1.0
},
{
"p": 0.128764808177948,
"m": 0.5
},
{
"p": 0.0007103331154212356,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 1.8350454568862915,
"val_loss": 0.7524483799934387,
"acc": 70.36,
"time": 358.73003354202956,
"param": [
{
"p": 0.08738143742084503,
"m": 0.5
},
{
"p": 0.020248940214514732,
"m": 0.5
},
{
"p": 0.09064678102731705,
"m": 0.5
},
{
"p": 0.08383189886808395,
"m": 1.0
},
{
"p": 0.035735927522182465,
"m": 0.7032106518745422
},
{
"p": 0.0007101486553438008,
"m": 1.0
},
{
"p": 0.1021043136715889,
"m": 0.9682398438453674
},
{
"p": 0.06853675842285156,
"m": 0.9490361213684082
},
{
"p": 0.07540854066610336,
"m": 1.0
},
{
"p": 0.11698917299509048,
"m": 0.9345782995223999
},
{
"p": 0.09584183245897293,
"m": 0.912844717502594
},
{
"p": 0.0890565812587738,
"m": 1.0
},
{
"p": 0.13279755413532257,
"m": 0.5
},
{
"p": 0.0007101486553438008,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.6581733226776123,
"val_loss": 0.8725693225860596,
"acc": 68.66,
"time": 369.6192330700578,
"param": [
{
"p": 0.08402712643146515,
"m": 0.5
},
{
"p": 0.032914724200963974,
"m": 0.5
},
{
"p": 0.11055373400449753,
"m": 0.5
},
{
"p": 0.09089426696300507,
"m": 0.9999313950538635
},
{
"p": 0.0007024064543657005,
"m": 0.7402265667915344
},
{
"p": 0.006411736365407705,
"m": 0.9720267057418823
},
{
"p": 0.11573848873376846,
"m": 0.8637064099311829
},
{
"p": 0.07668231427669525,
"m": 0.9824820160865784
},
{
"p": 0.08934745192527771,
"m": 0.924735963344574
},
{
"p": 0.0970650389790535,
"m": 0.9717898964881897
},
{
"p": 0.06970145553350449,
"m": 0.8974231481552124
},
{
"p": 0.09934543818235397,
"m": 1.0
},
{
"p": 0.11082051694393158,
"m": 0.5
},
{
"p": 0.015795333310961723,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 2.1658828258514404,
"val_loss": 0.868893563747406,
"acc": 69.91,
"time": 349.6983396349242,
"param": [
{
"p": 0.11775687336921692,
"m": 0.5
},
{
"p": 0.021654851734638214,
"m": 0.5
},
{
"p": 0.09245219081640244,
"m": 0.5
},
{
"p": 0.07012069970369339,
"m": 1.0
},
{
"p": 0.04047796130180359,
"m": 0.7681552767753601
},
{
"p": 0.0007014883449301124,
"m": 1.0
},
{
"p": 0.10295020788908005,
"m": 0.8455116748809814
},
{
"p": 0.08671525120735168,
"m": 0.8329936861991882
},
{
"p": 0.07635379582643509,
"m": 0.9887412786483765
},
{
"p": 0.09757580608129501,
"m": 0.8619089722633362
},
{
"p": 0.06131717190146446,
"m": 0.8728737831115723
},
{
"p": 0.11087848991155624,
"m": 1.0
},
{
"p": 0.10446913540363312,
"m": 0.5
},
{
"p": 0.016575941815972328,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 1.707742691040039,
"val_loss": 0.8703698515892029,
"acc": 69.83,
"time": 357.0583962240489,
"param": [
{
"p": 0.09569483995437622,
"m": 0.5
},
{
"p": 0.0007038491312414408,
"m": 0.5
},
{
"p": 0.09908968955278397,
"m": 0.5
},
{
"p": 0.0781494677066803,
"m": 0.9995121955871582
},
{
"p": 0.008614814840257168,
"m": 0.8398550748825073
},
{
"p": 0.001583969104103744,
"m": 0.9512234330177307
},
{
"p": 0.1006041094660759,
"m": 0.9985527396202087
},
{
"p": 0.08233699202537537,
"m": 0.9032912850379944
},
{
"p": 0.11776348203420639,
"m": 0.9866970181465149
},
{
"p": 0.09029602259397507,
"m": 0.9286341071128845
},
{
"p": 0.0834503024816513,
"m": 0.8778170943260193
},
{
"p": 0.12145715951919556,
"m": 1.0
},
{
"p": 0.11819551140069962,
"m": 0.5
},
{
"p": 0.002059744903817773,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.8339098691940308,
"val_loss": 0.9290487766265869,
"acc": 68.99,
"time": 372.78005343303084,
"param": [
{
"p": 0.1148940771818161,
"m": 0.5
},
{
"p": 0.009277630597352982,
"m": 0.5
},
{
"p": 0.057488035410642624,
"m": 0.5
},
{
"p": 0.06618159264326096,
"m": 0.9892939329147339
},
{
"p": 0.023895949125289917,
"m": 0.8248596787452698
},
{
"p": 0.024835428223013878,
"m": 0.9097808599472046
},
{
"p": 0.10101625323295593,
"m": 0.9948936700820923
},
{
"p": 0.08152889460325241,
"m": 0.9929795265197754
},
{
"p": 0.12369363009929657,
"m": 0.9481497406959534
},
{
"p": 0.10872388631105423,
"m": 0.9533597230911255
},
{
"p": 0.10899054259061813,
"m": 0.8448747396469116
},
{
"p": 0.08538898825645447,
"m": 1.0
},
{
"p": 0.06923182308673859,
"m": 0.5
},
{
"p": 0.024853287264704704,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.8463906049728394,
"val_loss": 0.860081136226654,
"acc": 70.04,
"time": 371.1979824320879,
"param": [
{
"p": 0.09383129328489304,
"m": 0.5
},
{
"p": 0.030661003664135933,
"m": 0.5
},
{
"p": 0.07709088176488876,
"m": 0.5
},
{
"p": 0.08014130592346191,
"m": 1.0
},
{
"p": 0.02105427347123623,
"m": 0.7646576166152954
},
{
"p": 0.03674443066120148,
"m": 0.8620778918266296
},
{
"p": 0.10477413982152939,
"m": 0.9788440465927124
},
{
"p": 0.07152154296636581,
"m": 0.9943618178367615
},
{
"p": 0.09694583714008331,
"m": 0.9996426701545715
},
{
"p": 0.08360865712165833,
"m": 0.992067813873291
},
{
"p": 0.10355564951896667,
"m": 0.8940592408180237
},
{
"p": 0.10592401027679443,
"m": 1.0
},
{
"p": 0.09344230592250824,
"m": 0.5
},
{
"p": 0.0007045743404887617,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 2.148458242416382,
"val_loss": 0.9038378596305847,
"acc": 70.22,
"time": 352.72403646598104,
"param": [
{
"p": 0.08592937886714935,
"m": 0.5
},
{
"p": 0.005132569465786219,
"m": 0.5
},
{
"p": 0.11068881303071976,
"m": 0.5
},
{
"p": 0.07799126207828522,
"m": 0.9788979291915894
},
{
"p": 0.05138229951262474,
"m": 0.8133482336997986
},
{
"p": 0.018698854371905327,
"m": 0.8699110150337219
},
{
"p": 0.03826029226183891,
"m": 0.9538102149963379
},
{
"p": 0.07118412852287292,
"m": 0.9764615893363953
},
{
"p": 0.11160122603178024,
"m": 0.9924164414405823
},
{
"p": 0.09991849958896637,
"m": 1.0
},
{
"p": 0.09054647386074066,
"m": 0.9149413108825684
},
{
"p": 0.1212400496006012,
"m": 1.0
},
{
"p": 0.10101035982370377,
"m": 0.5
},
{
"p": 0.016415799036622047,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.7289279699325562,
"val_loss": 0.7198174595832825,
"acc": 69.47,
"time": 377.694481789018,
"param": [
{
"p": 0.07474295049905777,
"m": 0.5
},
{
"p": 0.012376142665743828,
"m": 0.5
},
{
"p": 0.12495969980955124,
"m": 0.5
},
{
"p": 0.05211063474416733,
"m": 0.9694969058036804
},
{
"p": 0.0006986555526964366,
"m": 0.8031769394874573
},
{
"p": 0.0016432662960141897,
"m": 0.7932347059249878
},
{
"p": 0.06648823618888855,
"m": 0.9635261297225952
},
{
"p": 0.05854302644729614,
"m": 0.9954417943954468
},
{
"p": 0.09549340605735779,
"m": 0.9776893854141235
},
{
"p": 0.12249455600976944,
"m": 1.0
},
{
"p": 0.1228700578212738,
"m": 0.8899250030517578
},
{
"p": 0.11526693403720856,
"m": 0.9999411106109619
},
{
"p": 0.11662350594997406,
"m": 0.5
},
{
"p": 0.03568892553448677,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.9047902822494507,
"val_loss": 0.7476820349693298,
"acc": 70.38,
"time": 359.07956187496893,
"param": [
{
"p": 0.10657814145088196,
"m": 0.5
},
{
"p": 0.0007081757066771388,
"m": 0.5
},
{
"p": 0.09522665292024612,
"m": 0.5
},
{
"p": 0.026555657386779785,
"m": 0.9394105076789856
},
{
"p": 0.0017347774701192975,
"m": 0.8171471357345581
},
{
"p": 0.0007081757066771388,
"m": 0.8792456388473511
},
{
"p": 0.09321312606334686,
"m": 0.9495884776115417
},
{
"p": 0.06000939756631851,
"m": 0.9355180859565735
},
{
"p": 0.08352630585432053,
"m": 0.9644035696983337
},
{
"p": 0.10919100046157837,
"m": 1.0
},
{
"p": 0.13250507414340973,
"m": 0.9138078093528748
},
{
"p": 0.17276369035243988,
"m": 1.0
},
{
"p": 0.11657164245843887,
"m": 0.5
},
{
"p": 0.0007081757066771388,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.919830083847046,
"val_loss": 0.901490330696106,
"acc": 69.82,
"time": 356.7399273860501,
"param": [
{
"p": 0.11531803756952286,
"m": 0.5
},
{
"p": 0.0021438354160636663,
"m": 0.5
},
{
"p": 0.07264205813407898,
"m": 0.5
},
{
"p": 0.055367566645145416,
"m": 0.9262335896492004
},
{
"p": 0.03206992894411087,
"m": 0.7525894641876221
},
{
"p": 0.0007086268742568791,
"m": 0.98460453748703
},
{
"p": 0.12826764583587646,
"m": 0.945557177066803
},
{
"p": 0.08254119008779526,
"m": 0.9115815758705139
},
{
"p": 0.08079752326011658,
"m": 0.9300495982170105
},
{
"p": 0.09766048938035965,
"m": 1.0
},
{
"p": 0.10315903276205063,
"m": 0.904024064540863
},
{
"p": 0.1163913682103157,
"m": 1.0
},
{
"p": 0.11222419142723083,
"m": 0.5
},
{
"p": 0.0007086268742568791,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 2.1116719245910645,
"val_loss": 0.8479061126708984,
"acc": 69.33,
"time": 360.8843615860678,
"param": [
{
"p": 0.1065942570567131,
"m": 0.5
},
{
"p": 0.02790849469602108,
"m": 0.5
},
{
"p": 0.07585269957780838,
"m": 0.5
},
{
"p": 0.08659057319164276,
"m": 0.9939283132553101
},
{
"p": 0.007617184892296791,
"m": 0.8127363920211792
},
{
"p": 0.0006882537272758782,
"m": 0.9690224528312683
},
{
"p": 0.10804379731416702,
"m": 0.9116421341896057
},
{
"p": 0.07971055805683136,
"m": 0.9193445444107056
},
{
"p": 0.10499587655067444,
"m": 1.0
},
{
"p": 0.0959581658244133,
"m": 0.9623865485191345
},
{
"p": 0.08675894886255264,
"m": 0.9135732650756836
},
{
"p": 0.09981904178857803,
"m": 1.0
},
{
"p": 0.09700720757246017,
"m": 0.5
},
{
"p": 0.02245493046939373,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.8470876216888428,
"val_loss": 0.9065696597099304,
"acc": 69.66,
"time": 353.1493364679627,
"param": [
{
"p": 0.1044895350933075,
"m": 0.5
},
{
"p": 0.0033267016988247633,
"m": 0.5
},
{
"p": 0.09735146164894104,
"m": 0.5
},
{
"p": 0.04966629296541214,
"m": 0.850745677947998
},
{
"p": 0.014302123337984085,
"m": 0.8376290798187256
},
{
"p": 0.0006950655952095985,
"m": 0.9666765332221985
},
{
"p": 0.07106144726276398,
"m": 0.9647544622421265
},
{
"p": 0.07072433084249496,
"m": 0.7277483344078064
},
{
"p": 0.11889255791902542,
"m": 0.9868237376213074
},
{
"p": 0.11397875100374222,
"m": 0.9950875639915466
},
{
"p": 0.11978965997695923,
"m": 0.896037757396698
},
{
"p": 0.11975687742233276,
"m": 0.9930540919303894
},
{
"p": 0.09271879494190216,
"m": 0.5
},
{
"p": 0.02324637770652771,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.9409635066986084,
"val_loss": 0.8508692979812622,
"acc": 70.8,
"time": 352.4996878620004,
"param": [
{
"p": 0.10274858772754669,
"m": 0.5
},
{
"p": 0.0007139877416193485,
"m": 0.5
},
{
"p": 0.10366617888212204,
"m": 0.5
},
{
"p": 0.05593790486454964,
"m": 0.8564184904098511
},
{
"p": 0.0007139877416193485,
"m": 0.8497617244720459
},
{
"p": 0.013974007219076157,
"m": 0.9994582533836365
},
{
"p": 0.09536243230104446,
"m": 1.0
},
{
"p": 0.07784535735845566,
"m": 0.7672699689865112
},
{
"p": 0.10899798572063446,
"m": 0.9680979251861572
},
{
"p": 0.08447053283452988,
"m": 0.982688844203949
},
{
"p": 0.14890234172344208,
"m": 0.9655290246009827
},
{
"p": 0.10613454133272171,
"m": 1.0
},
{
"p": 0.0998181477189064,
"m": 0.5
},
{
"p": 0.0007139877416193485,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.6760611534118652,
"val_loss": 0.8220937848091125,
"acc": 71.13,
"time": 357.8594743460417,
"param": [
{
"p": 0.11806835234165192,
"m": 0.5
},
{
"p": 0.0007031743880361319,
"m": 0.5
},
{
"p": 0.06126009672880173,
"m": 0.5
},
{
"p": 0.115392304956913,
"m": 0.8021473288536072
},
{
"p": 0.026980403810739517,
"m": 0.8459675312042236
},
{
"p": 0.021919673308730125,
"m": 0.9918671250343323
},
{
"p": 0.0714191347360611,
"m": 1.0
},
{
"p": 0.09565480053424835,
"m": 0.9110833406448364
},
{
"p": 0.11264102905988693,
"m": 0.9100229144096375
},
{
"p": 0.04502019286155701,
"m": 0.9925347566604614
},
{
"p": 0.07346826791763306,
"m": 0.8587862849235535
},
{
"p": 0.10785742104053497,
"m": 1.0
},
{
"p": 0.14891201257705688,
"m": 0.5
},
{
"p": 0.0007031743880361319,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 2.0514891147613525,
"val_loss": 0.840924084186554,
"acc": 70.3,
"time": 367.16943352203816,
"param": [
{
"p": 0.10684000700712204,
"m": 0.5
},
{
"p": 0.03442239388823509,
"m": 0.5
},
{
"p": 0.10303188115358353,
"m": 0.5
},
{
"p": 0.061272766441106796,
"m": 0.7845494747161865
},
{
"p": 0.040447063744068146,
"m": 0.9364221692085266
},
{
"p": 0.005667010322213173,
"m": 0.9901086091995239
},
{
"p": 0.09103894978761673,
"m": 0.9697425961494446
},
{
"p": 0.08441193401813507,
"m": 0.7909616231918335
},
{
"p": 0.10147931426763535,
"m": 0.7743077278137207
},
{
"p": 0.06617595255374908,
"m": 0.9964402914047241
},
{
"p": 0.10067294538021088,
"m": 0.8756635189056396
},
{
"p": 0.08901772648096085,
"m": 1.0
},
{
"p": 0.09956376254558563,
"m": 0.5
},
{
"p": 0.015958338975906372,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.861232042312622,
"val_loss": 0.8131515383720398,
"acc": 71.47,
"time": 359.14920449699275,
"param": [
{
"p": 0.0774088054895401,
"m": 0.5
},
{
"p": 0.0007086078985594213,
"m": 0.5
},
{
"p": 0.1061699315905571,
"m": 0.5
},
{
"p": 0.09164918959140778,
"m": 0.9165226817131042
},
{
"p": 0.026972781866788864,
"m": 0.9957321882247925
},
{
"p": 0.0007086078985594213,
"m": 0.9928978681564331
},
{
"p": 0.1302538365125656,
"m": 0.9979144930839539
},
{
"p": 0.10116454213857651,
"m": 0.771552562713623
},
{
"p": 0.06939216703176498,
"m": 0.8086968064308167
},
{
"p": 0.09804333746433258,
"m": 0.973682165145874
},
{
"p": 0.11255818605422974,
"m": 0.924487292766571
},
{
"p": 0.10745535045862198,
"m": 1.0
},
{
"p": 0.07680609822273254,
"m": 0.5
},
{
"p": 0.0007086078985594213,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.89015793800354,
"val_loss": 0.7360864281654358,
"acc": 70.74,
"time": 355.95383812696673,
"param": [
{
"p": 0.1291733682155609,
"m": 0.5
},
{
"p": 0.001178271253593266,
"m": 0.5
},
{
"p": 0.10677366703748703,
"m": 0.5
},
{
"p": 0.07121670246124268,
"m": 0.9934332370758057
},
{
"p": 0.0007085438701324165,
"m": 0.9976979494094849
},
{
"p": 0.0007085438701324165,
"m": 0.8679192066192627
},
{
"p": 0.08882121741771698,
"m": 0.8939472436904907
},
{
"p": 0.11852916330099106,
"m": 0.7767870426177979
},
{
"p": 0.08046882599592209,
"m": 0.9352641701698303
},
{
"p": 0.09021028876304626,
"m": 1.0
},
{
"p": 0.08521582186222076,
"m": 0.8950185179710388
},
{
"p": 0.10750056058168411,
"m": 1.0
},
{
"p": 0.11693620681762695,
"m": 0.5
},
{
"p": 0.0025588306598365307,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 2.2262823581695557,
"val_loss": 0.8229177594184875,
"acc": 70.86,
"time": 356.25193139899056,
"param": [
{
"p": 0.12998002767562866,
"m": 0.5
},
{
"p": 0.017606493085622787,
"m": 0.5
},
{
"p": 0.0776539221405983,
"m": 0.5
},
{
"p": 0.06439253687858582,
"m": 1.0
},
{
"p": 0.0006950009847059846,
"m": 0.9707754254341125
},
{
"p": 0.0007094516768120229,
"m": 0.9600039124488831
},
{
"p": 0.09478818625211716,
"m": 0.8989148139953613
},
{
"p": 0.07576118409633636,
"m": 0.8907373547554016
},
{
"p": 0.12599697709083557,
"m": 0.9756117463111877
},
{
"p": 0.05078858882188797,
"m": 0.9795867204666138
},
{
"p": 0.09919117391109467,
"m": 0.8299325108528137
},
{
"p": 0.13107213377952576,
"m": 1.0
},
{
"p": 0.1260623335838318,
"m": 0.5
},
{
"p": 0.005302062723785639,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.6922152042388916,
"val_loss": 0.8348941206932068,
"acc": 71.35,
"time": 365.2272203869652,
"param": [
{
"p": 0.13331301510334015,
"m": 0.5
},
{
"p": 0.008057876490056515,
"m": 0.5
},
{
"p": 0.09934958815574646,
"m": 0.5
},
{
"p": 0.09197679907083511,
"m": 1.0
},
{
"p": 0.0006959192105568945,
"m": 0.9747793674468994
},
{
"p": 0.0006959192105568945,
"m": 0.9389793872833252
},
{
"p": 0.0009863852756097913,
"m": 0.8323947191238403
},
{
"p": 0.06723034381866455,
"m": 0.8911412954330444
},
{
"p": 0.09550631791353226,
"m": 0.9630277752876282
},
{
"p": 0.1032027080655098,
"m": 0.9989047050476074
},
{
"p": 0.09586720913648605,
"m": 0.8791499733924866
},
{
"p": 0.1687353551387787,
"m": 1.0
},
{
"p": 0.13368667662143707,
"m": 0.5
},
{
"p": 0.0006959192105568945,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 2.099949836730957,
"val_loss": 0.845585286617279,
"acc": 70.9,
"time": 352.209086692892,
"param": [
{
"p": 0.11628179252147675,
"m": 0.5
},
{
"p": 0.012067332863807678,
"m": 0.5
},
{
"p": 0.09318749606609344,
"m": 0.5
},
{
"p": 0.07077065110206604,
"m": 1.0
},
{
"p": 0.03794436529278755,
"m": 0.9500234723091125
},
{
"p": 0.013534711673855782,
"m": 0.9524059295654297
},
{
"p": 0.07555259019136429,
"m": 1.0
},
{
"p": 0.08504770696163177,
"m": 0.900938093662262
},
{
"p": 0.07695078104734421,
"m": 0.9637009501457214
},
{
"p": 0.09395695477724075,
"m": 0.9540181756019592
},
{
"p": 0.07826493680477142,
"m": 0.8979552388191223
},
{
"p": 0.10310167074203491,
"m": 1.0
},
{
"p": 0.12104623019695282,
"m": 0.5
},
{
"p": 0.022292692214250565,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.557885766029358,
"val_loss": 0.8832406401634216,
"acc": 71.37,
"time": 369.3123311100062,
"param": [
{
"p": 0.1422077715396881,
"m": 0.5
},
{
"p": 0.03595862537622452,
"m": 0.5
},
{
"p": 0.11261162161827087,
"m": 0.5
},
{
"p": 0.06158630922436714,
"m": 1.0
},
{
"p": 0.024235019460320473,
"m": 0.7988824248313904
},
{
"p": 0.0045896596275269985,
"m": 1.0
},
{
"p": 0.08958075195550919,
"m": 0.9595847725868225
},
{
"p": 0.03506368771195412,
"m": 0.8584290146827698
},
{
"p": 0.056489817798137665,
"m": 0.9656354784965515
},
{
"p": 0.13033448159694672,
"m": 0.9853207468986511
},
{
"p": 0.08559833467006683,
"m": 0.982692301273346
},
{
"p": 0.09775813668966293,
"m": 1.0
},
{
"p": 0.12329943478107452,
"m": 0.5
},
{
"p": 0.0006862639565952122,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 2.2470791339874268,
"val_loss": 0.8938674330711365,
"acc": 70.01,
"time": 361.7012094630627,
"param": [
{
"p": 0.09707463532686234,
"m": 0.5
},
{
"p": 0.000708365289028734,
"m": 0.5
},
{
"p": 0.12088862806558609,
"m": 0.5
},
{
"p": 0.07339715957641602,
"m": 1.0
},
{
"p": 0.000708365289028734,
"m": 0.8560768365859985
},
{
"p": 0.02180725894868374,
"m": 0.9534580111503601
},
{
"p": 0.0509006530046463,
"m": 0.9373036623001099
},
{
"p": 0.11009948700666428,
"m": 0.9573774933815002
},
{
"p": 0.12823615968227386,
"m": 0.8913993239402771
},
{
"p": 0.07744153589010239,
"m": 0.9385606646537781
},
{
"p": 0.08609595894813538,
"m": 0.9417645335197449
},
{
"p": 0.10375414043664932,
"m": 1.0
},
{
"p": 0.1281793862581253,
"m": 0.5
},
{
"p": 0.000708365289028734,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 2.0237412452697754,
"val_loss": 0.9058665633201599,
"acc": 70.69,
"time": 362.203872548067,
"param": [
{
"p": 0.055566541850566864,
"m": 0.5
},
{
"p": 0.005121169146150351,
"m": 0.5
},
{
"p": 0.11910369992256165,
"m": 0.5
},
{
"p": 0.05525537207722664,
"m": 1.0
},
{
"p": 0.025932079181075096,
"m": 0.9544035792350769
},
{
"p": 0.014871944673359394,
"m": 0.995280921459198
},
{
"p": 0.12206471711397171,
"m": 0.9768853783607483
},
{
"p": 0.10433991253376007,
"m": 0.9976990818977356
},
{
"p": 0.11481702327728271,
"m": 0.8803092837333679
},
{
"p": 0.10128802061080933,
"m": 1.0
},
{
"p": 0.10758137702941895,
"m": 0.8557864427566528
},
{
"p": 0.10062314569950104,
"m": 0.993187665939331
},
{
"p": 0.07233276963233948,
"m": 0.5
},
{
"p": 0.001102142152376473,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.907737135887146,
"val_loss": 0.7863742709159851,
"acc": 71.55,
"time": 363.42381795996334,
"param": [
{
"p": 0.1019710823893547,
"m": 0.5
},
{
"p": 0.0007121434900909662,
"m": 0.5
},
{
"p": 0.12083156406879425,
"m": 0.5
},
{
"p": 0.07678528875112534,
"m": 0.9377349615097046
},
{
"p": 0.0007121434900909662,
"m": 0.8156626224517822
},
{
"p": 0.01789693906903267,
"m": 0.9818029403686523
},
{
"p": 0.073945552110672,
"m": 0.9135254621505737
},
{
"p": 0.09336647391319275,
"m": 0.9276536703109741
},
{
"p": 0.12683311104774475,
"m": 0.9648711085319519
},
{
"p": 0.06473568081855774,
"m": 1.0
},
{
"p": 0.11682336777448654,
"m": 0.87723708152771
},
{
"p": 0.09720227867364883,
"m": 1.0
},
{
"p": 0.10747218132019043,
"m": 0.5
},
{
"p": 0.0007121434900909662,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.7533278465270996,
"val_loss": 0.7020402550697327,
"acc": 70.54,
"time": 365.8789314699825,
"param": [
{
"p": 0.10205338895320892,
"m": 0.5
},
{
"p": 0.007571729831397533,
"m": 0.5
},
{
"p": 0.10056731104850769,
"m": 0.5
},
{
"p": 0.09014270454645157,
"m": 0.9993395805358887
},
{
"p": 0.0007040066993795335,
"m": 0.8243169188499451
},
{
"p": 0.019211290404200554,
"m": 0.9787847399711609
},
{
"p": 0.08472631126642227,
"m": 0.7695993185043335
},
{
"p": 0.06998129189014435,
"m": 0.8088228106498718
},
{
"p": 0.05736179277300835,
"m": 0.9146853685379028
},
{
"p": 0.12541340291500092,
"m": 0.9396601319313049
},
{
"p": 0.10039663314819336,
"m": 0.9867100119590759
},
{
"p": 0.10061566531658173,
"m": 1.0
},
{
"p": 0.10945048928260803,
"m": 0.5
},
{
"p": 0.03180398419499397,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 2.1415116786956787,
"val_loss": 0.8771274089813232,
"acc": 70.67,
"time": 361.7160489789676,
"param": [
{
"p": 0.11913062632083893,
"m": 0.5
},
{
"p": 0.011112355627119541,
"m": 0.5
},
{
"p": 0.08276340365409851,
"m": 0.5
},
{
"p": 0.057610321789979935,
"m": 0.9598735570907593
},
{
"p": 0.028270550072193146,
"m": 0.8647655248641968
},
{
"p": 0.0030803901609033346,
"m": 0.9763154983520508
},
{
"p": 0.10774447023868561,
"m": 0.7974830865859985
},
{
"p": 0.07771506160497665,
"m": 0.8092609643936157
},
{
"p": 0.12477831542491913,
"m": 0.8983142971992493
},
{
"p": 0.09218303114175797,
"m": 0.9863190650939941
},
{
"p": 0.0810232013463974,
"m": 0.9990557432174683
},
{
"p": 0.09344372153282166,
"m": 1.0
},
{
"p": 0.08489770442247391,
"m": 0.5
},
{
"p": 0.03624687343835831,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.7303805351257324,
"val_loss": 0.8385168313980103,
"acc": 70.94,
"time": 373.8449531759834,
"param": [
{
"p": 0.12330800294876099,
"m": 0.5
},
{
"p": 0.037917111068964005,
"m": 0.5
},
{
"p": 0.11302189528942108,
"m": 0.5
},
{
"p": 0.08350060880184174,
"m": 0.9991607069969177
},
{
"p": 0.023425256833434105,
"m": 0.9317297339439392
},
{
"p": 0.0006922117900103331,
"m": 1.0
},
{
"p": 0.09465690702199936,
"m": 0.7589644193649292
},
{
"p": 0.0879729837179184,
"m": 0.7803905010223389
},
{
"p": 0.0792108029127121,
"m": 0.884584367275238
},
{
"p": 0.0850427970290184,
"m": 0.9315979480743408
},
{
"p": 0.07534175366163254,
"m": 1.0
},
{
"p": 0.09251482784748077,
"m": 1.0
},
{
"p": 0.0783548578619957,
"m": 0.5
},
{
"p": 0.025039980188012123,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.7586865425109863,
"val_loss": 0.8571170568466187,
"acc": 71.01,
"time": 370.0795342529891,
"param": [
{
"p": 0.12047529220581055,
"m": 0.5
},
{
"p": 0.00983855128288269,
"m": 0.5
},
{
"p": 0.10896162688732147,
"m": 0.5
},
{
"p": 0.0588635690510273,
"m": 0.9984931349754333
},
{
"p": 0.009315945208072662,
"m": 0.8396810293197632
},
{
"p": 0.0007120301597751677,
"m": 1.0
},
{
"p": 0.07528477162122726,
"m": 0.9361128211021423
},
{
"p": 0.10763301700353622,
"m": 0.8182639479637146
},
{
"p": 0.11478713899850845,
"m": 0.8787105083465576
},
{
"p": 0.07977889478206635,
"m": 0.998445987701416
},
{
"p": 0.07698572427034378,
"m": 0.9744832515716553
},
{
"p": 0.11964891105890274,
"m": 1.0
},
{
"p": 0.1012958437204361,
"m": 0.5
},
{
"p": 0.016418633982539177,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.7469362020492554,
"val_loss": 0.8177797198295593,
"acc": 71.51,
"time": 364.82249354198575,
"param": [
{
"p": 0.07875364273786545,
"m": 0.5
},
{
"p": 0.0007097187917679548,
"m": 0.5
},
{
"p": 0.12242239713668823,
"m": 0.5
},
{
"p": 0.1118195652961731,
"m": 0.9930238127708435
},
{
"p": 0.017687899991869926,
"m": 0.9094122052192688
},
{
"p": 0.0007097187917679548,
"m": 1.0
},
{
"p": 0.08082292228937149,
"m": 1.0
},
{
"p": 0.06351553648710251,
"m": 0.8281957507133484
},
{
"p": 0.09867533296346664,
"m": 0.8741052150726318
},
{
"p": 0.11076641082763672,
"m": 1.0
},
{
"p": 0.10974112898111343,
"m": 0.9471327066421509
},
{
"p": 0.08903064578771591,
"m": 1.0
},
{
"p": 0.1146354079246521,
"m": 0.5
},
{
"p": 0.0007097187917679548,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 2.0006351470947266,
"val_loss": 0.8951234221458435,
"acc": 68.71,
"time": 358.63482728705276,
"param": [
{
"p": 0.10155481100082397,
"m": 0.5
},
{
"p": 0.03384803608059883,
"m": 0.5
},
{
"p": 0.09398559480905533,
"m": 0.5
},
{
"p": 0.04642234370112419,
"m": 1.0
},
{
"p": 0.047665078192949295,
"m": 0.9871653318405151
},
{
"p": 0.011733341962099075,
"m": 1.0
},
{
"p": 0.08113802969455719,
"m": 0.9301981329917908
},
{
"p": 0.09221209585666656,
"m": 0.9121382832527161
},
{
"p": 0.08617505431175232,
"m": 0.8584296703338623
},
{
"p": 0.088740274310112,
"m": 0.9913590550422668
},
{
"p": 0.09945179522037506,
"m": 0.9469784498214722
},
{
"p": 0.10280517488718033,
"m": 1.0
},
{
"p": 0.09291600435972214,
"m": 0.5
},
{
"p": 0.021352335810661316,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 2.001588821411133,
"val_loss": 0.784561276435852,
"acc": 71.7,
"time": 351.6815747040091,
"param": [
{
"p": 0.10554938018321991,
"m": 0.5
},
{
"p": 0.015085414052009583,
"m": 0.5
},
{
"p": 0.09435869753360748,
"m": 0.5
},
{
"p": 0.08079876750707626,
"m": 0.961598813533783
},
{
"p": 0.021154165267944336,
"m": 0.7765346169471741
},
{
"p": 0.02477511391043663,
"m": 0.9781532287597656
},
{
"p": 0.08298857510089874,
"m": 0.8432234525680542
},
{
"p": 0.0950053334236145,
"m": 0.9433486461639404
},
{
"p": 0.09072109311819077,
"m": 0.8808872103691101
},
{
"p": 0.11196427047252655,
"m": 0.9799580574035645
},
{
"p": 0.10773293673992157,
"m": 0.9986894726753235
},
{
"p": 0.09431914240121841,
"m": 1.0
},
{
"p": 0.07485862076282501,
"m": 0.5
},
{
"p": 0.0006884693866595626,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.936564564704895,
"val_loss": 0.7695686221122742,
"acc": 71.41,
"time": 354.46029847406317,
"param": [
{
"p": 0.1329226791858673,
"m": 0.5
},
{
"p": 0.0024694076273590326,
"m": 0.5
},
{
"p": 0.07249448448419571,
"m": 0.5
},
{
"p": 0.053424764424562454,
"m": 0.9989044070243835
},
{
"p": 0.01770610921084881,
"m": 0.7337387204170227
},
{
"p": 0.017538191750645638,
"m": 0.9996063113212585
},
{
"p": 0.04803435876965523,
"m": 0.7413360476493835
},
{
"p": 0.08153035491704941,
"m": 0.9821602702140808
},
{
"p": 0.08289802074432373,
"m": 0.9538360834121704
},
{
"p": 0.12150037288665771,
"m": 1.0
},
{
"p": 0.11521093547344208,
"m": 0.9547424912452698
},
{
"p": 0.12638193368911743,
"m": 1.0
},
{
"p": 0.1257137656211853,
"m": 0.5
},
{
"p": 0.0021746300626546144,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.930856466293335,
"val_loss": 0.8863463401794434,
"acc": 71.37,
"time": 366.8566640119534,
"param": [
{
"p": 0.10892995446920395,
"m": 0.5
},
{
"p": 0.023938482627272606,
"m": 0.5
},
{
"p": 0.08869268000125885,
"m": 0.5
},
{
"p": 0.07211430370807648,
"m": 0.9366963505744934
},
{
"p": 0.04288248345255852,
"m": 0.7572395205497742
},
{
"p": 0.00931523833423853,
"m": 0.9843735694885254
},
{
"p": 0.08600866794586182,
"m": 0.7533143758773804
},
{
"p": 0.05223730206489563,
"m": 1.0
},
{
"p": 0.09409184753894806,
"m": 0.9573193788528442
},
{
"p": 0.09432145953178406,
"m": 0.9852376580238342
},
{
"p": 0.09893204271793365,
"m": 0.9261700510978699
},
{
"p": 0.08453477174043655,
"m": 1.0
},
{
"p": 0.1011643186211586,
"m": 0.5
},
{
"p": 0.04283653944730759,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.6376292705535889,
"val_loss": 0.663885235786438,
"acc": 71.64,
"time": 352.39617032697424,
"param": [
{
"p": 0.12209761887788773,
"m": 0.5
},
{
"p": 0.0007168385782279074,
"m": 0.5
},
{
"p": 0.10995672643184662,
"m": 0.5
},
{
"p": 0.09195560216903687,
"m": 0.997614324092865
},
{
"p": 0.021608993411064148,
"m": 0.5933846831321716
},
{
"p": 0.0007168385782279074,
"m": 0.932292640209198
},
{
"p": 0.10379955172538757,
"m": 0.8170830607414246
},
{
"p": 0.08784535527229309,
"m": 0.9480656385421753
},
{
"p": 0.045292407274246216,
"m": 0.9572383761405945
},
{
"p": 0.10975778847932816,
"m": 1.0
},
{
"p": 0.10456223785877228,
"m": 0.8979483246803284
},
{
"p": 0.08242291957139969,
"m": 1.0
},
{
"p": 0.11855032294988632,
"m": 0.5
},
{
"p": 0.0007168385782279074,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.699501395225525,
"val_loss": 0.8197671175003052,
"acc": 71.71,
"time": 357.129043043009,
"param": [
{
"p": 0.11506480723619461,
"m": 0.5
},
{
"p": 0.0007087151752784848,
"m": 0.5
},
{
"p": 0.07439431548118591,
"m": 0.5
},
{
"p": 0.09175441414117813,
"m": 0.9824049472808838
},
{
"p": 0.0038101868703961372,
"m": 0.686068058013916
},
{
"p": 0.010557548142969608,
"m": 0.7248058915138245
},
{
"p": 0.06735768914222717,
"m": 0.7160146236419678
},
{
"p": 0.09791231900453568,
"m": 0.932724118232727
},
{
"p": 0.09788816422224045,
"m": 0.9104803800582886
},
{
"p": 0.10058295726776123,
"m": 0.9917353987693787
},
{
"p": 0.08906081318855286,
"m": 0.7998611927032471
},
{
"p": 0.10764635354280472,
"m": 1.0
},
{
"p": 0.12408246099948883,
"m": 0.5
},
{
"p": 0.019179170951247215,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.7119337320327759,
"val_loss": 0.7722236514091492,
"acc": 71.59,
"time": 358.71030944399536,
"param": [
{
"p": 0.12518396973609924,
"m": 0.5
},
{
"p": 0.0007259515696205199,
"m": 0.5
},
{
"p": 0.11408735811710358,
"m": 0.5
},
{
"p": 0.09273356199264526,
"m": 0.938010573387146
},
{
"p": 0.013209240511059761,
"m": 0.7383667230606079
},
{
"p": 0.016285356134176254,
"m": 0.7576599717140198
},
{
"p": 0.10288598388433456,
"m": 0.8288185000419617
},
{
"p": 0.06861704587936401,
"m": 0.9610488414764404
},
{
"p": 0.08475662767887115,
"m": 0.9966571927070618
},
{
"p": 0.11006742715835571,
"m": 0.9815854430198669
},
{
"p": 0.0821298360824585,
"m": 0.9404340386390686
},
{
"p": 0.04774530604481697,
"m": 1.0
},
{
"p": 0.14084643125534058,
"m": 0.5
},
{
"p": 0.0007259515696205199,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.8552459478378296,
"val_loss": 0.7480067610740662,
"acc": 71.27,
"time": 360.1922543180408,
"param": [
{
"p": 0.10220453143119812,
"m": 0.5
},
{
"p": 0.0006991024129092693,
"m": 0.5
},
{
"p": 0.10950995981693268,
"m": 0.5
},
{
"p": 0.09106995165348053,
"m": 0.9976094365119934
},
{
"p": 0.026140250265598297,
"m": 0.7950760722160339
},
{
"p": 0.0006991024129092693,
"m": 0.8803500533103943
},
{
"p": 0.0571434386074543,
"m": 0.8054413795471191
},
{
"p": 0.0968480035662651,
"m": 0.9137827157974243
},
{
"p": 0.12805169820785522,
"m": 0.9266887307167053
},
{
"p": 0.08136676996946335,
"m": 1.0
},
{
"p": 0.08094316720962524,
"m": 0.9899560213088989
},
{
"p": 0.09041890501976013,
"m": 1.0
},
{
"p": 0.12788528203964233,
"m": 0.5
},
{
"p": 0.00701992167159915,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.6928657293319702,
"val_loss": 0.807708740234375,
"acc": 72.08,
"time": 370.9067692969693,
"param": [
{
"p": 0.09012630581855774,
"m": 0.5
},
{
"p": 0.0007162020192481577,
"m": 0.5
},
{
"p": 0.10858986526727676,
"m": 0.5
},
{
"p": 0.08555437624454498,
"m": 1.0
},
{
"p": 0.0033682845532894135,
"m": 0.9287426471710205
},
{
"p": 0.024181649088859558,
"m": 0.7555856108665466
},
{
"p": 0.08262611925601959,
"m": 0.840061604976654
},
{
"p": 0.08108054101467133,
"m": 0.9489387273788452
},
{
"p": 0.11940428614616394,
"m": 0.8696691989898682
},
{
"p": 0.09688849002122879,
"m": 0.9870119094848633
},
{
"p": 0.07844755798578262,
"m": 0.9983797669410706
},
{
"p": 0.09595192223787308,
"m": 1.0
},
{
"p": 0.1323481798171997,
"m": 0.5
},
{
"p": 0.0007162020192481577,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 2.0408482551574707,
"val_loss": 0.7449032068252563,
"acc": 71.75,
"time": 365.2517698990414,
"param": [
{
"p": 0.11703922599554062,
"m": 0.5
},
{
"p": 0.02299407869577408,
"m": 0.5
},
{
"p": 0.0751914232969284,
"m": 0.5
},
{
"p": 0.07107751816511154,
"m": 1.0
},
{
"p": 0.0463339164853096,
"m": 0.9466071724891663
},
{
"p": 0.00448246207088232,
"m": 0.907432496547699
},
{
"p": 0.07603367418050766,
"m": 0.9364109039306641
},
{
"p": 0.0768716037273407,
"m": 0.9690166115760803
},
{
"p": 0.1175401359796524,
"m": 0.797637403011322
},
{
"p": 0.1008094921708107,
"m": 1.0
},
{
"p": 0.10568323731422424,
"m": 0.8883798122406006
},
{
"p": 0.07958345115184784,
"m": 1.0
},
{
"p": 0.09998535364866257,
"m": 0.5
},
{
"p": 0.006374451797455549,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.5644302368164062,
"val_loss": 0.8752519488334656,
"acc": 71.03,
"time": 356.2602481120266,
"param": [
{
"p": 0.11153872311115265,
"m": 0.5
},
{
"p": 0.033153802156448364,
"m": 0.5
},
{
"p": 0.08617202937602997,
"m": 0.5
},
{
"p": 0.10918575525283813,
"m": 1.0
},
{
"p": 0.00939407292753458,
"m": 0.9904819130897522
},
{
"p": 0.015521032735705376,
"m": 0.8741900324821472
},
{
"p": 0.0973694697022438,
"m": 0.9863291382789612
},
{
"p": 0.046860307455062866,
"m": 1.0
},
{
"p": 0.11621410399675369,
"m": 0.8049486875534058
},
{
"p": 0.08276107162237167,
"m": 0.9698541760444641
},
{
"p": 0.10656966269016266,
"m": 0.884811282157898
},
{
"p": 0.08951307833194733,
"m": 1.0
},
{
"p": 0.08878450095653534,
"m": 0.5
},
{
"p": 0.006962440442293882,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.917623519897461,
"val_loss": 0.8245227336883545,
"acc": 70.74,
"time": 373.26938173989765,
"param": [
{
"p": 0.07548562437295914,
"m": 0.5
},
{
"p": 0.0010587874567136168,
"m": 0.5
},
{
"p": 0.09822791069746017,
"m": 0.5
},
{
"p": 0.10689210891723633,
"m": 0.986813485622406
},
{
"p": 0.020408891141414642,
"m": 0.9763737916946411
},
{
"p": 0.02338450588285923,
"m": 0.908197820186615
},
{
"p": 0.10028930008411407,
"m": 0.9997339248657227
},
{
"p": 0.05737694352865219,
"m": 0.983441948890686
},
{
"p": 0.05187700316309929,
"m": 0.829724907875061
},
{
"p": 0.10457058250904083,
"m": 1.0
},
{
"p": 0.10276805609464645,
"m": 0.9971733093261719
},
{
"p": 0.1465328484773636,
"m": 0.9803791046142578
},
{
"p": 0.10866217315196991,
"m": 0.5
},
{
"p": 0.0024653112050145864,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.7322256565093994,
"val_loss": 0.7893368601799011,
"acc": 71.35,
"time": 352.10441232996527,
"param": [
{
"p": 0.09973407536745071,
"m": 0.5
},
{
"p": 0.026114806532859802,
"m": 0.5
},
{
"p": 0.09045478701591492,
"m": 0.5
},
{
"p": 0.07601520419120789,
"m": 0.9001683592796326
},
{
"p": 0.01793617382645607,
"m": 0.9219005107879639
},
{
"p": 0.0006894973921589553,
"m": 0.9608604311943054
},
{
"p": 0.06423816084861755,
"m": 0.979195773601532
},
{
"p": 0.08093871176242828,
"m": 0.9805039167404175
},
{
"p": 0.1075110137462616,
"m": 0.9149687886238098
},
{
"p": 0.07212412357330322,
"m": 0.9831059575080872
},
{
"p": 0.07342410832643509,
"m": 0.8611403107643127
},
{
"p": 0.11697452515363693,
"m": 1.0
},
{
"p": 0.12647581100463867,
"m": 0.5
},
{
"p": 0.047369010746479034,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.7260304689407349,
"val_loss": 0.8814727663993835,
"acc": 71.51,
"time": 358.4069323869189,
"param": [
{
"p": 0.12587730586528778,
"m": 0.5
},
{
"p": 0.0007080078939907253,
"m": 0.5
},
{
"p": 0.12136576324701309,
"m": 0.5
},
{
"p": 0.07400751858949661,
"m": 0.9662664532661438
},
{
"p": 0.0007080078939907253,
"m": 0.891455888748169
},
{
"p": 0.0007080078939907253,
"m": 0.9936360716819763
},
{
"p": 0.0945775955915451,
"m": 0.9451921582221985
},
{
"p": 0.08003053069114685,
"m": 0.9391483664512634
},
{
"p": 0.062123432755470276,
"m": 0.8599846363067627
},
{
"p": 0.08484672009944916,
"m": 1.0
},
{
"p": 0.09680067002773285,
"m": 0.9275068044662476
},
{
"p": 0.1006377786397934,
"m": 1.0
},
{
"p": 0.15535478293895721,
"m": 0.5
},
{
"p": 0.0022538930643349886,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.9484281539916992,
"val_loss": 0.8343333005905151,
"acc": 72.54,
"time": 344.342289060005,
"param": [
{
"p": 0.13036175072193146,
"m": 0.5
},
{
"p": 0.022657297551631927,
"m": 0.5
},
{
"p": 0.08877511322498322,
"m": 0.5
},
{
"p": 0.06488578766584396,
"m": 0.9577564001083374
},
{
"p": 0.03919446840882301,
"m": 0.8388992547988892
},
{
"p": 0.014457770623266697,
"m": 0.9366181492805481
},
{
"p": 0.05858264118432999,
"m": 0.8792229890823364
},
{
"p": 0.09730885177850723,
"m": 0.9726228713989258
},
{
"p": 0.1070796549320221,
"m": 0.9131500124931335
},
{
"p": 0.07780855894088745,
"m": 0.9343717098236084
},
{
"p": 0.05475025624036789,
"m": 1.0
},
{
"p": 0.12576960027217865,
"m": 1.0
},
{
"p": 0.10889103263616562,
"m": 0.5
},
{
"p": 0.009477190673351288,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.725438117980957,
"val_loss": 0.769503116607666,
"acc": 72.1,
"time": 352.2268056620378,
"param": [
{
"p": 0.10211926698684692,
"m": 0.5
},
{
"p": 0.013106522150337696,
"m": 0.5
},
{
"p": 0.06823034584522247,
"m": 0.5
},
{
"p": 0.043587297201156616,
"m": 0.9997833371162415
},
{
"p": 0.0509520098567009,
"m": 0.6471982598304749
},
{
"p": 0.04815554991364479,
"m": 0.9366414546966553
},
{
"p": 0.08557756245136261,
"m": 0.8413345217704773
},
{
"p": 0.06836731731891632,
"m": 0.9599100351333618
},
{
"p": 0.09370982646942139,
"m": 1.0
},
{
"p": 0.0890229120850563,
"m": 1.0
},
{
"p": 0.11201957613229752,
"m": 0.9765373468399048
},
{
"p": 0.09556056559085846,
"m": 1.0
},
{
"p": 0.10436076670885086,
"m": 0.5
},
{
"p": 0.025230584666132927,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.7306658029556274,
"val_loss": 0.8218714594841003,
"acc": 71.42,
"time": 362.0475939880125,
"param": [
{
"p": 0.09605647623538971,
"m": 0.5
},
{
"p": 0.024368910118937492,
"m": 0.5
},
{
"p": 0.06832601875066757,
"m": 0.5
},
{
"p": 0.0906599909067154,
"m": 1.0
},
{
"p": 0.058776624500751495,
"m": 0.6105644702911377
},
{
"p": 0.0171849112957716,
"m": 0.9481890797615051
},
{
"p": 0.06951916962862015,
"m": 0.8431676626205444
},
{
"p": 0.07685024291276932,
"m": 0.9811950922012329
},
{
"p": 0.08553081750869751,
"m": 0.9921214580535889
},
{
"p": 0.10243523865938187,
"m": 1.0
},
{
"p": 0.07861343026161194,
"m": 0.8718735575675964
},
{
"p": 0.10127723217010498,
"m": 0.9939490556716919
},
{
"p": 0.1295880377292633,
"m": 0.5
},
{
"p": 0.0008128552581183612,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.7179298400878906,
"val_loss": 0.8046069145202637,
"acc": 71.87,
"time": 368.6598002630053,
"param": [
{
"p": 0.12536409497261047,
"m": 0.5
},
{
"p": 0.0007183883571997285,
"m": 0.5
},
{
"p": 0.08475493639707565,
"m": 0.5
},
{
"p": 0.09066115319728851,
"m": 1.0
},
{
"p": 0.047177888453006744,
"m": 0.5388545393943787
},
{
"p": 0.0007183883571997285,
"m": 0.9674206972122192
},
{
"p": 0.10763026028871536,
"m": 0.9337984919548035
},
{
"p": 0.08868858218193054,
"m": 0.964616596698761
},
{
"p": 0.09598591178655624,
"m": 0.9667622447013855
},
{
"p": 0.09295792132616043,
"m": 0.9680672883987427
},
{
"p": 0.08678942918777466,
"m": 0.9441367387771606
},
{
"p": 0.035027872771024704,
"m": 1.0
},
{
"p": 0.13778817653656006,
"m": 0.5
},
{
"p": 0.005736993160098791,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.399570345878601,
"val_loss": 0.7848392128944397,
"acc": 71.83,
"time": 359.39727667800616,
"param": [
{
"p": 0.10375259816646576,
"m": 0.5
},
{
"p": 0.0010962680680677295,
"m": 0.5
},
{
"p": 0.08589280396699905,
"m": 0.5
},
{
"p": 0.07059863209724426,
"m": 0.8835742473602295
},
{
"p": 0.050986435264348984,
"m": 0.37499096989631653
},
{
"p": 0.0028126100078225136,
"m": 1.0
},
{
"p": 0.07614215463399887,
"m": 0.9895248413085938
},
{
"p": 0.06776255369186401,
"m": 0.9012844562530518
},
{
"p": 0.08775509148836136,
"m": 0.9232457280158997
},
{
"p": 0.08631951361894608,
"m": 0.881885290145874
},
{
"p": 0.1106470376253128,
"m": 0.9751932621002197
},
{
"p": 0.11677300184965134,
"m": 1.0
},
{
"p": 0.13876989483833313,
"m": 0.5
},
{
"p": 0.000691440247464925,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.7844024896621704,
"val_loss": 0.8476904034614563,
"acc": 71.25,
"time": 364.0426143199438,
"param": [
{
"p": 0.07318571209907532,
"m": 0.5
},
{
"p": 0.006748668383806944,
"m": 0.5
},
{
"p": 0.11103880405426025,
"m": 0.5
},
{
"p": 0.06439879536628723,
"m": 0.9123339653015137
},
{
"p": 0.08611886948347092,
"m": 0.4375162422657013
},
{
"p": 0.040057118982076645,
"m": 0.9973831176757812
},
{
"p": 0.09371674805879593,
"m": 1.0
},
{
"p": 0.07901155203580856,
"m": 1.0
},
{
"p": 0.08903850615024567,
"m": 0.9833154082298279
},
{
"p": 0.08006080985069275,
"m": 0.9654002785682678
},
{
"p": 0.0682421624660492,
"m": 0.8923899531364441
},
{
"p": 0.07534437626600266,
"m": 1.0
},
{
"p": 0.12326675653457642,
"m": 0.5
},
{
"p": 0.009771156124770641,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 2.0371627807617188,
"val_loss": 0.9107325673103333,
"acc": 71.66,
"time": 351.8123943879036,
"param": [
{
"p": 0.14286813139915466,
"m": 0.5
},
{
"p": 0.014296533539891243,
"m": 0.5
},
{
"p": 0.09550654888153076,
"m": 0.5
},
{
"p": 0.09221512824296951,
"m": 0.9449838399887085
},
{
"p": 0.0183397363871336,
"m": 0.415068656206131
},
{
"p": 0.0006987634114921093,
"m": 0.9722777009010315
},
{
"p": 0.08409522473812103,
"m": 0.9971135854721069
},
{
"p": 0.089032381772995,
"m": 0.9541005492210388
},
{
"p": 0.08653707802295685,
"m": 0.996351957321167
},
{
"p": 0.1049627736210823,
"m": 0.9927350282669067
},
{
"p": 0.059218183159828186,
"m": 0.9998118877410889
},
{
"p": 0.11714375764131546,
"m": 1.0
},
{
"p": 0.09438697248697281,
"m": 0.5
},
{
"p": 0.0006987634114921093,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.7460682392120361,
"val_loss": 0.7308377623558044,
"acc": 70.48,
"time": 363.80197859404143,
"param": [
{
"p": 0.09487234055995941,
"m": 0.5
},
{
"p": 0.060419850051403046,
"m": 0.5
},
{
"p": 0.08340516686439514,
"m": 0.5
},
{
"p": 0.05063001438975334,
"m": 0.9854082465171814
},
{
"p": 0.04717022180557251,
"m": 0.3346303403377533
},
{
"p": 0.026812225580215454,
"m": 1.0
},
{
"p": 0.08593489229679108,
"m": 0.977246105670929
},
{
"p": 0.08186113089323044,
"m": 0.9851623773574829
},
{
"p": 0.09249591082334518,
"m": 0.8983514904975891
},
{
"p": 0.08259070664644241,
"m": 0.9287790060043335
},
{
"p": 0.07416606694459915,
"m": 0.9736342430114746
},
{
"p": 0.08631329983472824,
"m": 1.0
},
{
"p": 0.11493279039859772,
"m": 0.5
},
{
"p": 0.018395360559225082,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.5362299680709839,
"val_loss": 0.7630852460861206,
"acc": 71.48,
"time": 365.0279706090223,
"param": [
{
"p": 0.12909498810768127,
"m": 0.5
},
{
"p": 0.013528476469218731,
"m": 0.5
},
{
"p": 0.09581366926431656,
"m": 0.5
},
{
"p": 0.0797065794467926,
"m": 0.9328857064247131
},
{
"p": 0.06347241252660751,
"m": 0.31643784046173096
},
{
"p": 0.010921085253357887,
"m": 0.9487769603729248
},
{
"p": 0.09076130390167236,
"m": 0.9755098819732666
},
{
"p": 0.06847809255123138,
"m": 0.9365942478179932
},
{
"p": 0.04952951893210411,
"m": 0.8752700090408325
},
{
"p": 0.10423354059457779,
"m": 0.9712543487548828
},
{
"p": 0.07357390224933624,
"m": 0.9046892523765564
},
{
"p": 0.08442915976047516,
"m": 1.0
},
{
"p": 0.1265832632780075,
"m": 0.5
},
{
"p": 0.00987397413700819,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.711158037185669,
"val_loss": 0.7497958540916443,
"acc": 71.83,
"time": 365.6084321580129,
"param": [
{
"p": 0.1352938413619995,
"m": 0.5
},
{
"p": 0.007661641109734774,
"m": 0.5
},
{
"p": 0.09664887189865112,
"m": 0.5
},
{
"p": 0.061542898416519165,
"m": 1.0
},
{
"p": 0.04335793852806091,
"m": 0.34235879778862
},
{
"p": 0.011977292597293854,
"m": 0.991894006729126
},
{
"p": 0.032228875905275345,
"m": 0.9966334104537964
},
{
"p": 0.08730388432741165,
"m": 0.9720221757888794
},
{
"p": 0.06055241823196411,
"m": 0.9024607539176941
},
{
"p": 0.12266337871551514,
"m": 0.9358468651771545
},
{
"p": 0.13127809762954712,
"m": 0.9612358212471008
},
{
"p": 0.08932173252105713,
"m": 1.0
},
{
"p": 0.11933571100234985,
"m": 0.5
},
{
"p": 0.0008333780569955707,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.5341006517410278,
"val_loss": 0.8214529156684875,
"acc": 72.19,
"time": 370.22543427697383,
"param": [
{
"p": 0.09365016222000122,
"m": 0.5
},
{
"p": 0.03307551518082619,
"m": 0.5
},
{
"p": 0.08994261175394058,
"m": 0.5
},
{
"p": 0.08192389458417892,
"m": 0.9462295770645142
},
{
"p": 0.07571832835674286,
"m": 0.1947043091058731
},
{
"p": 0.014735592529177666,
"m": 0.9930599927902222
},
{
"p": 0.07738910615444183,
"m": 0.9731268286705017
},
{
"p": 0.07331733405590057,
"m": 0.9092066287994385
},
{
"p": 0.10332181304693222,
"m": 0.8624458312988281
},
{
"p": 0.0797136053442955,
"m": 0.9986682534217834
},
{
"p": 0.07097596675157547,
"m": 0.9697052836418152
},
{
"p": 0.09631738066673279,
"m": 1.0
},
{
"p": 0.0798540934920311,
"m": 0.5
},
{
"p": 0.030064508318901062,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.9563204050064087,
"val_loss": 0.9083699584007263,
"acc": 72.45,
"time": 355.5014578650007,
"param": [
{
"p": 0.0958624854683876,
"m": 0.5
},
{
"p": 0.015778986737132072,
"m": 0.5
},
{
"p": 0.12645180523395538,
"m": 0.5
},
{
"p": 0.08052942156791687,
"m": 0.9858717322349548
},
{
"p": 0.04306204244494438,
"m": 0.24098829925060272
},
{
"p": 0.0009653795277699828,
"m": 0.9615603089332581
},
{
"p": 0.08021055907011032,
"m": 0.9816036224365234
},
{
"p": 0.012044967152178288,
"m": 0.8506569862365723
},
{
"p": 0.0991789773106575,
"m": 0.7849575877189636
},
{
"p": 0.06911150366067886,
"m": 1.0
},
{
"p": 0.1106031984090805,
"m": 0.86639004945755
},
{
"p": 0.0892924815416336,
"m": 1.0
},
{
"p": 0.1301172971725464,
"m": 0.5
},
{
"p": 0.046790868043899536,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.915616750717163,
"val_loss": 0.792850911617279,
"acc": 72.13,
"time": 353.4251132440986,
"param": [
{
"p": 0.10655653476715088,
"m": 0.5
},
{
"p": 0.0228385291993618,
"m": 0.5
},
{
"p": 0.10191832482814789,
"m": 0.5
},
{
"p": 0.08022148162126541,
"m": 0.8991971611976624
},
{
"p": 0.07149417698383331,
"m": 0.18540668487548828
},
{
"p": 0.005526696797460318,
"m": 0.9340469837188721
},
{
"p": 0.03027208521962166,
"m": 0.9997620582580566
},
{
"p": 0.06809599697589874,
"m": 0.8591505289077759
},
{
"p": 0.09807344526052475,
"m": 0.7570996284484863
},
{
"p": 0.10018369555473328,
"m": 1.0
},
{
"p": 0.03855012357234955,
"m": 0.7729613780975342
},
{
"p": 0.1119883731007576,
"m": 1.0
},
{
"p": 0.1066172793507576,
"m": 0.5
},
{
"p": 0.05766328424215317,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.4535189867019653,
"val_loss": 0.7687762975692749,
"acc": 71.84,
"time": 357.6995835429989,
"param": [
{
"p": 0.12021351605653763,
"m": 0.5
},
{
"p": 0.05021197348833084,
"m": 0.5
},
{
"p": 0.08285568654537201,
"m": 0.5
},
{
"p": 0.02917647175490856,
"m": 0.9269142150878906
},
{
"p": 0.06920340657234192,
"m": 0.17714308202266693
},
{
"p": 0.019762955605983734,
"m": 0.9127572774887085
},
{
"p": 0.0861789882183075,
"m": 1.0
},
{
"p": 0.06655877828598022,
"m": 0.6998799443244934
},
{
"p": 0.08047101646661758,
"m": 0.8999255299568176
},
{
"p": 0.09531807154417038,
"m": 0.9703559875488281
},
{
"p": 0.0655980259180069,
"m": 0.8947895765304565
},
{
"p": 0.09720366448163986,
"m": 0.9973708391189575
},
{
"p": 0.11959397047758102,
"m": 0.5
},
{
"p": 0.01765349507331848,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.6617897748947144,
"val_loss": 0.7364681959152222,
"acc": 70.9,
"time": 346.7316025689943,
"param": [
{
"p": 0.0848315879702568,
"m": 0.5
},
{
"p": 0.020727507770061493,
"m": 0.5
},
{
"p": 0.0912611186504364,
"m": 0.5
},
{
"p": 0.08675240725278854,
"m": 0.889788031578064
},
{
"p": 0.059555888175964355,
"m": 0.1736140251159668
},
{
"p": 0.016082214191555977,
"m": 0.944586992263794
},
{
"p": 0.07424820214509964,
"m": 0.9772596955299377
},
{
"p": 0.07053343951702118,
"m": 0.8127961754798889
},
{
"p": 0.1057734414935112,
"m": 0.9929412007331848
},
{
"p": 0.08892287313938141,
"m": 0.9960356950759888
},
{
"p": 0.09160389006137848,
"m": 1.0
},
{
"p": 0.11482299864292145,
"m": 1.0
},
{
"p": 0.09418368339538574,
"m": 0.5
},
{
"p": 0.0007007844978943467,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 1.604189157485962,
"val_loss": 0.7625314593315125,
"acc": 72.57,
"time": 346.8663869599113,
"param": [
{
"p": 0.10531632602214813,
"m": 0.5
},
{
"p": 0.0050911493599414825,
"m": 0.5
},
{
"p": 0.09051022678613663,
"m": 0.5
},
{
"p": 0.06492640823125839,
"m": 0.8614951372146606
},
{
"p": 0.07162968814373016,
"m": 0.10379260778427124
},
{
"p": 0.0064056310802698135,
"m": 0.8395237326622009
},
{
"p": 0.09237422049045563,
"m": 1.0
},
{
"p": 0.07482551783323288,
"m": 0.9274135828018188
},
{
"p": 0.08555743843317032,
"m": 0.9671856760978699
},
{
"p": 0.0850876048207283,
"m": 0.9891259074211121
},
{
"p": 0.0831679105758667,
"m": 0.9924167394638062
},
{
"p": 0.09383639693260193,
"m": 1.0
},
{
"p": 0.11461637169122696,
"m": 0.5
},
{
"p": 0.026655137538909912,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.8535466194152832,
"val_loss": 0.8794494271278381,
"acc": 71.77,
"time": 361.2090554139577,
"param": [
{
"p": 0.11177895218133926,
"m": 0.5
},
{
"p": 0.0407436341047287,
"m": 0.5
},
{
"p": 0.07377824932336807,
"m": 0.5
},
{
"p": 0.059014495462179184,
"m": 0.921722948551178
},
{
"p": 0.07083864510059357,
"m": 0.16602729260921478
},
{
"p": 0.018551873043179512,
"m": 0.9071180820465088
},
{
"p": 0.09736040234565735,
"m": 0.9924753904342651
},
{
"p": 0.07728506624698639,
"m": 0.9994608163833618
},
{
"p": 0.08083825558423996,
"m": 0.9065502285957336
},
{
"p": 0.09001284837722778,
"m": 1.0
},
{
"p": 0.06175115332007408,
"m": 0.9271979928016663
},
{
"p": 0.10293492674827576,
"m": 1.0
},
{
"p": 0.09060917049646378,
"m": 0.5
},
{
"p": 0.02450239099562168,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.8801711797714233,
"val_loss": 0.7656022906303406,
"acc": 72.87,
"time": 350.6549788520206,
"param": [
{
"p": 0.08558234572410583,
"m": 0.5
},
{
"p": 0.016185197979211807,
"m": 0.5
},
{
"p": 0.08308956772089005,
"m": 0.5
},
{
"p": 0.053168974816799164,
"m": 0.8903418779373169
},
{
"p": 0.08755312114953995,
"m": 0.2461642622947693
},
{
"p": 0.0007025963277556002,
"m": 1.0
},
{
"p": 0.09327653050422668,
"m": 0.9817109704017639
},
{
"p": 0.09997235238552094,
"m": 0.9164527654647827
},
{
"p": 0.09110193699598312,
"m": 0.9422847032546997
},
{
"p": 0.043339308351278305,
"m": 1.0
},
{
"p": 0.10173971205949783,
"m": 0.8778542280197144
},
{
"p": 0.1297488808631897,
"m": 1.0
},
{
"p": 0.11383689939975739,
"m": 0.5
},
{
"p": 0.0007025963277556002,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.6168369054794312,
"val_loss": 0.8636190295219421,
"acc": 72.37,
"time": 357.5647516939789,
"param": [
{
"p": 0.11885620653629303,
"m": 0.5
},
{
"p": 0.02150042913854122,
"m": 0.5
},
{
"p": 0.09840722382068634,
"m": 0.5
},
{
"p": 0.09069067239761353,
"m": 0.9211746454238892
},
{
"p": 0.058749787509441376,
"m": 0.2882172465324402
},
{
"p": 0.025920536369085312,
"m": 0.9570994973182678
},
{
"p": 0.07733036577701569,
"m": 0.9157220125198364
},
{
"p": 0.055954813957214355,
"m": 0.7078379392623901
},
{
"p": 0.09348662942647934,
"m": 1.0
},
{
"p": 0.06992736458778381,
"m": 0.9591574668884277
},
{
"p": 0.07885169237852097,
"m": 0.9170606732368469
},
{
"p": 0.09366575628519058,
"m": 1.0
},
{
"p": 0.08542060852050781,
"m": 0.5
},
{
"p": 0.031237896531820297,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 1.6350241899490356,
"val_loss": 0.8032044768333435,
"acc": 71.48,
"time": 340.4518682990456,
"param": [
{
"p": 0.10345964133739471,
"m": 0.5
},
{
"p": 0.05292865261435509,
"m": 0.5
},
{
"p": 0.07398506253957748,
"m": 0.5
},
{
"p": 0.06372188031673431,
"m": 0.9982225298881531
},
{
"p": 0.05621829256415367,
"m": 0.3135049045085907
},
{
"p": 0.03952350094914436,
"m": 0.8061527609825134
},
{
"p": 0.0850566029548645,
"m": 0.9933050870895386
},
{
"p": 0.057525988668203354,
"m": 0.8006753921508789
},
{
"p": 0.09172604233026505,
"m": 0.9992272853851318
},
{
"p": 0.09143903851509094,
"m": 1.0
},
{
"p": 0.0812453106045723,
"m": 1.0
},
{
"p": 0.09420239180326462,
"m": 1.0
},
{
"p": 0.07939954847097397,
"m": 0.5
},
{
"p": 0.029568057507276535,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.6993234157562256,
"val_loss": 0.8251399397850037,
"acc": 71.86,
"time": 351.4007392160129,
"param": [
{
"p": 0.12638390064239502,
"m": 0.5
},
{
"p": 0.0053550382144749165,
"m": 0.5
},
{
"p": 0.10504728555679321,
"m": 0.5
},
{
"p": 0.10358798503875732,
"m": 1.0
},
{
"p": 0.08368105441331863,
"m": 0.3975347578525543
},
{
"p": 0.035842519253492355,
"m": 0.9244892597198486
},
{
"p": 0.08410706371068954,
"m": 0.9748102426528931
},
{
"p": 0.03891213238239288,
"m": 0.8120862245559692
},
{
"p": 0.05293639376759529,
"m": 1.0
},
{
"p": 0.08376394212245941,
"m": 1.0
},
{
"p": 0.05877856910228729,
"m": 0.9861500263214111
},
{
"p": 0.08403849601745605,
"m": 1.0
},
{
"p": 0.1210782378911972,
"m": 0.5
},
{
"p": 0.016487376764416695,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.4724440574645996,
"val_loss": 0.7712152600288391,
"acc": 72.54,
"time": 355.0026466420386,
"param": [
{
"p": 0.13518941402435303,
"m": 0.5
},
{
"p": 0.04133549705147743,
"m": 0.5
},
{
"p": 0.07719367742538452,
"m": 0.5
},
{
"p": 0.07399629056453705,
"m": 0.9838661551475525
},
{
"p": 0.07392387092113495,
"m": 0.42610448598861694
},
{
"p": 0.01645039953291416,
"m": 0.8303259015083313
},
{
"p": 0.08490843325853348,
"m": 0.9791194796562195
},
{
"p": 0.07507971674203873,
"m": 0.8149704337120056
},
{
"p": 0.05210936814546585,
"m": 0.995459258556366
},
{
"p": 0.09451258927583694,
"m": 0.9959015250205994
},
{
"p": 0.09512884169816971,
"m": 0.9902005195617676
},
{
"p": 0.09372355043888092,
"m": 0.9920365214347839
},
{
"p": 0.0857495442032814,
"m": 0.5
},
{
"p": 0.0006988754030317068,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.8176846504211426,
"val_loss": 0.7897912859916687,
"acc": 71.94,
"time": 352.6905749209691,
"param": [
{
"p": 0.09734553843736649,
"m": 0.5
},
{
"p": 0.029459763318300247,
"m": 0.5
},
{
"p": 0.09026672691106796,
"m": 0.5
},
{
"p": 0.060656026005744934,
"m": 0.9863937497138977
},
{
"p": 0.05220163241028786,
"m": 0.4701099395751953
},
{
"p": 0.04656607285141945,
"m": 0.9519439935684204
},
{
"p": 0.07283817231655121,
"m": 0.9758706092834473
},
{
"p": 0.07797246426343918,
"m": 0.8119960427284241
},
{
"p": 0.09531275928020477,
"m": 1.0
},
{
"p": 0.09357196092605591,
"m": 0.9948665499687195
},
{
"p": 0.06033173203468323,
"m": 0.9925780892372131
},
{
"p": 0.08394549787044525,
"m": 1.0
},
{
"p": 0.12153558433055878,
"m": 0.5
},
{
"p": 0.017995918169617653,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.849929690361023,
"val_loss": 0.8609156012535095,
"acc": 72.56,
"time": 359.08409122400917,
"param": [
{
"p": 0.1056099608540535,
"m": 0.5
},
{
"p": 0.013499264605343342,
"m": 0.5
},
{
"p": 0.0839996412396431,
"m": 0.5
},
{
"p": 0.044297654181718826,
"m": 0.9536222815513611
},
{
"p": 0.0853361114859581,
"m": 0.4636494815349579
},
{
"p": 0.04436047002673149,
"m": 1.0
},
{
"p": 0.08679743856191635,
"m": 0.8906639814376831
},
{
"p": 0.05911712348461151,
"m": 0.6908541321754456
},
{
"p": 0.07877670228481293,
"m": 0.895717442035675
},
{
"p": 0.10031044483184814,
"m": 0.997058093547821
},
{
"p": 0.08252490311861038,
"m": 0.8563095927238464
},
{
"p": 0.09872652590274811,
"m": 1.0
},
{
"p": 0.1047133281826973,
"m": 0.5
},
{
"p": 0.011930420994758606,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.4668574333190918,
"val_loss": 0.8264911770820618,
"acc": 72.87,
"time": 363.6248607140733,
"param": [
{
"p": 0.08530821651220322,
"m": 0.5
},
{
"p": 0.027791550382971764,
"m": 0.5
},
{
"p": 0.08408559113740921,
"m": 0.5
},
{
"p": 0.06410122662782669,
"m": 1.0
},
{
"p": 0.07262081652879715,
"m": 0.5688027739524841
},
{
"p": 0.03304843604564667,
"m": 0.9742181301116943
},
{
"p": 0.07606595009565353,
"m": 0.8554425239562988
},
{
"p": 0.07989998161792755,
"m": 0.7069027423858643
},
{
"p": 0.0780804380774498,
"m": 0.9171830415725708
},
{
"p": 0.08827393501996994,
"m": 0.9990325570106506
},
{
"p": 0.0837971642613411,
"m": 0.9673113822937012
},
{
"p": 0.09958779066801071,
"m": 0.9956707954406738
},
{
"p": 0.10450790077447891,
"m": 0.5
},
{
"p": 0.0228310264647007,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.812434196472168,
"val_loss": 0.8122485280036926,
"acc": 72.05,
"time": 357.04838315595407,
"param": [
{
"p": 0.1275748610496521,
"m": 0.5
},
{
"p": 0.010738342069089413,
"m": 0.5
},
{
"p": 0.11032187193632126,
"m": 0.5
},
{
"p": 0.0629182904958725,
"m": 0.9936724901199341
},
{
"p": 0.03591031953692436,
"m": 0.6631054282188416
},
{
"p": 0.0007253108778968453,
"m": 0.984133780002594
},
{
"p": 0.08661019057035446,
"m": 0.7930496335029602
},
{
"p": 0.07164963334798813,
"m": 0.8146342039108276
},
{
"p": 0.10400298237800598,
"m": 0.885552167892456
},
{
"p": 0.07167736440896988,
"m": 0.9998432993888855
},
{
"p": 0.10054558515548706,
"m": 1.0
},
{
"p": 0.07392568141222,
"m": 1.0
},
{
"p": 0.12700563669204712,
"m": 0.5
},
{
"p": 0.016393927857279778,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.9422259330749512,
"val_loss": 0.8473128080368042,
"acc": 72.25,
"time": 361.2903190359939,
"param": [
{
"p": 0.08763496577739716,
"m": 0.5
},
{
"p": 0.018839268013834953,
"m": 0.5
},
{
"p": 0.09510889649391174,
"m": 0.5
},
{
"p": 0.05928070843219757,
"m": 0.8776945471763611
},
{
"p": 0.03551245853304863,
"m": 0.6197551488876343
},
{
"p": 0.030560269951820374,
"m": 0.9821337461471558
},
{
"p": 0.07886509597301483,
"m": 0.9309349060058594
},
{
"p": 0.101612888276577,
"m": 0.8270562291145325
},
{
"p": 0.0968385711312294,
"m": 0.8768066763877869
},
{
"p": 0.06704942882061005,
"m": 1.0
},
{
"p": 0.06517769396305084,
"m": 0.9202415347099304
},
{
"p": 0.11638519912958145,
"m": 1.0
},
{
"p": 0.1321989893913269,
"m": 0.5
},
{
"p": 0.014935565181076527,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.6416349411010742,
"val_loss": 0.6753270626068115,
"acc": 72.29,
"time": 354.1745410870062,
"param": [
{
"p": 0.09843858331441879,
"m": 0.5
},
{
"p": 0.005501463543623686,
"m": 0.5
},
{
"p": 0.08710021525621414,
"m": 0.5
},
{
"p": 0.08756983280181885,
"m": 0.9013428688049316
},
{
"p": 0.06667333096265793,
"m": 0.5623078346252441
},
{
"p": 0.012191705405712128,
"m": 1.0
},
{
"p": 0.05038020387291908,
"m": 0.9561850428581238
},
{
"p": 0.11863399296998978,
"m": 0.9118398427963257
},
{
"p": 0.10621867328882217,
"m": 0.9744617342948914
},
{
"p": 0.10863802582025528,
"m": 1.0
},
{
"p": 0.09792120009660721,
"m": 0.9642738699913025
},
{
"p": 0.04048696905374527,
"m": 1.0
},
{
"p": 0.11929617822170258,
"m": 0.5
},
{
"p": 0.0009495869744569063,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.821458101272583,
"val_loss": 0.8194370865821838,
"acc": 71.96,
"time": 353.3814571709372,
"param": [
{
"p": 0.08240848779678345,
"m": 0.5
},
{
"p": 0.009963847696781158,
"m": 0.5
},
{
"p": 0.09887362271547318,
"m": 0.5
},
{
"p": 0.08456572890281677,
"m": 0.9677411317825317
},
{
"p": 0.03217392414808273,
"m": 0.5603085160255432
},
{
"p": 0.060790255665779114,
"m": 0.9613122344017029
},
{
"p": 0.09583090990781784,
"m": 0.960290253162384
},
{
"p": 0.06820497661828995,
"m": 0.9692072868347168
},
{
"p": 0.1033065915107727,
"m": 0.9932769536972046
},
{
"p": 0.08150357007980347,
"m": 0.9590161442756653
},
{
"p": 0.08600233495235443,
"m": 0.9507856965065002
},
{
"p": 0.09134143590927124,
"m": 1.0
},
{
"p": 0.09978858381509781,
"m": 0.5
},
{
"p": 0.00524563854560256,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.4566394090652466,
"val_loss": 0.6823996305465698,
"acc": 71.82,
"time": 353.68441099801566,
"param": [
{
"p": 0.14262422919273376,
"m": 0.5
},
{
"p": 0.03610599413514137,
"m": 0.5
},
{
"p": 0.0925503820180893,
"m": 0.5
},
{
"p": 0.08038382232189178,
"m": 0.9342769980430603
},
{
"p": 0.03547297790646553,
"m": 0.5296434760093689
},
{
"p": 0.0007060521165840328,
"m": 0.8362600803375244
},
{
"p": 0.08098428696393967,
"m": 0.9166713953018188
},
{
"p": 0.06768274307250977,
"m": 0.9551400542259216
},
{
"p": 0.0521930567920208,
"m": 0.9900849461555481
},
{
"p": 0.08846186846494675,
"m": 0.9657893180847168
},
{
"p": 0.07629378885030746,
"m": 0.9075899124145508
},
{
"p": 0.08937299996614456,
"m": 1.0
},
{
"p": 0.12429624050855637,
"m": 0.5
},
{
"p": 0.03287149965763092,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.7390673160552979,
"val_loss": 0.9443119168281555,
"acc": 72.89,
"time": 344.8195291860029,
"param": [
{
"p": 0.0965300127863884,
"m": 0.5
},
{
"p": 0.010790719650685787,
"m": 0.5
},
{
"p": 0.072538822889328,
"m": 0.5
},
{
"p": 0.04721669852733612,
"m": 0.950014591217041
},
{
"p": 0.08731839060783386,
"m": 0.40803053975105286
},
{
"p": 0.0007041409262456,
"m": 0.837898313999176
},
{
"p": 0.09411505609750748,
"m": 0.9378919005393982
},
{
"p": 0.10896091163158417,
"m": 1.0
},
{
"p": 0.086095429956913,
"m": 0.9455743432044983
},
{
"p": 0.099277064204216,
"m": 1.0
},
{
"p": 0.10094685107469559,
"m": 1.0
},
{
"p": 0.06748319417238235,
"m": 1.0
},
{
"p": 0.12148640304803848,
"m": 0.5
},
{
"p": 0.006536317989230156,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.9232776165008545,
"val_loss": 0.7281896471977234,
"acc": 72.02,
"time": 350.8954005440464,
"param": [
{
"p": 0.11165115237236023,
"m": 0.5
},
{
"p": 0.024962978437542915,
"m": 0.5
},
{
"p": 0.0676257461309433,
"m": 0.5
},
{
"p": 0.0579637847840786,
"m": 0.9745697975158691
},
{
"p": 0.06352042406797409,
"m": 0.3220716118812561
},
{
"p": 0.013018845580518246,
"m": 0.8305965662002563
},
{
"p": 0.10529422760009766,
"m": 0.8973026871681213
},
{
"p": 0.07652487605810165,
"m": 0.958624005317688
},
{
"p": 0.09708038717508316,
"m": 0.8687931299209595
},
{
"p": 0.07182151079177856,
"m": 0.99840247631073
},
{
"p": 0.08546587079763412,
"m": 0.9971603155136108
},
{
"p": 0.07907259464263916,
"m": 1.0
},
{
"p": 0.1131640151143074,
"m": 0.5
},
{
"p": 0.032833583652973175,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 2.0168724060058594,
"val_loss": 0.7779814600944519,
"acc": 71.36,
"time": 354.49276165594347,
"param": [
{
"p": 0.09559950232505798,
"m": 0.5
},
{
"p": 0.008257885463535786,
"m": 0.5
},
{
"p": 0.07827507704496384,
"m": 0.5
},
{
"p": 0.07070292532444,
"m": 0.9572162628173828
},
{
"p": 0.0660337507724762,
"m": 0.43314000964164734
},
{
"p": 0.051880158483982086,
"m": 0.8116821050643921
},
{
"p": 0.06840109080076218,
"m": 0.9843323826789856
},
{
"p": 0.06615228950977325,
"m": 0.9798739552497864
},
{
"p": 0.0900077298283577,
"m": 0.8843750357627869
},
{
"p": 0.0962076187133789,
"m": 0.9925052523612976
},
{
"p": 0.09562133252620697,
"m": 1.0
},
{
"p": 0.09388792514801025,
"m": 1.0
},
{
"p": 0.11495526134967804,
"m": 0.5
},
{
"p": 0.004017516039311886,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.9091558456420898,
"val_loss": 0.6985155940055847,
"acc": 72.62,
"time": 352.4038197590271,
"param": [
{
"p": 0.08632569015026093,
"m": 0.5
},
{
"p": 0.04138386994600296,
"m": 0.5
},
{
"p": 0.08624336123466492,
"m": 0.5
},
{
"p": 0.07940644025802612,
"m": 1.0
},
{
"p": 0.028586678206920624,
"m": 0.4862992465496063
},
{
"p": 0.02335350029170513,
"m": 0.8387922644615173
},
{
"p": 0.08379045128822327,
"m": 0.9164372682571411
},
{
"p": 0.07925500720739365,
"m": 0.9472495317459106
},
{
"p": 0.09745366871356964,
"m": 0.8443030118942261
},
{
"p": 0.095759317278862,
"m": 0.9306597113609314
},
{
"p": 0.08229538053274155,
"m": 0.9954858422279358
},
{
"p": 0.09684264659881592,
"m": 0.9982016682624817
},
{
"p": 0.08616545051336288,
"m": 0.5
},
{
"p": 0.03313848748803139,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.510420322418213,
"val_loss": 0.7880001068115234,
"acc": 71.99,
"time": 348.7001644039992,
"param": [
{
"p": 0.12721452116966248,
"m": 0.5
},
{
"p": 0.02375824563205242,
"m": 0.5
},
{
"p": 0.09460864216089249,
"m": 0.5
},
{
"p": 0.07368794083595276,
"m": 1.0
},
{
"p": 0.020700719207525253,
"m": 0.5694178938865662
},
{
"p": 0.0007114735781215131,
"m": 0.8463843464851379
},
{
"p": 0.11020062863826752,
"m": 0.934303343296051
},
{
"p": 0.06468191742897034,
"m": 0.9645729064941406
},
{
"p": 0.05059880018234253,
"m": 0.7748138308525085
},
{
"p": 0.05288293957710266,
"m": 0.9834893941879272
},
{
"p": 0.08010012656450272,
"m": 0.9968156814575195
},
{
"p": 0.11219020932912827,
"m": 1.0
},
{
"p": 0.13775834441184998,
"m": 0.5
},
{
"p": 0.05090554058551788,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.510236144065857,
"val_loss": 0.7710095047950745,
"acc": 72.43,
"time": 363.6553413280053,
"param": [
{
"p": 0.06952016800642014,
"m": 0.5
},
{
"p": 0.0030204295180737972,
"m": 0.5
},
{
"p": 0.08593634516000748,
"m": 0.5
},
{
"p": 0.06893555074930191,
"m": 1.0
},
{
"p": 0.027992865070700645,
"m": 0.5608311295509338
},
{
"p": 0.019306914880871773,
"m": 0.9143348932266235
},
{
"p": 0.09115806967020035,
"m": 0.9861011505126953
},
{
"p": 0.08994370698928833,
"m": 0.9580799341201782
},
{
"p": 0.13700538873672485,
"m": 0.8218674063682556
},
{
"p": 0.08242332935333252,
"m": 0.9961832761764526
},
{
"p": 0.08130380511283875,
"m": 0.9270864725112915
},
{
"p": 0.1123809888958931,
"m": 1.0
},
{
"p": 0.12778738141059875,
"m": 0.5
},
{
"p": 0.0032849556300789118,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.5774807929992676,
"val_loss": 0.7501446008682251,
"acc": 73.26,
"time": 361.626857305062,
"param": [
{
"p": 0.0659581869840622,
"m": 0.5
},
{
"p": 0.00891471654176712,
"m": 0.5
},
{
"p": 0.10456244647502899,
"m": 0.5
},
{
"p": 0.050073038786649704,
"m": 0.904176652431488
},
{
"p": 0.05212697386741638,
"m": 0.5834577083587646
},
{
"p": 0.0007006786181591451,
"m": 0.9512577056884766
},
{
"p": 0.09734059125185013,
"m": 0.9913231730461121
},
{
"p": 0.07152512669563293,
"m": 0.9211317896842957
},
{
"p": 0.12731239199638367,
"m": 0.8581050634384155
},
{
"p": 0.08130811899900436,
"m": 0.9352484941482544
},
{
"p": 0.10209134966135025,
"m": 0.8872741460800171
},
{
"p": 0.1259208768606186,
"m": 1.0
},
{
"p": 0.11146478354930878,
"m": 0.5
},
{
"p": 0.0007006786181591451,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.7845137119293213,
"val_loss": 0.8239142298698425,
"acc": 72.91,
"time": 351.8438569169957,
"param": [
{
"p": 0.100581593811512,
"m": 0.5
},
{
"p": 0.03454815596342087,
"m": 0.5
},
{
"p": 0.07166402786970139,
"m": 0.5
},
{
"p": 0.06753198057413101,
"m": 0.876068651676178
},
{
"p": 0.0630042552947998,
"m": 0.5556990504264832
},
{
"p": 0.03456209972500801,
"m": 0.8285327553749084
},
{
"p": 0.07911962270736694,
"m": 0.9930294752120972
},
{
"p": 0.08111505955457687,
"m": 0.9170638918876648
},
{
"p": 0.0815449059009552,
"m": 0.9734255075454712
},
{
"p": 0.08154226094484329,
"m": 1.0
},
{
"p": 0.0758739560842514,
"m": 0.743611752986908
},
{
"p": 0.08981967717409134,
"m": 1.0
},
{
"p": 0.09585045278072357,
"m": 0.5
},
{
"p": 0.04324204474687576,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.4939414262771606,
"val_loss": 0.9304812550544739,
"acc": 70.7,
"time": 359.3936684309738,
"param": [
{
"p": 0.04477608576416969,
"m": 0.5
},
{
"p": 0.03418240323662758,
"m": 0.5
},
{
"p": 0.10988529026508331,
"m": 0.5
},
{
"p": 0.06863977015018463,
"m": 0.8762726187705994
},
{
"p": 0.07577905058860779,
"m": 0.5332595705986023
},
{
"p": 0.03041796199977398,
"m": 0.7732555866241455
},
{
"p": 0.0748668685555458,
"m": 0.9634073972702026
},
{
"p": 0.06920278817415237,
"m": 0.9391053915023804
},
{
"p": 0.09475893527269363,
"m": 0.9418542981147766
},
{
"p": 0.07811347395181656,
"m": 0.987812340259552
},
{
"p": 0.07082421332597733,
"m": 0.7950802445411682
},
{
"p": 0.0881957858800888,
"m": 0.9888771176338196
},
{
"p": 0.11560934782028198,
"m": 0.5
},
{
"p": 0.04474800452589989,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.621978759765625,
"val_loss": 0.8867828249931335,
"acc": 72.92,
"time": 362.929804067011,
"param": [
{
"p": 0.129832461476326,
"m": 0.5
},
{
"p": 0.04856758564710617,
"m": 0.5
},
{
"p": 0.09537571668624878,
"m": 0.5
},
{
"p": 0.09073908627033234,
"m": 0.9280999898910522
},
{
"p": 0.060609202831983566,
"m": 0.6206837892532349
},
{
"p": 0.028628766536712646,
"m": 0.689685583114624
},
{
"p": 0.06410020589828491,
"m": 1.0
},
{
"p": 0.06780922412872314,
"m": 0.9550875425338745
},
{
"p": 0.05413157120347023,
"m": 0.9492647647857666
},
{
"p": 0.07637118548154831,
"m": 0.9977490901947021
},
{
"p": 0.09476397931575775,
"m": 0.8361524939537048
},
{
"p": 0.07381051778793335,
"m": 1.0
},
{
"p": 0.11456762999296188,
"m": 0.5
},
{
"p": 0.0006928410730324686,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.4619204998016357,
"val_loss": 0.8322256803512573,
"acc": 71.96,
"time": 349.74975841201376,
"param": [
{
"p": 0.08907413482666016,
"m": 0.5
},
{
"p": 0.0007810421520844102,
"m": 0.5
},
{
"p": 0.0758705586194992,
"m": 0.5
},
{
"p": 0.09678665548563004,
"m": 0.9987850785255432
},
{
"p": 0.04707830399274826,
"m": 0.6312397718429565
},
{
"p": 0.025342337787151337,
"m": 0.5225805640220642
},
{
"p": 0.093247190117836,
"m": 0.9942324757575989
},
{
"p": 0.08195647597312927,
"m": 0.985760509967804
},
{
"p": 0.11370234191417694,
"m": 0.8351646065711975
},
{
"p": 0.06222105771303177,
"m": 1.0
},
{
"p": 0.11266205459833145,
"m": 0.8616281747817993
},
{
"p": 0.09298186749219894,
"m": 0.9977172017097473
},
{
"p": 0.09456270188093185,
"m": 0.5
},
{
"p": 0.01373320072889328,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.6670565605163574,
"val_loss": 0.7239777445793152,
"acc": 72.22,
"time": 357.41595161298756,
"param": [
{
"p": 0.08772923797369003,
"m": 0.5
},
{
"p": 0.02347804605960846,
"m": 0.5
},
{
"p": 0.0822746530175209,
"m": 0.5
},
{
"p": 0.09180618822574615,
"m": 0.9945309162139893
},
{
"p": 0.05297824740409851,
"m": 0.5891345143318176
},
{
"p": 0.04075564444065094,
"m": 0.6385980248451233
},
{
"p": 0.03567364439368248,
"m": 0.9906930327415466
},
{
"p": 0.06746100634336472,
"m": 0.9962692856788635
},
{
"p": 0.10081745684146881,
"m": 0.9187706112861633
},
{
"p": 0.08625468611717224,
"m": 0.9859745502471924
},
{
"p": 0.0869503766298294,
"m": 0.8094964623451233
},
{
"p": 0.10445956885814667,
"m": 1.0
},
{
"p": 0.10672114789485931,
"m": 0.5
},
{
"p": 0.03264005482196808,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 1.8858025074005127,
"val_loss": 0.8387038707733154,
"acc": 72.41,
"time": 354.3841603709152,
"param": [
{
"p": 0.10204730927944183,
"m": 0.5
},
{
"p": 0.0006811828352510929,
"m": 0.5
},
{
"p": 0.10439220815896988,
"m": 0.5
},
{
"p": 0.0422641895711422,
"m": 0.9969207048416138
},
{
"p": 0.034473154693841934,
"m": 0.6350609064102173
},
{
"p": 0.0577106699347496,
"m": 0.6021173000335693
},
{
"p": 0.07511329650878906,
"m": 0.9560964107513428
},
{
"p": 0.0771024227142334,
"m": 0.9972997903823853
},
{
"p": 0.07895893603563309,
"m": 0.8550502061843872
},
{
"p": 0.10667413473129272,
"m": 1.0
},
{
"p": 0.08174904435873032,
"m": 0.7129802107810974
},
{
"p": 0.07963377237319946,
"m": 1.0
},
{
"p": 0.14292404055595398,
"m": 0.5
},
{
"p": 0.016275696456432343,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.8956458568572998,
"val_loss": 0.6285287141799927,
"acc": 72.13,
"time": 342.181927017984,
"param": [
{
"p": 0.11957048624753952,
"m": 0.5
},
{
"p": 0.0006961983162909746,
"m": 0.5
},
{
"p": 0.08949343115091324,
"m": 0.5
},
{
"p": 0.05598421394824982,
"m": 0.8755268454551697
},
{
"p": 0.09492437541484833,
"m": 0.6756801009178162
},
{
"p": 0.03677171468734741,
"m": 0.5133979320526123
},
{
"p": 0.08746235072612762,
"m": 0.9477885365486145
},
{
"p": 0.07034414261579514,
"m": 0.9930216670036316
},
{
"p": 0.09217260032892227,
"m": 0.9369795918464661
},
{
"p": 0.03644712641835213,
"m": 0.9945778250694275
},
{
"p": 0.06500348448753357,
"m": 0.734121561050415
},
{
"p": 0.10531019419431686,
"m": 1.0
},
{
"p": 0.11101044714450836,
"m": 0.5
},
{
"p": 0.03480914235115051,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.5447885990142822,
"val_loss": 0.8096137642860413,
"acc": 72.04,
"time": 355.6337430999847,
"param": [
{
"p": 0.10933922976255417,
"m": 0.5
},
{
"p": 0.023866573348641396,
"m": 0.5
},
{
"p": 0.07021459192037582,
"m": 0.5
},
{
"p": 0.08155506104230881,
"m": 0.9988027215003967
},
{
"p": 0.04149559140205383,
"m": 0.5997112393379211
},
{
"p": 0.050625238567590714,
"m": 0.4580114781856537
},
{
"p": 0.07966699451208115,
"m": 0.9428035020828247
},
{
"p": 0.07053662836551666,
"m": 0.9551385045051575
},
{
"p": 0.099299855530262,
"m": 0.8708049654960632
},
{
"p": 0.09172769635915756,
"m": 0.9945433139801025
},
{
"p": 0.07902483642101288,
"m": 0.7359975576400757
},
{
"p": 0.07140462845563889,
"m": 1.0
},
{
"p": 0.10227832943201065,
"m": 0.5
},
{
"p": 0.02896469086408615,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.4917564392089844,
"val_loss": 0.8120973110198975,
"acc": 72.87,
"time": 360.78908932197373,
"param": [
{
"p": 0.07352854311466217,
"m": 0.5
},
{
"p": 0.010262234136462212,
"m": 0.5
},
{
"p": 0.11798306554555893,
"m": 0.5
},
{
"p": 0.08445742726325989,
"m": 1.0
},
{
"p": 0.0793377086520195,
"m": 0.5358730554580688
},
{
"p": 0.06047290563583374,
"m": 0.30404412746429443
},
{
"p": 0.07812919467687607,
"m": 0.9936721920967102
},
{
"p": 0.05020769685506821,
"m": 0.9968259334564209
},
{
"p": 0.07318420708179474,
"m": 0.8942285180091858
},
{
"p": 0.07107354700565338,
"m": 0.9956852197647095
},
{
"p": 0.0985637679696083,
"m": 0.8324109315872192
},
{
"p": 0.0953921228647232,
"m": 1.0
},
{
"p": 0.08946240693330765,
"m": 0.5
},
{
"p": 0.01794523373246193,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.3334728479385376,
"val_loss": 0.8568558096885681,
"acc": 72.32,
"time": 356.6457486100262,
"param": [
{
"p": 0.09038648009300232,
"m": 0.5
},
{
"p": 0.011360611766576767,
"m": 0.5
},
{
"p": 0.10608739405870438,
"m": 0.5
},
{
"p": 0.07090926915407181,
"m": 0.9988807439804077
},
{
"p": 0.040595583617687225,
"m": 0.5783140063285828
},
{
"p": 0.06705670803785324,
"m": 0.10000000149011612
},
{
"p": 0.08670157939195633,
"m": 0.9843277931213379
},
{
"p": 0.06956479698419571,
"m": 0.8118432760238647
},
{
"p": 0.09008835256099701,
"m": 0.8710883855819702
},
{
"p": 0.08086483180522919,
"m": 1.0
},
{
"p": 0.09289764612913132,
"m": 0.834698498249054
},
{
"p": 0.09257698804140091,
"m": 1.0
},
{
"p": 0.07198744267225266,
"m": 0.5
},
{
"p": 0.028922276571393013,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 1.5904412269592285,
"val_loss": 0.7644512057304382,
"acc": 71.57,
"time": 358.2501745169284,
"param": [
{
"p": 0.12634484469890594,
"m": 0.5
},
{
"p": 0.01422316674143076,
"m": 0.5
},
{
"p": 0.10000666975975037,
"m": 0.5
},
{
"p": 0.07625297456979752,
"m": 0.9777966737747192
},
{
"p": 0.07869050651788712,
"m": 0.4217548668384552
},
{
"p": 0.03971177712082863,
"m": 0.15484833717346191
},
{
"p": 0.07831284403800964,
"m": 0.9444854855537415
},
{
"p": 0.07355280220508575,
"m": 0.8915646076202393
},
{
"p": 0.0666176974773407,
"m": 0.8187937140464783
},
{
"p": 0.08492633700370789,
"m": 1.0
},
{
"p": 0.03570368140935898,
"m": 0.9779927134513855
},
{
"p": 0.08915529400110245,
"m": 1.0
},
{
"p": 0.10688899457454681,
"m": 0.5
},
{
"p": 0.029612459242343903,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 1.444700002670288,
"val_loss": 0.7412102222442627,
"acc": 72.44,
"time": 344.8008745360421,
"param": [
{
"p": 0.0846855565905571,
"m": 0.5
},
{
"p": 0.020935997366905212,
"m": 0.5
},
{
"p": 0.09808241575956345,
"m": 0.5
},
{
"p": 0.06043877452611923,
"m": 1.0
},
{
"p": 0.08630304783582687,
"m": 0.4180711805820465
},
{
"p": 0.061086419969797134,
"m": 0.1754571497440338
},
{
"p": 0.08819074928760529,
"m": 0.9583784937858582
},
{
"p": 0.06697457283735275,
"m": 0.7250407338142395
},
{
"p": 0.09119852632284164,
"m": 0.7595221400260925
},
{
"p": 0.07847987115383148,
"m": 1.0
},
{
"p": 0.09008943289518356,
"m": 0.9996965527534485
},
{
"p": 0.06690598279237747,
"m": 1.0
},
{
"p": 0.09442619234323502,
"m": 0.5
},
{
"p": 0.012202461250126362,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.7697062492370605,
"val_loss": 0.7821328639984131,
"acc": 72.87,
"time": 357.02084503893275,
"param": [
{
"p": 0.10178758949041367,
"m": 0.5
},
{
"p": 0.02179539017379284,
"m": 0.5
},
{
"p": 0.07860777527093887,
"m": 0.5
},
{
"p": 0.0784706398844719,
"m": 0.8658572435379028
},
{
"p": 0.06873401999473572,
"m": 0.5451622009277344
},
{
"p": 0.048276957124471664,
"m": 0.20331580936908722
},
{
"p": 0.09703373908996582,
"m": 1.0
},
{
"p": 0.09680326282978058,
"m": 0.8685778975486755
},
{
"p": 0.10880155861377716,
"m": 0.8558986186981201
},
{
"p": 0.0651438981294632,
"m": 0.9642488956451416
},
{
"p": 0.048175401985645294,
"m": 0.9134339094161987
},
{
"p": 0.05464467406272888,
"m": 1.0
},
{
"p": 0.10761728137731552,
"m": 0.5
},
{
"p": 0.02410786971449852,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.402940273284912,
"val_loss": 0.7757793664932251,
"acc": 72.4,
"time": 353.5193769210018,
"param": [
{
"p": 0.09776690602302551,
"m": 0.5
},
{
"p": 0.04327068105340004,
"m": 0.5
},
{
"p": 0.07868137210607529,
"m": 0.5
},
{
"p": 0.06592404097318649,
"m": 0.9988393783569336
},
{
"p": 0.06897475570440292,
"m": 0.46332699060440063
},
{
"p": 0.08029016107320786,
"m": 0.18480998277664185
},
{
"p": 0.08452087640762329,
"m": 0.9860683083534241
},
{
"p": 0.061438970267772675,
"m": 0.8119456171989441
},
{
"p": 0.09410448372364044,
"m": 0.8187514543533325
},
{
"p": 0.07071421295404434,
"m": 1.0
},
{
"p": 0.07881341874599457,
"m": 0.9816373586654663
},
{
"p": 0.07485583424568176,
"m": 1.0
},
{
"p": 0.0845223069190979,
"m": 0.5
},
{
"p": 0.016121884807944298,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.4534896612167358,
"val_loss": 0.7773251533508301,
"acc": 72.57,
"time": 360.58247045904864,
"param": [
{
"p": 0.1180039644241333,
"m": 0.5
},
{
"p": 0.015452013351023197,
"m": 0.5
},
{
"p": 0.098466657102108,
"m": 0.5
},
{
"p": 0.034530576318502426,
"m": 0.9209170341491699
},
{
"p": 0.07504037767648697,
"m": 0.4345552325248718
},
{
"p": 0.03873832896351814,
"m": 0.18862099945545197
},
{
"p": 0.03195711597800255,
"m": 0.8575000762939453
},
{
"p": 0.08940444886684418,
"m": 0.8502381443977356
},
{
"p": 0.08200681954622269,
"m": 0.8795999884605408
},
{
"p": 0.06774765998125076,
"m": 1.0
},
{
"p": 0.08159186691045761,
"m": 0.9515942335128784
},
{
"p": 0.10504867136478424,
"m": 0.9973781704902649
},
{
"p": 0.10553733259439468,
"m": 0.5
},
{
"p": 0.056474220007658005,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.2458112239837646,
"val_loss": 0.7012423872947693,
"acc": 72.05,
"time": 363.62218473490793,
"param": [
{
"p": 0.087223581969738,
"m": 0.5
},
{
"p": 0.006085382774472237,
"m": 0.5
},
{
"p": 0.10429380089044571,
"m": 0.5
},
{
"p": 0.08178038895130157,
"m": 0.9491488337516785
},
{
"p": 0.08003339916467667,
"m": 0.4698111414909363
},
{
"p": 0.055566564202308655,
"m": 0.25352996587753296
},
{
"p": 0.0864407867193222,
"m": 0.866266131401062
},
{
"p": 0.05455172434449196,
"m": 0.7876195907592773
},
{
"p": 0.08667366206645966,
"m": 0.7994828820228577
},
{
"p": 0.07053034752607346,
"m": 1.0
},
{
"p": 0.08728773146867752,
"m": 0.8307690620422363
},
{
"p": 0.06808106601238251,
"m": 1.0
},
{
"p": 0.11910146474838257,
"m": 0.5
},
{
"p": 0.012350150384008884,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.9789013862609863,
"val_loss": 0.7422612309455872,
"acc": 72.39,
"time": 365.0203378329752,
"param": [
{
"p": 0.10100306570529938,
"m": 0.5
},
{
"p": 0.025025127455592155,
"m": 0.5
},
{
"p": 0.08703871816396713,
"m": 0.5
},
{
"p": 0.06488833576440811,
"m": 0.9992051124572754
},
{
"p": 0.062353797256946564,
"m": 0.46400952339172363
},
{
"p": 0.06926579773426056,
"m": 0.32310131192207336
},
{
"p": 0.08225912600755692,
"m": 0.9905460476875305
},
{
"p": 0.05963745340704918,
"m": 0.6660099029541016
},
{
"p": 0.07742254436016083,
"m": 0.7260509133338928
},
{
"p": 0.07979078590869904,
"m": 0.9700649976730347
},
{
"p": 0.07515288889408112,
"m": 0.8970040678977966
},
{
"p": 0.07528334856033325,
"m": 0.9982112050056458
},
{
"p": 0.09437724947929382,
"m": 0.5
},
{
"p": 0.04650165140628815,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 1.526645302772522,
"val_loss": 0.7639239430427551,
"acc": 73.1,
"time": 362.7190649389522,
"param": [
{
"p": 0.08863009512424469,
"m": 0.5
},
{
"p": 0.0006927870563231409,
"m": 0.5
},
{
"p": 0.08607007563114166,
"m": 0.5
},
{
"p": 0.02887757495045662,
"m": 1.0
},
{
"p": 0.05609286576509476,
"m": 0.35341936349868774
},
{
"p": 0.06672994792461395,
"m": 0.2832021713256836
},
{
"p": 0.08461257070302963,
"m": 0.993952214717865
},
{
"p": 0.09094095230102539,
"m": 0.8114269375801086
},
{
"p": 0.11381379514932632,
"m": 0.8058573603630066
},
{
"p": 0.07612977176904678,
"m": 0.9929022789001465
},
{
"p": 0.09284438192844391,
"m": 0.812061071395874
},
{
"p": 0.09077178686857224,
"m": 1.0
},
{
"p": 0.0853457972407341,
"m": 0.5
},
{
"p": 0.03844752162694931,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.4926226139068604,
"val_loss": 0.7535029053688049,
"acc": 72.5,
"time": 368.795788365067,
"param": [
{
"p": 0.07354603707790375,
"m": 0.5
},
{
"p": 0.03491654992103577,
"m": 0.5
},
{
"p": 0.05172199010848999,
"m": 0.5
},
{
"p": 0.0665476992726326,
"m": 0.9224169850349426
},
{
"p": 0.06788390874862671,
"m": 0.4034954309463501
},
{
"p": 0.07225153595209122,
"m": 0.34087347984313965
},
{
"p": 0.07008644938468933,
"m": 1.0
},
{
"p": 0.08784893155097961,
"m": 0.8188871741294861
},
{
"p": 0.08060923218727112,
"m": 0.9791568517684937
},
{
"p": 0.06237372010946274,
"m": 0.9191203117370605
},
{
"p": 0.08728539943695068,
"m": 0.8899433016777039
},
{
"p": 0.08455318957567215,
"m": 1.0
},
{
"p": 0.12175881117582321,
"m": 0.5
},
{
"p": 0.03861652687191963,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.6372108459472656,
"val_loss": 0.8621666431427002,
"acc": 72.15,
"time": 368.2211784509709,
"param": [
{
"p": 0.10372693091630936,
"m": 0.5
},
{
"p": 0.050228558480739594,
"m": 0.5
},
{
"p": 0.07444668561220169,
"m": 0.5
},
{
"p": 0.05338137969374657,
"m": 0.8907604813575745
},
{
"p": 0.044252630323171616,
"m": 0.3897320330142975
},
{
"p": 0.05352870002388954,
"m": 0.4194612205028534
},
{
"p": 0.07351332157850266,
"m": 0.9843087792396545
},
{
"p": 0.0857558622956276,
"m": 0.8038364052772522
},
{
"p": 0.10615619271993637,
"m": 1.0
},
{
"p": 0.054919857531785965,
"m": 0.8916120529174805
},
{
"p": 0.0634627416729927,
"m": 0.9117794632911682
},
{
"p": 0.0893116146326065,
"m": 1.0
},
{
"p": 0.12330849468708038,
"m": 0.5
},
{
"p": 0.024007076397538185,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.823617696762085,
"val_loss": 0.8045060634613037,
"acc": 71.87,
"time": 370.9525957100559,
"param": [
{
"p": 0.07737310975790024,
"m": 0.5
},
{
"p": 0.05161543935537338,
"m": 0.5
},
{
"p": 0.06728425621986389,
"m": 0.5
},
{
"p": 0.08333228528499603,
"m": 1.0
},
{
"p": 0.0584290586411953,
"m": 0.5612756609916687
},
{
"p": 0.022801414132118225,
"m": 0.5055208206176758
},
{
"p": 0.08403609693050385,
"m": 0.927721381187439
},
{
"p": 0.0708380714058876,
"m": 0.8670675158500671
},
{
"p": 0.09123151004314423,
"m": 1.0
},
{
"p": 0.08588357269763947,
"m": 0.9980789422988892
},
{
"p": 0.09249384701251984,
"m": 0.9514524340629578
},
{
"p": 0.10852434486150742,
"m": 1.0
},
{
"p": 0.09344867616891861,
"m": 0.5
},
{
"p": 0.01270825695246458,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.7776449918746948,
"val_loss": 0.7780968546867371,
"acc": 72.99,
"time": 363.54188599193003,
"param": [
{
"p": 0.1012347936630249,
"m": 0.5
},
{
"p": 0.013090276159346104,
"m": 0.5
},
{
"p": 0.12101414799690247,
"m": 0.5
},
{
"p": 0.05246633291244507,
"m": 1.0
},
{
"p": 0.011471993289887905,
"m": 0.6175154447555542
},
{
"p": 0.049029696732759476,
"m": 0.4919697642326355
},
{
"p": 0.05982406437397003,
"m": 0.9928737282752991
},
{
"p": 0.0962032899260521,
"m": 0.9658881425857544
},
{
"p": 0.082036592066288,
"m": 0.9137826561927795
},
{
"p": 0.06470459699630737,
"m": 0.9781172871589661
},
{
"p": 0.08801009505987167,
"m": 0.9311015605926514
},
{
"p": 0.1210891604423523,
"m": 1.0
},
{
"p": 0.11620016396045685,
"m": 0.5
},
{
"p": 0.023624807596206665,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.6633453369140625,
"val_loss": 0.7559382319450378,
"acc": 73.66,
"time": 359.3960791199934,
"param": [
{
"p": 0.08496102690696716,
"m": 0.5
},
{
"p": 0.000706047227140516,
"m": 0.5
},
{
"p": 0.10077529400587082,
"m": 0.5
},
{
"p": 0.05475933849811554,
"m": 1.0
},
{
"p": 0.05637243762612343,
"m": 0.7373821139335632
},
{
"p": 0.06454606354236603,
"m": 0.4160115420818329
},
{
"p": 0.09374215453863144,
"m": 0.9736499190330505
},
{
"p": 0.07001728564500809,
"m": 0.9902846813201904
},
{
"p": 0.10353817045688629,
"m": 0.903774619102478
},
{
"p": 0.07778485864400864,
"m": 1.0
},
{
"p": 0.08401379734277725,
"m": 0.9422668814659119
},
{
"p": 0.08598063886165619,
"m": 1.0
},
{
"p": 0.11228152364492416,
"m": 0.5
},
{
"p": 0.010521252639591694,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.6180142164230347,
"val_loss": 0.8919185996055603,
"acc": 72.52,
"time": 365.3873321720166,
"param": [
{
"p": 0.0965072512626648,
"m": 0.5
},
{
"p": 0.014419510029256344,
"m": 0.5
},
{
"p": 0.10223671793937683,
"m": 0.5
},
{
"p": 0.06536255776882172,
"m": 0.9361782073974609
},
{
"p": 0.028592538088560104,
"m": 0.7300949096679688
},
{
"p": 0.049549199640750885,
"m": 0.41646283864974976
},
{
"p": 0.1083667054772377,
"m": 0.989353597164154
},
{
"p": 0.08103201538324356,
"m": 0.9623831510543823
},
{
"p": 0.06142131984233856,
"m": 1.0
},
{
"p": 0.06614791601896286,
"m": 0.9385271072387695
},
{
"p": 0.10123863816261292,
"m": 0.9054353833198547
},
{
"p": 0.10182603448629379,
"m": 1.0
},
{
"p": 0.09462003409862518,
"m": 0.5
},
{
"p": 0.028679553419351578,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.529301404953003,
"val_loss": 0.7930370569229126,
"acc": 73.21,
"time": 377.0666956270579,
"param": [
{
"p": 0.08146848529577255,
"m": 0.5
},
{
"p": 0.000681195524521172,
"m": 0.5
},
{
"p": 0.11906536668539047,
"m": 0.5
},
{
"p": 0.04114270955324173,
"m": 0.9263336658477783
},
{
"p": 0.027845468372106552,
"m": 0.6477510929107666
},
{
"p": 0.07280302047729492,
"m": 0.41251641511917114
},
{
"p": 0.0840490460395813,
"m": 0.8913959264755249
},
{
"p": 0.06491169333457947,
"m": 0.9577347040176392
},
{
"p": 0.08605653047561646,
"m": 0.9532343745231628
},
{
"p": 0.08177626132965088,
"m": 0.9081506729125977
},
{
"p": 0.08454125374555588,
"m": 0.8585017323493958
},
{
"p": 0.0929679423570633,
"m": 1.0
},
{
"p": 0.11078374832868576,
"m": 0.5
},
{
"p": 0.05190739780664444,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.278861165046692,
"val_loss": 0.6304900050163269,
"acc": 72.89,
"time": 379.69915376696736,
"param": [
{
"p": 0.07664158195257187,
"m": 0.5
},
{
"p": 0.0007024931837804615,
"m": 0.5
},
{
"p": 0.0988498255610466,
"m": 0.5
},
{
"p": 0.0892302542924881,
"m": 0.8219593167304993
},
{
"p": 0.06299405544996262,
"m": 0.5498644113540649
},
{
"p": 0.026561351493000984,
"m": 0.425882488489151
},
{
"p": 0.08144433796405792,
"m": 1.0
},
{
"p": 0.06778819859027863,
"m": 0.9657736420631409
},
{
"p": 0.096564382314682,
"m": 0.9827789068222046
},
{
"p": 0.04820934310555458,
"m": 0.8460787534713745
},
{
"p": 0.10966266691684723,
"m": 0.8550699949264526
},
{
"p": 0.09098055958747864,
"m": 1.0
},
{
"p": 0.12901781499385834,
"m": 0.5
},
{
"p": 0.02135317213833332,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.6425607204437256,
"val_loss": 0.7866447567939758,
"acc": 73.73,
"time": 377.90829641907476,
"param": [
{
"p": 0.09991257637739182,
"m": 0.5
},
{
"p": 0.0017523305723443627,
"m": 0.5
},
{
"p": 0.05954186990857124,
"m": 0.5
},
{
"p": 0.07185788452625275,
"m": 0.8216795325279236
},
{
"p": 0.05016521364450455,
"m": 0.5522269606590271
},
{
"p": 0.08052842319011688,
"m": 0.4113195538520813
},
{
"p": 0.08267594873905182,
"m": 1.0
},
{
"p": 0.10279153287410736,
"m": 0.9039592146873474
},
{
"p": 0.0913233831524849,
"m": 0.952068567276001
},
{
"p": 0.06699737906455994,
"m": 1.0
},
{
"p": 0.07542908936738968,
"m": 0.9398928880691528
},
{
"p": 0.108428955078125,
"m": 1.0
},
{
"p": 0.09587933868169785,
"m": 0.5
},
{
"p": 0.012716075405478477,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 1.366443395614624,
"val_loss": 0.7042970657348633,
"acc": 73.64,
"time": 372.4145102640614,
"param": [
{
"p": 0.08590996265411377,
"m": 0.5
},
{
"p": 0.035918381065130234,
"m": 0.5
},
{
"p": 0.11481765657663345,
"m": 0.5
},
{
"p": 0.052267346531152725,
"m": 0.9433393478393555
},
{
"p": 0.050591301172971725,
"m": 0.5987344980239868
},
{
"p": 0.05319754779338837,
"m": 0.30007240176200867
},
{
"p": 0.08623507618904114,
"m": 0.987138032913208
},
{
"p": 0.07356221228837967,
"m": 0.8296992182731628
},
{
"p": 0.08398769795894623,
"m": 1.0
},
{
"p": 0.08992192894220352,
"m": 0.979692816734314
},
{
"p": 0.04852111637592316,
"m": 0.963948667049408
},
{
"p": 0.08167455345392227,
"m": 1.0
},
{
"p": 0.11008747667074203,
"m": 0.5
},
{
"p": 0.03330765664577484,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.4001169204711914,
"val_loss": 0.7928497195243835,
"acc": 72.99,
"time": 379.0107235859614,
"param": [
{
"p": 0.09408176690340042,
"m": 0.5
},
{
"p": 0.03275296092033386,
"m": 0.5
},
{
"p": 0.08954360336065292,
"m": 0.5
},
{
"p": 0.03285092115402222,
"m": 1.0
},
{
"p": 0.041514135897159576,
"m": 0.6819983124732971
},
{
"p": 0.06295564025640488,
"m": 0.3511233627796173
},
{
"p": 0.07519027590751648,
"m": 0.9949824213981628
},
{
"p": 0.09013190865516663,
"m": 0.8371621966362
},
{
"p": 0.059212639927864075,
"m": 0.9208924174308777
},
{
"p": 0.07996781170368195,
"m": 0.971202552318573
},
{
"p": 0.10257937759160995,
"m": 0.9886313080787659
},
{
"p": 0.10188570618629456,
"m": 1.0
},
{
"p": 0.11242926865816116,
"m": 0.5
},
{
"p": 0.02490399032831192,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 1.4112120866775513,
"val_loss": 0.7112215161323547,
"acc": 73.58,
"time": 372.7492594110081,
"param": [
{
"p": 0.1057487204670906,
"m": 0.5
},
{
"p": 0.0007022451609373093,
"m": 0.5
},
{
"p": 0.09044314175844193,
"m": 0.5
},
{
"p": 0.07023248821496964,
"m": 0.9951403737068176
},
{
"p": 0.021560030058026314,
"m": 0.8333887457847595
},
{
"p": 0.07421871274709702,
"m": 0.324241042137146
},
{
"p": 0.09139493852853775,
"m": 1.0
},
{
"p": 0.05364285781979561,
"m": 0.857185423374176
},
{
"p": 0.09046363085508347,
"m": 0.884644091129303
},
{
"p": 0.11220019310712814,
"m": 0.9957441091537476
},
{
"p": 0.08422478288412094,
"m": 0.9208614230155945
},
{
"p": 0.0898081585764885,
"m": 1.0
},
{
"p": 0.0930386632680893,
"m": 0.5
},
{
"p": 0.022321488708257675,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 1.4365696907043457,
"val_loss": 0.7157130241394043,
"acc": 73.09,
"time": 367.39645913394634,
"param": [
{
"p": 0.08140669018030167,
"m": 0.5
},
{
"p": 0.012707003392279148,
"m": 0.5
},
{
"p": 0.08669540286064148,
"m": 0.5
},
{
"p": 0.07336731255054474,
"m": 0.9310011267662048
},
{
"p": 0.05476861819624901,
"m": 0.8287762999534607
},
{
"p": 0.0739152655005455,
"m": 0.3265911638736725
},
{
"p": 0.07364889234304428,
"m": 1.0
},
{
"p": 0.05259465053677559,
"m": 0.7595058083534241
},
{
"p": 0.08793846517801285,
"m": 0.9329266548156738
},
{
"p": 0.09166207909584045,
"m": 0.9988493323326111
},
{
"p": 0.09122531116008759,
"m": 0.8850035071372986
},
{
"p": 0.11458557844161987,
"m": 0.999522864818573
},
{
"p": 0.07770927995443344,
"m": 0.5
},
{
"p": 0.027775375172495842,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.5357080698013306,
"val_loss": 0.8097739815711975,
"acc": 73.42,
"time": 364.4131234770175,
"param": [
{
"p": 0.11835193634033203,
"m": 0.5
},
{
"p": 0.0006988071254454553,
"m": 0.5
},
{
"p": 0.07913822680711746,
"m": 0.5
},
{
"p": 0.0625322237610817,
"m": 1.0
},
{
"p": 0.01848672330379486,
"m": 0.8904426097869873
},
{
"p": 0.04489617049694061,
"m": 0.4590200185775757
},
{
"p": 0.07632403075695038,
"m": 0.9675614833831787
},
{
"p": 0.08108403533697128,
"m": 0.8158153295516968
},
{
"p": 0.07442119717597961,
"m": 0.8503324389457703
},
{
"p": 0.12113085389137268,
"m": 1.0
},
{
"p": 0.11101072281599045,
"m": 0.9252105355262756
},
{
"p": 0.10615035891532898,
"m": 1.0
},
{
"p": 0.1050758883357048,
"m": 0.5
},
{
"p": 0.0006988071254454553,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.466848611831665,
"val_loss": 0.7360433340072632,
"acc": 72.86,
"time": 375.5258049949771,
"param": [
{
"p": 0.09278518706560135,
"m": 0.5
},
{
"p": 0.016821246594190598,
"m": 0.5
},
{
"p": 0.11656278371810913,
"m": 0.5
},
{
"p": 0.08779224008321762,
"m": 0.9712897539138794
},
{
"p": 0.0128694549202919,
"m": 0.8430757522583008
},
{
"p": 0.0596364289522171,
"m": 0.3844901919364929
},
{
"p": 0.0756111741065979,
"m": 0.9081687331199646
},
{
"p": 0.05212778225541115,
"m": 0.7465287446975708
},
{
"p": 0.09668132662773132,
"m": 0.6947811841964722
},
{
"p": 0.09872584789991379,
"m": 0.9815988540649414
},
{
"p": 0.0702749639749527,
"m": 0.8547382354736328
},
{
"p": 0.09579683840274811,
"m": 1.0
},
{
"p": 0.09884592890739441,
"m": 0.5
},
{
"p": 0.025468841195106506,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.2972174882888794,
"val_loss": 0.7828682661056519,
"acc": 72.08,
"time": 361.92226999392733,
"param": [
{
"p": 0.08063054829835892,
"m": 0.5
},
{
"p": 0.0006908447248861194,
"m": 0.5
},
{
"p": 0.07980608940124512,
"m": 0.5
},
{
"p": 0.0673501193523407,
"m": 0.9417094588279724
},
{
"p": 0.042413581162691116,
"m": 0.7469120621681213
},
{
"p": 0.04768228903412819,
"m": 0.37190499901771545
},
{
"p": 0.0736357718706131,
"m": 1.0
},
{
"p": 0.07252705842256546,
"m": 0.607446014881134
},
{
"p": 0.10363651812076569,
"m": 0.6717584133148193
},
{
"p": 0.08332306146621704,
"m": 0.9998019337654114
},
{
"p": 0.10275759547948837,
"m": 0.8381296396255493
},
{
"p": 0.10873869806528091,
"m": 1.0
},
{
"p": 0.10514155775308609,
"m": 0.5
},
{
"p": 0.031666211783885956,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.6182684898376465,
"val_loss": 0.6491687893867493,
"acc": 73.5,
"time": 376.415017746971,
"param": [
{
"p": 0.10271349549293518,
"m": 0.5
},
{
"p": 0.0006991718546487391,
"m": 0.5
},
{
"p": 0.10808105766773224,
"m": 0.5
},
{
"p": 0.06945539265871048,
"m": 0.9874154329299927
},
{
"p": 0.029581984505057335,
"m": 0.739395260810852
},
{
"p": 0.05532267689704895,
"m": 0.4626358449459076
},
{
"p": 0.09304062277078629,
"m": 0.9719814658164978
},
{
"p": 0.06814786791801453,
"m": 0.5843844413757324
},
{
"p": 0.0990779921412468,
"m": 0.7345596551895142
},
{
"p": 0.10356022417545319,
"m": 0.9720767736434937
},
{
"p": 0.06812606751918793,
"m": 0.8872554898262024
},
{
"p": 0.11082511395215988,
"m": 1.0
},
{
"p": 0.0835450142621994,
"m": 0.5
},
{
"p": 0.007823300547897816,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.8066377639770508,
"val_loss": 0.6988865733146667,
"acc": 72.94,
"time": 386.4052807010012,
"param": [
{
"p": 0.10184754431247711,
"m": 0.5
},
{
"p": 0.005783321335911751,
"m": 0.5
},
{
"p": 0.09350460767745972,
"m": 0.5
},
{
"p": 0.06813747435808182,
"m": 1.0
},
{
"p": 0.0450582318007946,
"m": 0.7984814047813416
},
{
"p": 0.04829073324799538,
"m": 0.4759350121021271
},
{
"p": 0.07077356427907944,
"m": 0.9447651505470276
},
{
"p": 0.10144853591918945,
"m": 0.6833055019378662
},
{
"p": 0.0903010293841362,
"m": 0.7625367045402527
},
{
"p": 0.07415623962879181,
"m": 1.0
},
{
"p": 0.07021195441484451,
"m": 0.8633569478988647
},
{
"p": 0.08047259598970413,
"m": 1.0
},
{
"p": 0.10479980707168579,
"m": 0.5
},
{
"p": 0.04521436616778374,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 1.6790369749069214,
"val_loss": 0.7594760060310364,
"acc": 73.74,
"time": 392.40781852591317,
"param": [
{
"p": 0.10160601884126663,
"m": 0.5
},
{
"p": 0.01031611580401659,
"m": 0.5
},
{
"p": 0.07846872508525848,
"m": 0.5
},
{
"p": 0.09053755551576614,
"m": 1.0
},
{
"p": 0.05741342157125473,
"m": 0.7718703746795654
},
{
"p": 0.021521834656596184,
"m": 0.5955256223678589
},
{
"p": 0.0845860093832016,
"m": 0.9891901612281799
},
{
"p": 0.09447117894887924,
"m": 0.7254197597503662
},
{
"p": 0.08339325338602066,
"m": 0.7893203496932983
},
{
"p": 0.052872661501169205,
"m": 1.0
},
{
"p": 0.0841691792011261,
"m": 0.8440724015235901
},
{
"p": 0.11007703840732574,
"m": 1.0
},
{
"p": 0.11226753890514374,
"m": 0.5
},
{
"p": 0.01829942688345909,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.7083094120025635,
"val_loss": 0.6378631591796875,
"acc": 71.35,
"time": 387.2844829449896,
"param": [
{
"p": 0.12051829695701599,
"m": 0.5
},
{
"p": 0.02600892260670662,
"m": 0.5
},
{
"p": 0.07869581133127213,
"m": 0.5
},
{
"p": 0.0706564262509346,
"m": 0.9810513854026794
},
{
"p": 0.0423923023045063,
"m": 0.7087364196777344
},
{
"p": 0.061408959329128265,
"m": 0.5908164381980896
},
{
"p": 0.0708971917629242,
"m": 0.9603911638259888
},
{
"p": 0.11632253974676132,
"m": 0.7466220259666443
},
{
"p": 0.09659842401742935,
"m": 0.9664121270179749
},
{
"p": 0.07760388404130936,
"m": 1.0
},
{
"p": 0.04583016037940979,
"m": 0.8918375372886658
},
{
"p": 0.10462801903486252,
"m": 1.0
},
{
"p": 0.08773620426654816,
"m": 0.5
},
{
"p": 0.0007028674590401351,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.4732834100723267,
"val_loss": 0.8189094066619873,
"acc": 72.95,
"time": 396.2737605039729,
"param": [
{
"p": 0.12230680137872696,
"m": 0.5
},
{
"p": 0.006766173057258129,
"m": 0.5
},
{
"p": 0.0831480547785759,
"m": 0.5
},
{
"p": 0.06603378057479858,
"m": 0.9647938013076782
},
{
"p": 0.063582643866539,
"m": 0.6383298635482788
},
{
"p": 0.027725204825401306,
"m": 0.6266286373138428
},
{
"p": 0.060952506959438324,
"m": 1.0
},
{
"p": 0.0814102292060852,
"m": 0.9198058843612671
},
{
"p": 0.09561722725629807,
"m": 1.0
},
{
"p": 0.055285923182964325,
"m": 1.0
},
{
"p": 0.10020633786916733,
"m": 0.8484957814216614
},
{
"p": 0.09014332294464111,
"m": 1.0
},
{
"p": 0.14550469815731049,
"m": 0.5
},
{
"p": 0.0013170974561944604,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.9478474855422974,
"val_loss": 0.885195255279541,
"acc": 73.88,
"time": 382.647215508041,
"param": [
{
"p": 0.12620003521442413,
"m": 0.5
},
{
"p": 0.009750699624419212,
"m": 0.5
},
{
"p": 0.08588256686925888,
"m": 0.5
},
{
"p": 0.0835748240351677,
"m": 0.9994317293167114
},
{
"p": 0.04211415722966194,
"m": 0.6020146608352661
},
{
"p": 0.04508112370967865,
"m": 0.6712835431098938
},
{
"p": 0.05713127180933952,
"m": 0.9903112649917603
},
{
"p": 0.08658194541931152,
"m": 0.9901105761528015
},
{
"p": 0.0765974372625351,
"m": 0.9910945892333984
},
{
"p": 0.08973311632871628,
"m": 0.9674927592277527
},
{
"p": 0.08922171592712402,
"m": 0.9236794710159302
},
{
"p": 0.10663381218910217,
"m": 0.9998161792755127
},
{
"p": 0.10079074651002884,
"m": 0.5
},
{
"p": 0.0007064692908897996,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.5671417713165283,
"val_loss": 0.7661056518554688,
"acc": 73.29,
"time": 383.99111419392284,
"param": [
{
"p": 0.16109049320220947,
"m": 0.5
},
{
"p": 0.017534658312797546,
"m": 0.5
},
{
"p": 0.09343170374631882,
"m": 0.5
},
{
"p": 0.03462070971727371,
"m": 1.0
},
{
"p": 0.04577723518013954,
"m": 0.5363556146621704
},
{
"p": 0.0007239850237965584,
"m": 0.653328001499176
},
{
"p": 0.072896808385849,
"m": 0.9956857562065125
},
{
"p": 0.051828138530254364,
"m": 0.9981710910797119
},
{
"p": 0.10527710616588593,
"m": 0.9537096619606018
},
{
"p": 0.10306551307439804,
"m": 0.9874148368835449
},
{
"p": 0.07982475310564041,
"m": 0.9521654844284058
},
{
"p": 0.1172562763094902,
"m": 1.0
},
{
"p": 0.10714177787303925,
"m": 0.5
},
{
"p": 0.009530804120004177,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.5614131689071655,
"val_loss": 0.826897144317627,
"acc": 72.11,
"time": 384.8231427029241,
"param": [
{
"p": 0.09916772693395615,
"m": 0.5
},
{
"p": 0.05283879116177559,
"m": 0.5
},
{
"p": 0.09263395518064499,
"m": 0.5
},
{
"p": 0.08681809902191162,
"m": 0.9760837554931641
},
{
"p": 0.02285415306687355,
"m": 0.6661641001701355
},
{
"p": 0.009620347060263157,
"m": 0.6893213987350464
},
{
"p": 0.08206482231616974,
"m": 0.9974873065948486
},
{
"p": 0.07927288860082626,
"m": 0.9677496552467346
},
{
"p": 0.10803408175706863,
"m": 0.8751680850982666
},
{
"p": 0.07711372524499893,
"m": 1.0
},
{
"p": 0.09678619354963303,
"m": 1.0
},
{
"p": 0.08470544964075089,
"m": 1.0
},
{
"p": 0.09582348167896271,
"m": 0.5
},
{
"p": 0.012266179546713829,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 1.7872898578643799,
"val_loss": 0.7497257590293884,
"acc": 73.12,
"time": 394.8024056130089,
"param": [
{
"p": 0.1133049950003624,
"m": 0.5
},
{
"p": 0.04530288279056549,
"m": 0.5
},
{
"p": 0.08320289850234985,
"m": 0.5
},
{
"p": 0.06258828192949295,
"m": 0.9581906795501709
},
{
"p": 0.028096016496419907,
"m": 0.8120329976081848
},
{
"p": 0.032927174121141434,
"m": 0.7569935917854309
},
{
"p": 0.04874306544661522,
"m": 0.9794602394104004
},
{
"p": 0.07164813578128815,
"m": 0.9551628232002258
},
{
"p": 0.1137869730591774,
"m": 0.9167582392692566
},
{
"p": 0.07922738790512085,
"m": 0.9980112910270691
},
{
"p": 0.07399605959653854,
"m": 0.9496449828147888
},
{
"p": 0.11484318971633911,
"m": 1.0
},
{
"p": 0.12165864557027817,
"m": 0.5
},
{
"p": 0.010674349963665009,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 1.824775218963623,
"val_loss": 0.7910722494125366,
"acc": 72.8,
"time": 390.692625944037,
"param": [
{
"p": 0.13372328877449036,
"m": 0.5
},
{
"p": 0.017156323418021202,
"m": 0.5
},
{
"p": 0.09171069413423538,
"m": 0.5
},
{
"p": 0.10388627648353577,
"m": 0.9719783663749695
},
{
"p": 0.0007010366534814239,
"m": 0.8301712870597839
},
{
"p": 0.03154956176877022,
"m": 0.8914809226989746
},
{
"p": 0.0719008594751358,
"m": 0.9980518817901611
},
{
"p": 0.07663098722696304,
"m": 0.9918375611305237
},
{
"p": 0.08223631232976913,
"m": 0.9402536749839783
},
{
"p": 0.038041818886995316,
"m": 0.9877353310585022
},
{
"p": 0.12475457042455673,
"m": 1.0
},
{
"p": 0.11021171510219574,
"m": 1.0
},
{
"p": 0.11679548025131226,
"m": 0.5
},
{
"p": 0.0007010366534814239,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.912108302116394,
"val_loss": 0.69316166639328,
"acc": 72.53,
"time": 382.8426195658976,
"param": [
{
"p": 0.09750363975763321,
"m": 0.5
},
{
"p": 0.0386173389852047,
"m": 0.5
},
{
"p": 0.040921419858932495,
"m": 0.5
},
{
"p": 0.09333734959363937,
"m": 0.9834983348846436
},
{
"p": 0.04006701335310936,
"m": 0.8205478191375732
},
{
"p": 0.06705189496278763,
"m": 0.9249277114868164
},
{
"p": 0.08361943066120148,
"m": 0.9799553751945496
},
{
"p": 0.0513266995549202,
"m": 0.9897376298904419
},
{
"p": 0.07375678420066833,
"m": 0.9836369156837463
},
{
"p": 0.10486378520727158,
"m": 1.0
},
{
"p": 0.08764950186014175,
"m": 0.9504411816596985
},
{
"p": 0.10115821659564972,
"m": 1.0
},
{
"p": 0.09682595729827881,
"m": 0.5
},
{
"p": 0.023300986737012863,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.6056551933288574,
"val_loss": 0.746223509311676,
"acc": 73.46,
"time": 374.92326755903196,
"param": [
{
"p": 0.11805137991905212,
"m": 0.5
},
{
"p": 0.01637919247150421,
"m": 0.5
},
{
"p": 0.09338090568780899,
"m": 0.5
},
{
"p": 0.06825310736894608,
"m": 0.9305858016014099
},
{
"p": 0.05574357509613037,
"m": 0.8174053430557251
},
{
"p": 0.039383698254823685,
"m": 0.8991599678993225
},
{
"p": 0.08284002542495728,
"m": 0.8877109885215759
},
{
"p": 0.058951981365680695,
"m": 0.8781259059906006
},
{
"p": 0.06348778307437897,
"m": 0.9138882756233215
},
{
"p": 0.09211478382349014,
"m": 0.9916648864746094
},
{
"p": 0.04735013470053673,
"m": 0.9642478823661804
},
{
"p": 0.12980327010154724,
"m": 1.0
},
{
"p": 0.11475303024053574,
"m": 0.5
},
{
"p": 0.019507065415382385,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.5300657749176025,
"val_loss": 0.6733714938163757,
"acc": 73.54,
"time": 383.94467452692334,
"param": [
{
"p": 0.1098078042268753,
"m": 0.5
},
{
"p": 0.04737571254372597,
"m": 0.5
},
{
"p": 0.0957774892449379,
"m": 0.5
},
{
"p": 0.057763125747442245,
"m": 0.9744367003440857
},
{
"p": 0.04275587201118469,
"m": 0.7676082849502563
},
{
"p": 0.031691886484622955,
"m": 0.9608649015426636
},
{
"p": 0.06896835565567017,
"m": 0.903367280960083
},
{
"p": 0.062392961233854294,
"m": 0.9699037075042725
},
{
"p": 0.0790257379412651,
"m": 0.900397777557373
},
{
"p": 0.09285027533769608,
"m": 0.9837976694107056
},
{
"p": 0.0985846295952797,
"m": 1.0
},
{
"p": 0.08586288243532181,
"m": 1.0
},
{
"p": 0.09385087341070175,
"m": 0.5
},
{
"p": 0.03329239413142204,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 1.4576994180679321,
"val_loss": 0.6759137511253357,
"acc": 72.96,
"time": 375.57839012600016,
"param": [
{
"p": 0.14374826848506927,
"m": 0.5
},
{
"p": 0.01968078874051571,
"m": 0.5
},
{
"p": 0.10046019405126572,
"m": 0.5
},
{
"p": 0.07639753073453903,
"m": 0.9976523518562317
},
{
"p": 0.010974440723657608,
"m": 0.6326450109481812
},
{
"p": 0.01976151391863823,
"m": 0.9583837389945984
},
{
"p": 0.10545628517866135,
"m": 0.8821033239364624
},
{
"p": 0.05017620697617531,
"m": 0.8952482342720032
},
{
"p": 0.09299604594707489,
"m": 0.8505240082740784
},
{
"p": 0.09816451370716095,
"m": 0.995829701423645
},
{
"p": 0.11914048343896866,
"m": 0.9837992787361145
},
{
"p": 0.09551034867763519,
"m": 1.0
},
{
"p": 0.0668310821056366,
"m": 0.5
},
{
"p": 0.0007022451027296484,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.489723801612854,
"val_loss": 0.857058048248291,
"acc": 72.94,
"time": 378.66523976507597,
"param": [
{
"p": 0.08379621803760529,
"m": 0.5
},
{
"p": 0.033850427716970444,
"m": 0.5
},
{
"p": 0.11269856989383698,
"m": 0.5
},
{
"p": 0.08077575266361237,
"m": 0.9943602681159973
},
{
"p": 0.031246501952409744,
"m": 0.6481463313102722
},
{
"p": 0.0066839843057096004,
"m": 0.8539974093437195
},
{
"p": 0.09347386658191681,
"m": 0.8177365064620972
},
{
"p": 0.0691981241106987,
"m": 0.9542598128318787
},
{
"p": 0.07128717005252838,
"m": 0.8461772799491882
},
{
"p": 0.08671223372220993,
"m": 1.0
},
{
"p": 0.0765504464507103,
"m": 0.9890390634536743
},
{
"p": 0.09960183501243591,
"m": 0.9974538087844849
},
{
"p": 0.11294826120138168,
"m": 0.5
},
{
"p": 0.04117664694786072,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 1.5936847925186157,
"val_loss": 0.7757541537284851,
"acc": 73.2,
"time": 395.2458139420487,
"param": [
{
"p": 0.08296158909797668,
"m": 0.5
},
{
"p": 0.013876010663807392,
"m": 0.5
},
{
"p": 0.08420086652040482,
"m": 0.5
},
{
"p": 0.07836688309907913,
"m": 1.0
},
{
"p": 0.05992788448929787,
"m": 0.737345814704895
},
{
"p": 0.03706330433487892,
"m": 0.7804357409477234
},
{
"p": 0.08515908569097519,
"m": 0.854633092880249
},
{
"p": 0.06487333029508591,
"m": 0.9949837327003479
},
{
"p": 0.09572303295135498,
"m": 0.9628679156303406
},
{
"p": 0.06976406276226044,
"m": 0.9962596297264099
},
{
"p": 0.09468737989664078,
"m": 0.9445316791534424
},
{
"p": 0.11492472887039185,
"m": 1.0
},
{
"p": 0.0983189046382904,
"m": 0.5
},
{
"p": 0.02015291340649128,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 1.7719089984893799,
"val_loss": 0.8059946894645691,
"acc": 73.05,
"time": 387.16268913797103,
"param": [
{
"p": 0.13259999454021454,
"m": 0.5
},
{
"p": 0.0018530545057728887,
"m": 0.5
},
{
"p": 0.07865848392248154,
"m": 0.5
},
{
"p": 0.05308995023369789,
"m": 0.9853661060333252
},
{
"p": 0.050859078764915466,
"m": 0.6035072207450867
},
{
"p": 0.06850456446409225,
"m": 0.8105283379554749
},
{
"p": 0.08075076341629028,
"m": 1.0
},
{
"p": 0.0676955059170723,
"m": 0.994895339012146
},
{
"p": 0.09429109841585159,
"m": 0.923307478427887
},
{
"p": 0.05678026005625725,
"m": 0.9910749197006226
},
{
"p": 0.08318436145782471,
"m": 1.0
},
{
"p": 0.14352795481681824,
"m": 1.0
},
{
"p": 0.08751336485147476,
"m": 0.5
},
{
"p": 0.0006915392004884779,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.5369093418121338,
"val_loss": 0.7581444978713989,
"acc": 73.49,
"time": 380.0814724039519,
"param": [
{
"p": 0.058988239616155624,
"m": 0.5
},
{
"p": 0.002903503365814686,
"m": 0.5
},
{
"p": 0.1100408211350441,
"m": 0.5
},
{
"p": 0.07035161554813385,
"m": 0.9985145926475525
},
{
"p": 0.028225412592291832,
"m": 0.6365035772323608
},
{
"p": 0.05852712690830231,
"m": 0.6586956977844238
},
{
"p": 0.08309323340654373,
"m": 0.9246428608894348
},
{
"p": 0.08129961043596268,
"m": 0.9237720370292664
},
{
"p": 0.10116787254810333,
"m": 0.9584212303161621
},
{
"p": 0.08504625409841537,
"m": 1.0
},
{
"p": 0.08173006027936935,
"m": 0.9638990759849548
},
{
"p": 0.11977220326662064,
"m": 1.0
},
{
"p": 0.11815095692873001,
"m": 0.5
},
{
"p": 0.0007030901615507901,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 1.7536994218826294,
"val_loss": 0.9624893665313721,
"acc": 72.17,
"time": 378.6626720940694,
"param": [
{
"p": 0.11790773272514343,
"m": 0.5
},
{
"p": 0.04182960465550423,
"m": 0.5
},
{
"p": 0.06695535778999329,
"m": 0.5
},
{
"p": 0.059739354997873306,
"m": 0.9223677515983582
},
{
"p": 0.06211794912815094,
"m": 0.6437578797340393
},
{
"p": 0.03268488124012947,
"m": 0.6937997937202454
},
{
"p": 0.09608880430459976,
"m": 0.9169467687606812
},
{
"p": 0.07204052060842514,
"m": 0.9749271869659424
},
{
"p": 0.08720587193965912,
"m": 0.9534904360771179
},
{
"p": 0.07236971706151962,
"m": 0.9980432987213135
},
{
"p": 0.07737156003713608,
"m": 0.9645776748657227
},
{
"p": 0.073849156498909,
"m": 1.0
},
{
"p": 0.11097859591245651,
"m": 0.5
},
{
"p": 0.028860876336693764,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.5306257009506226,
"val_loss": 0.6898593902587891,
"acc": 73.5,
"time": 391.04606226598844,
"param": [
{
"p": 0.07475334405899048,
"m": 0.5
},
{
"p": 0.022983724251389503,
"m": 0.5
},
{
"p": 0.09880267828702927,
"m": 0.5
},
{
"p": 0.045310135930776596,
"m": 0.9296784400939941
},
{
"p": 0.03320755064487457,
"m": 0.6056987643241882
},
{
"p": 0.022373512387275696,
"m": 0.7190149426460266
},
{
"p": 0.0960172787308693,
"m": 0.9457803964614868
},
{
"p": 0.08655253797769547,
"m": 0.8834748268127441
},
{
"p": 0.08335614949464798,
"m": 0.9288276433944702
},
{
"p": 0.12268366664648056,
"m": 0.9963098168373108
},
{
"p": 0.0999450832605362,
"m": 0.8816145658493042
},
{
"p": 0.1125088483095169,
"m": 0.9999708533287048
},
{
"p": 0.10077808797359467,
"m": 0.5
},
{
"p": 0.0007272628718055785,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.6043119430541992,
"val_loss": 0.7781028151512146,
"acc": 73.43,
"time": 380.625335014076,
"param": [
{
"p": 0.08978761732578278,
"m": 0.5
},
{
"p": 0.051118675619363785,
"m": 0.5
},
{
"p": 0.11536023765802383,
"m": 0.5
},
{
"p": 0.04566614702343941,
"m": 0.8485762476921082
},
{
"p": 0.018455443903803825,
"m": 0.6345468163490295
},
{
"p": 0.03141239657998085,
"m": 0.706667959690094
},
{
"p": 0.04354489967226982,
"m": 0.9582593441009521
},
{
"p": 0.0814395323395729,
"m": 0.9573426246643066
},
{
"p": 0.09673041850328445,
"m": 0.9258391857147217
},
{
"p": 0.07971806824207306,
"m": 0.9720759391784668
},
{
"p": 0.08636968582868576,
"m": 0.8753753900527954
},
{
"p": 0.11691108345985413,
"m": 1.0
},
{
"p": 0.11357326805591583,
"m": 0.5
},
{
"p": 0.029912637546658516,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink