smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.3-14TFx4-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
213 KiB
JSON
Executable file

{
"Accuracy": 74.19,
"Time": [
365.41612304051637,
7.028062884199246,
73230.80196276493
],
"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": 4.455554008483887,
"val_loss": 2.1732826232910156,
"acc": 19.77,
"time": 339.33796202600934,
"param": [
{
"p": 0.06060668081045151,
"m": 0.5
},
{
"p": 0.07118801772594452,
"m": 0.5
},
{
"p": 0.07745874673128128,
"m": 0.5
},
{
"p": 0.057946957647800446,
"m": 0.640247642993927
},
{
"p": 0.08023082464933395,
"m": 0.5243999361991882
},
{
"p": 0.0703401044011116,
"m": 0.6020126342773438
},
{
"p": 0.08206261694431305,
"m": 0.7385657429695129
},
{
"p": 0.056030597537755966,
"m": 0.6504502892494202
},
{
"p": 0.07852863520383835,
"m": 0.5567067861557007
},
{
"p": 0.05106973648071289,
"m": 0.7425359487533569
},
{
"p": 0.08249131590127945,
"m": 0.6184888482093811
},
{
"p": 0.06767557561397552,
"m": 0.9288472533226013
},
{
"p": 0.10639382153749466,
"m": 0.5
},
{
"p": 0.0579763762652874,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 4.064994812011719,
"val_loss": 1.871092677116394,
"acc": 32.73,
"time": 363.8936009230092,
"param": [
{
"p": 0.03869451582431793,
"m": 0.5
},
{
"p": 0.06303776055574417,
"m": 0.5
},
{
"p": 0.09323485940694809,
"m": 0.5
},
{
"p": 0.05123523995280266,
"m": 0.7078395485877991
},
{
"p": 0.07010852545499802,
"m": 0.5748388767242432
},
{
"p": 0.052570898085832596,
"m": 0.6595854759216309
},
{
"p": 0.1015547588467598,
"m": 0.8626776337623596
},
{
"p": 0.09071272611618042,
"m": 0.7936314940452576
},
{
"p": 0.11142335832118988,
"m": 0.513767659664154
},
{
"p": 0.04695230349898338,
"m": 0.9279986023902893
},
{
"p": 0.08081027865409851,
"m": 0.5336705446243286
},
{
"p": 0.048892486840486526,
"m": 1.0
},
{
"p": 0.150052011013031,
"m": 0.5
},
{
"p": 0.0007202288252301514,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 4.2164740562438965,
"val_loss": 1.8021912574768066,
"acc": 34.93,
"time": 366.9473611309659,
"param": [
{
"p": 0.0011775885941460729,
"m": 0.5
},
{
"p": 0.0007155019557103515,
"m": 0.5
},
{
"p": 0.13519346714019775,
"m": 0.5
},
{
"p": 0.0008573526865802705,
"m": 0.7008422613143921
},
{
"p": 0.07049037516117096,
"m": 0.7062554955482483
},
{
"p": 0.0007155019557103515,
"m": 0.7112486362457275
},
{
"p": 0.15960471332073212,
"m": 0.9998689889907837
},
{
"p": 0.07150199264287949,
"m": 0.8164451718330383
},
{
"p": 0.1692950576543808,
"m": 0.43303433060646057
},
{
"p": 0.038698386400938034,
"m": 0.8222092390060425
},
{
"p": 0.060296352952718735,
"m": 0.4119032621383667
},
{
"p": 0.0007155019557103515,
"m": 0.9776014089584351
},
{
"p": 0.29002267122268677,
"m": 0.5
},
{
"p": 0.0007155019557103515,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.816408157348633,
"val_loss": 1.5867159366607666,
"acc": 43.89,
"time": 353.6397110580001,
"param": [
{
"p": 0.0018018388655036688,
"m": 0.5
},
{
"p": 0.0007138577639125288,
"m": 0.5
},
{
"p": 0.18742503225803375,
"m": 0.5
},
{
"p": 0.0025996121112257242,
"m": 0.7285277843475342
},
{
"p": 0.001787331304512918,
"m": 0.6659824848175049
},
{
"p": 0.0007138577639125288,
"m": 0.7066697478294373
},
{
"p": 0.1894274801015854,
"m": 0.9299659729003906
},
{
"p": 0.027748366817831993,
"m": 0.7058350443840027
},
{
"p": 0.15860988199710846,
"m": 0.4814050495624542
},
{
"p": 0.03645573556423187,
"m": 0.7928622961044312
},
{
"p": 0.0007138577639125288,
"m": 0.4372769296169281
},
{
"p": 0.0007138577639125288,
"m": 0.9702157974243164
},
{
"p": 0.3905753791332245,
"m": 0.5
},
{
"p": 0.0007138577639125288,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.3665919303894043,
"val_loss": 1.552030324935913,
"acc": 44.94,
"time": 359.92603018006776,
"param": [
{
"p": 0.0007173577905632555,
"m": 0.5
},
{
"p": 0.0007173577905632555,
"m": 0.5
},
{
"p": 0.17459416389465332,
"m": 0.5
},
{
"p": 0.0007173577905632555,
"m": 0.7037355303764343
},
{
"p": 0.0007173577905632555,
"m": 0.5860230922698975
},
{
"p": 0.0007173577905632555,
"m": 0.849258542060852
},
{
"p": 0.1853267103433609,
"m": 0.8477216958999634
},
{
"p": 0.058594491332769394,
"m": 0.714667558670044
},
{
"p": 0.1485459953546524,
"m": 0.4656502306461334
},
{
"p": 0.0007173577905632555,
"m": 0.8739804029464722
},
{
"p": 0.0007173577905632555,
"m": 0.4372612535953522
},
{
"p": 0.0007173577905632555,
"m": 0.9680442214012146
},
{
"p": 0.42648234963417053,
"m": 0.5
},
{
"p": 0.0007173577905632555,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.7850918769836426,
"val_loss": 1.508752703666687,
"acc": 44.8,
"time": 349.3132037689211,
"param": [
{
"p": 0.0041005960665643215,
"m": 0.5
},
{
"p": 0.004786025267094374,
"m": 0.5
},
{
"p": 0.14401789009571075,
"m": 0.5
},
{
"p": 0.020747818052768707,
"m": 0.6631808876991272
},
{
"p": 0.0011810786090791225,
"m": 0.5793427228927612
},
{
"p": 0.0015253290766850114,
"m": 0.9703218340873718
},
{
"p": 0.1759008765220642,
"m": 0.9851034879684448
},
{
"p": 0.037170618772506714,
"m": 0.61679607629776
},
{
"p": 0.12459957599639893,
"m": 0.48362237215042114
},
{
"p": 0.022712351754307747,
"m": 0.8908643126487732
},
{
"p": 0.00614276435226202,
"m": 0.3867858052253723
},
{
"p": 0.01698797382414341,
"m": 0.9507094025611877
},
{
"p": 0.43942221999168396,
"m": 0.5
},
{
"p": 0.0007049232954159379,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 3.350619316101074,
"val_loss": 1.5370513200759888,
"acc": 46.05,
"time": 358.5193972729612,
"param": [
{
"p": 0.038694046437740326,
"m": 0.5
},
{
"p": 0.0007197445956990123,
"m": 0.5
},
{
"p": 0.10872139781713486,
"m": 0.5
},
{
"p": 0.026989230886101723,
"m": 0.5435628294944763
},
{
"p": 0.008635131642222404,
"m": 0.5159522891044617
},
{
"p": 0.004328504670411348,
"m": 0.9543035626411438
},
{
"p": 0.15139375627040863,
"m": 0.8872170448303223
},
{
"p": 0.06379428505897522,
"m": 0.6865597367286682
},
{
"p": 0.11559828370809555,
"m": 0.5262076258659363
},
{
"p": 0.047116655856370926,
"m": 0.9705815315246582
},
{
"p": 0.047849588096141815,
"m": 0.3663664758205414
},
{
"p": 0.024490229785442352,
"m": 0.9981203079223633
},
{
"p": 0.3609493672847748,
"m": 0.5
},
{
"p": 0.0007197445956990123,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 3.498983383178711,
"val_loss": 1.411453366279602,
"acc": 48.51,
"time": 365.62014501192607,
"param": [
{
"p": 0.11164458841085434,
"m": 0.5
},
{
"p": 0.012394608929753304,
"m": 0.5
},
{
"p": 0.09425731748342514,
"m": 0.5
},
{
"p": 0.048108287155628204,
"m": 0.6197746396064758
},
{
"p": 0.012762801721692085,
"m": 0.43677642941474915
},
{
"p": 0.008790927939116955,
"m": 1.0
},
{
"p": 0.14582091569900513,
"m": 0.830618143081665
},
{
"p": 0.06318493187427521,
"m": 0.8075317740440369
},
{
"p": 0.10506642609834671,
"m": 0.6073819994926453
},
{
"p": 0.06431566923856735,
"m": 0.9897893667221069
},
{
"p": 0.0025858674198389053,
"m": 0.4490905702114105
},
{
"p": 0.02286813221871853,
"m": 0.982887327671051
},
{
"p": 0.30748119950294495,
"m": 0.5
},
{
"p": 0.0007182987174019217,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 3.4964752197265625,
"val_loss": 1.4728363752365112,
"acc": 50.83,
"time": 372.79265038797166,
"param": [
{
"p": 0.139693021774292,
"m": 0.5
},
{
"p": 0.0007240718114189804,
"m": 0.5
},
{
"p": 0.07977878302335739,
"m": 0.5
},
{
"p": 0.0965266227722168,
"m": 0.6052175164222717
},
{
"p": 0.010559985414147377,
"m": 0.5480327010154724
},
{
"p": 0.0007240718114189804,
"m": 1.0
},
{
"p": 0.1178666204214096,
"m": 0.799673855304718
},
{
"p": 0.06940891593694687,
"m": 0.9448333978652954
},
{
"p": 0.07099247723817825,
"m": 0.7426906228065491
},
{
"p": 0.10494817793369293,
"m": 0.9136685729026794
},
{
"p": 0.01827068254351616,
"m": 0.43169698119163513
},
{
"p": 0.09195506572723389,
"m": 0.9917442202568054
},
{
"p": 0.19782747328281403,
"m": 0.5
},
{
"p": 0.0007240718114189804,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.8849339485168457,
"val_loss": 1.2940568923950195,
"acc": 53.26,
"time": 357.9311064769281,
"param": [
{
"p": 0.14645865559577942,
"m": 0.5
},
{
"p": 0.0007103771204128861,
"m": 0.5
},
{
"p": 0.07215363532304764,
"m": 0.5
},
{
"p": 0.07940377295017242,
"m": 0.7166194319725037
},
{
"p": 0.022485477849841118,
"m": 0.3647850751876831
},
{
"p": 0.003914556000381708,
"m": 0.9618547558784485
},
{
"p": 0.09290631860494614,
"m": 0.7710269689559937
},
{
"p": 0.050968948751688004,
"m": 0.8593793511390686
},
{
"p": 0.10071227699518204,
"m": 0.721979558467865
},
{
"p": 0.09101209044456482,
"m": 0.873380184173584
},
{
"p": 0.04487715661525726,
"m": 0.46914321184158325
},
{
"p": 0.11367841064929962,
"m": 0.8902154564857483
},
{
"p": 0.18000799417495728,
"m": 0.5
},
{
"p": 0.0007103771204128861,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 3.202921152114868,
"val_loss": 1.3024849891662598,
"acc": 54.74,
"time": 353.03533540898934,
"param": [
{
"p": 0.1440826803445816,
"m": 0.5
},
{
"p": 0.008893937803804874,
"m": 0.5
},
{
"p": 0.09971021860837936,
"m": 0.5
},
{
"p": 0.084436796605587,
"m": 0.5471130013465881
},
{
"p": 0.027572909370064735,
"m": 0.2116449624300003
},
{
"p": 0.0007057464681565762,
"m": 0.9535066485404968
},
{
"p": 0.09160581976175308,
"m": 0.7637258768081665
},
{
"p": 0.06895175576210022,
"m": 0.9297400116920471
},
{
"p": 0.07144473493099213,
"m": 0.7702279686927795
},
{
"p": 0.06952538341283798,
"m": 0.8515661954879761
},
{
"p": 0.06351158022880554,
"m": 0.7457302212715149
},
{
"p": 0.1033223569393158,
"m": 0.9430927038192749
},
{
"p": 0.16553035378456116,
"m": 0.5
},
{
"p": 0.0007057464681565762,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.776067018508911,
"val_loss": 1.2828019857406616,
"acc": 53.09,
"time": 358.6289772109594,
"param": [
{
"p": 0.13789696991443634,
"m": 0.5
},
{
"p": 0.0007087099365890026,
"m": 0.5
},
{
"p": 0.06813950091600418,
"m": 0.5
},
{
"p": 0.046544358134269714,
"m": 0.5346251726150513
},
{
"p": 0.06825370341539383,
"m": 0.1279250532388687
},
{
"p": 0.0007087099365890026,
"m": 0.8140115737915039
},
{
"p": 0.10482748597860336,
"m": 0.722784161567688
},
{
"p": 0.09724495559930801,
"m": 0.7275569438934326
},
{
"p": 0.09520930051803589,
"m": 0.8301560878753662
},
{
"p": 0.08033324033021927,
"m": 0.7875043153762817
},
{
"p": 0.0715017020702362,
"m": 0.8010592460632324
},
{
"p": 0.10301360487937927,
"m": 0.9422330260276794
},
{
"p": 0.12490904331207275,
"m": 0.5
},
{
"p": 0.0007087099365890026,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 3.108797073364258,
"val_loss": 1.1953847408294678,
"acc": 53.88,
"time": 366.82997762807645,
"param": [
{
"p": 0.11421690881252289,
"m": 0.5
},
{
"p": 0.0007164197158999741,
"m": 0.5
},
{
"p": 0.08275846391916275,
"m": 0.5
},
{
"p": 0.08214867860078812,
"m": 0.5357177257537842
},
{
"p": 0.07530565559864044,
"m": 0.11868484318256378
},
{
"p": 0.0007164197158999741,
"m": 1.0
},
{
"p": 0.08878997713327408,
"m": 0.7162566781044006
},
{
"p": 0.061383116990327835,
"m": 0.7966607213020325
},
{
"p": 0.08291753381490707,
"m": 0.7654739618301392
},
{
"p": 0.08060070127248764,
"m": 0.6820119023323059
},
{
"p": 0.07915414869785309,
"m": 0.827172040939331
},
{
"p": 0.13960951566696167,
"m": 0.9932341575622559
},
{
"p": 0.11096598207950592,
"m": 0.5
},
{
"p": 0.0007164197158999741,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 3.051846742630005,
"val_loss": 1.3193953037261963,
"acc": 54.36,
"time": 365.5951077899663,
"param": [
{
"p": 0.10040993243455887,
"m": 0.5
},
{
"p": 0.0007216242956928909,
"m": 0.5
},
{
"p": 0.10395294427871704,
"m": 0.5
},
{
"p": 0.06878091394901276,
"m": 0.5995813608169556
},
{
"p": 0.0981144979596138,
"m": 0.10697879642248154
},
{
"p": 0.006117043551057577,
"m": 0.9064746499061584
},
{
"p": 0.08146459609270096,
"m": 0.6107556819915771
},
{
"p": 0.09228809177875519,
"m": 0.917106032371521
},
{
"p": 0.07371953874826431,
"m": 0.7480477094650269
},
{
"p": 0.10055918991565704,
"m": 0.7708455920219421
},
{
"p": 0.049797993153333664,
"m": 0.7688471078872681
},
{
"p": 0.11065711081027985,
"m": 1.0
},
{
"p": 0.1126948818564415,
"m": 0.5
},
{
"p": 0.0007216242956928909,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.8491621017456055,
"val_loss": 1.2508885860443115,
"acc": 56.88,
"time": 365.00568385398947,
"param": [
{
"p": 0.12020661681890488,
"m": 0.5
},
{
"p": 0.000710696040187031,
"m": 0.5
},
{
"p": 0.08838504552841187,
"m": 0.5
},
{
"p": 0.08427973836660385,
"m": 0.6296196579933167
},
{
"p": 0.0870099887251854,
"m": 0.10969303548336029
},
{
"p": 0.005609541200101376,
"m": 0.9387795925140381
},
{
"p": 0.08001642674207687,
"m": 0.5860297679901123
},
{
"p": 0.07929651439189911,
"m": 0.9717147350311279
},
{
"p": 0.10004013031721115,
"m": 0.7121630311012268
},
{
"p": 0.07634720951318741,
"m": 0.7982267737388611
},
{
"p": 0.0602978840470314,
"m": 0.7678394317626953
},
{
"p": 0.08022920042276382,
"m": 0.9946880340576172
},
{
"p": 0.13686037063598633,
"m": 0.5
},
{
"p": 0.000710696040187031,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 3.293353319168091,
"val_loss": 1.1435678005218506,
"acc": 57.02,
"time": 359.4619309579721,
"param": [
{
"p": 0.14322322607040405,
"m": 0.5
},
{
"p": 0.0007106970879249275,
"m": 0.5
},
{
"p": 0.08944207429885864,
"m": 0.5
},
{
"p": 0.05027829855680466,
"m": 0.7325562834739685
},
{
"p": 0.10298992693424225,
"m": 0.10000000149011612
},
{
"p": 0.00407030014321208,
"m": 0.9791260361671448
},
{
"p": 0.08662134408950806,
"m": 0.7100265026092529
},
{
"p": 0.10381960868835449,
"m": 0.9610999226570129
},
{
"p": 0.08268227428197861,
"m": 0.7905909419059753
},
{
"p": 0.09029239416122437,
"m": 0.8159875869750977
},
{
"p": 0.04999580234289169,
"m": 0.7995914816856384
},
{
"p": 0.06829819828271866,
"m": 1.0
},
{
"p": 0.12686511874198914,
"m": 0.5
},
{
"p": 0.0007106970879249275,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.616389751434326,
"val_loss": 1.2099310159683228,
"acc": 60.3,
"time": 362.8228914240608,
"param": [
{
"p": 0.0956127718091011,
"m": 0.5
},
{
"p": 0.0007072183070704341,
"m": 0.5
},
{
"p": 0.09427832812070847,
"m": 0.5
},
{
"p": 0.04198777303099632,
"m": 0.8106154203414917
},
{
"p": 0.08407974988222122,
"m": 0.10986572504043579
},
{
"p": 0.0007072183070704341,
"m": 0.9634928703308105
},
{
"p": 0.08434585481882095,
"m": 0.7943899631500244
},
{
"p": 0.07001908868551254,
"m": 0.9518327713012695
},
{
"p": 0.09534025192260742,
"m": 0.8360360860824585
},
{
"p": 0.1151723638176918,
"m": 0.7908890843391418
},
{
"p": 0.07094228267669678,
"m": 0.7829254269599915
},
{
"p": 0.09377947449684143,
"m": 0.9943440556526184
},
{
"p": 0.15232041478157043,
"m": 0.5
},
{
"p": 0.0007072183070704341,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.7767081260681152,
"val_loss": 1.1244196891784668,
"acc": 60.22,
"time": 359.73454839899205,
"param": [
{
"p": 0.1014372929930687,
"m": 0.5
},
{
"p": 0.020745301619172096,
"m": 0.5
},
{
"p": 0.07065633684396744,
"m": 0.5
},
{
"p": 0.05685792863368988,
"m": 0.7965375781059265
},
{
"p": 0.09801734238862991,
"m": 0.21364466845989227
},
{
"p": 0.0027665786910802126,
"m": 1.0
},
{
"p": 0.08620481193065643,
"m": 0.9036449193954468
},
{
"p": 0.07550224661827087,
"m": 0.8455374836921692
},
{
"p": 0.09990730881690979,
"m": 0.791221022605896
},
{
"p": 0.09749484062194824,
"m": 0.7446166276931763
},
{
"p": 0.08146532624959946,
"m": 0.7875857949256897
},
{
"p": 0.11053352057933807,
"m": 0.9325883984565735
},
{
"p": 0.09689979255199432,
"m": 0.5
},
{
"p": 0.0015113689005374908,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.836418628692627,
"val_loss": 1.1854522228240967,
"acc": 58.22,
"time": 359.2670868890127,
"param": [
{
"p": 0.1090099886059761,
"m": 0.5
},
{
"p": 0.0017665529157966375,
"m": 0.5
},
{
"p": 0.08872298151254654,
"m": 0.5
},
{
"p": 0.08516015857458115,
"m": 0.8986218571662903
},
{
"p": 0.08995258808135986,
"m": 0.3436490595340729
},
{
"p": 0.0027256470639258623,
"m": 0.9646967649459839
},
{
"p": 0.09504697471857071,
"m": 0.9058559536933899
},
{
"p": 0.08496162295341492,
"m": 0.827919065952301
},
{
"p": 0.06607281416654587,
"m": 0.8624129295349121
},
{
"p": 0.09899076819419861,
"m": 0.555242121219635
},
{
"p": 0.04558531939983368,
"m": 0.8679579496383667
},
{
"p": 0.09561105817556381,
"m": 0.8501024842262268
},
{
"p": 0.13550551235675812,
"m": 0.5
},
{
"p": 0.0008880170644260943,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.5088274478912354,
"val_loss": 1.0741790533065796,
"acc": 61.71,
"time": 366.3227398840245,
"param": [
{
"p": 0.1010129377245903,
"m": 0.5
},
{
"p": 0.026861106976866722,
"m": 0.5
},
{
"p": 0.10574189573526382,
"m": 0.5
},
{
"p": 0.04627978056669235,
"m": 0.8323538899421692
},
{
"p": 0.07073144614696503,
"m": 0.3245626986026764
},
{
"p": 0.0068860407918691635,
"m": 0.9561313390731812
},
{
"p": 0.08049861341714859,
"m": 0.9726742506027222
},
{
"p": 0.10892247408628464,
"m": 0.8754705190658569
},
{
"p": 0.08073729276657104,
"m": 0.9149485230445862
},
{
"p": 0.08371603488922119,
"m": 0.7128385305404663
},
{
"p": 0.04867703095078468,
"m": 0.8649678230285645
},
{
"p": 0.10309308767318726,
"m": 0.9089100360870361
},
{
"p": 0.13613587617874146,
"m": 0.5
},
{
"p": 0.0007063111406750977,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.3471314907073975,
"val_loss": 1.1102005243301392,
"acc": 60.8,
"time": 367.0541356629692,
"param": [
{
"p": 0.11080747842788696,
"m": 0.5
},
{
"p": 0.0021077545825392008,
"m": 0.5
},
{
"p": 0.09955053776502609,
"m": 0.5
},
{
"p": 0.09248238056898117,
"m": 0.8533235788345337
},
{
"p": 0.08214642107486725,
"m": 0.2974346876144409
},
{
"p": 0.0007073591114021838,
"m": 0.9762519001960754
},
{
"p": 0.07975439727306366,
"m": 0.9096818566322327
},
{
"p": 0.101791150867939,
"m": 0.8670097589492798
},
{
"p": 0.08824758231639862,
"m": 0.9574580192565918
},
{
"p": 0.062074050307273865,
"m": 0.6700485944747925
},
{
"p": 0.07085375487804413,
"m": 0.8757306933403015
},
{
"p": 0.11967740952968597,
"m": 0.9402087330818176
},
{
"p": 0.08909231424331665,
"m": 0.5
},
{
"p": 0.0007073591114021838,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.585336923599243,
"val_loss": 1.1434080600738525,
"acc": 59.26,
"time": 359.4597877570195,
"param": [
{
"p": 0.11448419094085693,
"m": 0.5
},
{
"p": 0.0019858486484736204,
"m": 0.5
},
{
"p": 0.1239573061466217,
"m": 0.5
},
{
"p": 0.11425662785768509,
"m": 0.9055519700050354
},
{
"p": 0.0816824659705162,
"m": 0.3612228333950043
},
{
"p": 0.0007078511407598853,
"m": 1.0
},
{
"p": 0.08108273148536682,
"m": 0.9137343764305115
},
{
"p": 0.08557755500078201,
"m": 0.9651735424995422
},
{
"p": 0.04473753646016121,
"m": 0.9696756601333618
},
{
"p": 0.07411476969718933,
"m": 0.7673330903053284
},
{
"p": 0.05908198654651642,
"m": 0.9858903288841248
},
{
"p": 0.10005506128072739,
"m": 0.9312555193901062
},
{
"p": 0.11756826192140579,
"m": 0.5
},
{
"p": 0.0007078511407598853,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.997734546661377,
"val_loss": 1.0841290950775146,
"acc": 59.88,
"time": 358.33006099401973,
"param": [
{
"p": 0.10385879129171371,
"m": 0.5
},
{
"p": 0.0038158781826496124,
"m": 0.5
},
{
"p": 0.11525225639343262,
"m": 0.5
},
{
"p": 0.0826200470328331,
"m": 0.9725548028945923
},
{
"p": 0.06414630264043808,
"m": 0.40786808729171753
},
{
"p": 0.0043800994753837585,
"m": 0.9514339566230774
},
{
"p": 0.06857382506132126,
"m": 0.940479040145874
},
{
"p": 0.1027517318725586,
"m": 0.9252917766571045
},
{
"p": 0.054899491369724274,
"m": 0.913852870464325
},
{
"p": 0.07108346372842789,
"m": 0.8008723258972168
},
{
"p": 0.082892045378685,
"m": 0.9516723155975342
},
{
"p": 0.09215660393238068,
"m": 0.9336237907409668
},
{
"p": 0.15286479890346527,
"m": 0.5
},
{
"p": 0.0007045960519462824,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.6302330493927,
"val_loss": 1.1698817014694214,
"acc": 60.63,
"time": 372.3518147619907,
"param": [
{
"p": 0.10250569880008698,
"m": 0.5
},
{
"p": 0.023686936125159264,
"m": 0.5
},
{
"p": 0.1057780310511589,
"m": 0.5
},
{
"p": 0.07573439180850983,
"m": 0.8883433938026428
},
{
"p": 0.06836120784282684,
"m": 0.5238379836082458
},
{
"p": 0.003654983825981617,
"m": 0.9312244653701782
},
{
"p": 0.09247992187738419,
"m": 1.0
},
{
"p": 0.09806516766548157,
"m": 0.9668580889701843
},
{
"p": 0.07809887081384659,
"m": 0.914597749710083
},
{
"p": 0.08998757600784302,
"m": 0.8702039122581482
},
{
"p": 0.06429572403430939,
"m": 0.9252446889877319
},
{
"p": 0.08842409402132034,
"m": 0.9807345867156982
},
{
"p": 0.10822383314371109,
"m": 0.5
},
{
"p": 0.0007035463931970298,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.773073434829712,
"val_loss": 1.0705751180648804,
"acc": 62.66,
"time": 366.45925658091437,
"param": [
{
"p": 0.11038661748170853,
"m": 0.5
},
{
"p": 0.0007055396563373506,
"m": 0.5
},
{
"p": 0.11747302114963531,
"m": 0.5
},
{
"p": 0.07273268699645996,
"m": 0.8745541572570801
},
{
"p": 0.05820474401116371,
"m": 0.49142688512802124
},
{
"p": 0.0007055396563373506,
"m": 0.9561807513237
},
{
"p": 0.07773233950138092,
"m": 0.9953961968421936
},
{
"p": 0.08637919276952744,
"m": 0.8904192447662354
},
{
"p": 0.08733312785625458,
"m": 0.9144982099533081
},
{
"p": 0.08842301368713379,
"m": 0.9022318124771118
},
{
"p": 0.07471910864114761,
"m": 0.8905465006828308
},
{
"p": 0.11652664840221405,
"m": 0.9895820021629333
},
{
"p": 0.10797290503978729,
"m": 0.5
},
{
"p": 0.0007055396563373506,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 2.7700653076171875,
"val_loss": 1.1110224723815918,
"acc": 63.4,
"time": 361.2580295370426,
"param": [
{
"p": 0.10987169295549393,
"m": 0.5
},
{
"p": 0.002910883165895939,
"m": 0.5
},
{
"p": 0.12118128687143326,
"m": 0.5
},
{
"p": 0.0732560083270073,
"m": 0.8843569755554199
},
{
"p": 0.05584500730037689,
"m": 0.5887231826782227
},
{
"p": 0.0007095924229361117,
"m": 0.918563187122345
},
{
"p": 0.08365625143051147,
"m": 0.9966955184936523
},
{
"p": 0.06805270910263062,
"m": 0.9445930123329163
},
{
"p": 0.0752662643790245,
"m": 0.8436979055404663
},
{
"p": 0.08969303965568542,
"m": 0.8544272184371948
},
{
"p": 0.07124721258878708,
"m": 0.830443799495697
},
{
"p": 0.1168844923377037,
"m": 0.9627489447593689
},
{
"p": 0.11820272356271744,
"m": 0.5
},
{
"p": 0.013222876936197281,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.6708273887634277,
"val_loss": 1.177789330482483,
"acc": 63.31,
"time": 365.1156720459694,
"param": [
{
"p": 0.10295325517654419,
"m": 0.5
},
{
"p": 0.000710172695107758,
"m": 0.5
},
{
"p": 0.1285960078239441,
"m": 0.5
},
{
"p": 0.052874308079481125,
"m": 0.9095537662506104
},
{
"p": 0.0727076530456543,
"m": 0.5897728800773621
},
{
"p": 0.00821510050445795,
"m": 0.8474102020263672
},
{
"p": 0.10171274840831757,
"m": 0.9756327867507935
},
{
"p": 0.037220247089862823,
"m": 0.9612457156181335
},
{
"p": 0.10567248612642288,
"m": 0.8494721055030823
},
{
"p": 0.09437964856624603,
"m": 0.8145551085472107
},
{
"p": 0.07085908204317093,
"m": 0.7882002592086792
},
{
"p": 0.10632540285587311,
"m": 0.9628689289093018
},
{
"p": 0.11706361919641495,
"m": 0.5
},
{
"p": 0.000710172695107758,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.5623631477355957,
"val_loss": 0.9631075859069824,
"acc": 64.01,
"time": 377.15073374810163,
"param": [
{
"p": 0.11792393773794174,
"m": 0.5
},
{
"p": 0.000719232193659991,
"m": 0.5
},
{
"p": 0.09379292279481888,
"m": 0.5
},
{
"p": 0.012847932055592537,
"m": 0.9548006653785706
},
{
"p": 0.005828861612826586,
"m": 0.7275967001914978
},
{
"p": 0.000719232193659991,
"m": 0.9488610625267029
},
{
"p": 0.09598889946937561,
"m": 0.8727777004241943
},
{
"p": 0.10619767010211945,
"m": 0.9664761424064636
},
{
"p": 0.1236688420176506,
"m": 0.8359224796295166
},
{
"p": 0.10241227596998215,
"m": 0.8330399394035339
},
{
"p": 0.08416757732629776,
"m": 0.8227989077568054
},
{
"p": 0.14171963930130005,
"m": 0.9613690972328186
},
{
"p": 0.11329371482133865,
"m": 0.5
},
{
"p": 0.000719232193659991,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 2.395592212677002,
"val_loss": 1.1604208946228027,
"acc": 62.64,
"time": 362.25101196498144,
"param": [
{
"p": 0.11844010651111603,
"m": 0.5
},
{
"p": 0.0006998697645030916,
"m": 0.5
},
{
"p": 0.08679109811782837,
"m": 0.5
},
{
"p": 0.04836750775575638,
"m": 0.9990551471710205
},
{
"p": 0.02436959743499756,
"m": 0.7406622171401978
},
{
"p": 0.01131396647542715,
"m": 0.8706926107406616
},
{
"p": 0.09717074781656265,
"m": 0.848958432674408
},
{
"p": 0.07165145128965378,
"m": 0.992818295955658
},
{
"p": 0.09252242743968964,
"m": 0.7994788289070129
},
{
"p": 0.0944235548377037,
"m": 0.7471696138381958
},
{
"p": 0.09572361409664154,
"m": 0.7701926231384277
},
{
"p": 0.1331729292869568,
"m": 0.9550731778144836
},
{
"p": 0.12465324252843857,
"m": 0.5
},
{
"p": 0.0006998697645030916,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 2.461385726928711,
"val_loss": 1.0665884017944336,
"acc": 64.21,
"time": 368.1713215899654,
"param": [
{
"p": 0.09262959659099579,
"m": 0.5
},
{
"p": 0.04432237893342972,
"m": 0.5
},
{
"p": 0.09017683565616608,
"m": 0.5
},
{
"p": 0.07312019914388657,
"m": 0.9974761605262756
},
{
"p": 0.030623052269220352,
"m": 0.7637194395065308
},
{
"p": 0.0007162828114815056,
"m": 0.8267868757247925
},
{
"p": 0.10091622173786163,
"m": 0.9433544278144836
},
{
"p": 0.06853639334440231,
"m": 0.9982860684394836
},
{
"p": 0.10066437721252441,
"m": 0.8394938111305237
},
{
"p": 0.08785094320774078,
"m": 0.6997243165969849
},
{
"p": 0.08724518120288849,
"m": 0.8325281739234924
},
{
"p": 0.10818234086036682,
"m": 0.9593830108642578
},
{
"p": 0.11429989337921143,
"m": 0.5
},
{
"p": 0.0007162828114815056,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 2.5196635723114014,
"val_loss": 1.1186087131500244,
"acc": 61.62,
"time": 368.4552191159455,
"param": [
{
"p": 0.09763021022081375,
"m": 0.5
},
{
"p": 0.0007304234895855188,
"m": 0.5
},
{
"p": 0.13234220445156097,
"m": 0.5
},
{
"p": 0.06157621368765831,
"m": 0.9810755848884583
},
{
"p": 0.006734882947057486,
"m": 0.7561046481132507
},
{
"p": 0.005061949137598276,
"m": 0.8397411704063416
},
{
"p": 0.07041946798563004,
"m": 1.0
},
{
"p": 0.10396813601255417,
"m": 0.9782259464263916
},
{
"p": 0.09643127024173737,
"m": 0.9250691533088684
},
{
"p": 0.0679558590054512,
"m": 0.8118811845779419
},
{
"p": 0.0891525074839592,
"m": 0.8970138430595398
},
{
"p": 0.12260120362043381,
"m": 0.9629624485969543
},
{
"p": 0.1446651816368103,
"m": 0.5
},
{
"p": 0.0007304234895855188,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.427299976348877,
"val_loss": 1.1044049263000488,
"acc": 64.46,
"time": 369.92643372598104,
"param": [
{
"p": 0.09567669779062271,
"m": 0.5
},
{
"p": 0.01763932593166828,
"m": 0.5
},
{
"p": 0.1066729873418808,
"m": 0.5
},
{
"p": 0.08688702434301376,
"m": 0.9693509340286255
},
{
"p": 0.05898633971810341,
"m": 0.6386410593986511
},
{
"p": 0.006066323723644018,
"m": 0.9060290455818176
},
{
"p": 0.08566626906394958,
"m": 0.9905551671981812
},
{
"p": 0.10938505828380585,
"m": 0.9674140810966492
},
{
"p": 0.11787593364715576,
"m": 0.9187824130058289
},
{
"p": 0.07904119044542313,
"m": 0.8838738203048706
},
{
"p": 0.06098972633481026,
"m": 0.9684171676635742
},
{
"p": 0.08455947041511536,
"m": 0.930227518081665
},
{
"p": 0.08983666449785233,
"m": 0.5
},
{
"p": 0.0007169700693339109,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 2.295182228088379,
"val_loss": 1.0937986373901367,
"acc": 63.76,
"time": 358.12408010906074,
"param": [
{
"p": 0.107379250228405,
"m": 0.5
},
{
"p": 0.021414967253804207,
"m": 0.5
},
{
"p": 0.0791163519024849,
"m": 0.5
},
{
"p": 0.08982592076063156,
"m": 0.9992614388465881
},
{
"p": 0.057166602462530136,
"m": 0.59611976146698
},
{
"p": 0.0007158653461374342,
"m": 0.9293745160102844
},
{
"p": 0.08499258011579514,
"m": 0.9750505685806274
},
{
"p": 0.08042745292186737,
"m": 0.8664417862892151
},
{
"p": 0.06730054318904877,
"m": 0.956071674823761
},
{
"p": 0.10464396327733994,
"m": 0.9149698615074158
},
{
"p": 0.0693267434835434,
"m": 0.9430055022239685
},
{
"p": 0.10971037298440933,
"m": 1.0
},
{
"p": 0.11144152283668518,
"m": 0.5
},
{
"p": 0.016537902876734734,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 2.4441051483154297,
"val_loss": 1.0381711721420288,
"acc": 64.49,
"time": 357.5630197589053,
"param": [
{
"p": 0.11096609383821487,
"m": 0.5
},
{
"p": 0.023090559989213943,
"m": 0.5
},
{
"p": 0.11868853121995926,
"m": 0.5
},
{
"p": 0.06352319568395615,
"m": 0.9706435799598694
},
{
"p": 0.0397094301879406,
"m": 0.5742050409317017
},
{
"p": 0.0008988658664748073,
"m": 0.8704502582550049
},
{
"p": 0.10243431478738785,
"m": 0.9709005355834961
},
{
"p": 0.05182579904794693,
"m": 0.8058468103408813
},
{
"p": 0.06426899135112762,
"m": 0.9000017642974854
},
{
"p": 0.1267724335193634,
"m": 0.8482432961463928
},
{
"p": 0.08125759661197662,
"m": 0.9600067734718323
},
{
"p": 0.1028352901339531,
"m": 0.968467116355896
},
{
"p": 0.11280655115842819,
"m": 0.5
},
{
"p": 0.0009224804816767573,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 2.3906266689300537,
"val_loss": 1.039595127105713,
"acc": 65.09,
"time": 356.7869710660307,
"param": [
{
"p": 0.07728246599435806,
"m": 0.5
},
{
"p": 0.0044793845154345036,
"m": 0.5
},
{
"p": 0.10711666196584702,
"m": 0.5
},
{
"p": 0.08725731819868088,
"m": 0.9720569849014282
},
{
"p": 0.05023612454533577,
"m": 0.6327004432678223
},
{
"p": 0.0023248381912708282,
"m": 0.8529983162879944
},
{
"p": 0.10257932543754578,
"m": 0.9865004420280457
},
{
"p": 0.10173987597227097,
"m": 0.8112564086914062
},
{
"p": 0.10734222829341888,
"m": 0.834215521812439
},
{
"p": 0.09162012487649918,
"m": 0.8177460432052612
},
{
"p": 0.08110883831977844,
"m": 0.9541375041007996
},
{
"p": 0.09701746702194214,
"m": 0.9787750840187073
},
{
"p": 0.08919328451156616,
"m": 0.5
},
{
"p": 0.0007019431795924902,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 2.1676907539367676,
"val_loss": 0.9658549427986145,
"acc": 66.14,
"time": 369.71519998298027,
"param": [
{
"p": 0.08881271630525589,
"m": 0.5
},
{
"p": 0.023285454139113426,
"m": 0.5
},
{
"p": 0.09920578449964523,
"m": 0.5
},
{
"p": 0.04955426603555679,
"m": 0.9092125296592712
},
{
"p": 0.05858517810702324,
"m": 0.536206066608429
},
{
"p": 0.002063968451693654,
"m": 0.7605141401290894
},
{
"p": 0.05637284368276596,
"m": 0.9995477199554443
},
{
"p": 0.07565195858478546,
"m": 0.8699182868003845
},
{
"p": 0.10317584872245789,
"m": 0.9336441159248352
},
{
"p": 0.10054165124893188,
"m": 0.8074033260345459
},
{
"p": 0.08144882321357727,
"m": 0.9321847558021545
},
{
"p": 0.12466250360012054,
"m": 1.0
},
{
"p": 0.12190894782543182,
"m": 0.5
},
{
"p": 0.014730008319020271,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 2.2714717388153076,
"val_loss": 0.8986660838127136,
"acc": 66.2,
"time": 375.7358350320719,
"param": [
{
"p": 0.11293485015630722,
"m": 0.5
},
{
"p": 0.0007155267521739006,
"m": 0.5
},
{
"p": 0.08523152768611908,
"m": 0.5
},
{
"p": 0.08017034083604813,
"m": 0.8736994862556458
},
{
"p": 0.04528220370411873,
"m": 0.6145256161689758
},
{
"p": 0.028366554528474808,
"m": 0.744741678237915
},
{
"p": 0.06198922544717789,
"m": 0.9989669322967529
},
{
"p": 0.07541926205158234,
"m": 0.867358386516571
},
{
"p": 0.11241557449102402,
"m": 1.0
},
{
"p": 0.05735577642917633,
"m": 0.8068863749504089
},
{
"p": 0.07670474797487259,
"m": 1.0
},
{
"p": 0.12950365245342255,
"m": 1.0
},
{
"p": 0.1331952065229416,
"m": 0.5
},
{
"p": 0.0007155267521739006,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 2.527177572250366,
"val_loss": 0.8841986060142517,
"acc": 66.44,
"time": 369.4335472669918,
"param": [
{
"p": 0.11762889474630356,
"m": 0.5
},
{
"p": 0.004226136952638626,
"m": 0.5
},
{
"p": 0.08157466351985931,
"m": 0.5
},
{
"p": 0.07466737926006317,
"m": 0.9937819242477417
},
{
"p": 0.03132123500108719,
"m": 0.7110615968704224
},
{
"p": 0.026285819709300995,
"m": 0.8183150887489319
},
{
"p": 0.08767380565404892,
"m": 1.0
},
{
"p": 0.10421676933765411,
"m": 0.8601126074790955
},
{
"p": 0.09542302787303925,
"m": 0.9999997615814209
},
{
"p": 0.0841577872633934,
"m": 0.8795958757400513
},
{
"p": 0.08008567988872528,
"m": 0.9906877279281616
},
{
"p": 0.09209318459033966,
"m": 1.0
},
{
"p": 0.11993297189474106,
"m": 0.5
},
{
"p": 0.0007126024574972689,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 2.038395643234253,
"val_loss": 1.1124104261398315,
"acc": 66.06,
"time": 357.5051897029625,
"param": [
{
"p": 0.10504341125488281,
"m": 0.5
},
{
"p": 0.014083935879170895,
"m": 0.5
},
{
"p": 0.09815192222595215,
"m": 0.5
},
{
"p": 0.06738120317459106,
"m": 0.9419863820075989
},
{
"p": 0.05337780714035034,
"m": 0.7602595090866089
},
{
"p": 0.006839801091700792,
"m": 0.9095879197120667
},
{
"p": 0.08188572525978088,
"m": 0.9865583181381226
},
{
"p": 0.09675367176532745,
"m": 0.9018830060958862
},
{
"p": 0.06787030398845673,
"m": 0.9586107134819031
},
{
"p": 0.10383347421884537,
"m": 0.8235710263252258
},
{
"p": 0.08062111586332321,
"m": 0.876670777797699
},
{
"p": 0.1036573052406311,
"m": 1.0
},
{
"p": 0.11924650520086288,
"m": 0.5
},
{
"p": 0.0012538336450234056,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 2.5363447666168213,
"val_loss": 1.0089455842971802,
"acc": 66.94,
"time": 376.8677608559374,
"param": [
{
"p": 0.11035095155239105,
"m": 0.5
},
{
"p": 0.012255176901817322,
"m": 0.5
},
{
"p": 0.09882360696792603,
"m": 0.5
},
{
"p": 0.074417844414711,
"m": 0.8549391627311707
},
{
"p": 0.04069984331727028,
"m": 0.7614350914955139
},
{
"p": 0.007717112544924021,
"m": 0.8957054018974304
},
{
"p": 0.09914246201515198,
"m": 0.9578763842582703
},
{
"p": 0.07828822731971741,
"m": 0.8393957018852234
},
{
"p": 0.09143074601888657,
"m": 0.9087525010108948
},
{
"p": 0.09208311885595322,
"m": 0.8254714012145996
},
{
"p": 0.07807832956314087,
"m": 0.8847497701644897
},
{
"p": 0.10730308294296265,
"m": 0.9595770239830017
},
{
"p": 0.10555350035429001,
"m": 0.5
},
{
"p": 0.0038559287786483765,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 2.3411788940429688,
"val_loss": 1.0060471296310425,
"acc": 65.17,
"time": 352.49338323099073,
"param": [
{
"p": 0.0871214047074318,
"m": 0.5
},
{
"p": 0.014333691447973251,
"m": 0.5
},
{
"p": 0.09921471774578094,
"m": 0.5
},
{
"p": 0.07532016932964325,
"m": 0.8529843688011169
},
{
"p": 0.00287395971827209,
"m": 0.8384217023849487
},
{
"p": 0.05306387320160866,
"m": 0.8929851055145264
},
{
"p": 0.07754133641719818,
"m": 0.9917818307876587
},
{
"p": 0.0914243757724762,
"m": 0.8409874439239502
},
{
"p": 0.10948440432548523,
"m": 0.9685664176940918
},
{
"p": 0.0965656042098999,
"m": 0.9723080396652222
},
{
"p": 0.0825607031583786,
"m": 0.9167357087135315
},
{
"p": 0.09810305386781693,
"m": 0.9517533183097839
},
{
"p": 0.11048797518014908,
"m": 0.5
},
{
"p": 0.0019045816734433174,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 2.235555410385132,
"val_loss": 1.059038758277893,
"acc": 63.89,
"time": 370.7154619980138,
"param": [
{
"p": 0.11255000531673431,
"m": 0.5
},
{
"p": 0.0006974000716581941,
"m": 0.5
},
{
"p": 0.08366291970014572,
"m": 0.5
},
{
"p": 0.10785863548517227,
"m": 0.8502894043922424
},
{
"p": 0.052994512021541595,
"m": 0.9110450744628906
},
{
"p": 0.0013930625282227993,
"m": 0.9334351420402527
},
{
"p": 0.08950310200452805,
"m": 0.9600195288658142
},
{
"p": 0.08336275070905685,
"m": 0.840096652507782
},
{
"p": 0.09430012106895447,
"m": 0.9690903425216675
},
{
"p": 0.08246274292469025,
"m": 0.9897487759590149
},
{
"p": 0.06695377826690674,
"m": 0.9475734233856201
},
{
"p": 0.12470163404941559,
"m": 0.9384774565696716
},
{
"p": 0.0927237942814827,
"m": 0.5
},
{
"p": 0.006835609674453735,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 2.2664554119110107,
"val_loss": 0.9544647336006165,
"acc": 67.36,
"time": 357.32424855499994,
"param": [
{
"p": 0.08186446875333786,
"m": 0.5
},
{
"p": 0.013799372129142284,
"m": 0.5
},
{
"p": 0.08413644880056381,
"m": 0.5
},
{
"p": 0.06727319955825806,
"m": 0.9600378274917603
},
{
"p": 0.059164851903915405,
"m": 0.8847032785415649
},
{
"p": 0.0454103909432888,
"m": 0.9232383370399475
},
{
"p": 0.08099856227636337,
"m": 1.0
},
{
"p": 0.08095008134841919,
"m": 0.8461118936538696
},
{
"p": 0.08834293484687805,
"m": 1.0
},
{
"p": 0.108222097158432,
"m": 0.994636058807373
},
{
"p": 0.07042426615953445,
"m": 0.9469188451766968
},
{
"p": 0.10640359669923782,
"m": 0.9801270365715027
},
{
"p": 0.11076552420854568,
"m": 0.5
},
{
"p": 0.0022441563196480274,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 2.156844139099121,
"val_loss": 0.9162599444389343,
"acc": 67.87,
"time": 353.15514444198925,
"param": [
{
"p": 0.13536222279071808,
"m": 0.5
},
{
"p": 0.0007139017106965184,
"m": 0.5
},
{
"p": 0.08355686813592911,
"m": 0.5
},
{
"p": 0.0760008692741394,
"m": 0.9214232563972473
},
{
"p": 0.001267959363758564,
"m": 0.9121970534324646
},
{
"p": 0.012988029979169369,
"m": 0.9834052324295044
},
{
"p": 0.06873207539319992,
"m": 0.9393203258514404
},
{
"p": 0.08008002489805222,
"m": 0.8386630415916443
},
{
"p": 0.08859589695930481,
"m": 0.9717798829078674
},
{
"p": 0.14014936983585358,
"m": 0.9638649821281433
},
{
"p": 0.11471404135227203,
"m": 0.9478974342346191
},
{
"p": 0.09276391565799713,
"m": 0.9986903667449951
},
{
"p": 0.1043609231710434,
"m": 0.5
},
{
"p": 0.0007139017106965184,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 2.1792705059051514,
"val_loss": 0.954923689365387,
"acc": 66.74,
"time": 358.218254509964,
"param": [
{
"p": 0.1065601110458374,
"m": 0.5
},
{
"p": 0.005724230315536261,
"m": 0.5
},
{
"p": 0.10737694054841995,
"m": 0.5
},
{
"p": 0.0660223737359047,
"m": 0.9163620471954346
},
{
"p": 0.0061995601281523705,
"m": 0.8569194674491882
},
{
"p": 0.0008207621285691857,
"m": 0.9785973429679871
},
{
"p": 0.07817207276821136,
"m": 0.9764009714126587
},
{
"p": 0.08158678561449051,
"m": 0.7526727914810181
},
{
"p": 0.08252562582492828,
"m": 0.9760115146636963
},
{
"p": 0.10447373986244202,
"m": 0.8935183882713318
},
{
"p": 0.09036465734243393,
"m": 0.9010089635848999
},
{
"p": 0.12592890858650208,
"m": 0.9305734634399414
},
{
"p": 0.14335817098617554,
"m": 0.5
},
{
"p": 0.00088597642024979,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 1.963708758354187,
"val_loss": 0.9484724998474121,
"acc": 67.33,
"time": 360.25246436998714,
"param": [
{
"p": 0.09497528523206711,
"m": 0.5
},
{
"p": 0.020814480260014534,
"m": 0.5
},
{
"p": 0.12147468328475952,
"m": 0.5
},
{
"p": 0.07334961742162704,
"m": 0.9572672843933105
},
{
"p": 0.05291958153247833,
"m": 0.9328224658966064
},
{
"p": 0.0006957728182896972,
"m": 0.8766437768936157
},
{
"p": 0.10434740036725998,
"m": 0.9156578183174133
},
{
"p": 0.08000143617391586,
"m": 0.8425370454788208
},
{
"p": 0.10099092870950699,
"m": 0.9335113763809204
},
{
"p": 0.05582287535071373,
"m": 0.9077951312065125
},
{
"p": 0.0913739800453186,
"m": 0.8799233436584473
},
{
"p": 0.10021323710680008,
"m": 0.9654200077056885
},
{
"p": 0.1023249477148056,
"m": 0.5
},
{
"p": 0.0006957728182896972,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 2.0838096141815186,
"val_loss": 0.9781680703163147,
"acc": 66.9,
"time": 370.4222938729217,
"param": [
{
"p": 0.12208904325962067,
"m": 0.5
},
{
"p": 0.03448577970266342,
"m": 0.5
},
{
"p": 0.11256196349859238,
"m": 0.5
},
{
"p": 0.06064894422888756,
"m": 0.9723278284072876
},
{
"p": 0.00070817960659042,
"m": 0.9746394753456116
},
{
"p": 0.027775529772043228,
"m": 0.8395078182220459
},
{
"p": 0.05929587781429291,
"m": 0.9311122298240662
},
{
"p": 0.07843031734228134,
"m": 0.8226742148399353
},
{
"p": 0.10342749208211899,
"m": 0.9400135278701782
},
{
"p": 0.09303439408540726,
"m": 0.9240328669548035
},
{
"p": 0.08168619871139526,
"m": 0.9303708076477051
},
{
"p": 0.11382444202899933,
"m": 0.9428507685661316
},
{
"p": 0.11097497493028641,
"m": 0.5
},
{
"p": 0.0010568782454356551,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 2.094299077987671,
"val_loss": 0.9717778563499451,
"acc": 66.52,
"time": 371.69503059599083,
"param": [
{
"p": 0.07936400175094604,
"m": 0.5
},
{
"p": 0.0007042803918011487,
"m": 0.5
},
{
"p": 0.1088724359869957,
"m": 0.5
},
{
"p": 0.08330664038658142,
"m": 1.0
},
{
"p": 0.011969776824116707,
"m": 0.9462665319442749
},
{
"p": 0.027589740231633186,
"m": 0.817831814289093
},
{
"p": 0.09896866977214813,
"m": 0.9919141530990601
},
{
"p": 0.09479405730962753,
"m": 0.9800286293029785
},
{
"p": 0.08157608658075333,
"m": 0.9151518940925598
},
{
"p": 0.12013925611972809,
"m": 0.9888365864753723
},
{
"p": 0.09478438645601273,
"m": 1.0
},
{
"p": 0.09730692952871323,
"m": 0.9985407590866089
},
{
"p": 0.099919393658638,
"m": 0.5
},
{
"p": 0.0007042803918011487,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 2.184403896331787,
"val_loss": 1.0137258768081665,
"acc": 65.9,
"time": 362.56526138598565,
"param": [
{
"p": 0.13042540848255157,
"m": 0.5
},
{
"p": 0.000704720732755959,
"m": 0.5
},
{
"p": 0.10434728115797043,
"m": 0.5
},
{
"p": 0.10634640604257584,
"m": 0.9585298895835876
},
{
"p": 0.000704720732755959,
"m": 0.9173615574836731
},
{
"p": 0.004449034109711647,
"m": 0.9576078653335571
},
{
"p": 0.09933086484670639,
"m": 0.9674621820449829
},
{
"p": 0.07429647445678711,
"m": 0.9158936738967896
},
{
"p": 0.09467613697052002,
"m": 0.9692612290382385
},
{
"p": 0.10822411626577377,
"m": 0.9791892766952515
},
{
"p": 0.05567879602313042,
"m": 0.9975963234901428
},
{
"p": 0.09454144537448883,
"m": 0.9988481402397156
},
{
"p": 0.12556979060173035,
"m": 0.5
},
{
"p": 0.000704720732755959,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 2.283327579498291,
"val_loss": 0.9921112060546875,
"acc": 68.08,
"time": 371.51120952598285,
"param": [
{
"p": 0.09961782395839691,
"m": 0.5
},
{
"p": 0.012200351804494858,
"m": 0.5
},
{
"p": 0.12524861097335815,
"m": 0.5
},
{
"p": 0.06416790932416916,
"m": 0.9558144211769104
},
{
"p": 0.030443837866187096,
"m": 0.9313601851463318
},
{
"p": 0.02476779744029045,
"m": 1.0
},
{
"p": 0.08937527239322662,
"m": 1.0
},
{
"p": 0.07961411029100418,
"m": 0.9485499262809753
},
{
"p": 0.09232486039400101,
"m": 0.9974408745765686
},
{
"p": 0.09025079011917114,
"m": 0.9119617938995361
},
{
"p": 0.07651852816343307,
"m": 0.9558594822883606
},
{
"p": 0.09841959923505783,
"m": 1.0
},
{
"p": 0.11635780334472656,
"m": 0.5
},
{
"p": 0.000692770816385746,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 2.344449520111084,
"val_loss": 1.0124924182891846,
"acc": 66.81,
"time": 367.9749800800346,
"param": [
{
"p": 0.11525847017765045,
"m": 0.5
},
{
"p": 0.01955992914736271,
"m": 0.5
},
{
"p": 0.1027258038520813,
"m": 0.5
},
{
"p": 0.07916929572820663,
"m": 0.9104670882225037
},
{
"p": 0.023596342653036118,
"m": 0.9468328952789307
},
{
"p": 0.004276126157492399,
"m": 0.9717299938201904
},
{
"p": 0.10071158409118652,
"m": 0.9644971489906311
},
{
"p": 0.05389133468270302,
"m": 0.9608843922615051
},
{
"p": 0.10246749222278595,
"m": 0.9698551893234253
},
{
"p": 0.08127106726169586,
"m": 0.9423794746398926
},
{
"p": 0.1032753735780716,
"m": 0.8983554840087891
},
{
"p": 0.068423792719841,
"m": 0.9589396715164185
},
{
"p": 0.14467227458953857,
"m": 0.5
},
{
"p": 0.0007011232082732022,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 2.0891785621643066,
"val_loss": 0.8481259942054749,
"acc": 68.9,
"time": 367.852540825028,
"param": [
{
"p": 0.11384573578834534,
"m": 0.5
},
{
"p": 0.0274314284324646,
"m": 0.5
},
{
"p": 0.08490215986967087,
"m": 0.5
},
{
"p": 0.09471935033798218,
"m": 1.0
},
{
"p": 0.002725467784330249,
"m": 1.0
},
{
"p": 0.005851976573467255,
"m": 0.9968000650405884
},
{
"p": 0.08791930973529816,
"m": 1.0
},
{
"p": 0.07139638811349869,
"m": 0.9568906426429749
},
{
"p": 0.08068893849849701,
"m": 0.9592865705490112
},
{
"p": 0.09176778793334961,
"m": 0.9975771307945251
},
{
"p": 0.08379743993282318,
"m": 0.9982692003250122
},
{
"p": 0.11505038291215897,
"m": 1.0
},
{
"p": 0.1374635398387909,
"m": 0.5
},
{
"p": 0.002440001117065549,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 2.299417495727539,
"val_loss": 0.8904822468757629,
"acc": 67.54,
"time": 371.6879387809895,
"param": [
{
"p": 0.11647452414035797,
"m": 0.5
},
{
"p": 0.009200132451951504,
"m": 0.5
},
{
"p": 0.11062216013669968,
"m": 0.5
},
{
"p": 0.08332698792219162,
"m": 0.992472231388092
},
{
"p": 0.02114308997988701,
"m": 0.9940683245658875
},
{
"p": 0.024301819503307343,
"m": 0.9911346435546875
},
{
"p": 0.09305965900421143,
"m": 0.9850087761878967
},
{
"p": 0.0562099926173687,
"m": 0.9340213537216187
},
{
"p": 0.10439002513885498,
"m": 1.0
},
{
"p": 0.07704955339431763,
"m": 0.9554926753044128
},
{
"p": 0.08103018999099731,
"m": 0.9327046871185303
},
{
"p": 0.0942380279302597,
"m": 1.0
},
{
"p": 0.1110820546746254,
"m": 0.5
},
{
"p": 0.017871670424938202,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 2.14286732673645,
"val_loss": 0.8555843234062195,
"acc": 68.31,
"time": 358.61286913999356,
"param": [
{
"p": 0.12797576189041138,
"m": 0.5
},
{
"p": 0.014278247952461243,
"m": 0.5
},
{
"p": 0.07962639629840851,
"m": 0.5
},
{
"p": 0.09474766999483109,
"m": 0.9701529145240784
},
{
"p": 0.004507572390139103,
"m": 1.0
},
{
"p": 0.0007032371941022575,
"m": 0.9608758687973022
},
{
"p": 0.0915808454155922,
"m": 0.9926491975784302
},
{
"p": 0.08521714806556702,
"m": 1.0
},
{
"p": 0.10881390422582626,
"m": 0.951285183429718
},
{
"p": 0.08585864305496216,
"m": 0.9997751116752625
},
{
"p": 0.0847373753786087,
"m": 0.885720431804657
},
{
"p": 0.12478163838386536,
"m": 0.9869169592857361
},
{
"p": 0.09646829962730408,
"m": 0.5
},
{
"p": 0.0007032371941022575,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 2.1674575805664062,
"val_loss": 0.9499770998954773,
"acc": 68.69,
"time": 376.7156383569818,
"param": [
{
"p": 0.09858912229537964,
"m": 0.5
},
{
"p": 0.04061727598309517,
"m": 0.5
},
{
"p": 0.09858590364456177,
"m": 0.5
},
{
"p": 0.08034064620733261,
"m": 0.9830901026725769
},
{
"p": 0.011488407850265503,
"m": 0.9753329157829285
},
{
"p": 0.0021431040950119495,
"m": 1.0
},
{
"p": 0.08372639119625092,
"m": 0.9712358117103577
},
{
"p": 0.09333176910877228,
"m": 0.9986019730567932
},
{
"p": 0.09612038731575012,
"m": 0.9355788826942444
},
{
"p": 0.0762539878487587,
"m": 0.9867448806762695
},
{
"p": 0.09069687873125076,
"m": 0.9168574213981628
},
{
"p": 0.0923590362071991,
"m": 0.9856349229812622
},
{
"p": 0.11019347608089447,
"m": 0.5
},
{
"p": 0.025553619489073753,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 2.035642147064209,
"val_loss": 1.101588249206543,
"acc": 67.26,
"time": 364.3181331770029,
"param": [
{
"p": 0.10349857807159424,
"m": 0.5
},
{
"p": 0.0007158708176575601,
"m": 0.5
},
{
"p": 0.15093566477298737,
"m": 0.5
},
{
"p": 0.02938082441687584,
"m": 0.8550015091896057
},
{
"p": 0.0007158708176575601,
"m": 0.9935721158981323
},
{
"p": 0.0007158708176575601,
"m": 0.9456115961074829
},
{
"p": 0.09294770658016205,
"m": 0.9872251152992249
},
{
"p": 0.0864899680018425,
"m": 0.9845808744430542
},
{
"p": 0.0951327309012413,
"m": 0.9050244092941284
},
{
"p": 0.10905814915895462,
"m": 0.9321686029434204
},
{
"p": 0.08406004309654236,
"m": 0.8969563841819763
},
{
"p": 0.12840698659420013,
"m": 1.0
},
{
"p": 0.11722587049007416,
"m": 0.5
},
{
"p": 0.0007158708176575601,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 2.2699856758117676,
"val_loss": 0.8436071276664734,
"acc": 68.14,
"time": 358.71836564096157,
"param": [
{
"p": 0.11115504801273346,
"m": 0.5
},
{
"p": 0.0044342936016619205,
"m": 0.5
},
{
"p": 0.09024231135845184,
"m": 0.5
},
{
"p": 0.0705697312951088,
"m": 0.9113343954086304
},
{
"p": 0.026526914909482002,
"m": 0.8853394985198975
},
{
"p": 0.0007105055265128613,
"m": 0.9558348059654236
},
{
"p": 0.075688935816288,
"m": 0.9946820735931396
},
{
"p": 0.08697167783975601,
"m": 0.9139286875724792
},
{
"p": 0.10596700757741928,
"m": 0.9982876777648926
},
{
"p": 0.09230193495750427,
"m": 0.9078237414360046
},
{
"p": 0.07612598687410355,
"m": 0.8254077434539795
},
{
"p": 0.1171577051281929,
"m": 0.9985164403915405
},
{
"p": 0.12928399443626404,
"m": 0.5
},
{
"p": 0.012863876298069954,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 1.9747916460037231,
"val_loss": 0.9136450290679932,
"acc": 68.61,
"time": 371.97940919199027,
"param": [
{
"p": 0.10318146646022797,
"m": 0.5
},
{
"p": 0.0007085893303155899,
"m": 0.5
},
{
"p": 0.10339675843715668,
"m": 0.5
},
{
"p": 0.10840015113353729,
"m": 0.8611614108085632
},
{
"p": 0.016551712527871132,
"m": 0.7575780749320984
},
{
"p": 0.0007085893303155899,
"m": 0.8477272987365723
},
{
"p": 0.039471011608839035,
"m": 1.0
},
{
"p": 0.07832706719636917,
"m": 1.0
},
{
"p": 0.11670660227537155,
"m": 0.9428209662437439
},
{
"p": 0.10716062039136887,
"m": 0.955165684223175
},
{
"p": 0.11895634979009628,
"m": 0.9289010763168335
},
{
"p": 0.08608341217041016,
"m": 0.9950414299964905
},
{
"p": 0.11900127679109573,
"m": 0.5
},
{
"p": 0.0013463576324284077,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 2.1813948154449463,
"val_loss": 0.890687108039856,
"acc": 69.18,
"time": 356.8670202549547,
"param": [
{
"p": 0.11227134615182877,
"m": 0.5
},
{
"p": 0.040742579847574234,
"m": 0.5
},
{
"p": 0.1027483195066452,
"m": 0.5
},
{
"p": 0.07483518868684769,
"m": 0.8678276538848877
},
{
"p": 0.005387297365814447,
"m": 0.6965444684028625
},
{
"p": 0.020219191908836365,
"m": 0.8965896368026733
},
{
"p": 0.0918184146285057,
"m": 1.0
},
{
"p": 0.08918287605047226,
"m": 0.9883619546890259
},
{
"p": 0.07216157019138336,
"m": 1.0
},
{
"p": 0.08226209133863449,
"m": 0.8819385766983032
},
{
"p": 0.0607512891292572,
"m": 0.9683117866516113
},
{
"p": 0.11006247997283936,
"m": 0.9985044002532959
},
{
"p": 0.11282987892627716,
"m": 0.5
},
{
"p": 0.024727409705519676,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.9125027656555176,
"val_loss": 0.970258891582489,
"acc": 68.99,
"time": 367.7288856790401,
"param": [
{
"p": 0.11145810782909393,
"m": 0.5
},
{
"p": 0.0105607770383358,
"m": 0.5
},
{
"p": 0.116750568151474,
"m": 0.5
},
{
"p": 0.08490059524774551,
"m": 0.8914275765419006
},
{
"p": 0.0007037307368591428,
"m": 0.7383931875228882
},
{
"p": 0.04998525604605675,
"m": 0.7295016050338745
},
{
"p": 0.10474099218845367,
"m": 0.9118286371231079
},
{
"p": 0.08051732927560806,
"m": 1.0
},
{
"p": 0.07435901463031769,
"m": 0.988848090171814
},
{
"p": 0.07788635790348053,
"m": 0.8742492198944092
},
{
"p": 0.08474145084619522,
"m": 1.0
},
{
"p": 0.09876463562250137,
"m": 1.0
},
{
"p": 0.10392756015062332,
"m": 0.5
},
{
"p": 0.0007037307368591428,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.7980942726135254,
"val_loss": 1.0489472150802612,
"acc": 68.32,
"time": 377.3559971980285,
"param": [
{
"p": 0.10358519107103348,
"m": 0.5
},
{
"p": 0.0007193711935542524,
"m": 0.5
},
{
"p": 0.10546693205833435,
"m": 0.5
},
{
"p": 0.10204096138477325,
"m": 0.9867527484893799
},
{
"p": 0.03294997662305832,
"m": 0.6675427556037903
},
{
"p": 0.010648049414157867,
"m": 0.8204941749572754
},
{
"p": 0.08270663768053055,
"m": 0.9413465857505798
},
{
"p": 0.08144816756248474,
"m": 0.9356376528739929
},
{
"p": 0.11881062388420105,
"m": 0.9411126375198364
},
{
"p": 0.07047244161367416,
"m": 0.6792898178100586
},
{
"p": 0.09670700877904892,
"m": 0.974694013595581
},
{
"p": 0.0851631835103035,
"m": 0.9803609848022461
},
{
"p": 0.10856211185455322,
"m": 0.5
},
{
"p": 0.0007193711935542524,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 2.1438393592834473,
"val_loss": 0.860855221748352,
"acc": 69.49,
"time": 375.1447460319614,
"param": [
{
"p": 0.0672137588262558,
"m": 0.5
},
{
"p": 0.017581624910235405,
"m": 0.5
},
{
"p": 0.0875893086194992,
"m": 0.5
},
{
"p": 0.06933784484863281,
"m": 0.999334454536438
},
{
"p": 0.018710119649767876,
"m": 0.685126543045044
},
{
"p": 0.030520861968398094,
"m": 0.7298687100410461
},
{
"p": 0.09551545232534409,
"m": 1.0
},
{
"p": 0.0979839339852333,
"m": 0.8858866095542908
},
{
"p": 0.1058192327618599,
"m": 0.8471267223358154
},
{
"p": 0.09940004348754883,
"m": 0.8059707880020142
},
{
"p": 0.07692106813192368,
"m": 0.9973962306976318
},
{
"p": 0.10604579001665115,
"m": 1.0
},
{
"p": 0.12665797770023346,
"m": 0.5
},
{
"p": 0.0007030144333839417,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.9674770832061768,
"val_loss": 0.8924413919448853,
"acc": 69.12,
"time": 362.0129563539522,
"param": [
{
"p": 0.12328559905290604,
"m": 0.5
},
{
"p": 0.017518259584903717,
"m": 0.5
},
{
"p": 0.10360511392354965,
"m": 0.5
},
{
"p": 0.08207056671380997,
"m": 1.0
},
{
"p": 0.04160575196146965,
"m": 0.6992135643959045
},
{
"p": 0.003545879852026701,
"m": 0.7776297330856323
},
{
"p": 0.06200350448489189,
"m": 0.97379070520401
},
{
"p": 0.050491414964199066,
"m": 0.9012287259101868
},
{
"p": 0.08200696110725403,
"m": 0.8601377010345459
},
{
"p": 0.11155622452497482,
"m": 0.7812244892120361
},
{
"p": 0.08923495560884476,
"m": 0.9871716499328613
},
{
"p": 0.10406561940908432,
"m": 1.0
},
{
"p": 0.08477173000574112,
"m": 0.5
},
{
"p": 0.04423833265900612,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 1.788501262664795,
"val_loss": 0.8868347406387329,
"acc": 69.79,
"time": 369.26617094303947,
"param": [
{
"p": 0.12772461771965027,
"m": 0.5
},
{
"p": 0.0007074522436596453,
"m": 0.5
},
{
"p": 0.12565092742443085,
"m": 0.5
},
{
"p": 0.07962080091238022,
"m": 0.9487956762313843
},
{
"p": 0.0330863818526268,
"m": 0.7507184147834778
},
{
"p": 0.015773367136716843,
"m": 0.7887728810310364
},
{
"p": 0.10553987324237823,
"m": 0.9233381748199463
},
{
"p": 0.06297804415225983,
"m": 0.8890183568000793
},
{
"p": 0.07733488827943802,
"m": 0.929594099521637
},
{
"p": 0.10656707733869553,
"m": 0.8702614307403564
},
{
"p": 0.06660003215074539,
"m": 0.9200106859207153
},
{
"p": 0.10823582857847214,
"m": 1.0
},
{
"p": 0.0894731804728508,
"m": 0.5
},
{
"p": 0.0007074522436596453,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.798139214515686,
"val_loss": 0.9291628003120422,
"acc": 69.06,
"time": 380.24785560695454,
"param": [
{
"p": 0.1198352500796318,
"m": 0.5
},
{
"p": 0.02740442380309105,
"m": 0.5
},
{
"p": 0.06074611097574234,
"m": 0.5
},
{
"p": 0.06948155909776688,
"m": 1.0
},
{
"p": 0.031103236600756645,
"m": 0.7259880304336548
},
{
"p": 0.03671598434448242,
"m": 0.9328320026397705
},
{
"p": 0.08435047417879105,
"m": 0.8347395062446594
},
{
"p": 0.10978177189826965,
"m": 0.9192689061164856
},
{
"p": 0.09709537029266357,
"m": 0.8983293771743774
},
{
"p": 0.09819237142801285,
"m": 0.8396982550621033
},
{
"p": 0.07843546569347382,
"m": 0.9214628338813782
},
{
"p": 0.0837278813123703,
"m": 1.0
},
{
"p": 0.09807249903678894,
"m": 0.5
},
{
"p": 0.005057566799223423,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 2.044801712036133,
"val_loss": 0.731509268283844,
"acc": 70.53,
"time": 363.2362879359862,
"param": [
{
"p": 0.1072414293885231,
"m": 0.5
},
{
"p": 0.02832684852182865,
"m": 0.5
},
{
"p": 0.07585443556308746,
"m": 0.5
},
{
"p": 0.0834120586514473,
"m": 0.9636510610580444
},
{
"p": 0.02796432375907898,
"m": 0.6562337875366211
},
{
"p": 0.0320778451859951,
"m": 0.877298891544342
},
{
"p": 0.093897245824337,
"m": 0.8422325849533081
},
{
"p": 0.0775507390499115,
"m": 0.8318493366241455
},
{
"p": 0.08678220957517624,
"m": 0.9580332040786743
},
{
"p": 0.08943011611700058,
"m": 0.9055059552192688
},
{
"p": 0.07445111870765686,
"m": 1.0
},
{
"p": 0.0868302434682846,
"m": 1.0
},
{
"p": 0.11710821092128754,
"m": 0.5
},
{
"p": 0.01907322183251381,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 2.006791830062866,
"val_loss": 0.9209041595458984,
"acc": 69.48,
"time": 369.33873587008566,
"param": [
{
"p": 0.10150059312582016,
"m": 0.5
},
{
"p": 0.0006810766062699258,
"m": 0.5
},
{
"p": 0.07926467061042786,
"m": 0.5
},
{
"p": 0.08166874200105667,
"m": 1.0
},
{
"p": 0.059899065643548965,
"m": 0.4634541869163513
},
{
"p": 0.0006810766062699258,
"m": 0.891379714012146
},
{
"p": 0.07134617865085602,
"m": 0.9106473922729492
},
{
"p": 0.08608413487672806,
"m": 0.7661392688751221
},
{
"p": 0.07080061733722687,
"m": 0.9495205879211426
},
{
"p": 0.09468001127243042,
"m": 0.8451237082481384
},
{
"p": 0.10313510149717331,
"m": 0.995648205280304
},
{
"p": 0.1093258336186409,
"m": 0.9974589943885803
},
{
"p": 0.1278260052204132,
"m": 0.5
},
{
"p": 0.013106952421367168,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.8954533338546753,
"val_loss": 0.8864626288414001,
"acc": 69.27,
"time": 366.7271037340397,
"param": [
{
"p": 0.1040019765496254,
"m": 0.5
},
{
"p": 0.0006996456068009138,
"m": 0.5
},
{
"p": 0.08949171006679535,
"m": 0.5
},
{
"p": 0.0656888484954834,
"m": 0.9670295119285583
},
{
"p": 0.004246373660862446,
"m": 0.6082454919815063
},
{
"p": 0.0007714274106547236,
"m": 0.8941265344619751
},
{
"p": 0.09411558508872986,
"m": 0.9837622046470642
},
{
"p": 0.08581945300102234,
"m": 0.9152150750160217
},
{
"p": 0.1082533448934555,
"m": 1.0
},
{
"p": 0.08818826079368591,
"m": 0.870612621307373
},
{
"p": 0.12307914346456528,
"m": 1.0
},
{
"p": 0.11651397496461868,
"m": 0.993984043598175
},
{
"p": 0.10920771211385727,
"m": 0.5
},
{
"p": 0.00992248859256506,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 2.2303149700164795,
"val_loss": 0.8986400961875916,
"acc": 69.81,
"time": 366.29743030504324,
"param": [
{
"p": 0.1205410435795784,
"m": 0.5
},
{
"p": 0.0018493363168090582,
"m": 0.5
},
{
"p": 0.09934689849615097,
"m": 0.5
},
{
"p": 0.053378261625766754,
"m": 0.9737516641616821
},
{
"p": 0.04163167253136635,
"m": 0.715053141117096
},
{
"p": 0.0019356424454599619,
"m": 0.7985875010490417
},
{
"p": 0.09272042661905289,
"m": 1.0
},
{
"p": 0.07290330529212952,
"m": 0.9309161901473999
},
{
"p": 0.09782791137695312,
"m": 0.960586667060852
},
{
"p": 0.0737471655011177,
"m": 0.9346926212310791
},
{
"p": 0.10118585079908371,
"m": 0.9726184010505676
},
{
"p": 0.10957212001085281,
"m": 1.0
},
{
"p": 0.12245786935091019,
"m": 0.5
},
{
"p": 0.010902577079832554,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 2.0693626403808594,
"val_loss": 0.8310710191726685,
"acc": 68.81,
"time": 352.90447133395355,
"param": [
{
"p": 0.0987115204334259,
"m": 0.5
},
{
"p": 0.0007032389985397458,
"m": 0.5
},
{
"p": 0.07435876876115799,
"m": 0.5
},
{
"p": 0.07778321951627731,
"m": 1.0
},
{
"p": 0.019702423363924026,
"m": 0.7643702030181885
},
{
"p": 0.04985606670379639,
"m": 0.8366612195968628
},
{
"p": 0.08212979882955551,
"m": 1.0
},
{
"p": 0.056249573826789856,
"m": 0.9983212947845459
},
{
"p": 0.11135178059339523,
"m": 0.9454862475395203
},
{
"p": 0.10457737743854523,
"m": 0.9874098896980286
},
{
"p": 0.06577765196561813,
"m": 0.960435688495636
},
{
"p": 0.0959683209657669,
"m": 1.0
},
{
"p": 0.1396649032831192,
"m": 0.5
},
{
"p": 0.023165300488471985,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.6039007902145386,
"val_loss": 0.9056257605552673,
"acc": 70.37,
"time": 361.5506108570844,
"param": [
{
"p": 0.10296860337257385,
"m": 0.5
},
{
"p": 0.010541471652686596,
"m": 0.5
},
{
"p": 0.09529612958431244,
"m": 0.5
},
{
"p": 0.0907900482416153,
"m": 0.9748610854148865
},
{
"p": 0.04816650226712227,
"m": 0.6600751280784607
},
{
"p": 0.03789586201310158,
"m": 0.876030445098877
},
{
"p": 0.07510662823915482,
"m": 0.9991376996040344
},
{
"p": 0.07134578377008438,
"m": 1.0
},
{
"p": 0.10741032660007477,
"m": 1.0
},
{
"p": 0.09258390963077545,
"m": 0.991308867931366
},
{
"p": 0.07371773570775986,
"m": 0.9107819199562073
},
{
"p": 0.1102185845375061,
"m": 0.9927515387535095
},
{
"p": 0.08326105773448944,
"m": 0.5
},
{
"p": 0.000697371899150312,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 2.2736318111419678,
"val_loss": 0.8808994889259338,
"acc": 70.26,
"time": 362.0877661430277,
"param": [
{
"p": 0.11538970470428467,
"m": 0.5
},
{
"p": 0.001914758118800819,
"m": 0.5
},
{
"p": 0.052166447043418884,
"m": 0.5
},
{
"p": 0.09419113397598267,
"m": 0.974068284034729
},
{
"p": 0.05502771586179733,
"m": 0.5971269011497498
},
{
"p": 0.0023394087329506874,
"m": 0.7270955443382263
},
{
"p": 0.0687178447842598,
"m": 0.9999971985816956
},
{
"p": 0.08288970589637756,
"m": 0.9636409282684326
},
{
"p": 0.11987178772687912,
"m": 0.9825932383537292
},
{
"p": 0.09399141371250153,
"m": 1.0
},
{
"p": 0.10045260936021805,
"m": 1.0
},
{
"p": 0.10049997270107269,
"m": 1.0
},
{
"p": 0.1061016246676445,
"m": 0.5
},
{
"p": 0.006445732433348894,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.8702725172042847,
"val_loss": 0.9038383364677429,
"acc": 69.89,
"time": 380.113520969986,
"param": [
{
"p": 0.11145713180303574,
"m": 0.5
},
{
"p": 0.0007049027481116354,
"m": 0.5
},
{
"p": 0.06929200887680054,
"m": 0.5
},
{
"p": 0.06125694140791893,
"m": 0.9343593120574951
},
{
"p": 0.03489566221833229,
"m": 0.50718092918396
},
{
"p": 0.0373535118997097,
"m": 0.632429301738739
},
{
"p": 0.11418396234512329,
"m": 0.9179545640945435
},
{
"p": 0.08968796581029892,
"m": 0.9899934530258179
},
{
"p": 0.10457555949687958,
"m": 0.9809454083442688
},
{
"p": 0.08743343502283096,
"m": 0.9913846254348755
},
{
"p": 0.06704624742269516,
"m": 0.9787875413894653
},
{
"p": 0.09465166181325912,
"m": 0.9665341973304749
},
{
"p": 0.11165127158164978,
"m": 0.5
},
{
"p": 0.015809712931513786,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.9355440139770508,
"val_loss": 0.9430944323539734,
"acc": 69.2,
"time": 372.6393161850283,
"param": [
{
"p": 0.09325708448886871,
"m": 0.5
},
{
"p": 0.0032666681800037622,
"m": 0.5
},
{
"p": 0.10102158784866333,
"m": 0.5
},
{
"p": 0.061579376459121704,
"m": 0.9979069232940674
},
{
"p": 0.07119980454444885,
"m": 0.502983570098877
},
{
"p": 0.03653577342629433,
"m": 0.6823379993438721
},
{
"p": 0.040852926671504974,
"m": 0.9015398025512695
},
{
"p": 0.052860938012599945,
"m": 0.9797378778457642
},
{
"p": 0.09246911853551865,
"m": 1.0
},
{
"p": 0.1290416568517685,
"m": 0.9733284711837769
},
{
"p": 0.11358997225761414,
"m": 1.0
},
{
"p": 0.08978664875030518,
"m": 1.0
},
{
"p": 0.11382357776165009,
"m": 0.5
},
{
"p": 0.0007148788427002728,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.9958595037460327,
"val_loss": 1.0226731300354004,
"acc": 69.52,
"time": 370.92455650295597,
"param": [
{
"p": 0.07956142723560333,
"m": 0.5
},
{
"p": 0.0013421308249235153,
"m": 0.5
},
{
"p": 0.10368330031633377,
"m": 0.5
},
{
"p": 0.06987535208463669,
"m": 0.9844354391098022
},
{
"p": 0.07463265210390091,
"m": 0.5658189058303833
},
{
"p": 0.05026957020163536,
"m": 0.8127702474594116
},
{
"p": 0.08419442921876907,
"m": 0.9765082001686096
},
{
"p": 0.05663811415433884,
"m": 1.0
},
{
"p": 0.12435426563024521,
"m": 0.9987072348594666
},
{
"p": 0.07043886929750443,
"m": 0.9589138627052307
},
{
"p": 0.06831402331590652,
"m": 0.9993194341659546
},
{
"p": 0.10028181970119476,
"m": 1.0
},
{
"p": 0.1058197170495987,
"m": 0.5
},
{
"p": 0.01059431117027998,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 2.074753761291504,
"val_loss": 0.8957476615905762,
"acc": 71.06,
"time": 372.19309297495056,
"param": [
{
"p": 0.09899631887674332,
"m": 0.5
},
{
"p": 0.05837104842066765,
"m": 0.5
},
{
"p": 0.0889846608042717,
"m": 0.5
},
{
"p": 0.056246448308229446,
"m": 0.9961814284324646
},
{
"p": 0.07643897086381912,
"m": 0.5186731219291687
},
{
"p": 0.011148408986628056,
"m": 0.8308508992195129
},
{
"p": 0.07709317654371262,
"m": 0.9000863432884216
},
{
"p": 0.06630787253379822,
"m": 1.0
},
{
"p": 0.06316394358873367,
"m": 0.9934476613998413
},
{
"p": 0.08373644202947617,
"m": 0.9641282558441162
},
{
"p": 0.08025801181793213,
"m": 0.9753277897834778
},
{
"p": 0.10028637200593948,
"m": 1.0
},
{
"p": 0.1056058332324028,
"m": 0.5
},
{
"p": 0.033362459391355515,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.7714319229125977,
"val_loss": 0.9144291281700134,
"acc": 70.07,
"time": 363.9487837679917,
"param": [
{
"p": 0.1176810935139656,
"m": 0.5
},
{
"p": 0.0007097350899130106,
"m": 0.5
},
{
"p": 0.06786546856164932,
"m": 0.5
},
{
"p": 0.050583600997924805,
"m": 0.9899882674217224
},
{
"p": 0.04931778088212013,
"m": 0.4335024952888489
},
{
"p": 0.0007097350899130106,
"m": 0.7282236814498901
},
{
"p": 0.10845702141523361,
"m": 0.8987147212028503
},
{
"p": 0.0448494553565979,
"m": 1.0
},
{
"p": 0.1181035041809082,
"m": 0.9356959462165833
},
{
"p": 0.10297318547964096,
"m": 1.0
},
{
"p": 0.09224601835012436,
"m": 0.9343791604042053
},
{
"p": 0.12041749805212021,
"m": 1.0
},
{
"p": 0.1253761649131775,
"m": 0.5
},
{
"p": 0.0007097350899130106,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.759596347808838,
"val_loss": 0.8408172130584717,
"acc": 70.07,
"time": 363.1418246179819,
"param": [
{
"p": 0.10852276533842087,
"m": 0.5
},
{
"p": 0.0007121136295609176,
"m": 0.5
},
{
"p": 0.09033181518316269,
"m": 0.5
},
{
"p": 0.05878675356507301,
"m": 0.9032561182975769
},
{
"p": 0.00976253766566515,
"m": 0.44558656215667725
},
{
"p": 0.061676882207393646,
"m": 0.6628386974334717
},
{
"p": 0.09340453147888184,
"m": 0.9422215223312378
},
{
"p": 0.08773277699947357,
"m": 0.9532792568206787
},
{
"p": 0.07164879143238068,
"m": 0.8633556962013245
},
{
"p": 0.08574939519166946,
"m": 0.9852223992347717
},
{
"p": 0.08450300991535187,
"m": 0.962352991104126
},
{
"p": 0.14290699362754822,
"m": 1.0
},
{
"p": 0.10354956239461899,
"m": 0.5
},
{
"p": 0.0007121136295609176,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 2.0780980587005615,
"val_loss": 0.9247848391532898,
"acc": 70.02,
"time": 367.3411343090702,
"param": [
{
"p": 0.0890418142080307,
"m": 0.5
},
{
"p": 0.03574829921126366,
"m": 0.5
},
{
"p": 0.0653812363743782,
"m": 0.5
},
{
"p": 0.08186060190200806,
"m": 0.8548668622970581
},
{
"p": 0.08116745948791504,
"m": 0.43551573157310486
},
{
"p": 0.026099396869540215,
"m": 0.7088297009468079
},
{
"p": 0.08834696561098099,
"m": 0.9277322888374329
},
{
"p": 0.06743522733449936,
"m": 0.9065635800361633
},
{
"p": 0.0946478471159935,
"m": 0.8441935181617737
},
{
"p": 0.0634995698928833,
"m": 0.9924054145812988
},
{
"p": 0.0912521556019783,
"m": 0.9775829911231995
},
{
"p": 0.11189642548561096,
"m": 1.0
},
{
"p": 0.09278404712677002,
"m": 0.5
},
{
"p": 0.010839016176760197,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 1.683735728263855,
"val_loss": 0.8962844014167786,
"acc": 69.73,
"time": 362.2790733471047,
"param": [
{
"p": 0.08690377324819565,
"m": 0.5
},
{
"p": 0.019282635301351547,
"m": 0.5
},
{
"p": 0.07807498425245285,
"m": 0.5
},
{
"p": 0.03607294708490372,
"m": 0.830256998538971
},
{
"p": 0.059036824852228165,
"m": 0.2716033160686493
},
{
"p": 0.07433908432722092,
"m": 0.6014144420623779
},
{
"p": 0.08964221924543381,
"m": 0.9976313710212708
},
{
"p": 0.06018209084868431,
"m": 0.8861141204833984
},
{
"p": 0.1247669905424118,
"m": 0.9268940687179565
},
{
"p": 0.06941349804401398,
"m": 0.9966788291931152
},
{
"p": 0.07196208089590073,
"m": 0.9528516530990601
},
{
"p": 0.11421646922826767,
"m": 0.9985488057136536
},
{
"p": 0.11170081794261932,
"m": 0.5
},
{
"p": 0.004405630752444267,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.7174758911132812,
"val_loss": 0.8530124425888062,
"acc": 70.24,
"time": 363.8281870749779,
"param": [
{
"p": 0.11106426268815994,
"m": 0.5
},
{
"p": 0.000716950511559844,
"m": 0.5
},
{
"p": 0.07687688618898392,
"m": 0.5
},
{
"p": 0.06833163648843765,
"m": 0.874514102935791
},
{
"p": 0.09195398539304733,
"m": 0.1717112809419632
},
{
"p": 0.024809638038277626,
"m": 0.6924316883087158
},
{
"p": 0.0692024752497673,
"m": 0.9031074047088623
},
{
"p": 0.06896931678056717,
"m": 0.8133836388587952
},
{
"p": 0.09516441822052002,
"m": 0.9844738245010376
},
{
"p": 0.09106386452913284,
"m": 1.0
},
{
"p": 0.10083981603384018,
"m": 0.8912392854690552
},
{
"p": 0.06075812503695488,
"m": 1.0
},
{
"p": 0.12163958698511124,
"m": 0.5
},
{
"p": 0.018609043210744858,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.6462078094482422,
"val_loss": 0.9486551284790039,
"acc": 69.85,
"time": 354.94066133897286,
"param": [
{
"p": 0.11046620458364487,
"m": 0.5
},
{
"p": 0.017471086233854294,
"m": 0.5
},
{
"p": 0.056064020842313766,
"m": 0.5
},
{
"p": 0.07393897324800491,
"m": 0.8486010432243347
},
{
"p": 0.04737963154911995,
"m": 0.45388099551200867
},
{
"p": 0.012930918484926224,
"m": 0.7418866753578186
},
{
"p": 0.10564363747835159,
"m": 0.975019097328186
},
{
"p": 0.07303982228040695,
"m": 0.7960981130599976
},
{
"p": 0.09160596132278442,
"m": 0.9174928665161133
},
{
"p": 0.07266616821289062,
"m": 0.8606243133544922
},
{
"p": 0.08571986109018326,
"m": 0.9106147289276123
},
{
"p": 0.10389451682567596,
"m": 1.0
},
{
"p": 0.13122716546058655,
"m": 0.5
},
{
"p": 0.01795198582112789,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 2.190110683441162,
"val_loss": 0.919399082660675,
"acc": 70.67,
"time": 368.85705228196457,
"param": [
{
"p": 0.10401561111211777,
"m": 0.5
},
{
"p": 0.0083070769906044,
"m": 0.5
},
{
"p": 0.10621731728315353,
"m": 0.5
},
{
"p": 0.03265165910124779,
"m": 0.9119563698768616
},
{
"p": 0.08021578937768936,
"m": 0.46082738041877747
},
{
"p": 0.01566600613296032,
"m": 0.7816072702407837
},
{
"p": 0.08643507212400436,
"m": 1.0
},
{
"p": 0.05507295951247215,
"m": 0.8416358232498169
},
{
"p": 0.11461198329925537,
"m": 0.9162948131561279
},
{
"p": 0.04263095557689667,
"m": 0.8455090522766113
},
{
"p": 0.0949409157037735,
"m": 0.9249873161315918
},
{
"p": 0.10752398520708084,
"m": 1.0
},
{
"p": 0.11657217890024185,
"m": 0.5
},
{
"p": 0.03513861075043678,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.9467746019363403,
"val_loss": 0.9591889977455139,
"acc": 69.96,
"time": 358.5955983659951,
"param": [
{
"p": 0.08550724387168884,
"m": 0.5
},
{
"p": 0.032564472407102585,
"m": 0.5
},
{
"p": 0.09064725041389465,
"m": 0.5
},
{
"p": 0.06236768513917923,
"m": 0.881935179233551
},
{
"p": 0.03588862344622612,
"m": 0.38141778111457825
},
{
"p": 0.03446262329816818,
"m": 0.8542032241821289
},
{
"p": 0.07035817205905914,
"m": 1.0
},
{
"p": 0.08424355089664459,
"m": 0.8848934769630432
},
{
"p": 0.11150316894054413,
"m": 1.0
},
{
"p": 0.09755648672580719,
"m": 0.9298116564750671
},
{
"p": 0.11008927971124649,
"m": 0.9937523603439331
},
{
"p": 0.08981125801801682,
"m": 1.0
},
{
"p": 0.06978660821914673,
"m": 0.5
},
{
"p": 0.025213511660695076,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 1.866784930229187,
"val_loss": 0.956030547618866,
"acc": 71.18,
"time": 366.13836553599685,
"param": [
{
"p": 0.11187699437141418,
"m": 0.5
},
{
"p": 0.0006877330597490072,
"m": 0.5
},
{
"p": 0.06203845515847206,
"m": 0.5
},
{
"p": 0.06490351259708405,
"m": 0.9623924493789673
},
{
"p": 0.05660749971866608,
"m": 0.3410988748073578
},
{
"p": 0.024097418412566185,
"m": 0.8903603553771973
},
{
"p": 0.0715203583240509,
"m": 1.0
},
{
"p": 0.08121471107006073,
"m": 0.9797621965408325
},
{
"p": 0.10549192130565643,
"m": 0.9647849798202515
},
{
"p": 0.09657004475593567,
"m": 0.9992566108703613
},
{
"p": 0.11618861556053162,
"m": 0.9813904762268066
},
{
"p": 0.08324723690748215,
"m": 1.0
},
{
"p": 0.12486769258975983,
"m": 0.5
},
{
"p": 0.0006877330597490072,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.6805108785629272,
"val_loss": 0.8746850490570068,
"acc": 70.72,
"time": 367.90243730298243,
"param": [
{
"p": 0.11812614649534225,
"m": 0.5
},
{
"p": 0.0007002638303674757,
"m": 0.5
},
{
"p": 0.09133855998516083,
"m": 0.5
},
{
"p": 0.06889143586158752,
"m": 1.0
},
{
"p": 0.06882256269454956,
"m": 0.31732529401779175
},
{
"p": 0.021335169672966003,
"m": 0.7575209140777588
},
{
"p": 0.04278013855218887,
"m": 0.9971097111701965
},
{
"p": 0.0905202254652977,
"m": 0.9827731847763062
},
{
"p": 0.07943055033683777,
"m": 0.9721662998199463
},
{
"p": 0.09681284427642822,
"m": 0.990357518196106
},
{
"p": 0.09120103716850281,
"m": 0.8893458247184753
},
{
"p": 0.11340810358524323,
"m": 1.0
},
{
"p": 0.11593256890773773,
"m": 0.5
},
{
"p": 0.0007002638303674757,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 1.71625554561615,
"val_loss": 0.8275691270828247,
"acc": 70.96,
"time": 365.23681435303297,
"param": [
{
"p": 0.1093067154288292,
"m": 0.5
},
{
"p": 0.007189571391791105,
"m": 0.5
},
{
"p": 0.0901000127196312,
"m": 0.5
},
{
"p": 0.05853525921702385,
"m": 0.9979857206344604
},
{
"p": 0.06580950319766998,
"m": 0.2957606315612793
},
{
"p": 0.009635082446038723,
"m": 0.7718880772590637
},
{
"p": 0.08452717214822769,
"m": 0.9834763407707214
},
{
"p": 0.09204378724098206,
"m": 0.9992883801460266
},
{
"p": 0.08705366402864456,
"m": 0.9468543529510498
},
{
"p": 0.06378554552793503,
"m": 0.9896109700202942
},
{
"p": 0.09465888142585754,
"m": 0.9144136309623718
},
{
"p": 0.08995987474918365,
"m": 0.9946534037590027
},
{
"p": 0.11342368274927139,
"m": 0.5
},
{
"p": 0.03397117927670479,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.650935411453247,
"val_loss": 0.8278424739837646,
"acc": 71.28,
"time": 360.25603492895607,
"param": [
{
"p": 0.09409350901842117,
"m": 0.5
},
{
"p": 0.016085103154182434,
"m": 0.5
},
{
"p": 0.08606883138418198,
"m": 0.5
},
{
"p": 0.07616584748029709,
"m": 0.9338220953941345
},
{
"p": 0.05951070412993431,
"m": 0.17636777460575104
},
{
"p": 0.025158539414405823,
"m": 0.8955510854721069
},
{
"p": 0.11407416313886642,
"m": 0.9918385148048401
},
{
"p": 0.0658801794052124,
"m": 0.9634881615638733
},
{
"p": 0.06297709792852402,
"m": 0.9169007539749146
},
{
"p": 0.08824682980775833,
"m": 1.0
},
{
"p": 0.08298066258430481,
"m": 0.9853478670120239
},
{
"p": 0.08796299248933792,
"m": 1.0
},
{
"p": 0.10895351320505142,
"m": 0.5
},
{
"p": 0.031841978430747986,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.9635592699050903,
"val_loss": 0.791015088558197,
"acc": 70.9,
"time": 361.56973491807,
"param": [
{
"p": 0.11040709167718887,
"m": 0.5
},
{
"p": 0.03272828832268715,
"m": 0.5
},
{
"p": 0.06896214932203293,
"m": 0.5
},
{
"p": 0.04374926909804344,
"m": 0.9154926538467407
},
{
"p": 0.06769262999296188,
"m": 0.11518912017345428
},
{
"p": 0.04068901762366295,
"m": 0.8995877504348755
},
{
"p": 0.09729361534118652,
"m": 0.9831413626670837
},
{
"p": 0.058152858167886734,
"m": 0.996659517288208
},
{
"p": 0.08280011266469955,
"m": 0.9589425325393677
},
{
"p": 0.07327917218208313,
"m": 0.997424304485321
},
{
"p": 0.08569089323282242,
"m": 1.0
},
{
"p": 0.09054961055517197,
"m": 1.0
},
{
"p": 0.10344351828098297,
"m": 0.5
},
{
"p": 0.04456187039613724,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.9748952388763428,
"val_loss": 0.833662748336792,
"acc": 70.99,
"time": 369.791746502975,
"param": [
{
"p": 0.11307355016469955,
"m": 0.5
},
{
"p": 0.03746642917394638,
"m": 0.5
},
{
"p": 0.0854930728673935,
"m": 0.5
},
{
"p": 0.07105880975723267,
"m": 0.8731527328491211
},
{
"p": 0.07586334645748138,
"m": 0.17382439970970154
},
{
"p": 0.014824054203927517,
"m": 0.9636233448982239
},
{
"p": 0.08121425658464432,
"m": 0.9390501976013184
},
{
"p": 0.0564785972237587,
"m": 0.944615364074707
},
{
"p": 0.07688865810632706,
"m": 1.0
},
{
"p": 0.07427613437175751,
"m": 1.0
},
{
"p": 0.08370626717805862,
"m": 1.0
},
{
"p": 0.0805104523897171,
"m": 0.9996011853218079
},
{
"p": 0.1004229411482811,
"m": 0.5
},
{
"p": 0.04872351139783859,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.9446674585342407,
"val_loss": 0.7638819813728333,
"acc": 70.54,
"time": 369.10978775506373,
"param": [
{
"p": 0.07850772887468338,
"m": 0.5
},
{
"p": 0.02436131425201893,
"m": 0.5
},
{
"p": 0.0769677609205246,
"m": 0.5
},
{
"p": 0.08705171942710876,
"m": 0.9548463821411133
},
{
"p": 0.06301338225603104,
"m": 0.2633124887943268
},
{
"p": 0.013330204412341118,
"m": 0.9932484030723572
},
{
"p": 0.09146352857351303,
"m": 0.9308896064758301
},
{
"p": 0.0726441964507103,
"m": 0.9761517643928528
},
{
"p": 0.08668441325426102,
"m": 1.0
},
{
"p": 0.0598556287586689,
"m": 1.0
},
{
"p": 0.12260647118091583,
"m": 1.0
},
{
"p": 0.08368822187185287,
"m": 1.0
},
{
"p": 0.12865163385868073,
"m": 0.5
},
{
"p": 0.011173714883625507,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.5580646991729736,
"val_loss": 0.9278461933135986,
"acc": 71.09,
"time": 369.62188173795585,
"param": [
{
"p": 0.08165507018566132,
"m": 0.5
},
{
"p": 0.023782219737768173,
"m": 0.5
},
{
"p": 0.09885572642087936,
"m": 0.5
},
{
"p": 0.05400665104389191,
"m": 0.9615054726600647
},
{
"p": 0.05438481271266937,
"m": 0.4427725672721863
},
{
"p": 0.008605561219155788,
"m": 1.0
},
{
"p": 0.0712713673710823,
"m": 0.9988085031509399
},
{
"p": 0.07827059924602509,
"m": 0.9916704893112183
},
{
"p": 0.08344435691833496,
"m": 0.9420350790023804
},
{
"p": 0.11872897297143936,
"m": 1.0
},
{
"p": 0.06989463418722153,
"m": 0.963229775428772
},
{
"p": 0.10112890601158142,
"m": 1.0
},
{
"p": 0.11822774261236191,
"m": 0.5
},
{
"p": 0.03774333745241165,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.916208267211914,
"val_loss": 0.8008963465690613,
"acc": 71.67,
"time": 375.5228789189132,
"param": [
{
"p": 0.15018261969089508,
"m": 0.5
},
{
"p": 0.0024844601284712553,
"m": 0.5
},
{
"p": 0.11521369218826294,
"m": 0.5
},
{
"p": 0.05668921396136284,
"m": 0.9322918653488159
},
{
"p": 0.01796422339975834,
"m": 0.5070891976356506
},
{
"p": 0.061619751155376434,
"m": 0.9142223596572876
},
{
"p": 0.07779542356729507,
"m": 0.9365633726119995
},
{
"p": 0.09936438500881195,
"m": 0.9957687258720398
},
{
"p": 0.0806153267621994,
"m": 0.8620922565460205
},
{
"p": 0.09206882119178772,
"m": 1.0
},
{
"p": 0.08780813962221146,
"m": 0.8405249714851379
},
{
"p": 0.07133640348911285,
"m": 1.0
},
{
"p": 0.08600277453660965,
"m": 0.5
},
{
"p": 0.0008547941106371582,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.8643500804901123,
"val_loss": 0.7764794826507568,
"acc": 71.34,
"time": 358.38771310204174,
"param": [
{
"p": 0.11957959085702896,
"m": 0.5
},
{
"p": 0.041871532797813416,
"m": 0.5
},
{
"p": 0.09137533605098724,
"m": 0.5
},
{
"p": 0.08589041978120804,
"m": 0.9492182731628418
},
{
"p": 0.03567970171570778,
"m": 0.4355268180370331
},
{
"p": 0.01956893317401409,
"m": 0.942389190196991
},
{
"p": 0.0833977609872818,
"m": 0.9987809658050537
},
{
"p": 0.05074513331055641,
"m": 0.7517779469490051
},
{
"p": 0.08277232944965363,
"m": 0.8812292814254761
},
{
"p": 0.09056314080953598,
"m": 1.0
},
{
"p": 0.056802187114953995,
"m": 0.8355785608291626
},
{
"p": 0.12814369797706604,
"m": 1.0
},
{
"p": 0.1028023511171341,
"m": 0.5
},
{
"p": 0.010807919315993786,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 1.5831513404846191,
"val_loss": 0.7831752896308899,
"acc": 71.47,
"time": 356.83554547606036,
"param": [
{
"p": 0.11822212487459183,
"m": 0.5
},
{
"p": 0.012821114622056484,
"m": 0.5
},
{
"p": 0.05958394706249237,
"m": 0.5
},
{
"p": 0.07953554391860962,
"m": 0.9929385185241699
},
{
"p": 0.06038869172334671,
"m": 0.5115091800689697
},
{
"p": 0.02083619497716427,
"m": 0.9850997924804688
},
{
"p": 0.08470125496387482,
"m": 0.9562703371047974
},
{
"p": 0.08877720683813095,
"m": 0.7821976542472839
},
{
"p": 0.07417086511850357,
"m": 0.9766164422035217
},
{
"p": 0.10473190248012543,
"m": 0.9379392862319946
},
{
"p": 0.063540980219841,
"m": 0.8358497619628906
},
{
"p": 0.1019522026181221,
"m": 1.0
},
{
"p": 0.1152668222784996,
"m": 0.5
},
{
"p": 0.015471112914383411,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.9669220447540283,
"val_loss": 0.8568316102027893,
"acc": 71.66,
"time": 363.4709377660183,
"param": [
{
"p": 0.0950930267572403,
"m": 0.5
},
{
"p": 0.05773172155022621,
"m": 0.5
},
{
"p": 0.06707259267568588,
"m": 0.5
},
{
"p": 0.07174751162528992,
"m": 0.9933663010597229
},
{
"p": 0.05057692527770996,
"m": 0.5748248100280762
},
{
"p": 0.026650620624423027,
"m": 0.9432114958763123
},
{
"p": 0.07536360621452332,
"m": 1.0
},
{
"p": 0.07465905696153641,
"m": 0.7060341835021973
},
{
"p": 0.06509748846292496,
"m": 0.9408499598503113
},
{
"p": 0.07426012307405472,
"m": 0.9993155598640442
},
{
"p": 0.0995570495724678,
"m": 0.8307490348815918
},
{
"p": 0.10513080656528473,
"m": 1.0
},
{
"p": 0.09358607232570648,
"m": 0.5
},
{
"p": 0.04347345232963562,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.810253381729126,
"val_loss": 0.8746214509010315,
"acc": 71.77,
"time": 373.4995900900103,
"param": [
{
"p": 0.10590007901191711,
"m": 0.5
},
{
"p": 0.0006999179604463279,
"m": 0.5
},
{
"p": 0.09984183311462402,
"m": 0.5
},
{
"p": 0.045459307730197906,
"m": 0.9474926590919495
},
{
"p": 0.026657834649086,
"m": 0.6012052893638611
},
{
"p": 0.02831960842013359,
"m": 0.975773274898529
},
{
"p": 0.08801799267530441,
"m": 0.9122747778892517
},
{
"p": 0.09514860808849335,
"m": 0.7507249712944031
},
{
"p": 0.07259078323841095,
"m": 0.9740956425666809
},
{
"p": 0.09386476874351501,
"m": 1.0
},
{
"p": 0.1229008138179779,
"m": 0.8533907532691956
},
{
"p": 0.07678517699241638,
"m": 1.0
},
{
"p": 0.13147743046283722,
"m": 0.5
},
{
"p": 0.012335979379713535,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.932807445526123,
"val_loss": 0.9400252103805542,
"acc": 71.41,
"time": 364.26094589510467,
"param": [
{
"p": 0.10909777879714966,
"m": 0.5
},
{
"p": 0.018416088074445724,
"m": 0.5
},
{
"p": 0.10374128818511963,
"m": 0.5
},
{
"p": 0.07185988128185272,
"m": 0.9039012789726257
},
{
"p": 0.04035536199808121,
"m": 0.5812960267066956
},
{
"p": 0.005796016659587622,
"m": 0.9739552736282349
},
{
"p": 0.09511739015579224,
"m": 0.979887843132019
},
{
"p": 0.06351248919963837,
"m": 0.71823650598526
},
{
"p": 0.098248690366745,
"m": 0.9903542995452881
},
{
"p": 0.07779920846223831,
"m": 1.0
},
{
"p": 0.09228673577308655,
"m": 0.8602378964424133
},
{
"p": 0.06556951999664307,
"m": 0.9991269707679749
},
{
"p": 0.11623182892799377,
"m": 0.5
},
{
"p": 0.04196767881512642,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.9909394979476929,
"val_loss": 0.8143799901008606,
"acc": 70.77,
"time": 366.6998365710024,
"param": [
{
"p": 0.11488495022058487,
"m": 0.5
},
{
"p": 0.021836671978235245,
"m": 0.5
},
{
"p": 0.10496298223733902,
"m": 0.5
},
{
"p": 0.07256611436605453,
"m": 0.9501451849937439
},
{
"p": 0.018720820546150208,
"m": 0.5541138648986816
},
{
"p": 0.0098804896697402,
"m": 0.9746256470680237
},
{
"p": 0.11335752159357071,
"m": 0.9990038871765137
},
{
"p": 0.05970551818609238,
"m": 0.8582118153572083
},
{
"p": 0.05875031650066376,
"m": 0.9960988759994507
},
{
"p": 0.0892009288072586,
"m": 1.0
},
{
"p": 0.10047291964292526,
"m": 0.9163140654563904
},
{
"p": 0.13158345222473145,
"m": 0.9969525933265686
},
{
"p": 0.09588222950696945,
"m": 0.5
},
{
"p": 0.008195098489522934,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 2.096701145172119,
"val_loss": 0.7843195199966431,
"acc": 72.0,
"time": 364.0432820969727,
"param": [
{
"p": 0.08544167131185532,
"m": 0.5
},
{
"p": 0.016187427565455437,
"m": 0.5
},
{
"p": 0.06236661225557327,
"m": 0.5
},
{
"p": 0.06655693054199219,
"m": 1.0
},
{
"p": 0.04035058990120888,
"m": 0.5180618762969971
},
{
"p": 0.046590227633714676,
"m": 1.0
},
{
"p": 0.09042444080114365,
"m": 1.0
},
{
"p": 0.05189470574259758,
"m": 0.8463868498802185
},
{
"p": 0.10734423995018005,
"m": 0.9962565302848816
},
{
"p": 0.07969599962234497,
"m": 0.9670758843421936
},
{
"p": 0.11595112830400467,
"m": 0.9476606249809265
},
{
"p": 0.11349424719810486,
"m": 1.0
},
{
"p": 0.09631358087062836,
"m": 0.5
},
{
"p": 0.027388226240873337,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 2.025851011276245,
"val_loss": 0.7890340089797974,
"acc": 71.46,
"time": 356.82223674992565,
"param": [
{
"p": 0.10844489932060242,
"m": 0.5
},
{
"p": 0.037790004163980484,
"m": 0.5
},
{
"p": 0.08717039972543716,
"m": 0.5
},
{
"p": 0.07832421362400055,
"m": 0.9576418995857239
},
{
"p": 0.07653676718473434,
"m": 0.505054235458374
},
{
"p": 0.026709435507655144,
"m": 1.0
},
{
"p": 0.07379093766212463,
"m": 1.0
},
{
"p": 0.048869941383600235,
"m": 0.7771499752998352
},
{
"p": 0.07617250829935074,
"m": 0.9635049700737
},
{
"p": 0.0978340432047844,
"m": 0.9986505508422852
},
{
"p": 0.08869563043117523,
"m": 0.941500723361969
},
{
"p": 0.10246384143829346,
"m": 1.0
},
{
"p": 0.0964946299791336,
"m": 0.5
},
{
"p": 0.0007027555257081985,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.6991122961044312,
"val_loss": 0.8147366642951965,
"acc": 71.32,
"time": 356.3263794449158,
"param": [
{
"p": 0.13244742155075073,
"m": 0.5
},
{
"p": 0.000709431420546025,
"m": 0.5
},
{
"p": 0.09401319175958633,
"m": 0.5
},
{
"p": 0.07588890194892883,
"m": 0.9802805185317993
},
{
"p": 0.06268655508756638,
"m": 0.3603900969028473
},
{
"p": 0.013666391372680664,
"m": 0.8630841374397278
},
{
"p": 0.1002945601940155,
"m": 0.9094344973564148
},
{
"p": 0.0715983435511589,
"m": 0.9829756617546082
},
{
"p": 0.0803489089012146,
"m": 0.9999414682388306
},
{
"p": 0.10355992615222931,
"m": 0.9812651872634888
},
{
"p": 0.07581505179405212,
"m": 0.9851130843162537
},
{
"p": 0.10163015127182007,
"m": 1.0
},
{
"p": 0.06327774375677109,
"m": 0.5
},
{
"p": 0.024063415825366974,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 2.051006317138672,
"val_loss": 0.8911150693893433,
"acc": 71.32,
"time": 371.7621913179755,
"param": [
{
"p": 0.09277373552322388,
"m": 0.5
},
{
"p": 0.0007043654914014041,
"m": 0.5
},
{
"p": 0.06827579438686371,
"m": 0.5
},
{
"p": 0.0671837106347084,
"m": 1.0
},
{
"p": 0.0791991651058197,
"m": 0.576474130153656
},
{
"p": 0.04768543317914009,
"m": 0.8994725942611694
},
{
"p": 0.07976829260587692,
"m": 0.9215940237045288
},
{
"p": 0.07822800427675247,
"m": 0.9822138547897339
},
{
"p": 0.09108138084411621,
"m": 0.9669573903083801
},
{
"p": 0.11937443166971207,
"m": 0.75824373960495
},
{
"p": 0.09740859270095825,
"m": 0.9969490170478821
},
{
"p": 0.09638418257236481,
"m": 1.0
},
{
"p": 0.07996835559606552,
"m": 0.5
},
{
"p": 0.0019645877182483673,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.8800880908966064,
"val_loss": 0.908872127532959,
"acc": 70.74,
"time": 371.10228651901707,
"param": [
{
"p": 0.11438824236392975,
"m": 0.5
},
{
"p": 0.04760412499308586,
"m": 0.5
},
{
"p": 0.0751451700925827,
"m": 0.5
},
{
"p": 0.07450732588768005,
"m": 0.9868623614311218
},
{
"p": 0.04907409846782684,
"m": 0.5398321151733398
},
{
"p": 0.0007145653944462538,
"m": 0.9415178894996643
},
{
"p": 0.06188095733523369,
"m": 0.9524596333503723
},
{
"p": 0.08370587229728699,
"m": 0.9963693618774414
},
{
"p": 0.1121048554778099,
"m": 0.96621173620224
},
{
"p": 0.06849244236946106,
"m": 0.7801839113235474
},
{
"p": 0.07786620408296585,
"m": 1.0
},
{
"p": 0.10520442575216293,
"m": 0.9968867301940918
},
{
"p": 0.11278781294822693,
"m": 0.5
},
{
"p": 0.01652388833463192,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.5805758237838745,
"val_loss": 0.8104586601257324,
"acc": 71.47,
"time": 366.94428509194404,
"param": [
{
"p": 0.147295743227005,
"m": 0.5
},
{
"p": 0.017554735764861107,
"m": 0.5
},
{
"p": 0.10443446785211563,
"m": 0.5
},
{
"p": 0.05362437292933464,
"m": 0.9801608920097351
},
{
"p": 0.01921984739601612,
"m": 0.6158571839332581
},
{
"p": 0.015025382861495018,
"m": 0.7847445011138916
},
{
"p": 0.07986658066511154,
"m": 0.9839522838592529
},
{
"p": 0.07689782232046127,
"m": 0.9536738395690918
},
{
"p": 0.08020041882991791,
"m": 0.8928918242454529
},
{
"p": 0.09584960341453552,
"m": 0.8635228276252747
},
{
"p": 0.07199526578187943,
"m": 0.95082026720047
},
{
"p": 0.07781245559453964,
"m": 1.0
},
{
"p": 0.1532054841518402,
"m": 0.5
},
{
"p": 0.007017816882580519,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.8915855884552002,
"val_loss": 0.8410801291465759,
"acc": 71.5,
"time": 366.9653413799824,
"param": [
{
"p": 0.10784034430980682,
"m": 0.5
},
{
"p": 0.030861452221870422,
"m": 0.5
},
{
"p": 0.07967990636825562,
"m": 0.5
},
{
"p": 0.08864277601242065,
"m": 0.9847783446311951
},
{
"p": 0.05766059830784798,
"m": 0.6256387233734131
},
{
"p": 0.04552188888192177,
"m": 0.898989200592041
},
{
"p": 0.08943597972393036,
"m": 1.0
},
{
"p": 0.06866016983985901,
"m": 1.0
},
{
"p": 0.09136391431093216,
"m": 0.9088848829269409
},
{
"p": 0.0694749653339386,
"m": 0.9525753855705261
},
{
"p": 0.046339251101017,
"m": 0.8927803039550781
},
{
"p": 0.07841981202363968,
"m": 1.0
},
{
"p": 0.11291249096393585,
"m": 0.5
},
{
"p": 0.0331864133477211,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.7714242935180664,
"val_loss": 0.7472198009490967,
"acc": 72.1,
"time": 369.57089957606513,
"param": [
{
"p": 0.1047065332531929,
"m": 0.5
},
{
"p": 0.009509301744401455,
"m": 0.5
},
{
"p": 0.07737219333648682,
"m": 0.5
},
{
"p": 0.09721729904413223,
"m": 0.9812507629394531
},
{
"p": 0.004060367587953806,
"m": 0.5924745798110962
},
{
"p": 0.03269161283969879,
"m": 0.8975521922111511
},
{
"p": 0.08103496581315994,
"m": 1.0
},
{
"p": 0.10522687435150146,
"m": 1.0
},
{
"p": 0.07030379772186279,
"m": 0.9819125533103943
},
{
"p": 0.08709299564361572,
"m": 1.0
},
{
"p": 0.08778289705514908,
"m": 0.9775604009628296
},
{
"p": 0.10423282533884048,
"m": 1.0
},
{
"p": 0.1101507842540741,
"m": 0.5
},
{
"p": 0.028617462143301964,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.5813820362091064,
"val_loss": 0.8434515595436096,
"acc": 71.35,
"time": 361.3782653309172,
"param": [
{
"p": 0.1046668067574501,
"m": 0.5
},
{
"p": 0.039487324655056,
"m": 0.5
},
{
"p": 0.08262788504362106,
"m": 0.5
},
{
"p": 0.047503914684057236,
"m": 0.8552057147026062
},
{
"p": 0.03240405023097992,
"m": 0.6211310029029846
},
{
"p": 0.02420615218579769,
"m": 0.7800270318984985
},
{
"p": 0.10436978936195374,
"m": 0.9867676496505737
},
{
"p": 0.09726489335298538,
"m": 0.9783996343612671
},
{
"p": 0.10576711595058441,
"m": 1.0
},
{
"p": 0.07180871069431305,
"m": 1.0
},
{
"p": 0.07993733882904053,
"m": 0.9717334508895874
},
{
"p": 0.08848998695611954,
"m": 1.0
},
{
"p": 0.11284453421831131,
"m": 0.5
},
{
"p": 0.00862147193402052,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.8501948118209839,
"val_loss": 0.8269222974777222,
"acc": 72.88,
"time": 375.1311767580919,
"param": [
{
"p": 0.1205073744058609,
"m": 0.5
},
{
"p": 0.04106810316443443,
"m": 0.5
},
{
"p": 0.09073445200920105,
"m": 0.5
},
{
"p": 0.07210344076156616,
"m": 0.9925497174263
},
{
"p": 0.054904755204916,
"m": 0.5667386651039124
},
{
"p": 0.006325330585241318,
"m": 0.6996391415596008
},
{
"p": 0.07858344912528992,
"m": 0.89155513048172
},
{
"p": 0.07864260673522949,
"m": 1.0
},
{
"p": 0.09472175687551498,
"m": 1.0
},
{
"p": 0.08853664249181747,
"m": 0.9806204438209534
},
{
"p": 0.07333973795175552,
"m": 0.9549373984336853
},
{
"p": 0.09282591938972473,
"m": 1.0
},
{
"p": 0.09494427591562271,
"m": 0.5
},
{
"p": 0.012762096710503101,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.8001093864440918,
"val_loss": 0.9481269121170044,
"acc": 70.57,
"time": 351.5735956450226,
"param": [
{
"p": 0.11801610887050629,
"m": 0.5
},
{
"p": 0.00510207237675786,
"m": 0.5
},
{
"p": 0.054065026342868805,
"m": 0.5
},
{
"p": 0.026880985125899315,
"m": 0.9880169034004211
},
{
"p": 0.09629964828491211,
"m": 0.5313547849655151
},
{
"p": 0.030547169968485832,
"m": 0.7176497578620911
},
{
"p": 0.11056266725063324,
"m": 0.9937264919281006
},
{
"p": 0.05381137877702713,
"m": 0.9489142894744873
},
{
"p": 0.09784816205501556,
"m": 0.9206483364105225
},
{
"p": 0.07073384523391724,
"m": 0.9966993927955627
},
{
"p": 0.0963229387998581,
"m": 0.9395455121994019
},
{
"p": 0.10553845763206482,
"m": 0.9935658574104309
},
{
"p": 0.09901674091815948,
"m": 0.5
},
{
"p": 0.0352548211812973,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.8084685802459717,
"val_loss": 0.7847734093666077,
"acc": 71.16,
"time": 370.53177874791436,
"param": [
{
"p": 0.09988878667354584,
"m": 0.5
},
{
"p": 0.01549472939223051,
"m": 0.5
},
{
"p": 0.1125810444355011,
"m": 0.5
},
{
"p": 0.06908924132585526,
"m": 0.9876192808151245
},
{
"p": 0.04880731552839279,
"m": 0.5267285108566284
},
{
"p": 0.022797787562012672,
"m": 0.7625999450683594
},
{
"p": 0.10312388837337494,
"m": 1.0
},
{
"p": 0.04018443077802658,
"m": 1.0
},
{
"p": 0.10428883135318756,
"m": 0.9428552389144897
},
{
"p": 0.09142164885997772,
"m": 0.9933720231056213
},
{
"p": 0.08790397644042969,
"m": 0.9787465929985046
},
{
"p": 0.1030157282948494,
"m": 1.0
},
{
"p": 0.07678017765283585,
"m": 0.5
},
{
"p": 0.02462230809032917,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.7543283700942993,
"val_loss": 0.7841084003448486,
"acc": 71.31,
"time": 369.31395943590906,
"param": [
{
"p": 0.12819790840148926,
"m": 0.5
},
{
"p": 0.0034240162931382656,
"m": 0.5
},
{
"p": 0.10233400762081146,
"m": 0.5
},
{
"p": 0.07075541466474533,
"m": 0.9907243251800537
},
{
"p": 0.09271897375583649,
"m": 0.4334191083908081
},
{
"p": 0.0006990067777223885,
"m": 0.7738437056541443
},
{
"p": 0.08212964981794357,
"m": 0.9661459922790527
},
{
"p": 0.0686899870634079,
"m": 0.9921277165412903
},
{
"p": 0.08972510695457458,
"m": 0.9829204678535461
},
{
"p": 0.07981488108634949,
"m": 0.9954080581665039
},
{
"p": 0.06530249863862991,
"m": 0.9779991507530212
},
{
"p": 0.09294597804546356,
"m": 1.0
},
{
"p": 0.09073089063167572,
"m": 0.5
},
{
"p": 0.032531704753637314,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.7009483575820923,
"val_loss": 0.792978048324585,
"acc": 72.16,
"time": 374.705667007016,
"param": [
{
"p": 0.09965530037879944,
"m": 0.5
},
{
"p": 0.003091872204095125,
"m": 0.5
},
{
"p": 0.08970319479703903,
"m": 0.5
},
{
"p": 0.08942324668169022,
"m": 1.0
},
{
"p": 0.05547700077295303,
"m": 0.5918701887130737
},
{
"p": 0.0625782459974289,
"m": 0.8357158303260803
},
{
"p": 0.08822418749332428,
"m": 0.9947532415390015
},
{
"p": 0.09053746610879898,
"m": 0.9685779809951782
},
{
"p": 0.07030726969242096,
"m": 0.9148697257041931
},
{
"p": 0.09116484224796295,
"m": 1.0
},
{
"p": 0.05072656646370888,
"m": 0.9516565203666687
},
{
"p": 0.11319548636674881,
"m": 1.0
},
{
"p": 0.09521584212779999,
"m": 0.5
},
{
"p": 0.0006994919385761023,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.888864517211914,
"val_loss": 0.8728678822517395,
"acc": 72.02,
"time": 367.0259614570532,
"param": [
{
"p": 0.0779678001999855,
"m": 0.5
},
{
"p": 0.0504007488489151,
"m": 0.5
},
{
"p": 0.08942988514900208,
"m": 0.5
},
{
"p": 0.08575215190649033,
"m": 0.9520876407623291
},
{
"p": 0.04050670191645622,
"m": 0.7361016869544983
},
{
"p": 0.02947952225804329,
"m": 0.8016723394393921
},
{
"p": 0.0871584564447403,
"m": 0.947146475315094
},
{
"p": 0.06558433175086975,
"m": 0.9939064979553223
},
{
"p": 0.09359139204025269,
"m": 0.898601233959198
},
{
"p": 0.07430500537157059,
"m": 0.9578120112419128
},
{
"p": 0.12184860557317734,
"m": 0.9122399687767029
},
{
"p": 0.07602468132972717,
"m": 1.0
},
{
"p": 0.10039498656988144,
"m": 0.5
},
{
"p": 0.007555702235549688,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.4649649858474731,
"val_loss": 0.8648337721824646,
"acc": 71.25,
"time": 367.13168353703804,
"param": [
{
"p": 0.09274592250585556,
"m": 0.5
},
{
"p": 0.0007112211897037923,
"m": 0.5
},
{
"p": 0.07496902346611023,
"m": 0.5
},
{
"p": 0.09141029417514801,
"m": 0.9058031439781189
},
{
"p": 0.038446757942438126,
"m": 0.7241999506950378
},
{
"p": 0.008549707010388374,
"m": 0.7793830633163452
},
{
"p": 0.0765266865491867,
"m": 0.9958363175392151
},
{
"p": 0.12968678772449493,
"m": 0.9990293979644775
},
{
"p": 0.07260377705097198,
"m": 0.9039379358291626
},
{
"p": 0.10074548423290253,
"m": 0.9907141923904419
},
{
"p": 0.09451231360435486,
"m": 0.9152940511703491
},
{
"p": 0.08705632388591766,
"m": 1.0
},
{
"p": 0.12429790198802948,
"m": 0.5
},
{
"p": 0.0077377366833388805,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 2.0242578983306885,
"val_loss": 0.8098706007003784,
"acc": 72.5,
"time": 356.7092503620079,
"param": [
{
"p": 0.10869275778532028,
"m": 0.5
},
{
"p": 0.011239271610975266,
"m": 0.5
},
{
"p": 0.097745381295681,
"m": 0.5
},
{
"p": 0.11494306474924088,
"m": 0.946508526802063
},
{
"p": 0.0316748283803463,
"m": 0.7240904569625854
},
{
"p": 0.019196728244423866,
"m": 0.8170529007911682
},
{
"p": 0.0921151265501976,
"m": 0.9688277840614319
},
{
"p": 0.03675055876374245,
"m": 0.9870405197143555
},
{
"p": 0.05300605297088623,
"m": 0.9374473690986633
},
{
"p": 0.09550190716981888,
"m": 0.9721614122390747
},
{
"p": 0.1268167942762375,
"m": 1.0
},
{
"p": 0.11153233796358109,
"m": 1.0
},
{
"p": 0.10006758570671082,
"m": 0.5
},
{
"p": 0.0007175012142397463,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.7850406169891357,
"val_loss": 0.9340303540229797,
"acc": 70.6,
"time": 356.21798969001975,
"param": [
{
"p": 0.1260605752468109,
"m": 0.5
},
{
"p": 0.0007082635420374572,
"m": 0.5
},
{
"p": 0.07108870148658752,
"m": 0.5
},
{
"p": 0.03742377460002899,
"m": 0.9099833369255066
},
{
"p": 0.09082437306642532,
"m": 0.7716675400733948
},
{
"p": 0.043517861515283585,
"m": 0.7738182544708252
},
{
"p": 0.0660150796175003,
"m": 1.0
},
{
"p": 0.04532512649893761,
"m": 0.9874597787857056
},
{
"p": 0.09095898270606995,
"m": 0.995542585849762
},
{
"p": 0.1082601323723793,
"m": 0.9486230611801147
},
{
"p": 0.08894559741020203,
"m": 0.9351531863212585
},
{
"p": 0.12031961977481842,
"m": 1.0
},
{
"p": 0.1098436787724495,
"m": 0.5
},
{
"p": 0.0007082635420374572,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 2.01652193069458,
"val_loss": 0.8577858209609985,
"acc": 70.33,
"time": 360.3784253750928,
"param": [
{
"p": 0.1301737129688263,
"m": 0.5
},
{
"p": 0.01089529599994421,
"m": 0.5
},
{
"p": 0.09143296629190445,
"m": 0.5
},
{
"p": 0.07511721551418304,
"m": 0.9645586609840393
},
{
"p": 0.02440035529434681,
"m": 0.7115088105201721
},
{
"p": 0.047023601830005646,
"m": 0.7270141839981079
},
{
"p": 0.09310024231672287,
"m": 1.0
},
{
"p": 0.08319312334060669,
"m": 0.9876296520233154
},
{
"p": 0.0705246850848198,
"m": 0.859173595905304
},
{
"p": 0.10465555638074875,
"m": 0.9873432517051697
},
{
"p": 0.09003707021474838,
"m": 0.9922130107879639
},
{
"p": 0.09473850578069687,
"m": 0.9731407761573792
},
{
"p": 0.08143436908721924,
"m": 0.5
},
{
"p": 0.00327339512296021,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 2.0614254474639893,
"val_loss": 0.8615682721138,
"acc": 71.63,
"time": 366.41641327994876,
"param": [
{
"p": 0.09926170855760574,
"m": 0.5
},
{
"p": 0.027880579233169556,
"m": 0.5
},
{
"p": 0.04119345545768738,
"m": 0.5
},
{
"p": 0.07635066658258438,
"m": 0.997223973274231
},
{
"p": 0.052996885031461716,
"m": 0.6680598258972168
},
{
"p": 0.05443949997425079,
"m": 0.6573944687843323
},
{
"p": 0.07427714020013809,
"m": 0.9978662133216858
},
{
"p": 0.0941847711801529,
"m": 0.9991275072097778
},
{
"p": 0.08914737403392792,
"m": 0.8380857110023499
},
{
"p": 0.09803236275911331,
"m": 0.9973531365394592
},
{
"p": 0.09109176695346832,
"m": 0.9488885998725891
},
{
"p": 0.08212487399578094,
"m": 0.9982677698135376
},
{
"p": 0.10355871915817261,
"m": 0.5
},
{
"p": 0.015460227616131306,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.9840935468673706,
"val_loss": 0.7809587121009827,
"acc": 71.35,
"time": 367.92950741399545,
"param": [
{
"p": 0.10138906538486481,
"m": 0.5
},
{
"p": 0.040320347994565964,
"m": 0.5
},
{
"p": 0.08818387985229492,
"m": 0.5
},
{
"p": 0.06022367998957634,
"m": 0.9507400989532471
},
{
"p": 0.05215071886777878,
"m": 0.6111209988594055
},
{
"p": 0.05309116095304489,
"m": 0.7136242985725403
},
{
"p": 0.10367168486118317,
"m": 0.9942866563796997
},
{
"p": 0.05151056498289108,
"m": 1.0
},
{
"p": 0.083214670419693,
"m": 0.8837178349494934
},
{
"p": 0.07013214379549026,
"m": 0.976191520690918
},
{
"p": 0.07895762473344803,
"m": 0.8695091009140015
},
{
"p": 0.07438797503709793,
"m": 1.0
},
{
"p": 0.11757677793502808,
"m": 0.5
},
{
"p": 0.02518969029188156,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.8363280296325684,
"val_loss": 0.8743614554405212,
"acc": 71.31,
"time": 366.0757630360313,
"param": [
{
"p": 0.07114282995462418,
"m": 0.5
},
{
"p": 0.07090914994478226,
"m": 0.5
},
{
"p": 0.09758424758911133,
"m": 0.5
},
{
"p": 0.09889449924230576,
"m": 0.9326514601707458
},
{
"p": 0.05170619860291481,
"m": 0.5520468950271606
},
{
"p": 0.016237521544098854,
"m": 0.6437916159629822
},
{
"p": 0.08019997924566269,
"m": 0.9715922474861145
},
{
"p": 0.07881052047014236,
"m": 1.0
},
{
"p": 0.08002688735723495,
"m": 0.9788084030151367
},
{
"p": 0.06812479346990585,
"m": 1.0
},
{
"p": 0.06089280918240547,
"m": 0.9000573754310608
},
{
"p": 0.11567183583974838,
"m": 1.0
},
{
"p": 0.08834744989871979,
"m": 0.5
},
{
"p": 0.021451307460665703,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.6646358966827393,
"val_loss": 0.8934561610221863,
"acc": 72.37,
"time": 361.51973078097217,
"param": [
{
"p": 0.10635047405958176,
"m": 0.5
},
{
"p": 0.02716170810163021,
"m": 0.5
},
{
"p": 0.07333214581012726,
"m": 0.5
},
{
"p": 0.0922776609659195,
"m": 0.9972484707832336
},
{
"p": 0.04089188575744629,
"m": 0.5813811421394348
},
{
"p": 0.005643327254801989,
"m": 0.5838140249252319
},
{
"p": 0.07682214677333832,
"m": 1.0
},
{
"p": 0.09937790781259537,
"m": 0.9398464560508728
},
{
"p": 0.08734152466058731,
"m": 0.9441249966621399
},
{
"p": 0.07799722254276276,
"m": 1.0
},
{
"p": 0.07144524902105331,
"m": 0.9580627083778381
},
{
"p": 0.12896180152893066,
"m": 0.9758308529853821
},
{
"p": 0.11170513182878494,
"m": 0.5
},
{
"p": 0.0006918726721778512,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.969077706336975,
"val_loss": 0.7389540672302246,
"acc": 72.75,
"time": 364.1789955770364,
"param": [
{
"p": 0.08956971764564514,
"m": 0.5
},
{
"p": 0.008861910551786423,
"m": 0.5
},
{
"p": 0.09342557936906815,
"m": 0.5
},
{
"p": 0.09203408658504486,
"m": 1.0
},
{
"p": 0.04062340036034584,
"m": 0.7697681188583374
},
{
"p": 0.06128194183111191,
"m": 0.40086042881011963
},
{
"p": 0.08179958909749985,
"m": 0.9339616298675537
},
{
"p": 0.07299523800611496,
"m": 1.0
},
{
"p": 0.08498164266347885,
"m": 0.8994727730751038
},
{
"p": 0.09665528684854507,
"m": 0.9768416881561279
},
{
"p": 0.07619165629148483,
"m": 0.9132013320922852
},
{
"p": 0.09288457036018372,
"m": 1.0
},
{
"p": 0.08051595836877823,
"m": 0.5
},
{
"p": 0.02817954309284687,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 1.7871313095092773,
"val_loss": 0.7535027861595154,
"acc": 71.41,
"time": 363.1688808010658,
"param": [
{
"p": 0.10823555290699005,
"m": 0.5
},
{
"p": 0.020302191376686096,
"m": 0.5
},
{
"p": 0.08085720986127853,
"m": 0.5
},
{
"p": 0.08637206256389618,
"m": 0.9844222068786621
},
{
"p": 0.03525836020708084,
"m": 0.7034944295883179
},
{
"p": 0.035560715943574905,
"m": 0.4119702875614166
},
{
"p": 0.0845235288143158,
"m": 1.0
},
{
"p": 0.06587030738592148,
"m": 0.9862143993377686
},
{
"p": 0.09095727652311325,
"m": 1.0
},
{
"p": 0.10179110616445541,
"m": 0.9998101592063904
},
{
"p": 0.09324577450752258,
"m": 0.7989718914031982
},
{
"p": 0.0853094831109047,
"m": 1.0
},
{
"p": 0.08020483702421188,
"m": 0.5
},
{
"p": 0.03151166811585426,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.708699107170105,
"val_loss": 0.8278409242630005,
"acc": 72.17,
"time": 359.60573803295847,
"param": [
{
"p": 0.10287188738584518,
"m": 0.5
},
{
"p": 0.02727632410824299,
"m": 0.5
},
{
"p": 0.11613979935646057,
"m": 0.5
},
{
"p": 0.05346570536494255,
"m": 0.9280368089675903
},
{
"p": 0.04364500567317009,
"m": 0.613508939743042
},
{
"p": 0.055152956396341324,
"m": 0.43527862429618835
},
{
"p": 0.07586074620485306,
"m": 0.9276720881462097
},
{
"p": 0.055852051824331284,
"m": 1.0
},
{
"p": 0.10266382992267609,
"m": 0.9763970971107483
},
{
"p": 0.0909503772854805,
"m": 0.9821473360061646
},
{
"p": 0.09000849723815918,
"m": 0.872150182723999
},
{
"p": 0.08917495608329773,
"m": 1.0
},
{
"p": 0.09624802321195602,
"m": 0.5
},
{
"p": 0.0006898798164911568,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.8546794652938843,
"val_loss": 0.809309720993042,
"acc": 72.09,
"time": 367.2748264389811,
"param": [
{
"p": 0.108313649892807,
"m": 0.5
},
{
"p": 0.018693607300519943,
"m": 0.5
},
{
"p": 0.07094782590866089,
"m": 0.5
},
{
"p": 0.08857467025518417,
"m": 0.9302511215209961
},
{
"p": 0.04478708654642105,
"m": 0.6817456483840942
},
{
"p": 0.05958186835050583,
"m": 0.35858047008514404
},
{
"p": 0.08445119857788086,
"m": 0.9607699513435364
},
{
"p": 0.07345940172672272,
"m": 1.0
},
{
"p": 0.0963665246963501,
"m": 0.9906771779060364
},
{
"p": 0.08206786215305328,
"m": 0.9998709559440613
},
{
"p": 0.06108250468969345,
"m": 0.8696756362915039
},
{
"p": 0.11042449623346329,
"m": 1.0
},
{
"p": 0.07204072177410126,
"m": 0.5
},
{
"p": 0.029208555817604065,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.4392764568328857,
"val_loss": 0.8848373293876648,
"acc": 72.18,
"time": 368.35349144705106,
"param": [
{
"p": 0.08424302935600281,
"m": 0.5
},
{
"p": 0.01586245186626911,
"m": 0.5
},
{
"p": 0.10066486895084381,
"m": 0.5
},
{
"p": 0.04803146421909332,
"m": 0.9924113750457764
},
{
"p": 0.054757505655288696,
"m": 0.6167256236076355
},
{
"p": 0.03883302956819534,
"m": 0.4906229078769684
},
{
"p": 0.09048514813184738,
"m": 0.8596668243408203
},
{
"p": 0.08676359802484512,
"m": 1.0
},
{
"p": 0.08295682817697525,
"m": 0.9339354634284973
},
{
"p": 0.08870015293359756,
"m": 1.0
},
{
"p": 0.11353570222854614,
"m": 0.8857457041740417
},
{
"p": 0.10010049492120743,
"m": 1.0
},
{
"p": 0.0813441127538681,
"m": 0.5
},
{
"p": 0.013721635565161705,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 1.792586326599121,
"val_loss": 0.861374020576477,
"acc": 72.43,
"time": 371.9241248429753,
"param": [
{
"p": 0.1248013898730278,
"m": 0.5
},
{
"p": 0.031748317182064056,
"m": 0.5
},
{
"p": 0.09730888903141022,
"m": 0.5
},
{
"p": 0.08871858566999435,
"m": 0.9963899254798889
},
{
"p": 0.06263502687215805,
"m": 0.7254855036735535
},
{
"p": 0.03821510821580887,
"m": 0.6135780215263367
},
{
"p": 0.041267648339271545,
"m": 0.7829213738441467
},
{
"p": 0.07029524445533752,
"m": 0.993853747844696
},
{
"p": 0.08891086280345917,
"m": 0.9587352275848389
},
{
"p": 0.11097434908151627,
"m": 1.0
},
{
"p": 0.06507369130849838,
"m": 0.9858363270759583
},
{
"p": 0.07799065858125687,
"m": 1.0
},
{
"p": 0.10134943574666977,
"m": 0.5
},
{
"p": 0.0007107430719770491,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.766035556793213,
"val_loss": 0.5873299837112427,
"acc": 73.54,
"time": 358.9623052069219,
"param": [
{
"p": 0.09923522919416428,
"m": 0.5
},
{
"p": 0.014251500368118286,
"m": 0.5
},
{
"p": 0.10453492403030396,
"m": 0.5
},
{
"p": 0.09053241461515427,
"m": 1.0
},
{
"p": 0.05682830885052681,
"m": 0.7286785840988159
},
{
"p": 0.014774970710277557,
"m": 0.5275725722312927
},
{
"p": 0.04918121546506882,
"m": 0.7970951199531555
},
{
"p": 0.055820565670728683,
"m": 0.9537150263786316
},
{
"p": 0.09909556061029434,
"m": 0.9629882574081421
},
{
"p": 0.09414158761501312,
"m": 0.9680478572845459
},
{
"p": 0.06794450432062149,
"m": 0.9581396579742432
},
{
"p": 0.110706627368927,
"m": 1.0
},
{
"p": 0.09938731789588928,
"m": 0.5
},
{
"p": 0.04356535151600838,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.7405908107757568,
"val_loss": 0.8435270190238953,
"acc": 71.2,
"time": 353.6827445010422,
"param": [
{
"p": 0.09757034480571747,
"m": 0.5
},
{
"p": 0.02346465364098549,
"m": 0.5
},
{
"p": 0.09973166137933731,
"m": 0.5
},
{
"p": 0.06283896416425705,
"m": 0.9687351584434509
},
{
"p": 0.062291309237480164,
"m": 0.7697296738624573
},
{
"p": 0.013881695456802845,
"m": 0.5320637822151184
},
{
"p": 0.10283444821834564,
"m": 0.8090661764144897
},
{
"p": 0.08082565665245056,
"m": 1.0
},
{
"p": 0.09245193004608154,
"m": 1.0
},
{
"p": 0.11842861771583557,
"m": 0.9991680979728699
},
{
"p": 0.06838938593864441,
"m": 0.9070008397102356
},
{
"p": 0.08140053600072861,
"m": 1.0
},
{
"p": 0.09418515861034393,
"m": 0.5
},
{
"p": 0.001705571194179356,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.729817509651184,
"val_loss": 0.7676728367805481,
"acc": 72.29,
"time": 361.6973864479223,
"param": [
{
"p": 0.1028968095779419,
"m": 0.5
},
{
"p": 0.004356721881777048,
"m": 0.5
},
{
"p": 0.10460066050291061,
"m": 0.5
},
{
"p": 0.0736980140209198,
"m": 0.9630527496337891
},
{
"p": 0.055554311722517014,
"m": 0.6346590518951416
},
{
"p": 0.03868192806839943,
"m": 0.5021339058876038
},
{
"p": 0.07915228605270386,
"m": 0.8828900456428528
},
{
"p": 0.09046122431755066,
"m": 1.0
},
{
"p": 0.07069084048271179,
"m": 1.0
},
{
"p": 0.11761649698019028,
"m": 1.0
},
{
"p": 0.09116863459348679,
"m": 0.858031153678894
},
{
"p": 0.040481824427843094,
"m": 1.0
},
{
"p": 0.11588671803474426,
"m": 0.5
},
{
"p": 0.014753475785255432,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.8924449682235718,
"val_loss": 0.8007986545562744,
"acc": 72.36,
"time": 371.27515037497506,
"param": [
{
"p": 0.1046595498919487,
"m": 0.5
},
{
"p": 0.013142533600330353,
"m": 0.5
},
{
"p": 0.08709339052438736,
"m": 0.5
},
{
"p": 0.07985363155603409,
"m": 0.9741647243499756
},
{
"p": 0.0567927248775959,
"m": 0.6043145060539246
},
{
"p": 0.03869641572237015,
"m": 0.6339491605758667
},
{
"p": 0.08104249089956284,
"m": 0.9413861632347107
},
{
"p": 0.046750493347644806,
"m": 0.9987033009529114
},
{
"p": 0.06436453014612198,
"m": 0.9838080406188965
},
{
"p": 0.09351679682731628,
"m": 0.9904290437698364
},
{
"p": 0.10502374917268753,
"m": 0.955800473690033
},
{
"p": 0.07937899231910706,
"m": 1.0
},
{
"p": 0.13715752959251404,
"m": 0.5
},
{
"p": 0.012527181766927242,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.7492047548294067,
"val_loss": 0.7534899711608887,
"acc": 72.53,
"time": 369.6759058709722,
"param": [
{
"p": 0.11676936596632004,
"m": 0.5
},
{
"p": 0.017603406682610512,
"m": 0.5
},
{
"p": 0.07137786597013474,
"m": 0.5
},
{
"p": 0.07378777861595154,
"m": 0.9917947053909302
},
{
"p": 0.06160568445920944,
"m": 0.6231856346130371
},
{
"p": 0.028253531083464622,
"m": 0.6044668555259705
},
{
"p": 0.062321942299604416,
"m": 0.9207984805107117
},
{
"p": 0.07829179614782333,
"m": 0.9737392067909241
},
{
"p": 0.09823362529277802,
"m": 0.9867020845413208
},
{
"p": 0.09526742994785309,
"m": 0.913779079914093
},
{
"p": 0.0617561936378479,
"m": 0.9832701683044434
},
{
"p": 0.11431066691875458,
"m": 0.9994918704032898
},
{
"p": 0.09659580886363983,
"m": 0.5
},
{
"p": 0.023824898526072502,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.6233534812927246,
"val_loss": 0.720411479473114,
"acc": 72.76,
"time": 372.13160217902623,
"param": [
{
"p": 0.09824241697788239,
"m": 0.5
},
{
"p": 0.04311706870794296,
"m": 0.5
},
{
"p": 0.08853206038475037,
"m": 0.5
},
{
"p": 0.0463746041059494,
"m": 0.9660912156105042
},
{
"p": 0.03661062940955162,
"m": 0.43409276008605957
},
{
"p": 0.04579244181513786,
"m": 0.49963340163230896
},
{
"p": 0.09410817921161652,
"m": 0.9985939264297485
},
{
"p": 0.06086838245391846,
"m": 0.9848915338516235
},
{
"p": 0.0739840418100357,
"m": 0.9345530271530151
},
{
"p": 0.09902618080377579,
"m": 1.0
},
{
"p": 0.12242694199085236,
"m": 1.0
},
{
"p": 0.06694769859313965,
"m": 0.998451292514801
},
{
"p": 0.11570954322814941,
"m": 0.5
},
{
"p": 0.008259776048362255,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.7074517011642456,
"val_loss": 0.7638323307037354,
"acc": 72.79,
"time": 355.41611190792173,
"param": [
{
"p": 0.10498660057783127,
"m": 0.5
},
{
"p": 0.03111056238412857,
"m": 0.5
},
{
"p": 0.088264100253582,
"m": 0.5
},
{
"p": 0.05163603648543358,
"m": 1.0
},
{
"p": 0.07271767407655716,
"m": 0.5960097908973694
},
{
"p": 0.031877513974905014,
"m": 0.6031060814857483
},
{
"p": 0.07264181226491928,
"m": 0.9409382939338684
},
{
"p": 0.042010240256786346,
"m": 0.9973610043525696
},
{
"p": 0.08274251222610474,
"m": 0.9820588827133179
},
{
"p": 0.0914253517985344,
"m": 1.0
},
{
"p": 0.08594483137130737,
"m": 0.9800940155982971
},
{
"p": 0.1055963858962059,
"m": 1.0
},
{
"p": 0.09147600829601288,
"m": 0.5
},
{
"p": 0.04757038131356239,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.9426517486572266,
"val_loss": 0.8162611126899719,
"acc": 72.85,
"time": 369.38448438304476,
"param": [
{
"p": 0.11203029006719589,
"m": 0.5
},
{
"p": 0.0006937902653589845,
"m": 0.5
},
{
"p": 0.10175500065088272,
"m": 0.5
},
{
"p": 0.030151380226016045,
"m": 1.0
},
{
"p": 0.025330975651741028,
"m": 0.589449942111969
},
{
"p": 0.05517887324094772,
"m": 0.6739413738250732
},
{
"p": 0.0716787800192833,
"m": 0.9762853384017944
},
{
"p": 0.056082941591739655,
"m": 1.0
},
{
"p": 0.09634105116128922,
"m": 0.9626005291938782
},
{
"p": 0.10720294713973999,
"m": 0.997674822807312
},
{
"p": 0.078319251537323,
"m": 0.9961127638816833
},
{
"p": 0.11772643774747849,
"m": 1.0
},
{
"p": 0.13024672865867615,
"m": 0.5
},
{
"p": 0.017261581495404243,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.873727560043335,
"val_loss": 0.8370423316955566,
"acc": 72.17,
"time": 356.3944429809926,
"param": [
{
"p": 0.11133240163326263,
"m": 0.5
},
{
"p": 0.03540365397930145,
"m": 0.5
},
{
"p": 0.10506794601678848,
"m": 0.5
},
{
"p": 0.0695018544793129,
"m": 0.9206740260124207
},
{
"p": 0.005420484114438295,
"m": 0.6212537288665771
},
{
"p": 0.03254859149456024,
"m": 0.6948844790458679
},
{
"p": 0.09491027891635895,
"m": 0.7647914886474609
},
{
"p": 0.06478273123502731,
"m": 0.9803589582443237
},
{
"p": 0.07227078825235367,
"m": 0.9796496033668518
},
{
"p": 0.11752025038003922,
"m": 0.9960399866104126
},
{
"p": 0.08595724403858185,
"m": 1.0
},
{
"p": 0.08668157458305359,
"m": 1.0
},
{
"p": 0.10965483635663986,
"m": 0.5
},
{
"p": 0.00894740130752325,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.7379944324493408,
"val_loss": 0.7472296357154846,
"acc": 72.11,
"time": 369.04496090393513,
"param": [
{
"p": 0.09473399817943573,
"m": 0.5
},
{
"p": 0.04797251150012016,
"m": 0.5
},
{
"p": 0.10866634547710419,
"m": 0.5
},
{
"p": 0.08447901159524918,
"m": 0.9624531865119934
},
{
"p": 0.03149448335170746,
"m": 0.5750916600227356
},
{
"p": 0.043379154056310654,
"m": 0.5737618803977966
},
{
"p": 0.08507130295038223,
"m": 0.9334115386009216
},
{
"p": 0.05614708736538887,
"m": 0.9768791198730469
},
{
"p": 0.09695549309253693,
"m": 0.9856643676757812
},
{
"p": 0.0891934484243393,
"m": 0.9936986565589905
},
{
"p": 0.08282653242349625,
"m": 0.9515283107757568
},
{
"p": 0.08484902232885361,
"m": 1.0
},
{
"p": 0.0877184197306633,
"m": 0.5
},
{
"p": 0.006513285916298628,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.778926968574524,
"val_loss": 0.8647459745407104,
"acc": 73.05,
"time": 371.53635932400357,
"param": [
{
"p": 0.11716464161872864,
"m": 0.5
},
{
"p": 0.0006938490550965071,
"m": 0.5
},
{
"p": 0.10774831473827362,
"m": 0.5
},
{
"p": 0.07698119431734085,
"m": 1.0
},
{
"p": 0.04088902845978737,
"m": 0.5934507846832275
},
{
"p": 0.015486651100218296,
"m": 0.6517313122749329
},
{
"p": 0.10551144927740097,
"m": 0.9474580883979797
},
{
"p": 0.0481785424053669,
"m": 0.9802584052085876
},
{
"p": 0.08364131301641464,
"m": 0.9962564706802368
},
{
"p": 0.0887565165758133,
"m": 0.9876031875610352
},
{
"p": 0.10960113257169724,
"m": 0.9060400128364563
},
{
"p": 0.09800625592470169,
"m": 1.0
},
{
"p": 0.09616264700889587,
"m": 0.5
},
{
"p": 0.011178506538271904,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.6937274932861328,
"val_loss": 0.7183683514595032,
"acc": 72.48,
"time": 367.84344772901386,
"param": [
{
"p": 0.1142088919878006,
"m": 0.5
},
{
"p": 0.04006337746977806,
"m": 0.5
},
{
"p": 0.08992048352956772,
"m": 0.5
},
{
"p": 0.053842734545469284,
"m": 1.0
},
{
"p": 0.04226464033126831,
"m": 0.5991529226303101
},
{
"p": 0.053272366523742676,
"m": 0.6844097971916199
},
{
"p": 0.07403352111577988,
"m": 0.9959332942962646
},
{
"p": 0.040938228368759155,
"m": 0.9272078275680542
},
{
"p": 0.10949098318815231,
"m": 0.9998953342437744
},
{
"p": 0.0846344530582428,
"m": 1.0
},
{
"p": 0.09349685907363892,
"m": 0.8330036401748657
},
{
"p": 0.08940660953521729,
"m": 1.0
},
{
"p": 0.08725319802761078,
"m": 0.5
},
{
"p": 0.027173558250069618,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.7789486646652222,
"val_loss": 0.7915953993797302,
"acc": 72.52,
"time": 362.00898303696886,
"param": [
{
"p": 0.1149701401591301,
"m": 0.5
},
{
"p": 0.04140516743063927,
"m": 0.5
},
{
"p": 0.09687568992376328,
"m": 0.5
},
{
"p": 0.04946955665946007,
"m": 0.9542622566223145
},
{
"p": 0.07879728823900223,
"m": 0.5394160747528076
},
{
"p": 0.04961276799440384,
"m": 0.729856014251709
},
{
"p": 0.07537218183279037,
"m": 1.0
},
{
"p": 0.05771109089255333,
"m": 0.867771565914154
},
{
"p": 0.0535593144595623,
"m": 0.9254555106163025
},
{
"p": 0.08796227723360062,
"m": 0.9843908548355103
},
{
"p": 0.07056587189435959,
"m": 0.7824340462684631
},
{
"p": 0.10322431474924088,
"m": 0.9625817537307739
},
{
"p": 0.0997147336602211,
"m": 0.5
},
{
"p": 0.020759593695402145,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.4035208225250244,
"val_loss": 0.7778369784355164,
"acc": 72.82,
"time": 368.7795792229008,
"param": [
{
"p": 0.11215943098068237,
"m": 0.5
},
{
"p": 0.023185955360531807,
"m": 0.5
},
{
"p": 0.08309019356966019,
"m": 0.5
},
{
"p": 0.07231559604406357,
"m": 0.9274476170539856
},
{
"p": 0.06316987425088882,
"m": 0.5165257453918457
},
{
"p": 0.06699885427951813,
"m": 0.74344402551651
},
{
"p": 0.07198364287614822,
"m": 0.9470893740653992
},
{
"p": 0.06317831575870514,
"m": 0.7738813161849976
},
{
"p": 0.06711158901453018,
"m": 0.9436226487159729
},
{
"p": 0.09457439184188843,
"m": 0.9611110091209412
},
{
"p": 0.05330050736665726,
"m": 0.7995280027389526
},
{
"p": 0.07877910137176514,
"m": 1.0
},
{
"p": 0.12186825275421143,
"m": 0.5
},
{
"p": 0.028284350410103798,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.723926067352295,
"val_loss": 0.7831995487213135,
"acc": 73.46,
"time": 366.49498695204966,
"param": [
{
"p": 0.08306735008955002,
"m": 0.5
},
{
"p": 0.0006991117843426764,
"m": 0.5
},
{
"p": 0.06371472775936127,
"m": 0.5
},
{
"p": 0.06973753124475479,
"m": 0.8236349821090698
},
{
"p": 0.04888404533267021,
"m": 0.5316823124885559
},
{
"p": 0.045320723205804825,
"m": 0.8074889183044434
},
{
"p": 0.09328629821538925,
"m": 0.9708385467529297
},
{
"p": 0.06835442036390305,
"m": 0.8263640403747559
},
{
"p": 0.10959670692682266,
"m": 0.923073410987854
},
{
"p": 0.0908563956618309,
"m": 0.9798210859298706
},
{
"p": 0.09187568724155426,
"m": 0.8515356779098511
},
{
"p": 0.09799305349588394,
"m": 1.0
},
{
"p": 0.11099205911159515,
"m": 0.5
},
{
"p": 0.025621842592954636,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.6741132736206055,
"val_loss": 0.7992860674858093,
"acc": 73.77,
"time": 366.06421812204644,
"param": [
{
"p": 0.10134004801511765,
"m": 0.5
},
{
"p": 0.026480911299586296,
"m": 0.5
},
{
"p": 0.07845287770032883,
"m": 0.5
},
{
"p": 0.06854217499494553,
"m": 0.8201224207878113
},
{
"p": 0.051188867539167404,
"m": 0.6040586829185486
},
{
"p": 0.04106716066598892,
"m": 0.7486984133720398
},
{
"p": 0.07957945764064789,
"m": 0.9489380121231079
},
{
"p": 0.08088754862546921,
"m": 0.8575812578201294
},
{
"p": 0.0880894884467125,
"m": 1.0
},
{
"p": 0.11711335182189941,
"m": 0.9593310356140137
},
{
"p": 0.03896186500787735,
"m": 1.0
},
{
"p": 0.10805968940258026,
"m": 1.0
},
{
"p": 0.10124939680099487,
"m": 0.5
},
{
"p": 0.01898711360991001,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.8115127086639404,
"val_loss": 0.8355185985565186,
"acc": 72.61,
"time": 384.0203932339791,
"param": [
{
"p": 0.08858577907085419,
"m": 0.5
},
{
"p": 0.019557829946279526,
"m": 0.5
},
{
"p": 0.10820863395929337,
"m": 0.5
},
{
"p": 0.06503566354513168,
"m": 0.9204339385032654
},
{
"p": 0.02077641151845455,
"m": 0.6476205587387085
},
{
"p": 0.0552559494972229,
"m": 0.8415840864181519
},
{
"p": 0.09644865989685059,
"m": 0.9164678454399109
},
{
"p": 0.0792035311460495,
"m": 0.8486217856407166
},
{
"p": 0.07887756824493408,
"m": 0.9804615378379822
},
{
"p": 0.07078493386507034,
"m": 0.9742236137390137
},
{
"p": 0.10641969740390778,
"m": 0.9546409249305725
},
{
"p": 0.12409277260303497,
"m": 1.0
},
{
"p": 0.08603521436452866,
"m": 0.5
},
{
"p": 0.0007172575569711626,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.8427726030349731,
"val_loss": 0.6846680045127869,
"acc": 72.54,
"time": 370.6733425849816,
"param": [
{
"p": 0.13221301138401031,
"m": 0.5
},
{
"p": 0.009207156486809254,
"m": 0.5
},
{
"p": 0.1158732920885086,
"m": 0.5
},
{
"p": 0.06380286067724228,
"m": 0.8863805532455444
},
{
"p": 0.018205296248197556,
"m": 0.6672883629798889
},
{
"p": 0.023668358102440834,
"m": 0.7666510939598083
},
{
"p": 0.06670387089252472,
"m": 0.9113420248031616
},
{
"p": 0.07778291404247284,
"m": 0.9071269035339355
},
{
"p": 0.09056609123945236,
"m": 1.0
},
{
"p": 0.09454117715358734,
"m": 1.0
},
{
"p": 0.09618136286735535,
"m": 0.9807689189910889
},
{
"p": 0.09417557716369629,
"m": 1.0
},
{
"p": 0.1163603812456131,
"m": 0.5
},
{
"p": 0.0007186383591033518,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.93195641040802,
"val_loss": 0.7742429375648499,
"acc": 73.2,
"time": 368.06838357797824,
"param": [
{
"p": 0.13668152689933777,
"m": 0.5
},
{
"p": 0.002411514287814498,
"m": 0.5
},
{
"p": 0.09072424471378326,
"m": 0.5
},
{
"p": 0.055568765848875046,
"m": 0.8999364376068115
},
{
"p": 0.027751505374908447,
"m": 0.7784374952316284
},
{
"p": 0.06643685698509216,
"m": 0.669349193572998
},
{
"p": 0.05184231698513031,
"m": 0.7771042585372925
},
{
"p": 0.06301631778478622,
"m": 1.0
},
{
"p": 0.11711432784795761,
"m": 0.9656100273132324
},
{
"p": 0.09338606894016266,
"m": 1.0
},
{
"p": 0.08036647737026215,
"m": 0.8917174339294434
},
{
"p": 0.11445164680480957,
"m": 0.998363733291626
},
{
"p": 0.09520228207111359,
"m": 0.5
},
{
"p": 0.005046151578426361,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.7406971454620361,
"val_loss": 0.7435804009437561,
"acc": 72.47,
"time": 363.6978013101034,
"param": [
{
"p": 0.07942366600036621,
"m": 0.5
},
{
"p": 0.035999320447444916,
"m": 0.5
},
{
"p": 0.0829579308629036,
"m": 0.5
},
{
"p": 0.05580271780490875,
"m": 0.9433355331420898
},
{
"p": 0.057215798646211624,
"m": 0.7534371018409729
},
{
"p": 0.05811275169253349,
"m": 0.7608491778373718
},
{
"p": 0.0907805860042572,
"m": 0.9091765284538269
},
{
"p": 0.08547332882881165,
"m": 1.0
},
{
"p": 0.06775682419538498,
"m": 0.9686983227729797
},
{
"p": 0.07903449237346649,
"m": 1.0
},
{
"p": 0.08746331930160522,
"m": 0.9924377799034119
},
{
"p": 0.09660925716161728,
"m": 1.0
},
{
"p": 0.1144639328122139,
"m": 0.5
},
{
"p": 0.00890599749982357,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.7297017574310303,
"val_loss": 0.7415952086448669,
"acc": 73.05,
"time": 361.7769398220116,
"param": [
{
"p": 0.11282544583082199,
"m": 0.5
},
{
"p": 0.033246178179979324,
"m": 0.5
},
{
"p": 0.10424849390983582,
"m": 0.5
},
{
"p": 0.06424406170845032,
"m": 0.9515541791915894
},
{
"p": 0.026277704164385796,
"m": 0.7411684393882751
},
{
"p": 0.027939708903431892,
"m": 0.7458464503288269
},
{
"p": 0.09810905903577805,
"m": 0.9383223056793213
},
{
"p": 0.08388905227184296,
"m": 0.9774575233459473
},
{
"p": 0.09549389779567719,
"m": 1.0
},
{
"p": 0.09498045593500137,
"m": 0.9867563247680664
},
{
"p": 0.08931778371334076,
"m": 0.9705871939659119
},
{
"p": 0.07402689009904861,
"m": 1.0
},
{
"p": 0.09472077339887619,
"m": 0.5
},
{
"p": 0.0006804443546570837,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.6489551067352295,
"val_loss": 0.835797905921936,
"acc": 73.05,
"time": 375.4199486270081,
"param": [
{
"p": 0.12125682085752487,
"m": 0.5
},
{
"p": 0.009540094994008541,
"m": 0.5
},
{
"p": 0.08213304728269577,
"m": 0.5
},
{
"p": 0.08194544911384583,
"m": 0.8950885534286499
},
{
"p": 0.04513762518763542,
"m": 0.8502746224403381
},
{
"p": 0.03111526183784008,
"m": 0.7637824416160583
},
{
"p": 0.10545302927494049,
"m": 1.0
},
{
"p": 0.05275784060359001,
"m": 0.844485342502594
},
{
"p": 0.07166941463947296,
"m": 0.9614561200141907
},
{
"p": 0.06585289537906647,
"m": 0.9959672093391418
},
{
"p": 0.09797883033752441,
"m": 0.940403401851654
},
{
"p": 0.09738801419734955,
"m": 1.0
},
{
"p": 0.1258109211921692,
"m": 0.5
},
{
"p": 0.01196077186614275,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 1.7211320400238037,
"val_loss": 0.7583633065223694,
"acc": 73.55,
"time": 367.52430702000856,
"param": [
{
"p": 0.11708244681358337,
"m": 0.5
},
{
"p": 0.040797892957925797,
"m": 0.5
},
{
"p": 0.0824354887008667,
"m": 0.5
},
{
"p": 0.05869361385703087,
"m": 0.998726487159729
},
{
"p": 0.028198085725307465,
"m": 0.7293990850448608
},
{
"p": 0.012784223072230816,
"m": 0.8117361664772034
},
{
"p": 0.06639029085636139,
"m": 1.0
},
{
"p": 0.05362509563565254,
"m": 0.8195574283599854
},
{
"p": 0.12079290300607681,
"m": 0.8448057174682617
},
{
"p": 0.09335266053676605,
"m": 1.0
},
{
"p": 0.11753705143928528,
"m": 0.9449818134307861
},
{
"p": 0.07463006675243378,
"m": 1.0
},
{
"p": 0.11590579152107239,
"m": 0.5
},
{
"p": 0.017774460837244987,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.499033808708191,
"val_loss": 0.8253723382949829,
"acc": 73.27,
"time": 364.24219469493255,
"param": [
{
"p": 0.11537451297044754,
"m": 0.5
},
{
"p": 0.0006969844689592719,
"m": 0.5
},
{
"p": 0.08628176152706146,
"m": 0.5
},
{
"p": 0.07491640001535416,
"m": 0.9877995252609253
},
{
"p": 0.015825487673282623,
"m": 0.7075473666191101
},
{
"p": 0.020761638879776,
"m": 0.8667282462120056
},
{
"p": 0.09061188250780106,
"m": 0.9737604856491089
},
{
"p": 0.0875689759850502,
"m": 0.8492609262466431
},
{
"p": 0.1035924106836319,
"m": 0.8829323649406433
},
{
"p": 0.06639298051595688,
"m": 1.0
},
{
"p": 0.07409738749265671,
"m": 0.9631507396697998
},
{
"p": 0.07851007580757141,
"m": 1.0
},
{
"p": 0.14955103397369385,
"m": 0.5
},
{
"p": 0.0358184389770031,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.94576096534729,
"val_loss": 0.8242058157920837,
"acc": 73.04,
"time": 360.298089022981,
"param": [
{
"p": 0.10063183307647705,
"m": 0.5
},
{
"p": 0.030002040788531303,
"m": 0.5
},
{
"p": 0.053565070033073425,
"m": 0.5
},
{
"p": 0.06271139532327652,
"m": 0.9740694761276245
},
{
"p": 0.031152071431279182,
"m": 0.7901344299316406
},
{
"p": 0.05657687783241272,
"m": 0.8690477609634399
},
{
"p": 0.06378377974033356,
"m": 0.8570516705513
},
{
"p": 0.06452836841344833,
"m": 0.8647011518478394
},
{
"p": 0.0915747806429863,
"m": 0.8743962645530701
},
{
"p": 0.09436027705669403,
"m": 0.998371422290802
},
{
"p": 0.10922656953334808,
"m": 0.9618096947669983
},
{
"p": 0.11503102630376816,
"m": 1.0
},
{
"p": 0.11400263011455536,
"m": 0.5
},
{
"p": 0.012853335589170456,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.6527117490768433,
"val_loss": 0.8394649624824524,
"acc": 71.18,
"time": 365.0660986179719,
"param": [
{
"p": 0.11680318415164948,
"m": 0.5
},
{
"p": 0.02735058218240738,
"m": 0.5
},
{
"p": 0.11638014018535614,
"m": 0.5
},
{
"p": 0.07921730726957321,
"m": 0.8809906840324402
},
{
"p": 0.051984723657369614,
"m": 0.598213255405426
},
{
"p": 0.008314866572618484,
"m": 0.8411544561386108
},
{
"p": 0.054676998406648636,
"m": 1.0
},
{
"p": 0.04921143874526024,
"m": 0.7705907225608826
},
{
"p": 0.08107208460569382,
"m": 0.8819700479507446
},
{
"p": 0.09841691702604294,
"m": 0.9774832725524902
},
{
"p": 0.10039439052343369,
"m": 0.945269763469696
},
{
"p": 0.10528866946697235,
"m": 1.0
},
{
"p": 0.11018071323633194,
"m": 0.5
},
{
"p": 0.0007079389179125428,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.6081528663635254,
"val_loss": 0.899281919002533,
"acc": 71.84,
"time": 364.25743729202077,
"param": [
{
"p": 0.11416470259428024,
"m": 0.5
},
{
"p": 0.018796246498823166,
"m": 0.5
},
{
"p": 0.09920765459537506,
"m": 0.5
},
{
"p": 0.08207773417234421,
"m": 0.7916173934936523
},
{
"p": 0.006728336680680513,
"m": 0.6801160573959351
},
{
"p": 0.03669145703315735,
"m": 0.8481893539428711
},
{
"p": 0.09530187398195267,
"m": 0.9887918829917908
},
{
"p": 0.09205731004476547,
"m": 0.8577874302864075
},
{
"p": 0.08728991448879242,
"m": 0.8721544146537781
},
{
"p": 0.070694200694561,
"m": 0.9140973687171936
},
{
"p": 0.09902983158826828,
"m": 1.0
},
{
"p": 0.09764323383569717,
"m": 0.9959363341331482
},
{
"p": 0.09852832555770874,
"m": 0.5
},
{
"p": 0.0017891869647428393,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 1.7302932739257812,
"val_loss": 0.7860463857650757,
"acc": 73.62,
"time": 369.2967199999839,
"param": [
{
"p": 0.13466614484786987,
"m": 0.5
},
{
"p": 0.013062789104878902,
"m": 0.5
},
{
"p": 0.07623349875211716,
"m": 0.5
},
{
"p": 0.040623173117637634,
"m": 0.7794179320335388
},
{
"p": 0.049193065613508224,
"m": 0.6453309059143066
},
{
"p": 0.044324129819869995,
"m": 0.8713122010231018
},
{
"p": 0.07910863310098648,
"m": 0.9614667296409607
},
{
"p": 0.09128737449645996,
"m": 1.0
},
{
"p": 0.10403867065906525,
"m": 0.9840070605278015
},
{
"p": 0.11213839054107666,
"m": 0.9938547611236572
},
{
"p": 0.06564023345708847,
"m": 0.9285302758216858
},
{
"p": 0.07407674938440323,
"m": 1.0
},
{
"p": 0.08713218569755554,
"m": 0.5
},
{
"p": 0.028474904596805573,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 2.003471851348877,
"val_loss": 0.9042568802833557,
"acc": 73.76,
"time": 368.60108909895644,
"param": [
{
"p": 0.1272459626197815,
"m": 0.5
},
{
"p": 0.005237123463302851,
"m": 0.5
},
{
"p": 0.09176977723836899,
"m": 0.5
},
{
"p": 0.06695710122585297,
"m": 0.8256834149360657
},
{
"p": 0.013488893397152424,
"m": 0.7619896531105042
},
{
"p": 0.052868518978357315,
"m": 0.9587985277175903
},
{
"p": 0.0914585068821907,
"m": 1.0
},
{
"p": 0.07302191853523254,
"m": 1.0
},
{
"p": 0.058850474655628204,
"m": 0.9193164706230164
},
{
"p": 0.09458127617835999,
"m": 0.9720067381858826
},
{
"p": 0.07637923210859299,
"m": 0.9464870095252991
},
{
"p": 0.10296482592821121,
"m": 0.9979431629180908
},
{
"p": 0.11044091731309891,
"m": 0.5
},
{
"p": 0.03473552316427231,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.3678897619247437,
"val_loss": 0.709232747554779,
"acc": 73.52,
"time": 359.6253222930245,
"param": [
{
"p": 0.0956430435180664,
"m": 0.5
},
{
"p": 0.004363283049315214,
"m": 0.5
},
{
"p": 0.07622625678777695,
"m": 0.5
},
{
"p": 0.0909629613161087,
"m": 0.8604217767715454
},
{
"p": 0.05480901524424553,
"m": 0.6656773090362549
},
{
"p": 0.03118545189499855,
"m": 0.907900869846344
},
{
"p": 0.08967595547437668,
"m": 0.9873132109642029
},
{
"p": 0.04563109949231148,
"m": 0.9535512924194336
},
{
"p": 0.08509249985218048,
"m": 0.9035623073577881
},
{
"p": 0.10816820710897446,
"m": 1.0
},
{
"p": 0.11549273878335953,
"m": 0.8874128460884094
},
{
"p": 0.08726391941308975,
"m": 0.9988448023796082
},
{
"p": 0.10993790626525879,
"m": 0.5
},
{
"p": 0.005547638051211834,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.5248870849609375,
"val_loss": 0.815504252910614,
"acc": 73.36,
"time": 372.0422982260352,
"param": [
{
"p": 0.12638941407203674,
"m": 0.5
},
{
"p": 0.008947154507040977,
"m": 0.5
},
{
"p": 0.10177861899137497,
"m": 0.5
},
{
"p": 0.04809844121336937,
"m": 0.9955928921699524
},
{
"p": 0.056584764271974564,
"m": 0.6003367900848389
},
{
"p": 0.0507437102496624,
"m": 0.7964183688163757
},
{
"p": 0.005203290842473507,
"m": 0.9961992502212524
},
{
"p": 0.03941192850470543,
"m": 0.940366268157959
},
{
"p": 0.09383988380432129,
"m": 0.883191704750061
},
{
"p": 0.12239355593919754,
"m": 1.0
},
{
"p": 0.1129823550581932,
"m": 0.8498180508613586
},
{
"p": 0.12567093968391418,
"m": 1.0
},
{
"p": 0.10723964124917984,
"m": 0.5
},
{
"p": 0.0007162410765886307,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.9807860851287842,
"val_loss": 0.8066889047622681,
"acc": 73.12,
"time": 355.6451731759589,
"param": [
{
"p": 0.10769392549991608,
"m": 0.5
},
{
"p": 0.02877833880484104,
"m": 0.5
},
{
"p": 0.10288986563682556,
"m": 0.5
},
{
"p": 0.06696628779172897,
"m": 0.9824552536010742
},
{
"p": 0.038865119218826294,
"m": 0.5344871878623962
},
{
"p": 0.056054893881082535,
"m": 0.6990148425102234
},
{
"p": 0.07019413262605667,
"m": 0.9550954699516296
},
{
"p": 0.06066703051328659,
"m": 0.9819554090499878
},
{
"p": 0.09540223330259323,
"m": 1.0
},
{
"p": 0.050448834896087646,
"m": 0.9494358897209167
},
{
"p": 0.08653909713029861,
"m": 0.8723379373550415
},
{
"p": 0.11514949798583984,
"m": 1.0
},
{
"p": 0.09828031063079834,
"m": 0.5
},
{
"p": 0.022070471197366714,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.9304165840148926,
"val_loss": 0.8309804201126099,
"acc": 73.48,
"time": 365.40974300401285,
"param": [
{
"p": 0.08586611598730087,
"m": 0.5
},
{
"p": 0.0067272004671394825,
"m": 0.5
},
{
"p": 0.09547153115272522,
"m": 0.5
},
{
"p": 0.07094364613294601,
"m": 0.9425100088119507
},
{
"p": 0.022244812920689583,
"m": 0.7035401463508606
},
{
"p": 0.035468462854623795,
"m": 0.7380828857421875
},
{
"p": 0.10103466361761093,
"m": 0.9199467897415161
},
{
"p": 0.059533245861530304,
"m": 0.9936741590499878
},
{
"p": 0.1051081120967865,
"m": 0.9389891624450684
},
{
"p": 0.1176915317773819,
"m": 0.9423564076423645
},
{
"p": 0.08521004021167755,
"m": 0.8275511860847473
},
{
"p": 0.09175974875688553,
"m": 1.0
},
{
"p": 0.09882230311632156,
"m": 0.5
},
{
"p": 0.024118462577462196,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.480709195137024,
"val_loss": 0.7483499050140381,
"acc": 72.5,
"time": 360.89576175506227,
"param": [
{
"p": 0.08152875304222107,
"m": 0.5
},
{
"p": 0.02229970134794712,
"m": 0.5
},
{
"p": 0.11261486262083054,
"m": 0.5
},
{
"p": 0.07495974004268646,
"m": 0.8889085054397583
},
{
"p": 0.07950535416603088,
"m": 0.672519326210022
},
{
"p": 0.05831918120384216,
"m": 0.8354825377464294
},
{
"p": 0.0703628808259964,
"m": 0.9784790873527527
},
{
"p": 0.07475921511650085,
"m": 1.0
},
{
"p": 0.08786219358444214,
"m": 0.9752488136291504
},
{
"p": 0.08787328749895096,
"m": 1.0
},
{
"p": 0.062337275594472885,
"m": 0.9743748307228088
},
{
"p": 0.07532816380262375,
"m": 1.0
},
{
"p": 0.11154234409332275,
"m": 0.5
},
{
"p": 0.0007070207502692938,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 2.0530731678009033,
"val_loss": 0.7925642728805542,
"acc": 73.87,
"time": 369.0308314579306,
"param": [
{
"p": 0.08075094223022461,
"m": 0.5
},
{
"p": 0.0006847974145784974,
"m": 0.5
},
{
"p": 0.12650027871131897,
"m": 0.5
},
{
"p": 0.07667148113250732,
"m": 0.8658348917961121
},
{
"p": 0.04165279120206833,
"m": 0.5760980248451233
},
{
"p": 0.0014527905732393265,
"m": 0.813073992729187
},
{
"p": 0.0800788477063179,
"m": 1.0
},
{
"p": 0.10641060769557953,
"m": 0.9149571061134338
},
{
"p": 0.09828099608421326,
"m": 0.9622828364372253
},
{
"p": 0.0654553547501564,
"m": 0.9975283145904541
},
{
"p": 0.09076037257909775,
"m": 0.977457582950592
},
{
"p": 0.08884945511817932,
"m": 1.0
},
{
"p": 0.13315175473690033,
"m": 0.5
},
{
"p": 0.009299436584115028,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.8122186660766602,
"val_loss": 0.8056395053863525,
"acc": 72.79,
"time": 365.4808072329033,
"param": [
{
"p": 0.07763290405273438,
"m": 0.5
},
{
"p": 0.000782376155257225,
"m": 0.5
},
{
"p": 0.09037040174007416,
"m": 0.5
},
{
"p": 0.09821189194917679,
"m": 0.8876083493232727
},
{
"p": 0.041112739592790604,
"m": 0.6110779643058777
},
{
"p": 0.06602628529071808,
"m": 0.7791426181793213
},
{
"p": 0.08736391365528107,
"m": 0.9802722334861755
},
{
"p": 0.05877852812409401,
"m": 0.9171217679977417
},
{
"p": 0.10552331060171127,
"m": 1.0
},
{
"p": 0.0884619727730751,
"m": 1.0
},
{
"p": 0.087624691426754,
"m": 0.9890379905700684
},
{
"p": 0.10043220221996307,
"m": 1.0
},
{
"p": 0.09506634622812271,
"m": 0.5
},
{
"p": 0.002612340496852994,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.4505447149276733,
"val_loss": 0.7715656161308289,
"acc": 73.13,
"time": 365.80842924606986,
"param": [
{
"p": 0.1018282026052475,
"m": 0.5
},
{
"p": 0.02511516958475113,
"m": 0.5
},
{
"p": 0.08453704416751862,
"m": 0.5
},
{
"p": 0.07615435123443604,
"m": 0.9798026084899902
},
{
"p": 0.054970256984233856,
"m": 0.48179665207862854
},
{
"p": 0.0020473902113735676,
"m": 0.9940512180328369
},
{
"p": 0.07016259431838989,
"m": 0.9779740571975708
},
{
"p": 0.07249218970537186,
"m": 0.9451690316200256
},
{
"p": 0.10656403750181198,
"m": 0.914831280708313
},
{
"p": 0.06536708772182465,
"m": 0.9631062150001526
},
{
"p": 0.11660269647836685,
"m": 0.8908385038375854
},
{
"p": 0.11005302518606186,
"m": 0.9860039353370667
},
{
"p": 0.10012362897396088,
"m": 0.5
},
{
"p": 0.01398233138024807,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.6506917476654053,
"val_loss": 0.794496476650238,
"acc": 73.04,
"time": 361.80257506808266,
"param": [
{
"p": 0.12487658858299255,
"m": 0.5
},
{
"p": 0.019325967878103256,
"m": 0.5
},
{
"p": 0.11320534348487854,
"m": 0.5
},
{
"p": 0.11194352805614471,
"m": 0.9982139468193054
},
{
"p": 0.06590069085359573,
"m": 0.5186017155647278
},
{
"p": 0.0007047373219393194,
"m": 0.9079350233078003
},
{
"p": 0.0529940128326416,
"m": 0.9974678754806519
},
{
"p": 0.021732443943619728,
"m": 0.9305365681648254
},
{
"p": 0.08913649618625641,
"m": 0.9572832584381104
},
{
"p": 0.09588496387004852,
"m": 1.0
},
{
"p": 0.10341725498437881,
"m": 0.9332491159439087
},
{
"p": 0.09432880580425262,
"m": 1.0
},
{
"p": 0.10549159348011017,
"m": 0.5
},
{
"p": 0.0010576121276244521,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.6652536392211914,
"val_loss": 0.7456515431404114,
"acc": 73.66,
"time": 360.4965381840011,
"param": [
{
"p": 0.09316670149564743,
"m": 0.5
},
{
"p": 0.07426698505878448,
"m": 0.5
},
{
"p": 0.10667961835861206,
"m": 0.5
},
{
"p": 0.06698015332221985,
"m": 0.9830058217048645
},
{
"p": 0.022076638415455818,
"m": 0.5769038796424866
},
{
"p": 0.026901641860604286,
"m": 0.9272444248199463
},
{
"p": 0.10166234523057938,
"m": 0.9893625378608704
},
{
"p": 0.06628245860338211,
"m": 0.8438950181007385
},
{
"p": 0.0335095152258873,
"m": 0.9476616382598877
},
{
"p": 0.07781809568405151,
"m": 0.9989925026893616
},
{
"p": 0.0968904122710228,
"m": 0.9775473475456238
},
{
"p": 0.12489426136016846,
"m": 1.0
},
{
"p": 0.10641895979642868,
"m": 0.5
},
{
"p": 0.0024521753657609224,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 2.1851093769073486,
"val_loss": 0.7277828454971313,
"acc": 73.1,
"time": 366.97565079201013,
"param": [
{
"p": 0.09618246555328369,
"m": 0.5
},
{
"p": 0.0027606384828686714,
"m": 0.5
},
{
"p": 0.0715465396642685,
"m": 0.5
},
{
"p": 0.037515800446271896,
"m": 0.9942118525505066
},
{
"p": 0.04842855781316757,
"m": 0.5844920873641968
},
{
"p": 0.028392571955919266,
"m": 0.99818354845047
},
{
"p": 0.09111639857292175,
"m": 1.0
},
{
"p": 0.07295159995555878,
"m": 0.8025895953178406
},
{
"p": 0.08436841517686844,
"m": 0.9623993635177612
},
{
"p": 0.0833733081817627,
"m": 0.9666046500205994
},
{
"p": 0.11344233900308609,
"m": 0.9725012183189392
},
{
"p": 0.11592010408639908,
"m": 1.0
},
{
"p": 0.11365483701229095,
"m": 0.5
},
{
"p": 0.04034643620252609,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.4716535806655884,
"val_loss": 0.8210136890411377,
"acc": 73.65,
"time": 346.11427330202423,
"param": [
{
"p": 0.10618151724338531,
"m": 0.5
},
{
"p": 0.01979931630194187,
"m": 0.5
},
{
"p": 0.10738743096590042,
"m": 0.5
},
{
"p": 0.04869232326745987,
"m": 1.0
},
{
"p": 0.05280067026615143,
"m": 0.5458964109420776
},
{
"p": 0.0009427304030396044,
"m": 0.9325128793716431
},
{
"p": 0.07587353885173798,
"m": 0.9421612024307251
},
{
"p": 0.07943741232156754,
"m": 0.828069806098938
},
{
"p": 0.0889340341091156,
"m": 0.9031113982200623
},
{
"p": 0.06959473341703415,
"m": 0.992107093334198
},
{
"p": 0.10139251500368118,
"m": 0.9833152890205383
},
{
"p": 0.090348981320858,
"m": 1.0
},
{
"p": 0.12075266987085342,
"m": 0.5
},
{
"p": 0.03786209598183632,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.8000669479370117,
"val_loss": 0.8307562470436096,
"acc": 72.69,
"time": 366.53325651201885,
"param": [
{
"p": 0.1408618986606598,
"m": 0.5
},
{
"p": 0.003318429458886385,
"m": 0.5
},
{
"p": 0.10906156897544861,
"m": 0.5
},
{
"p": 0.05157969892024994,
"m": 1.0
},
{
"p": 0.05494457110762596,
"m": 0.6776787042617798
},
{
"p": 0.01089848205447197,
"m": 0.8791590332984924
},
{
"p": 0.07504913955926895,
"m": 0.9038921594619751
},
{
"p": 0.10609399527311325,
"m": 1.0
},
{
"p": 0.0698283240199089,
"m": 0.9851625561714172
},
{
"p": 0.07403305917978287,
"m": 0.9711847901344299
},
{
"p": 0.08078422397375107,
"m": 1.0
},
{
"p": 0.10601949691772461,
"m": 1.0
},
{
"p": 0.11684048920869827,
"m": 0.5
},
{
"p": 0.0006866306648589671,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.641707181930542,
"val_loss": 0.6865012645721436,
"acc": 74.14,
"time": 357.83764771395363,
"param": [
{
"p": 0.11173932254314423,
"m": 0.5
},
{
"p": 0.0006990117835812271,
"m": 0.5
},
{
"p": 0.10097233206033707,
"m": 0.5
},
{
"p": 0.05131158605217934,
"m": 0.998862087726593
},
{
"p": 0.04001421108841896,
"m": 0.6363898515701294
},
{
"p": 0.035860948264598846,
"m": 1.0
},
{
"p": 0.09682253748178482,
"m": 0.9192646145820618
},
{
"p": 0.07017108798027039,
"m": 0.9797968864440918
},
{
"p": 0.07472924888134003,
"m": 0.9425725936889648
},
{
"p": 0.13001756370067596,
"m": 1.0
},
{
"p": 0.0900622233748436,
"m": 1.0
},
{
"p": 0.10083862394094467,
"m": 0.9998568296432495
},
{
"p": 0.09606216847896576,
"m": 0.5
},
{
"p": 0.0006990117835812271,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.4585108757019043,
"val_loss": 0.7956147789955139,
"acc": 73.0,
"time": 363.61810668802354,
"param": [
{
"p": 0.09158404171466827,
"m": 0.5
},
{
"p": 0.05850095674395561,
"m": 0.5
},
{
"p": 0.09870614856481552,
"m": 0.5
},
{
"p": 0.06842073798179626,
"m": 0.9220314621925354
},
{
"p": 0.06682589650154114,
"m": 0.7232105731964111
},
{
"p": 0.0019733647350221872,
"m": 0.9134648442268372
},
{
"p": 0.08986998349428177,
"m": 0.794614851474762
},
{
"p": 0.05483686551451683,
"m": 0.8468992114067078
},
{
"p": 0.08630847185850143,
"m": 0.9922106862068176
},
{
"p": 0.09455756098031998,
"m": 0.9383866190910339
},
{
"p": 0.0768851563334465,
"m": 0.9968813061714172
},
{
"p": 0.07606108486652374,
"m": 1.0
},
{
"p": 0.1062268540263176,
"m": 0.5
},
{
"p": 0.029243040829896927,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 1.481579065322876,
"val_loss": 0.8192525506019592,
"acc": 72.76,
"time": 362.25067467894405,
"param": [
{
"p": 0.10223270207643509,
"m": 0.5
},
{
"p": 0.033046260476112366,
"m": 0.5
},
{
"p": 0.09425314515829086,
"m": 0.5
},
{
"p": 0.06200107932090759,
"m": 0.8861008882522583
},
{
"p": 0.03412950411438942,
"m": 0.617063045501709
},
{
"p": 0.0006930106319487095,
"m": 0.933908998966217
},
{
"p": 0.07493764162063599,
"m": 0.8949415683746338
},
{
"p": 0.036481089890003204,
"m": 0.837270975112915
},
{
"p": 0.08831939101219177,
"m": 0.9227381348609924
},
{
"p": 0.11195329576730728,
"m": 0.8870036602020264
},
{
"p": 0.07994628697633743,
"m": 1.0
},
{
"p": 0.10322234779596329,
"m": 1.0
},
{
"p": 0.11158035695552826,
"m": 0.5
},
{
"p": 0.06720386445522308,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.3550916910171509,
"val_loss": 0.7430078387260437,
"acc": 72.84,
"time": 360.88405680295546,
"param": [
{
"p": 0.10181032866239548,
"m": 0.5
},
{
"p": 0.05920252576470375,
"m": 0.5
},
{
"p": 0.09388168156147003,
"m": 0.5
},
{
"p": 0.06523825973272324,
"m": 0.8788801431655884
},
{
"p": 0.032198697328567505,
"m": 0.6816326975822449
},
{
"p": 0.0291538555175066,
"m": 0.8913415670394897
},
{
"p": 0.05086950585246086,
"m": 0.9743325710296631
},
{
"p": 0.07633068412542343,
"m": 0.8771827816963196
},
{
"p": 0.10294100642204285,
"m": 0.9648587703704834
},
{
"p": 0.08047476410865784,
"m": 0.9964048862457275
},
{
"p": 0.10083458572626114,
"m": 0.9907598495483398
},
{
"p": 0.097342848777771,
"m": 1.0
},
{
"p": 0.10480759292840958,
"m": 0.5
},
{
"p": 0.004913696087896824,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 2.0186476707458496,
"val_loss": 0.7697588801383972,
"acc": 73.41,
"time": 371.5862654390512,
"param": [
{
"p": 0.12130241841077805,
"m": 0.5
},
{
"p": 0.04219040647149086,
"m": 0.5
},
{
"p": 0.09501926600933075,
"m": 0.5
},
{
"p": 0.056976206600666046,
"m": 0.9996178150177002
},
{
"p": 0.057348914444446564,
"m": 0.637904942035675
},
{
"p": 0.009158415719866753,
"m": 0.9524258971214294
},
{
"p": 0.09158948808908463,
"m": 1.0
},
{
"p": 0.09844033420085907,
"m": 0.9170181751251221
},
{
"p": 0.05889994278550148,
"m": 0.9208841919898987
},
{
"p": 0.08057133853435516,
"m": 0.9980043172836304
},
{
"p": 0.06384715437889099,
"m": 0.9373489618301392
},
{
"p": 0.08791384845972061,
"m": 1.0
},
{
"p": 0.10970930010080338,
"m": 0.5
},
{
"p": 0.027032969519495964,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 1.6389507055282593,
"val_loss": 0.8229277729988098,
"acc": 73.22,
"time": 365.38407247001305,
"param": [
{
"p": 0.09796325862407684,
"m": 0.5
},
{
"p": 0.003922491800040007,
"m": 0.5
},
{
"p": 0.10763424634933472,
"m": 0.5
},
{
"p": 0.07206884026527405,
"m": 0.8938280344009399
},
{
"p": 0.058151982724666595,
"m": 0.6814550161361694
},
{
"p": 0.002100799698382616,
"m": 0.861311137676239
},
{
"p": 0.07781258225440979,
"m": 0.954064667224884
},
{
"p": 0.08486146479845047,
"m": 0.9946587681770325
},
{
"p": 0.09199228137731552,
"m": 0.8783276677131653
},
{
"p": 0.10086150467395782,
"m": 0.9882500171661377
},
{
"p": 0.11916487663984299,
"m": 0.9071597456932068
},
{
"p": 0.07585480064153671,
"m": 0.9756404161453247
},
{
"p": 0.10322754830121994,
"m": 0.5
},
{
"p": 0.004383443854749203,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.7310808897018433,
"val_loss": 0.7718566656112671,
"acc": 73.58,
"time": 367.2896126639098,
"param": [
{
"p": 0.11737644672393799,
"m": 0.5
},
{
"p": 0.019981443881988525,
"m": 0.5
},
{
"p": 0.10467714816331863,
"m": 0.5
},
{
"p": 0.05687009543180466,
"m": 0.9230323433876038
},
{
"p": 0.06468755006790161,
"m": 0.7298292517662048
},
{
"p": 0.034366875886917114,
"m": 0.6872479915618896
},
{
"p": 0.05969270318746567,
"m": 0.9638655185699463
},
{
"p": 0.07085149735212326,
"m": 0.996081531047821
},
{
"p": 0.10175109654664993,
"m": 0.9891510009765625
},
{
"p": 0.08173885941505432,
"m": 1.0
},
{
"p": 0.09244472533464432,
"m": 0.943128228187561
},
{
"p": 0.06145600602030754,
"m": 1.0
},
{
"p": 0.09658233076334,
"m": 0.5
},
{
"p": 0.03752319514751434,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.4874149560928345,
"val_loss": 0.7503912448883057,
"acc": 73.42,
"time": 368.67943867400754,
"param": [
{
"p": 0.0907893180847168,
"m": 0.5
},
{
"p": 0.03189767897129059,
"m": 0.5
},
{
"p": 0.093452088534832,
"m": 0.5
},
{
"p": 0.042297352105379105,
"m": 0.7670016288757324
},
{
"p": 0.02468303218483925,
"m": 0.7239384651184082
},
{
"p": 0.009587792679667473,
"m": 0.6810536980628967
},
{
"p": 0.11730694025754929,
"m": 1.0
},
{
"p": 0.08285409957170486,
"m": 0.9791934490203857
},
{
"p": 0.0969240814447403,
"m": 0.9845138192176819
},
{
"p": 0.07010795921087265,
"m": 1.0
},
{
"p": 0.10207567363977432,
"m": 0.9477020502090454
},
{
"p": 0.09249228984117508,
"m": 1.0
},
{
"p": 0.1254584640264511,
"m": 0.5
},
{
"p": 0.020073261111974716,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.8607993125915527,
"val_loss": 0.8550930619239807,
"acc": 73.01,
"time": 374.8322000799235,
"param": [
{
"p": 0.09145500510931015,
"m": 0.5
},
{
"p": 0.0006994846626184881,
"m": 0.5
},
{
"p": 0.11077962815761566,
"m": 0.5
},
{
"p": 0.07848457992076874,
"m": 0.7957000136375427
},
{
"p": 0.08136676996946335,
"m": 0.665274977684021
},
{
"p": 0.032547760754823685,
"m": 0.7327271103858948
},
{
"p": 0.08511106669902802,
"m": 0.9347874522209167
},
{
"p": 0.08036304265260696,
"m": 1.0
},
{
"p": 0.06027461215853691,
"m": 0.9365407228469849
},
{
"p": 0.1056530699133873,
"m": 1.0
},
{
"p": 0.04658937081694603,
"m": 0.9826294183731079
},
{
"p": 0.07985103130340576,
"m": 1.0
},
{
"p": 0.1078837439417839,
"m": 0.5
},
{
"p": 0.038940880447626114,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.9887245893478394,
"val_loss": 0.7658051252365112,
"acc": 72.89,
"time": 364.0755928349681,
"param": [
{
"p": 0.11245717853307724,
"m": 0.5
},
{
"p": 0.020343881100416183,
"m": 0.5
},
{
"p": 0.08456601947546005,
"m": 0.5
},
{
"p": 0.08068341016769409,
"m": 0.9014713168144226
},
{
"p": 0.048923660069704056,
"m": 0.7221217751502991
},
{
"p": 0.06572005152702332,
"m": 0.7409093379974365
},
{
"p": 0.06424881517887115,
"m": 0.9483872056007385
},
{
"p": 0.06201929599046707,
"m": 0.9785044193267822
},
{
"p": 0.08944013714790344,
"m": 0.9418207406997681
},
{
"p": 0.07607560604810715,
"m": 1.0
},
{
"p": 0.10224924236536026,
"m": 1.0
},
{
"p": 0.09674590826034546,
"m": 0.9949301481246948
},
{
"p": 0.08213377743959427,
"m": 0.5
},
{
"p": 0.014393007382750511,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.62136709690094,
"val_loss": 0.6980767846107483,
"acc": 73.51,
"time": 364.25507133291103,
"param": [
{
"p": 0.11474769562482834,
"m": 0.5
},
{
"p": 0.0006962530896998942,
"m": 0.5
},
{
"p": 0.12340600043535233,
"m": 0.5
},
{
"p": 0.09808728098869324,
"m": 0.9877225756645203
},
{
"p": 0.031096139922738075,
"m": 0.6603570580482483
},
{
"p": 0.02026747539639473,
"m": 0.771700918674469
},
{
"p": 0.09026870131492615,
"m": 0.9644922614097595
},
{
"p": 0.05737997218966484,
"m": 0.9998860359191895
},
{
"p": 0.09473588317632675,
"m": 0.9082656502723694
},
{
"p": 0.12460839003324509,
"m": 1.0
},
{
"p": 0.047708626836538315,
"m": 0.9898959994316101
},
{
"p": 0.06635133177042007,
"m": 1.0
},
{
"p": 0.10108888894319534,
"m": 0.5
},
{
"p": 0.0295573677867651,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 1.7367101907730103,
"val_loss": 0.8363344669342041,
"acc": 73.82,
"time": 370.42185369494837,
"param": [
{
"p": 0.09498012810945511,
"m": 0.5
},
{
"p": 0.04157384857535362,
"m": 0.5
},
{
"p": 0.0839201807975769,
"m": 0.5
},
{
"p": 0.07166121900081635,
"m": 0.9474658966064453
},
{
"p": 0.04721953719854355,
"m": 0.5255789756774902
},
{
"p": 0.020180227234959602,
"m": 0.9074658751487732
},
{
"p": 0.091253362596035,
"m": 1.0
},
{
"p": 0.04235358536243439,
"m": 0.998288094997406
},
{
"p": 0.08459576964378357,
"m": 0.8746482133865356
},
{
"p": 0.09465602040290833,
"m": 0.9381365180015564
},
{
"p": 0.09905841946601868,
"m": 0.9684072136878967
},
{
"p": 0.09286331385374069,
"m": 0.9998828172683716
},
{
"p": 0.10225082188844681,
"m": 0.5
},
{
"p": 0.03343351185321808,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.5535173416137695,
"val_loss": 0.8755971193313599,
"acc": 74.19,
"time": 373.54984676104505,
"param": [
{
"p": 0.123503677546978,
"m": 0.5
},
{
"p": 0.01864338479936123,
"m": 0.5
},
{
"p": 0.0989231988787651,
"m": 0.5
},
{
"p": 0.04675355181097984,
"m": 0.8680547475814819
},
{
"p": 0.0762098953127861,
"m": 0.4606761038303375
},
{
"p": 0.0360148660838604,
"m": 1.0
},
{
"p": 0.1050502359867096,
"m": 1.0
},
{
"p": 0.09395360946655273,
"m": 1.0
},
{
"p": 0.05482855811715126,
"m": 0.8168137073516846
},
{
"p": 0.07013867795467377,
"m": 0.9938341379165649
},
{
"p": 0.05843765288591385,
"m": 0.8609200119972229
},
{
"p": 0.08069667965173721,
"m": 1.0
},
{
"p": 0.09824144095182419,
"m": 0.5
},
{
"p": 0.038604650646448135,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.196844220161438,
"val_loss": 0.8035688996315002,
"acc": 73.57,
"time": 379.4774523139931,
"param": [
{
"p": 0.11891090869903564,
"m": 0.5
},
{
"p": 0.023257622495293617,
"m": 0.5
},
{
"p": 0.09525028616189957,
"m": 0.5
},
{
"p": 0.043763838708400726,
"m": 0.8812524080276489
},
{
"p": 0.07490744441747665,
"m": 0.5418808460235596
},
{
"p": 0.04254332184791565,
"m": 0.9483959078788757
},
{
"p": 0.09712891280651093,
"m": 1.0
},
{
"p": 0.04477274417877197,
"m": 0.9622204899787903
},
{
"p": 0.096005879342556,
"m": 0.9061717987060547
},
{
"p": 0.07649144530296326,
"m": 0.9960238337516785
},
{
"p": 0.06488405913114548,
"m": 0.8827753067016602
},
{
"p": 0.11303399503231049,
"m": 1.0
},
{
"p": 0.10792892426252365,
"m": 0.5
},
{
"p": 0.0011206257622689009,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.7080479860305786,
"val_loss": 0.7505947947502136,
"acc": 74.07,
"time": 380.6433914490044,
"param": [
{
"p": 0.1069059818983078,
"m": 0.5
},
{
"p": 0.021161122247576714,
"m": 0.5
},
{
"p": 0.09521913528442383,
"m": 0.5
},
{
"p": 0.0922672301530838,
"m": 0.9456284642219543
},
{
"p": 0.046387869864702225,
"m": 0.6685770750045776
},
{
"p": 0.02352018654346466,
"m": 0.9990420937538147
},
{
"p": 0.09183213114738464,
"m": 0.997954249382019
},
{
"p": 0.09283915162086487,
"m": 0.9363359212875366
},
{
"p": 0.05473436042666435,
"m": 0.9157248735427856
},
{
"p": 0.07148974388837814,
"m": 1.0
},
{
"p": 0.0798346996307373,
"m": 0.8105292916297913
},
{
"p": 0.0862504169344902,
"m": 1.0
},
{
"p": 0.09823528677225113,
"m": 0.5
},
{
"p": 0.0393226258456707,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.8383069038391113,
"val_loss": 0.7385697364807129,
"acc": 73.8,
"time": 364.6136535300175,
"param": [
{
"p": 0.10679495334625244,
"m": 0.5
},
{
"p": 0.0007084361277520657,
"m": 0.5
},
{
"p": 0.10412096977233887,
"m": 0.5
},
{
"p": 0.08038666099309921,
"m": 0.9808456301689148
},
{
"p": 0.0776875838637352,
"m": 0.6365568041801453
},
{
"p": 0.016870897263288498,
"m": 0.9571520686149597
},
{
"p": 0.11246597766876221,
"m": 0.9665920734405518
},
{
"p": 0.061777275055646896,
"m": 0.8023926019668579
},
{
"p": 0.06240905821323395,
"m": 0.9516908526420593
},
{
"p": 0.06533155590295792,
"m": 0.9990079402923584
},
{
"p": 0.08351895958185196,
"m": 0.9762635827064514
},
{
"p": 0.10369765758514404,
"m": 1.0
},
{
"p": 0.11196760088205338,
"m": 0.5
},
{
"p": 0.012262381613254547,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.5008132457733154,
"val_loss": 0.7649120092391968,
"acc": 73.73,
"time": 373.04417281295173,
"param": [
{
"p": 0.09823444485664368,
"m": 0.5
},
{
"p": 0.02118661440908909,
"m": 0.5
},
{
"p": 0.07770689576864243,
"m": 0.5
},
{
"p": 0.05169001594185829,
"m": 0.99588543176651
},
{
"p": 0.03240887448191643,
"m": 0.5453183054924011
},
{
"p": 0.025813015177845955,
"m": 0.9297266602516174
},
{
"p": 0.08543064445257187,
"m": 0.9977217316627502
},
{
"p": 0.06891007721424103,
"m": 0.8102296590805054
},
{
"p": 0.11133828014135361,
"m": 0.9373868703842163
},
{
"p": 0.09777619689702988,
"m": 1.0
},
{
"p": 0.09242194890975952,
"m": 1.0
},
{
"p": 0.11344900727272034,
"m": 1.0
},
{
"p": 0.09597653895616531,
"m": 0.5
},
{
"p": 0.02765745483338833,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 2.1958823204040527,
"val_loss": 0.8586026430130005,
"acc": 73.88,
"time": 368.2687578999903,
"param": [
{
"p": 0.10500332713127136,
"m": 0.5
},
{
"p": 0.041246410459280014,
"m": 0.5
},
{
"p": 0.07336899638175964,
"m": 0.5
},
{
"p": 0.07256962358951569,
"m": 0.996610701084137
},
{
"p": 0.049103252589702606,
"m": 0.47082850337028503
},
{
"p": 0.049262721091508865,
"m": 0.9181007146835327
},
{
"p": 0.06939695030450821,
"m": 0.9481010437011719
},
{
"p": 0.062489595264196396,
"m": 0.8040822744369507
},
{
"p": 0.08572553843259811,
"m": 0.9942852258682251
},
{
"p": 0.08453778922557831,
"m": 1.0
},
{
"p": 0.07571764290332794,
"m": 0.9883182644844055
},
{
"p": 0.09181589633226395,
"m": 1.0
},
{
"p": 0.09331612288951874,
"m": 0.5
},
{
"p": 0.04644608870148659,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 1.7036218643188477,
"val_loss": 0.9081054329872131,
"acc": 73.18,
"time": 358.73021019797307,
"param": [
{
"p": 0.07734804600477219,
"m": 0.5
},
{
"p": 0.04833993315696716,
"m": 0.5
},
{
"p": 0.0878579393029213,
"m": 0.5
},
{
"p": 0.07893449068069458,
"m": 0.9963911771774292
},
{
"p": 0.06894467025995255,
"m": 0.4007793366909027
},
{
"p": 0.046419885009527206,
"m": 0.9113908410072327
},
{
"p": 0.06743638962507248,
"m": 0.9718038439750671
},
{
"p": 0.07393114268779755,
"m": 0.8986772298812866
},
{
"p": 0.10450688749551773,
"m": 1.0
},
{
"p": 0.08780653029680252,
"m": 0.9371609091758728
},
{
"p": 0.06345826387405396,
"m": 0.984450101852417
},
{
"p": 0.09146585315465927,
"m": 1.0
},
{
"p": 0.10205845534801483,
"m": 0.5
},
{
"p": 0.0014916578074917197,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.660058617591858,
"val_loss": 0.8918163180351257,
"acc": 72.53,
"time": 370.7749350150116,
"param": [
{
"p": 0.08250968158245087,
"m": 0.5
},
{
"p": 0.021061331033706665,
"m": 0.5
},
{
"p": 0.06694482266902924,
"m": 0.5
},
{
"p": 0.038145218044519424,
"m": 0.8981111645698547
},
{
"p": 0.08768495917320251,
"m": 0.2696947157382965
},
{
"p": 0.023610269650816917,
"m": 0.8830974102020264
},
{
"p": 0.049425192177295685,
"m": 0.9362426400184631
},
{
"p": 0.08935946226119995,
"m": 0.9145910143852234
},
{
"p": 0.08047723025083542,
"m": 0.9756287932395935
},
{
"p": 0.09468743205070496,
"m": 0.9698072075843811
},
{
"p": 0.09030579030513763,
"m": 0.943526029586792
},
{
"p": 0.10923348367214203,
"m": 0.9971278309822083
},
{
"p": 0.10239388048648834,
"m": 0.5
},
{
"p": 0.06416130065917969,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.6683411598205566,
"val_loss": 0.8200104236602783,
"acc": 73.94,
"time": 351.85078887001146,
"param": [
{
"p": 0.0961373969912529,
"m": 0.5
},
{
"p": 0.019257208332419395,
"m": 0.5
},
{
"p": 0.09355944395065308,
"m": 0.5
},
{
"p": 0.06263544410467148,
"m": 0.934303879737854
},
{
"p": 0.07338666170835495,
"m": 0.42407259345054626
},
{
"p": 0.05003874748945236,
"m": 0.9808514714241028
},
{
"p": 0.07136532664299011,
"m": 0.9582312107086182
},
{
"p": 0.0428779162466526,
"m": 0.8435444235801697
},
{
"p": 0.07838308066129684,
"m": 0.9843403100967407
},
{
"p": 0.10360801219940186,
"m": 0.9694535732269287
},
{
"p": 0.08016457408666611,
"m": 1.0
},
{
"p": 0.08121024072170258,
"m": 1.0
},
{
"p": 0.10911779850721359,
"m": 0.5
},
{
"p": 0.03825822100043297,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.715083360671997,
"val_loss": 0.7204148173332214,
"acc": 73.68,
"time": 364.14886927604675,
"param": [
{
"p": 0.08199259638786316,
"m": 0.5
},
{
"p": 0.02635827660560608,
"m": 0.5
},
{
"p": 0.09800180792808533,
"m": 0.5
},
{
"p": 0.07849626243114471,
"m": 1.0
},
{
"p": 0.07286180555820465,
"m": 0.6026759743690491
},
{
"p": 0.03521699458360672,
"m": 0.9095316529273987
},
{
"p": 0.08494289219379425,
"m": 0.9986087083816528
},
{
"p": 0.08092526346445084,
"m": 0.995686411857605
},
{
"p": 0.08200047165155411,
"m": 1.0
},
{
"p": 0.08094341307878494,
"m": 1.0
},
{
"p": 0.08850301802158356,
"m": 0.9833711981773376
},
{
"p": 0.08959013968706131,
"m": 1.0
},
{
"p": 0.0738086923956871,
"m": 0.5
},
{
"p": 0.02635834366083145,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 1.432792067527771,
"val_loss": 0.7473801970481873,
"acc": 72.63,
"time": 369.32108252099715,
"param": [
{
"p": 0.1139247864484787,
"m": 0.5
},
{
"p": 0.03948477283120155,
"m": 0.5
},
{
"p": 0.08242384344339371,
"m": 0.5
},
{
"p": 0.06828233599662781,
"m": 0.9304389953613281
},
{
"p": 0.05115101486444473,
"m": 0.5944268107414246
},
{
"p": 0.0009550547110848129,
"m": 0.8286130428314209
},
{
"p": 0.06584254652261734,
"m": 0.9988718628883362
},
{
"p": 0.07379582524299622,
"m": 0.9806581139564514
},
{
"p": 0.0908319354057312,
"m": 1.0
},
{
"p": 0.10654016584157944,
"m": 0.9735217690467834
},
{
"p": 0.09386619925498962,
"m": 0.9519941210746765
},
{
"p": 0.08953677117824554,
"m": 1.0
},
{
"p": 0.12266514450311661,
"m": 0.5
},
{
"p": 0.000699514988809824,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.600973129272461,
"val_loss": 0.8341489434242249,
"acc": 73.67,
"time": 369.6262499639997,
"param": [
{
"p": 0.10117462277412415,
"m": 0.5
},
{
"p": 0.024757467210292816,
"m": 0.5
},
{
"p": 0.09196770936250687,
"m": 0.5
},
{
"p": 0.07864592969417572,
"m": 0.9075884222984314
},
{
"p": 0.07365323603153229,
"m": 0.5631645917892456
},
{
"p": 0.028823532164096832,
"m": 0.9142959713935852
},
{
"p": 0.08933964371681213,
"m": 0.9010487198829651
},
{
"p": 0.08484858274459839,
"m": 0.9312313199043274
},
{
"p": 0.09464658051729202,
"m": 1.0
},
{
"p": 0.06964852660894394,
"m": 0.9783287048339844
},
{
"p": 0.08913762122392654,
"m": 0.9096658825874329
},
{
"p": 0.08290690183639526,
"m": 1.0
},
{
"p": 0.08913970738649368,
"m": 0.5
},
{
"p": 0.001309916260652244,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 1.8170320987701416,
"val_loss": 0.8306188583374023,
"acc": 73.07,
"time": 363.4391800999874,
"param": [
{
"p": 0.0968504473567009,
"m": 0.5
},
{
"p": 0.009494061581790447,
"m": 0.5
},
{
"p": 0.06586870551109314,
"m": 0.5
},
{
"p": 0.0737786740064621,
"m": 0.9446737766265869
},
{
"p": 0.09009316563606262,
"m": 0.5053545236587524
},
{
"p": 0.033929493278265,
"m": 0.8169373869895935
},
{
"p": 0.07385256141424179,
"m": 0.9898536205291748
},
{
"p": 0.07811237126588821,
"m": 0.9928118586540222
},
{
"p": 0.09121576696634293,
"m": 0.9831846356391907
},
{
"p": 0.10108453780412674,
"m": 0.9652367830276489
},
{
"p": 0.09375493973493576,
"m": 1.0
},
{
"p": 0.09843647480010986,
"m": 1.0
},
{
"p": 0.09282903373241425,
"m": 0.5
},
{
"p": 0.0006997557356953621,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 1.6856415271759033,
"val_loss": 0.7286810874938965,
"acc": 73.03,
"time": 390.71843897004146,
"param": [
{
"p": 0.10614597797393799,
"m": 0.5
},
{
"p": 0.01885269209742546,
"m": 0.5
},
{
"p": 0.08622141927480698,
"m": 0.5
},
{
"p": 0.0638960599899292,
"m": 0.9479961395263672
},
{
"p": 0.051038939505815506,
"m": 0.4280366599559784
},
{
"p": 0.034566909074783325,
"m": 0.8867635726928711
},
{
"p": 0.11049157381057739,
"m": 0.9802630543708801
},
{
"p": 0.041688378900289536,
"m": 0.9839039444923401
},
{
"p": 0.09129702299833298,
"m": 0.9247143268585205
},
{
"p": 0.10135350376367569,
"m": 0.9920529723167419
},
{
"p": 0.07988479733467102,
"m": 0.9934957027435303
},
{
"p": 0.09610714763402939,
"m": 1.0
},
{
"p": 0.0719870924949646,
"m": 0.5
},
{
"p": 0.046468447893857956,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.983935832977295,
"val_loss": 0.6850162148475647,
"acc": 74.04,
"time": 373.10743093898054,
"param": [
{
"p": 0.10886239260435104,
"m": 0.5
},
{
"p": 0.004329347517341375,
"m": 0.5
},
{
"p": 0.12224699556827545,
"m": 0.5
},
{
"p": 0.05559287592768669,
"m": 0.9871143698692322
},
{
"p": 0.07580439001321793,
"m": 0.4254041314125061
},
{
"p": 0.016276275739073753,
"m": 0.9911409020423889
},
{
"p": 0.08637051284313202,
"m": 1.0
},
{
"p": 0.08764201402664185,
"m": 1.0
},
{
"p": 0.0956929549574852,
"m": 0.9579238891601562
},
{
"p": 0.07660073041915894,
"m": 1.0
},
{
"p": 0.07149207592010498,
"m": 0.9605417847633362
},
{
"p": 0.10096988826990128,
"m": 0.9995924830436707
},
{
"p": 0.09742512553930283,
"m": 0.5
},
{
"p": 0.000694487476721406,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 1.519354224205017,
"val_loss": 0.7689651846885681,
"acc": 74.06,
"time": 356.8600949080428,
"param": [
{
"p": 0.09158866107463837,
"m": 0.5
},
{
"p": 0.03780549392104149,
"m": 0.5
},
{
"p": 0.08884444832801819,
"m": 0.5
},
{
"p": 0.0455436147749424,
"m": 0.9977543950080872
},
{
"p": 0.08967948704957962,
"m": 0.5869718194007874
},
{
"p": 0.042673010379076004,
"m": 0.8582255840301514
},
{
"p": 0.07975837588310242,
"m": 1.0
},
{
"p": 0.08887965232133865,
"m": 0.9543160796165466
},
{
"p": 0.07299645245075226,
"m": 0.9119046926498413
},
{
"p": 0.09354285895824432,
"m": 0.9947195649147034
},
{
"p": 0.08438011258840561,
"m": 0.9576159715652466
},
{
"p": 0.08437103778123856,
"m": 1.0
},
{
"p": 0.07639069110155106,
"m": 0.5
},
{
"p": 0.023546071723103523,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.5559275150299072,
"val_loss": 0.7262828946113586,
"acc": 73.74,
"time": 378.3877276980784,
"param": [
{
"p": 0.1275046467781067,
"m": 0.5
},
{
"p": 0.03686815872788429,
"m": 0.5
},
{
"p": 0.07493216544389725,
"m": 0.5
},
{
"p": 0.09126007556915283,
"m": 1.0
},
{
"p": 0.02042365074157715,
"m": 0.773806095123291
},
{
"p": 0.039749208837747574,
"m": 0.9809483885765076
},
{
"p": 0.09007890522480011,
"m": 0.909092366695404
},
{
"p": 0.06121999770402908,
"m": 0.8183702826499939
},
{
"p": 0.085694320499897,
"m": 0.9340451955795288
},
{
"p": 0.08808813989162445,
"m": 0.9945990443229675
},
{
"p": 0.09764936566352844,
"m": 1.0
},
{
"p": 0.10289490222930908,
"m": 0.9999750852584839
},
{
"p": 0.062013737857341766,
"m": 0.5
},
{
"p": 0.021622685715556145,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.4910264015197754,
"val_loss": 0.7941383123397827,
"acc": 72.64,
"time": 369.8432828730438,
"param": [
{
"p": 0.0918709933757782,
"m": 0.5
},
{
"p": 0.025696782395243645,
"m": 0.5
},
{
"p": 0.0992998406291008,
"m": 0.5
},
{
"p": 0.06633984297513962,
"m": 1.0
},
{
"p": 0.05816330388188362,
"m": 0.7361032366752625
},
{
"p": 0.04014192521572113,
"m": 0.9933770298957825
},
{
"p": 0.05863792449235916,
"m": 1.0
},
{
"p": 0.06987971812486649,
"m": 0.8104807138442993
},
{
"p": 0.08920355141162872,
"m": 0.9030644297599792
},
{
"p": 0.10820217430591583,
"m": 1.0
},
{
"p": 0.09744594246149063,
"m": 0.9856720566749573
},
{
"p": 0.1021488681435585,
"m": 1.0
},
{
"p": 0.09228532761335373,
"m": 0.5
},
{
"p": 0.0006838304689154029,
"m": 0.5
}
]
}
]
}