AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-0.json
Harle, Antoine (Contracteur) ca3367d19f Stock logs
2020-02-28 16:32:22 -05:00

13038 lines
No EOL
213 KiB
JSON
Raw Blame History

{
"Accuracy": 74.37,
"Time": [
373.35023485490177,
17.104700816961866,
74819.37023015704
],
"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": 4.385473251342773,
"val_loss": 2.094391345977783,
"acc": 23.59,
"time": 381.26156469399575,
"param": [
{
"p": 0.07605291903018951,
"m": 0.5
},
{
"p": 0.05214725807309151,
"m": 0.5
},
{
"p": 0.077970489859581,
"m": 0.5
},
{
"p": 0.06244002282619476,
"m": 0.6983816623687744
},
{
"p": 0.07856247574090958,
"m": 0.4227677285671234
},
{
"p": 0.07816506177186966,
"m": 0.5450859069824219
},
{
"p": 0.07774437218904495,
"m": 0.6751992702484131
},
{
"p": 0.07798323035240173,
"m": 0.7225057482719421
},
{
"p": 0.10041480511426926,
"m": 0.5975301265716553
},
{
"p": 0.06644154340028763,
"m": 0.679999589920044
},
{
"p": 0.06753847748041153,
"m": 0.6130759119987488
},
{
"p": 0.07527661323547363,
"m": 0.8120332956314087
},
{
"p": 0.07328055053949356,
"m": 0.5
},
{
"p": 0.03598223254084587,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 4.091142654418945,
"val_loss": 1.931601643562317,
"acc": 29.36,
"time": 369.39180939504877,
"param": [
{
"p": 0.08082126826047897,
"m": 0.5
},
{
"p": 0.05257219821214676,
"m": 0.5
},
{
"p": 0.0751483291387558,
"m": 0.5
},
{
"p": 0.06986691057682037,
"m": 0.7018998265266418
},
{
"p": 0.08435363322496414,
"m": 0.4953024685382843
},
{
"p": 0.0755111426115036,
"m": 0.5731773972511292
},
{
"p": 0.10252982378005981,
"m": 0.8238672614097595
},
{
"p": 0.07910540699958801,
"m": 0.7717123031616211
},
{
"p": 0.08160416036844254,
"m": 0.6118824481964111
},
{
"p": 0.08282453566789627,
"m": 0.7674349546432495
},
{
"p": 0.03870157152414322,
"m": 0.6201285719871521
},
{
"p": 0.09410585463047028,
"m": 0.9737122654914856
},
{
"p": 0.08213838189840317,
"m": 0.5
},
{
"p": 0.000716769543942064,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.8822007179260254,
"val_loss": 1.636900544166565,
"acc": 42.9,
"time": 363.2043769339798,
"param": [
{
"p": 0.16232304275035858,
"m": 0.5
},
{
"p": 0.0007168955053202808,
"m": 0.5
},
{
"p": 0.04033150523900986,
"m": 0.5
},
{
"p": 0.05136127024888992,
"m": 0.6179497241973877
},
{
"p": 0.0007168955053202808,
"m": 0.4219607412815094
},
{
"p": 0.0007168955053202808,
"m": 0.5152409672737122
},
{
"p": 0.17701484262943268,
"m": 0.8767420053482056
},
{
"p": 0.09724045544862747,
"m": 0.5915323495864868
},
{
"p": 0.0008364471723325551,
"m": 0.5732765793800354
},
{
"p": 0.10106950253248215,
"m": 1.0
},
{
"p": 0.0007168955053202808,
"m": 0.6410225629806519
},
{
"p": 0.22490260004997253,
"m": 0.9643110632896423
},
{
"p": 0.14094072580337524,
"m": 0.5
},
{
"p": 0.0011120415292680264,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.6331896781921387,
"val_loss": 1.616830587387085,
"acc": 39.01,
"time": 361.63093265204225,
"param": [
{
"p": 0.187570720911026,
"m": 0.5
},
{
"p": 0.0007182799745351076,
"m": 0.5
},
{
"p": 0.002681914484128356,
"m": 0.5
},
{
"p": 0.0036244408693164587,
"m": 0.4943643808364868
},
{
"p": 0.0007182799745351076,
"m": 0.2202453315258026
},
{
"p": 0.0007182799745351076,
"m": 0.5283857583999634
},
{
"p": 0.20476198196411133,
"m": 0.6985486745834351
},
{
"p": 0.06952477246522903,
"m": 0.34460338950157166
},
{
"p": 0.0007182799745351076,
"m": 0.6689656376838684
},
{
"p": 0.11492907255887985,
"m": 0.9998001456260681
},
{
"p": 0.005685785319656134,
"m": 0.6874816417694092
},
{
"p": 0.24612073600292206,
"m": 0.9974274635314941
},
{
"p": 0.161509171128273,
"m": 0.5
},
{
"p": 0.0007182799745351076,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.0609254837036133,
"val_loss": 1.462335467338562,
"acc": 46.96,
"time": 359.12429283501115,
"param": [
{
"p": 0.19133572280406952,
"m": 0.5
},
{
"p": 0.0007171420729719102,
"m": 0.5
},
{
"p": 0.0007171420729719102,
"m": 0.5
},
{
"p": 0.0007171420729719102,
"m": 0.38350406289100647
},
{
"p": 0.019930042326450348,
"m": 0.12360722571611404
},
{
"p": 0.0007171420729719102,
"m": 0.561888575553894
},
{
"p": 0.217630535364151,
"m": 0.34903571009635925
},
{
"p": 0.027646850794553757,
"m": 0.18622159957885742
},
{
"p": 0.0007171420729719102,
"m": 0.6797367334365845
},
{
"p": 0.08028889447450638,
"m": 0.9989506006240845
},
{
"p": 0.021890414878726006,
"m": 0.6352424621582031
},
{
"p": 0.27198365330696106,
"m": 0.9380080103874207
},
{
"p": 0.1649910807609558,
"m": 0.5
},
{
"p": 0.0007171420729719102,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.8259963989257812,
"val_loss": 1.4017943143844604,
"acc": 48.83,
"time": 359.8325272620423,
"param": [
{
"p": 0.17707589268684387,
"m": 0.5
},
{
"p": 0.004009447060525417,
"m": 0.5
},
{
"p": 0.0031465713400393724,
"m": 0.5
},
{
"p": 0.050013963133096695,
"m": 0.472846657037735
},
{
"p": 0.05917493626475334,
"m": 0.12946154177188873
},
{
"p": 0.0007089422433637083,
"m": 0.5932767391204834
},
{
"p": 0.18808376789093018,
"m": 0.10000000149011612
},
{
"p": 0.06093422695994377,
"m": 0.16570323705673218
},
{
"p": 0.008181033656001091,
"m": 0.6582004427909851
},
{
"p": 0.03736496344208717,
"m": 0.9968342781066895
},
{
"p": 0.013947868719696999,
"m": 0.6087042093276978
},
{
"p": 0.24853049218654633,
"m": 0.9995902180671692
},
{
"p": 0.1481189727783203,
"m": 0.5
},
{
"p": 0.0007089422433637083,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 3.3230347633361816,
"val_loss": 1.4000335931777954,
"acc": 51.04,
"time": 362.674526297953,
"param": [
{
"p": 0.141969695687294,
"m": 0.5
},
{
"p": 0.000716988171916455,
"m": 0.5
},
{
"p": 0.05346318334341049,
"m": 0.5
},
{
"p": 0.037320949137210846,
"m": 0.4501597583293915
},
{
"p": 0.08622098714113235,
"m": 0.106809601187706
},
{
"p": 0.000716988171916455,
"m": 0.6598715782165527
},
{
"p": 0.1362377256155014,
"m": 0.20270900428295135
},
{
"p": 0.10278040170669556,
"m": 0.24156807363033295
},
{
"p": 0.04135200008749962,
"m": 0.7313401103019714
},
{
"p": 0.052631597965955734,
"m": 0.9196855425834656
},
{
"p": 0.04304889589548111,
"m": 0.5966684818267822
},
{
"p": 0.1796024590730667,
"m": 0.9996787309646606
},
{
"p": 0.12322118878364563,
"m": 0.5
},
{
"p": 0.000716988171916455,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.9160070419311523,
"val_loss": 1.377174973487854,
"acc": 51.47,
"time": 368.70777588908095,
"param": [
{
"p": 0.11712130159139633,
"m": 0.5
},
{
"p": 0.0015774753410369158,
"m": 0.5
},
{
"p": 0.07505981624126434,
"m": 0.5
},
{
"p": 0.021371589973568916,
"m": 0.4521651268005371
},
{
"p": 0.08711230754852295,
"m": 0.10000000149011612
},
{
"p": 0.027410702779889107,
"m": 0.6314153075218201
},
{
"p": 0.13100619614124298,
"m": 0.2812073826789856
},
{
"p": 0.08812618255615234,
"m": 0.4107515811920166
},
{
"p": 0.08148834109306335,
"m": 0.8795153498649597
},
{
"p": 0.057292498648166656,
"m": 0.8786278963088989
},
{
"p": 0.05909181758761406,
"m": 0.7204667329788208
},
{
"p": 0.1430288404226303,
"m": 0.9990204572677612
},
{
"p": 0.1096026822924614,
"m": 0.5
},
{
"p": 0.0007103001116774976,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 3.0769662857055664,
"val_loss": 1.501638650894165,
"acc": 50.25,
"time": 366.8578447899781,
"param": [
{
"p": 0.09426125884056091,
"m": 0.5
},
{
"p": 0.00867996085435152,
"m": 0.5
},
{
"p": 0.08719862997531891,
"m": 0.5
},
{
"p": 0.0769398882985115,
"m": 0.5801405906677246
},
{
"p": 0.07661700993776321,
"m": 0.12870857119560242
},
{
"p": 0.0016183775151148438,
"m": 0.7303630113601685
},
{
"p": 0.08122097700834274,
"m": 0.3826596140861511
},
{
"p": 0.10512470453977585,
"m": 0.4600338935852051
},
{
"p": 0.09058856219053268,
"m": 0.9929643869400024
},
{
"p": 0.09098237752914429,
"m": 0.872685432434082
},
{
"p": 0.09398719668388367,
"m": 0.7562057375907898
},
{
"p": 0.10475147515535355,
"m": 1.0
},
{
"p": 0.08731626719236374,
"m": 0.5
},
{
"p": 0.0007133340113796294,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.849822998046875,
"val_loss": 1.319406270980835,
"acc": 53.95,
"time": 374.75757356896065,
"param": [
{
"p": 0.11824225634336472,
"m": 0.5
},
{
"p": 0.0007036426686681807,
"m": 0.5
},
{
"p": 0.07732275128364563,
"m": 0.5
},
{
"p": 0.06853010505437851,
"m": 0.6420828700065613
},
{
"p": 0.06402000784873962,
"m": 0.13836587965488434
},
{
"p": 0.026216084137558937,
"m": 0.7834312319755554
},
{
"p": 0.10076859593391418,
"m": 0.49879828095436096
},
{
"p": 0.0869903489947319,
"m": 0.5276867151260376
},
{
"p": 0.07371537387371063,
"m": 0.91639643907547
},
{
"p": 0.09925038367509842,
"m": 0.821759045124054
},
{
"p": 0.09956544637680054,
"m": 0.7045066952705383
},
{
"p": 0.11766757071018219,
"m": 1.0
},
{
"p": 0.058347273617982864,
"m": 0.5
},
{
"p": 0.00866025872528553,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.9798636436462402,
"val_loss": 1.2448015213012695,
"acc": 57.38,
"time": 363.11630735499784,
"param": [
{
"p": 0.10830509662628174,
"m": 0.5
},
{
"p": 0.004919114056974649,
"m": 0.5
},
{
"p": 0.07591820508241653,
"m": 0.5
},
{
"p": 0.06942354887723923,
"m": 0.6055507659912109
},
{
"p": 0.0831044465303421,
"m": 0.11312679946422577
},
{
"p": 0.021897131577134132,
"m": 0.7176704406738281
},
{
"p": 0.11446648836135864,
"m": 0.5953353643417358
},
{
"p": 0.08944724500179291,
"m": 0.674335241317749
},
{
"p": 0.05196689814329147,
"m": 0.9059914946556091
},
{
"p": 0.09007388353347778,
"m": 0.7171294689178467
},
{
"p": 0.08360277861356735,
"m": 0.7646096348762512
},
{
"p": 0.10929324477910995,
"m": 1.0
},
{
"p": 0.09018377959728241,
"m": 0.5
},
{
"p": 0.0073980772867798805,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.816030502319336,
"val_loss": 1.207940936088562,
"acc": 57.57,
"time": 367.3875059330603,
"param": [
{
"p": 0.09685507416725159,
"m": 0.5
},
{
"p": 0.0007106469129212201,
"m": 0.5
},
{
"p": 0.07951103895902634,
"m": 0.5
},
{
"p": 0.07424816489219666,
"m": 0.6480799913406372
},
{
"p": 0.10369987040758133,
"m": 0.12001057714223862
},
{
"p": 0.0015652391593903303,
"m": 0.7537746429443359
},
{
"p": 0.08716361224651337,
"m": 0.43040746450424194
},
{
"p": 0.08712294697761536,
"m": 0.771027684211731
},
{
"p": 0.05281132087111473,
"m": 0.9446539878845215
},
{
"p": 0.08831063657999039,
"m": 0.6842706799507141
},
{
"p": 0.08096393197774887,
"m": 0.7730282545089722
},
{
"p": 0.1512318253517151,
"m": 0.993410587310791
},
{
"p": 0.09509499371051788,
"m": 0.5
},
{
"p": 0.0007106469129212201,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.9515559673309326,
"val_loss": 1.134648084640503,
"acc": 56.8,
"time": 363.3008130460512,
"param": [
{
"p": 0.10938354581594467,
"m": 0.5
},
{
"p": 0.0007084353128448129,
"m": 0.5
},
{
"p": 0.08831153064966202,
"m": 0.5
},
{
"p": 0.07886708527803421,
"m": 0.6863893866539001
},
{
"p": 0.10221520811319351,
"m": 0.10000000149011612
},
{
"p": 0.008405199274420738,
"m": 0.8465710282325745
},
{
"p": 0.09539037197828293,
"m": 0.4653915762901306
},
{
"p": 0.08251900970935822,
"m": 0.8585560321807861
},
{
"p": 0.05288944020867348,
"m": 0.8882753849029541
},
{
"p": 0.08782795071601868,
"m": 0.7162573933601379
},
{
"p": 0.05749400705099106,
"m": 0.6950511932373047
},
{
"p": 0.1489894688129425,
"m": 0.9976956248283386
},
{
"p": 0.08571171015501022,
"m": 0.5
},
{
"p": 0.0012871255166828632,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.7855324745178223,
"val_loss": 1.2792211771011353,
"acc": 54.82,
"time": 366.4625307889655,
"param": [
{
"p": 0.11424495279788971,
"m": 0.5
},
{
"p": 0.0007133627659641206,
"m": 0.5
},
{
"p": 0.09478114545345306,
"m": 0.5
},
{
"p": 0.0826355591416359,
"m": 0.6394195556640625
},
{
"p": 0.10530585795640945,
"m": 0.1286976933479309
},
{
"p": 0.0007133627659641206,
"m": 0.8708145022392273
},
{
"p": 0.0846690684556961,
"m": 0.590617299079895
},
{
"p": 0.07900942862033844,
"m": 0.8164610266685486
},
{
"p": 0.06726762652397156,
"m": 0.9048274755477905
},
{
"p": 0.09713909029960632,
"m": 0.684502899646759
},
{
"p": 0.04510156065225601,
"m": 0.6567714214324951
},
{
"p": 0.12444198131561279,
"m": 0.9953340888023376
},
{
"p": 0.10168993473052979,
"m": 0.5
},
{
"p": 0.0022870549000799656,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.8270394802093506,
"val_loss": 1.213992953300476,
"acc": 57.84,
"time": 368.6694649410201,
"param": [
{
"p": 0.1119740828871727,
"m": 0.5
},
{
"p": 0.0007137063075788319,
"m": 0.5
},
{
"p": 0.1027960255742073,
"m": 0.5
},
{
"p": 0.0794801190495491,
"m": 0.6882011294364929
},
{
"p": 0.1069895401597023,
"m": 0.14545728266239166
},
{
"p": 0.0007137063075788319,
"m": 0.8662972450256348
},
{
"p": 0.07704004645347595,
"m": 0.5525278449058533
},
{
"p": 0.08086728304624557,
"m": 0.8401535153388977
},
{
"p": 0.06235066428780556,
"m": 0.8230965733528137
},
{
"p": 0.0799480676651001,
"m": 0.6628419160842896
},
{
"p": 0.08462483435869217,
"m": 0.68507981300354
},
{
"p": 0.10367882996797562,
"m": 0.9772598147392273
},
{
"p": 0.10808847099542618,
"m": 0.5
},
{
"p": 0.0007346617057919502,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.826073408126831,
"val_loss": 1.2064801454544067,
"acc": 56.38,
"time": 365.94507638399955,
"param": [
{
"p": 0.09816725552082062,
"m": 0.5
},
{
"p": 0.0007109194993972778,
"m": 0.5
},
{
"p": 0.0982208177447319,
"m": 0.5
},
{
"p": 0.0466063991189003,
"m": 0.6586986184120178
},
{
"p": 0.09580039978027344,
"m": 0.13469873368740082
},
{
"p": 0.0023743952624499798,
"m": 0.8582674860954285
},
{
"p": 0.12383076548576355,
"m": 0.4967467188835144
},
{
"p": 0.08991905301809311,
"m": 0.8679803609848022
},
{
"p": 0.07500158995389938,
"m": 0.7277255058288574
},
{
"p": 0.07330635190010071,
"m": 0.6418091654777527
},
{
"p": 0.08168685436248779,
"m": 0.6932805776596069
},
{
"p": 0.10412201285362244,
"m": 1.0
},
{
"p": 0.10954220592975616,
"m": 0.5
},
{
"p": 0.0007109194993972778,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.5539069175720215,
"val_loss": 1.1112775802612305,
"acc": 60.5,
"time": 354.7434347710805,
"param": [
{
"p": 0.08758662641048431,
"m": 0.5
},
{
"p": 0.0007116995984688401,
"m": 0.5
},
{
"p": 0.07397156953811646,
"m": 0.5
},
{
"p": 0.06551332771778107,
"m": 0.6756666898727417
},
{
"p": 0.08672978729009628,
"m": 0.23570550978183746
},
{
"p": 0.030290044844150543,
"m": 0.7448996305465698
},
{
"p": 0.08295590430498123,
"m": 0.4228155314922333
},
{
"p": 0.09894473105669022,
"m": 0.8142827749252319
},
{
"p": 0.08019135892391205,
"m": 0.9319733381271362
},
{
"p": 0.09662400186061859,
"m": 0.7231355309486389
},
{
"p": 0.0870966911315918,
"m": 0.8574110865592957
},
{
"p": 0.1226104274392128,
"m": 0.9575635194778442
},
{
"p": 0.08606210350990295,
"m": 0.5
},
{
"p": 0.0007116995984688401,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.729576349258423,
"val_loss": 1.1355830430984497,
"acc": 60.55,
"time": 351.4911770290928,
"param": [
{
"p": 0.10980372130870819,
"m": 0.5
},
{
"p": 0.008336001075804234,
"m": 0.5
},
{
"p": 0.08107628673315048,
"m": 0.5
},
{
"p": 0.05851065367460251,
"m": 0.7866323590278625
},
{
"p": 0.07964230328798294,
"m": 0.2109154760837555
},
{
"p": 0.008169746957719326,
"m": 0.6595389246940613
},
{
"p": 0.09756109863519669,
"m": 0.5370912551879883
},
{
"p": 0.0873483344912529,
"m": 0.9553990960121155
},
{
"p": 0.0872417762875557,
"m": 0.8880932331085205
},
{
"p": 0.09225568175315857,
"m": 0.6496062874794006
},
{
"p": 0.0808098316192627,
"m": 0.8907064199447632
},
{
"p": 0.10143492370843887,
"m": 0.9469476342201233
},
{
"p": 0.10253454744815826,
"m": 0.5
},
{
"p": 0.00527522899210453,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.5194036960601807,
"val_loss": 1.1646860837936401,
"acc": 59.65,
"time": 353.9032031769166,
"param": [
{
"p": 0.10928770899772644,
"m": 0.5
},
{
"p": 0.01600072719156742,
"m": 0.5
},
{
"p": 0.08106427639722824,
"m": 0.5
},
{
"p": 0.0724906399846077,
"m": 0.8391583561897278
},
{
"p": 0.06121218204498291,
"m": 0.1977996826171875
},
{
"p": 0.031148165464401245,
"m": 0.6378417611122131
},
{
"p": 0.08114475756883621,
"m": 0.4796740412712097
},
{
"p": 0.07807575166225433,
"m": 1.0
},
{
"p": 0.10998422652482986,
"m": 0.8283199071884155
},
{
"p": 0.08966914564371109,
"m": 0.6691510081291199
},
{
"p": 0.0880725160241127,
"m": 0.9017810821533203
},
{
"p": 0.07128224521875381,
"m": 0.9496670365333557
},
{
"p": 0.10986542701721191,
"m": 0.5
},
{
"p": 0.0007021831115707755,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.5229625701904297,
"val_loss": 1.1477172374725342,
"acc": 61.83,
"time": 343.8196398940636,
"param": [
{
"p": 0.09075327217578888,
"m": 0.5
},
{
"p": 0.027530869469046593,
"m": 0.5
},
{
"p": 0.0628969669342041,
"m": 0.5
},
{
"p": 0.06316071003675461,
"m": 0.8700450658798218
},
{
"p": 0.07155799120664597,
"m": 0.1931694895029068
},
{
"p": 0.03785984590649605,
"m": 0.598028838634491
},
{
"p": 0.11468454450368881,
"m": 0.5905349850654602
},
{
"p": 0.08424953371286392,
"m": 0.9817970395088196
},
{
"p": 0.08713294565677643,
"m": 0.7625923156738281
},
{
"p": 0.0820004940032959,
"m": 0.6344634890556335
},
{
"p": 0.07760016620159149,
"m": 0.8489852547645569
},
{
"p": 0.1013016626238823,
"m": 0.9327359795570374
},
{
"p": 0.0985652357339859,
"m": 0.5
},
{
"p": 0.0007056858739815652,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.309299945831299,
"val_loss": 1.090052843093872,
"acc": 63.47,
"time": 356.11516940803267,
"param": [
{
"p": 0.09919120371341705,
"m": 0.5
},
{
"p": 0.0118091506883502,
"m": 0.5
},
{
"p": 0.09181824326515198,
"m": 0.5
},
{
"p": 0.06619907170534134,
"m": 0.8725963234901428
},
{
"p": 0.05602733790874481,
"m": 0.24962905049324036
},
{
"p": 0.05180764198303223,
"m": 0.4613729417324066
},
{
"p": 0.094053253531456,
"m": 0.6742687821388245
},
{
"p": 0.07558602094650269,
"m": 0.942205011844635
},
{
"p": 0.08102336525917053,
"m": 0.7328829169273376
},
{
"p": 0.07852188497781754,
"m": 0.7856400012969971
},
{
"p": 0.08499354124069214,
"m": 0.9005809426307678
},
{
"p": 0.11794067919254303,
"m": 0.9768598079681396
},
{
"p": 0.09032329171895981,
"m": 0.5
},
{
"p": 0.0007052670698612928,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.2884109020233154,
"val_loss": 1.0847413539886475,
"acc": 61.78,
"time": 362.8754099049838,
"param": [
{
"p": 0.10550928115844727,
"m": 0.5
},
{
"p": 0.0007049923879094422,
"m": 0.5
},
{
"p": 0.09414152055978775,
"m": 0.5
},
{
"p": 0.0784522294998169,
"m": 0.8307808041572571
},
{
"p": 0.08220520615577698,
"m": 0.19992104172706604
},
{
"p": 0.03139606490731239,
"m": 0.4791337549686432
},
{
"p": 0.10689270496368408,
"m": 0.7109715342521667
},
{
"p": 0.0905495211482048,
"m": 0.909213662147522
},
{
"p": 0.09188400208950043,
"m": 0.7862986922264099
},
{
"p": 0.05997486039996147,
"m": 0.7996585965156555
},
{
"p": 0.072414331138134,
"m": 0.8773314356803894
},
{
"p": 0.0945577397942543,
"m": 0.9974631667137146
},
{
"p": 0.09061256051063538,
"m": 0.5
},
{
"p": 0.0007049923879094422,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.958980083465576,
"val_loss": 0.9732537269592285,
"acc": 63.98,
"time": 358.1770284170052,
"param": [
{
"p": 0.11464598774909973,
"m": 0.5
},
{
"p": 0.0007079729693941772,
"m": 0.5
},
{
"p": 0.08909635245800018,
"m": 0.5
},
{
"p": 0.08683225512504578,
"m": 0.8949404954910278
},
{
"p": 0.097936250269413,
"m": 0.17279301583766937
},
{
"p": 0.045468978583812714,
"m": 0.5576900243759155
},
{
"p": 0.07390452921390533,
"m": 0.8819043636322021
},
{
"p": 0.059456679970026016,
"m": 0.8945674896240234
},
{
"p": 0.08339010924100876,
"m": 0.855069637298584
},
{
"p": 0.09177073836326599,
"m": 0.7839282155036926
},
{
"p": 0.0901959016919136,
"m": 0.8528912663459778
},
{
"p": 0.08649495244026184,
"m": 1.0
},
{
"p": 0.07939127087593079,
"m": 0.5
},
{
"p": 0.0007079729693941772,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.344547748565674,
"val_loss": 1.0144973993301392,
"acc": 62.97,
"time": 340.8250718259951,
"param": [
{
"p": 0.10564939677715302,
"m": 0.5
},
{
"p": 0.0011078661773353815,
"m": 0.5
},
{
"p": 0.0726393610239029,
"m": 0.5
},
{
"p": 0.07455220818519592,
"m": 0.9825254678726196
},
{
"p": 0.08507011830806732,
"m": 0.18245644867420197
},
{
"p": 0.037950143218040466,
"m": 0.6321212649345398
},
{
"p": 0.08361347019672394,
"m": 0.9057317972183228
},
{
"p": 0.08775203675031662,
"m": 0.846366286277771
},
{
"p": 0.06425740569829941,
"m": 0.8600575923919678
},
{
"p": 0.07869846373796463,
"m": 0.8199934363365173
},
{
"p": 0.08078247308731079,
"m": 0.8588111996650696
},
{
"p": 0.10744836926460266,
"m": 0.9988102316856384
},
{
"p": 0.10393326729536057,
"m": 0.5
},
{
"p": 0.016545502468943596,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.1884796619415283,
"val_loss": 1.066807508468628,
"acc": 63.28,
"time": 353.8304740729509,
"param": [
{
"p": 0.09102125465869904,
"m": 0.5
},
{
"p": 0.004284340888261795,
"m": 0.5
},
{
"p": 0.08551234751939774,
"m": 0.5
},
{
"p": 0.05827277526259422,
"m": 1.0
},
{
"p": 0.08370605111122131,
"m": 0.21345731616020203
},
{
"p": 0.04608158394694328,
"m": 0.5532269477844238
},
{
"p": 0.08714394271373749,
"m": 0.8796431422233582
},
{
"p": 0.10497136414051056,
"m": 0.9603157639503479
},
{
"p": 0.08394058793783188,
"m": 0.7655765414237976
},
{
"p": 0.09477297216653824,
"m": 0.8518732190132141
},
{
"p": 0.0638631135225296,
"m": 0.8568035364151001
},
{
"p": 0.10270268470048904,
"m": 0.962489902973175
},
{
"p": 0.09141308814287186,
"m": 0.5
},
{
"p": 0.002313983626663685,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 2.4740047454833984,
"val_loss": 1.0848921537399292,
"acc": 64.33,
"time": 364.62503834511153,
"param": [
{
"p": 0.11083704978227615,
"m": 0.5
},
{
"p": 0.00718693295493722,
"m": 0.5
},
{
"p": 0.08763651549816132,
"m": 0.5
},
{
"p": 0.06347973644733429,
"m": 0.969481885433197
},
{
"p": 0.09796793758869171,
"m": 0.23461851477622986
},
{
"p": 0.05235333368182182,
"m": 0.6244341135025024
},
{
"p": 0.07801300287246704,
"m": 0.8520394563674927
},
{
"p": 0.08521918952465057,
"m": 0.9916900396347046
},
{
"p": 0.06494119763374329,
"m": 0.7875280976295471
},
{
"p": 0.07575727999210358,
"m": 0.8773679733276367
},
{
"p": 0.0975257083773613,
"m": 0.8194195628166199
},
{
"p": 0.08414604514837265,
"m": 0.9877727031707764
},
{
"p": 0.09411553293466568,
"m": 0.5
},
{
"p": 0.0008204463520087302,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.3045763969421387,
"val_loss": 1.0641837120056152,
"acc": 63.99,
"time": 347.71026296308264,
"param": [
{
"p": 0.09144965559244156,
"m": 0.5
},
{
"p": 0.04131852090358734,
"m": 0.5
},
{
"p": 0.0708097368478775,
"m": 0.5
},
{
"p": 0.0734129399061203,
"m": 0.9355133175849915
},
{
"p": 0.07366286218166351,
"m": 0.2097139209508896
},
{
"p": 0.04208163172006607,
"m": 0.7008691430091858
},
{
"p": 0.09353940188884735,
"m": 0.9921071529388428
},
{
"p": 0.06787475198507309,
"m": 0.9818227887153625
},
{
"p": 0.08430993556976318,
"m": 0.7753813862800598
},
{
"p": 0.10093177855014801,
"m": 0.8392130136489868
},
{
"p": 0.07116611301898956,
"m": 0.7829357385635376
},
{
"p": 0.10014659911394119,
"m": 0.9971637725830078
},
{
"p": 0.0852140411734581,
"m": 0.5
},
{
"p": 0.004082164727151394,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.284646511077881,
"val_loss": 0.9185304045677185,
"acc": 63.84,
"time": 358.00223440804984,
"param": [
{
"p": 0.10088462382555008,
"m": 0.5
},
{
"p": 0.006869083270430565,
"m": 0.5
},
{
"p": 0.08125179260969162,
"m": 0.5
},
{
"p": 0.038282349705696106,
"m": 0.902746319770813
},
{
"p": 0.09021945297718048,
"m": 0.2631303369998932
},
{
"p": 0.014276580885052681,
"m": 0.844938337802887
},
{
"p": 0.06727060675621033,
"m": 0.956193208694458
},
{
"p": 0.08395225554704666,
"m": 0.9413692951202393
},
{
"p": 0.08695928752422333,
"m": 0.8792106509208679
},
{
"p": 0.09443825483322144,
"m": 0.689010739326477
},
{
"p": 0.08673223108053207,
"m": 0.840340793132782
},
{
"p": 0.12252897769212723,
"m": 1.0
},
{
"p": 0.12561887502670288,
"m": 0.5
},
{
"p": 0.0007155888015404344,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 2.3992247581481934,
"val_loss": 1.1076282262802124,
"acc": 63.48,
"time": 338.80354918399826,
"param": [
{
"p": 0.11140704154968262,
"m": 0.5
},
{
"p": 0.018048573285341263,
"m": 0.5
},
{
"p": 0.08302097022533417,
"m": 0.5
},
{
"p": 0.06550344079732895,
"m": 0.8400013446807861
},
{
"p": 0.07203172147274017,
"m": 0.3151223659515381
},
{
"p": 0.01620332896709442,
"m": 0.7385766506195068
},
{
"p": 0.09177974611520767,
"m": 0.9258061647415161
},
{
"p": 0.0929427221417427,
"m": 0.9116077423095703
},
{
"p": 0.090107262134552,
"m": 1.0
},
{
"p": 0.09070531278848648,
"m": 0.6763297319412231
},
{
"p": 0.0750967487692833,
"m": 0.8483936190605164
},
{
"p": 0.10475927591323853,
"m": 1.0
},
{
"p": 0.08568758517503738,
"m": 0.5
},
{
"p": 0.002706293249502778,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 2.2336225509643555,
"val_loss": 1.0174611806869507,
"acc": 65.57,
"time": 349.8598864310188,
"param": [
{
"p": 0.09259374439716339,
"m": 0.5
},
{
"p": 0.0007031385903246701,
"m": 0.5
},
{
"p": 0.08776558935642242,
"m": 0.5
},
{
"p": 0.07105019688606262,
"m": 0.947745680809021
},
{
"p": 0.09276454895734787,
"m": 0.3427518904209137
},
{
"p": 0.020806094631552696,
"m": 0.834777295589447
},
{
"p": 0.08945117145776749,
"m": 0.9751722812652588
},
{
"p": 0.07615452259778976,
"m": 0.9987015724182129
},
{
"p": 0.0933707132935524,
"m": 0.9735026955604553
},
{
"p": 0.07251395285129547,
"m": 0.6757531762123108
},
{
"p": 0.0859660729765892,
"m": 0.8598214983940125
},
{
"p": 0.11502216011285782,
"m": 0.9726046323776245
},
{
"p": 0.10113496333360672,
"m": 0.5
},
{
"p": 0.0007031385903246701,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 2.409372329711914,
"val_loss": 1.0145998001098633,
"acc": 65.99,
"time": 348.10677122103516,
"param": [
{
"p": 0.11797790229320526,
"m": 0.5
},
{
"p": 0.0007011696579866111,
"m": 0.5
},
{
"p": 0.04105108603835106,
"m": 0.5
},
{
"p": 0.05541372671723366,
"m": 0.9620328545570374
},
{
"p": 0.04542245343327522,
"m": 0.4100814461708069
},
{
"p": 0.0022497731260955334,
"m": 0.8479649424552917
},
{
"p": 0.11710246652364731,
"m": 0.9293625950813293
},
{
"p": 0.06968797743320465,
"m": 0.9967244267463684
},
{
"p": 0.10025177896022797,
"m": 0.879798412322998
},
{
"p": 0.10803267359733582,
"m": 0.821725070476532
},
{
"p": 0.09960062801837921,
"m": 0.8027294874191284
},
{
"p": 0.11431855708360672,
"m": 0.9995542764663696
},
{
"p": 0.1274886131286621,
"m": 0.5
},
{
"p": 0.0007011696579866111,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 1.8674839735031128,
"val_loss": 1.0726466178894043,
"acc": 64.93,
"time": 356.3310077378992,
"param": [
{
"p": 0.13241517543792725,
"m": 0.5
},
{
"p": 0.014499455690383911,
"m": 0.5
},
{
"p": 0.07059867680072784,
"m": 0.5
},
{
"p": 0.0709850937128067,
"m": 0.9991656541824341
},
{
"p": 0.08437222987413406,
"m": 0.4157296419143677
},
{
"p": 0.010088144801557064,
"m": 0.7598631381988525
},
{
"p": 0.08664906769990921,
"m": 0.8592993021011353
},
{
"p": 0.06952614337205887,
"m": 0.9954847097396851
},
{
"p": 0.09350688010454178,
"m": 0.888442873954773
},
{
"p": 0.06873475015163422,
"m": 0.9081736207008362
},
{
"p": 0.1085115522146225,
"m": 0.7731358408927917
},
{
"p": 0.10563728958368301,
"m": 0.9854443669319153
},
{
"p": 0.08377847820520401,
"m": 0.5
},
{
"p": 0.0006970700342208147,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.8824849128723145,
"val_loss": 1.03909170627594,
"acc": 65.89,
"time": 350.42486893804744,
"param": [
{
"p": 0.11071676760911942,
"m": 0.5
},
{
"p": 0.0007066227844916284,
"m": 0.5
},
{
"p": 0.08328016847372055,
"m": 0.5
},
{
"p": 0.05499470606446266,
"m": 0.9713928699493408
},
{
"p": 0.08427199721336365,
"m": 0.3954872488975525
},
{
"p": 0.024794165045022964,
"m": 0.7603175044059753
},
{
"p": 0.0808500275015831,
"m": 0.8382081389427185
},
{
"p": 0.10012548416852951,
"m": 0.9186587333679199
},
{
"p": 0.08509328961372375,
"m": 0.8048439621925354
},
{
"p": 0.0772356167435646,
"m": 0.9523845314979553
},
{
"p": 0.07640630006790161,
"m": 0.7843393683433533
},
{
"p": 0.12105482071638107,
"m": 1.0
},
{
"p": 0.0997634306550026,
"m": 0.5
},
{
"p": 0.0007066227844916284,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 2.4194228649139404,
"val_loss": 0.975321352481842,
"acc": 66.45,
"time": 356.43580375402234,
"param": [
{
"p": 0.13032329082489014,
"m": 0.5
},
{
"p": 0.000710936903487891,
"m": 0.5
},
{
"p": 0.07971182465553284,
"m": 0.5
},
{
"p": 0.08536725491285324,
"m": 0.9813818335533142
},
{
"p": 0.08326695114374161,
"m": 0.47320613265037537
},
{
"p": 0.022875061258673668,
"m": 0.7992435693740845
},
{
"p": 0.09138134121894836,
"m": 0.8551488518714905
},
{
"p": 0.09411599487066269,
"m": 0.8854535818099976
},
{
"p": 0.07790626585483551,
"m": 0.8431230783462524
},
{
"p": 0.08308469504117966,
"m": 0.972678542137146
},
{
"p": 0.07570239156484604,
"m": 0.8952445983886719
},
{
"p": 0.10984646528959274,
"m": 1.0
},
{
"p": 0.06499656289815903,
"m": 0.5
},
{
"p": 0.000710936903487891,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 1.9567662477493286,
"val_loss": 0.9833323955535889,
"acc": 66.78,
"time": 348.77114333200734,
"param": [
{
"p": 0.09489930421113968,
"m": 0.5
},
{
"p": 0.000856658210977912,
"m": 0.5
},
{
"p": 0.07605727761983871,
"m": 0.5
},
{
"p": 0.08355633914470673,
"m": 0.9717832803726196
},
{
"p": 0.07839751988649368,
"m": 0.4186561703681946
},
{
"p": 0.0006999502656981349,
"m": 0.9036774039268494
},
{
"p": 0.10611582547426224,
"m": 1.0
},
{
"p": 0.08173695206642151,
"m": 0.917746365070343
},
{
"p": 0.07480628043413162,
"m": 0.8183239698410034
},
{
"p": 0.09632138907909393,
"m": 0.9737617373466492
},
{
"p": 0.09483186900615692,
"m": 0.9569740891456604
},
{
"p": 0.11786572635173798,
"m": 0.9446597695350647
},
{
"p": 0.08601121604442596,
"m": 0.5
},
{
"p": 0.007843819446861744,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.8091514110565186,
"val_loss": 0.9101612567901611,
"acc": 65.9,
"time": 351.2693542430643,
"param": [
{
"p": 0.10960055887699127,
"m": 0.5
},
{
"p": 0.015429826453328133,
"m": 0.5
},
{
"p": 0.08079753816127777,
"m": 0.5
},
{
"p": 0.09272631257772446,
"m": 0.9987086057662964
},
{
"p": 0.06698853522539139,
"m": 0.3936328887939453
},
{
"p": 0.008711623027920723,
"m": 0.9052633047103882
},
{
"p": 0.09698411822319031,
"m": 0.9978760480880737
},
{
"p": 0.07177272439002991,
"m": 0.899979293346405
},
{
"p": 0.0727529376745224,
"m": 0.7713817954063416
},
{
"p": 0.08599662780761719,
"m": 0.9387639164924622
},
{
"p": 0.07776979357004166,
"m": 0.8989006280899048
},
{
"p": 0.11205342411994934,
"m": 0.9995854496955872
},
{
"p": 0.09346424043178558,
"m": 0.5
},
{
"p": 0.014951909892261028,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 2.2971267700195312,
"val_loss": 0.872501790523529,
"acc": 67.05,
"time": 350.07167130394373,
"param": [
{
"p": 0.12043400853872299,
"m": 0.5
},
{
"p": 0.0019494155421853065,
"m": 0.5
},
{
"p": 0.07261323183774948,
"m": 0.5
},
{
"p": 0.08758395165205002,
"m": 1.0
},
{
"p": 0.09020333737134933,
"m": 0.41139984130859375
},
{
"p": 0.005619823932647705,
"m": 0.8953118920326233
},
{
"p": 0.09486579895019531,
"m": 0.9114848971366882
},
{
"p": 0.08379022777080536,
"m": 0.8511682152748108
},
{
"p": 0.09950263053178787,
"m": 0.7854680418968201
},
{
"p": 0.09466035664081573,
"m": 0.9764449000358582
},
{
"p": 0.048705361783504486,
"m": 0.976603090763092
},
{
"p": 0.10080324113368988,
"m": 1.0
},
{
"p": 0.0907955914735794,
"m": 0.5
},
{
"p": 0.008472947403788567,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 2.066683292388916,
"val_loss": 0.8797392845153809,
"acc": 65.57,
"time": 354.7386826269794,
"param": [
{
"p": 0.09573294222354889,
"m": 0.5
},
{
"p": 0.0007073291926644742,
"m": 0.5
},
{
"p": 0.09220724552869797,
"m": 0.5
},
{
"p": 0.05068844556808472,
"m": 0.9885943531990051
},
{
"p": 0.0921899750828743,
"m": 0.37582093477249146
},
{
"p": 0.03112686797976494,
"m": 0.9098572134971619
},
{
"p": 0.0724857822060585,
"m": 0.9270564317703247
},
{
"p": 0.09878558665513992,
"m": 0.9231006503105164
},
{
"p": 0.09325089305639267,
"m": 0.7327682971954346
},
{
"p": 0.08960855007171631,
"m": 0.9104658365249634
},
{
"p": 0.0784916952252388,
"m": 1.0
},
{
"p": 0.10679939389228821,
"m": 1.0
},
{
"p": 0.0972178652882576,
"m": 0.5
},
{
"p": 0.0007073291926644742,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 2.1817355155944824,
"val_loss": 1.096251368522644,
"acc": 67.42,
"time": 354.0466211360181,
"param": [
{
"p": 0.09378307312726974,
"m": 0.5
},
{
"p": 0.001613587373867631,
"m": 0.5
},
{
"p": 0.09199683368206024,
"m": 0.5
},
{
"p": 0.06169160082936287,
"m": 0.9943940043449402
},
{
"p": 0.07167698442935944,
"m": 0.3982844650745392
},
{
"p": 0.027185607701539993,
"m": 0.8662220239639282
},
{
"p": 0.07672775536775589,
"m": 0.9533479809761047
},
{
"p": 0.09257033467292786,
"m": 0.9170507788658142
},
{
"p": 0.08875064551830292,
"m": 0.8659881949424744
},
{
"p": 0.09851954132318497,
"m": 0.9678654074668884
},
{
"p": 0.08842810243368149,
"m": 0.9979394674301147
},
{
"p": 0.11053410172462463,
"m": 1.0
},
{
"p": 0.08868242055177689,
"m": 0.5
},
{
"p": 0.007839363999664783,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 2.3502864837646484,
"val_loss": 1.005561113357544,
"acc": 66.9,
"time": 351.5257139960304,
"param": [
{
"p": 0.10045672953128815,
"m": 0.5
},
{
"p": 0.0017540003173053265,
"m": 0.5
},
{
"p": 0.08303483575582504,
"m": 0.5
},
{
"p": 0.062357787042856216,
"m": 0.9975592494010925
},
{
"p": 0.08052268624305725,
"m": 0.38896143436431885
},
{
"p": 0.01163406576961279,
"m": 0.7961961030960083
},
{
"p": 0.09874346852302551,
"m": 0.9577133655548096
},
{
"p": 0.09011771529912949,
"m": 0.9809750318527222
},
{
"p": 0.07894206792116165,
"m": 0.8227910995483398
},
{
"p": 0.08961990475654602,
"m": 0.9536880254745483
},
{
"p": 0.0755375400185585,
"m": 0.9184014201164246
},
{
"p": 0.10219303518533707,
"m": 0.998187780380249
},
{
"p": 0.10292603820562363,
"m": 0.5
},
{
"p": 0.022160081192851067,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 2.488306999206543,
"val_loss": 1.0032607316970825,
"acc": 64.8,
"time": 354.1269278519321,
"param": [
{
"p": 0.12173669785261154,
"m": 0.5
},
{
"p": 0.0019817643333226442,
"m": 0.5
},
{
"p": 0.07633636891841888,
"m": 0.5
},
{
"p": 0.07238712161779404,
"m": 0.9876247644424438
},
{
"p": 0.07187332212924957,
"m": 0.3466227054595947
},
{
"p": 0.0287887305021286,
"m": 0.7516968250274658
},
{
"p": 0.09569383412599564,
"m": 0.9894975423812866
},
{
"p": 0.067746601998806,
"m": 0.9563793540000916
},
{
"p": 0.06480567157268524,
"m": 0.895102858543396
},
{
"p": 0.07671669870615005,
"m": 0.9093036651611328
},
{
"p": 0.09503322094678879,
"m": 0.9753585457801819
},
{
"p": 0.10106547176837921,
"m": 0.989728569984436
},
{
"p": 0.11932786554098129,
"m": 0.5
},
{
"p": 0.006506699603050947,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 2.0538175106048584,
"val_loss": 0.9159308075904846,
"acc": 66.63,
"time": 345.8213627861114,
"param": [
{
"p": 0.10322051495313644,
"m": 0.5
},
{
"p": 0.0006993890274316072,
"m": 0.5
},
{
"p": 0.08273179829120636,
"m": 0.5
},
{
"p": 0.06726069748401642,
"m": 0.9877346158027649
},
{
"p": 0.0910303145647049,
"m": 0.4569832980632782
},
{
"p": 0.013365394435822964,
"m": 0.677052915096283
},
{
"p": 0.066693976521492,
"m": 0.9668694138526917
},
{
"p": 0.08227720111608505,
"m": 0.9921237826347351
},
{
"p": 0.07445614039897919,
"m": 0.9651922583580017
},
{
"p": 0.10395628958940506,
"m": 0.9156985878944397
},
{
"p": 0.09914461523294449,
"m": 0.9194732904434204
},
{
"p": 0.07654495537281036,
"m": 0.9858607649803162
},
{
"p": 0.11865179240703583,
"m": 0.5
},
{
"p": 0.019967030733823776,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 2.1769325733184814,
"val_loss": 0.9030438661575317,
"acc": 67.02,
"time": 352.65724317298736,
"param": [
{
"p": 0.09731639176607132,
"m": 0.5
},
{
"p": 0.014989735558629036,
"m": 0.5
},
{
"p": 0.06604180485010147,
"m": 0.5
},
{
"p": 0.06369081139564514,
"m": 0.9617727398872375
},
{
"p": 0.07111741602420807,
"m": 0.3586852252483368
},
{
"p": 0.015354225412011147,
"m": 0.7072721123695374
},
{
"p": 0.09036461263895035,
"m": 0.9714856147766113
},
{
"p": 0.08812470734119415,
"m": 1.0
},
{
"p": 0.08237661421298981,
"m": 0.9465751051902771
},
{
"p": 0.09684605896472931,
"m": 0.9732553958892822
},
{
"p": 0.08778415620326996,
"m": 0.932408332824707
},
{
"p": 0.09898866713047028,
"m": 0.9951907992362976
},
{
"p": 0.09640678763389587,
"m": 0.5
},
{
"p": 0.030597979202866554,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 2.129690408706665,
"val_loss": 0.8994600176811218,
"acc": 68.21,
"time": 351.0781145989895,
"param": [
{
"p": 0.09414062649011612,
"m": 0.5
},
{
"p": 0.0007065790123306215,
"m": 0.5
},
{
"p": 0.08147570490837097,
"m": 0.5
},
{
"p": 0.09297706186771393,
"m": 1.0
},
{
"p": 0.07247835397720337,
"m": 0.275191992521286
},
{
"p": 0.04108188673853874,
"m": 0.6266838908195496
},
{
"p": 0.08669188618659973,
"m": 1.0
},
{
"p": 0.09292691200971603,
"m": 0.9006375670433044
},
{
"p": 0.09694845974445343,
"m": 0.8994079232215881
},
{
"p": 0.09040680527687073,
"m": 0.9872321486473083
},
{
"p": 0.0737234428524971,
"m": 0.9930177330970764
},
{
"p": 0.09482581168413162,
"m": 1.0
},
{
"p": 0.08090988546609879,
"m": 0.5
},
{
"p": 0.0007065790123306215,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 2.210256576538086,
"val_loss": 0.9985008239746094,
"acc": 67.47,
"time": 351.2239911380457,
"param": [
{
"p": 0.10868094861507416,
"m": 0.5
},
{
"p": 0.025563526898622513,
"m": 0.5
},
{
"p": 0.0690952017903328,
"m": 0.5
},
{
"p": 0.07252949476242065,
"m": 1.0
},
{
"p": 0.08492957800626755,
"m": 0.3218499720096588
},
{
"p": 0.044019583612680435,
"m": 0.6751011610031128
},
{
"p": 0.08481031656265259,
"m": 0.9948815703392029
},
{
"p": 0.09034176170825958,
"m": 0.9413637518882751
},
{
"p": 0.07008527964353561,
"m": 0.8732859492301941
},
{
"p": 0.08602716028690338,
"m": 0.936204195022583
},
{
"p": 0.07584775239229202,
"m": 0.975557804107666
},
{
"p": 0.10660911351442337,
"m": 0.9948423504829407
},
{
"p": 0.08075372129678726,
"m": 0.5
},
{
"p": 0.0007065494428388774,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 2.021456241607666,
"val_loss": 0.8924099802970886,
"acc": 68.71,
"time": 346.6769840120105,
"param": [
{
"p": 0.11288896203041077,
"m": 0.5
},
{
"p": 0.014482720755040646,
"m": 0.5
},
{
"p": 0.08216362446546555,
"m": 0.5
},
{
"p": 0.06802009046077728,
"m": 0.9916610717773438
},
{
"p": 0.07740014791488647,
"m": 0.40888065099716187
},
{
"p": 0.027585096657276154,
"m": 0.6596006155014038
},
{
"p": 0.09905772656202316,
"m": 0.995690643787384
},
{
"p": 0.0834110826253891,
"m": 0.9748732447624207
},
{
"p": 0.09393669664859772,
"m": 0.9533452391624451
},
{
"p": 0.0810103565454483,
"m": 1.0
},
{
"p": 0.06186525896191597,
"m": 0.9000972509384155
},
{
"p": 0.09267445653676987,
"m": 0.9964700937271118
},
{
"p": 0.10480248928070068,
"m": 0.5
},
{
"p": 0.000701277342159301,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 1.803053379058838,
"val_loss": 0.9364214539527893,
"acc": 68.26,
"time": 348.6311244230019,
"param": [
{
"p": 0.12309454381465912,
"m": 0.5
},
{
"p": 0.0007095480104908347,
"m": 0.5
},
{
"p": 0.10874614864587784,
"m": 0.5
},
{
"p": 0.07958758622407913,
"m": 0.9630972146987915
},
{
"p": 0.05677055940032005,
"m": 0.3477788269519806
},
{
"p": 0.0007095480104908347,
"m": 0.6075049042701721
},
{
"p": 0.12346421182155609,
"m": 0.9809859991073608
},
{
"p": 0.08153410255908966,
"m": 1.0
},
{
"p": 0.0878705307841301,
"m": 0.7609281539916992
},
{
"p": 0.0605602040886879,
"m": 0.9994930028915405
},
{
"p": 0.05644530802965164,
"m": 0.8350380659103394
},
{
"p": 0.09598515927791595,
"m": 1.0
},
{
"p": 0.12381304055452347,
"m": 0.5
},
{
"p": 0.0007095480104908347,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 1.773355484008789,
"val_loss": 0.9362351298332214,
"acc": 68.75,
"time": 347.11437314609066,
"param": [
{
"p": 0.09459707885980606,
"m": 0.5
},
{
"p": 0.0007162815309129655,
"m": 0.5
},
{
"p": 0.07959681749343872,
"m": 0.5
},
{
"p": 0.07543087750673294,
"m": 0.9157331585884094
},
{
"p": 0.06896957755088806,
"m": 0.3145681917667389
},
{
"p": 0.023534901440143585,
"m": 0.777647078037262
},
{
"p": 0.0970812514424324,
"m": 0.9731844663619995
},
{
"p": 0.10032374411821365,
"m": 0.9229497909545898
},
{
"p": 0.07677153497934341,
"m": 0.7572123408317566
},
{
"p": 0.09127496927976608,
"m": 0.96044921875
},
{
"p": 0.06254785507917404,
"m": 0.8737077116966248
},
{
"p": 0.11260440945625305,
"m": 0.9995375871658325
},
{
"p": 0.08978792279958725,
"m": 0.5
},
{
"p": 0.02676274999976158,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.960541844367981,
"val_loss": 1.0091955661773682,
"acc": 68.1,
"time": 356.19123120303266,
"param": [
{
"p": 0.11533593386411667,
"m": 0.5
},
{
"p": 0.0007081423536874354,
"m": 0.5
},
{
"p": 0.09399819374084473,
"m": 0.5
},
{
"p": 0.08014560490846634,
"m": 0.9549444913864136
},
{
"p": 0.07023082673549652,
"m": 0.3362630605697632
},
{
"p": 0.05503745377063751,
"m": 0.8673997521400452
},
{
"p": 0.09821126610040665,
"m": 0.7997322082519531
},
{
"p": 0.04629945009946823,
"m": 0.8488529324531555
},
{
"p": 0.11551159620285034,
"m": 0.8076519966125488
},
{
"p": 0.06730223447084427,
"m": 0.9485334753990173
},
{
"p": 0.04060208424925804,
"m": 0.864361584186554
},
{
"p": 0.07673481851816177,
"m": 1.0
},
{
"p": 0.13917413353919983,
"m": 0.5
},
{
"p": 0.0007081423536874354,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 2.0361862182617188,
"val_loss": 0.9991480112075806,
"acc": 67.09,
"time": 333.7266363850795,
"param": [
{
"p": 0.10341488569974899,
"m": 0.5
},
{
"p": 0.010945035144686699,
"m": 0.5
},
{
"p": 0.08680292218923569,
"m": 0.5
},
{
"p": 0.07992120832204819,
"m": 1.0
},
{
"p": 0.06467299908399582,
"m": 0.27481207251548767
},
{
"p": 0.008337805047631264,
"m": 0.9260703325271606
},
{
"p": 0.07635210454463959,
"m": 0.8815867304801941
},
{
"p": 0.07173385471105576,
"m": 0.848418653011322
},
{
"p": 0.07679323107004166,
"m": 0.725601315498352
},
{
"p": 0.0997372418642044,
"m": 0.9720864295959473
},
{
"p": 0.08894351124763489,
"m": 0.9161916971206665
},
{
"p": 0.10242940485477448,
"m": 1.0
},
{
"p": 0.10334403812885284,
"m": 0.5
},
{
"p": 0.026571746915578842,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.7870122194290161,
"val_loss": 0.9558254480361938,
"acc": 67.44,
"time": 341.8019279020373,
"param": [
{
"p": 0.09472539275884628,
"m": 0.5
},
{
"p": 0.0006975972792133689,
"m": 0.5
},
{
"p": 0.0938679426908493,
"m": 0.5
},
{
"p": 0.06441261619329453,
"m": 0.9653507471084595
},
{
"p": 0.0823831632733345,
"m": 0.2930273413658142
},
{
"p": 0.0006975972792133689,
"m": 0.906299352645874
},
{
"p": 0.0902068167924881,
"m": 0.9537379741668701
},
{
"p": 0.07395756989717484,
"m": 0.9437594413757324
},
{
"p": 0.08231047540903091,
"m": 0.7609227895736694
},
{
"p": 0.11355537176132202,
"m": 0.9873543977737427
},
{
"p": 0.0931747555732727,
"m": 0.9554177522659302
},
{
"p": 0.08306746184825897,
"m": 1.0
},
{
"p": 0.10987994819879532,
"m": 0.5
},
{
"p": 0.017063328996300697,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 2.0298733711242676,
"val_loss": 0.9089318513870239,
"acc": 67.48,
"time": 326.4159907909343,
"param": [
{
"p": 0.10885414481163025,
"m": 0.5
},
{
"p": 0.002291787415742874,
"m": 0.5
},
{
"p": 0.08747787773609161,
"m": 0.5
},
{
"p": 0.09032385051250458,
"m": 0.9416152834892273
},
{
"p": 0.061772607266902924,
"m": 0.31240785121917725
},
{
"p": 0.0574180893599987,
"m": 0.8973889946937561
},
{
"p": 0.057232681661844254,
"m": 0.9978681802749634
},
{
"p": 0.07799924910068512,
"m": 0.9969289302825928
},
{
"p": 0.09053616225719452,
"m": 0.823993444442749
},
{
"p": 0.07416970282793045,
"m": 0.9763126969337463
},
{
"p": 0.08304129540920258,
"m": 0.9842017292976379
},
{
"p": 0.11179062724113464,
"m": 1.0
},
{
"p": 0.09637945145368576,
"m": 0.5
},
{
"p": 0.0007124927942641079,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 2.019804000854492,
"val_loss": 0.8623921275138855,
"acc": 68.35,
"time": 345.5890783549985,
"param": [
{
"p": 0.09285449236631393,
"m": 0.5
},
{
"p": 0.005607579369097948,
"m": 0.5
},
{
"p": 0.08850982040166855,
"m": 0.5
},
{
"p": 0.0801909938454628,
"m": 0.9943158626556396
},
{
"p": 0.07480490207672119,
"m": 0.39847177267074585
},
{
"p": 0.009558887220919132,
"m": 0.9883007407188416
},
{
"p": 0.0884813591837883,
"m": 0.9911358952522278
},
{
"p": 0.08817718923091888,
"m": 0.9257044196128845
},
{
"p": 0.08658210188150406,
"m": 0.8608819842338562
},
{
"p": 0.08744840323925018,
"m": 0.9982239007949829
},
{
"p": 0.0704590305685997,
"m": 0.9720126390457153
},
{
"p": 0.08824103325605392,
"m": 1.0
},
{
"p": 0.12371541559696198,
"m": 0.5
},
{
"p": 0.015368787571787834,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 1.920352578163147,
"val_loss": 0.8733252286911011,
"acc": 68.36,
"time": 331.2122146610636,
"param": [
{
"p": 0.09944554418325424,
"m": 0.5
},
{
"p": 0.003102303249761462,
"m": 0.5
},
{
"p": 0.0993390902876854,
"m": 0.5
},
{
"p": 0.08175963163375854,
"m": 0.9748688340187073
},
{
"p": 0.062008339911699295,
"m": 0.3845221996307373
},
{
"p": 0.01572020910680294,
"m": 0.9834579825401306
},
{
"p": 0.08262424916028976,
"m": 0.9949516654014587
},
{
"p": 0.08401750773191452,
"m": 0.9588343501091003
},
{
"p": 0.10471738129854202,
"m": 0.9049748778343201
},
{
"p": 0.07958174496889114,
"m": 0.9945287704467773
},
{
"p": 0.09088298678398132,
"m": 0.9750626087188721
},
{
"p": 0.10154377669095993,
"m": 1.0
},
{
"p": 0.09250704199075699,
"m": 0.5
},
{
"p": 0.002750165294855833,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 1.8894457817077637,
"val_loss": 0.934363842010498,
"acc": 68.48,
"time": 339.47794352599885,
"param": [
{
"p": 0.10248875617980957,
"m": 0.5
},
{
"p": 0.0020171550568193197,
"m": 0.5
},
{
"p": 0.09616183489561081,
"m": 0.5
},
{
"p": 0.09015653282403946,
"m": 0.9671810269355774
},
{
"p": 0.061671771109104156,
"m": 0.36072662472724915
},
{
"p": 0.03874322772026062,
"m": 0.8525583148002625
},
{
"p": 0.07676953822374344,
"m": 0.9253605008125305
},
{
"p": 0.07248512655496597,
"m": 0.9299666285514832
},
{
"p": 0.09886708110570908,
"m": 0.9354838132858276
},
{
"p": 0.09500790387392044,
"m": 0.9660394191741943
},
{
"p": 0.05708838999271393,
"m": 0.9917395710945129
},
{
"p": 0.11382628977298737,
"m": 1.0
},
{
"p": 0.09401120245456696,
"m": 0.5
},
{
"p": 0.0007051880820654333,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.9438273906707764,
"val_loss": 0.9854298233985901,
"acc": 69.4,
"time": 343.4890337830875,
"param": [
{
"p": 0.12287630885839462,
"m": 0.5
},
{
"p": 0.0007020421326160431,
"m": 0.5
},
{
"p": 0.08912143111228943,
"m": 0.5
},
{
"p": 0.06854869425296783,
"m": 0.9789591431617737
},
{
"p": 0.09275833517313004,
"m": 0.3240059018135071
},
{
"p": 0.012332762591540813,
"m": 0.9505320191383362
},
{
"p": 0.11327971518039703,
"m": 0.9520026445388794
},
{
"p": 0.07935059815645218,
"m": 1.0
},
{
"p": 0.06095391884446144,
"m": 0.8995498418807983
},
{
"p": 0.08657288551330566,
"m": 0.9992296099662781
},
{
"p": 0.07889092713594437,
"m": 0.9189477562904358
},
{
"p": 0.10218147933483124,
"m": 1.0
},
{
"p": 0.08485089987516403,
"m": 0.5
},
{
"p": 0.007580036763101816,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.9252235889434814,
"val_loss": 0.8360816836357117,
"acc": 68.14,
"time": 344.1205055490136,
"param": [
{
"p": 0.08574988692998886,
"m": 0.5
},
{
"p": 0.008363836444914341,
"m": 0.5
},
{
"p": 0.09462067484855652,
"m": 0.5
},
{
"p": 0.05148754641413689,
"m": 1.0
},
{
"p": 0.05811841040849686,
"m": 0.4280607998371124
},
{
"p": 0.034569960087537766,
"m": 0.9083588123321533
},
{
"p": 0.10757920145988464,
"m": 0.9762247800827026
},
{
"p": 0.07424982637166977,
"m": 0.96725994348526
},
{
"p": 0.09452321380376816,
"m": 0.9014966487884521
},
{
"p": 0.09219121187925339,
"m": 1.0
},
{
"p": 0.0797058492898941,
"m": 0.9438658356666565
},
{
"p": 0.09750835597515106,
"m": 0.9984212517738342
},
{
"p": 0.10551899671554565,
"m": 0.5
},
{
"p": 0.015813015401363373,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 2.1430776119232178,
"val_loss": 0.8639975190162659,
"acc": 69.14,
"time": 337.2478004740551,
"param": [
{
"p": 0.06939410418272018,
"m": 0.5
},
{
"p": 0.006339631974697113,
"m": 0.5
},
{
"p": 0.07369361072778702,
"m": 0.5
},
{
"p": 0.08157667517662048,
"m": 0.990670919418335
},
{
"p": 0.06689099967479706,
"m": 0.3896237015724182
},
{
"p": 0.01573442853987217,
"m": 0.887621283531189
},
{
"p": 0.09782017767429352,
"m": 0.9371715188026428
},
{
"p": 0.07408538460731506,
"m": 0.8472322225570679
},
{
"p": 0.10488875955343246,
"m": 0.9277219176292419
},
{
"p": 0.0876888707280159,
"m": 1.0
},
{
"p": 0.1102910116314888,
"m": 0.9606557488441467
},
{
"p": 0.10239171236753464,
"m": 1.0
},
{
"p": 0.10850806534290314,
"m": 0.5
},
{
"p": 0.0006965865613892674,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 2.0439248085021973,
"val_loss": 0.889133632183075,
"acc": 70.31,
"time": 355.38186935603153,
"param": [
{
"p": 0.09291274100542068,
"m": 0.5
},
{
"p": 0.025562550872564316,
"m": 0.5
},
{
"p": 0.0866023451089859,
"m": 0.5
},
{
"p": 0.06108250468969345,
"m": 0.9894442558288574
},
{
"p": 0.08149957656860352,
"m": 0.3411487340927124
},
{
"p": 0.016722911968827248,
"m": 0.9531887173652649
},
{
"p": 0.08855583518743515,
"m": 0.9993513226509094
},
{
"p": 0.07973413169384003,
"m": 0.9906081557273865
},
{
"p": 0.0921606495976448,
"m": 1.0
},
{
"p": 0.07833445072174072,
"m": 1.0
},
{
"p": 0.06140885129570961,
"m": 1.0
},
{
"p": 0.09524145722389221,
"m": 0.9982607960700989
},
{
"p": 0.11264224350452423,
"m": 0.5
},
{
"p": 0.027539823204278946,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.9073395729064941,
"val_loss": 0.9750828742980957,
"acc": 68.81,
"time": 344.41054900502786,
"param": [
{
"p": 0.10573650151491165,
"m": 0.5
},
{
"p": 0.0036986670456826687,
"m": 0.5
},
{
"p": 0.0902729481458664,
"m": 0.5
},
{
"p": 0.05332261323928833,
"m": 0.9974017143249512
},
{
"p": 0.08575744181871414,
"m": 0.3133121728897095
},
{
"p": 0.005168141797184944,
"m": 0.9852328300476074
},
{
"p": 0.10357962548732758,
"m": 1.0
},
{
"p": 0.08717113733291626,
"m": 0.9575381875038147
},
{
"p": 0.06800135970115662,
"m": 0.9225924015045166
},
{
"p": 0.09256777912378311,
"m": 1.0
},
{
"p": 0.07510772347450256,
"m": 0.9860045909881592
},
{
"p": 0.10737451165914536,
"m": 1.0
},
{
"p": 0.1153562143445015,
"m": 0.5
},
{
"p": 0.006885315757244825,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.7597285509109497,
"val_loss": 1.033345103263855,
"acc": 67.94,
"time": 348.21231366693974,
"param": [
{
"p": 0.12624798715114594,
"m": 0.5
},
{
"p": 0.002040673978626728,
"m": 0.5
},
{
"p": 0.07154133915901184,
"m": 0.5
},
{
"p": 0.0773916020989418,
"m": 0.9729389548301697
},
{
"p": 0.07936464995145798,
"m": 0.3203355073928833
},
{
"p": 0.027838362380862236,
"m": 0.9764611124992371
},
{
"p": 0.0883871540427208,
"m": 0.9748925566673279
},
{
"p": 0.07577258348464966,
"m": 0.9867136478424072
},
{
"p": 0.059896741062402725,
"m": 0.9788932204246521
},
{
"p": 0.06427495926618576,
"m": 0.9941772222518921
},
{
"p": 0.0878278911113739,
"m": 0.989454448223114
},
{
"p": 0.09853532910346985,
"m": 1.0
},
{
"p": 0.11917804181575775,
"m": 0.5
},
{
"p": 0.021702595055103302,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.874657392501831,
"val_loss": 0.7637831568717957,
"acc": 70.32,
"time": 354.5575994619867,
"param": [
{
"p": 0.11299978941679001,
"m": 0.5
},
{
"p": 0.001501955557614565,
"m": 0.5
},
{
"p": 0.09485704451799393,
"m": 0.5
},
{
"p": 0.07672787457704544,
"m": 1.0
},
{
"p": 0.05691580846905708,
"m": 0.43063434958457947
},
{
"p": 0.009711898863315582,
"m": 0.9715973138809204
},
{
"p": 0.06565604358911514,
"m": 0.9813551306724548
},
{
"p": 0.06747962534427643,
"m": 1.0
},
{
"p": 0.09368215501308441,
"m": 0.9165223240852356
},
{
"p": 0.12043706327676773,
"m": 1.0
},
{
"p": 0.0862785205245018,
"m": 0.9638046622276306
},
{
"p": 0.07567664980888367,
"m": 1.0
},
{
"p": 0.12700609862804413,
"m": 0.5
},
{
"p": 0.011069482192397118,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.8946962356567383,
"val_loss": 0.8663833737373352,
"acc": 69.94,
"time": 367.98719199805055,
"param": [
{
"p": 0.09149279445409775,
"m": 0.5
},
{
"p": 0.010185478255152702,
"m": 0.5
},
{
"p": 0.09404151141643524,
"m": 0.5
},
{
"p": 0.0831790640950203,
"m": 1.0
},
{
"p": 0.0715332180261612,
"m": 0.40400180220603943
},
{
"p": 0.030331796035170555,
"m": 0.8561193346977234
},
{
"p": 0.08033070713281631,
"m": 0.9773069024085999
},
{
"p": 0.0788748636841774,
"m": 0.998490571975708
},
{
"p": 0.07583016157150269,
"m": 0.9937331080436707
},
{
"p": 0.07841476052999496,
"m": 0.9534095525741577
},
{
"p": 0.08264318108558655,
"m": 0.9755787253379822
},
{
"p": 0.09121968597173691,
"m": 1.0
},
{
"p": 0.0930248498916626,
"m": 0.5
},
{
"p": 0.03889790177345276,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 2.0210208892822266,
"val_loss": 0.8397806286811829,
"acc": 70.69,
"time": 381.17203704896383,
"param": [
{
"p": 0.11475185304880142,
"m": 0.5
},
{
"p": 0.03193362057209015,
"m": 0.5
},
{
"p": 0.06757006794214249,
"m": 0.5
},
{
"p": 0.0916949138045311,
"m": 0.9839220643043518
},
{
"p": 0.0791143998503685,
"m": 0.38211533427238464
},
{
"p": 0.022887298837304115,
"m": 0.9365642070770264
},
{
"p": 0.0958879366517067,
"m": 0.98835289478302
},
{
"p": 0.07777753472328186,
"m": 0.9439047574996948
},
{
"p": 0.08494605123996735,
"m": 0.9721917510032654
},
{
"p": 0.07361862808465958,
"m": 0.9630318880081177
},
{
"p": 0.08091986924409866,
"m": 0.9721785187721252
},
{
"p": 0.06696727871894836,
"m": 1.0
},
{
"p": 0.0842466875910759,
"m": 0.5
},
{
"p": 0.027683820575475693,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.8616187572479248,
"val_loss": 0.9293681383132935,
"acc": 70.18,
"time": 373.83087233500555,
"param": [
{
"p": 0.09468259662389755,
"m": 0.5
},
{
"p": 0.0006970574031583965,
"m": 0.5
},
{
"p": 0.11032529920339584,
"m": 0.5
},
{
"p": 0.07399645447731018,
"m": 0.988192617893219
},
{
"p": 0.07945092022418976,
"m": 0.4190344512462616
},
{
"p": 0.03998548910021782,
"m": 1.0
},
{
"p": 0.08792948722839355,
"m": 0.9939960241317749
},
{
"p": 0.06975606083869934,
"m": 0.9931830167770386
},
{
"p": 0.09689442068338394,
"m": 0.9445062279701233
},
{
"p": 0.04565614461898804,
"m": 0.994617760181427
},
{
"p": 0.10426036268472672,
"m": 0.9401116371154785
},
{
"p": 0.09932820498943329,
"m": 1.0
},
{
"p": 0.09634044766426086,
"m": 0.5
},
{
"p": 0.0006970574031583965,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 1.881199836730957,
"val_loss": 0.744588315486908,
"acc": 70.16,
"time": 394.61095249594655,
"param": [
{
"p": 0.1351856142282486,
"m": 0.5
},
{
"p": 0.040272753685712814,
"m": 0.5
},
{
"p": 0.10587989538908005,
"m": 0.5
},
{
"p": 0.04599488526582718,
"m": 0.9423077702522278
},
{
"p": 0.07043991982936859,
"m": 0.40428611636161804
},
{
"p": 0.0007025212398730218,
"m": 0.9833162426948547
},
{
"p": 0.05898964777588844,
"m": 0.9395577311515808
},
{
"p": 0.05005182325839996,
"m": 0.9935829639434814
},
{
"p": 0.07694052159786224,
"m": 0.9472750425338745
},
{
"p": 0.062361180782318115,
"m": 0.9914014339447021
},
{
"p": 0.085164874792099,
"m": 0.8823542594909668
},
{
"p": 0.12963950634002686,
"m": 1.0
},
{
"p": 0.11839253455400467,
"m": 0.5
},
{
"p": 0.019984383136034012,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.7473371028900146,
"val_loss": 0.8973167538642883,
"acc": 68.42,
"time": 367.2026021339698,
"param": [
{
"p": 0.056047048419713974,
"m": 0.5
},
{
"p": 0.0006978620076552033,
"m": 0.5
},
{
"p": 0.09797291457653046,
"m": 0.5
},
{
"p": 0.06168167293071747,
"m": 1.0
},
{
"p": 0.07217658311128616,
"m": 0.3944178521633148
},
{
"p": 0.0057855024933815,
"m": 0.918117105960846
},
{
"p": 0.09536837041378021,
"m": 0.9967620372772217
},
{
"p": 0.0642523244023323,
"m": 0.9001694321632385
},
{
"p": 0.1177862361073494,
"m": 0.9177122116088867
},
{
"p": 0.10182005912065506,
"m": 0.9871436357498169
},
{
"p": 0.09969896823167801,
"m": 0.9465936422348022
},
{
"p": 0.10442205518484116,
"m": 1.0
},
{
"p": 0.11956886202096939,
"m": 0.5
},
{
"p": 0.0027215327136218548,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.7107999324798584,
"val_loss": 0.8690120577812195,
"acc": 70.36,
"time": 385.0660612479551,
"param": [
{
"p": 0.10467769205570221,
"m": 0.5
},
{
"p": 0.029116284102201462,
"m": 0.5
},
{
"p": 0.12088575959205627,
"m": 0.5
},
{
"p": 0.0772571712732315,
"m": 0.969461977481842
},
{
"p": 0.02594665437936783,
"m": 0.46535149216651917
},
{
"p": 0.027125030755996704,
"m": 0.9472441673278809
},
{
"p": 0.07661377638578415,
"m": 0.9408991932868958
},
{
"p": 0.06863350421190262,
"m": 0.9476502537727356
},
{
"p": 0.07773072272539139,
"m": 0.800443172454834
},
{
"p": 0.10930395126342773,
"m": 0.9554459452629089
},
{
"p": 0.040814779698848724,
"m": 0.9451693296432495
},
{
"p": 0.07309280335903168,
"m": 1.0
},
{
"p": 0.14252671599388123,
"m": 0.5
},
{
"p": 0.026275217533111572,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 2.30642032623291,
"val_loss": 0.8383570313453674,
"acc": 70.5,
"time": 392.48590528103523,
"param": [
{
"p": 0.10388383269309998,
"m": 0.5
},
{
"p": 0.009508537128567696,
"m": 0.5
},
{
"p": 0.09545532613992691,
"m": 0.5
},
{
"p": 0.09109900146722794,
"m": 0.9944844841957092
},
{
"p": 0.09126653522253036,
"m": 0.5899007320404053
},
{
"p": 0.0059062279760837555,
"m": 0.8383299708366394
},
{
"p": 0.061616308987140656,
"m": 0.9199041128158569
},
{
"p": 0.07905536890029907,
"m": 0.9947125911712646
},
{
"p": 0.10488030314445496,
"m": 0.8614766001701355
},
{
"p": 0.08705500513315201,
"m": 0.9948676824569702
},
{
"p": 0.04442957043647766,
"m": 0.9297326803207397
},
{
"p": 0.0892823114991188,
"m": 1.0
},
{
"p": 0.11034499108791351,
"m": 0.5
},
{
"p": 0.026216598227620125,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.9084562063217163,
"val_loss": 0.8384376168251038,
"acc": 69.66,
"time": 385.3373020180734,
"param": [
{
"p": 0.11389413475990295,
"m": 0.5
},
{
"p": 0.009203307330608368,
"m": 0.5
},
{
"p": 0.07904382050037384,
"m": 0.5
},
{
"p": 0.07363098114728928,
"m": 1.0
},
{
"p": 0.05693124979734421,
"m": 0.5384834408760071
},
{
"p": 0.033667996525764465,
"m": 0.8505463004112244
},
{
"p": 0.06570946425199509,
"m": 0.9149645566940308
},
{
"p": 0.0509408675134182,
"m": 0.9368704557418823
},
{
"p": 0.11381103098392487,
"m": 0.8939915299415588
},
{
"p": 0.07683412730693817,
"m": 1.0
},
{
"p": 0.1021844670176506,
"m": 0.9809282422065735
},
{
"p": 0.104481041431427,
"m": 1.0
},
{
"p": 0.11143723875284195,
"m": 0.5
},
{
"p": 0.008230352774262428,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.3385459184646606,
"val_loss": 0.8782352805137634,
"acc": 71.07,
"time": 373.88275719597004,
"param": [
{
"p": 0.1237766295671463,
"m": 0.5
},
{
"p": 0.0007025690865702927,
"m": 0.5
},
{
"p": 0.15377885103225708,
"m": 0.5
},
{
"p": 0.08714654296636581,
"m": 0.9815459847450256
},
{
"p": 0.0007025690865702927,
"m": 0.5490917563438416
},
{
"p": 0.0007025690865702927,
"m": 0.8617790341377258
},
{
"p": 0.10922753810882568,
"m": 1.0
},
{
"p": 0.09695178270339966,
"m": 0.9611339569091797
},
{
"p": 0.07541931420564651,
"m": 0.9620716571807861
},
{
"p": 0.09567108005285263,
"m": 1.0
},
{
"p": 0.04636962339282036,
"m": 0.9885151982307434
},
{
"p": 0.08550196886062622,
"m": 1.0
},
{
"p": 0.11345918476581573,
"m": 0.5
},
{
"p": 0.010589809156954288,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 2.1806557178497314,
"val_loss": 0.843054473400116,
"acc": 69.57,
"time": 369.2917324290611,
"param": [
{
"p": 0.11317753791809082,
"m": 0.5
},
{
"p": 0.009087027981877327,
"m": 0.5
},
{
"p": 0.09505089372396469,
"m": 0.5
},
{
"p": 0.06537650525569916,
"m": 1.0
},
{
"p": 0.046173322945833206,
"m": 0.5881669521331787
},
{
"p": 0.005148211028426886,
"m": 0.9647768139839172
},
{
"p": 0.10434884577989578,
"m": 0.8925576210021973
},
{
"p": 0.0865379199385643,
"m": 0.8419826030731201
},
{
"p": 0.08864651620388031,
"m": 0.8931847810745239
},
{
"p": 0.10499369353055954,
"m": 0.9544800519943237
},
{
"p": 0.05949774757027626,
"m": 0.9487879276275635
},
{
"p": 0.1032962054014206,
"m": 1.0
},
{
"p": 0.09775920957326889,
"m": 0.5
},
{
"p": 0.02090640738606453,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.9312665462493896,
"val_loss": 0.8827991485595703,
"acc": 70.03,
"time": 386.9311345430324,
"param": [
{
"p": 0.11600110679864883,
"m": 0.5
},
{
"p": 0.0026064396370202303,
"m": 0.5
},
{
"p": 0.0631123036146164,
"m": 0.5
},
{
"p": 0.062480486929416656,
"m": 0.9949254989624023
},
{
"p": 0.047791894525289536,
"m": 0.5642200112342834
},
{
"p": 0.024410275742411613,
"m": 0.8416911959648132
},
{
"p": 0.10169490426778793,
"m": 1.0
},
{
"p": 0.081283338367939,
"m": 1.0
},
{
"p": 0.1012410819530487,
"m": 0.9522053599357605
},
{
"p": 0.0797385722398758,
"m": 0.9253106713294983
},
{
"p": 0.10802236944437027,
"m": 0.8226129412651062
},
{
"p": 0.10035186260938644,
"m": 1.0
},
{
"p": 0.10730765759944916,
"m": 0.5
},
{
"p": 0.0039576394483447075,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.7102595567703247,
"val_loss": 0.9098033905029297,
"acc": 69.53,
"time": 372.8433684660122,
"param": [
{
"p": 0.11771490424871445,
"m": 0.5
},
{
"p": 0.015961747616529465,
"m": 0.5
},
{
"p": 0.11285670101642609,
"m": 0.5
},
{
"p": 0.07011961936950684,
"m": 0.9409370422363281
},
{
"p": 0.047005701810121536,
"m": 0.586027204990387
},
{
"p": 0.024596190080046654,
"m": 0.8834001421928406
},
{
"p": 0.10350797325372696,
"m": 0.9918456673622131
},
{
"p": 0.07219585031270981,
"m": 0.9709296226501465
},
{
"p": 0.09348354488611221,
"m": 0.9185598492622375
},
{
"p": 0.10549958795309067,
"m": 0.9201099872589111
},
{
"p": 0.08070589601993561,
"m": 0.783764123916626
},
{
"p": 0.0721486434340477,
"m": 1.0
},
{
"p": 0.06912639737129211,
"m": 0.5
},
{
"p": 0.015077237039804459,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.9213275909423828,
"val_loss": 0.923253059387207,
"acc": 70.7,
"time": 385.21076691604685,
"param": [
{
"p": 0.11781308799982071,
"m": 0.5
},
{
"p": 0.000702272925991565,
"m": 0.5
},
{
"p": 0.08683136105537415,
"m": 0.5
},
{
"p": 0.11013391613960266,
"m": 1.0
},
{
"p": 0.03805132582783699,
"m": 0.5106201171875
},
{
"p": 0.04781617224216461,
"m": 0.8414473533630371
},
{
"p": 0.06385591626167297,
"m": 1.0
},
{
"p": 0.06565674394369125,
"m": 1.0
},
{
"p": 0.07911328226327896,
"m": 0.9618991613388062
},
{
"p": 0.10431940853595734,
"m": 1.0
},
{
"p": 0.05929570645093918,
"m": 0.7973176836967468
},
{
"p": 0.1099022924900055,
"m": 1.0
},
{
"p": 0.09717505425214767,
"m": 0.5
},
{
"p": 0.019333450123667717,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 1.7573933601379395,
"val_loss": 0.861793041229248,
"acc": 70.29,
"time": 385.8430306689115,
"param": [
{
"p": 0.10731497406959534,
"m": 0.5
},
{
"p": 0.0006991347763687372,
"m": 0.5
},
{
"p": 0.10070876777172089,
"m": 0.5
},
{
"p": 0.06699709594249725,
"m": 1.0
},
{
"p": 0.0484614260494709,
"m": 0.6065412163734436
},
{
"p": 0.019720349460840225,
"m": 0.8511506915092468
},
{
"p": 0.09962795674800873,
"m": 0.9833793044090271
},
{
"p": 0.0846245288848877,
"m": 1.0
},
{
"p": 0.08658317476511002,
"m": 0.9191662669181824
},
{
"p": 0.10306109488010406,
"m": 1.0
},
{
"p": 0.0822468027472496,
"m": 0.8868533968925476
},
{
"p": 0.08479073643684387,
"m": 1.0
},
{
"p": 0.11282164603471756,
"m": 0.5
},
{
"p": 0.0023423340171575546,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.7574591636657715,
"val_loss": 0.8447728753089905,
"acc": 71.11,
"time": 381.4103023809148,
"param": [
{
"p": 0.10781214386224747,
"m": 0.5
},
{
"p": 0.00806484092026949,
"m": 0.5
},
{
"p": 0.09073463082313538,
"m": 0.5
},
{
"p": 0.0869065374135971,
"m": 0.9999094605445862
},
{
"p": 0.06450671702623367,
"m": 0.63618004322052
},
{
"p": 0.008334440179169178,
"m": 0.9143401980400085
},
{
"p": 0.11300668120384216,
"m": 0.9736476540565491
},
{
"p": 0.08394428342580795,
"m": 1.0
},
{
"p": 0.0723220556974411,
"m": 0.8680026531219482
},
{
"p": 0.08827585726976395,
"m": 1.0
},
{
"p": 0.10658144950866699,
"m": 0.8591103553771973
},
{
"p": 0.07897479087114334,
"m": 1.0
},
{
"p": 0.08934318274259567,
"m": 0.5
},
{
"p": 0.001192338764667511,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.8066983222961426,
"val_loss": 0.7686105966567993,
"acc": 70.74,
"time": 392.8444773129886,
"param": [
{
"p": 0.06404286623001099,
"m": 0.5
},
{
"p": 0.0007043579826131463,
"m": 0.5
},
{
"p": 0.10453389585018158,
"m": 0.5
},
{
"p": 0.06072046980261803,
"m": 1.0
},
{
"p": 0.04170216619968414,
"m": 0.720716655254364
},
{
"p": 0.0007043579826131463,
"m": 0.9443320631980896
},
{
"p": 0.07424059510231018,
"m": 0.9935197830200195
},
{
"p": 0.06654547154903412,
"m": 0.9922847747802734
},
{
"p": 0.08567307144403458,
"m": 0.7495613694190979
},
{
"p": 0.10587768256664276,
"m": 0.9827668070793152
},
{
"p": 0.13848784565925598,
"m": 0.9186484813690186
},
{
"p": 0.12370051443576813,
"m": 1.0
},
{
"p": 0.11105350404977798,
"m": 0.5
},
{
"p": 0.022013111039996147,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.8544880151748657,
"val_loss": 0.8834774494171143,
"acc": 70.37,
"time": 382.6313229900552,
"param": [
{
"p": 0.11297009140253067,
"m": 0.5
},
{
"p": 0.012152979150414467,
"m": 0.5
},
{
"p": 0.08644509315490723,
"m": 0.5
},
{
"p": 0.10316049307584763,
"m": 0.9727986454963684
},
{
"p": 0.05841768532991409,
"m": 0.6584907174110413
},
{
"p": 0.022321801632642746,
"m": 0.963954746723175
},
{
"p": 0.08096524327993393,
"m": 0.9844555258750916
},
{
"p": 0.055821552872657776,
"m": 0.8794414401054382
},
{
"p": 0.08962330222129822,
"m": 0.6721819043159485
},
{
"p": 0.07875093072652817,
"m": 0.9716663360595703
},
{
"p": 0.08240944147109985,
"m": 0.9418936371803284
},
{
"p": 0.09561596065759659,
"m": 0.9984980225563049
},
{
"p": 0.09745225310325623,
"m": 0.5
},
{
"p": 0.02389313466846943,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 1.365166187286377,
"val_loss": 0.8223845362663269,
"acc": 70.55,
"time": 369.8361360579729,
"param": [
{
"p": 0.08601334691047668,
"m": 0.5
},
{
"p": 0.024843866005539894,
"m": 0.5
},
{
"p": 0.08864109963178635,
"m": 0.5
},
{
"p": 0.10906940698623657,
"m": 0.9681214690208435
},
{
"p": 0.026109445840120316,
"m": 0.7128210067749023
},
{
"p": 0.0014599263668060303,
"m": 0.8345168232917786
},
{
"p": 0.08706241846084595,
"m": 0.999296247959137
},
{
"p": 0.07161547988653183,
"m": 0.8946322202682495
},
{
"p": 0.09812882542610168,
"m": 0.7331632971763611
},
{
"p": 0.10134858638048172,
"m": 1.0
},
{
"p": 0.0683601126074791,
"m": 0.9545904397964478
},
{
"p": 0.11841306835412979,
"m": 1.0
},
{
"p": 0.11823185533285141,
"m": 0.5
},
{
"p": 0.0007024692022241652,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.3698503971099854,
"val_loss": 0.8561577796936035,
"acc": 70.99,
"time": 374.3920480980305,
"param": [
{
"p": 0.11743645370006561,
"m": 0.5
},
{
"p": 0.0008721112972125411,
"m": 0.5
},
{
"p": 0.10660722106695175,
"m": 0.5
},
{
"p": 0.09371455013751984,
"m": 0.9918116331100464
},
{
"p": 0.04220637306571007,
"m": 0.6962189078330994
},
{
"p": 0.0007086503901518881,
"m": 0.8835312724113464
},
{
"p": 0.09121755510568619,
"m": 1.0
},
{
"p": 0.09769797325134277,
"m": 0.9151824116706848
},
{
"p": 0.10241870582103729,
"m": 0.9628263711929321
},
{
"p": 0.06961601972579956,
"m": 0.9915918111801147
},
{
"p": 0.038938526064157486,
"m": 0.9506921172142029
},
{
"p": 0.10270631313323975,
"m": 1.0
},
{
"p": 0.1106005385518074,
"m": 0.5
},
{
"p": 0.025259045884013176,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 2.199836015701294,
"val_loss": 0.8258139491081238,
"acc": 71.34,
"time": 399.19213472295087,
"param": [
{
"p": 0.12069465965032578,
"m": 0.5
},
{
"p": 0.008911335840821266,
"m": 0.5
},
{
"p": 0.08889668434858322,
"m": 0.5
},
{
"p": 0.05551392212510109,
"m": 0.9484778046607971
},
{
"p": 0.06295326352119446,
"m": 0.7253557443618774
},
{
"p": 0.0038579481188207865,
"m": 0.9289699196815491
},
{
"p": 0.10100385546684265,
"m": 0.8456370830535889
},
{
"p": 0.08403165638446808,
"m": 0.9979128241539001
},
{
"p": 0.06770683825016022,
"m": 0.9326727390289307
},
{
"p": 0.0829196497797966,
"m": 0.977384090423584
},
{
"p": 0.07314425706863403,
"m": 0.9758132100105286
},
{
"p": 0.10443957149982452,
"m": 1.0
},
{
"p": 0.11747930198907852,
"m": 0.5
},
{
"p": 0.028447110205888748,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.6167654991149902,
"val_loss": 0.8687919974327087,
"acc": 71.31,
"time": 406.19145127094816,
"param": [
{
"p": 0.11623866856098175,
"m": 0.5
},
{
"p": 0.028205631300807,
"m": 0.5
},
{
"p": 0.11184433102607727,
"m": 0.5
},
{
"p": 0.06191844865679741,
"m": 0.9969384670257568
},
{
"p": 0.012367860414087772,
"m": 0.6334912776947021
},
{
"p": 0.017376713454723358,
"m": 0.977459728717804
},
{
"p": 0.07848864048719406,
"m": 0.8627750277519226
},
{
"p": 0.08415107429027557,
"m": 0.9510000348091125
},
{
"p": 0.09375638514757156,
"m": 0.9988498091697693
},
{
"p": 0.0790754184126854,
"m": 0.9500492811203003
},
{
"p": 0.06802646070718765,
"m": 0.9266872406005859
},
{
"p": 0.12880057096481323,
"m": 1.0
},
{
"p": 0.11906129121780396,
"m": 0.5
},
{
"p": 0.000688566651660949,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.497246503829956,
"val_loss": 0.9480850100517273,
"acc": 69.66,
"time": 377.5720216470072,
"param": [
{
"p": 0.13488997519016266,
"m": 0.5
},
{
"p": 0.0006953665870241821,
"m": 0.5
},
{
"p": 0.12063382565975189,
"m": 0.5
},
{
"p": 0.046354226768016815,
"m": 1.0
},
{
"p": 0.05020882561802864,
"m": 0.6578877568244934
},
{
"p": 0.009542126208543777,
"m": 0.9706652164459229
},
{
"p": 0.0745212584733963,
"m": 1.0
},
{
"p": 0.06964737176895142,
"m": 0.952301025390625
},
{
"p": 0.07277613878250122,
"m": 0.9711878895759583
},
{
"p": 0.08953183144330978,
"m": 0.9955657720565796
},
{
"p": 0.0793665274977684,
"m": 0.9938955903053284
},
{
"p": 0.10920760780572891,
"m": 0.9971529841423035
},
{
"p": 0.13488993048667908,
"m": 0.5
},
{
"p": 0.007734949234873056,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 1.561319351196289,
"val_loss": 0.9527991414070129,
"acc": 70.87,
"time": 371.1555679360172,
"param": [
{
"p": 0.10732818394899368,
"m": 0.5
},
{
"p": 0.003136172192171216,
"m": 0.5
},
{
"p": 0.08772874623537064,
"m": 0.5
},
{
"p": 0.07250957190990448,
"m": 1.0
},
{
"p": 0.054498638957738876,
"m": 0.630613386631012
},
{
"p": 0.041439786553382874,
"m": 0.9837965965270996
},
{
"p": 0.04595381021499634,
"m": 0.8637082576751709
},
{
"p": 0.09990610927343369,
"m": 0.9942406415939331
},
{
"p": 0.09193374961614609,
"m": 1.0
},
{
"p": 0.10127861797809601,
"m": 0.9824442267417908
},
{
"p": 0.08912278711795807,
"m": 1.0
},
{
"p": 0.08388041704893112,
"m": 1.0
},
{
"p": 0.12012286484241486,
"m": 0.5
},
{
"p": 0.0011605789186432958,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.8650022745132446,
"val_loss": 0.9009743928909302,
"acc": 70.83,
"time": 369.2164194290526,
"param": [
{
"p": 0.11563049256801605,
"m": 0.5
},
{
"p": 0.0007199794054031372,
"m": 0.5
},
{
"p": 0.11188432574272156,
"m": 0.5
},
{
"p": 0.07925914973020554,
"m": 1.0
},
{
"p": 0.05432182177901268,
"m": 0.5770407319068909
},
{
"p": 0.015850616618990898,
"m": 0.8453477621078491
},
{
"p": 0.052560072392225266,
"m": 0.9811351299285889
},
{
"p": 0.08597206324338913,
"m": 1.0
},
{
"p": 0.10524377971887589,
"m": 0.9950976371765137
},
{
"p": 0.10743166506290436,
"m": 1.0
},
{
"p": 0.07460238039493561,
"m": 0.9735502600669861
},
{
"p": 0.10612490773200989,
"m": 1.0
},
{
"p": 0.08967883139848709,
"m": 0.5
},
{
"p": 0.0007199794054031372,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 1.6741361618041992,
"val_loss": 0.8132486343383789,
"acc": 71.08,
"time": 381.00405533600133,
"param": [
{
"p": 0.13164553046226501,
"m": 0.5
},
{
"p": 0.004981452599167824,
"m": 0.5
},
{
"p": 0.07093050330877304,
"m": 0.5
},
{
"p": 0.027527347207069397,
"m": 0.961708664894104
},
{
"p": 0.030605964362621307,
"m": 0.4917532503604889
},
{
"p": 0.05152910202741623,
"m": 0.8238382339477539
},
{
"p": 0.11221948266029358,
"m": 0.9760793447494507
},
{
"p": 0.07137735188007355,
"m": 0.9121957421302795
},
{
"p": 0.0873527079820633,
"m": 0.9170496463775635
},
{
"p": 0.10454308986663818,
"m": 0.9945269227027893
},
{
"p": 0.09713946282863617,
"m": 0.9011103510856628
},
{
"p": 0.10095784813165665,
"m": 1.0
},
{
"p": 0.10848470032215118,
"m": 0.5
},
{
"p": 0.0007055000751279294,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.5123164653778076,
"val_loss": 0.7711548209190369,
"acc": 72.27,
"time": 374.01225024298765,
"param": [
{
"p": 0.12104694545269012,
"m": 0.5
},
{
"p": 0.003421901958063245,
"m": 0.5
},
{
"p": 0.06306607276201248,
"m": 0.5
},
{
"p": 0.07635033130645752,
"m": 0.9774141311645508
},
{
"p": 0.04276160150766373,
"m": 0.5310233235359192
},
{
"p": 0.011601758189499378,
"m": 0.7756131291389465
},
{
"p": 0.09110930562019348,
"m": 0.9692820906639099
},
{
"p": 0.06834935396909714,
"m": 0.9855241775512695
},
{
"p": 0.07596588134765625,
"m": 0.9899038076400757
},
{
"p": 0.11530987173318863,
"m": 0.9686937928199768
},
{
"p": 0.07832618802785873,
"m": 0.9543900489807129
},
{
"p": 0.10976507514715195,
"m": 0.9951465129852295
},
{
"p": 0.11594527959823608,
"m": 0.5
},
{
"p": 0.02698035165667534,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.7298862934112549,
"val_loss": 0.8357735276222229,
"acc": 69.33,
"time": 376.78535052307416,
"param": [
{
"p": 0.11972303688526154,
"m": 0.5
},
{
"p": 0.017547493800520897,
"m": 0.5
},
{
"p": 0.07452186942100525,
"m": 0.5
},
{
"p": 0.08548026531934738,
"m": 0.9995059967041016
},
{
"p": 0.069212906062603,
"m": 0.5575252175331116
},
{
"p": 0.052633292973041534,
"m": 0.7647833228111267
},
{
"p": 0.04449720308184624,
"m": 0.9304424524307251
},
{
"p": 0.08426938205957413,
"m": 0.9756953716278076
},
{
"p": 0.07137840241193771,
"m": 0.9362040162086487
},
{
"p": 0.09725824743509293,
"m": 0.9926057457923889
},
{
"p": 0.061683762818574905,
"m": 0.9995802044868469
},
{
"p": 0.11477099359035492,
"m": 1.0
},
{
"p": 0.10633226484060287,
"m": 0.5
},
{
"p": 0.0006908300565555692,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.8769505023956299,
"val_loss": 0.8150281310081482,
"acc": 71.55,
"time": 361.7107974829851,
"param": [
{
"p": 0.10747130960226059,
"m": 0.5
},
{
"p": 0.0006975512369535863,
"m": 0.5
},
{
"p": 0.09832832962274551,
"m": 0.5
},
{
"p": 0.07942472398281097,
"m": 0.9820143580436707
},
{
"p": 0.050235092639923096,
"m": 0.48946648836135864
},
{
"p": 0.03197837248444557,
"m": 0.7780784964561462
},
{
"p": 0.08175088465213776,
"m": 0.9737398624420166
},
{
"p": 0.07871774584054947,
"m": 0.9990135431289673
},
{
"p": 0.06787992268800735,
"m": 0.8726427555084229
},
{
"p": 0.08038555085659027,
"m": 0.997971773147583
},
{
"p": 0.0738709568977356,
"m": 0.9776044487953186
},
{
"p": 0.11935382336378098,
"m": 1.0
},
{
"p": 0.12372282147407532,
"m": 0.5
},
{
"p": 0.00618301285430789,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.6140658855438232,
"val_loss": 0.738781213760376,
"acc": 71.42,
"time": 370.96659319195896,
"param": [
{
"p": 0.08734995871782303,
"m": 0.5
},
{
"p": 0.0111882658675313,
"m": 0.5
},
{
"p": 0.08286692947149277,
"m": 0.5
},
{
"p": 0.07871688902378082,
"m": 0.9984675645828247
},
{
"p": 0.03333759307861328,
"m": 0.569026529788971
},
{
"p": 0.01856745406985283,
"m": 0.771560549736023
},
{
"p": 0.10277361422777176,
"m": 1.0
},
{
"p": 0.11026226729154587,
"m": 0.9896398186683655
},
{
"p": 0.11970075964927673,
"m": 0.9480805993080139
},
{
"p": 0.06972060352563858,
"m": 0.9782782196998596
},
{
"p": 0.06293205916881561,
"m": 0.963866114616394
},
{
"p": 0.09013639390468597,
"m": 1.0
},
{
"p": 0.1188296303153038,
"m": 0.5
},
{
"p": 0.013617461547255516,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.5036565065383911,
"val_loss": 0.9858208298683167,
"acc": 69.91,
"time": 382.2034902520245,
"param": [
{
"p": 0.10191868245601654,
"m": 0.5
},
{
"p": 0.0010087876580655575,
"m": 0.5
},
{
"p": 0.08233944326639175,
"m": 0.5
},
{
"p": 0.07221820205450058,
"m": 0.9112235307693481
},
{
"p": 0.06414023041725159,
"m": 0.5343204736709595
},
{
"p": 0.03748837113380432,
"m": 0.703650176525116
},
{
"p": 0.08973607420921326,
"m": 1.0
},
{
"p": 0.0871562734246254,
"m": 1.0
},
{
"p": 0.07843603193759918,
"m": 0.9510361552238464
},
{
"p": 0.09234116971492767,
"m": 0.9993110299110413
},
{
"p": 0.08926990628242493,
"m": 0.9786267876625061
},
{
"p": 0.08231589198112488,
"m": 1.0
},
{
"p": 0.11233293265104294,
"m": 0.5
},
{
"p": 0.009297939948737621,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.9559037685394287,
"val_loss": 0.8224360942840576,
"acc": 72.28,
"time": 381.53475994302426,
"param": [
{
"p": 0.10095558315515518,
"m": 0.5
},
{
"p": 0.0031102928332984447,
"m": 0.5
},
{
"p": 0.10682640969753265,
"m": 0.5
},
{
"p": 0.08097092807292938,
"m": 0.9496287107467651
},
{
"p": 0.044244494289159775,
"m": 0.4645466208457947
},
{
"p": 0.021513577550649643,
"m": 0.4356376826763153
},
{
"p": 0.10376439243555069,
"m": 0.995646595954895
},
{
"p": 0.05810546875,
"m": 0.9912233352661133
},
{
"p": 0.07403763383626938,
"m": 0.9839046001434326
},
{
"p": 0.07676509022712708,
"m": 1.0
},
{
"p": 0.08453140407800674,
"m": 0.9170380234718323
},
{
"p": 0.11171998828649521,
"m": 1.0
},
{
"p": 0.11296314001083374,
"m": 0.5
},
{
"p": 0.020491646602749825,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 2.010031223297119,
"val_loss": 0.7924202084541321,
"acc": 70.91,
"time": 380.00644963700324,
"param": [
{
"p": 0.10926374793052673,
"m": 0.5
},
{
"p": 0.011663575656712055,
"m": 0.5
},
{
"p": 0.10175345093011856,
"m": 0.5
},
{
"p": 0.07426787912845612,
"m": 0.916207492351532
},
{
"p": 0.019017353653907776,
"m": 0.46235400438308716
},
{
"p": 0.03896177560091019,
"m": 0.4316923916339874
},
{
"p": 0.12794485688209534,
"m": 1.0
},
{
"p": 0.08339586853981018,
"m": 0.9882789850234985
},
{
"p": 0.061636291444301605,
"m": 0.9212327003479004
},
{
"p": 0.07682126015424728,
"m": 1.0
},
{
"p": 0.07528724521398544,
"m": 0.9650900959968567
},
{
"p": 0.09936404228210449,
"m": 1.0
},
{
"p": 0.09629862010478973,
"m": 0.5
},
{
"p": 0.0243242010474205,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 1.4144501686096191,
"val_loss": 0.7961487174034119,
"acc": 71.51,
"time": 383.42344710300677,
"param": [
{
"p": 0.10335098952054977,
"m": 0.5
},
{
"p": 0.0034240414388477802,
"m": 0.5
},
{
"p": 0.09285849332809448,
"m": 0.5
},
{
"p": 0.09460833668708801,
"m": 1.0
},
{
"p": 0.06940802186727524,
"m": 0.4528009593486786
},
{
"p": 0.028071867302060127,
"m": 0.5090657472610474
},
{
"p": 0.05641297623515129,
"m": 1.0
},
{
"p": 0.07542670518159866,
"m": 0.87575763463974
},
{
"p": 0.10239573568105698,
"m": 0.8720186352729797
},
{
"p": 0.07703211903572083,
"m": 0.9802589416503906
},
{
"p": 0.05423809960484505,
"m": 0.9701206684112549
},
{
"p": 0.09398537874221802,
"m": 1.0
},
{
"p": 0.1480771154165268,
"m": 0.5
},
{
"p": 0.0007101095980033278,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.5539062023162842,
"val_loss": 0.8513319492340088,
"acc": 71.8,
"time": 375.0438099030871,
"param": [
{
"p": 0.10496655851602554,
"m": 0.5
},
{
"p": 0.011761710047721863,
"m": 0.5
},
{
"p": 0.0995413064956665,
"m": 0.5
},
{
"p": 0.05891363322734833,
"m": 0.9189227223396301
},
{
"p": 0.05940629541873932,
"m": 0.4735160171985626
},
{
"p": 0.03486087918281555,
"m": 0.5609768629074097
},
{
"p": 0.09417623281478882,
"m": 1.0
},
{
"p": 0.09714061766862869,
"m": 0.7727003693580627
},
{
"p": 0.0795462355017662,
"m": 0.968346893787384
},
{
"p": 0.07987918704748154,
"m": 0.9815090298652649
},
{
"p": 0.03365470468997955,
"m": 0.9804538488388062
},
{
"p": 0.11327358335256577,
"m": 1.0
},
{
"p": 0.11407758295536041,
"m": 0.5
},
{
"p": 0.018801508471369743,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.539711356163025,
"val_loss": 0.8400273323059082,
"acc": 71.53,
"time": 377.2999526610365,
"param": [
{
"p": 0.09089686721563339,
"m": 0.5
},
{
"p": 0.003390635596588254,
"m": 0.5
},
{
"p": 0.11208049207925797,
"m": 0.5
},
{
"p": 0.0878312811255455,
"m": 1.0
},
{
"p": 0.03561150282621384,
"m": 0.588977038860321
},
{
"p": 0.004488477483391762,
"m": 0.7325844764709473
},
{
"p": 0.06284109503030777,
"m": 0.9959914684295654
},
{
"p": 0.0763084888458252,
"m": 0.8457086086273193
},
{
"p": 0.11623983085155487,
"m": 0.8874018788337708
},
{
"p": 0.08531910926103592,
"m": 1.0
},
{
"p": 0.10889113694429398,
"m": 0.9597031474113464
},
{
"p": 0.12513284385204315,
"m": 1.0
},
{
"p": 0.08971215039491653,
"m": 0.5
},
{
"p": 0.001256142626516521,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.7754868268966675,
"val_loss": 0.8827512264251709,
"acc": 70.89,
"time": 372.0465850670589,
"param": [
{
"p": 0.12161272019147873,
"m": 0.5
},
{
"p": 0.008479427546262741,
"m": 0.5
},
{
"p": 0.09192030131816864,
"m": 0.5
},
{
"p": 0.078278549015522,
"m": 1.0
},
{
"p": 0.04158993065357208,
"m": 0.5677108764648438
},
{
"p": 0.015666697174310684,
"m": 0.8194520473480225
},
{
"p": 0.08879179507493973,
"m": 0.9984037280082703
},
{
"p": 0.07611322402954102,
"m": 0.7893880009651184
},
{
"p": 0.08617604523897171,
"m": 0.979560375213623
},
{
"p": 0.0863715186715126,
"m": 0.9805000424385071
},
{
"p": 0.08000302314758301,
"m": 0.8982551693916321
},
{
"p": 0.08640556782484055,
"m": 1.0
},
{
"p": 0.10497429966926575,
"m": 0.5
},
{
"p": 0.03361688554286957,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 2.1242871284484863,
"val_loss": 0.8094947934150696,
"acc": 70.52,
"time": 378.02623485203367,
"param": [
{
"p": 0.11277272552251816,
"m": 0.5
},
{
"p": 0.020427918061614037,
"m": 0.5
},
{
"p": 0.0902794748544693,
"m": 0.5
},
{
"p": 0.09279029816389084,
"m": 0.9832492470741272
},
{
"p": 0.0506146065890789,
"m": 0.46236225962638855
},
{
"p": 0.041686419397592545,
"m": 0.6902043223381042
},
{
"p": 0.09151485562324524,
"m": 0.8988716006278992
},
{
"p": 0.032778412103652954,
"m": 0.767155110836029
},
{
"p": 0.08181930333375931,
"m": 0.9242674112319946
},
{
"p": 0.0832885280251503,
"m": 0.931644856929779
},
{
"p": 0.06886226683855057,
"m": 0.8866795301437378
},
{
"p": 0.10680653899908066,
"m": 1.0
},
{
"p": 0.1166292130947113,
"m": 0.5
},
{
"p": 0.009729492478072643,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.526590347290039,
"val_loss": 0.7279156446456909,
"acc": 71.39,
"time": 372.9798237939831,
"param": [
{
"p": 0.11312419176101685,
"m": 0.5
},
{
"p": 0.01930147409439087,
"m": 0.5
},
{
"p": 0.11522974073886871,
"m": 0.5
},
{
"p": 0.07156354188919067,
"m": 0.9821431040763855
},
{
"p": 0.06955023109912872,
"m": 0.5579624176025391
},
{
"p": 0.021029653027653694,
"m": 0.759251058101654
},
{
"p": 0.08178823441267014,
"m": 0.851133406162262
},
{
"p": 0.09573860466480255,
"m": 0.7192773222923279
},
{
"p": 0.02703656442463398,
"m": 0.8423558473587036
},
{
"p": 0.0774967223405838,
"m": 0.9984286427497864
},
{
"p": 0.09503696113824844,
"m": 0.9192834496498108
},
{
"p": 0.10753847658634186,
"m": 1.0
},
{
"p": 0.10487189143896103,
"m": 0.5
},
{
"p": 0.0006936411373317242,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.4838814735412598,
"val_loss": 0.7065352201461792,
"acc": 72.01,
"time": 370.4903484900715,
"param": [
{
"p": 0.09444060176610947,
"m": 0.5
},
{
"p": 0.0007000615587458014,
"m": 0.5
},
{
"p": 0.10782675445079803,
"m": 0.5
},
{
"p": 0.0769672766327858,
"m": 0.8514167070388794
},
{
"p": 0.07521937042474747,
"m": 0.45583051443099976
},
{
"p": 0.03963111340999603,
"m": 0.7012466788291931
},
{
"p": 0.06745655089616776,
"m": 0.882949948310852
},
{
"p": 0.08754632622003555,
"m": 0.7252975106239319
},
{
"p": 0.08389163017272949,
"m": 0.920228898525238
},
{
"p": 0.08050035685300827,
"m": 1.0
},
{
"p": 0.0911649689078331,
"m": 0.9874888062477112
},
{
"p": 0.09377601742744446,
"m": 1.0
},
{
"p": 0.10017888993024826,
"m": 0.5
},
{
"p": 0.0007000615587458014,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.63918936252594,
"val_loss": 0.7700645923614502,
"acc": 71.65,
"time": 373.2855125879869,
"param": [
{
"p": 0.10807714611291885,
"m": 0.5
},
{
"p": 0.015231247991323471,
"m": 0.5
},
{
"p": 0.10077092796564102,
"m": 0.5
},
{
"p": 0.06060235947370529,
"m": 0.9855303168296814
},
{
"p": 0.06989029049873352,
"m": 0.4718809425830841
},
{
"p": 0.00461063114926219,
"m": 0.7081039547920227
},
{
"p": 0.07541092485189438,
"m": 0.9213327765464783
},
{
"p": 0.09352394193410873,
"m": 0.8618435859680176
},
{
"p": 0.07177270948886871,
"m": 0.8984782695770264
},
{
"p": 0.07324328273534775,
"m": 1.0
},
{
"p": 0.0701398029923439,
"m": 1.0
},
{
"p": 0.10339570790529251,
"m": 1.0
},
{
"p": 0.11690622568130493,
"m": 0.5
},
{
"p": 0.03642472252249718,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.7089564800262451,
"val_loss": 0.8699829578399658,
"acc": 71.81,
"time": 397.56399500602856,
"param": [
{
"p": 0.09272719919681549,
"m": 0.5
},
{
"p": 0.011568284593522549,
"m": 0.5
},
{
"p": 0.1063823327422142,
"m": 0.5
},
{
"p": 0.07259265333414078,
"m": 1.0
},
{
"p": 0.029135718941688538,
"m": 0.4758319556713104
},
{
"p": 0.043570857495069504,
"m": 0.706868588924408
},
{
"p": 0.09135866910219193,
"m": 0.9525047540664673
},
{
"p": 0.10523168742656708,
"m": 1.0
},
{
"p": 0.07494527846574783,
"m": 0.9527189135551453
},
{
"p": 0.08291492611169815,
"m": 0.9984517097473145
},
{
"p": 0.10288206487894058,
"m": 0.9804764986038208
},
{
"p": 0.09071913361549377,
"m": 1.0
},
{
"p": 0.0952804759144783,
"m": 0.5
},
{
"p": 0.00069065997377038,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.618393898010254,
"val_loss": 0.8797634243965149,
"acc": 71.13,
"time": 397.79132574796677,
"param": [
{
"p": 0.12919484078884125,
"m": 0.5
},
{
"p": 0.0162410419434309,
"m": 0.5
},
{
"p": 0.07780744135379791,
"m": 0.5
},
{
"p": 0.08865199983119965,
"m": 0.9479890465736389
},
{
"p": 0.047600749880075455,
"m": 0.46754220128059387
},
{
"p": 0.058704156428575516,
"m": 0.68634432554245
},
{
"p": 0.052604224532842636,
"m": 0.9970395565032959
},
{
"p": 0.05022227019071579,
"m": 0.8566098213195801
},
{
"p": 0.08575767278671265,
"m": 0.9966759085655212
},
{
"p": 0.10623214393854141,
"m": 1.0
},
{
"p": 0.08141298592090607,
"m": 1.0
},
{
"p": 0.09768148511648178,
"m": 1.0
},
{
"p": 0.10718083381652832,
"m": 0.5
},
{
"p": 0.0007081479416228831,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.5643709897994995,
"val_loss": 0.8194625377655029,
"acc": 70.29,
"time": 386.77892564900685,
"param": [
{
"p": 0.12409254163503647,
"m": 0.5
},
{
"p": 0.0007164155249483883,
"m": 0.5
},
{
"p": 0.11409640312194824,
"m": 0.5
},
{
"p": 0.05499573051929474,
"m": 0.9958441257476807
},
{
"p": 0.052789509296417236,
"m": 0.5634795427322388
},
{
"p": 0.06357568502426147,
"m": 0.6988694667816162
},
{
"p": 0.08219203352928162,
"m": 0.940918505191803
},
{
"p": 0.07851254194974899,
"m": 0.9117490649223328
},
{
"p": 0.07800270617008209,
"m": 0.9779982566833496
},
{
"p": 0.08260583132505417,
"m": 0.9944183826446533
},
{
"p": 0.07564854621887207,
"m": 0.9918692111968994
},
{
"p": 0.09969720244407654,
"m": 1.0
},
{
"p": 0.09235836565494537,
"m": 0.5
},
{
"p": 0.0007164155249483883,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.782289981842041,
"val_loss": 0.8024787902832031,
"acc": 71.54,
"time": 384.0121597700054,
"param": [
{
"p": 0.09084469079971313,
"m": 0.5
},
{
"p": 0.023384911939501762,
"m": 0.5
},
{
"p": 0.0854189321398735,
"m": 0.5
},
{
"p": 0.07679274678230286,
"m": 1.0
},
{
"p": 0.028340451419353485,
"m": 0.6606883406639099
},
{
"p": 0.08268792927265167,
"m": 0.4893796443939209
},
{
"p": 0.10378672927618027,
"m": 1.0
},
{
"p": 0.07984638959169388,
"m": 0.8379611372947693
},
{
"p": 0.06667158752679825,
"m": 0.9527556300163269
},
{
"p": 0.07003162056207657,
"m": 0.9830256700515747
},
{
"p": 0.08904062956571579,
"m": 0.9738243818283081
},
{
"p": 0.11369359493255615,
"m": 1.0
},
{
"p": 0.08317656815052032,
"m": 0.5
},
{
"p": 0.006283237133175135,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.624467134475708,
"val_loss": 0.7501132488250732,
"acc": 72.18,
"time": 379.2091349369148,
"param": [
{
"p": 0.11624553054571152,
"m": 0.5
},
{
"p": 0.01374274305999279,
"m": 0.5
},
{
"p": 0.08978542685508728,
"m": 0.5
},
{
"p": 0.08174041658639908,
"m": 0.9737234711647034
},
{
"p": 0.04920647293329239,
"m": 0.6160893440246582
},
{
"p": 0.0622662790119648,
"m": 0.3236083984375
},
{
"p": 0.07198628038167953,
"m": 0.9209244251251221
},
{
"p": 0.06192702054977417,
"m": 0.9956963062286377
},
{
"p": 0.08645762503147125,
"m": 0.991260826587677
},
{
"p": 0.055270966142416,
"m": 0.9982481002807617
},
{
"p": 0.08191448450088501,
"m": 0.8516935706138611
},
{
"p": 0.13935518264770508,
"m": 1.0
},
{
"p": 0.08940266072750092,
"m": 0.5
},
{
"p": 0.0006988810491748154,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.6402719020843506,
"val_loss": 0.8091863393783569,
"acc": 71.6,
"time": 375.5609291710425,
"param": [
{
"p": 0.0896480455994606,
"m": 0.5
},
{
"p": 0.006980759557336569,
"m": 0.5
},
{
"p": 0.1035914421081543,
"m": 0.5
},
{
"p": 0.06197991594672203,
"m": 0.9994477033615112
},
{
"p": 0.08000994473695755,
"m": 0.5248180627822876
},
{
"p": 0.05685310438275337,
"m": 0.34883245825767517
},
{
"p": 0.06480556726455688,
"m": 0.9397196769714355
},
{
"p": 0.08594154566526413,
"m": 0.9206035137176514
},
{
"p": 0.08481192588806152,
"m": 0.975998044013977
},
{
"p": 0.06938101351261139,
"m": 0.9941303133964539
},
{
"p": 0.08650156110525131,
"m": 0.8309661149978638
},
{
"p": 0.07788882404565811,
"m": 1.0
},
{
"p": 0.11289860308170319,
"m": 0.5
},
{
"p": 0.01870773360133171,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.691603660583496,
"val_loss": 0.8382269740104675,
"acc": 71.55,
"time": 391.3160701909801,
"param": [
{
"p": 0.09792026877403259,
"m": 0.5
},
{
"p": 0.014520525932312012,
"m": 0.5
},
{
"p": 0.06732330471277237,
"m": 0.5
},
{
"p": 0.05804356560111046,
"m": 0.959280252456665
},
{
"p": 0.061231888830661774,
"m": 0.556328296661377
},
{
"p": 0.05952145531773567,
"m": 0.37190359830856323
},
{
"p": 0.08940384536981583,
"m": 0.9563030004501343
},
{
"p": 0.08321582525968552,
"m": 0.9825488924980164
},
{
"p": 0.08874895423650742,
"m": 0.9823064208030701
},
{
"p": 0.07565553486347198,
"m": 0.9965751767158508
},
{
"p": 0.08699972182512283,
"m": 0.9459524154663086
},
{
"p": 0.09555578231811523,
"m": 1.0
},
{
"p": 0.10234630852937698,
"m": 0.5
},
{
"p": 0.01951301097869873,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.8079419136047363,
"val_loss": 0.8871581554412842,
"acc": 71.87,
"time": 382.76211180898827,
"param": [
{
"p": 0.09880130738019943,
"m": 0.5
},
{
"p": 0.013479188084602356,
"m": 0.5
},
{
"p": 0.08851345628499985,
"m": 0.5
},
{
"p": 0.07510055601596832,
"m": 0.9269014000892639
},
{
"p": 0.0465053990483284,
"m": 0.4497021436691284
},
{
"p": 0.03915627673268318,
"m": 0.6749743223190308
},
{
"p": 0.11275723576545715,
"m": 1.0
},
{
"p": 0.08960624784231186,
"m": 0.9634431004524231
},
{
"p": 0.08069858700037003,
"m": 1.0
},
{
"p": 0.06622740626335144,
"m": 0.9084238409996033
},
{
"p": 0.0900615006685257,
"m": 0.9949580430984497
},
{
"p": 0.07674422860145569,
"m": 1.0
},
{
"p": 0.09529129415750504,
"m": 0.5
},
{
"p": 0.027057282626628876,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.5777018070220947,
"val_loss": 0.8170121312141418,
"acc": 71.36,
"time": 380.7409829880344,
"param": [
{
"p": 0.13763822615146637,
"m": 0.5
},
{
"p": 0.018021706491708755,
"m": 0.5
},
{
"p": 0.11524301767349243,
"m": 0.5
},
{
"p": 0.07026180624961853,
"m": 0.938209056854248
},
{
"p": 0.030097132548689842,
"m": 0.5925945043563843
},
{
"p": 0.04435392841696739,
"m": 0.6890726089477539
},
{
"p": 0.09566810727119446,
"m": 0.9493370056152344
},
{
"p": 0.08465885370969772,
"m": 0.9976795315742493
},
{
"p": 0.053111299872398376,
"m": 0.9494002461433411
},
{
"p": 0.06657066941261292,
"m": 0.9107265472412109
},
{
"p": 0.052914950996637344,
"m": 0.9021585583686829
},
{
"p": 0.09277702122926712,
"m": 1.0
},
{
"p": 0.1379796415567398,
"m": 0.5
},
{
"p": 0.000703573867212981,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.959060549736023,
"val_loss": 0.8257707357406616,
"acc": 70.47,
"time": 392.11706582596526,
"param": [
{
"p": 0.09689073264598846,
"m": 0.5
},
{
"p": 0.04200752079486847,
"m": 0.5
},
{
"p": 0.12051452696323395,
"m": 0.5
},
{
"p": 0.0676058828830719,
"m": 0.9008442759513855
},
{
"p": 0.028143150731921196,
"m": 0.5655801892280579
},
{
"p": 0.06138830631971359,
"m": 0.5793217420578003
},
{
"p": 0.07358995079994202,
"m": 0.9999259114265442
},
{
"p": 0.07279056310653687,
"m": 0.9340372085571289
},
{
"p": 0.08068383485078812,
"m": 0.9278115034103394
},
{
"p": 0.07727260142564774,
"m": 0.9816886186599731
},
{
"p": 0.07282688468694687,
"m": 0.8711933493614197
},
{
"p": 0.07446890324354172,
"m": 1.0
},
{
"p": 0.10824135690927505,
"m": 0.5
},
{
"p": 0.02357569709420204,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.5702258348464966,
"val_loss": 0.7174814343452454,
"acc": 72.97,
"time": 380.08445210393984,
"param": [
{
"p": 0.08549869805574417,
"m": 0.5
},
{
"p": 0.0028744542505592108,
"m": 0.5
},
{
"p": 0.09721599519252777,
"m": 0.5
},
{
"p": 0.08566919714212418,
"m": 0.8883769512176514
},
{
"p": 0.06818483024835587,
"m": 0.44850626587867737
},
{
"p": 0.03827032446861267,
"m": 0.7150423526763916
},
{
"p": 0.08877501636743546,
"m": 1.0
},
{
"p": 0.08435875922441483,
"m": 0.8591780662536621
},
{
"p": 0.09037508815526962,
"m": 0.9587193727493286
},
{
"p": 0.09186992794275284,
"m": 0.931852400302887
},
{
"p": 0.07870204746723175,
"m": 0.844135046005249
},
{
"p": 0.08135660737752914,
"m": 0.9982574582099915
},
{
"p": 0.10285448282957077,
"m": 0.5
},
{
"p": 0.003994664177298546,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.6937698125839233,
"val_loss": 0.9096598625183105,
"acc": 72.76,
"time": 384.1518385129748,
"param": [
{
"p": 0.10053107887506485,
"m": 0.5
},
{
"p": 0.004247508943080902,
"m": 0.5
},
{
"p": 0.06494488567113876,
"m": 0.5
},
{
"p": 0.06371297687292099,
"m": 1.0
},
{
"p": 0.0486270971596241,
"m": 0.49042513966560364
},
{
"p": 0.023716779425740242,
"m": 0.6755995154380798
},
{
"p": 0.10304373502731323,
"m": 1.0
},
{
"p": 0.08116770535707474,
"m": 0.8333051800727844
},
{
"p": 0.08250575512647629,
"m": 0.9705925583839417
},
{
"p": 0.06346074491739273,
"m": 0.9340270757675171
},
{
"p": 0.09924545884132385,
"m": 0.8139572739601135
},
{
"p": 0.13108715415000916,
"m": 1.0
},
{
"p": 0.10831290483474731,
"m": 0.5
},
{
"p": 0.02539614588022232,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.737335205078125,
"val_loss": 0.8138582110404968,
"acc": 72.26,
"time": 393.954293491086,
"param": [
{
"p": 0.09779752045869827,
"m": 0.5
},
{
"p": 0.023577505722641945,
"m": 0.5
},
{
"p": 0.0988665521144867,
"m": 0.5
},
{
"p": 0.07156215608119965,
"m": 0.9693460464477539
},
{
"p": 0.05357241630554199,
"m": 0.651221513748169
},
{
"p": 0.04115867242217064,
"m": 0.7982046008110046
},
{
"p": 0.0898992195725441,
"m": 1.0
},
{
"p": 0.09690269827842712,
"m": 0.907597005367279
},
{
"p": 0.09311152249574661,
"m": 0.9915960431098938
},
{
"p": 0.0882817804813385,
"m": 0.9988015294075012
},
{
"p": 0.06357716023921967,
"m": 0.9999402761459351
},
{
"p": 0.09898991137742996,
"m": 1.0
},
{
"p": 0.07558122277259827,
"m": 0.5
},
{
"p": 0.007121758069843054,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.802638053894043,
"val_loss": 0.7728731632232666,
"acc": 71.68,
"time": 382.51900657406077,
"param": [
{
"p": 0.09989389032125473,
"m": 0.5
},
{
"p": 0.004433694761246443,
"m": 0.5
},
{
"p": 0.1016077920794487,
"m": 0.5
},
{
"p": 0.08157941699028015,
"m": 0.9884480834007263
},
{
"p": 0.00987936370074749,
"m": 0.6236811876296997
},
{
"p": 0.0007023885264061391,
"m": 0.9940226674079895
},
{
"p": 0.08486846834421158,
"m": 0.9836841225624084
},
{
"p": 0.09281926602125168,
"m": 0.8532814383506775
},
{
"p": 0.09470060467720032,
"m": 0.9996066093444824
},
{
"p": 0.07536342740058899,
"m": 1.0
},
{
"p": 0.08208413422107697,
"m": 0.9947489500045776
},
{
"p": 0.12070989608764648,
"m": 1.0
},
{
"p": 0.14771166443824768,
"m": 0.5
},
{
"p": 0.003645960707217455,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.6071856021881104,
"val_loss": 0.8390072584152222,
"acc": 71.43,
"time": 379.77119222295005,
"param": [
{
"p": 0.08848310261964798,
"m": 0.5
},
{
"p": 0.01318290550261736,
"m": 0.5
},
{
"p": 0.09411916136741638,
"m": 0.5
},
{
"p": 0.07985785603523254,
"m": 0.8233661651611328
},
{
"p": 0.032978352159261703,
"m": 0.7240197658538818
},
{
"p": 0.03628569096326828,
"m": 1.0
},
{
"p": 0.10557274520397186,
"m": 1.0
},
{
"p": 0.08462298661470413,
"m": 0.902584969997406
},
{
"p": 0.09213504940271378,
"m": 1.0
},
{
"p": 0.09367551654577255,
"m": 1.0
},
{
"p": 0.062131617218256,
"m": 1.0
},
{
"p": 0.0858347937464714,
"m": 1.0
},
{
"p": 0.11680179834365845,
"m": 0.5
},
{
"p": 0.014318390749394894,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.959245204925537,
"val_loss": 0.8801721334457397,
"acc": 72.15,
"time": 382.5388129010098,
"param": [
{
"p": 0.1311952769756317,
"m": 0.5
},
{
"p": 0.0215346310287714,
"m": 0.5
},
{
"p": 0.078126922249794,
"m": 0.5
},
{
"p": 0.06279108673334122,
"m": 0.8853585720062256
},
{
"p": 0.05705242604017258,
"m": 0.7545492053031921
},
{
"p": 0.026286955922842026,
"m": 1.0
},
{
"p": 0.08394505083560944,
"m": 1.0
},
{
"p": 0.0821893960237503,
"m": 0.9030871391296387
},
{
"p": 0.08818653970956802,
"m": 0.9428370594978333
},
{
"p": 0.07894743233919144,
"m": 1.0
},
{
"p": 0.060815516859292984,
"m": 0.935736358165741
},
{
"p": 0.1165897473692894,
"m": 1.0
},
{
"p": 0.07574974745512009,
"m": 0.5
},
{
"p": 0.03658924624323845,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.453787088394165,
"val_loss": 0.7772877812385559,
"acc": 72.36,
"time": 372.22339023905806,
"param": [
{
"p": 0.15377147495746613,
"m": 0.5
},
{
"p": 0.018982846289873123,
"m": 0.5
},
{
"p": 0.08725496381521225,
"m": 0.5
},
{
"p": 0.0789908692240715,
"m": 0.9072747826576233
},
{
"p": 0.0007009393884800375,
"m": 0.7480798363685608
},
{
"p": 0.02013453282415867,
"m": 0.9626697301864624
},
{
"p": 0.0485815554857254,
"m": 0.9906691908836365
},
{
"p": 0.09251980483531952,
"m": 0.8178053498268127
},
{
"p": 0.07947791367769241,
"m": 0.922099769115448
},
{
"p": 0.10064052045345306,
"m": 0.9971614480018616
},
{
"p": 0.043580953031778336,
"m": 0.9741453528404236
},
{
"p": 0.13305656611919403,
"m": 1.0
},
{
"p": 0.11365057528018951,
"m": 0.5
},
{
"p": 0.02865644171833992,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.762320876121521,
"val_loss": 0.7404414415359497,
"acc": 71.53,
"time": 376.797931783949,
"param": [
{
"p": 0.13893625140190125,
"m": 0.5
},
{
"p": 0.044594209641218185,
"m": 0.5
},
{
"p": 0.10917438566684723,
"m": 0.5
},
{
"p": 0.04126670956611633,
"m": 1.0
},
{
"p": 0.03879093378782272,
"m": 0.6764447093009949
},
{
"p": 0.018991313874721527,
"m": 0.9570392370223999
},
{
"p": 0.07497656345367432,
"m": 0.9732284545898438
},
{
"p": 0.09307842701673508,
"m": 0.9435385465621948
},
{
"p": 0.09307080507278442,
"m": 0.8798116445541382
},
{
"p": 0.07258238643407822,
"m": 0.9746835231781006
},
{
"p": 0.06995044648647308,
"m": 0.9481340050697327
},
{
"p": 0.08894700556993484,
"m": 1.0
},
{
"p": 0.09244558960199356,
"m": 0.5
},
{
"p": 0.023194869980216026,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.6243513822555542,
"val_loss": 0.8788049221038818,
"acc": 70.32,
"time": 419.59221334790345,
"param": [
{
"p": 0.0702892616391182,
"m": 0.5
},
{
"p": 0.02172505110502243,
"m": 0.5
},
{
"p": 0.07699915021657944,
"m": 0.5
},
{
"p": 0.070218525826931,
"m": 1.0
},
{
"p": 0.05538210645318031,
"m": 0.7017583847045898
},
{
"p": 0.017185384407639503,
"m": 1.0
},
{
"p": 0.0926179364323616,
"m": 1.0
},
{
"p": 0.07403521984815598,
"m": 0.9535752534866333
},
{
"p": 0.07269492745399475,
"m": 0.7936549186706543
},
{
"p": 0.09564021974802017,
"m": 0.9988347291946411
},
{
"p": 0.08741287142038345,
"m": 1.0
},
{
"p": 0.11931749433279037,
"m": 0.9994173049926758
},
{
"p": 0.12205527722835541,
"m": 0.5
},
{
"p": 0.02442665584385395,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.743011236190796,
"val_loss": 0.8516347408294678,
"acc": 71.93,
"time": 402.4059526710771,
"param": [
{
"p": 0.09216302633285522,
"m": 0.5
},
{
"p": 0.011874517425894737,
"m": 0.5
},
{
"p": 0.08282791078090668,
"m": 0.5
},
{
"p": 0.07864110171794891,
"m": 0.9922305941581726
},
{
"p": 0.05273065343499184,
"m": 0.7440722584724426
},
{
"p": 0.04168788716197014,
"m": 0.8979711532592773
},
{
"p": 0.08241169154644012,
"m": 1.0
},
{
"p": 0.08293792605400085,
"m": 1.0
},
{
"p": 0.070356085896492,
"m": 0.84834223985672
},
{
"p": 0.07234163582324982,
"m": 1.0
},
{
"p": 0.07847471535205841,
"m": 0.9886619448661804
},
{
"p": 0.1274186223745346,
"m": 1.0
},
{
"p": 0.09753163903951645,
"m": 0.5
},
{
"p": 0.028602659702301025,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 2.0269951820373535,
"val_loss": 0.7614595293998718,
"acc": 73.02,
"time": 389.7367089060135,
"param": [
{
"p": 0.09448225051164627,
"m": 0.5
},
{
"p": 0.028759589418768883,
"m": 0.5
},
{
"p": 0.09642988443374634,
"m": 0.5
},
{
"p": 0.08300288766622543,
"m": 1.0
},
{
"p": 0.05804479867219925,
"m": 0.7565636038780212
},
{
"p": 0.05781344324350357,
"m": 0.8410295844078064
},
{
"p": 0.0734616369009018,
"m": 1.0
},
{
"p": 0.09422756731510162,
"m": 1.0
},
{
"p": 0.06000663340091705,
"m": 0.8960515856742859
},
{
"p": 0.0889534130692482,
"m": 1.0
},
{
"p": 0.05825285241007805,
"m": 0.9646538496017456
},
{
"p": 0.0877794623374939,
"m": 1.0
},
{
"p": 0.10900887101888657,
"m": 0.5
},
{
"p": 0.009776829741895199,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 1.7680474519729614,
"val_loss": 0.802564799785614,
"acc": 71.43,
"time": 384.76151382899843,
"param": [
{
"p": 0.10798010975122452,
"m": 0.5
},
{
"p": 0.03248032182455063,
"m": 0.5
},
{
"p": 0.09465567767620087,
"m": 0.5
},
{
"p": 0.056985631585121155,
"m": 0.9852408766746521
},
{
"p": 0.03695644438266754,
"m": 0.7782712578773499
},
{
"p": 0.02250022068619728,
"m": 0.8407419323921204
},
{
"p": 0.07725837826728821,
"m": 0.9097805023193359
},
{
"p": 0.07812337577342987,
"m": 0.9817602634429932
},
{
"p": 0.0850878357887268,
"m": 1.0
},
{
"p": 0.0947764441370964,
"m": 1.0
},
{
"p": 0.08773135393857956,
"m": 0.9997856020927429
},
{
"p": 0.10850722342729568,
"m": 1.0
},
{
"p": 0.0877416729927063,
"m": 0.5
},
{
"p": 0.02921517752110958,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.5228651762008667,
"val_loss": 0.8201677799224854,
"acc": 72.88,
"time": 357.1956503209658,
"param": [
{
"p": 0.11178924888372421,
"m": 0.5
},
{
"p": 0.0007107407436706126,
"m": 0.5
},
{
"p": 0.0652599185705185,
"m": 0.5
},
{
"p": 0.06817010045051575,
"m": 0.9533616304397583
},
{
"p": 0.05782855674624443,
"m": 0.7602377533912659
},
{
"p": 0.0007107407436706126,
"m": 0.8462276458740234
},
{
"p": 0.09575458616018295,
"m": 0.9823886752128601
},
{
"p": 0.09393319487571716,
"m": 0.9519492983818054
},
{
"p": 0.11053977161645889,
"m": 0.9052219390869141
},
{
"p": 0.10489369183778763,
"m": 1.0
},
{
"p": 0.04417695477604866,
"m": 0.9531616568565369
},
{
"p": 0.09764570742845535,
"m": 1.0
},
{
"p": 0.1327364146709442,
"m": 0.5
},
{
"p": 0.015850365161895752,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 2.149822950363159,
"val_loss": 0.7491363883018494,
"acc": 72.81,
"time": 364.37471030198503,
"param": [
{
"p": 0.10668638348579407,
"m": 0.5
},
{
"p": 0.005158858373761177,
"m": 0.5
},
{
"p": 0.11633427441120148,
"m": 0.5
},
{
"p": 0.0582929290831089,
"m": 0.9991030097007751
},
{
"p": 0.006282191723585129,
"m": 0.6884710788726807
},
{
"p": 0.04676336050033569,
"m": 0.6919992566108704
},
{
"p": 0.09701056033372879,
"m": 0.9959765076637268
},
{
"p": 0.0782555490732193,
"m": 1.0
},
{
"p": 0.062081802636384964,
"m": 0.8573009371757507
},
{
"p": 0.12395268678665161,
"m": 0.9587352871894836
},
{
"p": 0.08648378401994705,
"m": 0.8684002757072449
},
{
"p": 0.11975257843732834,
"m": 1.0
},
{
"p": 0.08776506036520004,
"m": 0.5
},
{
"p": 0.005179953761398792,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.6365747451782227,
"val_loss": 0.9325225353240967,
"acc": 71.13,
"time": 365.9263834549347,
"param": [
{
"p": 0.12091367691755295,
"m": 0.5
},
{
"p": 0.05673366039991379,
"m": 0.5
},
{
"p": 0.10992904007434845,
"m": 0.5
},
{
"p": 0.06761582940816879,
"m": 0.9682337641716003
},
{
"p": 0.04406978562474251,
"m": 0.7528217434883118
},
{
"p": 0.0007173302001319826,
"m": 0.6593011617660522
},
{
"p": 0.07184415310621262,
"m": 0.9989258050918579
},
{
"p": 0.07392096519470215,
"m": 1.0
},
{
"p": 0.06980625540018082,
"m": 0.9838125109672546
},
{
"p": 0.07327668368816376,
"m": 0.9389687776565552
},
{
"p": 0.0870354026556015,
"m": 0.9432538151741028
},
{
"p": 0.09134721755981445,
"m": 1.0
},
{
"p": 0.12126602232456207,
"m": 0.5
},
{
"p": 0.011524035595357418,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 1.5826531648635864,
"val_loss": 0.8218196630477905,
"acc": 73.33,
"time": 374.95813543803524,
"param": [
{
"p": 0.13169391453266144,
"m": 0.5
},
{
"p": 0.0007004500366747379,
"m": 0.5
},
{
"p": 0.11994338035583496,
"m": 0.5
},
{
"p": 0.09557343274354935,
"m": 0.9903761148452759
},
{
"p": 0.03350687026977539,
"m": 0.5676079392433167
},
{
"p": 0.03666936978697777,
"m": 0.48474252223968506
},
{
"p": 0.06355682015419006,
"m": 0.9666872620582581
},
{
"p": 0.0907621830701828,
"m": 0.9707762002944946
},
{
"p": 0.07250536233186722,
"m": 0.9158130288124084
},
{
"p": 0.10121110826730728,
"m": 0.9944172501564026
},
{
"p": 0.08442836254835129,
"m": 0.8384144306182861
},
{
"p": 0.05353197082877159,
"m": 1.0
},
{
"p": 0.0914919376373291,
"m": 0.5
},
{
"p": 0.024424759671092033,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.7113145589828491,
"val_loss": 0.5824373364448547,
"acc": 72.71,
"time": 372.99254497908987,
"param": [
{
"p": 0.10740599781274796,
"m": 0.5
},
{
"p": 0.01703506149351597,
"m": 0.5
},
{
"p": 0.08963463455438614,
"m": 0.5
},
{
"p": 0.08479846268892288,
"m": 0.9348176717758179
},
{
"p": 0.06157403066754341,
"m": 0.5078977346420288
},
{
"p": 0.030927075073122978,
"m": 0.3477838337421417
},
{
"p": 0.08677185326814651,
"m": 0.9962483048439026
},
{
"p": 0.06658662110567093,
"m": 0.973965048789978
},
{
"p": 0.06134519726037979,
"m": 0.8925033211708069
},
{
"p": 0.060811690986156464,
"m": 0.9859266877174377
},
{
"p": 0.09382394701242447,
"m": 0.9467315673828125
},
{
"p": 0.12146443128585815,
"m": 1.0
},
{
"p": 0.10651005059480667,
"m": 0.5
},
{
"p": 0.011310972273349762,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.7899259328842163,
"val_loss": 0.7724448442459106,
"acc": 72.03,
"time": 384.971635797061,
"param": [
{
"p": 0.08951057493686676,
"m": 0.5
},
{
"p": 0.03996207192540169,
"m": 0.5
},
{
"p": 0.120512455701828,
"m": 0.5
},
{
"p": 0.05264286324381828,
"m": 0.8203340172767639
},
{
"p": 0.05440855771303177,
"m": 0.5519441366195679
},
{
"p": 0.04829991236329079,
"m": 0.263105571269989
},
{
"p": 0.10457281023263931,
"m": 0.9980679154396057
},
{
"p": 0.07719854265451431,
"m": 1.0
},
{
"p": 0.0639505535364151,
"m": 0.9313239455223083
},
{
"p": 0.0773220807313919,
"m": 1.0
},
{
"p": 0.06557681411504745,
"m": 0.8922824859619141
},
{
"p": 0.08085509389638901,
"m": 0.995404064655304
},
{
"p": 0.09893570840358734,
"m": 0.5
},
{
"p": 0.0262519009411335,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.5784695148468018,
"val_loss": 0.7976816296577454,
"acc": 73.06,
"time": 387.06754762795754,
"param": [
{
"p": 0.07891664654016495,
"m": 0.5
},
{
"p": 0.013090725056827068,
"m": 0.5
},
{
"p": 0.09006019681692123,
"m": 0.5
},
{
"p": 0.06984405964612961,
"m": 0.9420078992843628
},
{
"p": 0.06703434884548187,
"m": 0.6330757737159729
},
{
"p": 0.039585623890161514,
"m": 0.26649239659309387
},
{
"p": 0.06177305430173874,
"m": 1.0
},
{
"p": 0.10341265052556992,
"m": 0.9218210577964783
},
{
"p": 0.08872142434120178,
"m": 1.0
},
{
"p": 0.0979587659239769,
"m": 0.9931222200393677
},
{
"p": 0.04884490370750427,
"m": 0.9643213152885437
},
{
"p": 0.09467916190624237,
"m": 1.0
},
{
"p": 0.11625421047210693,
"m": 0.5
},
{
"p": 0.029824331402778625,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.3512954711914062,
"val_loss": 0.806900143623352,
"acc": 71.98,
"time": 375.2831402999582,
"param": [
{
"p": 0.11260310560464859,
"m": 0.5
},
{
"p": 0.012003276497125626,
"m": 0.5
},
{
"p": 0.10415584594011307,
"m": 0.5
},
{
"p": 0.03645864874124527,
"m": 0.9471663236618042
},
{
"p": 0.05236278474330902,
"m": 0.5738800764083862
},
{
"p": 0.05020613223314285,
"m": 0.17007926106452942
},
{
"p": 0.09085999429225922,
"m": 0.9923511743545532
},
{
"p": 0.07207676768302917,
"m": 0.988365650177002
},
{
"p": 0.0716046616435051,
"m": 0.9416691064834595
},
{
"p": 0.10517536103725433,
"m": 0.9422712922096252
},
{
"p": 0.06621797382831573,
"m": 0.9005231857299805
},
{
"p": 0.08175528794527054,
"m": 1.0
},
{
"p": 0.11180900782346725,
"m": 0.5
},
{
"p": 0.03271104767918587,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.8436695337295532,
"val_loss": 0.7908523082733154,
"acc": 71.85,
"time": 379.5118198059499,
"param": [
{
"p": 0.09516244381666183,
"m": 0.5
},
{
"p": 0.037081025540828705,
"m": 0.5
},
{
"p": 0.09870761632919312,
"m": 0.5
},
{
"p": 0.05931386724114418,
"m": 0.9816452860832214
},
{
"p": 0.06706342101097107,
"m": 0.4830355942249298
},
{
"p": 0.06808967143297195,
"m": 0.17491795122623444
},
{
"p": 0.0762510746717453,
"m": 0.896828293800354
},
{
"p": 0.06932138651609421,
"m": 0.9659690260887146
},
{
"p": 0.05753043666481972,
"m": 0.8769190907478333
},
{
"p": 0.07845178246498108,
"m": 1.0
},
{
"p": 0.07135630398988724,
"m": 0.9823576211929321
},
{
"p": 0.07908373326063156,
"m": 1.0
},
{
"p": 0.10023337602615356,
"m": 0.5
},
{
"p": 0.04235390946269035,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.4574437141418457,
"val_loss": 0.7304908037185669,
"acc": 72.65,
"time": 389.4015228759963,
"param": [
{
"p": 0.08303730189800262,
"m": 0.5
},
{
"p": 0.013075198046863079,
"m": 0.5
},
{
"p": 0.08244621753692627,
"m": 0.5
},
{
"p": 0.09205851703882217,
"m": 0.8801965713500977
},
{
"p": 0.04960023611783981,
"m": 0.5502193570137024
},
{
"p": 0.05424356833100319,
"m": 0.13582342863082886
},
{
"p": 0.08800477534532547,
"m": 0.9936939477920532
},
{
"p": 0.08013910055160522,
"m": 0.9005520939826965
},
{
"p": 0.0826086699962616,
"m": 0.9483137130737305
},
{
"p": 0.07319200783967972,
"m": 0.9880305528640747
},
{
"p": 0.09903186559677124,
"m": 0.8039968013763428
},
{
"p": 0.08929672092199326,
"m": 1.0
},
{
"p": 0.09725072979927063,
"m": 0.5
},
{
"p": 0.016015203669667244,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.4008129835128784,
"val_loss": 0.717283308506012,
"acc": 73.07,
"time": 369.9576053969795,
"param": [
{
"p": 0.08419237285852432,
"m": 0.5
},
{
"p": 0.000672785216011107,
"m": 0.5
},
{
"p": 0.10852012783288956,
"m": 0.5
},
{
"p": 0.058427780866622925,
"m": 0.9294322729110718
},
{
"p": 0.05771712213754654,
"m": 0.7093334197998047
},
{
"p": 0.059879057109355927,
"m": 0.17646342515945435
},
{
"p": 0.06661905348300934,
"m": 0.9010915756225586
},
{
"p": 0.09898734837770462,
"m": 0.9153610467910767
},
{
"p": 0.06536106765270233,
"m": 0.9502642154693604
},
{
"p": 0.0865187793970108,
"m": 1.0
},
{
"p": 0.07881299406290054,
"m": 0.7491685748100281
},
{
"p": 0.08897756040096283,
"m": 1.0
},
{
"p": 0.11130359023809433,
"m": 0.5
},
{
"p": 0.03401031345129013,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.5603883266448975,
"val_loss": 0.817777156829834,
"acc": 72.38,
"time": 389.5412980809342,
"param": [
{
"p": 0.08175338059663773,
"m": 0.5
},
{
"p": 0.005892380606383085,
"m": 0.5
},
{
"p": 0.09667602926492691,
"m": 0.5
},
{
"p": 0.05687098577618599,
"m": 0.9516316652297974
},
{
"p": 0.04678722470998764,
"m": 0.5042012333869934
},
{
"p": 0.08005296438932419,
"m": 0.28885653614997864
},
{
"p": 0.0854310616850853,
"m": 0.8900640606880188
},
{
"p": 0.06407450884580612,
"m": 1.0
},
{
"p": 0.0812467560172081,
"m": 0.9806970357894897
},
{
"p": 0.07653779536485672,
"m": 0.9978494644165039
},
{
"p": 0.07969386130571365,
"m": 0.8211559057235718
},
{
"p": 0.1122729480266571,
"m": 1.0
},
{
"p": 0.09398504346609116,
"m": 0.5
},
{
"p": 0.03872496634721756,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.7587146759033203,
"val_loss": 0.8174694180488586,
"acc": 72.39,
"time": 385.5047773360275,
"param": [
{
"p": 0.08889717608690262,
"m": 0.5
},
{
"p": 0.013241480104625225,
"m": 0.5
},
{
"p": 0.0967181995511055,
"m": 0.5
},
{
"p": 0.04771732911467552,
"m": 0.8331891298294067
},
{
"p": 0.05726930499076843,
"m": 0.5374299883842468
},
{
"p": 0.06623394787311554,
"m": 0.4525946378707886
},
{
"p": 0.09186451137065887,
"m": 0.9657288789749146
},
{
"p": 0.04093335568904877,
"m": 0.997907817363739
},
{
"p": 0.10132472217082977,
"m": 0.9436195492744446
},
{
"p": 0.0838390588760376,
"m": 0.961484968662262
},
{
"p": 0.0851781815290451,
"m": 0.8835051655769348
},
{
"p": 0.1059950515627861,
"m": 1.0
},
{
"p": 0.0920230895280838,
"m": 0.5
},
{
"p": 0.028764624148607254,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.6196658611297607,
"val_loss": 0.7854955196380615,
"acc": 72.91,
"time": 355.6379089349648,
"param": [
{
"p": 0.12359177321195602,
"m": 0.5
},
{
"p": 0.036833394318819046,
"m": 0.5
},
{
"p": 0.10026566684246063,
"m": 0.5
},
{
"p": 0.06601463258266449,
"m": 0.900547444820404
},
{
"p": 0.017570797353982925,
"m": 0.670545220375061
},
{
"p": 0.038945943117141724,
"m": 0.40960967540740967
},
{
"p": 0.07256364822387695,
"m": 0.9923568367958069
},
{
"p": 0.03984426334500313,
"m": 1.0
},
{
"p": 0.09460730850696564,
"m": 0.9075443148612976
},
{
"p": 0.0943998172879219,
"m": 0.976287841796875
},
{
"p": 0.08170317113399506,
"m": 0.7902920246124268
},
{
"p": 0.09918282181024551,
"m": 1.0
},
{
"p": 0.12311294674873352,
"m": 0.5
},
{
"p": 0.011363751254975796,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.9248504638671875,
"val_loss": 0.819525957107544,
"acc": 72.49,
"time": 384.1330870320089,
"param": [
{
"p": 0.10512649267911911,
"m": 0.5
},
{
"p": 0.009961756877601147,
"m": 0.5
},
{
"p": 0.09409354627132416,
"m": 0.5
},
{
"p": 0.03415561467409134,
"m": 0.8123778700828552
},
{
"p": 0.05593497306108475,
"m": 0.7052616477012634
},
{
"p": 0.07573533803224564,
"m": 0.49167340993881226
},
{
"p": 0.08648649603128433,
"m": 1.0
},
{
"p": 0.08280021697282791,
"m": 1.0
},
{
"p": 0.07350744307041168,
"m": 0.9276322722434998
},
{
"p": 0.09753929823637009,
"m": 0.9989141225814819
},
{
"p": 0.10126996040344238,
"m": 0.796656608581543
},
{
"p": 0.07210907340049744,
"m": 1.0
},
{
"p": 0.08636043220758438,
"m": 0.5
},
{
"p": 0.024919303134083748,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.689588189125061,
"val_loss": 0.6842848062515259,
"acc": 73.06,
"time": 381.8181963779498,
"param": [
{
"p": 0.08596783131361008,
"m": 0.5
},
{
"p": 0.012671621516346931,
"m": 0.5
},
{
"p": 0.079892098903656,
"m": 0.5
},
{
"p": 0.09448955208063126,
"m": 0.816508948802948
},
{
"p": 0.033138059079647064,
"m": 0.5834019184112549
},
{
"p": 0.0275014229118824,
"m": 0.3975813090801239
},
{
"p": 0.09315092116594315,
"m": 0.9984565377235413
},
{
"p": 0.07062841951847076,
"m": 0.8875936269760132
},
{
"p": 0.1140027865767479,
"m": 0.9407635927200317
},
{
"p": 0.11263179779052734,
"m": 0.9935494065284729
},
{
"p": 0.06878278404474258,
"m": 0.7977288365364075
},
{
"p": 0.09235000610351562,
"m": 1.0
},
{
"p": 0.11410514265298843,
"m": 0.5
},
{
"p": 0.0006875062827020884,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.695467233657837,
"val_loss": 0.7834590077400208,
"acc": 72.96,
"time": 388.4131948699942,
"param": [
{
"p": 0.09608779102563858,
"m": 0.5
},
{
"p": 0.020751988515257835,
"m": 0.5
},
{
"p": 0.07428252696990967,
"m": 0.5
},
{
"p": 0.08110214024782181,
"m": 0.7173780202865601
},
{
"p": 0.0856335237622261,
"m": 0.5023083686828613
},
{
"p": 0.07692807167768478,
"m": 0.34789514541625977
},
{
"p": 0.06814778596162796,
"m": 0.9301309585571289
},
{
"p": 0.07489646971225739,
"m": 0.8794969320297241
},
{
"p": 0.07323773950338364,
"m": 0.863990068435669
},
{
"p": 0.06986362487077713,
"m": 0.9609038233757019
},
{
"p": 0.07154713571071625,
"m": 0.7852378487586975
},
{
"p": 0.08396011590957642,
"m": 1.0
},
{
"p": 0.08940394222736359,
"m": 0.5
},
{
"p": 0.03415719047188759,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.491768717765808,
"val_loss": 0.8435467481613159,
"acc": 72.78,
"time": 370.972530854051,
"param": [
{
"p": 0.07738806307315826,
"m": 0.5
},
{
"p": 0.0006959211896173656,
"m": 0.5
},
{
"p": 0.0941367968916893,
"m": 0.5
},
{
"p": 0.05623738467693329,
"m": 0.7684951424598694
},
{
"p": 0.07699272036552429,
"m": 0.4730020761489868
},
{
"p": 0.016845960170030594,
"m": 0.439664751291275
},
{
"p": 0.05012842267751694,
"m": 0.8586859703063965
},
{
"p": 0.08691098541021347,
"m": 0.950738787651062
},
{
"p": 0.08827802538871765,
"m": 0.8787602186203003
},
{
"p": 0.1154085323214531,
"m": 1.0
},
{
"p": 0.0819128006696701,
"m": 0.8687754273414612
},
{
"p": 0.12258163839578629,
"m": 1.0
},
{
"p": 0.12747611105442047,
"m": 0.5
},
{
"p": 0.00500658480450511,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.1253061294555664,
"val_loss": 0.7410480380058289,
"acc": 72.74,
"time": 365.22687292308547,
"param": [
{
"p": 0.09321378171443939,
"m": 0.5
},
{
"p": 0.013455192558467388,
"m": 0.5
},
{
"p": 0.10175000131130219,
"m": 0.5
},
{
"p": 0.04007568210363388,
"m": 0.722906231880188
},
{
"p": 0.0511898435652256,
"m": 0.43506571650505066
},
{
"p": 0.07675330340862274,
"m": 0.277659147977829
},
{
"p": 0.0921061635017395,
"m": 0.9295451641082764
},
{
"p": 0.07372207939624786,
"m": 0.8306168913841248
},
{
"p": 0.08998172730207443,
"m": 0.8996579647064209
},
{
"p": 0.09017102420330048,
"m": 0.9850893616676331
},
{
"p": 0.08256673812866211,
"m": 0.8920385837554932
},
{
"p": 0.0921921506524086,
"m": 1.0
},
{
"p": 0.06439562141895294,
"m": 0.5
},
{
"p": 0.03842668607831001,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.446070909500122,
"val_loss": 0.8111193180084229,
"acc": 73.09,
"time": 407.92839790298603,
"param": [
{
"p": 0.10057619214057922,
"m": 0.5
},
{
"p": 0.0024806850124150515,
"m": 0.5
},
{
"p": 0.10007643699645996,
"m": 0.5
},
{
"p": 0.06870513409376144,
"m": 0.7382602691650391
},
{
"p": 0.039498381316661835,
"m": 0.48718392848968506
},
{
"p": 0.05004919320344925,
"m": 0.40444326400756836
},
{
"p": 0.07141858339309692,
"m": 0.855202317237854
},
{
"p": 0.08768610656261444,
"m": 0.7996156215667725
},
{
"p": 0.09383583068847656,
"m": 0.8893545866012573
},
{
"p": 0.07930894196033478,
"m": 0.9996649026870728
},
{
"p": 0.07533913850784302,
"m": 0.94242262840271
},
{
"p": 0.06377485394477844,
"m": 1.0
},
{
"p": 0.10846568644046783,
"m": 0.5
},
{
"p": 0.05878486856818199,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.382926344871521,
"val_loss": 0.8614431023597717,
"acc": 73.04,
"time": 381.31922251405194,
"param": [
{
"p": 0.10078342258930206,
"m": 0.5
},
{
"p": 0.0013736493419855833,
"m": 0.5
},
{
"p": 0.08600030839443207,
"m": 0.5
},
{
"p": 0.11563824862241745,
"m": 0.830073356628418
},
{
"p": 0.04269244149327278,
"m": 0.5354419350624084
},
{
"p": 0.03862138092517853,
"m": 0.4756244421005249
},
{
"p": 0.07590053230524063,
"m": 0.9357872009277344
},
{
"p": 0.05135772004723549,
"m": 0.8586370944976807
},
{
"p": 0.07275398820638657,
"m": 0.8582932353019714
},
{
"p": 0.09908992797136307,
"m": 1.0
},
{
"p": 0.09197194129228592,
"m": 1.0
},
{
"p": 0.11671555042266846,
"m": 1.0
},
{
"p": 0.07620466500520706,
"m": 0.5
},
{
"p": 0.030896106734871864,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.3959410190582275,
"val_loss": 0.757019579410553,
"acc": 73.26,
"time": 365.23111065500416,
"param": [
{
"p": 0.12567663192749023,
"m": 0.5
},
{
"p": 0.008482934907078743,
"m": 0.5
},
{
"p": 0.11928798258304596,
"m": 0.5
},
{
"p": 0.04625086486339569,
"m": 0.9033093452453613
},
{
"p": 0.019515952095389366,
"m": 0.4872872233390808
},
{
"p": 0.05354193225502968,
"m": 0.5097141265869141
},
{
"p": 0.05346469581127167,
"m": 0.9575465321540833
},
{
"p": 0.09154298901557922,
"m": 0.8797167539596558
},
{
"p": 0.05188905447721481,
"m": 0.853560745716095
},
{
"p": 0.10387226939201355,
"m": 0.9738483428955078
},
{
"p": 0.10100948810577393,
"m": 1.0
},
{
"p": 0.09397127479314804,
"m": 1.0
},
{
"p": 0.11472123861312866,
"m": 0.5
},
{
"p": 0.016772719100117683,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.6272966861724854,
"val_loss": 0.6992924213409424,
"acc": 73.01,
"time": 372.93355029204395,
"param": [
{
"p": 0.09472343325614929,
"m": 0.5
},
{
"p": 0.018052823841571808,
"m": 0.5
},
{
"p": 0.09836187958717346,
"m": 0.5
},
{
"p": 0.0778777077794075,
"m": 1.0
},
{
"p": 0.06868819147348404,
"m": 0.4933711290359497
},
{
"p": 0.032834265381097794,
"m": 0.49567919969558716
},
{
"p": 0.06123305857181549,
"m": 0.9876530766487122
},
{
"p": 0.07988325506448746,
"m": 0.9673233032226562
},
{
"p": 0.08585548400878906,
"m": 0.8882949948310852
},
{
"p": 0.037440162152051926,
"m": 0.994471549987793
},
{
"p": 0.08806195855140686,
"m": 0.9228401780128479
},
{
"p": 0.09964750707149506,
"m": 1.0
},
{
"p": 0.11925879865884781,
"m": 0.5
},
{
"p": 0.03808147460222244,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.23111093044281,
"val_loss": 0.6587895154953003,
"acc": 72.67,
"time": 393.4779067899799,
"param": [
{
"p": 0.09269687533378601,
"m": 0.5
},
{
"p": 0.0006971757393330336,
"m": 0.5
},
{
"p": 0.08094257116317749,
"m": 0.5
},
{
"p": 0.06676793098449707,
"m": 0.9618884325027466
},
{
"p": 0.061484821140766144,
"m": 0.33981114625930786
},
{
"p": 0.04624816030263901,
"m": 0.49926212430000305
},
{
"p": 0.08591298013925552,
"m": 0.9927980303764343
},
{
"p": 0.0479884035885334,
"m": 1.0
},
{
"p": 0.09077490121126175,
"m": 0.9150199890136719
},
{
"p": 0.07597079128026962,
"m": 0.9357465505599976
},
{
"p": 0.07020081579685211,
"m": 0.9985991716384888
},
{
"p": 0.11546079814434052,
"m": 1.0
},
{
"p": 0.11778662353754044,
"m": 0.5
},
{
"p": 0.04706713557243347,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.7420724630355835,
"val_loss": 0.7754428386688232,
"acc": 72.66,
"time": 392.0186487259343,
"param": [
{
"p": 0.08978153020143509,
"m": 0.5
},
{
"p": 0.026033690199255943,
"m": 0.5
},
{
"p": 0.09847108274698257,
"m": 0.5
},
{
"p": 0.07445192337036133,
"m": 0.90630704164505
},
{
"p": 0.05842866003513336,
"m": 0.3899213373661041
},
{
"p": 0.05727747082710266,
"m": 0.5028008818626404
},
{
"p": 0.048021350055933,
"m": 0.9406666159629822
},
{
"p": 0.06767270714044571,
"m": 0.9936996698379517
},
{
"p": 0.12042542546987534,
"m": 0.8238545060157776
},
{
"p": 0.09606742113828659,
"m": 0.9987397193908691
},
{
"p": 0.08445552736520767,
"m": 0.9233171343803406
},
{
"p": 0.07362134009599686,
"m": 1.0
},
{
"p": 0.08579527586698532,
"m": 0.5
},
{
"p": 0.019496534019708633,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.3672866821289062,
"val_loss": 0.8068680763244629,
"acc": 73.71,
"time": 369.4247125888942,
"param": [
{
"p": 0.09416474401950836,
"m": 0.5
},
{
"p": 0.027586227282881737,
"m": 0.5
},
{
"p": 0.06866651773452759,
"m": 0.5
},
{
"p": 0.08425254374742508,
"m": 0.9337148666381836
},
{
"p": 0.07910783588886261,
"m": 0.2666725516319275
},
{
"p": 0.07596777379512787,
"m": 0.4962332546710968
},
{
"p": 0.08078637719154358,
"m": 0.978308379650116
},
{
"p": 0.05753283575177193,
"m": 0.9107241630554199
},
{
"p": 0.09205562621355057,
"m": 0.9166500568389893
},
{
"p": 0.07400749623775482,
"m": 1.0
},
{
"p": 0.09352695196866989,
"m": 0.9949930906295776
},
{
"p": 0.10027407854795456,
"m": 1.0
},
{
"p": 0.07067002356052399,
"m": 0.5
},
{
"p": 0.0014011564198881388,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 1.5530622005462646,
"val_loss": 0.7743322849273682,
"acc": 72.6,
"time": 384.5748769119382,
"param": [
{
"p": 0.07437806576490402,
"m": 0.5
},
{
"p": 0.012920701876282692,
"m": 0.5
},
{
"p": 0.09353819489479065,
"m": 0.5
},
{
"p": 0.07696054875850677,
"m": 0.9609653949737549
},
{
"p": 0.05857080966234207,
"m": 0.2517477869987488
},
{
"p": 0.04084843397140503,
"m": 0.5637891888618469
},
{
"p": 0.09044845402240753,
"m": 0.9701675772666931
},
{
"p": 0.08474671095609665,
"m": 0.9585092663764954
},
{
"p": 0.08896803110837936,
"m": 0.7899195551872253
},
{
"p": 0.0777578353881836,
"m": 0.9999872446060181
},
{
"p": 0.06919926404953003,
"m": 0.9078309535980225
},
{
"p": 0.10327338427305222,
"m": 0.9983742237091064
},
{
"p": 0.10195081681013107,
"m": 0.5
},
{
"p": 0.026438742876052856,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.7094146013259888,
"val_loss": 0.8252768516540527,
"acc": 73.07,
"time": 403.71473830298055,
"param": [
{
"p": 0.1147182285785675,
"m": 0.5
},
{
"p": 0.03386432304978371,
"m": 0.5
},
{
"p": 0.07229718565940857,
"m": 0.5
},
{
"p": 0.08120238035917282,
"m": 0.9293320775032043
},
{
"p": 0.06673280149698257,
"m": 0.2916712462902069
},
{
"p": 0.0593397431075573,
"m": 0.535395085811615
},
{
"p": 0.0845920741558075,
"m": 0.979904055595398
},
{
"p": 0.05742610618472099,
"m": 0.7872871160507202
},
{
"p": 0.08003371208906174,
"m": 0.9021976590156555
},
{
"p": 0.07576018571853638,
"m": 0.9966556429862976
},
{
"p": 0.09193680435419083,
"m": 0.9646918177604675
},
{
"p": 0.0768410786986351,
"m": 0.9973006844520569
},
{
"p": 0.08025317639112473,
"m": 0.5
},
{
"p": 0.025002269074320793,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.6192151308059692,
"val_loss": 0.7943726778030396,
"acc": 73.06,
"time": 374.44830611301586,
"param": [
{
"p": 0.09174539148807526,
"m": 0.5
},
{
"p": 0.04765941947698593,
"m": 0.5
},
{
"p": 0.07558925449848175,
"m": 0.5
},
{
"p": 0.053041212260723114,
"m": 0.968332052230835
},
{
"p": 0.06801668554544449,
"m": 0.22490546107292175
},
{
"p": 0.07166941463947296,
"m": 0.45552870631217957
},
{
"p": 0.08021649718284607,
"m": 0.9722720384597778
},
{
"p": 0.08072911947965622,
"m": 0.8939611315727234
},
{
"p": 0.07356740534305573,
"m": 0.9360758066177368
},
{
"p": 0.07860618084669113,
"m": 0.9824364185333252
},
{
"p": 0.08602361381053925,
"m": 0.8250732421875
},
{
"p": 0.07832501828670502,
"m": 1.0
},
{
"p": 0.08129367977380753,
"m": 0.5
},
{
"p": 0.033517103642225266,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.7798898220062256,
"val_loss": 0.8145535588264465,
"acc": 72.67,
"time": 374.7711947709322,
"param": [
{
"p": 0.10486982762813568,
"m": 0.5
},
{
"p": 0.03933465853333473,
"m": 0.5
},
{
"p": 0.09509745985269547,
"m": 0.5
},
{
"p": 0.07712674140930176,
"m": 0.9609239101409912
},
{
"p": 0.06125209480524063,
"m": 0.36080193519592285
},
{
"p": 0.04377521201968193,
"m": 0.5762089490890503
},
{
"p": 0.08695359528064728,
"m": 0.9990934729576111
},
{
"p": 0.07185899466276169,
"m": 0.9371775984764099
},
{
"p": 0.06463930010795593,
"m": 0.9553412795066833
},
{
"p": 0.07026516646146774,
"m": 1.0
},
{
"p": 0.084340400993824,
"m": 0.7945123314857483
},
{
"p": 0.09695667773485184,
"m": 1.0
},
{
"p": 0.09973926842212677,
"m": 0.5
},
{
"p": 0.0037905555218458176,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.6159919500350952,
"val_loss": 0.7963940501213074,
"acc": 72.66,
"time": 384.5067925850162,
"param": [
{
"p": 0.10229209810495377,
"m": 0.5
},
{
"p": 0.027410531416535378,
"m": 0.5
},
{
"p": 0.08934534341096878,
"m": 0.5
},
{
"p": 0.062358275055885315,
"m": 0.9982066750526428
},
{
"p": 0.04308094084262848,
"m": 0.4004230797290802
},
{
"p": 0.05975531414151192,
"m": 0.49881958961486816
},
{
"p": 0.09589076042175293,
"m": 1.0
},
{
"p": 0.07130243629217148,
"m": 0.9857772588729858
},
{
"p": 0.05053200200200081,
"m": 1.0
},
{
"p": 0.08094806969165802,
"m": 0.9980351328849792
},
{
"p": 0.10661820322275162,
"m": 0.878696858882904
},
{
"p": 0.06786331534385681,
"m": 0.9984625577926636
},
{
"p": 0.11199118196964264,
"m": 0.5
},
{
"p": 0.03061162307858467,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 1.9153251647949219,
"val_loss": 0.7770218253135681,
"acc": 73.15,
"time": 411.63330559106544,
"param": [
{
"p": 0.09138787537813187,
"m": 0.5
},
{
"p": 0.001208899891935289,
"m": 0.5
},
{
"p": 0.08269423991441727,
"m": 0.5
},
{
"p": 0.05377820134162903,
"m": 1.0
},
{
"p": 0.09434543550014496,
"m": 0.468380331993103
},
{
"p": 0.04189806059002876,
"m": 0.5326161980628967
},
{
"p": 0.09633466601371765,
"m": 0.9983989596366882
},
{
"p": 0.0733078345656395,
"m": 0.8196360468864441
},
{
"p": 0.10819149017333984,
"m": 0.9622854590415955
},
{
"p": 0.06436585634946823,
"m": 0.9728509783744812
},
{
"p": 0.09714274108409882,
"m": 0.8671467900276184
},
{
"p": 0.05891868844628334,
"m": 1.0
},
{
"p": 0.11369429528713226,
"m": 0.5
},
{
"p": 0.022731726989150047,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 1.8034857511520386,
"val_loss": 0.8513007164001465,
"acc": 73.58,
"time": 385.036194331944,
"param": [
{
"p": 0.08964546024799347,
"m": 0.5
},
{
"p": 0.019309410825371742,
"m": 0.5
},
{
"p": 0.07634217292070389,
"m": 0.5
},
{
"p": 0.09027986973524094,
"m": 1.0
},
{
"p": 0.0771125927567482,
"m": 0.4746883809566498
},
{
"p": 0.0555269718170166,
"m": 0.5524139404296875
},
{
"p": 0.07257835566997528,
"m": 0.9684922695159912
},
{
"p": 0.08904419839382172,
"m": 0.8619157075881958
},
{
"p": 0.05180954188108444,
"m": 0.9052513241767883
},
{
"p": 0.06493669748306274,
"m": 1.0
},
{
"p": 0.09258710592985153,
"m": 0.9322755932807922
},
{
"p": 0.08923248201608658,
"m": 1.0
},
{
"p": 0.09832822531461716,
"m": 0.5
},
{
"p": 0.03326693922281265,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.6161872148513794,
"val_loss": 0.6810659170150757,
"acc": 72.89,
"time": 372.1702611929504,
"param": [
{
"p": 0.07795501500368118,
"m": 0.5
},
{
"p": 0.03704536706209183,
"m": 0.5
},
{
"p": 0.08208729326725006,
"m": 0.5
},
{
"p": 0.06960010528564453,
"m": 0.8914589881896973
},
{
"p": 0.06503187865018845,
"m": 0.5675277709960938
},
{
"p": 0.052069395780563354,
"m": 0.5669482350349426
},
{
"p": 0.09877905994653702,
"m": 1.0
},
{
"p": 0.05760037153959274,
"m": 0.7904001474380493
},
{
"p": 0.09965156018733978,
"m": 0.9629757404327393
},
{
"p": 0.08284001052379608,
"m": 1.0
},
{
"p": 0.07614501565694809,
"m": 0.8992119431495667
},
{
"p": 0.08609824627637863,
"m": 1.0
},
{
"p": 0.10377214103937149,
"m": 0.5
},
{
"p": 0.011324598453938961,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.3592817783355713,
"val_loss": 0.8267800807952881,
"acc": 73.55,
"time": 379.26077055896167,
"param": [
{
"p": 0.10345812886953354,
"m": 0.5
},
{
"p": 0.007924405857920647,
"m": 0.5
},
{
"p": 0.07681604474782944,
"m": 0.5
},
{
"p": 0.06615233421325684,
"m": 0.9748803377151489
},
{
"p": 0.07586303353309631,
"m": 0.4114101529121399
},
{
"p": 0.05374455824494362,
"m": 0.6036253571510315
},
{
"p": 0.08198533952236176,
"m": 0.9914420247077942
},
{
"p": 0.05776139721274376,
"m": 0.7145776152610779
},
{
"p": 0.08969280868768692,
"m": 0.9914997220039368
},
{
"p": 0.07228434830904007,
"m": 0.9990736246109009
},
{
"p": 0.09763242304325104,
"m": 0.9800055623054504
},
{
"p": 0.09122399985790253,
"m": 1.0
},
{
"p": 0.11405407637357712,
"m": 0.5
},
{
"p": 0.011406993493437767,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.576590657234192,
"val_loss": 0.7599006295204163,
"acc": 73.67,
"time": 391.60192965809256,
"param": [
{
"p": 0.094509556889534,
"m": 0.5
},
{
"p": 0.024047264829277992,
"m": 0.5
},
{
"p": 0.08801974356174469,
"m": 0.5
},
{
"p": 0.0907934159040451,
"m": 1.0
},
{
"p": 0.06515056639909744,
"m": 0.4798961877822876
},
{
"p": 0.030733443796634674,
"m": 0.6793506145477295
},
{
"p": 0.05372568592429161,
"m": 0.9491775631904602
},
{
"p": 0.08017872273921967,
"m": 0.7413597106933594
},
{
"p": 0.08656187355518341,
"m": 1.0
},
{
"p": 0.06516910344362259,
"m": 0.9732863306999207
},
{
"p": 0.0905289426445961,
"m": 1.0
},
{
"p": 0.094824880361557,
"m": 1.0
},
{
"p": 0.09895487874746323,
"m": 0.5
},
{
"p": 0.03680182620882988,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.811603307723999,
"val_loss": 0.8398996591567993,
"acc": 73.53,
"time": 391.8817855910165,
"param": [
{
"p": 0.10080809146165848,
"m": 0.5
},
{
"p": 0.0006988923414610326,
"m": 0.5
},
{
"p": 0.10313285887241364,
"m": 0.5
},
{
"p": 0.044270310550928116,
"m": 0.9474282264709473
},
{
"p": 0.05177633836865425,
"m": 0.5473272800445557
},
{
"p": 0.06377352029085159,
"m": 0.7354674339294434
},
{
"p": 0.09280341863632202,
"m": 0.9088336229324341
},
{
"p": 0.07490703463554382,
"m": 0.7217803597450256
},
{
"p": 0.10338625311851501,
"m": 0.9922372102737427
},
{
"p": 0.07228142768144608,
"m": 0.9954203963279724
},
{
"p": 0.0872364342212677,
"m": 0.9618268609046936
},
{
"p": 0.08423957228660583,
"m": 1.0
},
{
"p": 0.10358262062072754,
"m": 0.5
},
{
"p": 0.017103204503655434,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.5888302326202393,
"val_loss": 0.7282705307006836,
"acc": 72.89,
"time": 386.9062981259776,
"param": [
{
"p": 0.08804984390735626,
"m": 0.5
},
{
"p": 0.020168397575616837,
"m": 0.5
},
{
"p": 0.08075907081365585,
"m": 0.5
},
{
"p": 0.08487909287214279,
"m": 1.0
},
{
"p": 0.06489913165569305,
"m": 0.5930939316749573
},
{
"p": 0.05495161935687065,
"m": 0.7103835344314575
},
{
"p": 0.07627232372760773,
"m": 0.9216713905334473
},
{
"p": 0.057302478700876236,
"m": 0.7275593280792236
},
{
"p": 0.08240047097206116,
"m": 0.9522302150726318
},
{
"p": 0.06583012640476227,
"m": 1.0
},
{
"p": 0.09933555871248245,
"m": 0.8038291931152344
},
{
"p": 0.08461422473192215,
"m": 1.0
},
{
"p": 0.0976017490029335,
"m": 0.5
},
{
"p": 0.042935874313116074,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 1.7536605596542358,
"val_loss": 0.7381516695022583,
"acc": 72.91,
"time": 399.3117475290783,
"param": [
{
"p": 0.07749185711145401,
"m": 0.5
},
{
"p": 0.017169039696455002,
"m": 0.5
},
{
"p": 0.09054466336965561,
"m": 0.5
},
{
"p": 0.05202370136976242,
"m": 0.9809958338737488
},
{
"p": 0.037772368639707565,
"m": 0.6006470918655396
},
{
"p": 0.047490447759628296,
"m": 0.588620662689209
},
{
"p": 0.06776739656925201,
"m": 0.9386821389198303
},
{
"p": 0.0787041112780571,
"m": 0.8253816366195679
},
{
"p": 0.10656414926052094,
"m": 0.9290199875831604
},
{
"p": 0.09508095681667328,
"m": 1.0
},
{
"p": 0.10256341099739075,
"m": 0.8285189867019653
},
{
"p": 0.07595065981149673,
"m": 1.0
},
{
"p": 0.1265570968389511,
"m": 0.5
},
{
"p": 0.024320142343640327,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.676235318183899,
"val_loss": 0.7667860984802246,
"acc": 73.63,
"time": 385.7663624160923,
"param": [
{
"p": 0.10062813013792038,
"m": 0.5
},
{
"p": 0.015507298521697521,
"m": 0.5
},
{
"p": 0.08234404772520065,
"m": 0.5
},
{
"p": 0.05056655406951904,
"m": 0.9935459494590759
},
{
"p": 0.04152986779808998,
"m": 0.5482406616210938
},
{
"p": 0.06362729519605637,
"m": 0.6845223903656006
},
{
"p": 0.08939062803983688,
"m": 0.9367873668670654
},
{
"p": 0.06842587888240814,
"m": 0.9575393795967102
},
{
"p": 0.07606726884841919,
"m": 1.0
},
{
"p": 0.07009229809045792,
"m": 1.0
},
{
"p": 0.10440190881490707,
"m": 0.8634272813796997
},
{
"p": 0.11607088148593903,
"m": 0.9966821074485779
},
{
"p": 0.10980059951543808,
"m": 0.5
},
{
"p": 0.011547406204044819,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 2.0836238861083984,
"val_loss": 0.7316533327102661,
"acc": 72.96,
"time": 374.50345070404,
"param": [
{
"p": 0.07908723503351212,
"m": 0.5
},
{
"p": 0.014845386147499084,
"m": 0.5
},
{
"p": 0.09810341894626617,
"m": 0.5
},
{
"p": 0.08460437506437302,
"m": 1.0
},
{
"p": 0.0772276520729065,
"m": 0.5688180923461914
},
{
"p": 0.05047287419438362,
"m": 0.8530746102333069
},
{
"p": 0.05735674872994423,
"m": 0.8619614243507385
},
{
"p": 0.0732557624578476,
"m": 0.9367216229438782
},
{
"p": 0.08060621470212936,
"m": 0.9630847573280334
},
{
"p": 0.09260692447423935,
"m": 0.9561047554016113
},
{
"p": 0.07588363438844681,
"m": 0.8883000612258911
},
{
"p": 0.08982549607753754,
"m": 1.0
},
{
"p": 0.0970817357301712,
"m": 0.5
},
{
"p": 0.02904256246984005,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.283905267715454,
"val_loss": 0.793938934803009,
"acc": 73.62,
"time": 384.27315191796515,
"param": [
{
"p": 0.13586801290512085,
"m": 0.5
},
{
"p": 0.007735684979707003,
"m": 0.5
},
{
"p": 0.0905575230717659,
"m": 0.5
},
{
"p": 0.04745181277394295,
"m": 0.9768351316452026
},
{
"p": 0.05467621237039566,
"m": 0.5393544435501099
},
{
"p": 0.011022347956895828,
"m": 0.8684520125389099
},
{
"p": 0.08946766704320908,
"m": 0.9703587889671326
},
{
"p": 0.0707777664065361,
"m": 0.9304915070533752
},
{
"p": 0.11289427429437637,
"m": 0.9363042712211609
},
{
"p": 0.10094407200813293,
"m": 0.9594853520393372
},
{
"p": 0.07692766934633255,
"m": 0.9129263758659363
},
{
"p": 0.10051646083593369,
"m": 1.0
},
{
"p": 0.09091946482658386,
"m": 0.5
},
{
"p": 0.010241073556244373,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.8132973909378052,
"val_loss": 0.7840274572372437,
"acc": 72.73,
"time": 373.0940976931015,
"param": [
{
"p": 0.10473699122667313,
"m": 0.5
},
{
"p": 0.015024506486952305,
"m": 0.5
},
{
"p": 0.09929382801055908,
"m": 0.5
},
{
"p": 0.05355275049805641,
"m": 0.965968906879425
},
{
"p": 0.06239158287644386,
"m": 0.5126587748527527
},
{
"p": 0.05303318426012993,
"m": 0.8675500750541687
},
{
"p": 0.08229698985815048,
"m": 0.924561619758606
},
{
"p": 0.05247517675161362,
"m": 0.905036211013794
},
{
"p": 0.08734574913978577,
"m": 0.9042514562606812
},
{
"p": 0.057206135243177414,
"m": 0.9973337650299072
},
{
"p": 0.09693361073732376,
"m": 0.901452362537384
},
{
"p": 0.08399426937103271,
"m": 1.0
},
{
"p": 0.12044966965913773,
"m": 0.5
},
{
"p": 0.031265463680028915,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.7003365755081177,
"val_loss": 0.7078628540039062,
"acc": 73.6,
"time": 373.45266857603565,
"param": [
{
"p": 0.10380024462938309,
"m": 0.5
},
{
"p": 0.019699208438396454,
"m": 0.5
},
{
"p": 0.09013920277357101,
"m": 0.5
},
{
"p": 0.05495534837245941,
"m": 0.9351617097854614
},
{
"p": 0.0671059638261795,
"m": 0.36877650022506714
},
{
"p": 0.002591582713648677,
"m": 0.8912861943244934
},
{
"p": 0.08848439902067184,
"m": 1.0
},
{
"p": 0.08081071823835373,
"m": 0.8430598378181458
},
{
"p": 0.08747297525405884,
"m": 0.8974818587303162
},
{
"p": 0.09133319556713104,
"m": 1.0
},
{
"p": 0.09773612022399902,
"m": 0.8649107813835144
},
{
"p": 0.09066895395517349,
"m": 1.0
},
{
"p": 0.10707603394985199,
"m": 0.5
},
{
"p": 0.01812603883445263,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.299363374710083,
"val_loss": 0.8428280353546143,
"acc": 72.27,
"time": 385.88716427295003,
"param": [
{
"p": 0.09377274662256241,
"m": 0.5
},
{
"p": 0.0006794231594540179,
"m": 0.5
},
{
"p": 0.11925826221704483,
"m": 0.5
},
{
"p": 0.04786626994609833,
"m": 0.9050458669662476
},
{
"p": 0.04433993995189667,
"m": 0.37528350949287415
},
{
"p": 0.04927793890237808,
"m": 0.9402114152908325
},
{
"p": 0.08263382315635681,
"m": 0.8895692825317383
},
{
"p": 0.08911774307489395,
"m": 0.9276117086410522
},
{
"p": 0.07294619083404541,
"m": 0.8102110028266907
},
{
"p": 0.07747719436883926,
"m": 0.9998041987419128
},
{
"p": 0.0890391618013382,
"m": 0.8043742179870605
},
{
"p": 0.11976860463619232,
"m": 1.0
},
{
"p": 0.08925095200538635,
"m": 0.5
},
{
"p": 0.024571740999817848,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.7170445919036865,
"val_loss": 0.7808929681777954,
"acc": 73.27,
"time": 382.3617700660834,
"param": [
{
"p": 0.09171050041913986,
"m": 0.5
},
{
"p": 0.019361212849617004,
"m": 0.5
},
{
"p": 0.05358521267771721,
"m": 0.5
},
{
"p": 0.07811098545789719,
"m": 0.9723325967788696
},
{
"p": 0.054947204887866974,
"m": 0.3734973073005676
},
{
"p": 0.050439443439245224,
"m": 0.9637545347213745
},
{
"p": 0.10388243198394775,
"m": 0.9998095035552979
},
{
"p": 0.09329558163881302,
"m": 0.9983442425727844
},
{
"p": 0.08153533935546875,
"m": 0.7923697829246521
},
{
"p": 0.07708793878555298,
"m": 0.9993842244148254
},
{
"p": 0.07994626462459564,
"m": 0.8109885454177856
},
{
"p": 0.08517720550298691,
"m": 1.0
},
{
"p": 0.11354054510593414,
"m": 0.5
},
{
"p": 0.0173800028860569,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.228528618812561,
"val_loss": 0.7248939871788025,
"acc": 72.35,
"time": 379.81764959392603,
"param": [
{
"p": 0.08969423174858093,
"m": 0.5
},
{
"p": 0.0031085065566003323,
"m": 0.5
},
{
"p": 0.08290862292051315,
"m": 0.5
},
{
"p": 0.08401359617710114,
"m": 1.0
},
{
"p": 0.038286857306957245,
"m": 0.5059548616409302
},
{
"p": 0.000703105644788593,
"m": 0.9526364207267761
},
{
"p": 0.13230226933956146,
"m": 1.0
},
{
"p": 0.10842587798833847,
"m": 0.9151201844215393
},
{
"p": 0.07186352461576462,
"m": 0.8027783036231995
},
{
"p": 0.10478876531124115,
"m": 1.0
},
{
"p": 0.0810515508055687,
"m": 0.8953825235366821
},
{
"p": 0.09366177022457123,
"m": 1.0
},
{
"p": 0.10848820954561234,
"m": 0.5
},
{
"p": 0.000703105644788593,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.442884922027588,
"val_loss": 0.7574625015258789,
"acc": 73.81,
"time": 391.4000946620945,
"param": [
{
"p": 0.10861977934837341,
"m": 0.5
},
{
"p": 0.000711869215592742,
"m": 0.5
},
{
"p": 0.13140994310379028,
"m": 0.5
},
{
"p": 0.08586807548999786,
"m": 1.0
},
{
"p": 0.030840996652841568,
"m": 0.537834644317627
},
{
"p": 0.021621743217110634,
"m": 1.0
},
{
"p": 0.06152736395597458,
"m": 0.9394627213478088
},
{
"p": 0.08173073083162308,
"m": 0.8539721369743347
},
{
"p": 0.09833270311355591,
"m": 0.8237892389297485
},
{
"p": 0.10007587820291519,
"m": 1.0
},
{
"p": 0.06467628479003906,
"m": 0.9091618061065674
},
{
"p": 0.0873003825545311,
"m": 1.0
},
{
"p": 0.08681981265544891,
"m": 0.5
},
{
"p": 0.040464505553245544,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 1.6674848794937134,
"val_loss": 0.8748881816864014,
"acc": 72.38,
"time": 385.1705775120063,
"param": [
{
"p": 0.10515884310007095,
"m": 0.5
},
{
"p": 0.050531260669231415,
"m": 0.5
},
{
"p": 0.08992243558168411,
"m": 0.5
},
{
"p": 0.07879089564085007,
"m": 0.9938326478004456
},
{
"p": 0.054208286106586456,
"m": 0.6202476620674133
},
{
"p": 0.028527874499559402,
"m": 0.9908631443977356
},
{
"p": 0.07019362598657608,
"m": 0.8810166716575623
},
{
"p": 0.07225817441940308,
"m": 0.8383539915084839
},
{
"p": 0.09823186695575714,
"m": 0.770433247089386
},
{
"p": 0.099513940513134,
"m": 0.9816299080848694
},
{
"p": 0.08639561384916306,
"m": 0.9548252820968628
},
{
"p": 0.0851178765296936,
"m": 1.0
},
{
"p": 0.07605266571044922,
"m": 0.5
},
{
"p": 0.005096620414406061,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.6770728826522827,
"val_loss": 0.747153639793396,
"acc": 74.08,
"time": 380.00421996298246,
"param": [
{
"p": 0.09722733497619629,
"m": 0.5
},
{
"p": 0.034615278244018555,
"m": 0.5
},
{
"p": 0.11401322484016418,
"m": 0.5
},
{
"p": 0.0643748790025711,
"m": 0.9352759122848511
},
{
"p": 0.03888986259698868,
"m": 0.728975772857666
},
{
"p": 0.023022282868623734,
"m": 0.9032136797904968
},
{
"p": 0.07778404653072357,
"m": 0.9905970692634583
},
{
"p": 0.07361596077680588,
"m": 0.8204126358032227
},
{
"p": 0.057782404124736786,
"m": 0.9212623238563538
},
{
"p": 0.09739579260349274,
"m": 0.9996017813682556
},
{
"p": 0.09302720427513123,
"m": 0.8856897950172424
},
{
"p": 0.06848420202732086,
"m": 1.0
},
{
"p": 0.11057811230421066,
"m": 0.5
},
{
"p": 0.049189381301403046,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 1.7112939357757568,
"val_loss": 0.7588205933570862,
"acc": 73.98,
"time": 389.2629393299576,
"param": [
{
"p": 0.08337702602148056,
"m": 0.5
},
{
"p": 0.000687632302287966,
"m": 0.5
},
{
"p": 0.06016591563820839,
"m": 0.5
},
{
"p": 0.07725886255502701,
"m": 0.9206114411354065
},
{
"p": 0.05895093083381653,
"m": 0.746150553226471
},
{
"p": 0.03380962088704109,
"m": 0.860232412815094
},
{
"p": 0.10380516201257706,
"m": 0.8939960598945618
},
{
"p": 0.08128982037305832,
"m": 0.8377977609634399
},
{
"p": 0.09538224339485168,
"m": 0.9427742958068848
},
{
"p": 0.1163039430975914,
"m": 1.0
},
{
"p": 0.08330769836902618,
"m": 0.8298890590667725
},
{
"p": 0.10228417813777924,
"m": 1.0
},
{
"p": 0.10268937051296234,
"m": 0.5
},
{
"p": 0.000687632302287966,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 1.6781336069107056,
"val_loss": 0.8814609050750732,
"acc": 72.05,
"time": 380.59695835900493,
"param": [
{
"p": 0.08120959252119064,
"m": 0.5
},
{
"p": 0.025057289749383926,
"m": 0.5
},
{
"p": 0.08330385386943817,
"m": 0.5
},
{
"p": 0.08671528100967407,
"m": 0.8255383372306824
},
{
"p": 0.053005561232566833,
"m": 0.6713696122169495
},
{
"p": 0.0066445921547710896,
"m": 0.781141996383667
},
{
"p": 0.09842686355113983,
"m": 0.9336640238761902
},
{
"p": 0.0920911580324173,
"m": 0.8486464619636536
},
{
"p": 0.09988296031951904,
"m": 0.8447203636169434
},
{
"p": 0.10280837118625641,
"m": 0.9992761015892029
},
{
"p": 0.06649058312177658,
"m": 0.8577227592468262
},
{
"p": 0.07306917011737823,
"m": 1.0
},
{
"p": 0.1073322743177414,
"m": 0.5
},
{
"p": 0.023962410166859627,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.747171401977539,
"val_loss": 0.7177690863609314,
"acc": 73.37,
"time": 395.37304014503025,
"param": [
{
"p": 0.09873024374246597,
"m": 0.5
},
{
"p": 0.009855457581579685,
"m": 0.5
},
{
"p": 0.0741710215806961,
"m": 0.5
},
{
"p": 0.06065835431218147,
"m": 1.0
},
{
"p": 0.0813189148902893,
"m": 0.7021766901016235
},
{
"p": 0.004994628485292196,
"m": 0.7747999429702759
},
{
"p": 0.09645655751228333,
"m": 0.9886904358863831
},
{
"p": 0.051553696393966675,
"m": 0.9392748475074768
},
{
"p": 0.10231125354766846,
"m": 0.859096884727478
},
{
"p": 0.08134730905294418,
"m": 1.0
},
{
"p": 0.10142682492733002,
"m": 0.9071702361106873
},
{
"p": 0.10065910220146179,
"m": 0.9989621043205261
},
{
"p": 0.09427251666784286,
"m": 0.5
},
{
"p": 0.042244140058755875,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.597506046295166,
"val_loss": 0.7446460723876953,
"acc": 73.13,
"time": 375.9795123320073,
"param": [
{
"p": 0.11064828932285309,
"m": 0.5
},
{
"p": 0.032128769904375076,
"m": 0.5
},
{
"p": 0.07975946366786957,
"m": 0.5
},
{
"p": 0.08996614813804626,
"m": 0.945441484451294
},
{
"p": 0.03034599870443344,
"m": 0.5963919758796692
},
{
"p": 0.04310395568609238,
"m": 0.8212129473686218
},
{
"p": 0.07448583096265793,
"m": 0.8845507502555847
},
{
"p": 0.07164528965950012,
"m": 0.9981415271759033
},
{
"p": 0.07876857370138168,
"m": 0.8720223903656006
},
{
"p": 0.0973334088921547,
"m": 1.0
},
{
"p": 0.08961321413516998,
"m": 0.8163874745368958
},
{
"p": 0.0919869914650917,
"m": 1.0
},
{
"p": 0.1012503132224083,
"m": 0.5
},
{
"p": 0.008963769301772118,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.454416036605835,
"val_loss": 0.7960562705993652,
"acc": 73.61,
"time": 372.8097893149825,
"param": [
{
"p": 0.08888833969831467,
"m": 0.5
},
{
"p": 0.02446620911359787,
"m": 0.5
},
{
"p": 0.09635837376117706,
"m": 0.5
},
{
"p": 0.0537378191947937,
"m": 0.9127306938171387
},
{
"p": 0.04972812160849571,
"m": 0.6293207406997681
},
{
"p": 0.036535147577524185,
"m": 0.7825193405151367
},
{
"p": 0.08052767813205719,
"m": 0.8938590288162231
},
{
"p": 0.07144796848297119,
"m": 0.9961630702018738
},
{
"p": 0.08433815836906433,
"m": 0.8889686465263367
},
{
"p": 0.09744462370872498,
"m": 1.0
},
{
"p": 0.08504804968833923,
"m": 0.8472042679786682
},
{
"p": 0.07799779623746872,
"m": 1.0
},
{
"p": 0.11314947158098221,
"m": 0.5
},
{
"p": 0.04033217951655388,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.8685157299041748,
"val_loss": 0.6776259541511536,
"acc": 73.58,
"time": 379.88184658100363,
"param": [
{
"p": 0.09775431454181671,
"m": 0.5
},
{
"p": 0.024309134110808372,
"m": 0.5
},
{
"p": 0.09742630273103714,
"m": 0.5
},
{
"p": 0.06043010577559471,
"m": 0.9968639016151428
},
{
"p": 0.015313101932406425,
"m": 0.6344477534294128
},
{
"p": 0.04194005951285362,
"m": 0.9240773916244507
},
{
"p": 0.06392491608858109,
"m": 0.9225457310676575
},
{
"p": 0.07117412984371185,
"m": 0.9855849742889404
},
{
"p": 0.10369711369276047,
"m": 0.9698160290718079
},
{
"p": 0.07337596267461777,
"m": 1.0
},
{
"p": 0.11854010820388794,
"m": 0.9037358164787292
},
{
"p": 0.1144702136516571,
"m": 1.0
},
{
"p": 0.06618942320346832,
"m": 0.5
},
{
"p": 0.051454994827508926,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.5897964239120483,
"val_loss": 0.7275395393371582,
"acc": 73.82,
"time": 385.55868909391575,
"param": [
{
"p": 0.12395117431879044,
"m": 0.5
},
{
"p": 0.008941026404500008,
"m": 0.5
},
{
"p": 0.06670474261045456,
"m": 0.5
},
{
"p": 0.07162826508283615,
"m": 0.922134518623352
},
{
"p": 0.0305807925760746,
"m": 0.5790610909461975
},
{
"p": 0.03308999165892601,
"m": 0.8670060634613037
},
{
"p": 0.08194585889577866,
"m": 0.9104145765304565
},
{
"p": 0.08489357680082321,
"m": 0.9798753261566162
},
{
"p": 0.07103904336690903,
"m": 0.957073450088501
},
{
"p": 0.09250524640083313,
"m": 0.990071177482605
},
{
"p": 0.08792245388031006,
"m": 0.9876190423965454
},
{
"p": 0.14684131741523743,
"m": 1.0
},
{
"p": 0.09924527257680893,
"m": 0.5
},
{
"p": 0.0007112084422260523,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 1.5776376724243164,
"val_loss": 0.8452478647232056,
"acc": 73.74,
"time": 362.97785837203264,
"param": [
{
"p": 0.1090451329946518,
"m": 0.5
},
{
"p": 0.029455384239554405,
"m": 0.5
},
{
"p": 0.10206720232963562,
"m": 0.5
},
{
"p": 0.06117882579565048,
"m": 0.8538557291030884
},
{
"p": 0.05632602050900459,
"m": 0.526620090007782
},
{
"p": 0.019492702558636665,
"m": 0.824935793876648
},
{
"p": 0.08021514862775803,
"m": 0.9597547054290771
},
{
"p": 0.08351273834705353,
"m": 0.9636390805244446
},
{
"p": 0.06421882659196854,
"m": 1.0
},
{
"p": 0.07962638139724731,
"m": 0.9999207258224487
},
{
"p": 0.09938026964664459,
"m": 0.9317755699157715
},
{
"p": 0.10511559247970581,
"m": 1.0
},
{
"p": 0.10443553328514099,
"m": 0.5
},
{
"p": 0.005930184852331877,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.271639108657837,
"val_loss": 0.8304897546768188,
"acc": 74.37,
"time": 381.36637972993776,
"param": [
{
"p": 0.10551532357931137,
"m": 0.5
},
{
"p": 0.016530390828847885,
"m": 0.5
},
{
"p": 0.08878196775913239,
"m": 0.5
},
{
"p": 0.09943448007106781,
"m": 0.9391552209854126
},
{
"p": 0.05689120665192604,
"m": 0.37003329396247864
},
{
"p": 0.04888255149126053,
"m": 0.807518482208252
},
{
"p": 0.06622256338596344,
"m": 0.996442437171936
},
{
"p": 0.05111367255449295,
"m": 0.9939458966255188
},
{
"p": 0.09193211793899536,
"m": 0.8904668688774109
},
{
"p": 0.07631763815879822,
"m": 1.0
},
{
"p": 0.08246657252311707,
"m": 0.8719505667686462
},
{
"p": 0.087866872549057,
"m": 1.0
},
{
"p": 0.1085638776421547,
"m": 0.5
},
{
"p": 0.019480722025036812,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.334173560142517,
"val_loss": 0.8271955251693726,
"acc": 73.97,
"time": 378.61921539495233,
"param": [
{
"p": 0.10240531712770462,
"m": 0.5
},
{
"p": 0.04940931499004364,
"m": 0.5
},
{
"p": 0.07259522378444672,
"m": 0.5
},
{
"p": 0.05540362000465393,
"m": 0.9887762665748596
},
{
"p": 0.06777037680149078,
"m": 0.36125850677490234
},
{
"p": 0.06072735786437988,
"m": 0.7290839552879333
},
{
"p": 0.07634544372558594,
"m": 0.9421222805976868
},
{
"p": 0.07766512781381607,
"m": 0.9224298000335693
},
{
"p": 0.1122325137257576,
"m": 0.8281415104866028
},
{
"p": 0.08736690878868103,
"m": 0.9913368225097656
},
{
"p": 0.06399897485971451,
"m": 0.8262661099433899
},
{
"p": 0.05701884999871254,
"m": 1.0
},
{
"p": 0.10220259428024292,
"m": 0.5
},
{
"p": 0.014858514070510864,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.6252022981643677,
"val_loss": 0.8468204140663147,
"acc": 73.77,
"time": 400.8778073770227,
"param": [
{
"p": 0.0946136936545372,
"m": 0.5
},
{
"p": 0.03433210402727127,
"m": 0.5
},
{
"p": 0.05815822258591652,
"m": 0.5
},
{
"p": 0.06965581327676773,
"m": 1.0
},
{
"p": 0.0757068619132042,
"m": 0.3788415491580963
},
{
"p": 0.05838065966963768,
"m": 0.5784100294113159
},
{
"p": 0.07398434728384018,
"m": 0.9547598958015442
},
{
"p": 0.05982036516070366,
"m": 0.9295412302017212
},
{
"p": 0.09203027188777924,
"m": 0.8450302481651306
},
{
"p": 0.06353047490119934,
"m": 0.997994601726532
},
{
"p": 0.08437976986169815,
"m": 0.9348534345626831
},
{
"p": 0.11608941853046417,
"m": 1.0
},
{
"p": 0.07719598710536957,
"m": 0.5
},
{
"p": 0.04212208464741707,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.2552635669708252,
"val_loss": 0.7075966596603394,
"acc": 73.06,
"time": 392.47766028996557,
"param": [
{
"p": 0.1164368987083435,
"m": 0.5
},
{
"p": 0.019312307238578796,
"m": 0.5
},
{
"p": 0.10779786854982376,
"m": 0.5
},
{
"p": 0.06409866362810135,
"m": 0.9971173405647278
},
{
"p": 0.0379849411547184,
"m": 0.2661949396133423
},
{
"p": 0.048415374010801315,
"m": 0.3833407461643219
},
{
"p": 0.03625629097223282,
"m": 0.9864158034324646
},
{
"p": 0.0843752846121788,
"m": 0.9850335717201233
},
{
"p": 0.08552888035774231,
"m": 0.9128702282905579
},
{
"p": 0.1010311171412468,
"m": 0.998515784740448
},
{
"p": 0.06504011154174805,
"m": 0.9905227422714233
},
{
"p": 0.1166735291481018,
"m": 1.0
},
{
"p": 0.10877353698015213,
"m": 0.5
},
{
"p": 0.008275187574326992,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.5826529264450073,
"val_loss": 0.7755003571510315,
"acc": 73.15,
"time": 393.36371357704047,
"param": [
{
"p": 0.10543553531169891,
"m": 0.5
},
{
"p": 0.042455870658159256,
"m": 0.5
},
{
"p": 0.09355448931455612,
"m": 0.5
},
{
"p": 0.08086224645376205,
"m": 1.0
},
{
"p": 0.06935172528028488,
"m": 0.31108251214027405
},
{
"p": 0.04767632111907005,
"m": 0.2109721601009369
},
{
"p": 0.06671155244112015,
"m": 0.9305292367935181
},
{
"p": 0.029254702851176262,
"m": 0.9488535523414612
},
{
"p": 0.0820264220237732,
"m": 0.9902303218841553
},
{
"p": 0.092168889939785,
"m": 1.0
},
{
"p": 0.10067696869373322,
"m": 0.9917939901351929
},
{
"p": 0.07489638775587082,
"m": 1.0
},
{
"p": 0.08767342567443848,
"m": 0.5
},
{
"p": 0.027255430817604065,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 1.5739567279815674,
"val_loss": 0.9578253030776978,
"acc": 73.8,
"time": 393.6852630779613,
"param": [
{
"p": 0.059965409338474274,
"m": 0.5
},
{
"p": 0.018488479778170586,
"m": 0.5
},
{
"p": 0.05445598438382149,
"m": 0.5
},
{
"p": 0.07602067291736603,
"m": 0.9971047639846802
},
{
"p": 0.06606125831604004,
"m": 0.3750249445438385
},
{
"p": 0.07854509353637695,
"m": 0.10616602003574371
},
{
"p": 0.07147319614887238,
"m": 0.9722356200218201
},
{
"p": 0.07627061009407043,
"m": 0.9723052382469177
},
{
"p": 0.11506854742765427,
"m": 0.9152471423149109
},
{
"p": 0.09460873156785965,
"m": 1.0
},
{
"p": 0.08774437755346298,
"m": 0.8292619585990906
},
{
"p": 0.09932981431484222,
"m": 1.0
},
{
"p": 0.0746847465634346,
"m": 0.5
},
{
"p": 0.027283092960715294,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 1.6501829624176025,
"val_loss": 0.8397247791290283,
"acc": 73.16,
"time": 373.0843799849972,
"param": [
{
"p": 0.0809362456202507,
"m": 0.5
},
{
"p": 0.04601527377963066,
"m": 0.5
},
{
"p": 0.09894102066755295,
"m": 0.5
},
{
"p": 0.05905507877469063,
"m": 0.9296993613243103
},
{
"p": 0.05967753380537033,
"m": 0.3509986102581024
},
{
"p": 0.07102461904287338,
"m": 0.21297134459018707
},
{
"p": 0.06567063182592392,
"m": 0.9406993985176086
},
{
"p": 0.09028182178735733,
"m": 1.0
},
{
"p": 0.06273950636386871,
"m": 0.8776333332061768
},
{
"p": 0.07941996306180954,
"m": 1.0
},
{
"p": 0.07294254004955292,
"m": 0.8596556186676025
},
{
"p": 0.08313274383544922,
"m": 1.0
},
{
"p": 0.09526810050010681,
"m": 0.5
},
{
"p": 0.0348949134349823,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.4468531608581543,
"val_loss": 0.8428512215614319,
"acc": 72.82,
"time": 382.27269465709105,
"param": [
{
"p": 0.10731050372123718,
"m": 0.5
},
{
"p": 0.017875725403428078,
"m": 0.5
},
{
"p": 0.07513897120952606,
"m": 0.5
},
{
"p": 0.07074759900569916,
"m": 0.8919662833213806
},
{
"p": 0.06302894651889801,
"m": 0.4984680116176605
},
{
"p": 0.06464295834302902,
"m": 0.34657490253448486
},
{
"p": 0.06976550072431564,
"m": 1.0
},
{
"p": 0.06242386996746063,
"m": 0.9502828121185303
},
{
"p": 0.0906076654791832,
"m": 0.9115324020385742
},
{
"p": 0.07618971168994904,
"m": 1.0
},
{
"p": 0.09492982178926468,
"m": 0.9092311859130859
},
{
"p": 0.09606270492076874,
"m": 1.0
},
{
"p": 0.10612575709819794,
"m": 0.5
},
{
"p": 0.005150180775672197,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.4554520845413208,
"val_loss": 0.8737003803253174,
"acc": 73.32,
"time": 390.58571676607244,
"param": [
{
"p": 0.08511976897716522,
"m": 0.5
},
{
"p": 0.04627960920333862,
"m": 0.5
},
{
"p": 0.09980761259794235,
"m": 0.5
},
{
"p": 0.06056027486920357,
"m": 0.8157078623771667
},
{
"p": 0.06049167364835739,
"m": 0.5679978728294373
},
{
"p": 0.06128566712141037,
"m": 0.22642412781715393
},
{
"p": 0.08167430013418198,
"m": 1.0
},
{
"p": 0.07963545620441437,
"m": 0.7447890043258667
},
{
"p": 0.08268186450004578,
"m": 0.9890827536582947
},
{
"p": 0.0645752102136612,
"m": 0.940142035484314
},
{
"p": 0.07132319360971451,
"m": 0.9260690212249756
},
{
"p": 0.07301957160234451,
"m": 1.0
},
{
"p": 0.1061810627579689,
"m": 0.5
},
{
"p": 0.02736469730734825,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.6299433708190918,
"val_loss": 0.6900427341461182,
"acc": 74.28,
"time": 369.3507145451149,
"param": [
{
"p": 0.10351024568080902,
"m": 0.5
},
{
"p": 0.032844386994838715,
"m": 0.5
},
{
"p": 0.044053491204977036,
"m": 0.5
},
{
"p": 0.09040077775716782,
"m": 0.8281157612800598
},
{
"p": 0.07710722833871841,
"m": 0.5184540748596191
},
{
"p": 0.031667012721300125,
"m": 0.33591631054878235
},
{
"p": 0.0840878114104271,
"m": 0.972589373588562
},
{
"p": 0.06513968110084534,
"m": 0.640772819519043
},
{
"p": 0.08003909140825272,
"m": 0.9438522458076477
},
{
"p": 0.09665226936340332,
"m": 0.9030473828315735
},
{
"p": 0.07639514654874802,
"m": 0.8688504099845886
},
{
"p": 0.0877935141324997,
"m": 1.0
},
{
"p": 0.10390609502792358,
"m": 0.5
},
{
"p": 0.02640334516763687,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 1.2656354904174805,
"val_loss": 0.7823485732078552,
"acc": 73.93,
"time": 393.14623117703013,
"param": [
{
"p": 0.12154117971658707,
"m": 0.5
},
{
"p": 0.014421071857213974,
"m": 0.5
},
{
"p": 0.06535827368497849,
"m": 0.5
},
{
"p": 0.06806495040655136,
"m": 0.8964022994041443
},
{
"p": 0.06446850299835205,
"m": 0.43383026123046875
},
{
"p": 0.04100160300731659,
"m": 0.3110494315624237
},
{
"p": 0.08704766631126404,
"m": 0.9109700322151184
},
{
"p": 0.0845373347401619,
"m": 0.6510752439498901
},
{
"p": 0.06482569873332977,
"m": 0.9971104860305786
},
{
"p": 0.08761658519506454,
"m": 0.9997437596321106
},
{
"p": 0.0893046110868454,
"m": 0.887923002243042
},
{
"p": 0.08812161535024643,
"m": 1.0
},
{
"p": 0.0981375202536583,
"m": 0.5
},
{
"p": 0.025553397834300995,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.4106312990188599,
"val_loss": 0.8734351992607117,
"acc": 73.45,
"time": 385.2005522940308,
"param": [
{
"p": 0.086628757417202,
"m": 0.5
},
{
"p": 0.022676698863506317,
"m": 0.5
},
{
"p": 0.09103777259588242,
"m": 0.5
},
{
"p": 0.08490636944770813,
"m": 0.8989633917808533
},
{
"p": 0.07069623470306396,
"m": 0.3675100803375244
},
{
"p": 0.06400568038225174,
"m": 0.31302759051322937
},
{
"p": 0.04796266928315163,
"m": 0.9883775115013123
},
{
"p": 0.09861844778060913,
"m": 0.8636260032653809
},
{
"p": 0.09235599637031555,
"m": 0.8894856572151184
},
{
"p": 0.07378675788640976,
"m": 0.9851247668266296
},
{
"p": 0.08845407515764236,
"m": 0.897672712802887
},
{
"p": 0.08716243505477905,
"m": 1.0
},
{
"p": 0.059739865362644196,
"m": 0.5
},
{
"p": 0.031968239694833755,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 1.6514452695846558,
"val_loss": 0.7827440500259399,
"acc": 73.83,
"time": 410.46141961903777,
"param": [
{
"p": 0.08372218161821365,
"m": 0.5
},
{
"p": 0.038825757801532745,
"m": 0.5
},
{
"p": 0.06545004993677139,
"m": 0.5
},
{
"p": 0.08578234910964966,
"m": 0.9434791803359985
},
{
"p": 0.0544540099799633,
"m": 0.4359723925590515
},
{
"p": 0.06971807032823563,
"m": 0.23143719136714935
},
{
"p": 0.07155127078294754,
"m": 0.9638016819953918
},
{
"p": 0.07460518181324005,
"m": 0.9443371295928955
},
{
"p": 0.08548340201377869,
"m": 0.8707983493804932
},
{
"p": 0.07023164629936218,
"m": 1.0
},
{
"p": 0.0816626101732254,
"m": 0.9354731440544128
},
{
"p": 0.09618346393108368,
"m": 1.0
},
{
"p": 0.10198845714330673,
"m": 0.5
},
{
"p": 0.02034156396985054,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 1.4285504817962646,
"val_loss": 0.7321923971176147,
"acc": 73.48,
"time": 392.70697340893093,
"param": [
{
"p": 0.07220587879419327,
"m": 0.5
},
{
"p": 0.024447238072752953,
"m": 0.5
},
{
"p": 0.09299905598163605,
"m": 0.5
},
{
"p": 0.07053694874048233,
"m": 0.9310834407806396
},
{
"p": 0.054752644151449203,
"m": 0.5109729170799255
},
{
"p": 0.059819795191287994,
"m": 0.2883901000022888
},
{
"p": 0.09587158262729645,
"m": 0.9681002497673035
},
{
"p": 0.06594380736351013,
"m": 0.9254366159439087
},
{
"p": 0.08616149425506592,
"m": 0.8793759346008301
},
{
"p": 0.06544715166091919,
"m": 0.9713314175605774
},
{
"p": 0.07027101516723633,
"m": 0.7425225377082825
},
{
"p": 0.10411069542169571,
"m": 1.0
},
{
"p": 0.08984525501728058,
"m": 0.5
},
{
"p": 0.047587476670742035,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.5811798572540283,
"val_loss": 0.7034997940063477,
"acc": 73.43,
"time": 381.98710836900864,
"param": [
{
"p": 0.08066683262586594,
"m": 0.5
},
{
"p": 0.046787261962890625,
"m": 0.5
},
{
"p": 0.0786813274025917,
"m": 0.5
},
{
"p": 0.08071543276309967,
"m": 0.9807089567184448
},
{
"p": 0.06518559902906418,
"m": 0.5201159715652466
},
{
"p": 0.060881368815898895,
"m": 0.3235107958316803
},
{
"p": 0.08630215376615524,
"m": 0.8927475214004517
},
{
"p": 0.06327717006206512,
"m": 0.9636155962944031
},
{
"p": 0.08976685255765915,
"m": 0.8956860303878784
},
{
"p": 0.08698771893978119,
"m": 1.0
},
{
"p": 0.07912944257259369,
"m": 0.8019141554832458
},
{
"p": 0.0793377086520195,
"m": 1.0
},
{
"p": 0.08185045421123505,
"m": 0.5
},
{
"p": 0.020430736243724823,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 1.3977477550506592,
"val_loss": 0.7679004669189453,
"acc": 73.98,
"time": 382.85972703795414,
"param": [
{
"p": 0.0855182632803917,
"m": 0.5
},
{
"p": 0.0008236570283770561,
"m": 0.5
},
{
"p": 0.07573956251144409,
"m": 0.5
},
{
"p": 0.06961863487958908,
"m": 1.0
},
{
"p": 0.06055436283349991,
"m": 0.4948500990867615
},
{
"p": 0.06200552359223366,
"m": 0.30143335461616516
},
{
"p": 0.0896853432059288,
"m": 1.0
},
{
"p": 0.07761082053184509,
"m": 0.9748798608779907
},
{
"p": 0.08377084881067276,
"m": 0.983744740486145
},
{
"p": 0.07453736662864685,
"m": 1.0
},
{
"p": 0.08945565670728683,
"m": 0.8183335661888123
},
{
"p": 0.1076982244849205,
"m": 1.0
},
{
"p": 0.08347495645284653,
"m": 0.5
},
{
"p": 0.03950678929686546,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.3334012031555176,
"val_loss": 0.7171131372451782,
"acc": 73.86,
"time": 394.3785732219694,
"param": [
{
"p": 0.0799122154712677,
"m": 0.5
},
{
"p": 0.028947453945875168,
"m": 0.5
},
{
"p": 0.0961340144276619,
"m": 0.5
},
{
"p": 0.06730896234512329,
"m": 0.9935459494590759
},
{
"p": 0.05611908808350563,
"m": 0.43326956033706665
},
{
"p": 0.07490747421979904,
"m": 0.3688807189464569
},
{
"p": 0.06610885262489319,
"m": 0.9651926755905151
},
{
"p": 0.09110557287931442,
"m": 0.9642635583877563
},
{
"p": 0.08840548247098923,
"m": 0.8092321753501892
},
{
"p": 0.060459524393081665,
"m": 1.0
},
{
"p": 0.08580075204372406,
"m": 0.8090871572494507
},
{
"p": 0.08687795698642731,
"m": 0.9996150135993958
},
{
"p": 0.08751073479652405,
"m": 0.5
},
{
"p": 0.030401963740587234,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.1062426567077637,
"val_loss": 0.6778592467308044,
"acc": 74.11,
"time": 379.0706646029139,
"param": [
{
"p": 0.08923116326332092,
"m": 0.5
},
{
"p": 0.02740643545985222,
"m": 0.5
},
{
"p": 0.0974254310131073,
"m": 0.5
},
{
"p": 0.061144426465034485,
"m": 0.9997941851615906
},
{
"p": 0.0661318227648735,
"m": 0.49997037649154663
},
{
"p": 0.06699015200138092,
"m": 0.39293456077575684
},
{
"p": 0.06905736774206161,
"m": 0.9672791361808777
},
{
"p": 0.07653755694627762,
"m": 1.0
},
{
"p": 0.07646367698907852,
"m": 0.8673596978187561
},
{
"p": 0.06789244711399078,
"m": 0.9734756350517273
},
{
"p": 0.09036033600568771,
"m": 0.9652561545372009
},
{
"p": 0.08349040895700455,
"m": 1.0
},
{
"p": 0.09189929068088531,
"m": 0.5
},
{
"p": 0.035969529300928116,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink