smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.8-14TFx4-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json

13038 lines
213 KiB
JSON
Raw Normal View History

2020-02-28 16:32:22 -05:00
{
"Accuracy": 73.28,
"Time": [
360.73714832277096,
14.113759821255739,
72311.65519145504
],
"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": 4.465411186218262,
"val_loss": 2.1317965984344482,
"acc": 25.35,
"time": 332.73791581299156,
"param": [
{
"p": 0.07627372443675995,
"m": 0.5
},
{
"p": 0.08166037499904633,
"m": 0.5
},
{
"p": 0.0677565187215805,
"m": 0.5
},
{
"p": 0.07253139466047287,
"m": 0.6324816942214966
},
{
"p": 0.09021315723657608,
"m": 0.5186130404472351
},
{
"p": 0.05387613922357559,
"m": 0.46935540437698364
},
{
"p": 0.06175670772790909,
"m": 0.6362094879150391
},
{
"p": 0.0902830958366394,
"m": 0.6264844536781311
},
{
"p": 0.0538661815226078,
"m": 0.5393250584602356
},
{
"p": 0.07232358306646347,
"m": 0.681786835193634
},
{
"p": 0.0709453597664833,
"m": 0.5901876091957092
},
{
"p": 0.07114437222480774,
"m": 0.7893571853637695
},
{
"p": 0.0735776275396347,
"m": 0.5
},
{
"p": 0.06379186362028122,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 3.9359705448150635,
"val_loss": 1.8679537773132324,
"acc": 33.23,
"time": 364.14567472890485,
"param": [
{
"p": 0.09104745090007782,
"m": 0.5
},
{
"p": 0.07747255265712738,
"m": 0.5
},
{
"p": 0.07736913859844208,
"m": 0.5
},
{
"p": 0.08621089905500412,
"m": 0.6170053482055664
},
{
"p": 0.09928745776414871,
"m": 0.5808347463607788
},
{
"p": 0.06721421331167221,
"m": 0.6008168458938599
},
{
"p": 0.06679490208625793,
"m": 0.660068154335022
},
{
"p": 0.11340626329183578,
"m": 0.7229626178741455
},
{
"p": 0.03444604203104973,
"m": 0.5672316551208496
},
{
"p": 0.0775424912571907,
"m": 0.7817409634590149
},
{
"p": 0.03425818681716919,
"m": 0.616692066192627
},
{
"p": 0.08813396096229553,
"m": 1.0
},
{
"p": 0.08610092103481293,
"m": 0.5
},
{
"p": 0.000715475354809314,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.6690855026245117,
"val_loss": 1.7594150304794312,
"acc": 39.37,
"time": 382.38876742403954,
"param": [
{
"p": 0.10888857394456863,
"m": 0.5
},
{
"p": 0.0007141055539250374,
"m": 0.5
},
{
"p": 0.07626407593488693,
"m": 0.5
},
{
"p": 0.10687369108200073,
"m": 0.5972176790237427
},
{
"p": 0.11957842856645584,
"m": 0.36488932371139526
},
{
"p": 0.07063250243663788,
"m": 0.8026157021522522
},
{
"p": 0.07302799820899963,
"m": 0.688125491142273
},
{
"p": 0.11585685610771179,
"m": 0.7580147981643677
},
{
"p": 0.01760716363787651,
"m": 0.5151662826538086
},
{
"p": 0.05003775656223297,
"m": 0.784762442111969
},
{
"p": 0.0014304283540695906,
"m": 0.6045205593109131
},
{
"p": 0.13198451697826385,
"m": 1.0
},
{
"p": 0.1263897567987442,
"m": 0.5
},
{
"p": 0.0007141055539250374,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.340956211090088,
"val_loss": 1.6034834384918213,
"acc": 44.89,
"time": 373.7715025950456,
"param": [
{
"p": 0.10292023420333862,
"m": 0.5
},
{
"p": 0.034677211195230484,
"m": 0.5
},
{
"p": 0.07865395396947861,
"m": 0.5
},
{
"p": 0.09081510454416275,
"m": 0.5985527038574219
},
{
"p": 0.09706006944179535,
"m": 0.21995870769023895
},
{
"p": 0.056345101445913315,
"m": 0.8006550073623657
},
{
"p": 0.06987044960260391,
"m": 0.6296936273574829
},
{
"p": 0.09697411954402924,
"m": 0.6992084980010986
},
{
"p": 0.04169786721467972,
"m": 0.5559929013252258
},
{
"p": 0.05960102751851082,
"m": 0.7524983882904053
},
{
"p": 0.034000083804130554,
"m": 0.603015661239624
},
{
"p": 0.1253068447113037,
"m": 1.0
},
{
"p": 0.11136265099048615,
"m": 0.5
},
{
"p": 0.0007151904865168035,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.138704776763916,
"val_loss": 1.4139739274978638,
"acc": 46.36,
"time": 373.1264989549527,
"param": [
{
"p": 0.12517718970775604,
"m": 0.5
},
{
"p": 0.015145404264330864,
"m": 0.5
},
{
"p": 0.09349287301301956,
"m": 0.5
},
{
"p": 0.10209928452968597,
"m": 0.5640313625335693
},
{
"p": 0.09817822277545929,
"m": 0.18486878275871277
},
{
"p": 0.027719205245375633,
"m": 0.8142707347869873
},
{
"p": 0.0695618987083435,
"m": 0.5054007768630981
},
{
"p": 0.1281702220439911,
"m": 0.5005509853363037
},
{
"p": 0.02481701597571373,
"m": 0.5696700215339661
},
{
"p": 0.04234766587615013,
"m": 0.8377262353897095
},
{
"p": 0.00893218070268631,
"m": 0.561540424823761
},
{
"p": 0.13951298594474792,
"m": 1.0
},
{
"p": 0.12412955611944199,
"m": 0.5
},
{
"p": 0.000716272508725524,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.4860658645629883,
"val_loss": 1.405779480934143,
"acc": 50.6,
"time": 377.6216187849641,
"param": [
{
"p": 0.11066943407058716,
"m": 0.5
},
{
"p": 0.017604423686861992,
"m": 0.5
},
{
"p": 0.09560150653123856,
"m": 0.5
},
{
"p": 0.08828789740800858,
"m": 0.5919683575630188
},
{
"p": 0.10776427388191223,
"m": 0.10903506726026535
},
{
"p": 0.04592015966773033,
"m": 0.7651352882385254
},
{
"p": 0.09066496789455414,
"m": 0.47935032844543457
},
{
"p": 0.09758476167917252,
"m": 0.40649279952049255
},
{
"p": 0.014347550459206104,
"m": 0.5805813670158386
},
{
"p": 0.035268329083919525,
"m": 0.7780923843383789
},
{
"p": 0.04089638218283653,
"m": 0.4706762433052063
},
{
"p": 0.12099065631628036,
"m": 0.9951335787773132
},
{
"p": 0.1076323613524437,
"m": 0.5
},
{
"p": 0.0267673097550869,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 3.065626859664917,
"val_loss": 1.406853199005127,
"acc": 46.18,
"time": 371.15129111299757,
"param": [
{
"p": 0.15076935291290283,
"m": 0.5
},
{
"p": 0.013387572020292282,
"m": 0.5
},
{
"p": 0.09655044227838516,
"m": 0.5
},
{
"p": 0.08847144991159439,
"m": 0.4791274070739746
},
{
"p": 0.09393969178199768,
"m": 0.1412140130996704
},
{
"p": 0.0030090261716395617,
"m": 0.7993255257606506
},
{
"p": 0.09400399029254913,
"m": 0.5215920805931091
},
{
"p": 0.1146484911441803,
"m": 0.39858517050743103
},
{
"p": 0.010091971606016159,
"m": 0.6098894476890564
},
{
"p": 0.04501025751233101,
"m": 0.8958382606506348
},
{
"p": 0.03535854071378708,
"m": 0.5569829940795898
},
{
"p": 0.14000706374645233,
"m": 0.998039960861206
},
{
"p": 0.11404357850551605,
"m": 0.5
},
{
"p": 0.0007085839752107859,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.9602785110473633,
"val_loss": 1.3309544324874878,
"acc": 52.22,
"time": 381.1380282359896,
"param": [
{
"p": 0.1250099241733551,
"m": 0.5
},
{
"p": 0.0504486970603466,
"m": 0.5
},
{
"p": 0.08836767822504044,
"m": 0.5
},
{
"p": 0.08760213851928711,
"m": 0.39694175124168396
},
{
"p": 0.1015496477484703,
"m": 0.15538233518600464
},
{
"p": 0.009374508634209633,
"m": 0.7590438723564148
},
{
"p": 0.08377011865377426,
"m": 0.44491058588027954
},
{
"p": 0.10202725976705551,
"m": 0.3525306284427643
},
{
"p": 0.037479523569345474,
"m": 0.6834055185317993
},
{
"p": 0.06447488069534302,
"m": 0.8889429569244385
},
{
"p": 0.03704405948519707,
"m": 0.6391523480415344
},
{
"p": 0.12099731713533401,
"m": 1.0
},
{
"p": 0.09114436060190201,
"m": 0.5
},
{
"p": 0.0007098279311321676,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 2.735649824142456,
"val_loss": 1.2845351696014404,
"acc": 54.53,
"time": 361.98787825601175,
"param": [
{
"p": 0.10425414144992828,
"m": 0.5
},
{
"p": 0.010576928965747356,
"m": 0.5
},
{
"p": 0.08177542686462402,
"m": 0.5
},
{
"p": 0.07883138209581375,
"m": 0.42029762268066406
},
{
"p": 0.0999540314078331,
"m": 0.2292667180299759
},
{
"p": 0.05033634975552559,
"m": 0.7672037482261658
},
{
"p": 0.08131714165210724,
"m": 0.7065465450286865
},
{
"p": 0.11010090261697769,
"m": 0.294134259223938
},
{
"p": 0.0557498037815094,
"m": 0.7740166187286377
},
{
"p": 0.08078116923570633,
"m": 0.8131024837493896
},
{
"p": 0.04163353517651558,
"m": 0.6715235710144043
},
{
"p": 0.0973055511713028,
"m": 0.9855284094810486
},
{
"p": 0.09059162437915802,
"m": 0.5
},
{
"p": 0.016792066395282745,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 3.0088281631469727,
"val_loss": 1.2803966999053955,
"acc": 55.3,
"time": 353.49042527901474,
"param": [
{
"p": 0.11293146759271622,
"m": 0.5
},
{
"p": 0.023604294285178185,
"m": 0.5
},
{
"p": 0.09141352772712708,
"m": 0.5
},
{
"p": 0.08120563626289368,
"m": 0.3898904621601105
},
{
"p": 0.10338126868009567,
"m": 0.10000000149011612
},
{
"p": 0.03974071145057678,
"m": 0.7500813007354736
},
{
"p": 0.07533052563667297,
"m": 0.801003634929657
},
{
"p": 0.11949816346168518,
"m": 0.2736888527870178
},
{
"p": 0.056833092123270035,
"m": 0.7931532263755798
},
{
"p": 0.08202460408210754,
"m": 0.7714604139328003
},
{
"p": 0.04353663697838783,
"m": 0.7381900548934937
},
{
"p": 0.09063906222581863,
"m": 1.0
},
{
"p": 0.07915167510509491,
"m": 0.5
},
{
"p": 0.0007092631421983242,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.684756278991699,
"val_loss": 1.2727466821670532,
"acc": 56.16,
"time": 360.76846482697874,
"param": [
{
"p": 0.10460050404071808,
"m": 0.5
},
{
"p": 0.0007083885720930994,
"m": 0.5
},
{
"p": 0.08975031971931458,
"m": 0.5
},
{
"p": 0.08773775398731232,
"m": 0.457497775554657
},
{
"p": 0.11510682851076126,
"m": 0.10000000149011612
},
{
"p": 0.023462170735001564,
"m": 0.704515814781189
},
{
"p": 0.0854346975684166,
"m": 0.7413542866706848
},
{
"p": 0.10704473406076431,
"m": 0.40429601073265076
},
{
"p": 0.055691830813884735,
"m": 0.8040699362754822
},
{
"p": 0.07043880969285965,
"m": 0.7410017251968384
},
{
"p": 0.06833823025226593,
"m": 0.6940394639968872
},
{
"p": 0.08568520098924637,
"m": 0.9994546175003052
},
{
"p": 0.10044628381729126,
"m": 0.5
},
{
"p": 0.005554385017603636,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.9212188720703125,
"val_loss": 1.1725441217422485,
"acc": 57.5,
"time": 362.4317194999894,
"param": [
{
"p": 0.10735874623060226,
"m": 0.5
},
{
"p": 0.027757901698350906,
"m": 0.5
},
{
"p": 0.07556416839361191,
"m": 0.5
},
{
"p": 0.07364145666360855,
"m": 0.48446229100227356
},
{
"p": 0.12314017117023468,
"m": 0.2194574773311615
},
{
"p": 0.016358444467186928,
"m": 0.673192024230957
},
{
"p": 0.08317642658948898,
"m": 0.7860802412033081
},
{
"p": 0.10881353169679642,
"m": 0.5590000748634338
},
{
"p": 0.05579672381281853,
"m": 0.8086852431297302
},
{
"p": 0.06945246458053589,
"m": 0.6477351188659668
},
{
"p": 0.04959234595298767,
"m": 0.6412893533706665
},
{
"p": 0.09464266896247864,
"m": 0.9973416328430176
},
{
"p": 0.09582021832466125,
"m": 0.5
},
{
"p": 0.018884746357798576,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.5872280597686768,
"val_loss": 1.215501308441162,
"acc": 57.84,
"time": 340.67375968699344,
"param": [
{
"p": 0.08840280771255493,
"m": 0.5
},
{
"p": 0.029345005750656128,
"m": 0.5
},
{
"p": 0.07481833547353745,
"m": 0.5
},
{
"p": 0.08769618719816208,
"m": 0.6946796774864197
},
{
"p": 0.12191882729530334,
"m": 0.2003290057182312
},
{
"p": 0.0007083428208716214,
"m": 0.6403164267539978
},
{
"p": 0.10293851047754288,
"m": 0.7767969369888306
},
{
"p": 0.12100417912006378,
"m": 0.7017988562583923
},
{
"p": 0.05921502783894539,
"m": 0.8762182593345642
},
{
"p": 0.08176126331090927,
"m": 0.6252071261405945
},
{
"p": 0.027079591527581215,
"m": 0.7424478530883789
},
{
"p": 0.10610295087099075,
"m": 1.0
},
{
"p": 0.09735779464244843,
"m": 0.5
},
{
"p": 0.0016512268921360373,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.572685956954956,
"val_loss": 1.2254095077514648,
"acc": 56.85,
"time": 346.0578702510102,
"param": [
{
"p": 0.11482059210538864,
"m": 0.5
},
{
"p": 0.0007139429799281061,
"m": 0.5
},
{
"p": 0.07726091146469116,
"m": 0.5
},
{
"p": 0.07444602251052856,
"m": 0.7298198342323303
},
{
"p": 0.11680644750595093,
"m": 0.16079647839069366
},
{
"p": 0.0007139429799281061,
"m": 0.5442721843719482
},
{
"p": 0.09695789217948914,
"m": 0.7565046548843384
},
{
"p": 0.10848550498485565,
"m": 0.6458887457847595
},
{
"p": 0.02614322118461132,
"m": 0.88554847240448
},
{
"p": 0.08050180226564407,
"m": 0.46859294176101685
},
{
"p": 0.07352261245250702,
"m": 0.7631285786628723
},
{
"p": 0.10241249948740005,
"m": 0.9840006232261658
},
{
"p": 0.10205090045928955,
"m": 0.5
},
{
"p": 0.025163725018501282,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.6526408195495605,
"val_loss": 1.1619930267333984,
"acc": 59.6,
"time": 348.69090989010874,
"param": [
{
"p": 0.11344867199659348,
"m": 0.5
},
{
"p": 0.00350507372058928,
"m": 0.5
},
{
"p": 0.08763937652111053,
"m": 0.5
},
{
"p": 0.06720929592847824,
"m": 0.6090400815010071
},
{
"p": 0.11566077172756195,
"m": 0.19041010737419128
},
{
"p": 0.032544948160648346,
"m": 0.5104951858520508
},
{
"p": 0.07456398755311966,
"m": 0.8735319375991821
},
{
"p": 0.09749414771795273,
"m": 0.6541093587875366
},
{
"p": 0.02731902338564396,
"m": 0.8484979271888733
},
{
"p": 0.08495233952999115,
"m": 0.5720138549804688
},
{
"p": 0.06650758534669876,
"m": 0.6899381875991821
},
{
"p": 0.10965223610401154,
"m": 1.0
},
{
"p": 0.1014866977930069,
"m": 0.5
},
{
"p": 0.018015816807746887,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.732783794403076,
"val_loss": 1.2266486883163452,
"acc": 58.82,
"time": 362.6422286069719,
"param": [
{
"p": 0.10265950858592987,
"m": 0.5
},
{
"p": 0.014462387189269066,
"m": 0.5
},
{
"p": 0.08390479534864426,
"m": 0.5
},
{
"p": 0.06376101821660995,
"m": 0.6244801878929138
},
{
"p": 0.1095452681183815,
"m": 0.20525917410850525
},
{
"p": 0.049733199179172516,
"m": 0.5903422832489014
},
{
"p": 0.09096942842006683,
"m": 0.8776907920837402
},
{
"p": 0.08703954517841339,
"m": 0.7282711267471313
},
{
"p": 0.0627913773059845,
"m": 0.8116495013237
},
{
"p": 0.07962707430124283,
"m": 0.6162390112876892
},
{
"p": 0.05498804524540901,
"m": 0.7357991933822632
},
{
"p": 0.09748049825429916,
"m": 1.0
},
{
"p": 0.09476985037326813,
"m": 0.5
},
{
"p": 0.008267960511147976,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.5803682804107666,
"val_loss": 1.1562809944152832,
"acc": 59.64,
"time": 368.43122657295316,
"param": [
{
"p": 0.10607688874006271,
"m": 0.5
},
{
"p": 0.01871678978204727,
"m": 0.5
},
{
"p": 0.07179713249206543,
"m": 0.5
},
{
"p": 0.06510547548532486,
"m": 0.6892520785331726
},
{
"p": 0.10115056484937668,
"m": 0.24391870200634003
},
{
"p": 0.04596089571714401,
"m": 0.6482570767402649
},
{
"p": 0.08916503936052322,
"m": 0.9919825792312622
},
{
"p": 0.10250569880008698,
"m": 0.7967494130134583
},
{
"p": 0.048521608114242554,
"m": 0.8278957605361938
},
{
"p": 0.08084555715322495,
"m": 0.5601028203964233
},
{
"p": 0.0743543729186058,
"m": 0.7904171943664551
},
{
"p": 0.08913024514913559,
"m": 1.0
},
{
"p": 0.10587996244430542,
"m": 0.5
},
{
"p": 0.000789869052823633,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.456927537918091,
"val_loss": 1.0720196962356567,
"acc": 60.61,
"time": 370.0250424750848,
"param": [
{
"p": 0.1009993925690651,
"m": 0.5
},
{
"p": 0.004920290317386389,
"m": 0.5
},
{
"p": 0.07708963751792908,
"m": 0.5
},
{
"p": 0.08611884713172913,
"m": 0.7340641021728516
},
{
"p": 0.10514776408672333,
"m": 0.24115623533725739
},
{
"p": 0.02425270900130272,
"m": 0.6971350908279419
},
{
"p": 0.09109389036893845,
"m": 0.971483588218689
},
{
"p": 0.11979053914546967,
"m": 0.8897107839584351
},
{
"p": 0.060416143387556076,
"m": 0.8306453824043274
},
{
"p": 0.07983458787202835,
"m": 0.5038801431655884
},
{
"p": 0.07223653793334961,
"m": 0.8212265968322754
},
{
"p": 0.08506633341312408,
"m": 0.9946348071098328
},
{
"p": 0.09232205897569656,
"m": 0.5
},
{
"p": 0.0007111786399036646,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.2218334674835205,
"val_loss": 1.1198530197143555,
"acc": 61.22,
"time": 372.4488508630311,
"param": [
{
"p": 0.10151341557502747,
"m": 0.5
},
{
"p": 0.01942841149866581,
"m": 0.5
},
{
"p": 0.07999264448881149,
"m": 0.5
},
{
"p": 0.10287696868181229,
"m": 0.7659652829170227
},
{
"p": 0.10778750479221344,
"m": 0.2749815881252289
},
{
"p": 0.03239206597208977,
"m": 0.6696828007698059
},
{
"p": 0.08631469309329987,
"m": 0.9372598528862
},
{
"p": 0.08380504697561264,
"m": 0.9481051564216614
},
{
"p": 0.055071812123060226,
"m": 0.8253070116043091
},
{
"p": 0.0873047336935997,
"m": 0.5038434267044067
},
{
"p": 0.042318195104599,
"m": 0.8252274990081787
},
{
"p": 0.09643343091011047,
"m": 0.967898964881897
},
{
"p": 0.10404715687036514,
"m": 0.5
},
{
"p": 0.000713964574970305,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.526585578918457,
"val_loss": 1.1364308595657349,
"acc": 62.0,
"time": 390.20739678200334,
"param": [
{
"p": 0.09289705753326416,
"m": 0.5
},
{
"p": 0.023855235427618027,
"m": 0.5
},
{
"p": 0.08566217869520187,
"m": 0.5
},
{
"p": 0.0911790058016777,
"m": 0.7759279012680054
},
{
"p": 0.105567067861557,
"m": 0.24911479651927948
},
{
"p": 0.0254703089594841,
"m": 0.7041605114936829
},
{
"p": 0.0972805768251419,
"m": 0.9579992890357971
},
{
"p": 0.10168622434139252,
"m": 0.9740974307060242
},
{
"p": 0.07104185968637466,
"m": 0.7786065340042114
},
{
"p": 0.08585747331380844,
"m": 0.4515288770198822
},
{
"p": 0.041577473282814026,
"m": 0.8211022615432739
},
{
"p": 0.09327884763479233,
"m": 1.0
},
{
"p": 0.08393832296133041,
"m": 0.5
},
{
"p": 0.0007083959062583745,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.699831962585449,
"val_loss": 1.0467196702957153,
"acc": 61.79,
"time": 371.1668036209885,
"param": [
{
"p": 0.11416815221309662,
"m": 0.5
},
{
"p": 0.004070018883794546,
"m": 0.5
},
{
"p": 0.08503223210573196,
"m": 0.5
},
{
"p": 0.08322911709547043,
"m": 0.7459411025047302
},
{
"p": 0.10473144054412842,
"m": 0.3383435010910034
},
{
"p": 0.027309974655508995,
"m": 0.6966559290885925
},
{
"p": 0.07286757230758667,
"m": 0.9620689153671265
},
{
"p": 0.09821260720491409,
"m": 0.8291947841644287
},
{
"p": 0.04870973899960518,
"m": 0.82004314661026
},
{
"p": 0.07874445617198944,
"m": 0.5229038000106812
},
{
"p": 0.06318095326423645,
"m": 0.8129152059555054
},
{
"p": 0.10714100301265717,
"m": 0.995711088180542
},
{
"p": 0.10023896396160126,
"m": 0.5
},
{
"p": 0.012363702990114689,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.5615596771240234,
"val_loss": 1.0970120429992676,
"acc": 63.02,
"time": 370.3432946979301,
"param": [
{
"p": 0.10647020488977432,
"m": 0.5
},
{
"p": 0.016039492562413216,
"m": 0.5
},
{
"p": 0.08724873512983322,
"m": 0.5
},
{
"p": 0.07771526277065277,
"m": 0.7541860342025757
},
{
"p": 0.08478441834449768,
"m": 0.4510040283203125
},
{
"p": 0.03153664618730545,
"m": 0.6339043378829956
},
{
"p": 0.08506716042757034,
"m": 0.9973373413085938
},
{
"p": 0.11306494474411011,
"m": 0.9038496613502502
},
{
"p": 0.06347423791885376,
"m": 0.8986057639122009
},
{
"p": 0.09249309450387955,
"m": 0.4466109573841095
},
{
"p": 0.06999615579843521,
"m": 0.8657959699630737
},
{
"p": 0.08763634413480759,
"m": 0.9684809446334839
},
{
"p": 0.08376477658748627,
"m": 0.5
},
{
"p": 0.0007085225661285222,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.725466251373291,
"val_loss": 1.1192165613174438,
"acc": 63.14,
"time": 374.7191339950077,
"param": [
{
"p": 0.10335943102836609,
"m": 0.5
},
{
"p": 0.018985077738761902,
"m": 0.5
},
{
"p": 0.09215913712978363,
"m": 0.5
},
{
"p": 0.08112435787916183,
"m": 0.7769299149513245
},
{
"p": 0.08929607272148132,
"m": 0.4651695489883423
},
{
"p": 0.03598780557513237,
"m": 0.7704859375953674
},
{
"p": 0.08310326933860779,
"m": 0.8582277297973633
},
{
"p": 0.10776672512292862,
"m": 0.8958317041397095
},
{
"p": 0.056098103523254395,
"m": 0.860746443271637
},
{
"p": 0.08150634169578552,
"m": 0.4998626708984375
},
{
"p": 0.06946790963411331,
"m": 0.838348388671875
},
{
"p": 0.09181579202413559,
"m": 0.9794241786003113
},
{
"p": 0.08862233906984329,
"m": 0.5
},
{
"p": 0.0007075194735080004,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.4083433151245117,
"val_loss": 1.0978490114212036,
"acc": 62.74,
"time": 362.4669611379504,
"param": [
{
"p": 0.10183892399072647,
"m": 0.5
},
{
"p": 0.028228040784597397,
"m": 0.5
},
{
"p": 0.08834522217512131,
"m": 0.5
},
{
"p": 0.07567771524190903,
"m": 0.7767140865325928
},
{
"p": 0.0953962430357933,
"m": 0.47725677490234375
},
{
"p": 0.016595041379332542,
"m": 0.9425265789031982
},
{
"p": 0.0807134211063385,
"m": 0.9788081645965576
},
{
"p": 0.10538844019174576,
"m": 1.0
},
{
"p": 0.05489521101117134,
"m": 0.8818729519844055
},
{
"p": 0.06516250967979431,
"m": 0.5660778880119324
},
{
"p": 0.06546953320503235,
"m": 0.9130313992500305
},
{
"p": 0.10508526116609573,
"m": 1.0
},
{
"p": 0.10660373419523239,
"m": 0.5
},
{
"p": 0.010600684210658073,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.6819252967834473,
"val_loss": 1.0811498165130615,
"acc": 62.11,
"time": 375.6694584770594,
"param": [
{
"p": 0.10764001309871674,
"m": 0.5
},
{
"p": 0.0007063977536745369,
"m": 0.5
},
{
"p": 0.08173006027936935,
"m": 0.5
},
{
"p": 0.0810055360198021,
"m": 0.9369425773620605
},
{
"p": 0.09648211300373077,
"m": 0.5610291957855225
},
{
"p": 0.0367397703230381,
"m": 0.9715204238891602
},
{
"p": 0.09932732582092285,
"m": 0.9569857716560364
},
{
"p": 0.10805697739124298,
"m": 1.0
},
{
"p": 0.05098424479365349,
"m": 0.8509686589241028
},
{
"p": 0.07781106233596802,
"m": 0.5303980708122253
},
{
"p": 0.05843985080718994,
"m": 0.9718173742294312
},
{
"p": 0.09801895171403885,
"m": 0.9890825152397156
},
{
"p": 0.09265833348035812,
"m": 0.5
},
{
"p": 0.01039948221296072,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 2.3457844257354736,
"val_loss": 0.9972304701805115,
"acc": 63.65,
"time": 374.2493755830219,
"param": [
{
"p": 0.1136193573474884,
"m": 0.5
},
{
"p": 0.022899024188518524,
"m": 0.5
},
{
"p": 0.08620678633451462,
"m": 0.5
},
{
"p": 0.09375585615634918,
"m": 0.9995456337928772
},
{
"p": 0.09013804793357849,
"m": 0.4508845806121826
},
{
"p": 0.009627009741961956,
"m": 0.9334483742713928
},
{
"p": 0.07915396988391876,
"m": 0.9166995882987976
},
{
"p": 0.11454377323389053,
"m": 0.987936794757843
},
{
"p": 0.05700860917568207,
"m": 0.7030011415481567
},
{
"p": 0.0783492848277092,
"m": 0.44724610447883606
},
{
"p": 0.06349552422761917,
"m": 0.9341607093811035
},
{
"p": 0.09522994607686996,
"m": 0.9602878093719482
},
{
"p": 0.09337593615055084,
"m": 0.5
},
{
"p": 0.002596883103251457,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.366360664367676,
"val_loss": 1.022495150566101,
"acc": 64.37,
"time": 377.5204797720071,
"param": [
{
"p": 0.10746970772743225,
"m": 0.5
},
{
"p": 0.0014683109475299716,
"m": 0.5
},
{
"p": 0.09189004451036453,
"m": 0.5
},
{
"p": 0.062390781939029694,
"m": 0.9893524646759033
},
{
"p": 0.09513461589813232,
"m": 0.433745414018631
},
{
"p": 0.04684167727828026,
"m": 0.9762274622917175
},
{
"p": 0.10021570324897766,
"m": 0.9913962483406067
},
{
"p": 0.08509084582328796,
"m": 1.0
},
{
"p": 0.04903862252831459,
"m": 0.8099626302719116
},
{
"p": 0.08400654047727585,
"m": 0.4295792877674103
},
{
"p": 0.07616216689348221,
"m": 0.9952437281608582
},
{
"p": 0.09146754443645477,
"m": 0.9930849075317383
},
{
"p": 0.10811886191368103,
"m": 0.5
},
{
"p": 0.0007045182283036411,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.363361120223999,
"val_loss": 0.9174671769142151,
"acc": 64.61,
"time": 389.7106759659946,
"param": [
{
"p": 0.11324384063482285,
"m": 0.5
},
{
"p": 0.0025526094250380993,
"m": 0.5
},
{
"p": 0.07648585736751556,
"m": 0.5
},
{
"p": 0.050019439309835434,
"m": 0.9851217269897461
},
{
"p": 0.08807153254747391,
"m": 0.46296626329421997
},
{
"p": 0.0356319434940815,
"m": 0.9686455130577087
},
{
"p": 0.08834739774465561,
"m": 0.890338122844696
},
{
"p": 0.11768941581249237,
"m": 0.9966510534286499
},
{
"p": 0.05881303921341896,
"m": 0.8525693416595459
},
{
"p": 0.08617665618658066,
"m": 0.4641725718975067
},
{
"p": 0.061248406767845154,
"m": 0.9695915579795837
},
{
"p": 0.09957882761955261,
"m": 0.9634664058685303
},
{
"p": 0.10658299922943115,
"m": 0.5
},
{
"p": 0.015558023937046528,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 2.1755807399749756,
"val_loss": 1.09263014793396,
"acc": 63.21,
"time": 380.55923934909515,
"param": [
{
"p": 0.09426993131637573,
"m": 0.5
},
{
"p": 0.025129850953817368,
"m": 0.5
},
{
"p": 0.08700747042894363,
"m": 0.5
},
{
"p": 0.06661240756511688,
"m": 0.9711830615997314
},
{
"p": 0.081866554915905,
"m": 0.4527839422225952
},
{
"p": 0.02363920398056507,
"m": 0.8936089277267456
},
{
"p": 0.10711784660816193,
"m": 0.8063923120498657
},
{
"p": 0.11781506985425949,
"m": 0.9255531430244446
},
{
"p": 0.04879247024655342,
"m": 0.7723801136016846
},
{
"p": 0.08261146396398544,
"m": 0.5068010091781616
},
{
"p": 0.06309527903795242,
"m": 0.9308730363845825
},
{
"p": 0.10197176039218903,
"m": 0.9724406599998474
},
{
"p": 0.09202577918767929,
"m": 0.5
},
{
"p": 0.008044959045946598,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 2.2675368785858154,
"val_loss": 1.0088955163955688,
"acc": 65.62,
"time": 372.49350332608446,
"param": [
{
"p": 0.08454149961471558,
"m": 0.5
},
{
"p": 0.008153765462338924,
"m": 0.5
},
{
"p": 0.0929233729839325,
"m": 0.5
},
{
"p": 0.07448596507310867,
"m": 0.9429906606674194
},
{
"p": 0.08723965287208557,
"m": 0.542455792427063
},
{
"p": 0.03001219779253006,
"m": 0.9000517129898071
},
{
"p": 0.08217955380678177,
"m": 0.8713504672050476
},
{
"p": 0.11119885742664337,
"m": 0.8744994401931763
},
{
"p": 0.06636952608823776,
"m": 0.790300726890564
},
{
"p": 0.08229704946279526,
"m": 0.4850575029850006
},
{
"p": 0.07212408632040024,
"m": 0.9392563700675964
},
{
"p": 0.09722986817359924,
"m": 0.9834538698196411
},
{
"p": 0.10596571862697601,
"m": 0.5
},
{
"p": 0.005278884433209896,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 2.5261998176574707,
"val_loss": 0.9884111285209656,
"acc": 64.35,
"time": 362.90891747002024,
"param": [
{
"p": 0.10052460432052612,
"m": 0.5
},
{
"p": 0.006693795323371887,
"m": 0.5
},
{
"p": 0.09387268126010895,
"m": 0.5
},
{
"p": 0.09350693225860596,
"m": 0.9118854403495789
},
{
"p": 0.07240622490644455,
"m": 0.5592705607414246
},
{
"p": 0.045919597148895264,
"m": 0.9546570777893066
},
{
"p": 0.09566601365804672,
"m": 0.9128934144973755
},
{
"p": 0.08908452838659286,
"m": 0.9884474873542786
},
{
"p": 0.05412273108959198,
"m": 0.6582438945770264
},
{
"p": 0.07736681401729584,
"m": 0.6283652782440186
},
{
"p": 0.06760058552026749,
"m": 0.8294610381126404
},
{
"p": 0.08878923952579498,
"m": 0.9986754059791565
},
{
"p": 0.11001802980899811,
"m": 0.5
},
{
"p": 0.004428340587764978,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.1544342041015625,
"val_loss": 1.0585052967071533,
"acc": 64.87,
"time": 374.4857973100152,
"param": [
{
"p": 0.10504515469074249,
"m": 0.5
},
{
"p": 0.016476783901453018,
"m": 0.5
},
{
"p": 0.0677061378955841,
"m": 0.5
},
{
"p": 0.0846143364906311,
"m": 1.0
},
{
"p": 0.08338131010532379,
"m": 0.4184612035751343
},
{
"p": 0.04305194318294525,
"m": 0.9226806163787842
},
{
"p": 0.08980543166399002,
"m": 0.8964117765426636
},
{
"p": 0.09824173897504807,
"m": 1.0
},
{
"p": 0.06378781795501709,
"m": 0.787465512752533
},
{
"p": 0.07600179314613342,
"m": 0.5691515207290649
},
{
"p": 0.06496604532003403,
"m": 0.9195094108581543
},
{
"p": 0.08573633432388306,
"m": 0.988454282283783
},
{
"p": 0.09812849014997482,
"m": 0.5
},
{
"p": 0.023056751117110252,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.9244983196258545,
"val_loss": 1.003666639328003,
"acc": 66.61,
"time": 363.7204264670145,
"param": [
{
"p": 0.10648736357688904,
"m": 0.5
},
{
"p": 0.0007127822609618306,
"m": 0.5
},
{
"p": 0.08239872753620148,
"m": 0.5
},
{
"p": 0.07731486111879349,
"m": 0.9488866329193115
},
{
"p": 0.08647565543651581,
"m": 0.47580400109291077
},
{
"p": 0.031449396163225174,
"m": 0.871930718421936
},
{
"p": 0.1013970822095871,
"m": 0.9920229911804199
},
{
"p": 0.11231633275747299,
"m": 0.9852515459060669
},
{
"p": 0.04461931809782982,
"m": 0.9245597124099731
},
{
"p": 0.08696551620960236,
"m": 0.6114457845687866
},
{
"p": 0.054231852293014526,
"m": 0.9689405560493469
},
{
"p": 0.08711975067853928,
"m": 0.998030960559845
},
{
"p": 0.10735507309436798,
"m": 0.5
},
{
"p": 0.021156232804059982,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 2.466890811920166,
"val_loss": 0.9817347526550293,
"acc": 64.27,
"time": 363.64446596603375,
"param": [
{
"p": 0.10010265558958054,
"m": 0.5
},
{
"p": 0.012365090660750866,
"m": 0.5
},
{
"p": 0.09616346657276154,
"m": 0.5
},
{
"p": 0.07927288860082626,
"m": 0.8564743995666504
},
{
"p": 0.08638822287321091,
"m": 0.48272013664245605
},
{
"p": 0.04704160988330841,
"m": 0.9440977573394775
},
{
"p": 0.07816794514656067,
"m": 0.9558441042900085
},
{
"p": 0.12125786393880844,
"m": 0.9689083695411682
},
{
"p": 0.04976106435060501,
"m": 0.9844259023666382
},
{
"p": 0.07785336673259735,
"m": 0.6022523641586304
},
{
"p": 0.06269025802612305,
"m": 0.9429529905319214
},
{
"p": 0.09456998854875565,
"m": 1.0
},
{
"p": 0.0936524048447609,
"m": 0.5
},
{
"p": 0.000713218585588038,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 2.1315112113952637,
"val_loss": 0.95827716588974,
"acc": 65.78,
"time": 359.9438095809892,
"param": [
{
"p": 0.11990917474031448,
"m": 0.5
},
{
"p": 0.03526538610458374,
"m": 0.5
},
{
"p": 0.06402012705802917,
"m": 0.5
},
{
"p": 0.09044277667999268,
"m": 1.0
},
{
"p": 0.08811178803443909,
"m": 0.49983784556388855
},
{
"p": 0.03494001924991608,
"m": 0.8931916952133179
},
{
"p": 0.0744190514087677,
"m": 1.0
},
{
"p": 0.07417451590299606,
"m": 0.9808831810951233
},
{
"p": 0.046397462487220764,
"m": 0.9648814797401428
},
{
"p": 0.0830036997795105,
"m": 0.6978816390037537
},
{
"p": 0.07489948719739914,
"m": 0.9579261541366577
},
{
"p": 0.10085262358188629,
"m": 0.9663679003715515
},
{
"p": 0.09950478374958038,
"m": 0.5
},
{
"p": 0.014059032313525677,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 2.248516082763672,
"val_loss": 0.9786984324455261,
"acc": 65.06,
"time": 386.6684963410953,
"param": [
{
"p": 0.10505504161119461,
"m": 0.5
},
{
"p": 0.011658256873488426,
"m": 0.5
},
{
"p": 0.08357458561658859,
"m": 0.5
},
{
"p": 0.08181264996528625,
"m": 0.9952123165130615
},
{
"p": 0.09683398902416229,
"m": 0.5216681957244873
},
{
"p": 0.005420639179646969,
"m": 0.7747463583946228
},
{
"p": 0.08264143764972687,
"m": 0.9790982604026794
},
{
"p": 0.10566007345914841,
"m": 1.0
},
{
"p": 0.06733334809541702,
"m": 0.9987573623657227
},
{
"p": 0.07871575653553009,
"m": 0.7406807541847229
},
{
"p": 0.07799263298511505,
"m": 0.9193711280822754
},
{
"p": 0.09518689662218094,
"m": 1.0
},
{
"p": 0.10382647067308426,
"m": 0.5
},
{
"p": 0.004288213327527046,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.75003981590271,
"val_loss": 0.9577803611755371,
"acc": 65.97,
"time": 378.14360061706975,
"param": [
{
"p": 0.10886059701442719,
"m": 0.5
},
{
"p": 0.003654076252132654,
"m": 0.5
},
{
"p": 0.0969638004899025,
"m": 0.5
},
{
"p": 0.06640642881393433,
"m": 0.9845130443572998
},
{
"p": 0.0741039514541626,
"m": 0.4841471016407013
},
{
"p": 0.05018936097621918,
"m": 0.6747856736183167
},
{
"p": 0.08449580520391464,
"m": 1.0
},
{
"p": 0.10669448226690292,
"m": 0.9660524129867554
},
{
"p": 0.05663188174366951,
"m": 0.9402559399604797
},
{
"p": 0.08526413142681122,
"m": 0.8329657316207886
},
{
"p": 0.06686501950025558,
"m": 0.9995262026786804
},
{
"p": 0.08357910066843033,
"m": 0.998247504234314
},
{
"p": 0.10722826421260834,
"m": 0.5
},
{
"p": 0.00906306691467762,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 2.026007652282715,
"val_loss": 0.9369773864746094,
"acc": 66.68,
"time": 367.95955078303814,
"param": [
{
"p": 0.09159621596336365,
"m": 0.5
},
{
"p": 0.021898828446865082,
"m": 0.5
},
{
"p": 0.08175764232873917,
"m": 0.5
},
{
"p": 0.08536281436681747,
"m": 0.9444151520729065
},
{
"p": 0.07651443779468536,
"m": 0.5204116106033325
},
{
"p": 0.04084143042564392,
"m": 0.5784977674484253
},
{
"p": 0.09972504526376724,
"m": 0.9798802137374878
},
{
"p": 0.11424361169338226,
"m": 0.9166139364242554
},
{
"p": 0.04546824470162392,
"m": 0.8765629529953003
},
{
"p": 0.06706243753433228,
"m": 0.9644020795822144
},
{
"p": 0.07539518177509308,
"m": 0.9970185160636902
},
{
"p": 0.09761322289705276,
"m": 1.0
},
{
"p": 0.09688565880060196,
"m": 0.5
},
{
"p": 0.00563517352566123,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 2.5851736068725586,
"val_loss": 1.0298360586166382,
"acc": 66.38,
"time": 377.39983085601125,
"param": [
{
"p": 0.10611450672149658,
"m": 0.5
},
{
"p": 0.028162650763988495,
"m": 0.5
},
{
"p": 0.06560518592596054,
"m": 0.5
},
{
"p": 0.08376988768577576,
"m": 1.0
},
{
"p": 0.093749038875103,
"m": 0.6138047575950623
},
{
"p": 0.04953135550022125,
"m": 0.5430431365966797
},
{
"p": 0.08524507284164429,
"m": 0.9532414674758911
},
{
"p": 0.0987136960029602,
"m": 0.869602620601654
},
{
"p": 0.06514862179756165,
"m": 1.0
},
{
"p": 0.07209157943725586,
"m": 0.9993200302124023
},
{
"p": 0.07039633393287659,
"m": 0.9182925820350647
},
{
"p": 0.09011224657297134,
"m": 0.9780486822128296
},
{
"p": 0.09012151509523392,
"m": 0.5
},
{
"p": 0.0012382485438138247,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 2.0229299068450928,
"val_loss": 1.0078133344650269,
"acc": 66.33,
"time": 377.634722248069,
"param": [
{
"p": 0.10359662771224976,
"m": 0.5
},
{
"p": 0.013271569274365902,
"m": 0.5
},
{
"p": 0.08168486505746841,
"m": 0.5
},
{
"p": 0.07498571276664734,
"m": 0.9912174344062805
},
{
"p": 0.07842474430799484,
"m": 0.629689633846283
},
{
"p": 0.04607946053147316,
"m": 0.5158704519271851
},
{
"p": 0.09021922200918198,
"m": 1.0
},
{
"p": 0.09057975560426712,
"m": 0.8822179436683655
},
{
"p": 0.05226452648639679,
"m": 0.9955070614814758
},
{
"p": 0.08551717549562454,
"m": 0.9981576204299927
},
{
"p": 0.07311353832483292,
"m": 0.9625154733657837
},
{
"p": 0.09245870262384415,
"m": 1.0
},
{
"p": 0.10315539687871933,
"m": 0.5
},
{
"p": 0.014648585580289364,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.9972014427185059,
"val_loss": 1.0942169427871704,
"acc": 66.96,
"time": 394.941135491943,
"param": [
{
"p": 0.09950458258390427,
"m": 0.5
},
{
"p": 0.016931265592575073,
"m": 0.5
},
{
"p": 0.07828077673912048,
"m": 0.5
},
{
"p": 0.0721108689904213,
"m": 0.9587084054946899
},
{
"p": 0.08175995200872421,
"m": 0.6275247931480408
},
{
"p": 0.055821359157562256,
"m": 0.5677738785743713
},
{
"p": 0.082622230052948,
"m": 1.0
},
{
"p": 0.10202252864837646,
"m": 0.9132981896400452
},
{
"p": 0.06795027107000351,
"m": 1.0
},
{
"p": 0.081329844892025,
"m": 0.9963347315788269
},
{
"p": 0.0771271139383316,
"m": 0.8959510922431946
},
{
"p": 0.08488895744085312,
"m": 0.9978309869766235
},
{
"p": 0.09078583121299744,
"m": 0.5
},
{
"p": 0.008864336647093296,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 2.0495095252990723,
"val_loss": 0.9754899144172668,
"acc": 66.84,
"time": 378.0737307301024,
"param": [
{
"p": 0.10959106683731079,
"m": 0.5
},
{
"p": 0.009245701134204865,
"m": 0.5
},
{
"p": 0.08376593142747879,
"m": 0.5
},
{
"p": 0.04570429027080536,
"m": 0.9769800305366516
},
{
"p": 0.0973857194185257,
"m": 0.7241091728210449
},
{
"p": 0.052659403532743454,
"m": 0.5965557098388672
},
{
"p": 0.08709881454706192,
"m": 0.9841116070747375
},
{
"p": 0.10314334183931351,
"m": 0.9686931371688843
},
{
"p": 0.07397832721471786,
"m": 0.9919918179512024
},
{
"p": 0.07629696279764175,
"m": 0.9857282042503357
},
{
"p": 0.08132798224687576,
"m": 0.8347134590148926
},
{
"p": 0.07830099761486053,
"m": 0.999238133430481
},
{
"p": 0.10079608857631683,
"m": 0.5
},
{
"p": 0.0007053399458527565,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 2.315641164779663,
"val_loss": 0.887091338634491,
"acc": 66.09,
"time": 362.09057149197906,
"param": [
{
"p": 0.09052136540412903,
"m": 0.5
},
{
"p": 0.01743653602898121,
"m": 0.5
},
{
"p": 0.06424843519926071,
"m": 0.5
},
{
"p": 0.08725663274526596,
"m": 0.9765923023223877
},
{
"p": 0.08467094600200653,
"m": 0.6111158728599548
},
{
"p": 0.04550306871533394,
"m": 0.5702470541000366
},
{
"p": 0.0818762257695198,
"m": 0.9992892146110535
},
{
"p": 0.09949945658445358,
"m": 0.9477143287658691
},
{
"p": 0.0690285712480545,
"m": 0.9982262849807739
},
{
"p": 0.08098424971103668,
"m": 0.9993746280670166
},
{
"p": 0.06225913390517235,
"m": 0.8128700256347656
},
{
"p": 0.09695935249328613,
"m": 0.991707444190979
},
{
"p": 0.09721661359071732,
"m": 0.5
},
{
"p": 0.022539392113685608,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.7275291681289673,
"val_loss": 0.8600775599479675,
"acc": 65.18,
"time": 388.1715596949216,
"param": [
{
"p": 0.08958416432142258,
"m": 0.5
},
{
"p": 0.02900317870080471,
"m": 0.5
},
{
"p": 0.09094573557376862,
"m": 0.5
},
{
"p": 0.0660792663693428,
"m": 0.9677131175994873
},
{
"p": 0.08204466849565506,
"m": 0.6496203541755676
},
{
"p": 0.02659597434103489,
"m": 0.5809611082077026
},
{
"p": 0.09633519500494003,
"m": 0.9401331543922424
},
{
"p": 0.10498461872339249,
"m": 0.993016242980957
},
{
"p": 0.06460098177194595,
"m": 0.9430175423622131
},
{
"p": 0.08426102250814438,
"m": 1.0
},
{
"p": 0.07320041954517365,
"m": 0.8273124098777771
},
{
"p": 0.09259263426065445,
"m": 0.9646621346473694
},
{
"p": 0.09907868504524231,
"m": 0.5
},
{
"p": 0.0006934533594176173,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 2.3133440017700195,
"val_loss": 0.9729640483856201,
"acc": 65.94,
"time": 385.1545438420726,
"param": [
{
"p": 0.09688179194927216,
"m": 0.5
},
{
"p": 0.028718991205096245,
"m": 0.5
},
{
"p": 0.07978598773479462,
"m": 0.5
},
{
"p": 0.07490775734186172,
"m": 0.9692125916481018
},
{
"p": 0.076138436794281,
"m": 0.6215407252311707
},
{
"p": 0.06070755794644356,
"m": 0.7171529531478882
},
{
"p": 0.07481405138969421,
"m": 0.9999176859855652
},
{
"p": 0.09299363940954208,
"m": 0.9986642599105835
},
{
"p": 0.05469604209065437,
"m": 0.9813336133956909
},
{
"p": 0.08629561960697174,
"m": 1.0
},
{
"p": 0.06345342844724655,
"m": 0.998719334602356
},
{
"p": 0.10654326528310776,
"m": 0.9517490863800049
},
{
"p": 0.09071754664182663,
"m": 0.5
},
{
"p": 0.013345823623239994,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 2.2009289264678955,
"val_loss": 0.9435906410217285,
"acc": 66.37,
"time": 377.6356451930478,
"param": [
{
"p": 0.10325682163238525,
"m": 0.5
},
{
"p": 0.026411648839712143,
"m": 0.5
},
{
"p": 0.07105742394924164,
"m": 0.5
},
{
"p": 0.0972980409860611,
"m": 0.9966704845428467
},
{
"p": 0.08837912976741791,
"m": 0.6809960007667542
},
{
"p": 0.034430131316185,
"m": 0.800877571105957
},
{
"p": 0.08219020813703537,
"m": 1.0
},
{
"p": 0.10149925202131271,
"m": 0.9700413346290588
},
{
"p": 0.06004398316144943,
"m": 0.9204968214035034
},
{
"p": 0.07302400469779968,
"m": 0.9740753769874573
},
{
"p": 0.07635395228862762,
"m": 0.8622314929962158
},
{
"p": 0.08256588131189346,
"m": 1.0
},
{
"p": 0.08642725646495819,
"m": 0.5
},
{
"p": 0.01706228032708168,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 1.9032834768295288,
"val_loss": 0.9690120816230774,
"acc": 67.24,
"time": 381.76711682393216,
"param": [
{
"p": 0.11730483174324036,
"m": 0.5
},
{
"p": 0.015849296003580093,
"m": 0.5
},
{
"p": 0.08982348442077637,
"m": 0.5
},
{
"p": 0.07721405476331711,
"m": 0.9750263690948486
},
{
"p": 0.05808718875050545,
"m": 0.6933780908584595
},
{
"p": 0.031219391152262688,
"m": 0.7343488931655884
},
{
"p": 0.08886217325925827,
"m": 1.0
},
{
"p": 0.09560147672891617,
"m": 1.0
},
{
"p": 0.0689295306801796,
"m": 0.9914255738258362
},
{
"p": 0.09178413450717926,
"m": 0.9938895106315613
},
{
"p": 0.07848259806632996,
"m": 0.8988352417945862
},
{
"p": 0.09253217279911041,
"m": 0.9949179291725159
},
{
"p": 0.09360986202955246,
"m": 0.5
},
{
"p": 0.000699660275131464,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 2.052494525909424,
"val_loss": 0.9707198739051819,
"acc": 66.55,
"time": 371.7998160030693,
"param": [
{
"p": 0.11369530856609344,
"m": 0.5
},
{
"p": 0.009162007831037045,
"m": 0.5
},
{
"p": 0.09404449164867401,
"m": 0.5
},
{
"p": 0.029391545802354813,
"m": 0.979349672794342
},
{
"p": 0.11551013588905334,
"m": 0.5837693214416504
},
{
"p": 0.02236262522637844,
"m": 0.7904576659202576
},
{
"p": 0.09981873631477356,
"m": 0.946082353591919
},
{
"p": 0.08783189207315445,
"m": 1.0
},
{
"p": 0.06674648821353912,
"m": 0.9587602615356445
},
{
"p": 0.09087108820676804,
"m": 0.9799608588218689
},
{
"p": 0.06814617663621902,
"m": 0.911761462688446
},
{
"p": 0.10623739659786224,
"m": 0.9997718930244446
},
{
"p": 0.09452109038829803,
"m": 0.5
},
{
"p": 0.0016610638704150915,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.8836407661437988,
"val_loss": 0.9691794514656067,
"acc": 67.0,
"time": 357.54411963303573,
"param": [
{
"p": 0.11573635041713715,
"m": 0.5
},
{
"p": 0.029688488692045212,
"m": 0.5
},
{
"p": 0.07545951008796692,
"m": 0.5
},
{
"p": 0.0781475380063057,
"m": 0.9620858430862427
},
{
"p": 0.1035703718662262,
"m": 0.5572425127029419
},
{
"p": 0.021133098751306534,
"m": 0.7497008442878723
},
{
"p": 0.07233161479234695,
"m": 0.9535617828369141
},
{
"p": 0.1096399649977684,
"m": 0.9626746773719788
},
{
"p": 0.075166717171669,
"m": 0.9132410883903503
},
{
"p": 0.06842581927776337,
"m": 0.9966155886650085
},
{
"p": 0.05720109865069389,
"m": 0.9002323150634766
},
{
"p": 0.0940229520201683,
"m": 0.9980303049087524
},
{
"p": 0.09706807136535645,
"m": 0.5
},
{
"p": 0.0024083841126412153,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.854143500328064,
"val_loss": 1.0084829330444336,
"acc": 67.81,
"time": 381.2848360320786,
"param": [
{
"p": 0.10892561078071594,
"m": 0.5
},
{
"p": 0.03387731313705444,
"m": 0.5
},
{
"p": 0.08822333812713623,
"m": 0.5
},
{
"p": 0.07609254121780396,
"m": 0.9950829744338989
},
{
"p": 0.07256074994802475,
"m": 0.4905830919742584
},
{
"p": 0.03643353655934334,
"m": 0.6834811568260193
},
{
"p": 0.09604508429765701,
"m": 0.8806994557380676
},
{
"p": 0.09553346782922745,
"m": 0.9259920716285706
},
{
"p": 0.06314057111740112,
"m": 0.9570997357368469
},
{
"p": 0.0744665116071701,
"m": 1.0
},
{
"p": 0.07727814465761185,
"m": 0.9027979969978333
},
{
"p": 0.08510985225439072,
"m": 1.0
},
{
"p": 0.08954308927059174,
"m": 0.5
},
{
"p": 0.002770159160718322,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.7446638345718384,
"val_loss": 0.9591929912567139,
"acc": 67.97,
"time": 372.23239700798877,
"param": [
{
"p": 0.10797177255153656,
"m": 0.5
},
{
"p": 0.01276485901325941,
"m": 0.5
},
{
"p": 0.06173783913254738,
"m": 0.5
},
{
"p": 0.07801886647939682,
"m": 0.9441635608673096
},
{
"p": 0.09563259780406952,
"m": 0.4524671733379364
},
{
"p": 0.043023813515901566,
"m": 0.7170840501785278
},
{
"p": 0.08592858910560608,
"m": 0.9179736375808716
},
{
"p": 0.09322584420442581,
"m": 0.891669750213623
},
{
"p": 0.06629331409931183,
"m": 0.9198737740516663
},
{
"p": 0.08866608887910843,
"m": 1.0
},
{
"p": 0.08447284996509552,
"m": 0.8837745785713196
},
{
"p": 0.09205353260040283,
"m": 1.0
},
{
"p": 0.08950195461511612,
"m": 0.5
},
{
"p": 0.0007079914794303477,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 2.0067367553710938,
"val_loss": 0.9491843581199646,
"acc": 67.19,
"time": 376.645218716003,
"param": [
{
"p": 0.10862314701080322,
"m": 0.5
},
{
"p": 0.020697366446256638,
"m": 0.5
},
{
"p": 0.08797737956047058,
"m": 0.5
},
{
"p": 0.06565337628126144,
"m": 0.9638659954071045
},
{
"p": 0.07917299121618271,
"m": 0.35247400403022766
},
{
"p": 0.05750846862792969,
"m": 0.7944981455802917
},
{
"p": 0.08656319230794907,
"m": 0.9993950128555298
},
{
"p": 0.07612050324678421,
"m": 0.7927975654602051
},
{
"p": 0.06796985119581223,
"m": 1.0
},
{
"p": 0.08818240463733673,
"m": 0.9978787899017334
},
{
"p": 0.06745193153619766,
"m": 0.8268514275550842
},
{
"p": 0.08991394937038422,
"m": 1.0
},
{
"p": 0.08959205448627472,
"m": 0.5
},
{
"p": 0.014573398977518082,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.7517887353897095,
"val_loss": 0.9901196956634521,
"acc": 66.08,
"time": 370.04130559705663,
"param": [
{
"p": 0.10698996484279633,
"m": 0.5
},
{
"p": 0.012642117217183113,
"m": 0.5
},
{
"p": 0.09207797795534134,
"m": 0.5
},
{
"p": 0.0772106721997261,
"m": 0.9998840689659119
},
{
"p": 0.06530852615833282,
"m": 0.475329726934433
},
{
"p": 0.02571389265358448,
"m": 0.8075807690620422
},
{
"p": 0.10064449906349182,
"m": 1.0
},
{
"p": 0.09593504667282104,
"m": 0.7723085284233093
},
{
"p": 0.07572691887617111,
"m": 0.9961801767349243
},
{
"p": 0.07387781888246536,
"m": 1.0
},
{
"p": 0.06568185240030289,
"m": 1.0
},
{
"p": 0.08433492481708527,
"m": 0.9900290966033936
},
{
"p": 0.10170658677816391,
"m": 0.5
},
{
"p": 0.022149281576275826,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 2.022145986557007,
"val_loss": 0.9433887600898743,
"acc": 68.15,
"time": 370.0557549690129,
"param": [
{
"p": 0.1072351410984993,
"m": 0.5
},
{
"p": 0.03127536177635193,
"m": 0.5
},
{
"p": 0.06804554909467697,
"m": 0.5
},
{
"p": 0.07525777816772461,
"m": 0.993656575679779
},
{
"p": 0.0520915724337101,
"m": 0.5111300945281982
},
{
"p": 0.02463275007903576,
"m": 0.7381108999252319
},
{
"p": 0.08317996561527252,
"m": 0.9523124098777771
},
{
"p": 0.0909736379981041,
"m": 0.6946181058883667
},
{
"p": 0.07033991813659668,
"m": 0.9791568517684937
},
{
"p": 0.09124168008565903,
"m": 0.9725059866905212
},
{
"p": 0.0768846645951271,
"m": 0.9901931285858154
},
{
"p": 0.09028284251689911,
"m": 0.9582971334457397
},
{
"p": 0.1114213690161705,
"m": 0.5
},
{
"p": 0.027137791737914085,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 2.183093547821045,
"val_loss": 0.9244897961616516,
"acc": 67.12,
"time": 371.04326105490327,
"param": [
{
"p": 0.095738984644413,
"m": 0.5
},
{
"p": 0.0371171310544014,
"m": 0.5
},
{
"p": 0.08422257006168365,
"m": 0.5
},
{
"p": 0.06431528180837631,
"m": 1.0
},
{
"p": 0.072389617562294,
"m": 0.5556117296218872
},
{
"p": 0.03787744790315628,
"m": 0.6849920749664307
},
{
"p": 0.09420163184404373,
"m": 0.9854661226272583
},
{
"p": 0.09242307394742966,
"m": 0.8016399145126343
},
{
"p": 0.06444760411977768,
"m": 1.0
},
{
"p": 0.0833725854754448,
"m": 0.9842689633369446
},
{
"p": 0.07910951226949692,
"m": 1.0
},
{
"p": 0.08763787150382996,
"m": 1.0
},
{
"p": 0.0916091650724411,
"m": 0.5
},
{
"p": 0.0155375050380826,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.789170742034912,
"val_loss": 0.8547310829162598,
"acc": 68.52,
"time": 378.3190729650669,
"param": [
{
"p": 0.10947167873382568,
"m": 0.5
},
{
"p": 0.03218642622232437,
"m": 0.5
},
{
"p": 0.10956833511590958,
"m": 0.5
},
{
"p": 0.08360424637794495,
"m": 0.9265197515487671
},
{
"p": 0.10894052684307098,
"m": 0.6465985774993896
},
{
"p": 0.006659030448645353,
"m": 0.6528375744819641
},
{
"p": 0.07533713430166245,
"m": 0.9360790252685547
},
{
"p": 0.05860300734639168,
"m": 0.7555837631225586
},
{
"p": 0.07913324236869812,
"m": 1.0
},
{
"p": 0.05268564447760582,
"m": 0.9635371565818787
},
{
"p": 0.08404328674077988,
"m": 0.9980279207229614
},
{
"p": 0.0903022512793541,
"m": 1.0
},
{
"p": 0.10492408275604248,
"m": 0.5
},
{
"p": 0.004541140981018543,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 2.060887098312378,
"val_loss": 0.8983174562454224,
"acc": 68.12,
"time": 387.10097451496404,
"param": [
{
"p": 0.08253085613250732,
"m": 0.5
},
{
"p": 0.009510619565844536,
"m": 0.5
},
{
"p": 0.08440174162387848,
"m": 0.5
},
{
"p": 0.09250658750534058,
"m": 1.0
},
{
"p": 0.07488733530044556,
"m": 0.7711068391799927
},
{
"p": 0.04086347669363022,
"m": 0.7798146605491638
},
{
"p": 0.10105503350496292,
"m": 0.8895031213760376
},
{
"p": 0.09888128191232681,
"m": 0.8048753142356873
},
{
"p": 0.06348874419927597,
"m": 1.0
},
{
"p": 0.07039930671453476,
"m": 0.9632600545883179
},
{
"p": 0.05502729490399361,
"m": 0.9682227969169617
},
{
"p": 0.09625928848981857,
"m": 0.9995030164718628
},
{
"p": 0.11588342487812042,
"m": 0.5
},
{
"p": 0.014304897747933865,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 2.173081636428833,
"val_loss": 0.9364553093910217,
"acc": 67.65,
"time": 375.2942566619022,
"param": [
{
"p": 0.10236065089702606,
"m": 0.5
},
{
"p": 0.0051473756320774555,
"m": 0.5
},
{
"p": 0.08593511581420898,
"m": 0.5
},
{
"p": 0.07992997020483017,
"m": 0.9582416415214539
},
{
"p": 0.06955871731042862,
"m": 0.8266196846961975
},
{
"p": 0.011307895183563232,
"m": 0.875989556312561
},
{
"p": 0.09355855733156204,
"m": 0.9273436069488525
},
{
"p": 0.09969856590032578,
"m": 0.8909294605255127
},
{
"p": 0.07152210175991058,
"m": 0.9523152709007263
},
{
"p": 0.10300085693597794,
"m": 0.996998131275177
},
{
"p": 0.07464981079101562,
"m": 0.9412958025932312
},
{
"p": 0.09720323234796524,
"m": 0.9954125881195068
},
{
"p": 0.10542943328619003,
"m": 0.5
},
{
"p": 0.0006977758021093905,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 2.1582956314086914,
"val_loss": 1.0572701692581177,
"acc": 67.2,
"time": 379.0264533930458,
"param": [
{
"p": 0.10966350883245468,
"m": 0.5
},
{
"p": 0.012679525651037693,
"m": 0.5
},
{
"p": 0.09558071196079254,
"m": 0.5
},
{
"p": 0.08622834831476212,
"m": 1.0
},
{
"p": 0.07335443049669266,
"m": 0.8754153847694397
},
{
"p": 0.01947537064552307,
"m": 0.8181249499320984
},
{
"p": 0.040678683668375015,
"m": 0.9126806259155273
},
{
"p": 0.11043726652860641,
"m": 0.8923611044883728
},
{
"p": 0.06455132365226746,
"m": 0.918142557144165
},
{
"p": 0.07983171194791794,
"m": 0.9922142028808594
},
{
"p": 0.0820787250995636,
"m": 0.885112464427948
},
{
"p": 0.09968722611665726,
"m": 1.0
},
{
"p": 0.10631611198186874,
"m": 0.5
},
{
"p": 0.019436988979578018,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.8693199157714844,
"val_loss": 0.9885559678077698,
"acc": 68.44,
"time": 384.6025058029918,
"param": [
{
"p": 0.09679194539785385,
"m": 0.5
},
{
"p": 0.008115523494780064,
"m": 0.5
},
{
"p": 0.09691639989614487,
"m": 0.5
},
{
"p": 0.0911475196480751,
"m": 0.9829741716384888
},
{
"p": 0.044067125767469406,
"m": 0.8879960179328918
},
{
"p": 0.05112891644239426,
"m": 0.8616000413894653
},
{
"p": 0.08830534666776657,
"m": 0.9511458277702332
},
{
"p": 0.07109653204679489,
"m": 0.8611897230148315
},
{
"p": 0.06230549141764641,
"m": 0.9355648756027222
},
{
"p": 0.09086738526821136,
"m": 0.98331218957901
},
{
"p": 0.07765679061412811,
"m": 0.8670483827590942
},
{
"p": 0.09597623348236084,
"m": 1.0
},
{
"p": 0.10903003811836243,
"m": 0.5
},
{
"p": 0.016594786196947098,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.6927825212478638,
"val_loss": 0.9319619536399841,
"acc": 68.89,
"time": 374.22412583010737,
"param": [
{
"p": 0.12104213982820511,
"m": 0.5
},
{
"p": 0.013677611015737057,
"m": 0.5
},
{
"p": 0.08869027346372604,
"m": 0.5
},
{
"p": 0.06389854103326797,
"m": 0.9878159165382385
},
{
"p": 0.07643484324216843,
"m": 0.8753005862236023
},
{
"p": 0.009936311282217503,
"m": 0.9498632550239563
},
{
"p": 0.10279269516468048,
"m": 0.9984495639801025
},
{
"p": 0.07262983918190002,
"m": 0.8666905760765076
},
{
"p": 0.05944233760237694,
"m": 0.9300669431686401
},
{
"p": 0.09637671709060669,
"m": 0.9881768226623535
},
{
"p": 0.08447877317667007,
"m": 0.8373134136199951
},
{
"p": 0.09081973135471344,
"m": 0.9923601746559143
},
{
"p": 0.10438959300518036,
"m": 0.5
},
{
"p": 0.015390497632324696,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.9450557231903076,
"val_loss": 0.7968692779541016,
"acc": 69.11,
"time": 369.38233568996657,
"param": [
{
"p": 0.10630252212285995,
"m": 0.5
},
{
"p": 0.0007120127556845546,
"m": 0.5
},
{
"p": 0.06643471121788025,
"m": 0.5
},
{
"p": 0.06632057577371597,
"m": 1.0
},
{
"p": 0.09256891906261444,
"m": 0.8775741457939148
},
{
"p": 0.01758413016796112,
"m": 0.9924790859222412
},
{
"p": 0.08843468874692917,
"m": 0.9718464612960815
},
{
"p": 0.10089384019374847,
"m": 0.8742988109588623
},
{
"p": 0.06391843408346176,
"m": 0.9543546438217163
},
{
"p": 0.08618411421775818,
"m": 0.9805746078491211
},
{
"p": 0.09302379935979843,
"m": 0.8832088112831116
},
{
"p": 0.12623770534992218,
"m": 1.0
},
{
"p": 0.09067261219024658,
"m": 0.5
},
{
"p": 0.0007120127556845546,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.7532137632369995,
"val_loss": 0.9009930491447449,
"acc": 68.49,
"time": 385.8767275180435,
"param": [
{
"p": 0.10232270509004593,
"m": 0.5
},
{
"p": 0.0007095898035913706,
"m": 0.5
},
{
"p": 0.10391534119844437,
"m": 0.5
},
{
"p": 0.10246433317661285,
"m": 0.9717735052108765
},
{
"p": 0.0007095898035913706,
"m": 0.8294384479522705
},
{
"p": 0.040975138545036316,
"m": 0.995119035243988
},
{
"p": 0.10017802566289902,
"m": 0.9992089867591858
},
{
"p": 0.09314005821943283,
"m": 0.9216684103012085
},
{
"p": 0.07376322150230408,
"m": 0.8961033225059509
},
{
"p": 0.0689111053943634,
"m": 0.9991674423217773
},
{
"p": 0.0873079001903534,
"m": 0.8485029339790344
},
{
"p": 0.12046477198600769,
"m": 0.9953291416168213
},
{
"p": 0.09008439630270004,
"m": 0.5
},
{
"p": 0.015053808689117432,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 2.014664649963379,
"val_loss": 0.8931001424789429,
"acc": 66.99,
"time": 381.5404774500057,
"param": [
{
"p": 0.10089103877544403,
"m": 0.5
},
{
"p": 0.013519405387341976,
"m": 0.5
},
{
"p": 0.10430265218019485,
"m": 0.5
},
{
"p": 0.07642967253923416,
"m": 0.9670757055282593
},
{
"p": 0.056889817118644714,
"m": 0.8560588359832764
},
{
"p": 0.021165434271097183,
"m": 0.9809681177139282
},
{
"p": 0.08720381557941437,
"m": 0.8680464625358582
},
{
"p": 0.07576335221529007,
"m": 0.8666990995407104
},
{
"p": 0.06325099617242813,
"m": 0.9089130759239197
},
{
"p": 0.11204711347818375,
"m": 1.0
},
{
"p": 0.06495156139135361,
"m": 0.8348966240882874
},
{
"p": 0.08454181253910065,
"m": 1.0
},
{
"p": 0.11663301289081573,
"m": 0.5
},
{
"p": 0.022410312667489052,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 2.0286362171173096,
"val_loss": 0.9035444259643555,
"acc": 68.08,
"time": 375.57325365405995,
"param": [
{
"p": 0.10447266697883606,
"m": 0.5
},
{
"p": 0.02003525011241436,
"m": 0.5
},
{
"p": 0.0992540568113327,
"m": 0.5
},
{
"p": 0.0654715746641159,
"m": 0.9782805442810059
},
{
"p": 0.058350417762994766,
"m": 0.7467474341392517
},
{
"p": 0.04461713507771492,
"m": 0.894920825958252
},
{
"p": 0.09074092656373978,
"m": 0.856773316860199
},
{
"p": 0.09522014856338501,
"m": 0.8762919306755066
},
{
"p": 0.07361268997192383,
"m": 0.8508690595626831
},
{
"p": 0.07975885272026062,
"m": 0.9892148971557617
},
{
"p": 0.07950936257839203,
"m": 0.9945720434188843
},
{
"p": 0.08008585125207901,
"m": 1.0
},
{
"p": 0.08865285664796829,
"m": 0.5
},
{
"p": 0.02021820656955242,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 2.011870861053467,
"val_loss": 0.8257324695587158,
"acc": 67.32,
"time": 380.68697407795116,
"param": [
{
"p": 0.10153136402368546,
"m": 0.5
},
{
"p": 0.02406521886587143,
"m": 0.5
},
{
"p": 0.09547760337591171,
"m": 0.5
},
{
"p": 0.08430172502994537,
"m": 1.0
},
{
"p": 0.0692569762468338,
"m": 0.6688467860221863
},
{
"p": 0.04106016829609871,
"m": 0.9179607033729553
},
{
"p": 0.0777864083647728,
"m": 0.843264102935791
},
{
"p": 0.0590696856379509,
"m": 0.9626575708389282
},
{
"p": 0.06957204639911652,
"m": 0.9318020939826965
},
{
"p": 0.07366930693387985,
"m": 0.8612821698188782
},
{
"p": 0.08559106290340424,
"m": 1.0
},
{
"p": 0.08438176661729813,
"m": 1.0
},
{
"p": 0.1053253635764122,
"m": 0.5
},
{
"p": 0.028911298140883446,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.6139724254608154,
"val_loss": 0.8837387561798096,
"acc": 69.11,
"time": 378.30205694702454,
"param": [
{
"p": 0.10016294568777084,
"m": 0.5
},
{
"p": 0.0006965313223190606,
"m": 0.5
},
{
"p": 0.08886644244194031,
"m": 0.5
},
{
"p": 0.08994153141975403,
"m": 0.9969596266746521
},
{
"p": 0.0732961893081665,
"m": 0.6759973168373108
},
{
"p": 0.028895944356918335,
"m": 0.8168607354164124
},
{
"p": 0.09499838948249817,
"m": 0.9065911769866943
},
{
"p": 0.10464978963136673,
"m": 0.9240089058876038
},
{
"p": 0.06095873564481735,
"m": 0.9979814291000366
},
{
"p": 0.08600813150405884,
"m": 0.9124234914779663
},
{
"p": 0.06032368913292885,
"m": 0.9902299046516418
},
{
"p": 0.09044645726680756,
"m": 1.0
},
{
"p": 0.12005862593650818,
"m": 0.5
},
{
"p": 0.0006965313223190606,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.9398618936538696,
"val_loss": 0.9145579934120178,
"acc": 69.09,
"time": 390.3204227979295,
"param": [
{
"p": 0.12545707821846008,
"m": 0.5
},
{
"p": 0.01384437084197998,
"m": 0.5
},
{
"p": 0.07337212562561035,
"m": 0.5
},
{
"p": 0.02687121368944645,
"m": 0.9448992013931274
},
{
"p": 0.025664372369647026,
"m": 0.8532826900482178
},
{
"p": 0.0444253534078598,
"m": 0.8187969923019409
},
{
"p": 0.0817086398601532,
"m": 0.989596426486969
},
{
"p": 0.09664216637611389,
"m": 1.0
},
{
"p": 0.0911395400762558,
"m": 0.9381884932518005
},
{
"p": 0.08990857750177383,
"m": 1.0
},
{
"p": 0.08004532009363174,
"m": 0.948625922203064
},
{
"p": 0.1140914186835289,
"m": 1.0
},
{
"p": 0.11913315951824188,
"m": 0.5
},
{
"p": 0.0176966842263937,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 1.7226132154464722,
"val_loss": 0.8567174077033997,
"acc": 69.69,
"time": 368.5680120609468,
"param": [
{
"p": 0.10591968148946762,
"m": 0.5
},
{
"p": 0.01263449713587761,
"m": 0.5
},
{
"p": 0.08617997914552689,
"m": 0.5
},
{
"p": 0.09068460017442703,
"m": 0.9803628325462341
},
{
"p": 0.029929783195257187,
"m": 0.7875463366508484
},
{
"p": 0.031045781448483467,
"m": 0.7234692573547363
},
{
"p": 0.08512552827596664,
"m": 0.9394856095314026
},
{
"p": 0.08606963604688644,
"m": 0.9982713460922241
},
{
"p": 0.08326590061187744,
"m": 0.9196282625198364
},
{
"p": 0.0943169891834259,
"m": 0.9973440766334534
},
{
"p": 0.05420929193496704,
"m": 0.9922704100608826
},
{
"p": 0.1013079583644867,
"m": 1.0
},
{
"p": 0.12254470586776733,
"m": 0.5
},
{
"p": 0.016765687614679337,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.8914134502410889,
"val_loss": 0.910488486289978,
"acc": 68.89,
"time": 379.4710300330771,
"param": [
{
"p": 0.10386952757835388,
"m": 0.5
},
{
"p": 0.02141316421329975,
"m": 0.5
},
{
"p": 0.08466708660125732,
"m": 0.5
},
{
"p": 0.06329894065856934,
"m": 0.8911592960357666
},
{
"p": 0.07194364815950394,
"m": 0.7626002430915833
},
{
"p": 0.035832323133945465,
"m": 0.8452234864234924
},
{
"p": 0.08108942210674286,
"m": 1.0
},
{
"p": 0.07448014616966248,
"m": 1.0
},
{
"p": 0.08341676741838455,
"m": 0.9182896018028259
},
{
"p": 0.08115669339895248,
"m": 0.9988388419151306
},
{
"p": 0.07685529440641403,
"m": 0.9634110927581787
},
{
"p": 0.09017468243837357,
"m": 1.0
},
{
"p": 0.09626195579767227,
"m": 0.5
},
{
"p": 0.035540349781513214,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.8988144397735596,
"val_loss": 0.8503239154815674,
"acc": 69.19,
"time": 367.89623873797245,
"param": [
{
"p": 0.10574261844158173,
"m": 0.5
},
{
"p": 0.031232774257659912,
"m": 0.5
},
{
"p": 0.10563769936561584,
"m": 0.5
},
{
"p": 0.02566206082701683,
"m": 0.8828937411308289
},
{
"p": 0.05832616984844208,
"m": 0.6984802484512329
},
{
"p": 0.04992259293794632,
"m": 0.8634873032569885
},
{
"p": 0.07345476746559143,
"m": 1.0
},
{
"p": 0.08386847376823425,
"m": 1.0
},
{
"p": 0.0782908946275711,
"m": 0.9236382842063904
},
{
"p": 0.0986979603767395,
"m": 0.955548107624054
},
{
"p": 0.08153416961431503,
"m": 0.9661771655082703
},
{
"p": 0.087532639503479,
"m": 1.0
},
{
"p": 0.10220445692539215,
"m": 0.5
},
{
"p": 0.01789264753460884,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 2.3179893493652344,
"val_loss": 0.9042996168136597,
"acc": 69.13,
"time": 373.5565141889965,
"param": [
{
"p": 0.11268655210733414,
"m": 0.5
},
{
"p": 0.03869478777050972,
"m": 0.5
},
{
"p": 0.0826481282711029,
"m": 0.5
},
{
"p": 0.0633658617734909,
"m": 0.9598315358161926
},
{
"p": 0.0574822723865509,
"m": 0.6280509233474731
},
{
"p": 0.03707357868552208,
"m": 0.7798327803611755
},
{
"p": 0.08653633296489716,
"m": 0.9997605681419373
},
{
"p": 0.08743027597665787,
"m": 0.9899085164070129
},
{
"p": 0.06352319568395615,
"m": 0.9600406289100647
},
{
"p": 0.0699162632226944,
"m": 0.9967111945152283
},
{
"p": 0.08009466528892517,
"m": 0.9504503607749939
},
{
"p": 0.10106553882360458,
"m": 1.0
},
{
"p": 0.10639172047376633,
"m": 0.5
},
{
"p": 0.013090725056827068,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.7344682216644287,
"val_loss": 0.7633926272392273,
"acc": 69.52,
"time": 392.0059366459027,
"param": [
{
"p": 0.10569295287132263,
"m": 0.5
},
{
"p": 0.013941710814833641,
"m": 0.5
},
{
"p": 0.08136487752199173,
"m": 0.5
},
{
"p": 0.08461100608110428,
"m": 1.0
},
{
"p": 0.05804244056344032,
"m": 0.6233620047569275
},
{
"p": 0.055978402495384216,
"m": 0.8651371598243713
},
{
"p": 0.09348879009485245,
"m": 1.0
},
{
"p": 0.07934283465147018,
"m": 0.9937566518783569
},
{
"p": 0.08366676419973373,
"m": 0.9964877367019653
},
{
"p": 0.08413264900445938,
"m": 0.9964877963066101
},
{
"p": 0.0730779692530632,
"m": 0.9280943274497986
},
{
"p": 0.09576278179883957,
"m": 0.9999822974205017
},
{
"p": 0.09021420031785965,
"m": 0.5
},
{
"p": 0.0006826136959716678,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.8643044233322144,
"val_loss": 0.7916168570518494,
"acc": 69.62,
"time": 366.12929645203985,
"param": [
{
"p": 0.10502483695745468,
"m": 0.5
},
{
"p": 0.029863029718399048,
"m": 0.5
},
{
"p": 0.10304421931505203,
"m": 0.5
},
{
"p": 0.07145843654870987,
"m": 0.9691572785377502
},
{
"p": 0.033081382513046265,
"m": 0.7417702078819275
},
{
"p": 0.027097627520561218,
"m": 0.8276454210281372
},
{
"p": 0.07947435230016708,
"m": 0.9718016982078552
},
{
"p": 0.09619893878698349,
"m": 0.8433383703231812
},
{
"p": 0.07089965790510178,
"m": 0.9739741683006287
},
{
"p": 0.0810864120721817,
"m": 1.0
},
{
"p": 0.06731493771076202,
"m": 0.9287357330322266
},
{
"p": 0.10521037876605988,
"m": 0.9999070167541504
},
{
"p": 0.10443664342164993,
"m": 0.5
},
{
"p": 0.025809191167354584,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.9908968210220337,
"val_loss": 0.9307882189750671,
"acc": 69.51,
"time": 374.52149896591436,
"param": [
{
"p": 0.11156529188156128,
"m": 0.5
},
{
"p": 0.019815562292933464,
"m": 0.5
},
{
"p": 0.0968375951051712,
"m": 0.5
},
{
"p": 0.07231183350086212,
"m": 0.9950405955314636
},
{
"p": 0.06641628593206406,
"m": 0.8284801840782166
},
{
"p": 0.015935925766825676,
"m": 0.9401947259902954
},
{
"p": 0.09683115780353546,
"m": 0.9778068661689758
},
{
"p": 0.08004678040742874,
"m": 0.9342681169509888
},
{
"p": 0.07802750170230865,
"m": 0.9573833346366882
},
{
"p": 0.05890271067619324,
"m": 0.9777002334594727
},
{
"p": 0.05952291563153267,
"m": 0.9130750894546509
},
{
"p": 0.11625299602746964,
"m": 1.0
},
{
"p": 0.0939813181757927,
"m": 0.5
},
{
"p": 0.03355219587683678,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 1.952918529510498,
"val_loss": 0.8992446064949036,
"acc": 69.02,
"time": 372.8991040219553,
"param": [
{
"p": 0.1032586321234703,
"m": 0.5
},
{
"p": 0.0006950335809960961,
"m": 0.5
},
{
"p": 0.08340677618980408,
"m": 0.5
},
{
"p": 0.05753284692764282,
"m": 0.8827905654907227
},
{
"p": 0.0708756148815155,
"m": 0.8721026182174683
},
{
"p": 0.0523332804441452,
"m": 0.9778393507003784
},
{
"p": 0.07689312845468521,
"m": 0.9771775603294373
},
{
"p": 0.08363505452871323,
"m": 0.8393181562423706
},
{
"p": 0.07578173279762268,
"m": 1.0
},
{
"p": 0.07854054868221283,
"m": 0.9956300258636475
},
{
"p": 0.07890979945659637,
"m": 0.9416641592979431
},
{
"p": 0.1054982841014862,
"m": 1.0
},
{
"p": 0.11382048577070236,
"m": 0.5
},
{
"p": 0.01881876029074192,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.8593850135803223,
"val_loss": 0.8855986595153809,
"acc": 68.68,
"time": 372.28683707502205,
"param": [
{
"p": 0.11290296912193298,
"m": 0.5
},
{
"p": 0.013236709870398045,
"m": 0.5
},
{
"p": 0.10393954068422318,
"m": 0.5
},
{
"p": 0.07707225531339645,
"m": 0.9110262393951416
},
{
"p": 0.034466490149497986,
"m": 0.8693829774856567
},
{
"p": 0.049635034054517746,
"m": 0.8644726872444153
},
{
"p": 0.07471693307161331,
"m": 1.0
},
{
"p": 0.08323312550783157,
"m": 0.9192699790000916
},
{
"p": 0.06698986142873764,
"m": 1.0
},
{
"p": 0.0738903060555458,
"m": 0.9558964371681213
},
{
"p": 0.0880984365940094,
"m": 0.9109910130500793
},
{
"p": 0.09025092422962189,
"m": 0.9876292943954468
},
{
"p": 0.11779264360666275,
"m": 0.5
},
{
"p": 0.013774735853075981,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.8459787368774414,
"val_loss": 0.8325992226600647,
"acc": 69.89,
"time": 358.4684104080079,
"param": [
{
"p": 0.11040613055229187,
"m": 0.5
},
{
"p": 0.000693261856213212,
"m": 0.5
},
{
"p": 0.0758795216679573,
"m": 0.5
},
{
"p": 0.07842731475830078,
"m": 0.8252615928649902
},
{
"p": 0.046491023153066635,
"m": 0.845544695854187
},
{
"p": 0.02787192352116108,
"m": 0.7883013486862183
},
{
"p": 0.09102367609739304,
"m": 0.9666576385498047
},
{
"p": 0.10056274384260178,
"m": 1.0
},
{
"p": 0.07823412865400314,
"m": 0.9356763958930969
},
{
"p": 0.07621102780103683,
"m": 0.9997506141662598
},
{
"p": 0.09518963098526001,
"m": 0.8751237392425537
},
{
"p": 0.10046172887086868,
"m": 1.0
},
{
"p": 0.09518884122371674,
"m": 0.5
},
{
"p": 0.023358985781669617,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.740339756011963,
"val_loss": 0.8388795256614685,
"acc": 70.18,
"time": 358.4742175610736,
"param": [
{
"p": 0.11554136872291565,
"m": 0.5
},
{
"p": 0.010409184731543064,
"m": 0.5
},
{
"p": 0.10380339622497559,
"m": 0.5
},
{
"p": 0.07088733464479446,
"m": 0.9109704494476318
},
{
"p": 0.03215410187840462,
"m": 0.8896613717079163
},
{
"p": 0.007871362380683422,
"m": 0.7094584107398987
},
{
"p": 0.08164402097463608,
"m": 1.0
},
{
"p": 0.08765995502471924,
"m": 1.0
},
{
"p": 0.07257021218538284,
"m": 0.8957369327545166
},
{
"p": 0.08230909705162048,
"m": 0.9828046560287476
},
{
"p": 0.08755581080913544,
"m": 0.9139043688774109
},
{
"p": 0.10973218828439713,
"m": 1.0
},
{
"p": 0.10586129128932953,
"m": 0.5
},
{
"p": 0.03200062736868858,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 1.972617268562317,
"val_loss": 0.8769050240516663,
"acc": 67.68,
"time": 358.1577671559062,
"param": [
{
"p": 0.0989270955324173,
"m": 0.5
},
{
"p": 0.019908105954527855,
"m": 0.5
},
{
"p": 0.07042782753705978,
"m": 0.5
},
{
"p": 0.09998919814825058,
"m": 1.0
},
{
"p": 0.014511052519083023,
"m": 0.7566559910774231
},
{
"p": 0.036449823528528214,
"m": 0.6183056235313416
},
{
"p": 0.08896474540233612,
"m": 0.9719440937042236
},
{
"p": 0.10122636705636978,
"m": 0.9649593234062195
},
{
"p": 0.07408996671438217,
"m": 0.9287613034248352
},
{
"p": 0.08412349224090576,
"m": 0.9798961281776428
},
{
"p": 0.07223299145698547,
"m": 0.8658426403999329
},
{
"p": 0.09645933657884598,
"m": 1.0
},
{
"p": 0.11687151342630386,
"m": 0.5
},
{
"p": 0.02581850439310074,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.5852115154266357,
"val_loss": 0.798818826675415,
"acc": 70.09,
"time": 384.6808335019741,
"param": [
{
"p": 0.11842025071382523,
"m": 0.5
},
{
"p": 0.01950686052441597,
"m": 0.5
},
{
"p": 0.0943634882569313,
"m": 0.5
},
{
"p": 0.03997395932674408,
"m": 0.9949339032173157
},
{
"p": 0.043697744607925415,
"m": 0.8311623334884644
},
{
"p": 0.040232088416814804,
"m": 0.6744142174720764
},
{
"p": 0.10366667062044144,
"m": 0.9070805311203003
},
{
"p": 0.08796128630638123,
"m": 0.9904679656028748
},
{
"p": 0.07597849518060684,
"m": 0.823104739189148
},
{
"p": 0.09724221378564835,
"m": 1.0
},
{
"p": 0.08482053875923157,
"m": 0.8949608206748962
},
{
"p": 0.07866919785737991,
"m": 0.98212069272995
},
{
"p": 0.11476916074752808,
"m": 0.5
},
{
"p": 0.0006980984471738338,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.6250624656677246,
"val_loss": 0.7562858462333679,
"acc": 70.3,
"time": 363.30228522303514,
"param": [
{
"p": 0.10163086652755737,
"m": 0.5
},
{
"p": 0.0006930315284989774,
"m": 0.5
},
{
"p": 0.09273660182952881,
"m": 0.5
},
{
"p": 0.06616797298192978,
"m": 0.8879396915435791
},
{
"p": 0.06249847635626793,
"m": 0.8087455034255981
},
{
"p": 0.030618665739893913,
"m": 0.7749090194702148
},
{
"p": 0.08969438076019287,
"m": 0.9956794381141663
},
{
"p": 0.08355885744094849,
"m": 1.0
},
{
"p": 0.0891529992222786,
"m": 0.7978971004486084
},
{
"p": 0.10362998396158218,
"m": 1.0
},
{
"p": 0.06478124111890793,
"m": 0.8750261068344116
},
{
"p": 0.08421163260936737,
"m": 1.0
},
{
"p": 0.11688408255577087,
"m": 0.5
},
{
"p": 0.013741258531808853,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.6754865646362305,
"val_loss": 0.8928651809692383,
"acc": 69.79,
"time": 382.23970925505273,
"param": [
{
"p": 0.11739987134933472,
"m": 0.5
},
{
"p": 0.02273857779800892,
"m": 0.5
},
{
"p": 0.07581152021884918,
"m": 0.5
},
{
"p": 0.1004745215177536,
"m": 0.8546993732452393
},
{
"p": 0.029893020167946815,
"m": 0.775838315486908
},
{
"p": 0.02578682079911232,
"m": 0.7913463711738586
},
{
"p": 0.09737972170114517,
"m": 0.988893449306488
},
{
"p": 0.07860671728849411,
"m": 0.9788185954093933
},
{
"p": 0.10031750053167343,
"m": 0.8769816756248474
},
{
"p": 0.06391308456659317,
"m": 0.9765008687973022
},
{
"p": 0.07226306945085526,
"m": 0.9378568530082703
},
{
"p": 0.10513383895158768,
"m": 1.0
},
{
"p": 0.10839410871267319,
"m": 0.5
},
{
"p": 0.0018876527901738882,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.6354448795318604,
"val_loss": 0.8784517645835876,
"acc": 70.32,
"time": 368.13804561598226,
"param": [
{
"p": 0.08751408755779266,
"m": 0.5
},
{
"p": 0.019333459436893463,
"m": 0.5
},
{
"p": 0.1166636124253273,
"m": 0.5
},
{
"p": 0.08305540680885315,
"m": 0.9990424513816833
},
{
"p": 0.03344115614891052,
"m": 0.7550876140594482
},
{
"p": 0.008018405176699162,
"m": 0.7729020118713379
},
{
"p": 0.06672102212905884,
"m": 0.878227174282074
},
{
"p": 0.05911906436085701,
"m": 0.972385585308075
},
{
"p": 0.08811468631029129,
"m": 0.851374626159668
},
{
"p": 0.10572949796915054,
"m": 0.9010593295097351
},
{
"p": 0.08886507898569107,
"m": 0.9350353479385376
},
{
"p": 0.11632697284221649,
"m": 1.0
},
{
"p": 0.10943698137998581,
"m": 0.5
},
{
"p": 0.01766054518520832,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 2.2480340003967285,
"val_loss": 0.8925489187240601,
"acc": 69.66,
"time": 353.647467344068,
"param": [
{
"p": 0.11858054995536804,
"m": 0.5
},
{
"p": 0.03901783376932144,
"m": 0.5
},
{
"p": 0.10220927000045776,
"m": 0.5
},
{
"p": 0.06865241378545761,
"m": 1.0
},
{
"p": 0.03139421343803406,
"m": 0.7698587775230408
},
{
"p": 0.05489525943994522,
"m": 0.7661428451538086
},
{
"p": 0.07733990252017975,
"m": 0.9088119864463806
},
{
"p": 0.0814700797200203,
"m": 0.9649056196212769
},
{
"p": 0.05004727840423584,
"m": 0.7807127237319946
},
{
"p": 0.10981126129627228,
"m": 0.963646411895752
},
{
"p": 0.06741175055503845,
"m": 0.9311822056770325
},
{
"p": 0.09313173592090607,
"m": 1.0
},
{
"p": 0.08344345539808273,
"m": 0.5
},
{
"p": 0.022595031186938286,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.7730717658996582,
"val_loss": 0.96018385887146,
"acc": 69.28,
"time": 364.83639688405674,
"param": [
{
"p": 0.08716759085655212,
"m": 0.5
},
{
"p": 0.005413244944065809,
"m": 0.5
},
{
"p": 0.09652681648731232,
"m": 0.5
},
{
"p": 0.08836457878351212,
"m": 0.906036376953125
},
{
"p": 0.052240028977394104,
"m": 0.8129234313964844
},
{
"p": 0.039249565452337265,
"m": 0.8457937836647034
},
{
"p": 0.09026645869016647,
"m": 1.0
},
{
"p": 0.09668807685375214,
"m": 0.9880214929580688
},
{
"p": 0.05972268432378769,
"m": 0.8847160339355469
},
{
"p": 0.09122365713119507,
"m": 0.9160516858100891
},
{
"p": 0.06836169213056564,
"m": 0.9930288195610046
},
{
"p": 0.09759634733200073,
"m": 1.0
},
{
"p": 0.10252922773361206,
"m": 0.5
},
{
"p": 0.024650078266859055,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 2.2463340759277344,
"val_loss": 0.7916484475135803,
"acc": 69.97,
"time": 346.4126601880416,
"param": [
{
"p": 0.08227653056383133,
"m": 0.5
},
{
"p": 0.019045187160372734,
"m": 0.5
},
{
"p": 0.0980997383594513,
"m": 0.5
},
{
"p": 0.08634963631629944,
"m": 0.8939488530158997
},
{
"p": 0.061308927834033966,
"m": 0.7887734770774841
},
{
"p": 0.031480822712183,
"m": 0.8776232004165649
},
{
"p": 0.07952025532722473,
"m": 1.0
},
{
"p": 0.09464501589536667,
"m": 0.9215285181999207
},
{
"p": 0.061378806829452515,
"m": 0.888994038105011
},
{
"p": 0.09647414088249207,
"m": 0.9732282161712646
},
{
"p": 0.07777982205152512,
"m": 0.9318898320198059
},
{
"p": 0.09670034795999527,
"m": 1.0
},
{
"p": 0.09793125838041306,
"m": 0.5
},
{
"p": 0.017009388655424118,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.9965170621871948,
"val_loss": 0.8906301856040955,
"acc": 69.7,
"time": 366.9090446430491,
"param": [
{
"p": 0.09907464683055878,
"m": 0.5
},
{
"p": 0.02069333754479885,
"m": 0.5
},
{
"p": 0.09903839230537415,
"m": 0.5
},
{
"p": 0.0833681970834732,
"m": 0.9018200039863586
},
{
"p": 0.05132923275232315,
"m": 0.7306068539619446
},
{
"p": 0.05549164116382599,
"m": 0.915062427520752
},
{
"p": 0.06942466646432877,
"m": 0.9199743866920471
},
{
"p": 0.06242719665169716,
"m": 0.848075807094574
},
{
"p": 0.09086597710847855,
"m": 0.8081504702568054
},
{
"p": 0.0856713354587555,
"m": 1.0
},
{
"p": 0.07354392856359482,
"m": 0.8895552158355713
},
{
"p": 0.07640885561704636,
"m": 0.9781560301780701
},
{
"p": 0.10505759716033936,
"m": 0.5
},
{
"p": 0.027604976668953896,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.3388065099716187,
"val_loss": 0.8050847053527832,
"acc": 70.37,
"time": 363.10058096807916,
"param": [
{
"p": 0.11807194352149963,
"m": 0.5
},
{
"p": 0.015715260058641434,
"m": 0.5
},
{
"p": 0.0812736451625824,
"m": 0.5
},
{
"p": 0.07882270961999893,
"m": 0.8809155225753784
},
{
"p": 0.04409733787178993,
"m": 0.7415705919265747
},
{
"p": 0.023793073371052742,
"m": 0.7650494575500488
},
{
"p": 0.08320939540863037,
"m": 0.9741358757019043
},
{
"p": 0.09671036899089813,
"m": 0.9171194434165955
},
{
"p": 0.09408217668533325,
"m": 0.739484965801239
},
{
"p": 0.08292531222105026,
"m": 0.9982128739356995
},
{
"p": 0.08063603937625885,
"m": 0.8804212808609009
},
{
"p": 0.08207029849290848,
"m": 1.0
},
{
"p": 0.11038275063037872,
"m": 0.5
},
{
"p": 0.008209661580622196,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.9513884782791138,
"val_loss": 0.7270413637161255,
"acc": 70.78,
"time": 351.70915841299575,
"param": [
{
"p": 0.09263938665390015,
"m": 0.5
},
{
"p": 0.014753655530512333,
"m": 0.5
},
{
"p": 0.0987110584974289,
"m": 0.5
},
{
"p": 0.07411778718233109,
"m": 0.8105996251106262
},
{
"p": 0.014251426793634892,
"m": 0.7491075992584229
},
{
"p": 0.032528799027204514,
"m": 0.8067548274993896
},
{
"p": 0.0878063291311264,
"m": 0.9908053278923035
},
{
"p": 0.07867472618818283,
"m": 0.9269458055496216
},
{
"p": 0.06411996483802795,
"m": 0.7681507468223572
},
{
"p": 0.10520526766777039,
"m": 0.8941951394081116
},
{
"p": 0.0956057757139206,
"m": 0.8134713768959045
},
{
"p": 0.10884520411491394,
"m": 1.0
},
{
"p": 0.10597796738147736,
"m": 0.5
},
{
"p": 0.026762599125504494,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.7002723217010498,
"val_loss": 0.9326173663139343,
"acc": 69.57,
"time": 365.1279994730139,
"param": [
{
"p": 0.10454744845628738,
"m": 0.5
},
{
"p": 0.02521815523505211,
"m": 0.5
},
{
"p": 0.0715230405330658,
"m": 0.5
},
{
"p": 0.06130128726363182,
"m": 0.8860073089599609
},
{
"p": 0.061592668294906616,
"m": 0.6467581391334534
},
{
"p": 0.04774317145347595,
"m": 0.8409268856048584
},
{
"p": 0.08064736425876617,
"m": 0.960016667842865
},
{
"p": 0.07809858024120331,
"m": 0.9997648000717163
},
{
"p": 0.07768592238426208,
"m": 0.7544265389442444
},
{
"p": 0.09123267978429794,
"m": 0.9835442304611206
},
{
"p": 0.09548711776733398,
"m": 0.7893769145011902
},
{
"p": 0.10109984874725342,
"m": 1.0
},
{
"p": 0.09233099222183228,
"m": 0.5
},
{
"p": 0.011491721495985985,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 2.0466856956481934,
"val_loss": 0.8740191459655762,
"acc": 70.16,
"time": 349.3305210659746,
"param": [
{
"p": 0.10588161647319794,
"m": 0.5
},
{
"p": 0.03277046978473663,
"m": 0.5
},
{
"p": 0.08228066563606262,
"m": 0.5
},
{
"p": 0.07664235681295395,
"m": 0.8604722619056702
},
{
"p": 0.05462829768657684,
"m": 0.6500495076179504
},
{
"p": 0.03952118754386902,
"m": 0.8441423177719116
},
{
"p": 0.07780253142118454,
"m": 0.9982657432556152
},
{
"p": 0.11007014662027359,
"m": 0.9390280842781067
},
{
"p": 0.048866987228393555,
"m": 0.8421580195426941
},
{
"p": 0.08050978928804398,
"m": 0.9422934055328369
},
{
"p": 0.07147886604070663,
"m": 0.8342282176017761
},
{
"p": 0.09802322089672089,
"m": 1.0
},
{
"p": 0.0911157876253128,
"m": 0.5
},
{
"p": 0.03040800429880619,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.7524656057357788,
"val_loss": 0.8628156185150146,
"acc": 69.87,
"time": 368.6891704379814,
"param": [
{
"p": 0.10579691082239151,
"m": 0.5
},
{
"p": 0.03226263076066971,
"m": 0.5
},
{
"p": 0.08833352476358414,
"m": 0.5
},
{
"p": 0.06406497210264206,
"m": 0.9007181525230408
},
{
"p": 0.04739772528409958,
"m": 0.7203549146652222
},
{
"p": 0.0006965378997847438,
"m": 0.7688469290733337
},
{
"p": 0.08801685273647308,
"m": 0.9410420656204224
},
{
"p": 0.10083816945552826,
"m": 0.9403008222579956
},
{
"p": 0.09701604396104813,
"m": 0.8492425680160522
},
{
"p": 0.08370048552751541,
"m": 0.9648360013961792
},
{
"p": 0.06799910217523575,
"m": 0.9381440877914429
},
{
"p": 0.09811524301767349,
"m": 1.0
},
{
"p": 0.11739879101514816,
"m": 0.5
},
{
"p": 0.008363033644855022,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.595728874206543,
"val_loss": 0.8517176508903503,
"acc": 70.44,
"time": 360.29597577499226,
"param": [
{
"p": 0.1024864912033081,
"m": 0.5
},
{
"p": 0.01319605391472578,
"m": 0.5
},
{
"p": 0.0812467709183693,
"m": 0.5
},
{
"p": 0.09196232259273529,
"m": 0.8219595551490784
},
{
"p": 0.04973823204636574,
"m": 0.6808453798294067
},
{
"p": 0.03261636570096016,
"m": 0.7309800982475281
},
{
"p": 0.07332046329975128,
"m": 0.9818128943443298
},
{
"p": 0.09092056006193161,
"m": 0.8974140882492065
},
{
"p": 0.06562796980142593,
"m": 0.8743005990982056
},
{
"p": 0.09788023680448532,
"m": 0.9976348876953125
},
{
"p": 0.07494920492172241,
"m": 0.7492299675941467
},
{
"p": 0.09217293560504913,
"m": 1.0
},
{
"p": 0.11325780302286148,
"m": 0.5
},
{
"p": 0.020624574273824692,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 2.1402857303619385,
"val_loss": 0.9789081811904907,
"acc": 69.89,
"time": 354.0425422610715,
"param": [
{
"p": 0.09860480576753616,
"m": 0.5
},
{
"p": 0.019363202154636383,
"m": 0.5
},
{
"p": 0.09712105989456177,
"m": 0.5
},
{
"p": 0.08177650719881058,
"m": 0.8439475297927856
},
{
"p": 0.052475474774837494,
"m": 0.7045387029647827
},
{
"p": 0.0472896508872509,
"m": 0.7127051949501038
},
{
"p": 0.08256041258573532,
"m": 0.934098482131958
},
{
"p": 0.05272666737437248,
"m": 0.7952795624732971
},
{
"p": 0.06633103638887405,
"m": 0.9064885377883911
},
{
"p": 0.08749687671661377,
"m": 0.9389887452125549
},
{
"p": 0.10310634225606918,
"m": 0.680644154548645
},
{
"p": 0.08887885510921478,
"m": 1.0
},
{
"p": 0.09228917211294174,
"m": 0.5
},
{
"p": 0.029979834333062172,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.7425140142440796,
"val_loss": 0.8088025450706482,
"acc": 71.27,
"time": 356.2201450689463,
"param": [
{
"p": 0.10269396752119064,
"m": 0.5
},
{
"p": 0.0030096746049821377,
"m": 0.5
},
{
"p": 0.1164105162024498,
"m": 0.5
},
{
"p": 0.08159226924180984,
"m": 0.9122931957244873
},
{
"p": 0.038724254816770554,
"m": 0.7796437740325928
},
{
"p": 0.029872382059693336,
"m": 0.7951369881629944
},
{
"p": 0.09837242215871811,
"m": 0.9221086502075195
},
{
"p": 0.08994710445404053,
"m": 0.7627701163291931
},
{
"p": 0.06503526121377945,
"m": 0.9343998432159424
},
{
"p": 0.08736290782690048,
"m": 0.9488515853881836
},
{
"p": 0.06742886453866959,
"m": 0.8067619204521179
},
{
"p": 0.09085363149642944,
"m": 1.0
},
{
"p": 0.11655157059431076,
"m": 0.5
},
{
"p": 0.012145121581852436,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.7526003122329712,
"val_loss": 0.856792688369751,
"acc": 69.79,
"time": 352.9379843380302,
"param": [
{
"p": 0.10668086260557175,
"m": 0.5
},
{
"p": 0.027928942814469337,
"m": 0.5
},
{
"p": 0.0905516967177391,
"m": 0.5
},
{
"p": 0.06500525027513504,
"m": 0.9947441220283508
},
{
"p": 0.029090270400047302,
"m": 0.703241765499115
},
{
"p": 0.044331956654787064,
"m": 0.8487138748168945
},
{
"p": 0.08229589462280273,
"m": 1.0
},
{
"p": 0.09003231674432755,
"m": 0.9065167307853699
},
{
"p": 0.09335608035326004,
"m": 0.9507551193237305
},
{
"p": 0.06676202267408371,
"m": 0.9406838417053223
},
{
"p": 0.08010957390069962,
"m": 0.8911039233207703
},
{
"p": 0.10158433020114899,
"m": 1.0
},
{
"p": 0.10017391294240952,
"m": 0.5
},
{
"p": 0.022096946835517883,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.4529178142547607,
"val_loss": 0.9104778170585632,
"acc": 70.53,
"time": 353.29629007691983,
"param": [
{
"p": 0.0904889851808548,
"m": 0.5
},
{
"p": 0.0006961053586564958,
"m": 0.5
},
{
"p": 0.1039252057671547,
"m": 0.5
},
{
"p": 0.07152359932661057,
"m": 1.0
},
{
"p": 0.051312606781721115,
"m": 0.6991373300552368
},
{
"p": 0.0006961053586564958,
"m": 0.8627700209617615
},
{
"p": 0.08139698207378387,
"m": 1.0
},
{
"p": 0.09056093543767929,
"m": 0.9408099055290222
},
{
"p": 0.08760645985603333,
"m": 0.8661789298057556
},
{
"p": 0.08665961027145386,
"m": 1.0
},
{
"p": 0.08927319943904877,
"m": 0.9663767218589783
},
{
"p": 0.11300847679376602,
"m": 1.0
},
{
"p": 0.107576385140419,
"m": 0.5
},
{
"p": 0.025275452062487602,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.515175461769104,
"val_loss": 0.7404146194458008,
"acc": 70.65,
"time": 350.39701852796134,
"param": [
{
"p": 0.11057894676923752,
"m": 0.5
},
{
"p": 0.01226249523460865,
"m": 0.5
},
{
"p": 0.09427252411842346,
"m": 0.5
},
{
"p": 0.07953325659036636,
"m": 0.9644424915313721
},
{
"p": 0.037798844277858734,
"m": 0.545756995677948
},
{
"p": 0.002439777599647641,
"m": 0.958585262298584
},
{
"p": 0.10083847492933273,
"m": 0.9210857152938843
},
{
"p": 0.08997973799705505,
"m": 0.9998583197593689
},
{
"p": 0.10809501260519028,
"m": 0.8133646249771118
},
{
"p": 0.07031574100255966,
"m": 0.9942493438720703
},
{
"p": 0.08769665658473969,
"m": 0.9566221833229065
},
{
"p": 0.0831940621137619,
"m": 1.0
},
{
"p": 0.10916010290384293,
"m": 0.5
},
{
"p": 0.013834336772561073,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.4754724502563477,
"val_loss": 0.798322856426239,
"acc": 70.79,
"time": 364.6614580330206,
"param": [
{
"p": 0.09341812133789062,
"m": 0.5
},
{
"p": 0.0059327008202672005,
"m": 0.5
},
{
"p": 0.08885417878627777,
"m": 0.5
},
{
"p": 0.07185453176498413,
"m": 0.9721388816833496
},
{
"p": 0.05569813773036003,
"m": 0.6731781959533691
},
{
"p": 0.031589340418577194,
"m": 0.8625239133834839
},
{
"p": 0.06941737979650497,
"m": 0.9904011487960815
},
{
"p": 0.08899738639593124,
"m": 1.0
},
{
"p": 0.08281301707029343,
"m": 0.8833223581314087
},
{
"p": 0.10419054329395294,
"m": 0.9925916790962219
},
{
"p": 0.08886406570672989,
"m": 1.0
},
{
"p": 0.09871290624141693,
"m": 0.998857319355011
},
{
"p": 0.11273671686649323,
"m": 0.5
},
{
"p": 0.006920990999788046,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.6972087621688843,
"val_loss": 0.837691068649292,
"acc": 69.87,
"time": 349.54839949996676,
"param": [
{
"p": 0.09886582940816879,
"m": 0.5
},
{
"p": 0.02007933519780636,
"m": 0.5
},
{
"p": 0.08959272503852844,
"m": 0.5
},
{
"p": 0.07431268692016602,
"m": 1.0
},
{
"p": 0.04829838126897812,
"m": 0.6215853095054626
},
{
"p": 0.029513899236917496,
"m": 0.8441225290298462
},
{
"p": 0.08142734318971634,
"m": 0.9821601510047913
},
{
"p": 0.0468488410115242,
"m": 1.0
},
{
"p": 0.07256831973791122,
"m": 1.0
},
{
"p": 0.07730523496866226,
"m": 1.0
},
{
"p": 0.1041683778166771,
"m": 0.9983050227165222
},
{
"p": 0.1080683022737503,
"m": 0.9909259676933289
},
{
"p": 0.11461755633354187,
"m": 0.5
},
{
"p": 0.034333135932683945,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.8581616878509521,
"val_loss": 0.7645091414451599,
"acc": 70.71,
"time": 375.29435975302476,
"param": [
{
"p": 0.09411364048719406,
"m": 0.5
},
{
"p": 0.008601345121860504,
"m": 0.5
},
{
"p": 0.08850018680095673,
"m": 0.5
},
{
"p": 0.05851607024669647,
"m": 0.9295770525932312
},
{
"p": 0.05951528251171112,
"m": 0.4524233043193817
},
{
"p": 0.026603631675243378,
"m": 0.8206340074539185
},
{
"p": 0.09728668630123138,
"m": 0.9969733953475952
},
{
"p": 0.07425931841135025,
"m": 1.0
},
{
"p": 0.09193886816501617,
"m": 0.9947582483291626
},
{
"p": 0.08822818845510483,
"m": 0.9916388392448425
},
{
"p": 0.09692290425300598,
"m": 0.9807015061378479
},
{
"p": 0.09079683572053909,
"m": 1.0
},
{
"p": 0.10806901752948761,
"m": 0.5
},
{
"p": 0.016648046672344208,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.8292341232299805,
"val_loss": 0.923628032207489,
"acc": 71.04,
"time": 345.783263411955,
"param": [
{
"p": 0.0905890092253685,
"m": 0.5
},
{
"p": 0.026007071137428284,
"m": 0.5
},
{
"p": 0.10028360038995743,
"m": 0.5
},
{
"p": 0.049388207495212555,
"m": 0.8174948692321777
},
{
"p": 0.05683554708957672,
"m": 0.31854012608528137
},
{
"p": 0.027669843286275864,
"m": 0.8967369794845581
},
{
"p": 0.08537501841783524,
"m": 0.9198359847068787
},
{
"p": 0.09476868808269501,
"m": 1.0
},
{
"p": 0.0837319940328598,
"m": 1.0
},
{
"p": 0.09271620213985443,
"m": 0.9908549785614014
},
{
"p": 0.07143605500459671,
"m": 0.8922348022460938
},
{
"p": 0.09436284005641937,
"m": 0.9971441030502319
},
{
"p": 0.10261715203523636,
"m": 0.5
},
{
"p": 0.024218717589974403,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.8790735006332397,
"val_loss": 0.7160611152648926,
"acc": 70.3,
"time": 359.29999388207216,
"param": [
{
"p": 0.09311161935329437,
"m": 0.5
},
{
"p": 0.028145676478743553,
"m": 0.5
},
{
"p": 0.09308092296123505,
"m": 0.5
},
{
"p": 0.07936100661754608,
"m": 0.8397907614707947
},
{
"p": 0.053571633994579315,
"m": 0.32560884952545166
},
{
"p": 0.03412517160177231,
"m": 0.8438565135002136
},
{
"p": 0.10074963420629501,
"m": 0.9818720817565918
},
{
"p": 0.07418756186962128,
"m": 0.9751739501953125
},
{
"p": 0.06821947544813156,
"m": 0.9992125034332275
},
{
"p": 0.0982913002371788,
"m": 0.8814810514450073
},
{
"p": 0.0704055204987526,
"m": 0.9318580031394958
},
{
"p": 0.08398472517728806,
"m": 1.0
},
{
"p": 0.09046898782253265,
"m": 0.5
},
{
"p": 0.03229684755206108,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.79691743850708,
"val_loss": 0.7907732129096985,
"acc": 69.2,
"time": 352.6648283019895,
"param": [
{
"p": 0.0952766165137291,
"m": 0.5
},
{
"p": 0.021069547161459923,
"m": 0.5
},
{
"p": 0.08961280435323715,
"m": 0.5
},
{
"p": 0.06830321997404099,
"m": 0.8103733062744141
},
{
"p": 0.043615709990262985,
"m": 0.363836407661438
},
{
"p": 0.04951617494225502,
"m": 0.863030195236206
},
{
"p": 0.08417802304029465,
"m": 1.0
},
{
"p": 0.08806103467941284,
"m": 0.9961475133895874
},
{
"p": 0.0721537247300148,
"m": 0.976377546787262
},
{
"p": 0.08213218301534653,
"m": 0.9836874604225159
},
{
"p": 0.08852271735668182,
"m": 0.9982558488845825
},
{
"p": 0.08866982161998749,
"m": 0.9969338178634644
},
{
"p": 0.09882736206054688,
"m": 0.5
},
{
"p": 0.030061060562729836,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.4452427625656128,
"val_loss": 0.8792511820793152,
"acc": 71.16,
"time": 361.44607941107824,
"param": [
{
"p": 0.10318440198898315,
"m": 0.5
},
{
"p": 0.012062680907547474,
"m": 0.5
},
{
"p": 0.09983517229557037,
"m": 0.5
},
{
"p": 0.05272781103849411,
"m": 0.7493448257446289
},
{
"p": 0.05577275529503822,
"m": 0.42078912258148193
},
{
"p": 0.03403265401721001,
"m": 0.9896857738494873
},
{
"p": 0.07294101268053055,
"m": 0.9962239265441895
},
{
"p": 0.07904795557260513,
"m": 0.9244024753570557
},
{
"p": 0.07431106269359589,
"m": 0.9489410519599915
},
{
"p": 0.1177397146821022,
"m": 0.9872100949287415
},
{
"p": 0.096744105219841,
"m": 0.9413729906082153
},
{
"p": 0.09792718291282654,
"m": 1.0
},
{
"p": 0.08395538479089737,
"m": 0.5
},
{
"p": 0.01971818134188652,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.82631254196167,
"val_loss": 0.8453084230422974,
"acc": 70.91,
"time": 361.7776273719501,
"param": [
{
"p": 0.09312615543603897,
"m": 0.5
},
{
"p": 0.01972750946879387,
"m": 0.5
},
{
"p": 0.08984410017728806,
"m": 0.5
},
{
"p": 0.08525250107049942,
"m": 0.7249484062194824
},
{
"p": 0.06044837832450867,
"m": 0.6116791367530823
},
{
"p": 0.01959887146949768,
"m": 1.0
},
{
"p": 0.08017030358314514,
"m": 1.0
},
{
"p": 0.09068333357572556,
"m": 0.8454635143280029
},
{
"p": 0.07430366426706314,
"m": 0.9865289926528931
},
{
"p": 0.07929054647684097,
"m": 1.0
},
{
"p": 0.07977434992790222,
"m": 0.8311651945114136
},
{
"p": 0.08748819679021835,
"m": 1.0
},
{
"p": 0.1060597375035286,
"m": 0.5
},
{
"p": 0.03423227742314339,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.7944538593292236,
"val_loss": 1.0105825662612915,
"acc": 71.28,
"time": 358.3230912250001,
"param": [
{
"p": 0.10569407045841217,
"m": 0.5
},
{
"p": 0.02145499177277088,
"m": 0.5
},
{
"p": 0.10309908539056778,
"m": 0.5
},
{
"p": 0.05920641869306564,
"m": 0.6918044686317444
},
{
"p": 0.06341580301523209,
"m": 0.644597589969635
},
{
"p": 0.022607730701565742,
"m": 0.9842575192451477
},
{
"p": 0.08564961701631546,
"m": 0.9680446982383728
},
{
"p": 0.07752066105604172,
"m": 0.9256158471107483
},
{
"p": 0.09359807521104813,
"m": 0.9832910895347595
},
{
"p": 0.07992996275424957,
"m": 0.9956749081611633
},
{
"p": 0.08848616480827332,
"m": 0.980353593826294
},
{
"p": 0.10291787981987,
"m": 1.0
},
{
"p": 0.07019300013780594,
"m": 0.5
},
{
"p": 0.026226557791233063,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 2.0009522438049316,
"val_loss": 0.8802742958068848,
"acc": 70.93,
"time": 357.4541256049415,
"param": [
{
"p": 0.0931553915143013,
"m": 0.5
},
{
"p": 0.014878503978252411,
"m": 0.5
},
{
"p": 0.0874793604016304,
"m": 0.5
},
{
"p": 0.0774252861738205,
"m": 0.8665136694908142
},
{
"p": 0.05542883276939392,
"m": 0.6864104270935059
},
{
"p": 0.05349162966012955,
"m": 0.9353156089782715
},
{
"p": 0.07821819186210632,
"m": 0.8682684898376465
},
{
"p": 0.0898447260260582,
"m": 0.8880907893180847
},
{
"p": 0.07315241545438766,
"m": 0.957632839679718
},
{
"p": 0.09711106866598129,
"m": 0.9995135068893433
},
{
"p": 0.08170971274375916,
"m": 0.9660335779190063
},
{
"p": 0.07829276472330093,
"m": 1.0
},
{
"p": 0.08764046430587769,
"m": 0.5
},
{
"p": 0.03217160701751709,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.7367136478424072,
"val_loss": 0.835288405418396,
"acc": 71.64,
"time": 359.3142958189128,
"param": [
{
"p": 0.09413062036037445,
"m": 0.5
},
{
"p": 0.007204534951597452,
"m": 0.5
},
{
"p": 0.0809771791100502,
"m": 0.5
},
{
"p": 0.07381648570299149,
"m": 0.9547287821769714
},
{
"p": 0.06903322786092758,
"m": 0.6940582990646362
},
{
"p": 0.039932381361722946,
"m": 0.7683796882629395
},
{
"p": 0.08098910748958588,
"m": 1.0
},
{
"p": 0.09835289418697357,
"m": 0.9667823910713196
},
{
"p": 0.07510672509670258,
"m": 0.9683446884155273
},
{
"p": 0.09078372269868851,
"m": 1.0
},
{
"p": 0.09196388721466064,
"m": 0.9148232340812683
},
{
"p": 0.08721469342708588,
"m": 1.0
},
{
"p": 0.08706635981798172,
"m": 0.5
},
{
"p": 0.02342808060348034,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.6518940925598145,
"val_loss": 0.9042561054229736,
"acc": 70.71,
"time": 359.0652498520212,
"param": [
{
"p": 0.10527031123638153,
"m": 0.5
},
{
"p": 0.02055789716541767,
"m": 0.5
},
{
"p": 0.10488630831241608,
"m": 0.5
},
{
"p": 0.06384701281785965,
"m": 1.0
},
{
"p": 0.03545083478093147,
"m": 0.7823255658149719
},
{
"p": 0.03230184689164162,
"m": 0.6786348819732666
},
{
"p": 0.09586990624666214,
"m": 1.0
},
{
"p": 0.0922783613204956,
"m": 0.8766584992408752
},
{
"p": 0.08065491914749146,
"m": 0.9759843945503235
},
{
"p": 0.0913940817117691,
"m": 1.0
},
{
"p": 0.07642410695552826,
"m": 0.8629696369171143
},
{
"p": 0.09946603327989578,
"m": 1.0
},
{
"p": 0.09055215120315552,
"m": 0.5
},
{
"p": 0.011046294122934341,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.6996835470199585,
"val_loss": 0.8978059887886047,
"acc": 71.22,
"time": 364.11467807006557,
"param": [
{
"p": 0.11094849556684494,
"m": 0.5
},
{
"p": 0.009140143170952797,
"m": 0.5
},
{
"p": 0.09931456297636032,
"m": 0.5
},
{
"p": 0.08642229437828064,
"m": 0.9864416122436523
},
{
"p": 0.05336065962910652,
"m": 0.7511206269264221
},
{
"p": 0.045680977404117584,
"m": 0.6824576258659363
},
{
"p": 0.0760597437620163,
"m": 0.9696087837219238
},
{
"p": 0.06461837142705917,
"m": 0.7305041551589966
},
{
"p": 0.05869056656956673,
"m": 0.9669677019119263
},
{
"p": 0.08599811047315598,
"m": 1.0
},
{
"p": 0.09191566705703735,
"m": 0.9970871210098267
},
{
"p": 0.08814123272895813,
"m": 1.0
},
{
"p": 0.10650866478681564,
"m": 0.5
},
{
"p": 0.023200474679470062,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.4279778003692627,
"val_loss": 0.8674188852310181,
"acc": 70.21,
"time": 355.4132799040526,
"param": [
{
"p": 0.09799154102802277,
"m": 0.5
},
{
"p": 0.009645222686231136,
"m": 0.5
},
{
"p": 0.09012766182422638,
"m": 0.5
},
{
"p": 0.061608485877513885,
"m": 0.9663024544715881
},
{
"p": 0.04427380487322807,
"m": 0.7623839378356934
},
{
"p": 0.033967237919569016,
"m": 0.6454094648361206
},
{
"p": 0.07781019806861877,
"m": 0.9632465243339539
},
{
"p": 0.08125957101583481,
"m": 0.7353171706199646
},
{
"p": 0.07804309576749802,
"m": 0.8910027146339417
},
{
"p": 0.0877702385187149,
"m": 0.9639275074005127
},
{
"p": 0.09930752217769623,
"m": 0.9196332693099976
},
{
"p": 0.09863509982824326,
"m": 1.0
},
{
"p": 0.11633064597845078,
"m": 0.5
},
{
"p": 0.023229537531733513,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.6478588581085205,
"val_loss": 0.8464934825897217,
"acc": 71.15,
"time": 363.36363358597737,
"param": [
{
"p": 0.08689147979021072,
"m": 0.5
},
{
"p": 0.0013772777747362852,
"m": 0.5
},
{
"p": 0.09705834835767746,
"m": 0.5
},
{
"p": 0.05572037771344185,
"m": 1.0
},
{
"p": 0.055805716663599014,
"m": 0.838026225566864
},
{
"p": 0.05091765150427818,
"m": 0.5642684698104858
},
{
"p": 0.10312925279140472,
"m": 0.9692635536193848
},
{
"p": 0.08367062360048294,
"m": 0.7637832760810852
},
{
"p": 0.09570714831352234,
"m": 0.8238817453384399
},
{
"p": 0.07950268685817719,
"m": 0.9511515498161316
},
{
"p": 0.0818060040473938,
"m": 0.9418858885765076
},
{
"p": 0.07480205595493317,
"m": 1.0
},
{
"p": 0.09299412369728088,
"m": 0.5
},
{
"p": 0.040617235004901886,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.8337680101394653,
"val_loss": 0.9513628482818604,
"acc": 70.46,
"time": 355.29387786402367,
"param": [
{
"p": 0.0915314331650734,
"m": 0.5
},
{
"p": 0.02318083867430687,
"m": 0.5
},
{
"p": 0.09914994239807129,
"m": 0.5
},
{
"p": 0.08239942044019699,
"m": 0.956153929233551
},
{
"p": 0.04857993498444557,
"m": 0.7849048972129822
},
{
"p": 0.04371102899312973,
"m": 0.646209180355072
},
{
"p": 0.09062957763671875,
"m": 0.8305780291557312
},
{
"p": 0.07452275604009628,
"m": 0.8841143250465393
},
{
"p": 0.07811558246612549,
"m": 0.9109859466552734
},
{
"p": 0.09217435121536255,
"m": 0.9078572988510132
},
{
"p": 0.08230051398277283,
"m": 0.9780306816101074
},
{
"p": 0.08609172701835632,
"m": 1.0
},
{
"p": 0.07858786731958389,
"m": 0.5
},
{
"p": 0.029025042429566383,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.5620837211608887,
"val_loss": 0.7415499687194824,
"acc": 70.41,
"time": 350.46822071203496,
"param": [
{
"p": 0.10610169917345047,
"m": 0.5
},
{
"p": 0.019338738173246384,
"m": 0.5
},
{
"p": 0.08770637214183807,
"m": 0.5
},
{
"p": 0.06563685089349747,
"m": 0.9483497142791748
},
{
"p": 0.050396066159009933,
"m": 0.788402795791626
},
{
"p": 0.04639500379562378,
"m": 0.720414936542511
},
{
"p": 0.08283132314682007,
"m": 0.8755348920822144
},
{
"p": 0.08586898446083069,
"m": 0.8633698225021362
},
{
"p": 0.08788848668336868,
"m": 0.916120707988739
},
{
"p": 0.0869414433836937,
"m": 0.9881798624992371
},
{
"p": 0.08706816285848618,
"m": 0.8659414649009705
},
{
"p": 0.10594028234481812,
"m": 1.0
},
{
"p": 0.07339613139629364,
"m": 0.5
},
{
"p": 0.014490445144474506,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 2.0245602130889893,
"val_loss": 0.7728227972984314,
"acc": 70.94,
"time": 355.5229698159965,
"param": [
{
"p": 0.09775944799184799,
"m": 0.5
},
{
"p": 0.025793910026550293,
"m": 0.5
},
{
"p": 0.09947744011878967,
"m": 0.5
},
{
"p": 0.08588404953479767,
"m": 0.992042601108551
},
{
"p": 0.061123717576265335,
"m": 0.6813877820968628
},
{
"p": 0.05271550640463829,
"m": 0.7071399092674255
},
{
"p": 0.07742273062467575,
"m": 0.9321572780609131
},
{
"p": 0.06034177914261818,
"m": 1.0
},
{
"p": 0.06859999150037766,
"m": 0.965645968914032
},
{
"p": 0.10702507942914963,
"m": 1.0
},
{
"p": 0.07293561846017838,
"m": 0.7453616261482239
},
{
"p": 0.08911271393299103,
"m": 0.97495436668396
},
{
"p": 0.08723735064268112,
"m": 0.5
},
{
"p": 0.014570803381502628,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.5563764572143555,
"val_loss": 0.829926073551178,
"acc": 71.71,
"time": 346.7165374320466,
"param": [
{
"p": 0.09305299073457718,
"m": 0.5
},
{
"p": 0.0006930693634785712,
"m": 0.5
},
{
"p": 0.07649924606084824,
"m": 0.5
},
{
"p": 0.07313921302556992,
"m": 1.0
},
{
"p": 0.046076904982328415,
"m": 0.7218123078346252
},
{
"p": 0.053512461483478546,
"m": 0.7891185283660889
},
{
"p": 0.10194022208452225,
"m": 0.9338484406471252
},
{
"p": 0.1123509332537651,
"m": 0.9295746684074402
},
{
"p": 0.09265840798616409,
"m": 0.9899894595146179
},
{
"p": 0.059485845267772675,
"m": 1.0
},
{
"p": 0.09379852563142776,
"m": 0.7434597611427307
},
{
"p": 0.09999560564756393,
"m": 1.0
},
{
"p": 0.09610351175069809,
"m": 0.5
},
{
"p": 0.0006930693634785712,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.419032335281372,
"val_loss": 0.9109753966331482,
"acc": 70.75,
"time": 359.9280713900225,
"param": [
{
"p": 0.10623431950807571,
"m": 0.5
},
{
"p": 0.002437401795759797,
"m": 0.5
},
{
"p": 0.10783568024635315,
"m": 0.5
},
{
"p": 0.10679105669260025,
"m": 0.9849820733070374
},
{
"p": 0.04794016480445862,
"m": 0.6187366247177124
},
{
"p": 0.0007113268366083503,
"m": 0.7583451867103577
},
{
"p": 0.08460652083158493,
"m": 0.8922065496444702
},
{
"p": 0.08499854803085327,
"m": 1.0
},
{
"p": 0.08147769421339035,
"m": 0.9278300404548645
},
{
"p": 0.08286536484956741,
"m": 1.0
},
{
"p": 0.08948305994272232,
"m": 0.7302361130714417
},
{
"p": 0.08940589427947998,
"m": 1.0
},
{
"p": 0.10919276624917984,
"m": 0.5
},
{
"p": 0.006020186003297567,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.6911017894744873,
"val_loss": 0.9576076865196228,
"acc": 71.69,
"time": 354.5294040150475,
"param": [
{
"p": 0.09820622205734253,
"m": 0.5
},
{
"p": 0.02218082919716835,
"m": 0.5
},
{
"p": 0.09044518321752548,
"m": 0.5
},
{
"p": 0.05669368430972099,
"m": 0.9991136789321899
},
{
"p": 0.05955209583044052,
"m": 0.48184749484062195
},
{
"p": 0.02447245456278324,
"m": 0.7273224592208862
},
{
"p": 0.09425204992294312,
"m": 0.9911416172981262
},
{
"p": 0.09020865708589554,
"m": 0.9780144691467285
},
{
"p": 0.0912996307015419,
"m": 0.7890384793281555
},
{
"p": 0.09784486144781113,
"m": 1.0
},
{
"p": 0.08925563842058182,
"m": 0.7585018873214722
},
{
"p": 0.08512131869792938,
"m": 1.0
},
{
"p": 0.08927072584629059,
"m": 0.5
},
{
"p": 0.011196615174412727,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.7702593803405762,
"val_loss": 0.8155149221420288,
"acc": 69.78,
"time": 354.2824082178995,
"param": [
{
"p": 0.10247750580310822,
"m": 0.5
},
{
"p": 0.010313784703612328,
"m": 0.5
},
{
"p": 0.08427117764949799,
"m": 0.5
},
{
"p": 0.06841495633125305,
"m": 0.9988090395927429
},
{
"p": 0.05230840668082237,
"m": 0.5399245023727417
},
{
"p": 0.002529790159314871,
"m": 0.6584145426750183
},
{
"p": 0.09490441530942917,
"m": 0.9195612668991089
},
{
"p": 0.07669796794652939,
"m": 0.9825868010520935
},
{
"p": 0.08077600598335266,
"m": 0.9291397929191589
},
{
"p": 0.10975408554077148,
"m": 0.9458369016647339
},
{
"p": 0.0811288133263588,
"m": 0.731823205947876
},
{
"p": 0.09735406935214996,
"m": 1.0
},
{
"p": 0.11504397541284561,
"m": 0.5
},
{
"p": 0.024024998769164085,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.5836951732635498,
"val_loss": 0.81740403175354,
"acc": 71.63,
"time": 361.8298223949969,
"param": [
{
"p": 0.11335274577140808,
"m": 0.5
},
{
"p": 0.028840968385338783,
"m": 0.5
},
{
"p": 0.09355972707271576,
"m": 0.5
},
{
"p": 0.08449357002973557,
"m": 0.9945458173751831
},
{
"p": 0.02933887019753456,
"m": 0.48485860228538513
},
{
"p": 0.03376885503530502,
"m": 0.6468967199325562
},
{
"p": 0.0873471349477768,
"m": 1.0
},
{
"p": 0.0820205882191658,
"m": 1.0
},
{
"p": 0.09153234958648682,
"m": 0.9144299626350403
},
{
"p": 0.07596129924058914,
"m": 0.9575173258781433
},
{
"p": 0.0912427008152008,
"m": 0.745902419090271
},
{
"p": 0.08110956847667694,
"m": 1.0
},
{
"p": 0.09609944373369217,
"m": 0.5
},
{
"p": 0.011332164518535137,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.768470048904419,
"val_loss": 0.8078005313873291,
"acc": 70.53,
"time": 347.7039892600151,
"param": [
{
"p": 0.09910370409488678,
"m": 0.5
},
{
"p": 0.026130324229598045,
"m": 0.5
},
{
"p": 0.09533270448446274,
"m": 0.5
},
{
"p": 0.07981155067682266,
"m": 0.999073326587677
},
{
"p": 0.049360282719135284,
"m": 0.4509577453136444
},
{
"p": 0.029689166694879532,
"m": 0.7603064775466919
},
{
"p": 0.08324591815471649,
"m": 0.9965913891792297
},
{
"p": 0.07769468426704407,
"m": 0.996103823184967
},
{
"p": 0.07638273388147354,
"m": 0.8887549638748169
},
{
"p": 0.09200656414031982,
"m": 0.9847245216369629
},
{
"p": 0.0861956775188446,
"m": 0.8824942708015442
},
{
"p": 0.08398576825857162,
"m": 1.0
},
{
"p": 0.09204744547605515,
"m": 0.5
},
{
"p": 0.02901347167789936,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 1.8050899505615234,
"val_loss": 0.7948877811431885,
"acc": 71.67,
"time": 353.170177192078,
"param": [
{
"p": 0.0975291058421135,
"m": 0.5
},
{
"p": 0.014674429781734943,
"m": 0.5
},
{
"p": 0.10050971806049347,
"m": 0.5
},
{
"p": 0.07841744273900986,
"m": 0.9972412586212158
},
{
"p": 0.06956779211759567,
"m": 0.29024508595466614
},
{
"p": 0.0409407839179039,
"m": 0.7700976729393005
},
{
"p": 0.07652095705270767,
"m": 0.9621951580047607
},
{
"p": 0.04272962361574173,
"m": 0.9648640751838684
},
{
"p": 0.09580498933792114,
"m": 0.8340179920196533
},
{
"p": 0.08956494927406311,
"m": 0.9987168908119202
},
{
"p": 0.08513316512107849,
"m": 0.9434804916381836
},
{
"p": 0.0948808342218399,
"m": 1.0
},
{
"p": 0.08479943871498108,
"m": 0.5
},
{
"p": 0.02892688289284706,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.4767745733261108,
"val_loss": 0.9376751184463501,
"acc": 71.13,
"time": 351.8630676160101,
"param": [
{
"p": 0.0857248306274414,
"m": 0.5
},
{
"p": 0.02162354253232479,
"m": 0.5
},
{
"p": 0.1086617112159729,
"m": 0.5
},
{
"p": 0.05986841768026352,
"m": 0.9993030428886414
},
{
"p": 0.05749599635601044,
"m": 0.30010712146759033
},
{
"p": 0.026223231106996536,
"m": 0.8353493809700012
},
{
"p": 0.07565990835428238,
"m": 0.9538787007331848
},
{
"p": 0.06913164258003235,
"m": 0.844842255115509
},
{
"p": 0.09170430898666382,
"m": 0.83646160364151
},
{
"p": 0.09856255352497101,
"m": 1.0
},
{
"p": 0.08490724861621857,
"m": 0.9482673406600952
},
{
"p": 0.09044401347637177,
"m": 1.0
},
{
"p": 0.12274232506752014,
"m": 0.5
},
{
"p": 0.007250232622027397,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.767812967300415,
"val_loss": 0.8150330185890198,
"acc": 71.52,
"time": 355.0603067999473,
"param": [
{
"p": 0.0893864780664444,
"m": 0.5
},
{
"p": 0.0011169732315465808,
"m": 0.5
},
{
"p": 0.09495065361261368,
"m": 0.5
},
{
"p": 0.06680317223072052,
"m": 0.9798305630683899
},
{
"p": 0.04992111772298813,
"m": 0.2503845691680908
},
{
"p": 0.044065508991479874,
"m": 0.8350494503974915
},
{
"p": 0.08263573050498962,
"m": 1.0
},
{
"p": 0.0760253369808197,
"m": 0.9171916246414185
},
{
"p": 0.07189340889453888,
"m": 0.7239904999732971
},
{
"p": 0.09754426777362823,
"m": 1.0
},
{
"p": 0.09011247754096985,
"m": 0.8806977272033691
},
{
"p": 0.09923339635133743,
"m": 0.9995325803756714
},
{
"p": 0.11149541288614273,
"m": 0.5
},
{
"p": 0.024816054850816727,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.766747236251831,
"val_loss": 0.9132550954818726,
"acc": 70.78,
"time": 353.3871714900015,
"param": [
{
"p": 0.10812327265739441,
"m": 0.5
},
{
"p": 0.036558378487825394,
"m": 0.5
},
{
"p": 0.07918302714824677,
"m": 0.5
},
{
"p": 0.08497539162635803,
"m": 0.9622836709022522
},
{
"p": 0.0423150509595871,
"m": 0.28351080417633057
},
{
"p": 0.028911354020237923,
"m": 0.832528293132782
},
{
"p": 0.08010457456111908,
"m": 1.0
},
{
"p": 0.08659327030181885,
"m": 0.919894814491272
},
{
"p": 0.08639015257358551,
"m": 0.7947745323181152
},
{
"p": 0.08315746486186981,
"m": 1.0
},
{
"p": 0.0812465250492096,
"m": 1.0
},
{
"p": 0.09508753567934036,
"m": 1.0
},
{
"p": 0.08908543735742569,
"m": 0.5
},
{
"p": 0.018268493935465813,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 1.4169371128082275,
"val_loss": 0.7725074291229248,
"acc": 71.67,
"time": 351.08906010107603,
"param": [
{
"p": 0.10483105480670929,
"m": 0.5
},
{
"p": 0.01452123187482357,
"m": 0.5
},
{
"p": 0.07425323128700256,
"m": 0.5
},
{
"p": 0.07195156067609787,
"m": 0.933951735496521
},
{
"p": 0.04760384187102318,
"m": 0.20593085885047913
},
{
"p": 0.029279261827468872,
"m": 0.7067360877990723
},
{
"p": 0.09201611578464508,
"m": 0.9871441125869751
},
{
"p": 0.08415216952562332,
"m": 0.8295304775238037
},
{
"p": 0.06723059713840485,
"m": 0.8203039765357971
},
{
"p": 0.11359713226556778,
"m": 0.9978113770484924
},
{
"p": 0.09334973245859146,
"m": 0.8568925857543945
},
{
"p": 0.08258119970560074,
"m": 1.0
},
{
"p": 0.09783096611499786,
"m": 0.5
},
{
"p": 0.02680194191634655,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.4957879781723022,
"val_loss": 0.8285179138183594,
"acc": 71.77,
"time": 331.96435703895986,
"param": [
{
"p": 0.0999489575624466,
"m": 0.5
},
{
"p": 0.031438566744327545,
"m": 0.5
},
{
"p": 0.0959043875336647,
"m": 0.5
},
{
"p": 0.07584799826145172,
"m": 0.9974757432937622
},
{
"p": 0.06333792209625244,
"m": 0.22245600819587708
},
{
"p": 0.035261910408735275,
"m": 0.6885126233100891
},
{
"p": 0.08669719845056534,
"m": 0.953792929649353
},
{
"p": 0.06613616645336151,
"m": 0.8016952276229858
},
{
"p": 0.07312820106744766,
"m": 0.7390146851539612
},
{
"p": 0.08982501178979874,
"m": 1.0
},
{
"p": 0.07658892869949341,
"m": 0.7487813234329224
},
{
"p": 0.07599597424268723,
"m": 1.0
},
{
"p": 0.09338627755641937,
"m": 0.5
},
{
"p": 0.036502592265605927,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.5081453323364258,
"val_loss": 0.7696173787117004,
"acc": 71.46,
"time": 361.12171783694066,
"param": [
{
"p": 0.07131436467170715,
"m": 0.5
},
{
"p": 0.03283350542187691,
"m": 0.5
},
{
"p": 0.08385863155126572,
"m": 0.5
},
{
"p": 0.0684606283903122,
"m": 0.7918044924736023
},
{
"p": 0.04883278161287308,
"m": 0.30785736441612244
},
{
"p": 0.03765610232949257,
"m": 0.724595308303833
},
{
"p": 0.1082092821598053,
"m": 0.9431226849555969
},
{
"p": 0.07635641098022461,
"m": 0.7424652576446533
},
{
"p": 0.07223014533519745,
"m": 0.7083191275596619
},
{
"p": 0.09907590597867966,
"m": 1.0
},
{
"p": 0.07615689188241959,
"m": 0.8133509159088135
},
{
"p": 0.10393647849559784,
"m": 1.0
},
{
"p": 0.08447376638650894,
"m": 0.5
},
{
"p": 0.03660513088107109,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.2733337879180908,
"val_loss": 0.8686469197273254,
"acc": 71.51,
"time": 349.0781188340625,
"param": [
{
"p": 0.07466388493776321,
"m": 0.5
},
{
"p": 0.011744502000510693,
"m": 0.5
},
{
"p": 0.09509656578302383,
"m": 0.5
},
{
"p": 0.06280716508626938,
"m": 0.8945276141166687
},
{
"p": 0.052016131579875946,
"m": 0.4093470871448517
},
{
"p": 0.02633543312549591,
"m": 0.669886589050293
},
{
"p": 0.08881986886262894,
"m": 0.8973397016525269
},
{
"p": 0.09774979203939438,
"m": 0.8204034566879272
},
{
"p": 0.09559828042984009,
"m": 0.9300889372825623
},
{
"p": 0.07531451433897018,
"m": 0.8927531838417053
},
{
"p": 0.08660297840833664,
"m": 0.7620574235916138
},
{
"p": 0.09542980045080185,
"m": 1.0
},
{
"p": 0.10975923389196396,
"m": 0.5
},
{
"p": 0.028061816468834877,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.77297043800354,
"val_loss": 0.9343814253807068,
"acc": 70.42,
"time": 361.43427224701736,
"param": [
{
"p": 0.09512689709663391,
"m": 0.5
},
{
"p": 0.035256531089544296,
"m": 0.5
},
{
"p": 0.0923130214214325,
"m": 0.5
},
{
"p": 0.09411998838186264,
"m": 1.0
},
{
"p": 0.0474221408367157,
"m": 0.38146838545799255
},
{
"p": 0.05072729289531708,
"m": 0.5984362959861755
},
{
"p": 0.06452151387929916,
"m": 0.8172605633735657
},
{
"p": 0.0638410672545433,
"m": 0.8176575303077698
},
{
"p": 0.0755508691072464,
"m": 0.9868883490562439
},
{
"p": 0.08849812299013138,
"m": 0.9936904907226562
},
{
"p": 0.08548352867364883,
"m": 0.9890028834342957
},
{
"p": 0.08672387897968292,
"m": 1.0
},
{
"p": 0.10614209622144699,
"m": 0.5
},
{
"p": 0.014273031614720821,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.3000315427780151,
"val_loss": 0.8417503833770752,
"acc": 72.14,
"time": 354.1679679820081,
"param": [
{
"p": 0.07423874735832214,
"m": 0.5
},
{
"p": 0.0006944971391931176,
"m": 0.5
},
{
"p": 0.10790494829416275,
"m": 0.5
},
{
"p": 0.08232880383729935,
"m": 0.9995231628417969
},
{
"p": 0.04660467803478241,
"m": 0.47844165563583374
},
{
"p": 0.03057885728776455,
"m": 0.5985766649246216
},
{
"p": 0.09279993921518326,
"m": 0.8013346195220947
},
{
"p": 0.11506199091672897,
"m": 0.8326807618141174
},
{
"p": 0.09082838147878647,
"m": 0.950305700302124
},
{
"p": 0.09557491540908813,
"m": 0.9858288168907166
},
{
"p": 0.07062749564647675,
"m": 1.0
},
{
"p": 0.10498879849910736,
"m": 1.0
},
{
"p": 0.08634767681360245,
"m": 0.5
},
{
"p": 0.0014201888116076589,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.5356709957122803,
"val_loss": 0.8521090745925903,
"acc": 71.27,
"time": 341.33020036201924,
"param": [
{
"p": 0.11058007925748825,
"m": 0.5
},
{
"p": 0.02861112728714943,
"m": 0.5
},
{
"p": 0.09397104382514954,
"m": 0.5
},
{
"p": 0.06930598616600037,
"m": 0.9763307571411133
},
{
"p": 0.0565325953066349,
"m": 0.40236929059028625
},
{
"p": 0.04233178496360779,
"m": 0.705532968044281
},
{
"p": 0.08999482542276382,
"m": 0.7566183805465698
},
{
"p": 0.04308280721306801,
"m": 0.9567152261734009
},
{
"p": 0.10238434374332428,
"m": 0.8329337239265442
},
{
"p": 0.07746737450361252,
"m": 1.0
},
{
"p": 0.08042708039283752,
"m": 0.9233841300010681
},
{
"p": 0.10836394876241684,
"m": 1.0
},
{
"p": 0.08802403509616852,
"m": 0.5
},
{
"p": 0.008922913111746311,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.3837289810180664,
"val_loss": 0.7984380125999451,
"acc": 71.24,
"time": 352.9982479449827,
"param": [
{
"p": 0.12296868860721588,
"m": 0.5
},
{
"p": 0.006352708674967289,
"m": 0.5
},
{
"p": 0.05526129528880119,
"m": 0.5
},
{
"p": 0.08544221520423889,
"m": 0.9794663190841675
},
{
"p": 0.06294597685337067,
"m": 0.49046897888183594
},
{
"p": 0.029279211536049843,
"m": 0.6128259897232056
},
{
"p": 0.08663966506719589,
"m": 0.8314736485481262
},
{
"p": 0.0661945715546608,
"m": 0.8326103687286377
},
{
"p": 0.09658921509981155,
"m": 0.8454213738441467
},
{
"p": 0.09864490479230881,
"m": 1.0
},
{
"p": 0.05652804300189018,
"m": 0.8835194110870361
},
{
"p": 0.11162933707237244,
"m": 1.0
},
{
"p": 0.09485998749732971,
"m": 0.5
},
{
"p": 0.0266641303896904,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.4462294578552246,
"val_loss": 0.7148326635360718,
"acc": 72.28,
"time": 346.44871715293266,
"param": [
{
"p": 0.08532284945249557,
"m": 0.5
},
{
"p": 0.0006932726828381419,
"m": 0.5
},
{
"p": 0.09835432469844818,
"m": 0.5
},
{
"p": 0.07944519817829132,
"m": 1.0
},
{
"p": 0.057432129979133606,
"m": 0.4148998558521271
},
{
"p": 0.05253778025507927,
"m": 0.551059901714325
},
{
"p": 0.08671712130308151,
"m": 0.7934945821762085
},
{
"p": 0.07954039424657822,
"m": 0.8391312956809998
},
{
"p": 0.08811391144990921,
"m": 0.8125581741333008
},
{
"p": 0.08524006605148315,
"m": 1.0
},
{
"p": 0.08215285837650299,
"m": 0.8801977634429932
},
{
"p": 0.08514445275068283,
"m": 1.0
},
{
"p": 0.09489227086305618,
"m": 0.5
},
{
"p": 0.02441336214542389,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.2686710357666016,
"val_loss": 0.7782952785491943,
"acc": 71.39,
"time": 369.0265639789868,
"param": [
{
"p": 0.1032114252448082,
"m": 0.5
},
{
"p": 0.0157953891903162,
"m": 0.5
},
{
"p": 0.08202457427978516,
"m": 0.5
},
{
"p": 0.06809061020612717,
"m": 0.9936048984527588
},
{
"p": 0.07655163109302521,
"m": 0.40403082966804504
},
{
"p": 0.053349096328020096,
"m": 0.49388161301612854
},
{
"p": 0.08052431046962738,
"m": 0.9849771857261658
},
{
"p": 0.0771423950791359,
"m": 0.9669424295425415
},
{
"p": 0.08611298352479935,
"m": 0.8605600595474243
},
{
"p": 0.0897437259554863,
"m": 1.0
},
{
"p": 0.07868141680955887,
"m": 0.9290103316307068
},
{
"p": 0.08879900723695755,
"m": 1.0
},
{
"p": 0.0916048064827919,
"m": 0.5
},
{
"p": 0.008368647657334805,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.5790132284164429,
"val_loss": 0.7319555282592773,
"acc": 70.9,
"time": 377.0602238459978,
"param": [
{
"p": 0.09082494676113129,
"m": 0.5
},
{
"p": 0.022590722888708115,
"m": 0.5
},
{
"p": 0.10294125974178314,
"m": 0.5
},
{
"p": 0.05821923166513443,
"m": 0.934015154838562
},
{
"p": 0.061594489961862564,
"m": 0.40742403268814087
},
{
"p": 0.02943522110581398,
"m": 0.3304183781147003
},
{
"p": 0.0834956243634224,
"m": 0.8996372222900391
},
{
"p": 0.08411078155040741,
"m": 0.9709377288818359
},
{
"p": 0.08744259178638458,
"m": 0.9120500683784485
},
{
"p": 0.09612752497196198,
"m": 0.997641384601593
},
{
"p": 0.07902608811855316,
"m": 0.9270713329315186
},
{
"p": 0.061059605330228806,
"m": 1.0
},
{
"p": 0.11495295912027359,
"m": 0.5
},
{
"p": 0.028178859502077103,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.404858946800232,
"val_loss": 0.9246005415916443,
"acc": 71.27,
"time": 346.4577858230332,
"param": [
{
"p": 0.09988966584205627,
"m": 0.5
},
{
"p": 0.010251213796436787,
"m": 0.5
},
{
"p": 0.09339884668588638,
"m": 0.5
},
{
"p": 0.08920703083276749,
"m": 0.9673071503639221
},
{
"p": 0.07865491509437561,
"m": 0.5689989924430847
},
{
"p": 0.056963689625263214,
"m": 0.11151015013456345
},
{
"p": 0.051142625510692596,
"m": 0.9224483370780945
},
{
"p": 0.0691964253783226,
"m": 0.9232642650604248
},
{
"p": 0.08334234356880188,
"m": 0.7998210191726685
},
{
"p": 0.07334378361701965,
"m": 1.0
},
{
"p": 0.07532647997140884,
"m": 0.859563946723938
},
{
"p": 0.09025079756975174,
"m": 1.0
},
{
"p": 0.11170179396867752,
"m": 0.5
},
{
"p": 0.017330437898635864,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.7929049730300903,
"val_loss": 0.7225866913795471,
"acc": 71.14,
"time": 349.9950506379828,
"param": [
{
"p": 0.08729998022317886,
"m": 0.5
},
{
"p": 0.04457668587565422,
"m": 0.5
},
{
"p": 0.09486321359872818,
"m": 0.5
},
{
"p": 0.07128897309303284,
"m": 0.9929056167602539
},
{
"p": 0.0644368901848793,
"m": 0.6313220262527466
},
{
"p": 0.04881900176405907,
"m": 0.12614016234874725
},
{
"p": 0.0780056044459343,
"m": 0.8843700885772705
},
{
"p": 0.052831776440143585,
"m": 0.9967998266220093
},
{
"p": 0.07192178815603256,
"m": 0.9782742261886597
},
{
"p": 0.10044611245393753,
"m": 0.9987956285476685
},
{
"p": 0.07630220800638199,
"m": 0.9426568746566772
},
{
"p": 0.0987233966588974,
"m": 1.0
},
{
"p": 0.08765213936567307,
"m": 0.5
},
{
"p": 0.022832194343209267,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.6336948871612549,
"val_loss": 0.7944318056106567,
"acc": 71.98,
"time": 342.6927005740581,
"param": [
{
"p": 0.10181917250156403,
"m": 0.5
},
{
"p": 0.01663161814212799,
"m": 0.5
},
{
"p": 0.09976471215486526,
"m": 0.5
},
{
"p": 0.09130380302667618,
"m": 0.9987155199050903
},
{
"p": 0.0006831378559581935,
"m": 0.6086465716362
},
{
"p": 0.05292839556932449,
"m": 0.19427114725112915
},
{
"p": 0.10776630789041519,
"m": 0.9187911152839661
},
{
"p": 0.05269354209303856,
"m": 0.9656757116317749
},
{
"p": 0.09445751458406448,
"m": 0.9966464042663574
},
{
"p": 0.10090044140815735,
"m": 1.0
},
{
"p": 0.06694560497999191,
"m": 0.9954087734222412
},
{
"p": 0.09440222382545471,
"m": 1.0
},
{
"p": 0.11052501946687698,
"m": 0.5
},
{
"p": 0.009178556501865387,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.6446524858474731,
"val_loss": 0.6896377801895142,
"acc": 72.3,
"time": 352.8321196170291,
"param": [
{
"p": 0.07799866050481796,
"m": 0.5
},
{
"p": 0.014475512318313122,
"m": 0.5
},
{
"p": 0.09461949020624161,
"m": 0.5
},
{
"p": 0.08279120922088623,
"m": 0.8117644786834717
},
{
"p": 0.05111372843384743,
"m": 0.5695398449897766
},
{
"p": 0.048682499676942825,
"m": 0.41158074140548706
},
{
"p": 0.08286765962839127,
"m": 0.7250774502754211
},
{
"p": 0.08858567476272583,
"m": 0.9693523645401001
},
{
"p": 0.1110069677233696,
"m": 0.9360378384590149
},
{
"p": 0.08173172175884247,
"m": 1.0
},
{
"p": 0.08270832896232605,
"m": 0.923344612121582
},
{
"p": 0.0875130444765091,
"m": 0.9801981449127197
},
{
"p": 0.07415176182985306,
"m": 0.5
},
{
"p": 0.02175375074148178,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.2614800930023193,
"val_loss": 0.7776715755462646,
"acc": 72.0,
"time": 348.46836590010207,
"param": [
{
"p": 0.11810022592544556,
"m": 0.5
},
{
"p": 0.01502109132707119,
"m": 0.5
},
{
"p": 0.11039403825998306,
"m": 0.5
},
{
"p": 0.017702793702483177,
"m": 0.8362693786621094
},
{
"p": 0.049144648015499115,
"m": 0.5707530975341797
},
{
"p": 0.042947616428136826,
"m": 0.5858623385429382
},
{
"p": 0.07725900411605835,
"m": 0.6938746571540833
},
{
"p": 0.076622374355793,
"m": 0.8877336382865906
},
{
"p": 0.07489904016256332,
"m": 0.9301343560218811
},
{
"p": 0.11137048900127411,
"m": 1.0
},
{
"p": 0.08248236775398254,
"m": 0.8152005076408386
},
{
"p": 0.11552249640226364,
"m": 1.0
},
{
"p": 0.08683588355779648,
"m": 0.5
},
{
"p": 0.0216980017721653,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.535876750946045,
"val_loss": 0.7294403910636902,
"acc": 72.1,
"time": 349.11040059593506,
"param": [
{
"p": 0.11132670938968658,
"m": 0.5
},
{
"p": 0.020694635808467865,
"m": 0.5
},
{
"p": 0.09532498568296432,
"m": 0.5
},
{
"p": 0.05310923606157303,
"m": 0.9313748478889465
},
{
"p": 0.042547017335891724,
"m": 0.5731554627418518
},
{
"p": 0.06267964839935303,
"m": 0.5467475056648254
},
{
"p": 0.08027652651071548,
"m": 0.6859049797058105
},
{
"p": 0.08347728848457336,
"m": 0.8384921550750732
},
{
"p": 0.07671230286359787,
"m": 0.8897177577018738
},
{
"p": 0.08228293061256409,
"m": 0.9440699815750122
},
{
"p": 0.10395848751068115,
"m": 0.8564779758453369
},
{
"p": 0.0916132926940918,
"m": 1.0
},
{
"p": 0.08429789543151855,
"m": 0.5
},
{
"p": 0.011698905378580093,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.6387426853179932,
"val_loss": 0.7649111151695251,
"acc": 72.07,
"time": 339.3517075169366,
"param": [
{
"p": 0.10403989255428314,
"m": 0.5
},
{
"p": 0.0370199978351593,
"m": 0.5
},
{
"p": 0.08728130906820297,
"m": 0.5
},
{
"p": 0.06573851406574249,
"m": 1.0
},
{
"p": 0.0471460185945034,
"m": 0.5039916038513184
},
{
"p": 0.05088620260357857,
"m": 0.47284945845603943
},
{
"p": 0.08241105824708939,
"m": 0.8055917024612427
},
{
"p": 0.07001710683107376,
"m": 0.8163816332817078
},
{
"p": 0.08304984867572784,
"m": 0.9132468104362488
},
{
"p": 0.08772271126508713,
"m": 1.0
},
{
"p": 0.07000821828842163,
"m": 0.8575609922409058
},
{
"p": 0.09935714304447174,
"m": 1.0
},
{
"p": 0.09745921194553375,
"m": 0.5
},
{
"p": 0.01786278933286667,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.609009027481079,
"val_loss": 0.8404011130332947,
"acc": 71.76,
"time": 340.0506177120842,
"param": [
{
"p": 0.092362180352211,
"m": 0.5
},
{
"p": 0.02959578111767769,
"m": 0.5
},
{
"p": 0.10207411646842957,
"m": 0.5
},
{
"p": 0.07244563102722168,
"m": 0.9116215705871582
},
{
"p": 0.046251557767391205,
"m": 0.48744797706604004
},
{
"p": 0.04491111636161804,
"m": 0.5184292197227478
},
{
"p": 0.07423769682645798,
"m": 0.6868342161178589
},
{
"p": 0.05216219276189804,
"m": 0.7565367221832275
},
{
"p": 0.09562499076128006,
"m": 0.9007928371429443
},
{
"p": 0.1016671285033226,
"m": 0.997267484664917
},
{
"p": 0.06673064827919006,
"m": 0.8845669627189636
},
{
"p": 0.08103084564208984,
"m": 1.0
},
{
"p": 0.10993886739015579,
"m": 0.5
},
{
"p": 0.03096730075776577,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.6555012464523315,
"val_loss": 0.9740797281265259,
"acc": 69.97,
"time": 336.84500194503926,
"param": [
{
"p": 0.1067797839641571,
"m": 0.5
},
{
"p": 0.000697286450304091,
"m": 0.5
},
{
"p": 0.06639295071363449,
"m": 0.5
},
{
"p": 0.050393275916576385,
"m": 0.9342948198318481
},
{
"p": 0.08102823793888092,
"m": 0.6205742955207825
},
{
"p": 0.04743042215704918,
"m": 0.5662434697151184
},
{
"p": 0.09738001972436905,
"m": 0.7658767104148865
},
{
"p": 0.0783897340297699,
"m": 0.8646398782730103
},
{
"p": 0.07174580544233322,
"m": 0.8826158046722412
},
{
"p": 0.08018108457326889,
"m": 0.9216928482055664
},
{
"p": 0.09817947447299957,
"m": 0.9461652040481567
},
{
"p": 0.09537285566329956,
"m": 0.9949339628219604
},
{
"p": 0.09096651524305344,
"m": 0.5
},
{
"p": 0.035062484443187714,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.4072675704956055,
"val_loss": 0.9315782189369202,
"acc": 71.15,
"time": 332.6536886069225,
"param": [
{
"p": 0.10325346887111664,
"m": 0.5
},
{
"p": 0.02706216461956501,
"m": 0.5
},
{
"p": 0.10950728505849838,
"m": 0.5
},
{
"p": 0.09301847219467163,
"m": 1.0
},
{
"p": 0.031035536900162697,
"m": 0.6141716241836548
},
{
"p": 0.02103430964052677,
"m": 0.5939604043960571
},
{
"p": 0.09695073962211609,
"m": 0.8122197389602661
},
{
"p": 0.08408894389867783,
"m": 0.8357762694358826
},
{
"p": 0.09541719406843185,
"m": 0.8538380265235901
},
{
"p": 0.0731516033411026,
"m": 0.8389285802841187
},
{
"p": 0.05931844934821129,
"m": 0.9129428267478943
},
{
"p": 0.10983964055776596,
"m": 1.0
},
{
"p": 0.08692373335361481,
"m": 0.5
},
{
"p": 0.009398439899086952,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.4448184967041016,
"val_loss": 0.8445460796356201,
"acc": 72.55,
"time": 352.3376114050625,
"param": [
{
"p": 0.08817584812641144,
"m": 0.5
},
{
"p": 0.00979160238057375,
"m": 0.5
},
{
"p": 0.10195298492908478,
"m": 0.5
},
{
"p": 0.07520455121994019,
"m": 0.9687965512275696
},
{
"p": 0.06402774155139923,
"m": 0.6233583092689514
},
{
"p": 0.014706451445817947,
"m": 0.6842942833900452
},
{
"p": 0.08820170909166336,
"m": 1.0
},
{
"p": 0.06431616842746735,
"m": 0.8784716725349426
},
{
"p": 0.07391995936632156,
"m": 0.8859609961509705
},
{
"p": 0.10271285474300385,
"m": 1.0
},
{
"p": 0.07472135871648788,
"m": 0.8658676147460938
},
{
"p": 0.10715456306934357,
"m": 0.998218297958374
},
{
"p": 0.09698211401700974,
"m": 0.5
},
{
"p": 0.038132037967443466,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.628648281097412,
"val_loss": 0.7202120423316956,
"acc": 71.41,
"time": 340.53089324897155,
"param": [
{
"p": 0.09447697550058365,
"m": 0.5
},
{
"p": 0.016590211540460587,
"m": 0.5
},
{
"p": 0.08713553845882416,
"m": 0.5
},
{
"p": 0.06628166139125824,
"m": 0.8830187916755676
},
{
"p": 0.033163364976644516,
"m": 0.6347489953041077
},
{
"p": 0.05710732191801071,
"m": 0.680223822593689
},
{
"p": 0.07778626680374146,
"m": 0.9852871298789978
},
{
"p": 0.07476489245891571,
"m": 0.7854734063148499
},
{
"p": 0.0965033769607544,
"m": 0.9474267363548279
},
{
"p": 0.0834093987941742,
"m": 1.0
},
{
"p": 0.07840380072593689,
"m": 0.8327036499977112
},
{
"p": 0.07690376788377762,
"m": 1.0
},
{
"p": 0.11346390843391418,
"m": 0.5
},
{
"p": 0.04400947317481041,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 2.1049821376800537,
"val_loss": 0.9197653532028198,
"acc": 70.98,
"time": 348.2949873970356,
"param": [
{
"p": 0.10418710112571716,
"m": 0.5
},
{
"p": 0.017834097146987915,
"m": 0.5
},
{
"p": 0.08285532891750336,
"m": 0.5
},
{
"p": 0.05582643300294876,
"m": 0.9047510623931885
},
{
"p": 0.06252368539571762,
"m": 0.6764510869979858
},
{
"p": 0.05132240802049637,
"m": 0.7304796576499939
},
{
"p": 0.09171520173549652,
"m": 0.889774739742279
},
{
"p": 0.08391755074262619,
"m": 0.8644364476203918
},
{
"p": 0.0770820677280426,
"m": 0.9301480054855347
},
{
"p": 0.08170359581708908,
"m": 0.9562532305717468
},
{
"p": 0.07141492515802383,
"m": 0.8690213561058044
},
{
"p": 0.08704426884651184,
"m": 1.0
},
{
"p": 0.10564925521612167,
"m": 0.5
},
{
"p": 0.026924077421426773,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.6938097476959229,
"val_loss": 0.6918348670005798,
"acc": 72.12,
"time": 347.57669890800025,
"param": [
{
"p": 0.09270187467336655,
"m": 0.5
},
{
"p": 0.017358532175421715,
"m": 0.5
},
{
"p": 0.09227975457906723,
"m": 0.5
},
{
"p": 0.07532595843076706,
"m": 0.988631546497345
},
{
"p": 0.05026449263095856,
"m": 0.6017131209373474
},
{
"p": 0.0541091226041317,
"m": 0.7898793816566467
},
{
"p": 0.08361366391181946,
"m": 0.8498492240905762
},
{
"p": 0.0564003586769104,
"m": 0.9895153045654297
},
{
"p": 0.08151894062757492,
"m": 0.85638427734375
},
{
"p": 0.07760722190141678,
"m": 0.996284544467926
},
{
"p": 0.08913108706474304,
"m": 0.7328917980194092
},
{
"p": 0.10309430211782455,
"m": 1.0
},
{
"p": 0.09109319001436234,
"m": 0.5
},
{
"p": 0.035501450300216675,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.361899495124817,
"val_loss": 0.8269214034080505,
"acc": 71.81,
"time": 336.71203975204844,
"param": [
{
"p": 0.09518438577651978,
"m": 0.5
},
{
"p": 0.0006715424824506044,
"m": 0.5
},
{
"p": 0.09088987112045288,
"m": 0.5
},
{
"p": 0.07005197554826736,
"m": 1.0
},
{
"p": 0.05262234807014465,
"m": 0.4825587570667267
},
{
"p": 0.049266714602708817,
"m": 0.7670886516571045
},
{
"p": 0.07898987829685211,
"m": 0.9577473402023315
},
{
"p": 0.07737334817647934,
"m": 0.9458849430084229
},
{
"p": 0.07920491695404053,
"m": 0.8343407511711121
},
{
"p": 0.09484037011861801,
"m": 1.0
},
{
"p": 0.08357074111700058,
"m": 0.7870991230010986
},
{
"p": 0.08648007363080978,
"m": 1.0
},
{
"p": 0.10599697381258011,
"m": 0.5
},
{
"p": 0.034856874495744705,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.5588444471359253,
"val_loss": 0.9268493056297302,
"acc": 71.17,
"time": 347.62720437999815,
"param": [
{
"p": 0.0854111984372139,
"m": 0.5
},
{
"p": 0.013799215666949749,
"m": 0.5
},
{
"p": 0.10037785023450851,
"m": 0.5
},
{
"p": 0.07007855176925659,
"m": 0.930814802646637
},
{
"p": 0.05153081566095352,
"m": 0.49928995966911316
},
{
"p": 0.0417618565261364,
"m": 0.798485279083252
},
{
"p": 0.07700802385807037,
"m": 0.9908517599105835
},
{
"p": 0.0776105672121048,
"m": 0.9139034152030945
},
{
"p": 0.09647101908922195,
"m": 0.8633477687835693
},
{
"p": 0.08602797985076904,
"m": 1.0
},
{
"p": 0.08620046079158783,
"m": 0.8893755078315735
},
{
"p": 0.096581369638443,
"m": 1.0
},
{
"p": 0.0790308341383934,
"m": 0.5
},
{
"p": 0.0381101556122303,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.8898862600326538,
"val_loss": 0.9586383104324341,
"acc": 72.01,
"time": 352.45901081198826,
"param": [
{
"p": 0.10165835171937943,
"m": 0.5
},
{
"p": 0.03434104472398758,
"m": 0.5
},
{
"p": 0.10018502920866013,
"m": 0.5
},
{
"p": 0.06897228211164474,
"m": 0.9816849231719971
},
{
"p": 0.050581373274326324,
"m": 0.4916399419307709
},
{
"p": 0.027746891602873802,
"m": 0.8748927712440491
},
{
"p": 0.08671583235263824,
"m": 0.9554357528686523
},
{
"p": 0.07295672595500946,
"m": 1.0
},
{
"p": 0.08958537131547928,
"m": 0.8533837795257568
},
{
"p": 0.0654338002204895,
"m": 0.9891749620437622
},
{
"p": 0.07791489362716675,
"m": 0.9469876289367676
},
{
"p": 0.08784285932779312,
"m": 1.0
},
{
"p": 0.10010294616222382,
"m": 0.5
},
{
"p": 0.03596258908510208,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 1.7224116325378418,
"val_loss": 0.8663986921310425,
"acc": 69.46,
"time": 355.99853071908,
"param": [
{
"p": 0.09712691605091095,
"m": 0.5
},
{
"p": 0.04591311514377594,
"m": 0.5
},
{
"p": 0.09351105242967606,
"m": 0.5
},
{
"p": 0.07792443782091141,
"m": 0.8346032500267029
},
{
"p": 0.05050089955329895,
"m": 0.5133405327796936
},
{
"p": 0.028160303831100464,
"m": 0.9329357743263245
},
{
"p": 0.07748019695281982,
"m": 0.9843147993087769
},
{
"p": 0.06387839466333389,
"m": 0.942126989364624
},
{
"p": 0.07460903376340866,
"m": 0.7984129786491394
},
{
"p": 0.07387235015630722,
"m": 1.0
},
{
"p": 0.08404631167650223,
"m": 0.9244011044502258
},
{
"p": 0.09750491380691528,
"m": 1.0
},
{
"p": 0.10627008229494095,
"m": 0.5
},
{
"p": 0.02920197881758213,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 1.8847730159759521,
"val_loss": 0.851362407207489,
"acc": 71.66,
"time": 343.680867018993,
"param": [
{
"p": 0.11220400035381317,
"m": 0.5
},
{
"p": 0.04127130284905434,
"m": 0.5
},
{
"p": 0.08935423195362091,
"m": 0.5
},
{
"p": 0.06706357002258301,
"m": 0.9675645232200623
},
{
"p": 0.06625623255968094,
"m": 0.40623897314071655
},
{
"p": 0.053494613617658615,
"m": 0.8780174851417542
},
{
"p": 0.06499630957841873,
"m": 0.9019777178764343
},
{
"p": 0.07172117382287979,
"m": 0.9641222953796387
},
{
"p": 0.07867150753736496,
"m": 0.7996883988380432
},
{
"p": 0.08126258105039597,
"m": 0.9507448673248291
},
{
"p": 0.0742364153265953,
"m": 0.8376491069793701
},
{
"p": 0.08694880455732346,
"m": 1.0
},
{
"p": 0.07509306073188782,
"m": 0.5
},
{
"p": 0.03742625564336777,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.4378798007965088,
"val_loss": 0.7272101044654846,
"acc": 72.52,
"time": 357.4614495660644,
"param": [
{
"p": 0.09333554655313492,
"m": 0.5
},
{
"p": 0.022366702556610107,
"m": 0.5
},
{
"p": 0.10735920071601868,
"m": 0.5
},
{
"p": 0.07155954092741013,
"m": 1.0
},
{
"p": 0.054899729788303375,
"m": 0.32918891310691833
},
{
"p": 0.0470639243721962,
"m": 0.9396933317184448
},
{
"p": 0.08679033070802689,
"m": 0.9956212639808655
},
{
"p": 0.07781669497489929,
"m": 0.9575279951095581
},
{
"p": 0.08492881059646606,
"m": 0.9251242280006409
},
{
"p": 0.06899432092905045,
"m": 0.9667742848396301
},
{
"p": 0.09189582616090775,
"m": 0.8570038080215454
},
{
"p": 0.09710201621055603,
"m": 1.0
},
{
"p": 0.09518992155790329,
"m": 0.5
},
{
"p": 0.000697478128131479,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.3305208683013916,
"val_loss": 0.9090712070465088,
"acc": 70.24,
"time": 356.73020656593144,
"param": [
{
"p": 0.10080423951148987,
"m": 0.5
},
{
"p": 0.017491070553660393,
"m": 0.5
},
{
"p": 0.09949766844511032,
"m": 0.5
},
{
"p": 0.07125198841094971,
"m": 0.9719961285591125
},
{
"p": 0.05885011702775955,
"m": 0.3310222327709198
},
{
"p": 0.0006927648209966719,
"m": 0.8232054114341736
},
{
"p": 0.09099684655666351,
"m": 1.0
},
{
"p": 0.07124360650777817,
"m": 0.8945838809013367
},
{
"p": 0.10020125657320023,
"m": 0.9569047093391418
},
{
"p": 0.07796674221754074,
"m": 1.0
},
{
"p": 0.08929239213466644,
"m": 0.8633138537406921
},
{
"p": 0.0883118212223053,
"m": 1.0
},
{
"p": 0.10733795166015625,
"m": 0.5
},
{
"p": 0.026061488315463066,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.4246833324432373,
"val_loss": 0.8120965957641602,
"acc": 71.81,
"time": 356.55163879995234,
"param": [
{
"p": 0.11285850405693054,
"m": 0.5
},
{
"p": 0.025845374912023544,
"m": 0.5
},
{
"p": 0.08740702271461487,
"m": 0.5
},
{
"p": 0.07955510169267654,
"m": 0.955379068851471
},
{
"p": 0.05874001234769821,
"m": 0.32601672410964966
},
{
"p": 0.03807195648550987,
"m": 0.8919022083282471
},
{
"p": 0.0795009583234787,
"m": 0.9629380702972412
},
{
"p": 0.085451640188694,
"m": 0.9237932562828064
},
{
"p": 0.08151118457317352,
"m": 0.999396562576294
},
{
"p": 0.07961713522672653,
"m": 0.999692976474762
},
{
"p": 0.07841996103525162,
"m": 0.7972747683525085
},
{
"p": 0.09069331735372543,
"m": 1.0
},
{
"p": 0.07149984687566757,
"m": 0.5
},
{
"p": 0.030827999114990234,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.599108338356018,
"val_loss": 0.7885057926177979,
"acc": 72.06,
"time": 360.79973793402314,
"param": [
{
"p": 0.09723059833049774,
"m": 0.5
},
{
"p": 0.024561773985624313,
"m": 0.5
},
{
"p": 0.08402399718761444,
"m": 0.5
},
{
"p": 0.08325483649969101,
"m": 0.8968498706817627
},
{
"p": 0.0711144506931305,
"m": 0.24954786896705627
},
{
"p": 0.03609951213002205,
"m": 0.8930311799049377
},
{
"p": 0.06621065735816956,
"m": 0.9570352435112
},
{
"p": 0.07568275183439255,
"m": 1.0
},
{
"p": 0.06679002195596695,
"m": 0.9212560653686523
},
{
"p": 0.06893801689147949,
"m": 0.997374951839447
},
{
"p": 0.06881287693977356,
"m": 0.6965245008468628
},
{
"p": 0.10564608126878738,
"m": 1.0
},
{
"p": 0.12222180515527725,
"m": 0.5
},
{
"p": 0.029412614181637764,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.9988441467285156,
"val_loss": 0.80894535779953,
"acc": 72.32,
"time": 352.0052457449492,
"param": [
{
"p": 0.09716349840164185,
"m": 0.5
},
{
"p": 0.026309285312891006,
"m": 0.5
},
{
"p": 0.09162940084934235,
"m": 0.5
},
{
"p": 0.04486608877778053,
"m": 0.8152072429656982
},
{
"p": 0.0630679577589035,
"m": 0.29942476749420166
},
{
"p": 0.04839041084051132,
"m": 0.8873530030250549
},
{
"p": 0.08620160073041916,
"m": 0.9646404385566711
},
{
"p": 0.08482792228460312,
"m": 0.9745671153068542
},
{
"p": 0.09332218766212463,
"m": 1.0
},
{
"p": 0.07906016707420349,
"m": 0.9990646243095398
},
{
"p": 0.09858906269073486,
"m": 0.5627511739730835
},
{
"p": 0.09013503044843674,
"m": 0.9869764447212219
},
{
"p": 0.08598179370164871,
"m": 0.5
},
{
"p": 0.010455534793436527,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 1.4677518606185913,
"val_loss": 0.8170849680900574,
"acc": 72.83,
"time": 345.97935983294155,
"param": [
{
"p": 0.0977303758263588,
"m": 0.5
},
{
"p": 0.013034935109317303,
"m": 0.5
},
{
"p": 0.11741054803133011,
"m": 0.5
},
{
"p": 0.056550879031419754,
"m": 0.8832883834838867
},
{
"p": 0.08989512920379639,
"m": 0.3659531772136688
},
{
"p": 0.036736030131578445,
"m": 0.775952935218811
},
{
"p": 0.09225926548242569,
"m": 0.9805780649185181
},
{
"p": 0.08346358686685562,
"m": 1.0
},
{
"p": 0.02327832020819187,
"m": 0.939708411693573
},
{
"p": 0.07663964480161667,
"m": 1.0
},
{
"p": 0.09142953157424927,
"m": 0.6928465962409973
},
{
"p": 0.1143103763461113,
"m": 1.0
},
{
"p": 0.10655616223812103,
"m": 0.5
},
{
"p": 0.0007052840082906187,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.3521265983581543,
"val_loss": 0.7719640731811523,
"acc": 72.32,
"time": 333.6906515690498,
"param": [
{
"p": 0.10931126028299332,
"m": 0.5
},
{
"p": 0.022334590554237366,
"m": 0.5
},
{
"p": 0.08450175821781158,
"m": 0.5
},
{
"p": 0.0623493492603302,
"m": 0.8446665406227112
},
{
"p": 0.054351307451725006,
"m": 0.3077659010887146
},
{
"p": 0.04697832092642784,
"m": 0.74558424949646
},
{
"p": 0.08632800728082657,
"m": 1.0
},
{
"p": 0.07922673970460892,
"m": 0.9844465851783752
},
{
"p": 0.06665933132171631,
"m": 0.9138200283050537
},
{
"p": 0.06922073662281036,
"m": 1.0
},
{
"p": 0.10036353766918182,
"m": 0.6174994111061096
},
{
"p": 0.09913652390241623,
"m": 1.0
},
{
"p": 0.0800364688038826,
"m": 0.5
},
{
"p": 0.03920213505625725,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.8092453479766846,
"val_loss": 0.8201119899749756,
"acc": 71.27,
"time": 344.4186507340055,
"param": [
{
"p": 0.09012895077466965,
"m": 0.5
},
{
"p": 0.011997928842902184,
"m": 0.5
},
{
"p": 0.06120305880904198,
"m": 0.5
},
{
"p": 0.07251148670911789,
"m": 0.9851320385932922
},
{
"p": 0.06984391063451767,
"m": 0.34437593817710876
},
{
"p": 0.0456257201731205,
"m": 0.7248008847236633
},
{
"p": 0.08592434227466583,
"m": 1.0
},
{
"p": 0.070743128657341,
"m": 0.9977402687072754
},
{
"p": 0.08636648207902908,
"m": 0.7395874261856079
},
{
"p": 0.07238860428333282,
"m": 1.0
},
{
"p": 0.0995970144867897,
"m": 0.5924304127693176
},
{
"p": 0.10138297080993652,
"m": 1.0
},
{
"p": 0.08453195542097092,
"m": 0.5
},
{
"p": 0.04775449261069298,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.3285400867462158,
"val_loss": 0.8588225245475769,
"acc": 71.95,
"time": 355.7162010499742,
"param": [
{
"p": 0.09935387969017029,
"m": 0.5
},
{
"p": 0.029380638152360916,
"m": 0.5
},
{
"p": 0.0849231407046318,
"m": 0.5
},
{
"p": 0.06922301650047302,
"m": 0.9981499314308167
},
{
"p": 0.05931790545582771,
"m": 0.4343717694282532
},
{
"p": 0.03295058757066727,
"m": 0.6462835669517517
},
{
"p": 0.08896086364984512,
"m": 1.0
},
{
"p": 0.04721935838460922,
"m": 1.0
},
{
"p": 0.08775784075260162,
"m": 0.819556713104248
},
{
"p": 0.08423998206853867,
"m": 0.9982298016548157
},
{
"p": 0.09110507369041443,
"m": 0.7029412984848022
},
{
"p": 0.08898314833641052,
"m": 1.0
},
{
"p": 0.1120046079158783,
"m": 0.5
},
{
"p": 0.0245799757540226,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.413210391998291,
"val_loss": 0.8692891001701355,
"acc": 72.32,
"time": 339.39958852902055,
"param": [
{
"p": 0.09235793352127075,
"m": 0.5
},
{
"p": 0.018584834411740303,
"m": 0.5
},
{
"p": 0.09340783208608627,
"m": 0.5
},
{
"p": 0.07095571607351303,
"m": 0.949447751045227
},
{
"p": 0.05113215744495392,
"m": 0.3656485676765442
},
{
"p": 0.04051395505666733,
"m": 0.3914271891117096
},
{
"p": 0.08138377219438553,
"m": 1.0
},
{
"p": 0.07538344711065292,
"m": 0.9348053932189941
},
{
"p": 0.08425929397344589,
"m": 0.8247058987617493
},
{
"p": 0.07275860756635666,
"m": 1.0
},
{
"p": 0.08697903156280518,
"m": 0.7268455028533936
},
{
"p": 0.08648481220006943,
"m": 0.9980286955833435
},
{
"p": 0.10884752124547958,
"m": 0.5
},
{
"p": 0.03695112466812134,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.1770553588867188,
"val_loss": 0.7556667327880859,
"acc": 72.73,
"time": 347.8695654349867,
"param": [
{
"p": 0.1140049397945404,
"m": 0.5
},
{
"p": 0.011690187267959118,
"m": 0.5
},
{
"p": 0.08586543798446655,
"m": 0.5
},
{
"p": 0.05330827459692955,
"m": 0.9346930980682373
},
{
"p": 0.06118746101856232,
"m": 0.2472749948501587
},
{
"p": 0.059727948158979416,
"m": 0.26987823843955994
},
{
"p": 0.07507593184709549,
"m": 0.954971969127655
},
{
"p": 0.07970789074897766,
"m": 0.9842039942741394
},
{
"p": 0.08992001414299011,
"m": 0.9128649234771729
},
{
"p": 0.06523725390434265,
"m": 1.0
},
{
"p": 0.06417501717805862,
"m": 0.8108206391334534
},
{
"p": 0.09177042543888092,
"m": 1.0
},
{
"p": 0.1238882839679718,
"m": 0.5
},
{
"p": 0.024440953508019447,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.5526447296142578,
"val_loss": 0.9444960355758667,
"acc": 71.87,
"time": 337.2275115191005,
"param": [
{
"p": 0.08212840557098389,
"m": 0.5
},
{
"p": 0.052483342587947845,
"m": 0.5
},
{
"p": 0.06843703985214233,
"m": 0.5
},
{
"p": 0.08580530434846878,
"m": 0.9531075954437256
},
{
"p": 0.051482655107975006,
"m": 0.1674298495054245
},
{
"p": 0.040839944034814835,
"m": 0.25813010334968567
},
{
"p": 0.0871981754899025,
"m": 0.851718008518219
},
{
"p": 0.08003053814172745,
"m": 0.9344434142112732
},
{
"p": 0.09269420057535172,
"m": 0.9040539860725403
},
{
"p": 0.04926886782050133,
"m": 0.9251238703727722
},
{
"p": 0.08524294197559357,
"m": 0.8065491318702698
},
{
"p": 0.0903685986995697,
"m": 1.0
},
{
"p": 0.09293299913406372,
"m": 0.5
},
{
"p": 0.04108697548508644,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.1768831014633179,
"val_loss": 0.851844310760498,
"acc": 72.6,
"time": 333.3520685189869,
"param": [
{
"p": 0.0782976895570755,
"m": 0.5
},
{
"p": 0.01888379454612732,
"m": 0.5
},
{
"p": 0.08664971590042114,
"m": 0.5
},
{
"p": 0.06563573330640793,
"m": 1.0
},
{
"p": 0.06398876756429672,
"m": 0.13175155222415924
},
{
"p": 0.04358937591314316,
"m": 0.3663485646247864
},
{
"p": 0.0729120746254921,
"m": 0.8293868899345398
},
{
"p": 0.06374237686395645,
"m": 0.8621634840965271
},
{
"p": 0.08576755225658417,
"m": 0.9386455416679382
},
{
"p": 0.08620074391365051,
"m": 1.0
},
{
"p": 0.08748681843280792,
"m": 0.9181108474731445
},
{
"p": 0.11022648215293884,
"m": 1.0
},
{
"p": 0.10081145167350769,
"m": 0.5
},
{
"p": 0.03580733761191368,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 0.9938415288925171,
"val_loss": 0.717653214931488,
"acc": 73.08,
"time": 351.43221112398896,
"param": [
{
"p": 0.0907025933265686,
"m": 0.5
},
{
"p": 0.007733031176030636,
"m": 0.5
},
{
"p": 0.09652405977249146,
"m": 0.5
},
{
"p": 0.06929877400398254,
"m": 0.9425339698791504
},
{
"p": 0.07023593038320541,
"m": 0.15350931882858276
},
{
"p": 0.04806724190711975,
"m": 0.4280547499656677
},
{
"p": 0.0779554471373558,
"m": 0.7913632988929749
},
{
"p": 0.0803878903388977,
"m": 0.8584373593330383
},
{
"p": 0.08170225471258163,
"m": 1.0
},
{
"p": 0.08074512332677841,
"m": 1.0
},
{
"p": 0.08335940539836884,
"m": 1.0
},
{
"p": 0.09659191966056824,
"m": 1.0
},
{
"p": 0.08417709171772003,
"m": 0.5
},
{
"p": 0.032519228756427765,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.2331361770629883,
"val_loss": 0.7562125325202942,
"acc": 72.84,
"time": 338.7962752489839,
"param": [
{
"p": 0.09711923450231552,
"m": 0.5
},
{
"p": 0.024193134158849716,
"m": 0.5
},
{
"p": 0.11363545805215836,
"m": 0.5
},
{
"p": 0.07676680386066437,
"m": 0.7885746955871582
},
{
"p": 0.06274110823869705,
"m": 0.24627672135829926
},
{
"p": 0.024929774925112724,
"m": 0.3146364688873291
},
{
"p": 0.06840535998344421,
"m": 0.7263507843017578
},
{
"p": 0.08233007043600082,
"m": 0.7856017351150513
},
{
"p": 0.08365164697170258,
"m": 1.0
},
{
"p": 0.046909086406230927,
"m": 0.9918822050094604
},
{
"p": 0.0886303260922432,
"m": 0.8125238418579102
},
{
"p": 0.09622678905725479,
"m": 1.0
},
{
"p": 0.09584669768810272,
"m": 0.5
},
{
"p": 0.038614559918642044,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 1.0874342918395996,
"val_loss": 0.8784925937652588,
"acc": 71.88,
"time": 355.688296420034,
"param": [
{
"p": 0.0895010307431221,
"m": 0.5
},
{
"p": 0.03982027620077133,
"m": 0.5
},
{
"p": 0.06210148334503174,
"m": 0.5
},
{
"p": 0.08583410084247589,
"m": 0.8057135343551636
},
{
"p": 0.05731590837240219,
"m": 0.24047037959098816
},
{
"p": 0.04429690167307854,
"m": 0.20214040577411652
},
{
"p": 0.08784995973110199,
"m": 0.7951565980911255
},
{
"p": 0.08067158609628677,
"m": 0.9025239944458008
},
{
"p": 0.08062785118818283,
"m": 0.8996683359146118
},
{
"p": 0.07968637347221375,
"m": 0.9987767934799194
},
{
"p": 0.07065565139055252,
"m": 0.7616927027702332
},
{
"p": 0.08814704418182373,
"m": 1.0
},
{
"p": 0.0976630225777626,
"m": 0.5
},
{
"p": 0.035828739404678345,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.3796780109405518,
"val_loss": 0.776244044303894,
"acc": 72.98,
"time": 344.477784969029,
"param": [
{
"p": 0.09945505857467651,
"m": 0.5
},
{
"p": 0.03656580299139023,
"m": 0.5
},
{
"p": 0.08785085380077362,
"m": 0.5
},
{
"p": 0.041741542518138885,
"m": 1.0
},
{
"p": 0.07228843867778778,
"m": 0.28471624851226807
},
{
"p": 0.04071115329861641,
"m": 0.3904993534088135
},
{
"p": 0.03903873264789581,
"m": 0.6570160388946533
},
{
"p": 0.09361515194177628,
"m": 0.904597282409668
},
{
"p": 0.10373528301715851,
"m": 0.9892483353614807
},
{
"p": 0.07366984337568283,
"m": 1.0
},
{
"p": 0.0885300561785698,
"m": 0.7859139442443848
},
{
"p": 0.08629520982503891,
"m": 1.0
},
{
"p": 0.10823125392198563,
"m": 0.5
},
{
"p": 0.028271660208702087,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 1.256837010383606,
"val_loss": 0.7583760023117065,
"acc": 72.8,
"time": 345.6009887250839,
"param": [
{
"p": 0.10507943481206894,
"m": 0.5
},
{
"p": 0.0008350536227226257,
"m": 0.5
},
{
"p": 0.10627833753824234,
"m": 0.5
},
{
"p": 0.07091358304023743,
"m": 0.9879852533340454
},
{
"p": 0.06939409673213959,
"m": 0.4109307825565338
},
{
"p": 0.05721328780055046,
"m": 0.2757716178894043
},
{
"p": 0.057206764817237854,
"m": 0.6200507283210754
},
{
"p": 0.07900256663560867,
"m": 0.978175938129425
},
{
"p": 0.08044017851352692,
"m": 0.9674664735794067
},
{
"p": 0.07712960243225098,
"m": 1.0
},
{
"p": 0.09305714815855026,
"m": 0.7930471897125244
},
{
"p": 0.09268184006214142,
"m": 1.0
},
{
"p": 0.08531171828508377,
"m": 0.5
},
{
"p": 0.025456372648477554,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 1.259682297706604,
"val_loss": 0.7813377380371094,
"acc": 71.37,
"time": 338.96328191796783,
"param": [
{
"p": 0.05730505287647247,
"m": 0.5
},
{
"p": 0.033174168318510056,
"m": 0.5
},
{
"p": 0.08511310070753098,
"m": 0.5
},
{
"p": 0.05864696204662323,
"m": 0.9670277833938599
},
{
"p": 0.055006470531225204,
"m": 0.2818093001842499
},
{
"p": 0.055832162499427795,
"m": 0.3153744041919708
},
{
"p": 0.08546578139066696,
"m": 0.8387414813041687
},
{
"p": 0.0601440891623497,
"m": 0.9746091365814209
},
{
"p": 0.10045479983091354,
"m": 0.922755241394043
},
{
"p": 0.09289403259754181,
"m": 0.9929744601249695
},
{
"p": 0.09460800141096115,
"m": 0.9218791723251343
},
{
"p": 0.09453790634870529,
"m": 1.0
},
{
"p": 0.09590062499046326,
"m": 0.5
},
{
"p": 0.030916783958673477,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.256077766418457,
"val_loss": 0.7997303009033203,
"acc": 72.25,
"time": 355.9429099650588,
"param": [
{
"p": 0.07577510923147202,
"m": 0.5
},
{
"p": 0.03975527361035347,
"m": 0.5
},
{
"p": 0.08540166914463043,
"m": 0.5
},
{
"p": 0.07630277425050735,
"m": 0.9396315217018127
},
{
"p": 0.0682905986905098,
"m": 0.15721261501312256
},
{
"p": 0.05740360543131828,
"m": 0.31438642740249634
},
{
"p": 0.08227524161338806,
"m": 0.8500530123710632
},
{
"p": 0.07136750221252441,
"m": 1.0
},
{
"p": 0.08771587163209915,
"m": 0.8722020387649536
},
{
"p": 0.041810400784015656,
"m": 1.0
},
{
"p": 0.08444812893867493,
"m": 0.9262152314186096
},
{
"p": 0.10651380568742752,
"m": 1.0
},
{
"p": 0.09025819599628448,
"m": 0.5
},
{
"p": 0.032681845128536224,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.3617937564849854,
"val_loss": 0.7796576023101807,
"acc": 72.1,
"time": 332.5029356480809,
"param": [
{
"p": 0.09703189134597778,
"m": 0.5
},
{
"p": 0.014462910592556,
"m": 0.5
},
{
"p": 0.09327381104230881,
"m": 0.5
},
{
"p": 0.07965198159217834,
"m": 1.0
},
{
"p": 0.05348244309425354,
"m": 0.20648296177387238
},
{
"p": 0.057208966463804245,
"m": 0.2853336036205292
},
{
"p": 0.06705109030008316,
"m": 0.7798484563827515
},
{
"p": 0.0760805532336235,
"m": 0.9307072758674622
},
{
"p": 0.08782755583524704,
"m": 0.7797489762306213
},
{
"p": 0.081493079662323,
"m": 1.0
},
{
"p": 0.09829104691743851,
"m": 0.9226243495941162
},
{
"p": 0.063113734126091,
"m": 1.0
},
{
"p": 0.10330746322870255,
"m": 0.5
},
{
"p": 0.02772350050508976,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.6986539363861084,
"val_loss": 0.7465406060218811,
"acc": 71.77,
"time": 342.6144463940291,
"param": [
{
"p": 0.07502398639917374,
"m": 0.5
},
{
"p": 0.022292982786893845,
"m": 0.5
},
{
"p": 0.08111778646707535,
"m": 0.5
},
{
"p": 0.06649699062108994,
"m": 1.0
},
{
"p": 0.06884284317493439,
"m": 0.16242672502994537
},
{
"p": 0.04843027517199516,
"m": 0.33550143241882324
},
{
"p": 0.0779491513967514,
"m": 0.9481772184371948
},
{
"p": 0.06038152053952217,
"m": 1.0
},
{
"p": 0.08852825313806534,
"m": 0.7960849404335022
},
{
"p": 0.08879376947879791,
"m": 0.9962180256843567
},
{
"p": 0.08754511922597885,
"m": 0.9268139004707336
},
{
"p": 0.10469457507133484,
"m": 1.0
},
{
"p": 0.09286502003669739,
"m": 0.5
},
{
"p": 0.0370376780629158,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.272956371307373,
"val_loss": 0.7465238571166992,
"acc": 71.97,
"time": 344.30427614203654,
"param": [
{
"p": 0.07474017888307571,
"m": 0.5
},
{
"p": 0.002042498905211687,
"m": 0.5
},
{
"p": 0.08949552476406097,
"m": 0.5
},
{
"p": 0.07228467613458633,
"m": 0.9784287810325623
},
{
"p": 0.06427934020757675,
"m": 0.1321333348751068
},
{
"p": 0.05090383067727089,
"m": 0.27816590666770935
},
{
"p": 0.075652576982975,
"m": 0.8969565033912659
},
{
"p": 0.08049765229225159,
"m": 0.9450963139533997
},
{
"p": 0.07730034738779068,
"m": 0.8490593433380127
},
{
"p": 0.09391201287508011,
"m": 0.9995257258415222
},
{
"p": 0.07590840011835098,
"m": 0.9813321232795715
},
{
"p": 0.1143890991806984,
"m": 1.0
},
{
"p": 0.08695818483829498,
"m": 0.5
},
{
"p": 0.04163563624024391,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.7482198476791382,
"val_loss": 0.8489887714385986,
"acc": 71.06,
"time": 335.2562204429414,
"param": [
{
"p": 0.09407792240381241,
"m": 0.5
},
{
"p": 0.024173878133296967,
"m": 0.5
},
{
"p": 0.07212372869253159,
"m": 0.5
},
{
"p": 0.060371462255716324,
"m": 1.0
},
{
"p": 0.06541041284799576,
"m": 0.1406315565109253
},
{
"p": 0.05507722869515419,
"m": 0.39111649990081787
},
{
"p": 0.056759871542453766,
"m": 0.962472677230835
},
{
"p": 0.07931076735258102,
"m": 0.9670824408531189
},
{
"p": 0.10038517415523529,
"m": 0.8173593282699585
},
{
"p": 0.07811512798070908,
"m": 0.9567936062812805
},
{
"p": 0.08907374739646912,
"m": 0.9769102334976196
},
{
"p": 0.10593236982822418,
"m": 1.0
},
{
"p": 0.08954315632581711,
"m": 0.5
},
{
"p": 0.029645036906003952,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 1.411887764930725,
"val_loss": 0.8058003783226013,
"acc": 72.14,
"time": 365.75064253795426,
"param": [
{
"p": 0.09399587661027908,
"m": 0.5
},
{
"p": 0.030786117538809776,
"m": 0.5
},
{
"p": 0.09707276523113251,
"m": 0.5
},
{
"p": 0.08391916006803513,
"m": 0.9991519451141357
},
{
"p": 0.06226528808474541,
"m": 0.2277066707611084
},
{
"p": 0.05614590644836426,
"m": 0.4010026156902313
},
{
"p": 0.0914807990193367,
"m": 0.9236539006233215
},
{
"p": 0.07130853831768036,
"m": 0.9062511920928955
},
{
"p": 0.06878641992807388,
"m": 0.7377732992172241
},
{
"p": 0.06620148569345474,
"m": 0.9819281101226807
},
{
"p": 0.09113048762083054,
"m": 0.8143408298492432
},
{
"p": 0.08918674290180206,
"m": 1.0
},
{
"p": 0.06568631529808044,
"m": 0.5
},
{
"p": 0.032034020870923996,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.2768117189407349,
"val_loss": 0.659270703792572,
"acc": 72.16,
"time": 354.7669747710461,
"param": [
{
"p": 0.11206795275211334,
"m": 0.5
},
{
"p": 0.027679704129695892,
"m": 0.5
},
{
"p": 0.10304664075374603,
"m": 0.5
},
{
"p": 0.045958396047353745,
"m": 0.966888964176178
},
{
"p": 0.06289536505937576,
"m": 0.304600328207016
},
{
"p": 0.0581430085003376,
"m": 0.39381858706474304
},
{
"p": 0.060959070920944214,
"m": 0.9165652394294739
},
{
"p": 0.07897762209177017,
"m": 0.8047855496406555
},
{
"p": 0.07618947327136993,
"m": 0.7991940379142761
},
{
"p": 0.0890635997056961,
"m": 0.9791141748428345
},
{
"p": 0.09802521765232086,
"m": 0.8850743174552917
},
{
"p": 0.06712958961725235,
"m": 1.0
},
{
"p": 0.0901225283741951,
"m": 0.5
},
{
"p": 0.02974194847047329,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.3211941719055176,
"val_loss": 0.7930318713188171,
"acc": 72.47,
"time": 363.65671024494804,
"param": [
{
"p": 0.08823386579751968,
"m": 0.5
},
{
"p": 0.0006891653756611049,
"m": 0.5
},
{
"p": 0.09518527239561081,
"m": 0.5
},
{
"p": 0.0868377685546875,
"m": 0.9750381708145142
},
{
"p": 0.0666111633181572,
"m": 0.334251344203949
},
{
"p": 0.07094194740056992,
"m": 0.3650909960269928
},
{
"p": 0.07900117337703705,
"m": 0.974510133266449
},
{
"p": 0.0970979705452919,
"m": 0.8388003706932068
},
{
"p": 0.08346717059612274,
"m": 0.793803870677948
},
{
"p": 0.03276935592293739,
"m": 1.0
},
{
"p": 0.10422346740961075,
"m": 0.9189614057540894
},
{
"p": 0.0997561663389206,
"m": 1.0
},
{
"p": 0.09326480329036713,
"m": 0.5
},
{
"p": 0.0019206487340852618,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.6161961555480957,
"val_loss": 0.9198731780052185,
"acc": 72.4,
"time": 348.80226923001464,
"param": [
{
"p": 0.0904761254787445,
"m": 0.5
},
{
"p": 0.03590568155050278,
"m": 0.5
},
{
"p": 0.06996427476406097,
"m": 0.5
},
{
"p": 0.08152970671653748,
"m": 0.9466444253921509
},
{
"p": 0.04322347044944763,
"m": 0.347807377576828
},
{
"p": 0.050799015909433365,
"m": 0.17326132953166962
},
{
"p": 0.08648619800806046,
"m": 0.9925006031990051
},
{
"p": 0.08015727996826172,
"m": 0.82633376121521
},
{
"p": 0.10792917758226395,
"m": 0.763282299041748
},
{
"p": 0.06181073933839798,
"m": 1.0
},
{
"p": 0.07845751196146011,
"m": 0.8286465406417847
},
{
"p": 0.09690475463867188,
"m": 0.9874659776687622
},
{
"p": 0.09496143460273743,
"m": 0.5
},
{
"p": 0.02139468863606453,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.183707356452942,
"val_loss": 0.7654114365577698,
"acc": 72.2,
"time": 354.2103429150302,
"param": [
{
"p": 0.08672764152288437,
"m": 0.5
},
{
"p": 0.010757998563349247,
"m": 0.5
},
{
"p": 0.10479332506656647,
"m": 0.5
},
{
"p": 0.05311204120516777,
"m": 0.9172534942626953
},
{
"p": 0.09550812095403671,
"m": 0.28763383626937866
},
{
"p": 0.04285001382231712,
"m": 0.15516705811023712
},
{
"p": 0.07847931236028671,
"m": 1.0
},
{
"p": 0.09506341814994812,
"m": 0.7081196904182434
},
{
"p": 0.05280574783682823,
"m": 0.8936769962310791
},
{
"p": 0.07810873538255692,
"m": 1.0
},
{
"p": 0.09337807446718216,
"m": 0.8640205264091492
},
{
"p": 0.07447003573179245,
"m": 1.0
},
{
"p": 0.10055150836706161,
"m": 0.5
},
{
"p": 0.03339404612779617,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.0059136152267456,
"val_loss": 0.8246515393257141,
"acc": 71.26,
"time": 344.92773245694116,
"param": [
{
"p": 0.10462653636932373,
"m": 0.5
},
{
"p": 0.009797314181923866,
"m": 0.5
},
{
"p": 0.08876165747642517,
"m": 0.5
},
{
"p": 0.06675877422094345,
"m": 0.9156627655029297
},
{
"p": 0.06771025061607361,
"m": 0.11404019594192505
},
{
"p": 0.060682203620672226,
"m": 0.2092004418373108
},
{
"p": 0.0776868388056755,
"m": 0.8737151026725769
},
{
"p": 0.07278390228748322,
"m": 0.7137746810913086
},
{
"p": 0.07195409387350082,
"m": 0.8361392021179199
},
{
"p": 0.1019187718629837,
"m": 1.0
},
{
"p": 0.08282002806663513,
"m": 0.6655709147453308
},
{
"p": 0.07814070582389832,
"m": 1.0
},
{
"p": 0.08970792591571808,
"m": 0.5
},
{
"p": 0.026650918647646904,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 1.3541429042816162,
"val_loss": 0.757902204990387,
"acc": 73.28,
"time": 346.9229905869579,
"param": [
{
"p": 0.1012599766254425,
"m": 0.5
},
{
"p": 0.02195035293698311,
"m": 0.5
},
{
"p": 0.08363711833953857,
"m": 0.5
},
{
"p": 0.07265722751617432,
"m": 0.8599961996078491
},
{
"p": 0.05203946307301521,
"m": 0.2505444288253784
},
{
"p": 0.05272383615374565,
"m": 0.19086681306362152
},
{
"p": 0.0531066432595253,
"m": 0.9107046723365784
},
{
"p": 0.09257789701223373,
"m": 0.7724099159240723
},
{
"p": 0.08381494879722595,
"m": 0.8061543107032776
},
{
"p": 0.06544134020805359,
"m": 0.9964262247085571
},
{
"p": 0.09127175062894821,
"m": 0.5945388674736023
},
{
"p": 0.10344662517309189,
"m": 1.0
},
{
"p": 0.0933070182800293,
"m": 0.5
},
{
"p": 0.03276585787534714,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 1.5055452585220337,
"val_loss": 0.7574654221534729,
"acc": 72.79,
"time": 342.20695932302624,
"param": [
{
"p": 0.09835425764322281,
"m": 0.5
},
{
"p": 0.01523046288639307,
"m": 0.5
},
{
"p": 0.09462636709213257,
"m": 0.5
},
{
"p": 0.07034677267074585,
"m": 0.9144801497459412
},
{
"p": 0.08622479438781738,
"m": 0.356380432844162
},
{
"p": 0.05037631466984749,
"m": 0.2388305366039276
},
{
"p": 0.08149347454309464,
"m": 0.8524625301361084
},
{
"p": 0.083388552069664,
"m": 0.8748816251754761
},
{
"p": 0.0808098316192627,
"m": 0.8114771842956543
},
{
"p": 0.061541132628917694,
"m": 0.9652521014213562
},
{
"p": 0.09692439436912537,
"m": 0.7418216466903687
},
{
"p": 0.07648751139640808,
"m": 1.0
},
{
"p": 0.09587515890598297,
"m": 0.5
},
{
"p": 0.008320888504385948,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.788874626159668,
"val_loss": 0.7617878913879395,
"acc": 72.72,
"time": 366.30463765002787,
"param": [
{
"p": 0.07852451503276825,
"m": 0.5
},
{
"p": 0.03779854625463486,
"m": 0.5
},
{
"p": 0.09359070658683777,
"m": 0.5
},
{
"p": 0.07169275730848312,
"m": 0.9529872536659241
},
{
"p": 0.06312429904937744,
"m": 0.3537474274635315
},
{
"p": 0.05714160576462746,
"m": 0.2686726748943329
},
{
"p": 0.08529669791460037,
"m": 0.9269697666168213
},
{
"p": 0.061737075448036194,
"m": 0.9394069910049438
},
{
"p": 0.07298675179481506,
"m": 0.8085667490959167
},
{
"p": 0.08061105012893677,
"m": 0.9874011874198914
},
{
"p": 0.08441757410764694,
"m": 0.8527982831001282
},
{
"p": 0.09714998304843903,
"m": 0.9821546673774719
},
{
"p": 0.08358980715274811,
"m": 0.5
},
{
"p": 0.03233875706791878,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.2942708730697632,
"val_loss": 0.7941719889640808,
"acc": 72.91,
"time": 348.90763403696474,
"param": [
{
"p": 0.10179916769266129,
"m": 0.5
},
{
"p": 0.039007823914289474,
"m": 0.5
},
{
"p": 0.09801773726940155,
"m": 0.5
},
{
"p": 0.037782128900289536,
"m": 0.9248030185699463
},
{
"p": 0.0793285220861435,
"m": 0.3628152310848236
},
{
"p": 0.03936665132641792,
"m": 0.40025827288627625
},
{
"p": 0.07075265794992447,
"m": 0.843279242515564
},
{
"p": 0.08403058350086212,
"m": 0.9061108231544495
},
{
"p": 0.0983872339129448,
"m": 0.8025466799736023
},
{
"p": 0.07515516132116318,
"m": 0.9854319095611572
},
{
"p": 0.09482525289058685,
"m": 0.9006224870681763
},
{
"p": 0.05367826297879219,
"m": 1.0
},
{
"p": 0.10849529504776001,
"m": 0.5
},
{
"p": 0.019373547285795212,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.3535549640655518,
"val_loss": 0.741563081741333,
"acc": 72.52,
"time": 358.21565659798216,
"param": [
{
"p": 0.09798623621463776,
"m": 0.5
},
{
"p": 0.0006844862946309149,
"m": 0.5
},
{
"p": 0.08058550208806992,
"m": 0.5
},
{
"p": 0.06611786782741547,
"m": 0.8962641358375549
},
{
"p": 0.06740177422761917,
"m": 0.30677518248558044
},
{
"p": 0.07601907104253769,
"m": 0.4229508936405182
},
{
"p": 0.0552285760641098,
"m": 0.9052965044975281
},
{
"p": 0.09419503062963486,
"m": 0.8147269487380981
},
{
"p": 0.09095357358455658,
"m": 0.732454776763916
},
{
"p": 0.08874089270830154,
"m": 1.0
},
{
"p": 0.08410286903381348,
"m": 0.8691189885139465
},
{
"p": 0.07951658964157104,
"m": 1.0
},
{
"p": 0.09527106583118439,
"m": 0.5
},
{
"p": 0.023196406662464142,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 1.137567162513733,
"val_loss": 0.8201610445976257,
"acc": 72.13,
"time": 357.3542420860613,
"param": [
{
"p": 0.07544661313295364,
"m": 0.5
},
{
"p": 0.03546392545104027,
"m": 0.5
},
{
"p": 0.08396721631288528,
"m": 0.5
},
{
"p": 0.06536022573709488,
"m": 0.9883310198783875
},
{
"p": 0.06900565326213837,
"m": 0.2706514298915863
},
{
"p": 0.05438855290412903,
"m": 0.19724664092063904
},
{
"p": 0.08914732933044434,
"m": 0.952851414680481
},
{
"p": 0.07539443671703339,
"m": 0.9409956336021423
},
{
"p": 0.08145062625408173,
"m": 0.8171471357345581
},
{
"p": 0.06934014707803726,
"m": 1.0
},
{
"p": 0.07770883291959763,
"m": 0.7795110940933228
},
{
"p": 0.09297993034124374,
"m": 1.0
},
{
"p": 0.0896812230348587,
"m": 0.5
},
{
"p": 0.040665317326784134,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.5560479164123535,
"val_loss": 0.9388900399208069,
"acc": 72.66,
"time": 355.7792090239236,
"param": [
{
"p": 0.09450745582580566,
"m": 0.5
},
{
"p": 0.028732560575008392,
"m": 0.5
},
{
"p": 0.08071418851613998,
"m": 0.5
},
{
"p": 0.07788116484880447,
"m": 1.0
},
{
"p": 0.06736605614423752,
"m": 0.3641567826271057
},
{
"p": 0.046016402542591095,
"m": 0.3265822231769562
},
{
"p": 0.08080033957958221,
"m": 0.9707781076431274
},
{
"p": 0.07451029866933823,
"m": 0.8948507308959961
},
{
"p": 0.08512786030769348,
"m": 0.8943146467208862
},
{
"p": 0.0792335793375969,
"m": 1.0
},
{
"p": 0.08748630434274673,
"m": 0.96494460105896
},
{
"p": 0.06675370037555695,
"m": 1.0
},
{
"p": 0.09932158142328262,
"m": 0.5
},
{
"p": 0.03154855594038963,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 0.9972046613693237,
"val_loss": 0.9526000618934631,
"acc": 72.82,
"time": 367.74604650598485,
"param": [
{
"p": 0.09715232998132706,
"m": 0.5
},
{
"p": 0.02923145890235901,
"m": 0.5
},
{
"p": 0.09809938818216324,
"m": 0.5
},
{
"p": 0.08097945898771286,
"m": 0.9836045503616333
},
{
"p": 0.05560668557882309,
"m": 0.30421221256256104
},
{
"p": 0.054094571620225906,
"m": 0.2843663990497589
},
{
"p": 0.09786122292280197,
"m": 0.9900774955749512
},
{
"p": 0.09024852514266968,
"m": 0.9307196736335754
},
{
"p": 0.06750856339931488,
"m": 0.8873802423477173
},
{
"p": 0.0646069347858429,
"m": 1.0
},
{
"p": 0.08611850440502167,
"m": 1.0
},
{
"p": 0.09718894958496094,
"m": 0.9919379949569702
},
{
"p": 0.0718267410993576,
"m": 0.5
},
{
"p": 0.009476641193032265,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 1.634542465209961,
"val_loss": 0.7884901762008667,
"acc": 72.31,
"time": 356.502260045032,
"param": [
{
"p": 0.08354045450687408,
"m": 0.5
},
{
"p": 0.009160065092146397,
"m": 0.5
},
{
"p": 0.09216199070215225,
"m": 0.5
},
{
"p": 0.08990605175495148,
"m": 0.9395518898963928
},
{
"p": 0.08596955984830856,
"m": 0.2839029133319855
},
{
"p": 0.05404205620288849,
"m": 0.24948491156101227
},
{
"p": 0.05528150126338005,
"m": 0.8215215802192688
},
{
"p": 0.08842150866985321,
"m": 0.7944925427436829
},
{
"p": 0.10386493802070618,
"m": 0.9724096655845642
},
{
"p": 0.0793466791510582,
"m": 1.0
},
{
"p": 0.0636349618434906,
"m": 0.9030115604400635
},
{
"p": 0.09587692469358444,
"m": 1.0
},
{
"p": 0.07802989333868027,
"m": 0.5
},
{
"p": 0.02076341025531292,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.2755823135375977,
"val_loss": 0.7712773084640503,
"acc": 72.73,
"time": 359.3140415949747,
"param": [
{
"p": 0.10553712397813797,
"m": 0.5
},
{
"p": 0.029577216133475304,
"m": 0.5
},
{
"p": 0.08960435539484024,
"m": 0.5
},
{
"p": 0.07578522711992264,
"m": 0.996481716632843
},
{
"p": 0.04890057444572449,
"m": 0.30820709466934204
},
{
"p": 0.04400178790092468,
"m": 0.3325536549091339
},
{
"p": 0.0799354761838913,
"m": 0.8526254892349243
},
{
"p": 0.0874241515994072,
"m": 0.7374480366706848
},
{
"p": 0.0934801921248436,
"m": 0.8488494157791138
},
{
"p": 0.07210537046194077,
"m": 1.0
},
{
"p": 0.06963884085416794,
"m": 0.8272073864936829
},
{
"p": 0.08942846953868866,
"m": 0.9993561506271362
},
{
"p": 0.08679499477148056,
"m": 0.5
},
{
"p": 0.02778620831668377,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 1.5829119682312012,
"val_loss": 0.9725152254104614,
"acc": 72.7,
"time": 356.46075201698113,
"param": [
{
"p": 0.0947159081697464,
"m": 0.5
},
{
"p": 0.024667873978614807,
"m": 0.5
},
{
"p": 0.10243397206068039,
"m": 0.5
},
{
"p": 0.0712423175573349,
"m": 0.9001789689064026
},
{
"p": 0.04942438751459122,
"m": 0.4636616110801697
},
{
"p": 0.0488240048289299,
"m": 0.45239192247390747
},
{
"p": 0.08248161524534225,
"m": 0.9843677878379822
},
{
"p": 0.0654355138540268,
"m": 0.7322144508361816
},
{
"p": 0.08514471352100372,
"m": 0.8386064767837524
},
{
"p": 0.07961569726467133,
"m": 0.9853646755218506
},
{
"p": 0.09211254864931107,
"m": 0.7717608213424683
},
{
"p": 0.07602420449256897,
"m": 1.0
},
{
"p": 0.08951137214899063,
"m": 0.5
},
{
"p": 0.03836590424180031,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.7570914030075073,
"val_loss": 0.8333426117897034,
"acc": 72.18,
"time": 356.8759631019784,
"param": [
{
"p": 0.0917043387889862,
"m": 0.5
},
{
"p": 0.012900272384285927,
"m": 0.5
},
{
"p": 0.09566459059715271,
"m": 0.5
},
{
"p": 0.0901060551404953,
"m": 0.9242786765098572
},
{
"p": 0.07083242386579514,
"m": 0.526181161403656
},
{
"p": 0.05898527801036835,
"m": 0.5619639158248901
},
{
"p": 0.06372927874326706,
"m": 0.9841339588165283
},
{
"p": 0.08383169025182724,
"m": 0.7567473649978638
},
{
"p": 0.06112127751111984,
"m": 0.7842837572097778
},
{
"p": 0.07576996833086014,
"m": 1.0
},
{
"p": 0.08165135234594345,
"m": 0.8233216404914856
},
{
"p": 0.08055047690868378,
"m": 1.0
},
{
"p": 0.09792836010456085,
"m": 0.5
},
{
"p": 0.03522469103336334,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.0350130796432495,
"val_loss": 0.7878119349479675,
"acc": 72.97,
"time": 357.4430230539292,
"param": [
{
"p": 0.10260026156902313,
"m": 0.5
},
{
"p": 0.0006936611025594175,
"m": 0.5
},
{
"p": 0.08310198038816452,
"m": 0.5
},
{
"p": 0.05271937698125839,
"m": 0.9162319302558899
},
{
"p": 0.06985939294099808,
"m": 0.4870546758174896
},
{
"p": 0.06544222682714462,
"m": 0.5227584838867188
},
{
"p": 0.07514135539531708,
"m": 0.9455369710922241
},
{
"p": 0.08511202037334442,
"m": 0.7747273445129395
},
{
"p": 0.0800933763384819,
"m": 0.7902979254722595
},
{
"p": 0.08637583255767822,
"m": 0.9805453419685364
},
{
"p": 0.09798859059810638,
"m": 0.6998594999313354
},
{
"p": 0.09218572080135345,
"m": 1.0
},
{
"p": 0.09181973338127136,
"m": 0.5
},
{
"p": 0.016866492107510567,
"m": 0.5
}
]
}
]
}