smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Mix0.8-14TFx3-MagSh)-LeNet)-150 epochs (dataug:0)- 1 in_it.json

9788 lines
169 KiB
JSON
Raw Normal View History

2020-02-28 16:32:22 -05:00
{
"Accuracy": 74.19,
"Time": [
118.30060692351326,
4.803775106985352,
17783.423215175
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "TITAN RTX",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.467957496643066,
"val_loss": 2.1412386894226074,
"acc": 22.17,
"time": 61.781090258,
"param": [
{
"p": 0.09563197195529938,
"m": 0.9821251630783081
},
{
"p": 0.05638714134693146,
"m": 0.9821251630783081
},
{
"p": 0.08926288038492203,
"m": 0.9821251630783081
},
{
"p": 0.03466036915779114,
"m": 0.9821251630783081
},
{
"p": 0.08336858451366425,
"m": 0.9821251630783081
},
{
"p": 0.05377743020653725,
"m": 0.9821251630783081
},
{
"p": 0.0779714360833168,
"m": 0.9821251630783081
},
{
"p": 0.051785316318273544,
"m": 0.9821251630783081
},
{
"p": 0.09073260426521301,
"m": 0.9821251630783081
},
{
"p": 0.06531933695077896,
"m": 0.9821251630783081
},
{
"p": 0.11727125197649002,
"m": 0.9821251630783081
},
{
"p": 0.09733666479587555,
"m": 0.9821251630783081
},
{
"p": 0.0857783854007721,
"m": 0.9821251630783081
},
{
"p": 0.0007165708811953664,
"m": 0.9821251630783081
}
]
},
{
"epoch": 2,
"train_loss": 3.9571216106414795,
"val_loss": 1.9395517110824585,
"acc": 31.43,
"time": 116.860920738,
"param": [
{
"p": 0.1754193902015686,
"m": 0.9744656682014465
},
{
"p": 0.0974946916103363,
"m": 0.9744656682014465
},
{
"p": 0.04250560700893402,
"m": 0.9744656682014465
},
{
"p": 0.04150725156068802,
"m": 0.9744656682014465
},
{
"p": 0.030677787959575653,
"m": 0.9744656682014465
},
{
"p": 0.02224360965192318,
"m": 0.9744656682014465
},
{
"p": 0.0007181889959610999,
"m": 0.9744656682014465
},
{
"p": 0.06357298046350479,
"m": 0.9744656682014465
},
{
"p": 0.09343661367893219,
"m": 0.9744656682014465
},
{
"p": 0.06621996313333511,
"m": 0.9744656682014465
},
{
"p": 0.09237699210643768,
"m": 0.9744656682014465
},
{
"p": 0.10559184849262238,
"m": 0.9744656682014465
},
{
"p": 0.16751688718795776,
"m": 0.9744656682014465
},
{
"p": 0.0007181889959610999,
"m": 0.9744656682014465
}
]
},
{
"epoch": 3,
"train_loss": 3.7537293434143066,
"val_loss": 1.723734974861145,
"acc": 39.43,
"time": 117.23939506900001,
"param": [
{
"p": 0.18995670974254608,
"m": 0.9104281067848206
},
{
"p": 0.0007150804158300161,
"m": 0.9104281067848206
},
{
"p": 0.07960477471351624,
"m": 0.9104281067848206
},
{
"p": 0.07897564023733139,
"m": 0.9104281067848206
},
{
"p": 0.022458374500274658,
"m": 0.9104281067848206
},
{
"p": 0.06617408245801926,
"m": 0.9104281067848206
},
{
"p": 0.04531048983335495,
"m": 0.9104281067848206
},
{
"p": 0.07263869792222977,
"m": 0.9104281067848206
},
{
"p": 0.08372145891189575,
"m": 0.9104281067848206
},
{
"p": 0.0707283541560173,
"m": 0.9104281067848206
},
{
"p": 0.05875739827752113,
"m": 0.9104281067848206
},
{
"p": 0.045507438480854034,
"m": 0.9104281067848206
},
{
"p": 0.17696814239025116,
"m": 0.9104281067848206
},
{
"p": 0.00848327111452818,
"m": 0.9104281067848206
}
]
},
{
"epoch": 4,
"train_loss": 3.420633316040039,
"val_loss": 1.5807534456253052,
"acc": 43.8,
"time": 118.647843351,
"param": [
{
"p": 0.15987646579742432,
"m": 0.9761894345283508
},
{
"p": 0.027132177725434303,
"m": 0.9761894345283508
},
{
"p": 0.11584987491369247,
"m": 0.9761894345283508
},
{
"p": 0.05863611027598381,
"m": 0.9761894345283508
},
{
"p": 0.009937366470694542,
"m": 0.9761894345283508
},
{
"p": 0.0016435186844319105,
"m": 0.9761894345283508
},
{
"p": 0.05246103182435036,
"m": 0.9761894345283508
},
{
"p": 0.1281866580247879,
"m": 0.9761894345283508
},
{
"p": 0.016308452934026718,
"m": 0.9761894345283508
},
{
"p": 0.12867732346057892,
"m": 0.9761894345283508
},
{
"p": 0.08381189405918121,
"m": 0.9761894345283508
},
{
"p": 0.09092427045106888,
"m": 0.9761894345283508
},
{
"p": 0.1258534938097,
"m": 0.9761894345283508
},
{
"p": 0.0007012843852862716,
"m": 0.9761894345283508
}
]
},
{
"epoch": 5,
"train_loss": 3.1858878135681152,
"val_loss": 1.4995381832122803,
"acc": 46.72,
"time": 118.36860808600005,
"param": [
{
"p": 0.12672077119350433,
"m": 0.9853231310844421
},
{
"p": 0.03171341121196747,
"m": 0.9853231310844421
},
{
"p": 0.0910271480679512,
"m": 0.9853231310844421
},
{
"p": 0.08266698569059372,
"m": 0.9853231310844421
},
{
"p": 0.00929262861609459,
"m": 0.9853231310844421
},
{
"p": 0.02028050646185875,
"m": 0.9853231310844421
},
{
"p": 0.05287664756178856,
"m": 0.9853231310844421
},
{
"p": 0.10805392265319824,
"m": 0.9853231310844421
},
{
"p": 0.08008217811584473,
"m": 0.9853231310844421
},
{
"p": 0.10771473497152328,
"m": 0.9853231310844421
},
{
"p": 0.052247483283281326,
"m": 0.9853231310844421
},
{
"p": 0.10061848163604736,
"m": 0.9853231310844421
},
{
"p": 0.12065741419792175,
"m": 0.9853231310844421
},
{
"p": 0.016047660261392593,
"m": 0.9853231310844421
}
]
},
{
"epoch": 6,
"train_loss": 3.3215508460998535,
"val_loss": 1.3902249336242676,
"acc": 49.73,
"time": 118.21128281200004,
"param": [
{
"p": 0.16583867371082306,
"m": 0.9376380443572998
},
{
"p": 0.0007094868924468756,
"m": 0.9376380443572998
},
{
"p": 0.10776673257350922,
"m": 0.9376380443572998
},
{
"p": 0.07379632443189621,
"m": 0.9376380443572998
},
{
"p": 0.0007094868924468756,
"m": 0.9376380443572998
},
{
"p": 0.0007094868924468756,
"m": 0.9376380443572998
},
{
"p": 0.05496295168995857,
"m": 0.9376380443572998
},
{
"p": 0.0733032301068306,
"m": 0.9376380443572998
},
{
"p": 0.07635226100683212,
"m": 0.9376380443572998
},
{
"p": 0.08844424784183502,
"m": 0.9376380443572998
},
{
"p": 0.0771351158618927,
"m": 0.9376380443572998
},
{
"p": 0.12563122808933258,
"m": 0.9376380443572998
},
{
"p": 0.1539311707019806,
"m": 0.9376380443572998
},
{
"p": 0.0007094868924468756,
"m": 0.9376380443572998
}
]
},
{
"epoch": 7,
"train_loss": 3.4604499340057373,
"val_loss": 1.3744685649871826,
"acc": 52.39,
"time": 117.05561352400002,
"param": [
{
"p": 0.13018520176410675,
"m": 0.9204428791999817
},
{
"p": 0.0007037404575385153,
"m": 0.9204428791999817
},
{
"p": 0.1016320213675499,
"m": 0.9204428791999817
},
{
"p": 0.07954847067594528,
"m": 0.9204428791999817
},
{
"p": 0.0007037404575385153,
"m": 0.9204428791999817
},
{
"p": 0.0425710529088974,
"m": 0.9204428791999817
},
{
"p": 0.07109721750020981,
"m": 0.9204428791999817
},
{
"p": 0.10102564841508865,
"m": 0.9204428791999817
},
{
"p": 0.06450153887271881,
"m": 0.9204428791999817
},
{
"p": 0.09895022213459015,
"m": 0.9204428791999817
},
{
"p": 0.075482577085495,
"m": 0.9204428791999817
},
{
"p": 0.10780220478773117,
"m": 0.9204428791999817
},
{
"p": 0.12509268522262573,
"m": 0.9204428791999817
},
{
"p": 0.0007037404575385153,
"m": 0.9204428791999817
}
]
},
{
"epoch": 8,
"train_loss": 2.9228153228759766,
"val_loss": 1.294528603553772,
"acc": 53.24,
"time": 118.64960199500001,
"param": [
{
"p": 0.1256108582019806,
"m": 1.0
},
{
"p": 0.0007030360284261405,
"m": 1.0
},
{
"p": 0.09811685979366302,
"m": 1.0
},
{
"p": 0.06201900541782379,
"m": 1.0
},
{
"p": 0.013177242130041122,
"m": 1.0
},
{
"p": 0.0007030360284261405,
"m": 1.0
},
{
"p": 0.03135271742939949,
"m": 1.0
},
{
"p": 0.09965728968381882,
"m": 1.0
},
{
"p": 0.08542443066835403,
"m": 1.0
},
{
"p": 0.1369173228740692,
"m": 1.0
},
{
"p": 0.031326234340667725,
"m": 1.0
},
{
"p": 0.14232130348682404,
"m": 1.0
},
{
"p": 0.15726998448371887,
"m": 1.0
},
{
"p": 0.015400650911033154,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.761171340942383,
"val_loss": 1.2457995414733887,
"acc": 55.64,
"time": 117.955274562,
"param": [
{
"p": 0.1267736852169037,
"m": 0.8998361825942993
},
{
"p": 0.011100863106548786,
"m": 0.8998361825942993
},
{
"p": 0.09748665243387222,
"m": 0.8998361825942993
},
{
"p": 0.07090997695922852,
"m": 0.8998361825942993
},
{
"p": 0.016595950350165367,
"m": 0.8998361825942993
},
{
"p": 0.02783924527466297,
"m": 0.8998361825942993
},
{
"p": 0.03765898570418358,
"m": 0.8998361825942993
},
{
"p": 0.07691435515880585,
"m": 0.8998361825942993
},
{
"p": 0.09483271092176437,
"m": 0.8998361825942993
},
{
"p": 0.11975154280662537,
"m": 0.8998361825942993
},
{
"p": 0.06497776508331299,
"m": 0.8998361825942993
},
{
"p": 0.11222061514854431,
"m": 0.8998361825942993
},
{
"p": 0.13575802743434906,
"m": 0.8998361825942993
},
{
"p": 0.007179781794548035,
"m": 0.8998361825942993
}
]
},
{
"epoch": 10,
"train_loss": 2.634871006011963,
"val_loss": 1.27162766456604,
"acc": 55.53,
"time": 118.10391360400001,
"param": [
{
"p": 0.13761590421199799,
"m": 0.9709814786911011
},
{
"p": 0.005662926472723484,
"m": 0.9709814786911011
},
{
"p": 0.09122810512781143,
"m": 0.9709814786911011
},
{
"p": 0.08373407274484634,
"m": 0.9709814786911011
},
{
"p": 0.015798060223460197,
"m": 0.9709814786911011
},
{
"p": 0.012353605590760708,
"m": 0.9709814786911011
},
{
"p": 0.05191638693213463,
"m": 0.9709814786911011
},
{
"p": 0.08514828979969025,
"m": 0.9709814786911011
},
{
"p": 0.06996774673461914,
"m": 0.9709814786911011
},
{
"p": 0.10998263210058212,
"m": 0.9709814786911011
},
{
"p": 0.06760361045598984,
"m": 0.9709814786911011
},
{
"p": 0.12165593355894089,
"m": 0.9709814786911011
},
{
"p": 0.12139615416526794,
"m": 0.9709814786911011
},
{
"p": 0.02593659982085228,
"m": 0.9709814786911011
}
]
},
{
"epoch": 11,
"train_loss": 2.904571056365967,
"val_loss": 1.204012155532837,
"acc": 55.9,
"time": 116.6082242729999,
"param": [
{
"p": 0.11327175050973892,
"m": 0.9804260730743408
},
{
"p": 0.0007011131965555251,
"m": 0.9804260730743408
},
{
"p": 0.11387492716312408,
"m": 0.9804260730743408
},
{
"p": 0.05346056446433067,
"m": 0.9804260730743408
},
{
"p": 0.0007011131965555251,
"m": 0.9804260730743408
},
{
"p": 0.027983179315924644,
"m": 0.9804260730743408
},
{
"p": 0.04843500629067421,
"m": 0.9804260730743408
},
{
"p": 0.04963970184326172,
"m": 0.9804260730743408
},
{
"p": 0.06689691543579102,
"m": 0.9804260730743408
},
{
"p": 0.14308562874794006,
"m": 0.9804260730743408
},
{
"p": 0.0844714567065239,
"m": 0.9804260730743408
},
{
"p": 0.14073462784290314,
"m": 0.9804260730743408
},
{
"p": 0.1560429036617279,
"m": 0.9804260730743408
},
{
"p": 0.0007011131965555251,
"m": 0.9804260730743408
}
]
},
{
"epoch": 12,
"train_loss": 3.013526678085327,
"val_loss": 1.1836460828781128,
"acc": 59.06,
"time": 117.48792869000022,
"param": [
{
"p": 0.15063747763633728,
"m": 1.0
},
{
"p": 0.010227082297205925,
"m": 1.0
},
{
"p": 0.11310318112373352,
"m": 1.0
},
{
"p": 0.06617553532123566,
"m": 1.0
},
{
"p": 0.0007120637455955148,
"m": 1.0
},
{
"p": 0.023820525035262108,
"m": 1.0
},
{
"p": 0.07709569483995438,
"m": 1.0
},
{
"p": 0.06094451621174812,
"m": 1.0
},
{
"p": 0.095077283680439,
"m": 1.0
},
{
"p": 0.10153548419475555,
"m": 1.0
},
{
"p": 0.06342014670372009,
"m": 1.0
},
{
"p": 0.09844984114170074,
"m": 1.0
},
{
"p": 0.1315709501504898,
"m": 1.0
},
{
"p": 0.007230287417769432,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.892087459564209,
"val_loss": 1.0897842645645142,
"acc": 60.77,
"time": 117.40452769900003,
"param": [
{
"p": 0.14748817682266235,
"m": 1.0
},
{
"p": 0.0007113374304026365,
"m": 1.0
},
{
"p": 0.1226583868265152,
"m": 1.0
},
{
"p": 0.0833977535367012,
"m": 1.0
},
{
"p": 0.0007113374304026365,
"m": 1.0
},
{
"p": 0.004428203217685223,
"m": 1.0
},
{
"p": 0.06733257323503494,
"m": 1.0
},
{
"p": 0.07859039306640625,
"m": 1.0
},
{
"p": 0.08364783227443695,
"m": 1.0
},
{
"p": 0.08299184590578079,
"m": 1.0
},
{
"p": 0.07261188328266144,
"m": 1.0
},
{
"p": 0.12272907048463821,
"m": 1.0
},
{
"p": 0.1319899559020996,
"m": 1.0
},
{
"p": 0.0007113374304026365,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.7037229537963867,
"val_loss": 0.9831510186195374,
"acc": 61.28,
"time": 117.06817455999999,
"param": [
{
"p": 0.13854564726352692,
"m": 0.963538408279419
},
{
"p": 0.0006914309924468398,
"m": 0.963538408279419
},
{
"p": 0.08727935701608658,
"m": 0.963538408279419
},
{
"p": 0.06723295152187347,
"m": 0.963538408279419
},
{
"p": 0.009165892377495766,
"m": 0.963538408279419
},
{
"p": 0.0318448506295681,
"m": 0.963538408279419
},
{
"p": 0.060924794524908066,
"m": 0.963538408279419
},
{
"p": 0.08229272812604904,
"m": 0.963538408279419
},
{
"p": 0.07112640142440796,
"m": 0.963538408279419
},
{
"p": 0.12151538580656052,
"m": 0.963538408279419
},
{
"p": 0.0945901945233345,
"m": 0.963538408279419
},
{
"p": 0.10018274933099747,
"m": 0.963538408279419
},
{
"p": 0.13391610980033875,
"m": 0.963538408279419
},
{
"p": 0.0006914309924468398,
"m": 0.963538408279419
}
]
},
{
"epoch": 15,
"train_loss": 2.463243007659912,
"val_loss": 1.09248685836792,
"acc": 61.83,
"time": 117.25915582499988,
"param": [
{
"p": 0.1503114104270935,
"m": 0.9908457398414612
},
{
"p": 0.021721739321947098,
"m": 0.9908457398414612
},
{
"p": 0.09027667343616486,
"m": 0.9908457398414612
},
{
"p": 0.06496449559926987,
"m": 0.9908457398414612
},
{
"p": 0.000709707208443433,
"m": 0.9908457398414612
},
{
"p": 0.04152090102434158,
"m": 0.9908457398414612
},
{
"p": 0.06277167052030563,
"m": 0.9908457398414612
},
{
"p": 0.07361409068107605,
"m": 0.9908457398414612
},
{
"p": 0.04665013402700424,
"m": 0.9908457398414612
},
{
"p": 0.0974111333489418,
"m": 0.9908457398414612
},
{
"p": 0.08313407748937607,
"m": 0.9908457398414612
},
{
"p": 0.10405237972736359,
"m": 0.9908457398414612
},
{
"p": 0.15069231390953064,
"m": 0.9908457398414612
},
{
"p": 0.012169253081083298,
"m": 0.9908457398414612
}
]
},
{
"epoch": 16,
"train_loss": 2.599905490875244,
"val_loss": 1.12554132938385,
"acc": 62.7,
"time": 117.78699609900013,
"param": [
{
"p": 0.13409999012947083,
"m": 0.9998566508293152
},
{
"p": 0.007010085508227348,
"m": 0.9998566508293152
},
{
"p": 0.09266640245914459,
"m": 0.9998566508293152
},
{
"p": 0.07236048579216003,
"m": 0.9998566508293152
},
{
"p": 0.01381254754960537,
"m": 0.9998566508293152
},
{
"p": 0.019544439390301704,
"m": 0.9998566508293152
},
{
"p": 0.05716397240757942,
"m": 0.9998566508293152
},
{
"p": 0.08194747567176819,
"m": 0.9998566508293152
},
{
"p": 0.10541443526744843,
"m": 0.9998566508293152
},
{
"p": 0.09073410928249359,
"m": 0.9998566508293152
},
{
"p": 0.07065831869840622,
"m": 0.9998566508293152
},
{
"p": 0.09124143421649933,
"m": 0.9998566508293152
},
{
"p": 0.14192575216293335,
"m": 0.9998566508293152
},
{
"p": 0.02142062410712242,
"m": 0.9998566508293152
}
]
},
{
"epoch": 17,
"train_loss": 2.600821018218994,
"val_loss": 1.1155569553375244,
"acc": 63.2,
"time": 117.25249457600012,
"param": [
{
"p": 0.1382223218679428,
"m": 0.9856454133987427
},
{
"p": 0.0009155544103123248,
"m": 0.9856454133987427
},
{
"p": 0.10278961062431335,
"m": 0.9856454133987427
},
{
"p": 0.07016076147556305,
"m": 0.9856454133987427
},
{
"p": 0.0014820293290540576,
"m": 0.9856454133987427
},
{
"p": 0.019313490018248558,
"m": 0.9856454133987427
},
{
"p": 0.05488819256424904,
"m": 0.9856454133987427
},
{
"p": 0.07854654639959335,
"m": 0.9856454133987427
},
{
"p": 0.09643954038619995,
"m": 0.9856454133987427
},
{
"p": 0.10704009234905243,
"m": 0.9856454133987427
},
{
"p": 0.053924571722745895,
"m": 0.9856454133987427
},
{
"p": 0.11460424214601517,
"m": 0.9856454133987427
},
{
"p": 0.13672082126140594,
"m": 0.9856454133987427
},
{
"p": 0.0249522402882576,
"m": 0.9856454133987427
}
]
},
{
"epoch": 18,
"train_loss": 2.5396525859832764,
"val_loss": 1.0107555389404297,
"acc": 63.79,
"time": 118.14593465599978,
"param": [
{
"p": 0.13452017307281494,
"m": 0.9790159463882446
},
{
"p": 0.000698555784765631,
"m": 0.9790159463882446
},
{
"p": 0.10016370564699173,
"m": 0.9790159463882446
},
{
"p": 0.045874908566474915,
"m": 0.9790159463882446
},
{
"p": 0.000698555784765631,
"m": 0.9790159463882446
},
{
"p": 0.03049658052623272,
"m": 0.9790159463882446
},
{
"p": 0.06830202043056488,
"m": 0.9790159463882446
},
{
"p": 0.09609024226665497,
"m": 0.9790159463882446
},
{
"p": 0.08053406327962875,
"m": 0.9790159463882446
},
{
"p": 0.12250584363937378,
"m": 0.9790159463882446
},
{
"p": 0.07668497413396835,
"m": 0.9790159463882446
},
{
"p": 0.09875921905040741,
"m": 0.9790159463882446
},
{
"p": 0.13170121610164642,
"m": 0.9790159463882446
},
{
"p": 0.012969933450222015,
"m": 0.9790159463882446
}
]
},
{
"epoch": 19,
"train_loss": 2.0765960216522217,
"val_loss": 0.9254733920097351,
"acc": 64.78,
"time": 118.55868424100026,
"param": [
{
"p": 0.14055950939655304,
"m": 0.9993230104446411
},
{
"p": 0.0012936798157170415,
"m": 0.9993230104446411
},
{
"p": 0.09744592010974884,
"m": 0.9993230104446411
},
{
"p": 0.06810680031776428,
"m": 0.9993230104446411
},
{
"p": 0.003927011042833328,
"m": 0.9993230104446411
},
{
"p": 0.0062464503571391106,
"m": 0.9993230104446411
},
{
"p": 0.06825626641511917,
"m": 0.9993230104446411
},
{
"p": 0.10420877486467361,
"m": 0.9993230104446411
},
{
"p": 0.07846270501613617,
"m": 0.9993230104446411
},
{
"p": 0.10203641653060913,
"m": 0.9993230104446411
},
{
"p": 0.06933727860450745,
"m": 0.9993230104446411
},
{
"p": 0.13072925806045532,
"m": 0.9993230104446411
},
{
"p": 0.1256442815065384,
"m": 0.9993230104446411
},
{
"p": 0.003745581489056349,
"m": 0.9993230104446411
}
]
},
{
"epoch": 20,
"train_loss": 1.8532241582870483,
"val_loss": 0.9248450994491577,
"acc": 65.03,
"time": 117.12937614699968,
"param": [
{
"p": 0.13000953197479248,
"m": 1.0
},
{
"p": 0.0006968204397708178,
"m": 1.0
},
{
"p": 0.09404679387807846,
"m": 1.0
},
{
"p": 0.07171647995710373,
"m": 1.0
},
{
"p": 0.007490610703825951,
"m": 1.0
},
{
"p": 0.0322643518447876,
"m": 1.0
},
{
"p": 0.03833942115306854,
"m": 1.0
},
{
"p": 0.08448588103055954,
"m": 1.0
},
{
"p": 0.06493889540433884,
"m": 1.0
},
{
"p": 0.09793008863925934,
"m": 1.0
},
{
"p": 0.08054602146148682,
"m": 1.0
},
{
"p": 0.13117952644824982,
"m": 1.0
},
{
"p": 0.1422799974679947,
"m": 1.0
},
{
"p": 0.024075528606772423,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.1352548599243164,
"val_loss": 1.1066083908081055,
"acc": 65.51,
"time": 116.5938412559999,
"param": [
{
"p": 0.1296752691268921,
"m": 0.980056881904602
},
{
"p": 0.0006942306063137949,
"m": 0.980056881904602
},
{
"p": 0.1078423336148262,
"m": 0.980056881904602
},
{
"p": 0.05475987493991852,
"m": 0.980056881904602
},
{
"p": 0.008349179290235043,
"m": 0.980056881904602
},
{
"p": 0.0006942306063137949,
"m": 0.980056881904602
},
{
"p": 0.07273215055465698,
"m": 0.980056881904602
},
{
"p": 0.0808311253786087,
"m": 0.980056881904602
},
{
"p": 0.07495561987161636,
"m": 0.980056881904602
},
{
"p": 0.10455173999071121,
"m": 0.980056881904602
},
{
"p": 0.08889678865671158,
"m": 0.980056881904602
},
{
"p": 0.11810886859893799,
"m": 0.980056881904602
},
{
"p": 0.15721428394317627,
"m": 0.980056881904602
},
{
"p": 0.0006942306063137949,
"m": 0.980056881904602
}
]
},
{
"epoch": 22,
"train_loss": 2.3055686950683594,
"val_loss": 1.0322548151016235,
"acc": 65.38,
"time": 117.06203896900024,
"param": [
{
"p": 0.11327273398637772,
"m": 0.991641104221344
},
{
"p": 0.009951403364539146,
"m": 0.991641104221344
},
{
"p": 0.08994365483522415,
"m": 0.991641104221344
},
{
"p": 0.0742189884185791,
"m": 0.991641104221344
},
{
"p": 0.02121352218091488,
"m": 0.991641104221344
},
{
"p": 0.02352033741772175,
"m": 0.991641104221344
},
{
"p": 0.0711413100361824,
"m": 0.991641104221344
},
{
"p": 0.07383129745721817,
"m": 0.991641104221344
},
{
"p": 0.06476804614067078,
"m": 0.991641104221344
},
{
"p": 0.1052558496594429,
"m": 0.991641104221344
},
{
"p": 0.07637075334787369,
"m": 0.991641104221344
},
{
"p": 0.11580391228199005,
"m": 0.991641104221344
},
{
"p": 0.13941623270511627,
"m": 0.991641104221344
},
{
"p": 0.021291866898536682,
"m": 0.991641104221344
}
]
},
{
"epoch": 23,
"train_loss": 2.1857528686523438,
"val_loss": 0.9880212545394897,
"acc": 65.87,
"time": 118.50368432600044,
"param": [
{
"p": 0.13261355459690094,
"m": 1.0
},
{
"p": 0.0052872709929943085,
"m": 1.0
},
{
"p": 0.1058407798409462,
"m": 1.0
},
{
"p": 0.06702021509408951,
"m": 1.0
},
{
"p": 0.00609604362398386,
"m": 1.0
},
{
"p": 0.02058006450533867,
"m": 1.0
},
{
"p": 0.03171762451529503,
"m": 1.0
},
{
"p": 0.09861826151609421,
"m": 1.0
},
{
"p": 0.04701268672943115,
"m": 1.0
},
{
"p": 0.13712891936302185,
"m": 1.0
},
{
"p": 0.06140471622347832,
"m": 1.0
},
{
"p": 0.13188092410564423,
"m": 1.0
},
{
"p": 0.14252588152885437,
"m": 1.0
},
{
"p": 0.012272967025637627,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.1550300121307373,
"val_loss": 0.8890822529792786,
"acc": 66.47,
"time": 121.13660629700007,
"param": [
{
"p": 0.13419800996780396,
"m": 1.0
},
{
"p": 0.0017899197991937399,
"m": 1.0
},
{
"p": 0.09700484573841095,
"m": 1.0
},
{
"p": 0.06265756487846375,
"m": 1.0
},
{
"p": 0.019675493240356445,
"m": 1.0
},
{
"p": 0.01190515048801899,
"m": 1.0
},
{
"p": 0.07374586164951324,
"m": 1.0
},
{
"p": 0.10135713964700699,
"m": 1.0
},
{
"p": 0.06323980540037155,
"m": 1.0
},
{
"p": 0.09896782040596008,
"m": 1.0
},
{
"p": 0.05929441750049591,
"m": 1.0
},
{
"p": 0.1049092561006546,
"m": 1.0
},
{
"p": 0.14105266332626343,
"m": 1.0
},
{
"p": 0.030202148482203484,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.2629408836364746,
"val_loss": 1.0159577131271362,
"acc": 67.08,
"time": 117.149108479,
"param": [
{
"p": 0.12421149760484695,
"m": 0.9992313981056213
},
{
"p": 0.0006845647003501654,
"m": 0.9992313981056213
},
{
"p": 0.08157087862491608,
"m": 0.9992313981056213
},
{
"p": 0.07625339180231094,
"m": 0.9992313981056213
},
{
"p": 0.00450524315237999,
"m": 0.9992313981056213
},
{
"p": 0.02494453638792038,
"m": 0.9992313981056213
},
{
"p": 0.061621688306331635,
"m": 0.9992313981056213
},
{
"p": 0.0937621146440506,
"m": 0.9992313981056213
},
{
"p": 0.08466020226478577,
"m": 0.9992313981056213
},
{
"p": 0.1112271323800087,
"m": 0.9992313981056213
},
{
"p": 0.05818629637360573,
"m": 0.9992313981056213
},
{
"p": 0.11243865638971329,
"m": 0.9992313981056213
},
{
"p": 0.1379275768995285,
"m": 0.9992313981056213
},
{
"p": 0.028006190434098244,
"m": 0.9992313981056213
}
]
},
{
"epoch": 26,
"train_loss": 2.039057493209839,
"val_loss": 0.941501259803772,
"acc": 67.34,
"time": 117.21509672799993,
"param": [
{
"p": 0.1375829130411148,
"m": 0.9839317798614502
},
{
"p": 0.0006990334950387478,
"m": 0.9839317798614502
},
{
"p": 0.1019926592707634,
"m": 0.9839317798614502
},
{
"p": 0.058876462280750275,
"m": 0.9839317798614502
},
{
"p": 0.0006990334950387478,
"m": 0.9839317798614502
},
{
"p": 0.018274474889039993,
"m": 0.9839317798614502
},
{
"p": 0.07156236469745636,
"m": 0.9839317798614502
},
{
"p": 0.0599682554602623,
"m": 0.9839317798614502
},
{
"p": 0.1118532344698906,
"m": 0.9839317798614502
},
{
"p": 0.10310130566358566,
"m": 0.9839317798614502
},
{
"p": 0.06163560971617699,
"m": 0.9839317798614502
},
{
"p": 0.10966916382312775,
"m": 0.9839317798614502
},
{
"p": 0.13819530606269836,
"m": 0.9839317798614502
},
{
"p": 0.025890300050377846,
"m": 0.9839317798614502
}
]
},
{
"epoch": 27,
"train_loss": 2.00844407081604,
"val_loss": 0.9852912425994873,
"acc": 64.59,
"time": 117.4667336499997,
"param": [
{
"p": 0.12545838952064514,
"m": 0.997445821762085
},
{
"p": 0.005481441505253315,
"m": 0.997445821762085
},
{
"p": 0.09986510127782822,
"m": 0.997445821762085
},
{
"p": 0.0759451687335968,
"m": 0.997445821762085
},
{
"p": 0.0006921191234141588,
"m": 0.997445821762085
},
{
"p": 0.01583431474864483,
"m": 0.997445821762085
},
{
"p": 0.05175134539604187,
"m": 0.997445821762085
},
{
"p": 0.09819184988737106,
"m": 0.997445821762085
},
{
"p": 0.07632585614919662,
"m": 0.997445821762085
},
{
"p": 0.10489308834075928,
"m": 0.997445821762085
},
{
"p": 0.0982358381152153,
"m": 0.997445821762085
},
{
"p": 0.10571007430553436,
"m": 0.997445821762085
},
{
"p": 0.13440504670143127,
"m": 0.997445821762085
},
{
"p": 0.007210314739495516,
"m": 0.997445821762085
}
]
},
{
"epoch": 28,
"train_loss": 2.059964656829834,
"val_loss": 0.9604862332344055,
"acc": 67.53,
"time": 116.96209774099998,
"param": [
{
"p": 0.14616481959819794,
"m": 1.0
},
{
"p": 0.000699109339620918,
"m": 1.0
},
{
"p": 0.0796121209859848,
"m": 1.0
},
{
"p": 0.05092988163232803,
"m": 1.0
},
{
"p": 0.028276735916733742,
"m": 1.0
},
{
"p": 0.03057580068707466,
"m": 1.0
},
{
"p": 0.03502228111028671,
"m": 1.0
},
{
"p": 0.0835123360157013,
"m": 1.0
},
{
"p": 0.08665508031845093,
"m": 1.0
},
{
"p": 0.121756911277771,
"m": 1.0
},
{
"p": 0.07678799331188202,
"m": 1.0
},
{
"p": 0.11240943521261215,
"m": 1.0
},
{
"p": 0.1332412213087082,
"m": 1.0
},
{
"p": 0.014356262981891632,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.8754963874816895,
"val_loss": 0.8561696410179138,
"acc": 68.07,
"time": 115.63683696399994,
"param": [
{
"p": 0.11156225949525833,
"m": 1.0
},
{
"p": 0.007200940046459436,
"m": 1.0
},
{
"p": 0.0870964303612709,
"m": 1.0
},
{
"p": 0.06074147671461105,
"m": 1.0
},
{
"p": 0.023514796048402786,
"m": 1.0
},
{
"p": 0.019546763971447945,
"m": 1.0
},
{
"p": 0.06075269728899002,
"m": 1.0
},
{
"p": 0.07902560383081436,
"m": 1.0
},
{
"p": 0.10044974088668823,
"m": 1.0
},
{
"p": 0.1144571304321289,
"m": 1.0
},
{
"p": 0.07727296650409698,
"m": 1.0
},
{
"p": 0.08173973113298416,
"m": 1.0
},
{
"p": 0.1478266716003418,
"m": 1.0
},
{
"p": 0.028812797740101814,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.540726661682129,
"val_loss": 0.8518516421318054,
"acc": 67.72,
"time": 119.00402797400011,
"param": [
{
"p": 0.13632726669311523,
"m": 0.9910552501678467
},
{
"p": 0.0007046327227726579,
"m": 0.9910552501678467
},
{
"p": 0.08610235154628754,
"m": 0.9910552501678467
},
{
"p": 0.06843940913677216,
"m": 0.9910552501678467
},
{
"p": 0.004987991880625486,
"m": 0.9910552501678467
},
{
"p": 0.014275208115577698,
"m": 0.9910552501678467
},
{
"p": 0.06667601317167282,
"m": 0.9910552501678467
},
{
"p": 0.11629541963338852,
"m": 0.9910552501678467
},
{
"p": 0.08123290538787842,
"m": 0.9910552501678467
},
{
"p": 0.1437898874282837,
"m": 0.9910552501678467
},
{
"p": 0.048627790063619614,
"m": 0.9910552501678467
},
{
"p": 0.11276299506425858,
"m": 0.9910552501678467
},
{
"p": 0.11390857398509979,
"m": 0.9910552501678467
},
{
"p": 0.0058695171028375626,
"m": 0.9910552501678467
}
]
},
{
"epoch": 31,
"train_loss": 1.9910478591918945,
"val_loss": 0.8865147829055786,
"acc": 66.5,
"time": 120.96324137200008,
"param": [
{
"p": 0.1450548619031906,
"m": 0.9386943578720093
},
{
"p": 0.0006952419644221663,
"m": 0.9386943578720093
},
{
"p": 0.07888149470090866,
"m": 0.9386943578720093
},
{
"p": 0.08036383241415024,
"m": 0.9386943578720093
},
{
"p": 0.0006952419644221663,
"m": 0.9386943578720093
},
{
"p": 0.04909317567944527,
"m": 0.9386943578720093
},
{
"p": 0.028524979948997498,
"m": 0.9386943578720093
},
{
"p": 0.0944330170750618,
"m": 0.9386943578720093
},
{
"p": 0.08017416298389435,
"m": 0.9386943578720093
},
{
"p": 0.09828199446201324,
"m": 0.9386943578720093
},
{
"p": 0.060492560267448425,
"m": 0.9386943578720093
},
{
"p": 0.10429592430591583,
"m": 0.9386943578720093
},
{
"p": 0.15773862600326538,
"m": 0.9386943578720093
},
{
"p": 0.021274900063872337,
"m": 0.9386943578720093
}
]
},
{
"epoch": 32,
"train_loss": 1.7505836486816406,
"val_loss": 1.0754467248916626,
"acc": 67.18,
"time": 119.21919832100002,
"param": [
{
"p": 0.16011172533035278,
"m": 0.9041972756385803
},
{
"p": 0.0006923553883098066,
"m": 0.9041972756385803
},
{
"p": 0.08933845162391663,
"m": 0.9041972756385803
},
{
"p": 0.05035066232085228,
"m": 0.9041972756385803
},
{
"p": 0.002641142113134265,
"m": 0.9041972756385803
},
{
"p": 0.01599610038101673,
"m": 0.9041972756385803
},
{
"p": 0.06912193447351456,
"m": 0.9041972756385803
},
{
"p": 0.07948672026395798,
"m": 0.9041972756385803
},
{
"p": 0.09240981936454773,
"m": 0.9041972756385803
},
{
"p": 0.12908124923706055,
"m": 0.9041972756385803
},
{
"p": 0.09004330635070801,
"m": 0.9041972756385803
},
{
"p": 0.07425130158662796,
"m": 0.9041972756385803
},
{
"p": 0.13865146040916443,
"m": 0.9041972756385803
},
{
"p": 0.007823680527508259,
"m": 0.9041972756385803
}
]
},
{
"epoch": 33,
"train_loss": 1.9507354497909546,
"val_loss": 1.0288078784942627,
"acc": 68.28,
"time": 119.37826257200004,
"param": [
{
"p": 0.14143788814544678,
"m": 0.8882193565368652
},
{
"p": 0.009142993949353695,
"m": 0.8882193565368652
},
{
"p": 0.08861546218395233,
"m": 0.8882193565368652
},
{
"p": 0.05711757019162178,
"m": 0.8882193565368652
},
{
"p": 0.041987862437963486,
"m": 0.8882193565368652
},
{
"p": 0.019225772470235825,
"m": 0.8882193565368652
},
{
"p": 0.057017259299755096,
"m": 0.8882193565368652
},
{
"p": 0.09103702008724213,
"m": 0.8882193565368652
},
{
"p": 0.07415266335010529,
"m": 0.8882193565368652
},
{
"p": 0.09776182472705841,
"m": 0.8882193565368652
},
{
"p": 0.0818045437335968,
"m": 0.8882193565368652
},
{
"p": 0.0945221558213234,
"m": 0.8882193565368652
},
{
"p": 0.11579085141420364,
"m": 0.8882193565368652
},
{
"p": 0.03038620576262474,
"m": 0.8882193565368652
}
]
},
{
"epoch": 34,
"train_loss": 1.7623971700668335,
"val_loss": 0.8689066767692566,
"acc": 69.24,
"time": 119.2356297209999,
"param": [
{
"p": 0.13397392630577087,
"m": 0.9552437663078308
},
{
"p": 0.0006846159230917692,
"m": 0.9552437663078308
},
{
"p": 0.08504556864500046,
"m": 0.9552437663078308
},
{
"p": 0.05811673775315285,
"m": 0.9552437663078308
},
{
"p": 0.028376588597893715,
"m": 0.9552437663078308
},
{
"p": 0.028334476053714752,
"m": 0.9552437663078308
},
{
"p": 0.056446295231580734,
"m": 0.9552437663078308
},
{
"p": 0.059875648468732834,
"m": 0.9552437663078308
},
{
"p": 0.06825725734233856,
"m": 0.9552437663078308
},
{
"p": 0.11183899641036987,
"m": 0.9552437663078308
},
{
"p": 0.07633712887763977,
"m": 0.9552437663078308
},
{
"p": 0.10879386961460114,
"m": 0.9552437663078308
},
{
"p": 0.1466931402683258,
"m": 0.9552437663078308
},
{
"p": 0.03722574934363365,
"m": 0.9552437663078308
}
]
},
{
"epoch": 35,
"train_loss": 1.5726358890533447,
"val_loss": 1.0020889043807983,
"acc": 68.29,
"time": 117.91278091699996,
"param": [
{
"p": 0.14976713061332703,
"m": 0.9624664783477783
},
{
"p": 0.0073342276737093925,
"m": 0.9624664783477783
},
{
"p": 0.10446173697710037,
"m": 0.9624664783477783
},
{
"p": 0.052325669676065445,
"m": 0.9624664783477783
},
{
"p": 0.01883404515683651,
"m": 0.9624664783477783
},
{
"p": 0.03528758883476257,
"m": 0.9624664783477783
},
{
"p": 0.041009947657585144,
"m": 0.9624664783477783
},
{
"p": 0.054365288466215134,
"m": 0.9624664783477783
},
{
"p": 0.0730442926287651,
"m": 0.9624664783477783
},
{
"p": 0.14389097690582275,
"m": 0.9624664783477783
},
{
"p": 0.05558798834681511,
"m": 0.9624664783477783
},
{
"p": 0.10183519870042801,
"m": 0.9624664783477783
},
{
"p": 0.13921305537223816,
"m": 0.9624664783477783
},
{
"p": 0.023042818531394005,
"m": 0.9624664783477783
}
]
},
{
"epoch": 36,
"train_loss": 1.653583288192749,
"val_loss": 0.9054702520370483,
"acc": 67.69,
"time": 117.42078897100009,
"param": [
{
"p": 0.10135901719331741,
"m": 0.9431272745132446
},
{
"p": 0.015635496005415916,
"m": 0.9431272745132446
},
{
"p": 0.1049148216843605,
"m": 0.9431272745132446
},
{
"p": 0.06418921798467636,
"m": 0.9431272745132446
},
{
"p": 0.020587921142578125,
"m": 0.9431272745132446
},
{
"p": 0.03269121050834656,
"m": 0.9431272745132446
},
{
"p": 0.0659777820110321,
"m": 0.9431272745132446
},
{
"p": 0.07853829115629196,
"m": 0.9431272745132446
},
{
"p": 0.09374765306711197,
"m": 0.9431272745132446
},
{
"p": 0.10542285442352295,
"m": 0.9431272745132446
},
{
"p": 0.08023680001497269,
"m": 0.9431272745132446
},
{
"p": 0.08592116087675095,
"m": 0.9431272745132446
},
{
"p": 0.12956063449382782,
"m": 0.9431272745132446
},
{
"p": 0.021217184141278267,
"m": 0.9431272745132446
}
]
},
{
"epoch": 37,
"train_loss": 1.7074975967407227,
"val_loss": 0.98823481798172,
"acc": 68.4,
"time": 117.85306125999978,
"param": [
{
"p": 0.1372527927160263,
"m": 0.9394221901893616
},
{
"p": 0.0006863074377179146,
"m": 0.9394221901893616
},
{
"p": 0.09967293590307236,
"m": 0.9394221901893616
},
{
"p": 0.06662397086620331,
"m": 0.9394221901893616
},
{
"p": 0.019238315522670746,
"m": 0.9394221901893616
},
{
"p": 0.025512006133794785,
"m": 0.9394221901893616
},
{
"p": 0.08089907467365265,
"m": 0.9394221901893616
},
{
"p": 0.07034025341272354,
"m": 0.9394221901893616
},
{
"p": 0.07113055884838104,
"m": 0.9394221901893616
},
{
"p": 0.11613108217716217,
"m": 0.9394221901893616
},
{
"p": 0.06691578030586243,
"m": 0.9394221901893616
},
{
"p": 0.10263337939977646,
"m": 0.9394221901893616
},
{
"p": 0.10537383705377579,
"m": 0.9394221901893616
},
{
"p": 0.03758975490927696,
"m": 0.9394221901893616
}
]
},
{
"epoch": 38,
"train_loss": 1.675553560256958,
"val_loss": 0.8671945929527283,
"acc": 69.08,
"time": 119.58697313799985,
"param": [
{
"p": 0.10559830069541931,
"m": 0.9680407643318176
},
{
"p": 0.012752397917211056,
"m": 0.9680407643318176
},
{
"p": 0.11059048771858215,
"m": 0.9680407643318176
},
{
"p": 0.05283411964774132,
"m": 0.9680407643318176
},
{
"p": 0.0006948012742213905,
"m": 0.9680407643318176
},
{
"p": 0.027050701901316643,
"m": 0.9680407643318176
},
{
"p": 0.060340750962495804,
"m": 0.9680407643318176
},
{
"p": 0.08910983055830002,
"m": 0.9680407643318176
},
{
"p": 0.08619286119937897,
"m": 0.9680407643318176
},
{
"p": 0.11988489329814911,
"m": 0.9680407643318176
},
{
"p": 0.06358366459608078,
"m": 0.9680407643318176
},
{
"p": 0.09972698986530304,
"m": 0.9680407643318176
},
{
"p": 0.13726507127285004,
"m": 0.9680407643318176
},
{
"p": 0.034375183284282684,
"m": 0.9680407643318176
}
]
},
{
"epoch": 39,
"train_loss": 1.6618530750274658,
"val_loss": 0.955902636051178,
"acc": 67.89,
"time": 118.1434426879996,
"param": [
{
"p": 0.11699245125055313,
"m": 0.9676212668418884
},
{
"p": 0.01891338638961315,
"m": 0.9676212668418884
},
{
"p": 0.09793029725551605,
"m": 0.9676212668418884
},
{
"p": 0.02127205580472946,
"m": 0.9676212668418884
},
{
"p": 0.017988935112953186,
"m": 0.9676212668418884
},
{
"p": 0.02373366616666317,
"m": 0.9676212668418884
},
{
"p": 0.0477915033698082,
"m": 0.9676212668418884
},
{
"p": 0.08893880993127823,
"m": 0.9676212668418884
},
{
"p": 0.07195104658603668,
"m": 0.9676212668418884
},
{
"p": 0.12299083173274994,
"m": 0.9676212668418884
},
{
"p": 0.0902182012796402,
"m": 0.9676212668418884
},
{
"p": 0.09539718180894852,
"m": 0.9676212668418884
},
{
"p": 0.13650207221508026,
"m": 0.9676212668418884
},
{
"p": 0.0493796207010746,
"m": 0.9676212668418884
}
]
},
{
"epoch": 40,
"train_loss": 1.660996913909912,
"val_loss": 0.8903391361236572,
"acc": 69.38,
"time": 118.69206757599932,
"param": [
{
"p": 0.09075534343719482,
"m": 1.0
},
{
"p": 0.002774215070530772,
"m": 1.0
},
{
"p": 0.08195969462394714,
"m": 1.0
},
{
"p": 0.059958625584840775,
"m": 1.0
},
{
"p": 0.014275707304477692,
"m": 1.0
},
{
"p": 0.028959549963474274,
"m": 1.0
},
{
"p": 0.054930463433265686,
"m": 1.0
},
{
"p": 0.09073104709386826,
"m": 1.0
},
{
"p": 0.09619934111833572,
"m": 1.0
},
{
"p": 0.11323954910039902,
"m": 1.0
},
{
"p": 0.052515000104904175,
"m": 1.0
},
{
"p": 0.1330798715353012,
"m": 1.0
},
{
"p": 0.13638414442539215,
"m": 1.0
},
{
"p": 0.04423739016056061,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.621934413909912,
"val_loss": 0.8789520859718323,
"acc": 70.18,
"time": 118.30960167400008,
"param": [
{
"p": 0.13546313345432281,
"m": 0.945027232170105
},
{
"p": 0.0036286963149905205,
"m": 0.945027232170105
},
{
"p": 0.11230232566595078,
"m": 0.945027232170105
},
{
"p": 0.07691390812397003,
"m": 0.945027232170105
},
{
"p": 0.005782666150480509,
"m": 0.945027232170105
},
{
"p": 0.03473410755395889,
"m": 0.945027232170105
},
{
"p": 0.04257674142718315,
"m": 0.945027232170105
},
{
"p": 0.07886650413274765,
"m": 0.945027232170105
},
{
"p": 0.08715534955263138,
"m": 0.945027232170105
},
{
"p": 0.08530056476593018,
"m": 0.945027232170105
},
{
"p": 0.09088575094938278,
"m": 0.945027232170105
},
{
"p": 0.09579746425151825,
"m": 0.945027232170105
},
{
"p": 0.13222230970859528,
"m": 0.945027232170105
},
{
"p": 0.018370484933257103,
"m": 0.945027232170105
}
]
},
{
"epoch": 42,
"train_loss": 1.6062623262405396,
"val_loss": 0.8065263032913208,
"acc": 69.61,
"time": 118.83771649099981,
"param": [
{
"p": 0.13523608446121216,
"m": 1.0
},
{
"p": 0.015326079912483692,
"m": 1.0
},
{
"p": 0.1052406057715416,
"m": 1.0
},
{
"p": 0.058354079723358154,
"m": 1.0
},
{
"p": 0.025211282074451447,
"m": 1.0
},
{
"p": 0.00907278060913086,
"m": 1.0
},
{
"p": 0.06177445873618126,
"m": 1.0
},
{
"p": 0.058480434119701385,
"m": 1.0
},
{
"p": 0.08131400495767593,
"m": 1.0
},
{
"p": 0.10276132822036743,
"m": 1.0
},
{
"p": 0.0844053402543068,
"m": 1.0
},
{
"p": 0.11352971941232681,
"m": 1.0
},
{
"p": 0.1224290058016777,
"m": 1.0
},
{
"p": 0.02686469443142414,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.8829865455627441,
"val_loss": 1.0747820138931274,
"acc": 69.77,
"time": 118.84038615999998,
"param": [
{
"p": 0.11335552483797073,
"m": 0.9786927700042725
},
{
"p": 0.017893247306346893,
"m": 0.9786927700042725
},
{
"p": 0.08102121204137802,
"m": 0.9786927700042725
},
{
"p": 0.05379341170191765,
"m": 0.9786927700042725
},
{
"p": 0.0238295029848814,
"m": 0.9786927700042725
},
{
"p": 0.020748091861605644,
"m": 0.9786927700042725
},
{
"p": 0.060143448412418365,
"m": 0.9786927700042725
},
{
"p": 0.0885004773736,
"m": 0.9786927700042725
},
{
"p": 0.09903404861688614,
"m": 0.9786927700042725
},
{
"p": 0.1128835529088974,
"m": 0.9786927700042725
},
{
"p": 0.07822627574205399,
"m": 0.9786927700042725
},
{
"p": 0.1024228110909462,
"m": 0.9786927700042725
},
{
"p": 0.10990685969591141,
"m": 0.9786927700042725
},
{
"p": 0.038241513073444366,
"m": 0.9786927700042725
}
]
},
{
"epoch": 44,
"train_loss": 1.6851451396942139,
"val_loss": 0.8646091818809509,
"acc": 69.46,
"time": 119.0559054180003,
"param": [
{
"p": 0.1405048668384552,
"m": 1.0
},
{
"p": 0.000699988566339016,
"m": 1.0
},
{
"p": 0.11817403882741928,
"m": 1.0
},
{
"p": 0.052195120602846146,
"m": 1.0
},
{
"p": 0.007218535058200359,
"m": 1.0
},
{
"p": 0.029287390410900116,
"m": 1.0
},
{
"p": 0.07549339532852173,
"m": 1.0
},
{
"p": 0.06683226674795151,
"m": 1.0
},
{
"p": 0.05614028126001358,
"m": 1.0
},
{
"p": 0.11840101331472397,
"m": 1.0
},
{
"p": 0.09275133162736893,
"m": 1.0
},
{
"p": 0.10565103590488434,
"m": 1.0
},
{
"p": 0.11196313053369522,
"m": 1.0
},
{
"p": 0.02468763291835785,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.7282332181930542,
"val_loss": 0.8599439263343811,
"acc": 69.72,
"time": 117.74254853100047,
"param": [
{
"p": 0.13187499344348907,
"m": 0.9824402928352356
},
{
"p": 0.006830552592873573,
"m": 0.9824402928352356
},
{
"p": 0.10926356166601181,
"m": 0.9824402928352356
},
{
"p": 0.030106471851468086,
"m": 0.9824402928352356
},
{
"p": 0.01702491007745266,
"m": 0.9824402928352356
},
{
"p": 0.028518812730908394,
"m": 0.9824402928352356
},
{
"p": 0.06353740394115448,
"m": 0.9824402928352356
},
{
"p": 0.08224084228277206,
"m": 0.9824402928352356
},
{
"p": 0.07790268212556839,
"m": 0.9824402928352356
},
{
"p": 0.09789641946554184,
"m": 0.9824402928352356
},
{
"p": 0.06687985360622406,
"m": 0.9824402928352356
},
{
"p": 0.1128738597035408,
"m": 0.9824402928352356
},
{
"p": 0.1496482491493225,
"m": 0.9824402928352356
},
{
"p": 0.025401486083865166,
"m": 0.9824402928352356
}
]
},
{
"epoch": 46,
"train_loss": 1.785125970840454,
"val_loss": 0.8571377992630005,
"acc": 69.72,
"time": 119.61418569499983,
"param": [
{
"p": 0.13034269213676453,
"m": 0.9585632085800171
},
{
"p": 0.005432460457086563,
"m": 0.9585632085800171
},
{
"p": 0.11871971189975739,
"m": 0.9585632085800171
},
{
"p": 0.07660013437271118,
"m": 0.9585632085800171
},
{
"p": 0.021724289283156395,
"m": 0.9585632085800171
},
{
"p": 0.029125791043043137,
"m": 0.9585632085800171
},
{
"p": 0.055867068469524384,
"m": 0.9585632085800171
},
{
"p": 0.06690768152475357,
"m": 0.9585632085800171
},
{
"p": 0.06703413277864456,
"m": 0.9585632085800171
},
{
"p": 0.0923156887292862,
"m": 0.9585632085800171
},
{
"p": 0.06060362979769707,
"m": 0.9585632085800171
},
{
"p": 0.10646309703588486,
"m": 0.9585632085800171
},
{
"p": 0.1336379051208496,
"m": 0.9585632085800171
},
{
"p": 0.03522566705942154,
"m": 0.9585632085800171
}
]
},
{
"epoch": 47,
"train_loss": 1.7336385250091553,
"val_loss": 1.0076639652252197,
"acc": 68.95,
"time": 120.26566783599992,
"param": [
{
"p": 0.12533900141716003,
"m": 0.9624861478805542
},
{
"p": 0.0007028658292256296,
"m": 0.9624861478805542
},
{
"p": 0.08880481123924255,
"m": 0.9624861478805542
},
{
"p": 0.0440509133040905,
"m": 0.9624861478805542
},
{
"p": 0.017133420333266258,
"m": 0.9624861478805542
},
{
"p": 0.03482463210821152,
"m": 0.9624861478805542
},
{
"p": 0.06194420903921127,
"m": 0.9624861478805542
},
{
"p": 0.08853273838758469,
"m": 0.9624861478805542
},
{
"p": 0.09231951087713242,
"m": 0.9624861478805542
},
{
"p": 0.08227235078811646,
"m": 0.9624861478805542
},
{
"p": 0.09114483743906021,
"m": 0.9624861478805542
},
{
"p": 0.1057339534163475,
"m": 0.9624861478805542
},
{
"p": 0.12835800647735596,
"m": 0.9624861478805542
},
{
"p": 0.0388387106359005,
"m": 0.9624861478805542
}
]
},
{
"epoch": 48,
"train_loss": 1.8768999576568604,
"val_loss": 0.8700948357582092,
"acc": 69.45,
"time": 117.79450657799953,
"param": [
{
"p": 0.1578315794467926,
"m": 0.9990471601486206
},
{
"p": 0.013248829171061516,
"m": 0.9990471601486206
},
{
"p": 0.10998600721359253,
"m": 0.9990471601486206
},
{
"p": 0.024283848702907562,
"m": 0.9990471601486206
},
{
"p": 0.0007090655853971839,
"m": 0.9990471601486206
},
{
"p": 0.024617724120616913,
"m": 0.9990471601486206
},
{
"p": 0.056255947798490524,
"m": 0.9990471601486206
},
{
"p": 0.028002096340060234,
"m": 0.9990471601486206
},
{
"p": 0.08207479864358902,
"m": 0.9990471601486206
},
{
"p": 0.11171483993530273,
"m": 0.9990471601486206
},
{
"p": 0.06746312975883484,
"m": 0.9990471601486206
},
{
"p": 0.1293931007385254,
"m": 0.9990471601486206
},
{
"p": 0.14538784325122833,
"m": 0.9990471601486206
},
{
"p": 0.049031246453523636,
"m": 0.9990471601486206
}
]
},
{
"epoch": 49,
"train_loss": 1.539207100868225,
"val_loss": 0.8693873882293701,
"acc": 70.34,
"time": 117.85631188099978,
"param": [
{
"p": 0.11881473660469055,
"m": 1.0
},
{
"p": 0.005833345465362072,
"m": 1.0
},
{
"p": 0.09746298938989639,
"m": 1.0
},
{
"p": 0.060308001935482025,
"m": 1.0
},
{
"p": 0.0066446829587221146,
"m": 1.0
},
{
"p": 0.029667822644114494,
"m": 1.0
},
{
"p": 0.06612347811460495,
"m": 1.0
},
{
"p": 0.06827389448881149,
"m": 1.0
},
{
"p": 0.12372922897338867,
"m": 1.0
},
{
"p": 0.10499890893697739,
"m": 1.0
},
{
"p": 0.03562309592962265,
"m": 1.0
},
{
"p": 0.11094356328248978,
"m": 1.0
},
{
"p": 0.14405858516693115,
"m": 1.0
},
{
"p": 0.02751770429313183,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.6944876909255981,
"val_loss": 0.8840376734733582,
"acc": 69.57,
"time": 118.6320458250002,
"param": [
{
"p": 0.11796727031469345,
"m": 1.0
},
{
"p": 0.05528498813509941,
"m": 1.0
},
{
"p": 0.07774294912815094,
"m": 1.0
},
{
"p": 0.06206514686346054,
"m": 1.0
},
{
"p": 0.0006814764929004014,
"m": 1.0
},
{
"p": 0.018593141809105873,
"m": 1.0
},
{
"p": 0.07052488625049591,
"m": 1.0
},
{
"p": 0.08160849660634995,
"m": 1.0
},
{
"p": 0.0802389532327652,
"m": 1.0
},
{
"p": 0.09827088564634323,
"m": 1.0
},
{
"p": 0.06601899117231369,
"m": 1.0
},
{
"p": 0.11831384897232056,
"m": 1.0
},
{
"p": 0.12539280951023102,
"m": 1.0
},
{
"p": 0.027296166867017746,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.8189185857772827,
"val_loss": 0.7209709286689758,
"acc": 69.69,
"time": 122.43305625299945,
"param": [
{
"p": 0.12446737289428711,
"m": 0.9936447143554688
},
{
"p": 0.024488769471645355,
"m": 0.9936447143554688
},
{
"p": 0.09346894919872284,
"m": 0.9936447143554688
},
{
"p": 0.05937136709690094,
"m": 0.9936447143554688
},
{
"p": 0.03972204029560089,
"m": 0.9936447143554688
},
{
"p": 0.025587672367691994,
"m": 0.9936447143554688
},
{
"p": 0.0322360061109066,
"m": 0.9936447143554688
},
{
"p": 0.07494162768125534,
"m": 0.9936447143554688
},
{
"p": 0.087432861328125,
"m": 0.9936447143554688
},
{
"p": 0.1292758285999298,
"m": 0.9936447143554688
},
{
"p": 0.05829606205224991,
"m": 0.9936447143554688
},
{
"p": 0.09757725894451141,
"m": 0.9936447143554688
},
{
"p": 0.10654528439044952,
"m": 0.9936447143554688
},
{
"p": 0.046588875353336334,
"m": 0.9936447143554688
}
]
},
{
"epoch": 52,
"train_loss": 1.834407091140747,
"val_loss": 0.8030338287353516,
"acc": 69.72,
"time": 118.92792407700017,
"param": [
{
"p": 0.1359902322292328,
"m": 0.9979861378669739
},
{
"p": 0.007563874125480652,
"m": 0.9979861378669739
},
{
"p": 0.09765810519456863,
"m": 0.9979861378669739
},
{
"p": 0.055654577910900116,
"m": 0.9979861378669739
},
{
"p": 0.03709908947348595,
"m": 0.9979861378669739
},
{
"p": 0.03533249348402023,
"m": 0.9979861378669739
},
{
"p": 0.05142635479569435,
"m": 0.9979861378669739
},
{
"p": 0.05419361963868141,
"m": 0.9979861378669739
},
{
"p": 0.08522956818342209,
"m": 0.9979861378669739
},
{
"p": 0.07841642200946808,
"m": 0.9979861378669739
},
{
"p": 0.09513404965400696,
"m": 0.9979861378669739
},
{
"p": 0.10403371602296829,
"m": 0.9979861378669739
},
{
"p": 0.1137888953089714,
"m": 0.9979861378669739
},
{
"p": 0.048479024320840836,
"m": 0.9979861378669739
}
]
},
{
"epoch": 53,
"train_loss": 1.380448818206787,
"val_loss": 0.9136252999305725,
"acc": 69.35,
"time": 118.1002207649999,
"param": [
{
"p": 0.12625987827777863,
"m": 0.9260666966438293
},
{
"p": 0.03372674062848091,
"m": 0.9260666966438293
},
{
"p": 0.1136774942278862,
"m": 0.9260666966438293
},
{
"p": 0.05525504797697067,
"m": 0.9260666966438293
},
{
"p": 0.008755486458539963,
"m": 0.9260666966438293
},
{
"p": 0.012668094597756863,
"m": 0.9260666966438293
},
{
"p": 0.05688890069723129,
"m": 0.9260666966438293
},
{
"p": 0.08336769044399261,
"m": 0.9260666966438293
},
{
"p": 0.11644551903009415,
"m": 0.9260666966438293
},
{
"p": 0.1104920282959938,
"m": 0.9260666966438293
},
{
"p": 0.04825972020626068,
"m": 0.9260666966438293
},
{
"p": 0.09433149546384811,
"m": 0.9260666966438293
},
{
"p": 0.13917216658592224,
"m": 0.9260666966438293
},
{
"p": 0.0006997195305302739,
"m": 0.9260666966438293
}
]
},
{
"epoch": 54,
"train_loss": 1.8297109603881836,
"val_loss": 1.0333313941955566,
"acc": 70.4,
"time": 118.56736185000045,
"param": [
{
"p": 0.11371351033449173,
"m": 0.8551538586616516
},
{
"p": 0.0006930103409104049,
"m": 0.8551538586616516
},
{
"p": 0.08075956255197525,
"m": 0.8551538586616516
},
{
"p": 0.0683019682765007,
"m": 0.8551538586616516
},
{
"p": 0.03623077645897865,
"m": 0.8551538586616516
},
{
"p": 0.04108162224292755,
"m": 0.8551538586616516
},
{
"p": 0.0646999254822731,
"m": 0.8551538586616516
},
{
"p": 0.0648333802819252,
"m": 0.8551538586616516
},
{
"p": 0.08202000707387924,
"m": 0.8551538586616516
},
{
"p": 0.10188854485750198,
"m": 0.8551538586616516
},
{
"p": 0.08563049137592316,
"m": 0.8551538586616516
},
{
"p": 0.11644058674573898,
"m": 0.8551538586616516
},
{
"p": 0.10138631612062454,
"m": 0.8551538586616516
},
{
"p": 0.04232022911310196,
"m": 0.8551538586616516
}
]
},
{
"epoch": 55,
"train_loss": 1.5913381576538086,
"val_loss": 0.8958048820495605,
"acc": 70.22,
"time": 118.5736716500005,
"param": [
{
"p": 0.13177551329135895,
"m": 0.8419750332832336
},
{
"p": 0.0006961931358091533,
"m": 0.8419750332832336
},
{
"p": 0.07737112045288086,
"m": 0.8419750332832336
},
{
"p": 0.029715798795223236,
"m": 0.8419750332832336
},
{
"p": 0.018473267555236816,
"m": 0.8419750332832336
},
{
"p": 0.03829755261540413,
"m": 0.8419750332832336
},
{
"p": 0.06478745490312576,
"m": 0.8419750332832336
},
{
"p": 0.042932625859975815,
"m": 0.8419750332832336
},
{
"p": 0.11724262684583664,
"m": 0.8419750332832336
},
{
"p": 0.11617845296859741,
"m": 0.8419750332832336
},
{
"p": 0.09308100491762161,
"m": 0.8419750332832336
},
{
"p": 0.12063006311655045,
"m": 0.8419750332832336
},
{
"p": 0.11445790529251099,
"m": 0.8419750332832336
},
{
"p": 0.03436039760708809,
"m": 0.8419750332832336
}
]
},
{
"epoch": 56,
"train_loss": 1.2836252450942993,
"val_loss": 0.8043413162231445,
"acc": 70.57,
"time": 118.671654193,
"param": [
{
"p": 0.10626710951328278,
"m": 0.987664520740509
},
{
"p": 0.0006878128042444587,
"m": 0.987664520740509
},
{
"p": 0.09661242365837097,
"m": 0.987664520740509
},
{
"p": 0.07071299850940704,
"m": 0.987664520740509
},
{
"p": 0.024742012843489647,
"m": 0.987664520740509
},
{
"p": 0.0027898307889699936,
"m": 0.987664520740509
},
{
"p": 0.07850705832242966,
"m": 0.987664520740509
},
{
"p": 0.08226604759693146,
"m": 0.987664520740509
},
{
"p": 0.10087810456752777,
"m": 0.987664520740509
},
{
"p": 0.08347686380147934,
"m": 0.987664520740509
},
{
"p": 0.06591527163982391,
"m": 0.987664520740509
},
{
"p": 0.10392601788043976,
"m": 0.987664520740509
},
{
"p": 0.15077002346515656,
"m": 0.987664520740509
},
{
"p": 0.032448310405015945,
"m": 0.987664520740509
}
]
},
{
"epoch": 57,
"train_loss": 1.7392531633377075,
"val_loss": 0.8406030535697937,
"acc": 70.32,
"time": 118.41901831200084,
"param": [
{
"p": 0.1324985772371292,
"m": 1.0
},
{
"p": 0.03297918289899826,
"m": 1.0
},
{
"p": 0.10474245995283127,
"m": 1.0
},
{
"p": 0.04894249513745308,
"m": 1.0
},
{
"p": 0.03155651316046715,
"m": 1.0
},
{
"p": 0.03857758641242981,
"m": 1.0
},
{
"p": 0.07243603467941284,
"m": 1.0
},
{
"p": 0.0677003413438797,
"m": 1.0
},
{
"p": 0.09274963289499283,
"m": 1.0
},
{
"p": 0.08396028727293015,
"m": 1.0
},
{
"p": 0.07016219198703766,
"m": 1.0
},
{
"p": 0.08058016747236252,
"m": 1.0
},
{
"p": 0.10873153805732727,
"m": 1.0
},
{
"p": 0.03438297659158707,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.4150570631027222,
"val_loss": 0.8653342723846436,
"acc": 70.99,
"time": 117.74677847099974,
"param": [
{
"p": 0.10097580403089523,
"m": 0.9251798987388611
},
{
"p": 0.012836224399507046,
"m": 0.9251798987388611
},
{
"p": 0.09478790313005447,
"m": 0.9251798987388611
},
{
"p": 0.04710465297102928,
"m": 0.9251798987388611
},
{
"p": 0.021588971838355064,
"m": 0.9251798987388611
},
{
"p": 0.04401280730962753,
"m": 0.9251798987388611
},
{
"p": 0.04068603739142418,
"m": 0.9251798987388611
},
{
"p": 0.08651642501354218,
"m": 0.9251798987388611
},
{
"p": 0.0905943289399147,
"m": 0.9251798987388611
},
{
"p": 0.11172272264957428,
"m": 0.9251798987388611
},
{
"p": 0.07339128851890564,
"m": 0.9251798987388611
},
{
"p": 0.09555898606777191,
"m": 0.9251798987388611
},
{
"p": 0.1294485181570053,
"m": 0.9251798987388611
},
{
"p": 0.0507751889526844,
"m": 0.9251798987388611
}
]
},
{
"epoch": 59,
"train_loss": 1.7014539241790771,
"val_loss": 0.8738371729850769,
"acc": 70.64,
"time": 117.93881896699986,
"param": [
{
"p": 0.12089547514915466,
"m": 1.0
},
{
"p": 0.0007387783844023943,
"m": 1.0
},
{
"p": 0.11113070696592331,
"m": 1.0
},
{
"p": 0.056596677750349045,
"m": 1.0
},
{
"p": 0.02730470709502697,
"m": 1.0
},
{
"p": 0.027265015989542007,
"m": 1.0
},
{
"p": 0.07891736924648285,
"m": 1.0
},
{
"p": 0.06919229030609131,
"m": 1.0
},
{
"p": 0.07536176592111588,
"m": 1.0
},
{
"p": 0.1019662469625473,
"m": 1.0
},
{
"p": 0.08970140665769577,
"m": 1.0
},
{
"p": 0.09703409671783447,
"m": 1.0
},
{
"p": 0.12508989870548248,
"m": 1.0
},
{
"p": 0.01880553551018238,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.758352279663086,
"val_loss": 0.8056120276451111,
"acc": 70.89,
"time": 118.71085783600029,
"param": [
{
"p": 0.1028672605752945,
"m": 0.9246290326118469
},
{
"p": 0.012296215631067753,
"m": 0.9246290326118469
},
{
"p": 0.10688859969377518,
"m": 0.9246290326118469
},
{
"p": 0.06322303414344788,
"m": 0.9246290326118469
},
{
"p": 0.025011153891682625,
"m": 0.9246290326118469
},
{
"p": 0.04247312620282173,
"m": 0.9246290326118469
},
{
"p": 0.07437268644571304,
"m": 0.9246290326118469
},
{
"p": 0.07624929398298264,
"m": 0.9246290326118469
},
{
"p": 0.0887928456068039,
"m": 0.9246290326118469
},
{
"p": 0.08944197744131088,
"m": 0.9246290326118469
},
{
"p": 0.06996103376150131,
"m": 0.9246290326118469
},
{
"p": 0.09927641600370407,
"m": 0.9246290326118469
},
{
"p": 0.11053729057312012,
"m": 0.9246290326118469
},
{
"p": 0.03860900551080704,
"m": 0.9246290326118469
}
]
},
{
"epoch": 61,
"train_loss": 1.8293975591659546,
"val_loss": 0.8041298985481262,
"acc": 71.1,
"time": 119.59888108299947,
"param": [
{
"p": 0.08379048109054565,
"m": 0.8522278666496277
},
{
"p": 0.017089152708649635,
"m": 0.8522278666496277
},
{
"p": 0.09307269006967545,
"m": 0.8522278666496277
},
{
"p": 0.05614205077290535,
"m": 0.8522278666496277
},
{
"p": 0.019677963107824326,
"m": 0.8522278666496277
},
{
"p": 0.04613839462399483,
"m": 0.8522278666496277
},
{
"p": 0.0807482898235321,
"m": 0.8522278666496277
},
{
"p": 0.07962987571954727,
"m": 0.8522278666496277
},
{
"p": 0.10560523718595505,
"m": 0.8522278666496277
},
{
"p": 0.10443655401468277,
"m": 0.8522278666496277
},
{
"p": 0.07110670208930969,
"m": 0.8522278666496277
},
{
"p": 0.09936971217393875,
"m": 0.8522278666496277
},
{
"p": 0.10016656666994095,
"m": 0.8522278666496277
},
{
"p": 0.04302629828453064,
"m": 0.8522278666496277
}
]
},
{
"epoch": 62,
"train_loss": 1.459557056427002,
"val_loss": 0.9860771894454956,
"acc": 70.72,
"time": 119.43134820999967,
"param": [
{
"p": 0.12427306920289993,
"m": 0.9251965880393982
},
{
"p": 0.01338400412350893,
"m": 0.9251965880393982
},
{
"p": 0.10258078575134277,
"m": 0.9251965880393982
},
{
"p": 0.04463774338364601,
"m": 0.9251965880393982
},
{
"p": 0.037938691675662994,
"m": 0.9251965880393982
},
{
"p": 0.02148793824017048,
"m": 0.9251965880393982
},
{
"p": 0.05510133132338524,
"m": 0.9251965880393982
},
{
"p": 0.08769956976175308,
"m": 0.9251965880393982
},
{
"p": 0.10840754956007004,
"m": 0.9251965880393982
},
{
"p": 0.08740857243537903,
"m": 0.9251965880393982
},
{
"p": 0.0908917635679245,
"m": 0.9251965880393982
},
{
"p": 0.08034594357013702,
"m": 0.9251965880393982
},
{
"p": 0.1291956752538681,
"m": 0.9251965880393982
},
{
"p": 0.0166473351418972,
"m": 0.9251965880393982
}
]
},
{
"epoch": 63,
"train_loss": 1.8165407180786133,
"val_loss": 0.7590582966804504,
"acc": 70.68,
"time": 120.59134384200024,
"param": [
{
"p": 0.130951926112175,
"m": 0.9711666703224182
},
{
"p": 0.0007093789172358811,
"m": 0.9711666703224182
},
{
"p": 0.12009226530790329,
"m": 0.9711666703224182
},
{
"p": 0.039221953600645065,
"m": 0.9711666703224182
},
{
"p": 0.04636308178305626,
"m": 0.9711666703224182
},
{
"p": 0.03796905651688576,
"m": 0.9711666703224182
},
{
"p": 0.049643680453300476,
"m": 0.9711666703224182
},
{
"p": 0.05188083276152611,
"m": 0.9711666703224182
},
{
"p": 0.0768497884273529,
"m": 0.9711666703224182
},
{
"p": 0.11393390595912933,
"m": 0.9711666703224182
},
{
"p": 0.0826757624745369,
"m": 0.9711666703224182
},
{
"p": 0.06315776705741882,
"m": 0.9711666703224182
},
{
"p": 0.14293724298477173,
"m": 0.9711666703224182
},
{
"p": 0.043613262474536896,
"m": 0.9711666703224182
}
]
},
{
"epoch": 64,
"train_loss": 1.6250358819961548,
"val_loss": 0.8154468536376953,
"acc": 71.94,
"time": 118.17327172399928,
"param": [
{
"p": 0.11763100326061249,
"m": 1.0
},
{
"p": 0.027829168364405632,
"m": 1.0
},
{
"p": 0.10523155331611633,
"m": 1.0
},
{
"p": 0.031948670744895935,
"m": 1.0
},
{
"p": 0.014400598593056202,
"m": 1.0
},
{
"p": 0.023859290406107903,
"m": 1.0
},
{
"p": 0.053271688520908356,
"m": 1.0
},
{
"p": 0.07574468106031418,
"m": 1.0
},
{
"p": 0.11656872183084488,
"m": 1.0
},
{
"p": 0.10635249316692352,
"m": 1.0
},
{
"p": 0.08404906839132309,
"m": 1.0
},
{
"p": 0.07379290461540222,
"m": 1.0
},
{
"p": 0.13701868057250977,
"m": 1.0
},
{
"p": 0.032301463186740875,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.8783761262893677,
"val_loss": 0.7365092635154724,
"acc": 71.25,
"time": 118.5173454099995,
"param": [
{
"p": 0.09864169359207153,
"m": 0.8804835677146912
},
{
"p": 0.013184681534767151,
"m": 0.8804835677146912
},
{
"p": 0.09091491252183914,
"m": 0.8804835677146912
},
{
"p": 0.022565962746739388,
"m": 0.8804835677146912
},
{
"p": 0.01715344935655594,
"m": 0.8804835677146912
},
{
"p": 0.04335758462548256,
"m": 0.8804835677146912
},
{
"p": 0.0818709135055542,
"m": 0.8804835677146912
},
{
"p": 0.09496013075113297,
"m": 0.8804835677146912
},
{
"p": 0.08656862378120422,
"m": 0.8804835677146912
},
{
"p": 0.1479080319404602,
"m": 0.8804835677146912
},
{
"p": 0.09135004132986069,
"m": 0.8804835677146912
},
{
"p": 0.04584556818008423,
"m": 0.8804835677146912
},
{
"p": 0.10703824460506439,
"m": 0.8804835677146912
},
{
"p": 0.05864018201828003,
"m": 0.8804835677146912
}
]
},
{
"epoch": 66,
"train_loss": 1.482102632522583,
"val_loss": 0.8295846581459045,
"acc": 71.19,
"time": 118.48126975800005,
"param": [
{
"p": 0.12756893038749695,
"m": 0.8155121803283691
},
{
"p": 0.01570551097393036,
"m": 0.8155121803283691
},
{
"p": 0.09121192991733551,
"m": 0.8155121803283691
},
{
"p": 0.06011425331234932,
"m": 0.8155121803283691
},
{
"p": 0.025516191497445107,
"m": 0.8155121803283691
},
{
"p": 0.03076009638607502,
"m": 0.8155121803283691
},
{
"p": 0.06732659786939621,
"m": 0.8155121803283691
},
{
"p": 0.06994768977165222,
"m": 0.8155121803283691
},
{
"p": 0.10015460103750229,
"m": 0.8155121803283691
},
{
"p": 0.10246847569942474,
"m": 0.8155121803283691
},
{
"p": 0.09095794707536697,
"m": 0.8155121803283691
},
{
"p": 0.08542788028717041,
"m": 0.8155121803283691
},
{
"p": 0.09846235811710358,
"m": 0.8155121803283691
},
{
"p": 0.034377627074718475,
"m": 0.8155121803283691
}
]
},
{
"epoch": 67,
"train_loss": 1.7534983158111572,
"val_loss": 1.0023086071014404,
"acc": 71.71,
"time": 117.58115484700011,
"param": [
{
"p": 0.08244835585355759,
"m": 0.9133205413818359
},
{
"p": 0.015395105816423893,
"m": 0.9133205413818359
},
{
"p": 0.09190177172422409,
"m": 0.9133205413818359
},
{
"p": 0.04921651631593704,
"m": 0.9133205413818359
},
{
"p": 0.02715599536895752,
"m": 0.9133205413818359
},
{
"p": 0.017296889796853065,
"m": 0.9133205413818359
},
{
"p": 0.05583799630403519,
"m": 0.9133205413818359
},
{
"p": 0.0891600027680397,
"m": 0.9133205413818359
},
{
"p": 0.09398625046014786,
"m": 0.9133205413818359
},
{
"p": 0.12930114567279816,
"m": 0.9133205413818359
},
{
"p": 0.07997853308916092,
"m": 0.9133205413818359
},
{
"p": 0.10199284553527832,
"m": 0.9133205413818359
},
{
"p": 0.12238777428865433,
"m": 0.9133205413818359
},
{
"p": 0.04394081234931946,
"m": 0.9133205413818359
}
]
},
{
"epoch": 68,
"train_loss": 1.6560899019241333,
"val_loss": 0.968160092830658,
"acc": 70.49,
"time": 118.0243629000006,
"param": [
{
"p": 0.07488410174846649,
"m": 0.905223548412323
},
{
"p": 0.01098023634403944,
"m": 0.905223548412323
},
{
"p": 0.06736110150814056,
"m": 0.905223548412323
},
{
"p": 0.05038849636912346,
"m": 0.905223548412323
},
{
"p": 0.0007135835476219654,
"m": 0.905223548412323
},
{
"p": 0.035922057926654816,
"m": 0.905223548412323
},
{
"p": 0.07294045388698578,
"m": 0.905223548412323
},
{
"p": 0.09687680006027222,
"m": 0.905223548412323
},
{
"p": 0.08391645550727844,
"m": 0.905223548412323
},
{
"p": 0.10532518476247787,
"m": 0.905223548412323
},
{
"p": 0.08893273025751114,
"m": 0.905223548412323
},
{
"p": 0.13152290880680084,
"m": 0.905223548412323
},
{
"p": 0.11410057544708252,
"m": 0.905223548412323
},
{
"p": 0.06613531708717346,
"m": 0.905223548412323
}
]
},
{
"epoch": 69,
"train_loss": 1.6372184753417969,
"val_loss": 0.7999181151390076,
"acc": 70.69,
"time": 118.32666276700002,
"param": [
{
"p": 0.13169103860855103,
"m": 0.991387665271759
},
{
"p": 0.014192097820341587,
"m": 0.991387665271759
},
{
"p": 0.10276180505752563,
"m": 0.991387665271759
},
{
"p": 0.06558649986982346,
"m": 0.991387665271759
},
{
"p": 0.008747248910367489,
"m": 0.991387665271759
},
{
"p": 0.0088927848264575,
"m": 0.991387665271759
},
{
"p": 0.0624726340174675,
"m": 0.991387665271759
},
{
"p": 0.07689361274242401,
"m": 0.991387665271759
},
{
"p": 0.1041807234287262,
"m": 0.991387665271759
},
{
"p": 0.10594865679740906,
"m": 0.991387665271759
},
{
"p": 0.06251075863838196,
"m": 0.991387665271759
},
{
"p": 0.09142546355724335,
"m": 0.991387665271759
},
{
"p": 0.11867327243089676,
"m": 0.991387665271759
},
{
"p": 0.046023331582546234,
"m": 0.991387665271759
}
]
},
{
"epoch": 70,
"train_loss": 1.8207855224609375,
"val_loss": 0.899366557598114,
"acc": 70.31,
"time": 118.36490831199899,
"param": [
{
"p": 0.12281189113855362,
"m": 1.0
},
{
"p": 0.02383975125849247,
"m": 1.0
},
{
"p": 0.0857180580496788,
"m": 1.0
},
{
"p": 0.028746910393238068,
"m": 1.0
},
{
"p": 0.027824407443404198,
"m": 1.0
},
{
"p": 0.03745496645569801,
"m": 1.0
},
{
"p": 0.0836544930934906,
"m": 1.0
},
{
"p": 0.06708233058452606,
"m": 1.0
},
{
"p": 0.0933714210987091,
"m": 1.0
},
{
"p": 0.09195461869239807,
"m": 1.0
},
{
"p": 0.09392812103033066,
"m": 1.0
},
{
"p": 0.06959552317857742,
"m": 1.0
},
{
"p": 0.12230804562568665,
"m": 1.0
},
{
"p": 0.051709529012441635,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.6571078300476074,
"val_loss": 1.1098819971084595,
"acc": 72.07,
"time": 118.87740237499929,
"param": [
{
"p": 0.12234058231115341,
"m": 0.9455455541610718
},
{
"p": 0.010714050382375717,
"m": 0.9455455541610718
},
{
"p": 0.09288088232278824,
"m": 0.9455455541610718
},
{
"p": 0.02125290408730507,
"m": 0.9455455541610718
},
{
"p": 0.03272731974720955,
"m": 0.9455455541610718
},
{
"p": 0.03024125285446644,
"m": 0.9455455541610718
},
{
"p": 0.0866939052939415,
"m": 0.9455455541610718
},
{
"p": 0.08406659960746765,
"m": 0.9455455541610718
},
{
"p": 0.09237976372241974,
"m": 0.9455455541610718
},
{
"p": 0.10142773389816284,
"m": 0.9455455541610718
},
{
"p": 0.07217968255281448,
"m": 0.9455455541610718
},
{
"p": 0.10897225886583328,
"m": 0.9455455541610718
},
{
"p": 0.10122212767601013,
"m": 0.9455455541610718
},
{
"p": 0.042900923639535904,
"m": 0.9455455541610718
}
]
},
{
"epoch": 72,
"train_loss": 1.7771202325820923,
"val_loss": 0.8414785861968994,
"acc": 71.22,
"time": 119.06843438100077,
"param": [
{
"p": 0.11160062998533249,
"m": 0.9267768263816833
},
{
"p": 0.011175964027643204,
"m": 0.9267768263816833
},
{
"p": 0.10021927207708359,
"m": 0.9267768263816833
},
{
"p": 0.05894941836595535,
"m": 0.9267768263816833
},
{
"p": 0.03353939577937126,
"m": 0.9267768263816833
},
{
"p": 0.02543957158923149,
"m": 0.9267768263816833
},
{
"p": 0.07720936834812164,
"m": 0.9267768263816833
},
{
"p": 0.06831734627485275,
"m": 0.9267768263816833
},
{
"p": 0.09256305545568466,
"m": 0.9267768263816833
},
{
"p": 0.11285228282213211,
"m": 0.9267768263816833
},
{
"p": 0.09084556996822357,
"m": 0.9267768263816833
},
{
"p": 0.10132087022066116,
"m": 0.9267768263816833
},
{
"p": 0.08225248008966446,
"m": 0.9267768263816833
},
{
"p": 0.033714741468429565,
"m": 0.9267768263816833
}
]
},
{
"epoch": 73,
"train_loss": 1.9113438129425049,
"val_loss": 0.8737874031066895,
"acc": 71.27,
"time": 119.6948919489987,
"param": [
{
"p": 0.10820761322975159,
"m": 0.938772976398468
},
{
"p": 0.032056115567684174,
"m": 0.938772976398468
},
{
"p": 0.09341396391391754,
"m": 0.938772976398468
},
{
"p": 0.045286841690540314,
"m": 0.938772976398468
},
{
"p": 0.028286408632993698,
"m": 0.938772976398468
},
{
"p": 0.04373493790626526,
"m": 0.938772976398468
},
{
"p": 0.05695085972547531,
"m": 0.938772976398468
},
{
"p": 0.08750304579734802,
"m": 0.938772976398468
},
{
"p": 0.06996458023786545,
"m": 0.938772976398468
},
{
"p": 0.10598983615636826,
"m": 0.938772976398468
},
{
"p": 0.08871356397867203,
"m": 0.938772976398468
},
{
"p": 0.07979167252779007,
"m": 0.938772976398468
},
{
"p": 0.10701879113912582,
"m": 0.938772976398468
},
{
"p": 0.05308178812265396,
"m": 0.938772976398468
}
]
},
{
"epoch": 74,
"train_loss": 1.5476261377334595,
"val_loss": 0.9591642022132874,
"acc": 71.8,
"time": 118.1429736629998,
"param": [
{
"p": 0.1113504096865654,
"m": 0.998701274394989
},
{
"p": 0.014178662560880184,
"m": 0.998701274394989
},
{
"p": 0.10250835865736008,
"m": 0.998701274394989
},
{
"p": 0.06391700357198715,
"m": 0.998701274394989
},
{
"p": 0.018148059025406837,
"m": 0.998701274394989
},
{
"p": 0.03466814011335373,
"m": 0.998701274394989
},
{
"p": 0.06258372217416763,
"m": 0.998701274394989
},
{
"p": 0.06282809376716614,
"m": 0.998701274394989
},
{
"p": 0.09198567271232605,
"m": 0.998701274394989
},
{
"p": 0.11015799641609192,
"m": 0.998701274394989
},
{
"p": 0.08327364176511765,
"m": 0.998701274394989
},
{
"p": 0.08740924298763275,
"m": 0.998701274394989
},
{
"p": 0.10355601459741592,
"m": 0.998701274394989
},
{
"p": 0.053434912115335464,
"m": 0.998701274394989
}
]
},
{
"epoch": 75,
"train_loss": 1.6776305437088013,
"val_loss": 0.7657145857810974,
"acc": 71.53,
"time": 119.92922162899958,
"param": [
{
"p": 0.10214079916477203,
"m": 0.8415449857711792
},
{
"p": 0.0007084340322762728,
"m": 0.8415449857711792
},
{
"p": 0.08144010603427887,
"m": 0.8415449857711792
},
{
"p": 0.05258430540561676,
"m": 0.8415449857711792
},
{
"p": 0.04522339254617691,
"m": 0.8415449857711792
},
{
"p": 0.06322770565748215,
"m": 0.8415449857711792
},
{
"p": 0.08567319810390472,
"m": 0.8415449857711792
},
{
"p": 0.05829020217061043,
"m": 0.8415449857711792
},
{
"p": 0.0758141577243805,
"m": 0.8415449857711792
},
{
"p": 0.11864010244607925,
"m": 0.8415449857711792
},
{
"p": 0.10493995249271393,
"m": 0.8415449857711792
},
{
"p": 0.07430803030729294,
"m": 0.8415449857711792
},
{
"p": 0.1304614096879959,
"m": 0.8415449857711792
},
{
"p": 0.006548213306814432,
"m": 0.8415449857711792
}
]
},
{
"epoch": 76,
"train_loss": 1.341066598892212,
"val_loss": 0.7331722378730774,
"acc": 71.19,
"time": 118.23923549900064,
"param": [
{
"p": 0.12630079686641693,
"m": 1.0
},
{
"p": 0.002285972936078906,
"m": 1.0
},
{
"p": 0.09848903864622116,
"m": 1.0
},
{
"p": 0.03224848210811615,
"m": 1.0
},
{
"p": 0.013855397701263428,
"m": 1.0
},
{
"p": 0.03491363301873207,
"m": 1.0
},
{
"p": 0.06576159596443176,
"m": 1.0
},
{
"p": 0.05894404277205467,
"m": 1.0
},
{
"p": 0.12024086713790894,
"m": 1.0
},
{
"p": 0.10636291652917862,
"m": 1.0
},
{
"p": 0.11090408265590668,
"m": 1.0
},
{
"p": 0.11536185443401337,
"m": 1.0
},
{
"p": 0.0769377052783966,
"m": 1.0
},
{
"p": 0.03739369288086891,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.4598870277404785,
"val_loss": 0.7210254669189453,
"acc": 72.68,
"time": 119.26868361199922,
"param": [
{
"p": 0.12879084050655365,
"m": 0.9458637833595276
},
{
"p": 0.025379642844200134,
"m": 0.9458637833595276
},
{
"p": 0.05673827975988388,
"m": 0.9458637833595276
},
{
"p": 0.07347366213798523,
"m": 0.9458637833595276
},
{
"p": 0.04472644254565239,
"m": 0.9458637833595276
},
{
"p": 0.01006426103413105,
"m": 0.9458637833595276
},
{
"p": 0.07796745747327805,
"m": 0.9458637833595276
},
{
"p": 0.06794492155313492,
"m": 0.9458637833595276
},
{
"p": 0.07441974431276321,
"m": 0.9458637833595276
},
{
"p": 0.12415438890457153,
"m": 0.9458637833595276
},
{
"p": 0.0668627917766571,
"m": 0.9458637833595276
},
{
"p": 0.07768969982862473,
"m": 0.9458637833595276
},
{
"p": 0.12919792532920837,
"m": 0.9458637833595276
},
{
"p": 0.042589928954839706,
"m": 0.9458637833595276
}
]
},
{
"epoch": 78,
"train_loss": 1.6090697050094604,
"val_loss": 0.8494600057601929,
"acc": 71.89,
"time": 118.11700858900076,
"param": [
{
"p": 0.1089276522397995,
"m": 1.0
},
{
"p": 0.000709662854205817,
"m": 1.0
},
{
"p": 0.08818589895963669,
"m": 1.0
},
{
"p": 0.02277764491736889,
"m": 1.0
},
{
"p": 0.00961033720523119,
"m": 1.0
},
{
"p": 0.033411841839551926,
"m": 1.0
},
{
"p": 0.03821968659758568,
"m": 1.0
},
{
"p": 0.056914858520030975,
"m": 1.0
},
{
"p": 0.1063600555062294,
"m": 1.0
},
{
"p": 0.1263352781534195,
"m": 1.0
},
{
"p": 0.12081079185009003,
"m": 1.0
},
{
"p": 0.08273275941610336,
"m": 1.0
},
{
"p": 0.1456654816865921,
"m": 1.0
},
{
"p": 0.0593380369246006,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.2892956733703613,
"val_loss": 0.8453018665313721,
"acc": 72.42,
"time": 117.69514047600023,
"param": [
{
"p": 0.09755478799343109,
"m": 0.8901040554046631
},
{
"p": 0.01355179212987423,
"m": 0.8901040554046631
},
{
"p": 0.07376721501350403,
"m": 0.8901040554046631
},
{
"p": 0.04603065922856331,
"m": 0.8901040554046631
},
{
"p": 0.0014693234115839005,
"m": 0.8901040554046631
},
{
"p": 0.022616369649767876,
"m": 0.8901040554046631
},
{
"p": 0.08267110586166382,
"m": 0.8901040554046631
},
{
"p": 0.08008138835430145,
"m": 0.8901040554046631
},
{
"p": 0.09979069977998734,
"m": 0.8901040554046631
},
{
"p": 0.10437850654125214,
"m": 0.8901040554046631
},
{
"p": 0.11374537646770477,
"m": 0.8901040554046631
},
{
"p": 0.07320821285247803,
"m": 0.8901040554046631
},
{
"p": 0.12937365472316742,
"m": 0.8901040554046631
},
{
"p": 0.06176086142659187,
"m": 0.8901040554046631
}
]
},
{
"epoch": 80,
"train_loss": 1.5229723453521729,
"val_loss": 0.8527525067329407,
"acc": 71.97,
"time": 118.51927873500063,
"param": [
{
"p": 0.12112758308649063,
"m": 1.0
},
{
"p": 0.023094844073057175,
"m": 1.0
},
{
"p": 0.08988748490810394,
"m": 1.0
},
{
"p": 0.03018675558269024,
"m": 1.0
},
{
"p": 0.02467411756515503,
"m": 1.0
},
{
"p": 0.04672226682305336,
"m": 1.0
},
{
"p": 0.0710798054933548,
"m": 1.0
},
{
"p": 0.06702815741300583,
"m": 1.0
},
{
"p": 0.0873754620552063,
"m": 1.0
},
{
"p": 0.08659858256578445,
"m": 1.0
},
{
"p": 0.10155448317527771,
"m": 1.0
},
{
"p": 0.11731504648923874,
"m": 1.0
},
{
"p": 0.09474016726016998,
"m": 1.0
},
{
"p": 0.03861524909734726,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.452081561088562,
"val_loss": 0.8033722043037415,
"acc": 71.94,
"time": 118.55005163900023,
"param": [
{
"p": 0.0995563343167305,
"m": 0.9176837205886841
},
{
"p": 0.0006827377364970744,
"m": 0.9176837205886841
},
{
"p": 0.09503141045570374,
"m": 0.9176837205886841
},
{
"p": 0.04204414784908295,
"m": 0.9176837205886841
},
{
"p": 0.03143203631043434,
"m": 0.9176837205886841
},
{
"p": 0.02975970320403576,
"m": 0.9176837205886841
},
{
"p": 0.09463497251272202,
"m": 0.9176837205886841
},
{
"p": 0.08378983289003372,
"m": 0.9176837205886841
},
{
"p": 0.08920012414455414,
"m": 0.9176837205886841
},
{
"p": 0.10453300923109055,
"m": 0.9176837205886841
},
{
"p": 0.08783096820116043,
"m": 0.9176837205886841
},
{
"p": 0.07946940511465073,
"m": 0.9176837205886841
},
{
"p": 0.11013791710138321,
"m": 0.9176837205886841
},
{
"p": 0.05189742147922516,
"m": 0.9176837205886841
}
]
},
{
"epoch": 82,
"train_loss": 1.352858066558838,
"val_loss": 0.7830455303192139,
"acc": 72.41,
"time": 118.81698225199943,
"param": [
{
"p": 0.11570969969034195,
"m": 0.8782703280448914
},
{
"p": 0.012714637443423271,
"m": 0.8782703280448914
},
{
"p": 0.12110728770494461,
"m": 0.8782703280448914
},
{
"p": 0.049455687403678894,
"m": 0.8782703280448914
},
{
"p": 0.028017232194542885,
"m": 0.8782703280448914
},
{
"p": 0.04535136744379997,
"m": 0.8782703280448914
},
{
"p": 0.07225260883569717,
"m": 0.8782703280448914
},
{
"p": 0.06325718760490417,
"m": 0.8782703280448914
},
{
"p": 0.07629229128360748,
"m": 0.8782703280448914
},
{
"p": 0.07977413386106491,
"m": 0.8782703280448914
},
{
"p": 0.0967719778418541,
"m": 0.8782703280448914
},
{
"p": 0.07855051010847092,
"m": 0.8782703280448914
},
{
"p": 0.10592757165431976,
"m": 0.8782703280448914
},
{
"p": 0.05481787770986557,
"m": 0.8782703280448914
}
]
},
{
"epoch": 83,
"train_loss": 1.3371891975402832,
"val_loss": 0.813477635383606,
"acc": 71.95,
"time": 118.96567520299868,
"param": [
{
"p": 0.10139458626508713,
"m": 0.9920026063919067
},
{
"p": 0.024456588551402092,
"m": 0.9920026063919067
},
{
"p": 0.09227341413497925,
"m": 0.9920026063919067
},
{
"p": 0.046430084854364395,
"m": 0.9920026063919067
},
{
"p": 0.035142332315444946,
"m": 0.9920026063919067
},
{
"p": 0.040107958018779755,
"m": 0.9920026063919067
},
{
"p": 0.07394226640462875,
"m": 0.9920026063919067
},
{
"p": 0.01832168735563755,
"m": 0.9920026063919067
},
{
"p": 0.10412860661745071,
"m": 0.9920026063919067
},
{
"p": 0.09694847464561462,
"m": 0.9920026063919067
},
{
"p": 0.0968099907040596,
"m": 0.9920026063919067
},
{
"p": 0.09753704071044922,
"m": 0.9920026063919067
},
{
"p": 0.11753799021244049,
"m": 0.9920026063919067
},
{
"p": 0.054968979209661484,
"m": 0.9920026063919067
}
]
},
{
"epoch": 84,
"train_loss": 1.7652976512908936,
"val_loss": 0.874248743057251,
"acc": 71.73,
"time": 118.29239929199866,
"param": [
{
"p": 0.10632208734750748,
"m": 0.9317994117736816
},
{
"p": 0.0010519810020923615,
"m": 0.9317994117736816
},
{
"p": 0.07639971375465393,
"m": 0.9317994117736816
},
{
"p": 0.04807139188051224,
"m": 0.9317994117736816
},
{
"p": 0.03453591838479042,
"m": 0.9317994117736816
},
{
"p": 0.04453382268548012,
"m": 0.9317994117736816
},
{
"p": 0.08429323136806488,
"m": 0.9317994117736816
},
{
"p": 0.07879265397787094,
"m": 0.9317994117736816
},
{
"p": 0.0990934669971466,
"m": 0.9317994117736816
},
{
"p": 0.09255041182041168,
"m": 0.9317994117736816
},
{
"p": 0.1056407168507576,
"m": 0.9317994117736816
},
{
"p": 0.0813775584101677,
"m": 0.9317994117736816
},
{
"p": 0.11028985679149628,
"m": 0.9317994117736816
},
{
"p": 0.03704717755317688,
"m": 0.9317994117736816
}
]
},
{
"epoch": 85,
"train_loss": 1.5764201879501343,
"val_loss": 0.856774091720581,
"acc": 72.12,
"time": 118.46577272600007,
"param": [
{
"p": 0.0933239534497261,
"m": 0.8602541089057922
},
{
"p": 0.03655821830034256,
"m": 0.8602541089057922
},
{
"p": 0.10957285761833191,
"m": 0.8602541089057922
},
{
"p": 0.055355504155159,
"m": 0.8602541089057922
},
{
"p": 0.02828935906291008,
"m": 0.8602541089057922
},
{
"p": 0.0008618992287665606,
"m": 0.8602541089057922
},
{
"p": 0.04215722903609276,
"m": 0.8602541089057922
},
{
"p": 0.08861173689365387,
"m": 0.8602541089057922
},
{
"p": 0.08546923846006393,
"m": 0.8602541089057922
},
{
"p": 0.11595605313777924,
"m": 0.8602541089057922
},
{
"p": 0.07844018936157227,
"m": 0.8602541089057922
},
{
"p": 0.09376662969589233,
"m": 0.8602541089057922
},
{
"p": 0.1275419294834137,
"m": 0.8602541089057922
},
{
"p": 0.04409513995051384,
"m": 0.8602541089057922
}
]
},
{
"epoch": 86,
"train_loss": 1.3331810235977173,
"val_loss": 0.8577824831008911,
"acc": 72.29,
"time": 118.1364205739992,
"param": [
{
"p": 0.12884925305843353,
"m": 0.8565330505371094
},
{
"p": 0.011333665810525417,
"m": 0.8565330505371094
},
{
"p": 0.08811226487159729,
"m": 0.8565330505371094
},
{
"p": 0.03441999852657318,
"m": 0.8565330505371094
},
{
"p": 0.02655242197215557,
"m": 0.8565330505371094
},
{
"p": 0.04450344294309616,
"m": 0.8565330505371094
},
{
"p": 0.06926115602254868,
"m": 0.8565330505371094
},
{
"p": 0.029456431046128273,
"m": 0.8565330505371094
},
{
"p": 0.09001760929822922,
"m": 0.8565330505371094
},
{
"p": 0.1065339744091034,
"m": 0.8565330505371094
},
{
"p": 0.08346162736415863,
"m": 0.8565330505371094
},
{
"p": 0.10700080543756485,
"m": 0.8565330505371094
},
{
"p": 0.120764821767807,
"m": 0.8565330505371094
},
{
"p": 0.05973252281546593,
"m": 0.8565330505371094
}
]
},
{
"epoch": 87,
"train_loss": 1.3894047737121582,
"val_loss": 0.8615595102310181,
"acc": 72.02,
"time": 118.0277333289996,
"param": [
{
"p": 0.11574731767177582,
"m": 0.8120564222335815
},
{
"p": 0.005002409685403109,
"m": 0.8120564222335815
},
{
"p": 0.10877296328544617,
"m": 0.8120564222335815
},
{
"p": 0.0575106255710125,
"m": 0.8120564222335815
},
{
"p": 0.026658395305275917,
"m": 0.8120564222335815
},
{
"p": 0.04001769423484802,
"m": 0.8120564222335815
},
{
"p": 0.04709680750966072,
"m": 0.8120564222335815
},
{
"p": 0.07626140862703323,
"m": 0.8120564222335815
},
{
"p": 0.09614916145801544,
"m": 0.8120564222335815
},
{
"p": 0.08287788182497025,
"m": 0.8120564222335815
},
{
"p": 0.07508628815412521,
"m": 0.8120564222335815
},
{
"p": 0.10107986629009247,
"m": 0.8120564222335815
},
{
"p": 0.10498514026403427,
"m": 0.8120564222335815
},
{
"p": 0.0627540573477745,
"m": 0.8120564222335815
}
]
},
{
"epoch": 88,
"train_loss": 1.4459669589996338,
"val_loss": 0.8204823732376099,
"acc": 73.22,
"time": 119.20918335199894,
"param": [
{
"p": 0.11248831450939178,
"m": 0.9874435663223267
},
{
"p": 0.0049907369539141655,
"m": 0.9874435663223267
},
{
"p": 0.1032174825668335,
"m": 0.9874435663223267
},
{
"p": 0.042816147208213806,
"m": 0.9874435663223267
},
{
"p": 0.02277095429599285,
"m": 0.9874435663223267
},
{
"p": 0.029874274507164955,
"m": 0.9874435663223267
},
{
"p": 0.0355256013572216,
"m": 0.9874435663223267
},
{
"p": 0.0896439254283905,
"m": 0.9874435663223267
},
{
"p": 0.09746408462524414,
"m": 0.9874435663223267
},
{
"p": 0.10445191711187363,
"m": 0.9874435663223267
},
{
"p": 0.09890711307525635,
"m": 0.9874435663223267
},
{
"p": 0.09227298945188522,
"m": 0.9874435663223267
},
{
"p": 0.11122117191553116,
"m": 0.9874435663223267
},
{
"p": 0.05435534566640854,
"m": 0.9874435663223267
}
]
},
{
"epoch": 89,
"train_loss": 1.529994010925293,
"val_loss": 0.7677499055862427,
"acc": 72.42,
"time": 119.39017889899878,
"param": [
{
"p": 0.11973921209573746,
"m": 0.8814993500709534
},
{
"p": 0.018989870324730873,
"m": 0.8814993500709534
},
{
"p": 0.09731350839138031,
"m": 0.8814993500709534
},
{
"p": 0.039406631141901016,
"m": 0.8814993500709534
},
{
"p": 0.03327031806111336,
"m": 0.8814993500709534
},
{
"p": 0.0350184366106987,
"m": 0.8814993500709534
},
{
"p": 0.06274005770683289,
"m": 0.8814993500709534
},
{
"p": 0.06910105794668198,
"m": 0.8814993500709534
},
{
"p": 0.09200470894575119,
"m": 0.8814993500709534
},
{
"p": 0.0833115503191948,
"m": 0.8814993500709534
},
{
"p": 0.09758412837982178,
"m": 0.8814993500709534
},
{
"p": 0.08746363967657089,
"m": 0.8814993500709534
},
{
"p": 0.12976424396038055,
"m": 0.8814993500709534
},
{
"p": 0.03429262340068817,
"m": 0.8814993500709534
}
]
},
{
"epoch": 90,
"train_loss": 1.4000887870788574,
"val_loss": 0.7708203792572021,
"acc": 72.95,
"time": 118.51393140999971,
"param": [
{
"p": 0.10064639151096344,
"m": 0.8701433539390564
},
{
"p": 0.0006913490360602736,
"m": 0.8701433539390564
},
{
"p": 0.10559747368097305,
"m": 0.8701433539390564
},
{
"p": 0.03837064281105995,
"m": 0.8701433539390564
},
{
"p": 0.018096670508384705,
"m": 0.8701433539390564
},
{
"p": 0.03581470996141434,
"m": 0.8701433539390564
},
{
"p": 0.08129984885454178,
"m": 0.8701433539390564
},
{
"p": 0.05904438719153404,
"m": 0.8701433539390564
},
{
"p": 0.10314130038022995,
"m": 0.8701433539390564
},
{
"p": 0.11138396710157394,
"m": 0.8701433539390564
},
{
"p": 0.10247664153575897,
"m": 0.8701433539390564
},
{
"p": 0.08240785449743271,
"m": 0.8701433539390564
},
{
"p": 0.10192252695560455,
"m": 0.8701433539390564
},
{
"p": 0.059106189757585526,
"m": 0.8701433539390564
}
]
},
{
"epoch": 91,
"train_loss": 1.3942186832427979,
"val_loss": 0.7483935952186584,
"acc": 72.4,
"time": 119.44900075799887,
"param": [
{
"p": 0.11032082140445709,
"m": 0.9347710609436035
},
{
"p": 0.008941935375332832,
"m": 0.9347710609436035
},
{
"p": 0.1018093153834343,
"m": 0.9347710609436035
},
{
"p": 0.05975941941142082,
"m": 0.9347710609436035
},
{
"p": 0.02402912825345993,
"m": 0.9347710609436035
},
{
"p": 0.03525987267494202,
"m": 0.9347710609436035
},
{
"p": 0.05637829378247261,
"m": 0.9347710609436035
},
{
"p": 0.08016826957464218,
"m": 0.9347710609436035
},
{
"p": 0.10198197513818741,
"m": 0.9347710609436035
},
{
"p": 0.100455641746521,
"m": 0.9347710609436035
},
{
"p": 0.08110536634922028,
"m": 0.9347710609436035
},
{
"p": 0.09222061932086945,
"m": 0.9347710609436035
},
{
"p": 0.1134556457400322,
"m": 0.9347710609436035
},
{
"p": 0.03411370515823364,
"m": 0.9347710609436035
}
]
},
{
"epoch": 92,
"train_loss": 1.2598685026168823,
"val_loss": 0.8357778787612915,
"acc": 72.32,
"time": 118.93639556500057,
"param": [
{
"p": 0.11136221885681152,
"m": 0.9446216821670532
},
{
"p": 0.0020521150436252356,
"m": 0.9446216821670532
},
{
"p": 0.08257795125246048,
"m": 0.9446216821670532
},
{
"p": 0.017707472667098045,
"m": 0.9446216821670532
},
{
"p": 0.02670556865632534,
"m": 0.9446216821670532
},
{
"p": 0.05074469372630119,
"m": 0.9446216821670532
},
{
"p": 0.06960506737232208,
"m": 0.9446216821670532
},
{
"p": 0.0732976570725441,
"m": 0.9446216821670532
},
{
"p": 0.10621190071105957,
"m": 0.9446216821670532
},
{
"p": 0.11315838247537613,
"m": 0.9446216821670532
},
{
"p": 0.07743052393198013,
"m": 0.9446216821670532
},
{
"p": 0.09915421158075333,
"m": 0.9446216821670532
},
{
"p": 0.11166965216398239,
"m": 0.9446216821670532
},
{
"p": 0.058322541415691376,
"m": 0.9446216821670532
}
]
},
{
"epoch": 93,
"train_loss": 1.1674044132232666,
"val_loss": 0.7329021096229553,
"acc": 72.89,
"time": 118.58280020799975,
"param": [
{
"p": 0.11002533882856369,
"m": 0.8561910390853882
},
{
"p": 0.017197679728269577,
"m": 0.8561910390853882
},
{
"p": 0.12131280452013016,
"m": 0.8561910390853882
},
{
"p": 0.04027050733566284,
"m": 0.8561910390853882
},
{
"p": 0.028062710538506508,
"m": 0.8561910390853882
},
{
"p": 0.017613030970096588,
"m": 0.8561910390853882
},
{
"p": 0.06176936626434326,
"m": 0.8561910390853882
},
{
"p": 0.04014281556010246,
"m": 0.8561910390853882
},
{
"p": 0.0853043869137764,
"m": 0.8561910390853882
},
{
"p": 0.09461679309606552,
"m": 0.8561910390853882
},
{
"p": 0.09723775833845139,
"m": 0.8561910390853882
},
{
"p": 0.08191131800413132,
"m": 0.8561910390853882
},
{
"p": 0.13644444942474365,
"m": 0.8561910390853882
},
{
"p": 0.06809093803167343,
"m": 0.8561910390853882
}
]
},
{
"epoch": 94,
"train_loss": 1.777029037475586,
"val_loss": 0.696122407913208,
"acc": 72.03,
"time": 118.41865024800063,
"param": [
{
"p": 0.11104778200387955,
"m": 1.0
},
{
"p": 0.01894807629287243,
"m": 1.0
},
{
"p": 0.08838026970624924,
"m": 1.0
},
{
"p": 0.028412995859980583,
"m": 1.0
},
{
"p": 0.031601130962371826,
"m": 1.0
},
{
"p": 0.03696197643876076,
"m": 1.0
},
{
"p": 0.03579730540513992,
"m": 1.0
},
{
"p": 0.0785142183303833,
"m": 1.0
},
{
"p": 0.10694539546966553,
"m": 1.0
},
{
"p": 0.09732244163751602,
"m": 1.0
},
{
"p": 0.08550403267145157,
"m": 1.0
},
{
"p": 0.09286627918481827,
"m": 1.0
},
{
"p": 0.11753163486719131,
"m": 1.0
},
{
"p": 0.0701664611697197,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.6077728271484375,
"val_loss": 0.8529209494590759,
"acc": 72.82,
"time": 118.5819522310012,
"param": [
{
"p": 0.08641793578863144,
"m": 0.963996410369873
},
{
"p": 0.014684077352285385,
"m": 0.963996410369873
},
{
"p": 0.1275874674320221,
"m": 0.963996410369873
},
{
"p": 0.04206831753253937,
"m": 0.963996410369873
},
{
"p": 0.03760569915175438,
"m": 0.963996410369873
},
{
"p": 0.040353454649448395,
"m": 0.963996410369873
},
{
"p": 0.05573251098394394,
"m": 0.963996410369873
},
{
"p": 0.052706845104694366,
"m": 0.963996410369873
},
{
"p": 0.0735536739230156,
"m": 0.963996410369873
},
{
"p": 0.11169125139713287,
"m": 0.963996410369873
},
{
"p": 0.10834205895662308,
"m": 0.963996410369873
},
{
"p": 0.07584826648235321,
"m": 0.963996410369873
},
{
"p": 0.12388677895069122,
"m": 0.963996410369873
},
{
"p": 0.04952160269021988,
"m": 0.963996410369873
}
]
},
{
"epoch": 96,
"train_loss": 1.3580653667449951,
"val_loss": 0.9192759394645691,
"acc": 72.3,
"time": 118.77430582700072,
"param": [
{
"p": 0.1286143809556961,
"m": 1.0
},
{
"p": 0.0015485478797927499,
"m": 1.0
},
{
"p": 0.09429556131362915,
"m": 1.0
},
{
"p": 0.03346125781536102,
"m": 1.0
},
{
"p": 0.03152209520339966,
"m": 1.0
},
{
"p": 0.03456955403089523,
"m": 1.0
},
{
"p": 0.0477311909198761,
"m": 1.0
},
{
"p": 0.06522221863269806,
"m": 1.0
},
{
"p": 0.09931044280529022,
"m": 1.0
},
{
"p": 0.1064000353217125,
"m": 1.0
},
{
"p": 0.06399986892938614,
"m": 1.0
},
{
"p": 0.095319464802742,
"m": 1.0
},
{
"p": 0.11901561915874481,
"m": 1.0
},
{
"p": 0.0789898931980133,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.384796380996704,
"val_loss": 0.900168776512146,
"acc": 73.05,
"time": 118.85030233199905,
"param": [
{
"p": 0.08524105697870255,
"m": 0.8679519295692444
},
{
"p": 0.031102530658245087,
"m": 0.8679519295692444
},
{
"p": 0.09134946018457413,
"m": 0.8679519295692444
},
{
"p": 0.028926046565175056,
"m": 0.8679519295692444
},
{
"p": 0.03683076798915863,
"m": 0.8679519295692444
},
{
"p": 0.050438739359378815,
"m": 0.8679519295692444
},
{
"p": 0.07777994126081467,
"m": 0.8679519295692444
},
{
"p": 0.06665337830781937,
"m": 0.8679519295692444
},
{
"p": 0.09949935227632523,
"m": 0.8679519295692444
},
{
"p": 0.07438549399375916,
"m": 0.8679519295692444
},
{
"p": 0.11129017174243927,
"m": 0.8679519295692444
},
{
"p": 0.07581238448619843,
"m": 0.8679519295692444
},
{
"p": 0.11600033193826675,
"m": 0.8679519295692444
},
{
"p": 0.054690346121788025,
"m": 0.8679519295692444
}
]
},
{
"epoch": 98,
"train_loss": 1.2930463552474976,
"val_loss": 0.8038380146026611,
"acc": 72.82,
"time": 118.51856634700016,
"param": [
{
"p": 0.09053248167037964,
"m": 0.8903120756149292
},
{
"p": 0.0007022520294412971,
"m": 0.8903120756149292
},
{
"p": 0.07372187823057175,
"m": 0.8903120756149292
},
{
"p": 0.02668522670865059,
"m": 0.8903120756149292
},
{
"p": 0.041969530284404755,
"m": 0.8903120756149292
},
{
"p": 0.036036934703588486,
"m": 0.8903120756149292
},
{
"p": 0.07101362943649292,
"m": 0.8903120756149292
},
{
"p": 0.06577793508768082,
"m": 0.8903120756149292
},
{
"p": 0.0905342623591423,
"m": 0.8903120756149292
},
{
"p": 0.10913306474685669,
"m": 0.8903120756149292
},
{
"p": 0.09093454480171204,
"m": 0.8903120756149292
},
{
"p": 0.09758495539426804,
"m": 0.8903120756149292
},
{
"p": 0.12913605570793152,
"m": 0.8903120756149292
},
{
"p": 0.07623721659183502,
"m": 0.8903120756149292
}
]
},
{
"epoch": 99,
"train_loss": 1.5693819522857666,
"val_loss": 0.8494855761528015,
"acc": 72.58,
"time": 117.82024004300001,
"param": [
{
"p": 0.12918201088905334,
"m": 0.9171332120895386
},
{
"p": 0.0006936733843758702,
"m": 0.9171332120895386
},
{
"p": 0.10249608010053635,
"m": 0.9171332120895386
},
{
"p": 0.038121141493320465,
"m": 0.9171332120895386
},
{
"p": 0.03893952816724777,
"m": 0.9171332120895386
},
{
"p": 0.010515191592276096,
"m": 0.9171332120895386
},
{
"p": 0.04668515920639038,
"m": 0.9171332120895386
},
{
"p": 0.07762464135885239,
"m": 0.9171332120895386
},
{
"p": 0.12358755618333817,
"m": 0.9171332120895386
},
{
"p": 0.0916854664683342,
"m": 0.9171332120895386
},
{
"p": 0.0936918556690216,
"m": 0.9171332120895386
},
{
"p": 0.08573370426893234,
"m": 0.9171332120895386
},
{
"p": 0.1182270497083664,
"m": 0.9171332120895386
},
{
"p": 0.04281692951917648,
"m": 0.9171332120895386
}
]
},
{
"epoch": 100,
"train_loss": 1.6547943353652954,
"val_loss": 0.7772791385650635,
"acc": 72.29,
"time": 118.2595795090001,
"param": [
{
"p": 0.10846065729856491,
"m": 0.9894947409629822
},
{
"p": 0.024005960673093796,
"m": 0.9894947409629822
},
{
"p": 0.09493432939052582,
"m": 0.9894947409629822
},
{
"p": 0.03204667568206787,
"m": 0.9894947409629822
},
{
"p": 0.02619337849318981,
"m": 0.9894947409629822
},
{
"p": 0.04268807917833328,
"m": 0.9894947409629822
},
{
"p": 0.04304374381899834,
"m": 0.9894947409629822
},
{
"p": 0.06887789815664291,
"m": 0.9894947409629822
},
{
"p": 0.10690385103225708,
"m": 0.9894947409629822
},
{
"p": 0.11281474679708481,
"m": 0.9894947409629822
},
{
"p": 0.08516048640012741,
"m": 0.9894947409629822
},
{
"p": 0.09664733707904816,
"m": 0.9894947409629822
},
{
"p": 0.10039796680212021,
"m": 0.9894947409629822
},
{
"p": 0.057824935764074326,
"m": 0.9894947409629822
}
]
},
{
"epoch": 101,
"train_loss": 1.7044826745986938,
"val_loss": 0.7779584527015686,
"acc": 72.89,
"time": 118.37898577800115,
"param": [
{
"p": 0.09616074711084366,
"m": 0.9257349371910095
},
{
"p": 0.025751836597919464,
"m": 0.9257349371910095
},
{
"p": 0.12367899715900421,
"m": 0.9257349371910095
},
{
"p": 0.044359322637319565,
"m": 0.9257349371910095
},
{
"p": 0.01809185929596424,
"m": 0.9257349371910095
},
{
"p": 0.031623728573322296,
"m": 0.9257349371910095
},
{
"p": 0.08492273837327957,
"m": 0.9257349371910095
},
{
"p": 0.05150000378489494,
"m": 0.9257349371910095
},
{
"p": 0.09881505370140076,
"m": 0.9257349371910095
},
{
"p": 0.10034595429897308,
"m": 0.9257349371910095
},
{
"p": 0.08886672556400299,
"m": 0.9257349371910095
},
{
"p": 0.08377546072006226,
"m": 0.9257349371910095
},
{
"p": 0.11160406470298767,
"m": 0.9257349371910095
},
{
"p": 0.04050363600254059,
"m": 0.9257349371910095
}
]
},
{
"epoch": 102,
"train_loss": 1.6409831047058105,
"val_loss": 0.9194474220275879,
"acc": 73.3,
"time": 119.01222389100076,
"param": [
{
"p": 0.10685985535383224,
"m": 0.8961329460144043
},
{
"p": 0.026533612981438637,
"m": 0.8961329460144043
},
{
"p": 0.09910853207111359,
"m": 0.8961329460144043
},
{
"p": 0.05189063027501106,
"m": 0.8961329460144043
},
{
"p": 0.018067309632897377,
"m": 0.8961329460144043
},
{
"p": 0.03594591096043587,
"m": 0.8961329460144043
},
{
"p": 0.0601913146674633,
"m": 0.8961329460144043
},
{
"p": 0.06824848055839539,
"m": 0.8961329460144043
},
{
"p": 0.07961269468069077,
"m": 0.8961329460144043
},
{
"p": 0.11246606707572937,
"m": 0.8961329460144043
},
{
"p": 0.08086926490068436,
"m": 0.8961329460144043
},
{
"p": 0.08075302094221115,
"m": 0.8961329460144043
},
{
"p": 0.12247078865766525,
"m": 0.8961329460144043
},
{
"p": 0.05698244273662567,
"m": 0.8961329460144043
}
]
},
{
"epoch": 103,
"train_loss": 1.5120352506637573,
"val_loss": 0.7333773970603943,
"acc": 72.12,
"time": 118.55228358600107,
"param": [
{
"p": 0.1094914972782135,
"m": 0.8763944506645203
},
{
"p": 0.025124812498688698,
"m": 0.8763944506645203
},
{
"p": 0.1078186109662056,
"m": 0.8763944506645203
},
{
"p": 0.03142910078167915,
"m": 0.8763944506645203
},
{
"p": 0.03499966487288475,
"m": 0.8763944506645203
},
{
"p": 0.024104518815875053,
"m": 0.8763944506645203
},
{
"p": 0.06713689118623734,
"m": 0.8763944506645203
},
{
"p": 0.05615177005529404,
"m": 0.8763944506645203
},
{
"p": 0.10441543161869049,
"m": 0.8763944506645203
},
{
"p": 0.09632324427366257,
"m": 0.8763944506645203
},
{
"p": 0.08543252944946289,
"m": 0.8763944506645203
},
{
"p": 0.10740876942873001,
"m": 0.8763944506645203
},
{
"p": 0.10289879143238068,
"m": 0.8763944506645203
},
{
"p": 0.047264378517866135,
"m": 0.8763944506645203
}
]
},
{
"epoch": 104,
"train_loss": 1.698961853981018,
"val_loss": 0.8020662069320679,
"acc": 72.42,
"time": 117.04782917100056,
"param": [
{
"p": 0.14789079129695892,
"m": 0.9625690579414368
},
{
"p": 0.013619150035083294,
"m": 0.9625690579414368
},
{
"p": 0.11222051084041595,
"m": 0.9625690579414368
},
{
"p": 0.04744565114378929,
"m": 0.9625690579414368
},
{
"p": 0.027453886345028877,
"m": 0.9625690579414368
},
{
"p": 0.026795092970132828,
"m": 0.9625690579414368
},
{
"p": 0.05129734054207802,
"m": 0.9625690579414368
},
{
"p": 0.05503208935260773,
"m": 0.9625690579414368
},
{
"p": 0.08840402215719223,
"m": 0.9625690579414368
},
{
"p": 0.1045403778553009,
"m": 0.9625690579414368
},
{
"p": 0.08142435550689697,
"m": 0.9625690579414368
},
{
"p": 0.06776268035173416,
"m": 0.9625690579414368
},
{
"p": 0.1054612547159195,
"m": 0.9625690579414368
},
{
"p": 0.07065284997224808,
"m": 0.9625690579414368
}
]
},
{
"epoch": 105,
"train_loss": 1.3897525072097778,
"val_loss": 0.8397086262702942,
"acc": 71.88,
"time": 117.4837683049991,
"param": [
{
"p": 0.11004435271024704,
"m": 0.9923920035362244
},
{
"p": 0.009431110695004463,
"m": 0.9923920035362244
},
{
"p": 0.08081521838903427,
"m": 0.9923920035362244
},
{
"p": 0.05342617258429527,
"m": 0.9923920035362244
},
{
"p": 0.03153923898935318,
"m": 0.9923920035362244
},
{
"p": 0.034534942358732224,
"m": 0.9923920035362244
},
{
"p": 0.062357302755117416,
"m": 0.9923920035362244
},
{
"p": 0.08171351253986359,
"m": 0.9923920035362244
},
{
"p": 0.09274548292160034,
"m": 0.9923920035362244
},
{
"p": 0.09747625142335892,
"m": 0.9923920035362244
},
{
"p": 0.08437850326299667,
"m": 0.9923920035362244
},
{
"p": 0.07259389758110046,
"m": 0.9923920035362244
},
{
"p": 0.12020362913608551,
"m": 0.9923920035362244
},
{
"p": 0.06874040514230728,
"m": 0.9923920035362244
}
]
},
{
"epoch": 106,
"train_loss": 1.3401646614074707,
"val_loss": 0.8388654589653015,
"acc": 71.37,
"time": 118.01081720299953,
"param": [
{
"p": 0.1245918795466423,
"m": 0.9745650887489319
},
{
"p": 0.027643408626317978,
"m": 0.9745650887489319
},
{
"p": 0.11779792606830597,
"m": 0.9745650887489319
},
{
"p": 0.03426915407180786,
"m": 0.9745650887489319
},
{
"p": 0.013441837392747402,
"m": 0.9745650887489319
},
{
"p": 0.046396657824516296,
"m": 0.9745650887489319
},
{
"p": 0.060337357223033905,
"m": 0.9745650887489319
},
{
"p": 0.04609253257513046,
"m": 0.9745650887489319
},
{
"p": 0.08860038220882416,
"m": 0.9745650887489319
},
{
"p": 0.11169453710317612,
"m": 0.9745650887489319
},
{
"p": 0.07543741166591644,
"m": 0.9745650887489319
},
{
"p": 0.07145966589450836,
"m": 0.9745650887489319
},
{
"p": 0.11835744231939316,
"m": 0.9745650887489319
},
{
"p": 0.06387986987829208,
"m": 0.9745650887489319
}
]
},
{
"epoch": 107,
"train_loss": 1.5716547966003418,
"val_loss": 0.8096491098403931,
"acc": 73.5,
"time": 119.03380176300016,
"param": [
{
"p": 0.10353299975395203,
"m": 0.8802468180656433
},
{
"p": 0.003651874838396907,
"m": 0.8802468180656433
},
{
"p": 0.08982164412736893,
"m": 0.8802468180656433
},
{
"p": 0.048643559217453,
"m": 0.8802468180656433
},
{
"p": 0.024492576718330383,
"m": 0.8802468180656433
},
{
"p": 0.04727393761277199,
"m": 0.8802468180656433
},
{
"p": 0.074840247631073,
"m": 0.8802468180656433
},
{
"p": 0.055647313594818115,
"m": 0.8802468180656433
},
{
"p": 0.10199552029371262,
"m": 0.8802468180656433
},
{
"p": 0.09830685704946518,
"m": 0.8802468180656433
},
{
"p": 0.07803286612033844,
"m": 0.8802468180656433
},
{
"p": 0.08194557577371597,
"m": 0.8802468180656433
},
{
"p": 0.1366879791021347,
"m": 0.8802468180656433
},
{
"p": 0.055127035826444626,
"m": 0.8802468180656433
}
]
},
{
"epoch": 108,
"train_loss": 1.4258499145507812,
"val_loss": 1.001455307006836,
"acc": 72.41,
"time": 120.29701236999972,
"param": [
{
"p": 0.0582122765481472,
"m": 0.787015438079834
},
{
"p": 0.024806315079331398,
"m": 0.787015438079834
},
{
"p": 0.11294539272785187,
"m": 0.787015438079834
},
{
"p": 0.05736258998513222,
"m": 0.787015438079834
},
{
"p": 0.03943880647420883,
"m": 0.787015438079834
},
{
"p": 0.045530155301094055,
"m": 0.787015438079834
},
{
"p": 0.06286337971687317,
"m": 0.787015438079834
},
{
"p": 0.04589979350566864,
"m": 0.787015438079834
},
{
"p": 0.06971517205238342,
"m": 0.787015438079834
},
{
"p": 0.12389078736305237,
"m": 0.787015438079834
},
{
"p": 0.07360394299030304,
"m": 0.787015438079834
},
{
"p": 0.09903418272733688,
"m": 0.787015438079834
},
{
"p": 0.11917633563280106,
"m": 0.787015438079834
},
{
"p": 0.06752094626426697,
"m": 0.787015438079834
}
]
},
{
"epoch": 109,
"train_loss": 1.2595454454421997,
"val_loss": 0.7855098247528076,
"acc": 73.27,
"time": 117.67815246300052,
"param": [
{
"p": 0.10039611160755157,
"m": 0.8770414590835571
},
{
"p": 0.003548526205122471,
"m": 0.8770414590835571
},
{
"p": 0.08582021296024323,
"m": 0.8770414590835571
},
{
"p": 0.04306422173976898,
"m": 0.8770414590835571
},
{
"p": 0.024196309968829155,
"m": 0.8770414590835571
},
{
"p": 0.031847354024648666,
"m": 0.8770414590835571
},
{
"p": 0.06845307350158691,
"m": 0.8770414590835571
},
{
"p": 0.08364394307136536,
"m": 0.8770414590835571
},
{
"p": 0.07629641890525818,
"m": 0.8770414590835571
},
{
"p": 0.11796955019235611,
"m": 0.8770414590835571
},
{
"p": 0.07496868818998337,
"m": 0.8770414590835571
},
{
"p": 0.0866495817899704,
"m": 0.8770414590835571
},
{
"p": 0.12999442219734192,
"m": 0.8770414590835571
},
{
"p": 0.07315152138471603,
"m": 0.8770414590835571
}
]
},
{
"epoch": 110,
"train_loss": 1.7618376016616821,
"val_loss": 0.8894512057304382,
"acc": 72.19,
"time": 117.64446810200025,
"param": [
{
"p": 0.09190218895673752,
"m": 0.9271091818809509
},
{
"p": 0.03829416632652283,
"m": 0.9271091818809509
},
{
"p": 0.11548750847578049,
"m": 0.9271091818809509
},
{
"p": 0.04070492461323738,
"m": 0.9271091818809509
},
{
"p": 0.03507813438773155,
"m": 0.9271091818809509
},
{
"p": 0.029075318947434425,
"m": 0.9271091818809509
},
{
"p": 0.066562220454216,
"m": 0.9271091818809509
},
{
"p": 0.07520492374897003,
"m": 0.9271091818809509
},
{
"p": 0.0838310718536377,
"m": 0.9271091818809509
},
{
"p": 0.09889557957649231,
"m": 0.9271091818809509
},
{
"p": 0.06983982026576996,
"m": 0.9271091818809509
},
{
"p": 0.10257919877767563,
"m": 0.9271091818809509
},
{
"p": 0.1197507306933403,
"m": 0.9271091818809509
},
{
"p": 0.03279425576329231,
"m": 0.9271091818809509
}
]
},
{
"epoch": 111,
"train_loss": 1.6447936296463013,
"val_loss": 0.817193865776062,
"acc": 73.38,
"time": 119.2567501579997,
"param": [
{
"p": 0.10075651109218597,
"m": 0.9520238637924194
},
{
"p": 0.030390646308660507,
"m": 0.9520238637924194
},
{
"p": 0.09650882333517075,
"m": 0.9520238637924194
},
{
"p": 0.07572779059410095,
"m": 0.9520238637924194
},
{
"p": 0.032365746796131134,
"m": 0.9520238637924194
},
{
"p": 0.04280794784426689,
"m": 0.9520238637924194
},
{
"p": 0.04641230031847954,
"m": 0.9520238637924194
},
{
"p": 0.06836232542991638,
"m": 0.9520238637924194
},
{
"p": 0.09862721711397171,
"m": 0.9520238637924194
},
{
"p": 0.10962748527526855,
"m": 0.9520238637924194
},
{
"p": 0.06335126608610153,
"m": 0.9520238637924194
},
{
"p": 0.09053952246904373,
"m": 0.9520238637924194
},
{
"p": 0.104228675365448,
"m": 0.9520238637924194
},
{
"p": 0.04029378667473793,
"m": 0.9520238637924194
}
]
},
{
"epoch": 112,
"train_loss": 1.1955475807189941,
"val_loss": 0.8469582796096802,
"acc": 71.94,
"time": 118.89594323399979,
"param": [
{
"p": 0.10862743854522705,
"m": 0.9226817488670349
},
{
"p": 0.03019578382372856,
"m": 0.9226817488670349
},
{
"p": 0.08803968131542206,
"m": 0.9226817488670349
},
{
"p": 0.046994708478450775,
"m": 0.9226817488670349
},
{
"p": 0.03771970421075821,
"m": 0.9226817488670349
},
{
"p": 0.05681588500738144,
"m": 0.9226817488670349
},
{
"p": 0.044691603630781174,
"m": 0.9226817488670349
},
{
"p": 0.07097581773996353,
"m": 0.9226817488670349
},
{
"p": 0.08085678517818451,
"m": 0.9226817488670349
},
{
"p": 0.10976267606019974,
"m": 0.9226817488670349
},
{
"p": 0.08906345069408417,
"m": 0.9226817488670349
},
{
"p": 0.09436418116092682,
"m": 0.9226817488670349
},
{
"p": 0.0923883393406868,
"m": 0.9226817488670349
},
{
"p": 0.04950390383601189,
"m": 0.9226817488670349
}
]
},
{
"epoch": 113,
"train_loss": 1.272845983505249,
"val_loss": 0.9663724899291992,
"acc": 72.27,
"time": 117.44152986800145,
"param": [
{
"p": 0.0860057845711708,
"m": 0.966890275478363
},
{
"p": 0.026926184073090553,
"m": 0.966890275478363
},
{
"p": 0.0814133733510971,
"m": 0.966890275478363
},
{
"p": 0.030212383717298508,
"m": 0.966890275478363
},
{
"p": 0.03715406730771065,
"m": 0.966890275478363
},
{
"p": 0.037571366876363754,
"m": 0.966890275478363
},
{
"p": 0.059818025678396225,
"m": 0.966890275478363
},
{
"p": 0.06711436808109283,
"m": 0.966890275478363
},
{
"p": 0.09065574407577515,
"m": 0.966890275478363
},
{
"p": 0.10098697990179062,
"m": 0.966890275478363
},
{
"p": 0.11632007360458374,
"m": 0.966890275478363
},
{
"p": 0.06926700472831726,
"m": 0.966890275478363
},
{
"p": 0.129490926861763,
"m": 0.966890275478363
},
{
"p": 0.06706379354000092,
"m": 0.966890275478363
}
]
},
{
"epoch": 114,
"train_loss": 1.7882239818572998,
"val_loss": 0.7423604726791382,
"acc": 73.29,
"time": 118.60047958799987,
"param": [
{
"p": 0.12088538706302643,
"m": 0.9059373140335083
},
{
"p": 0.04132884740829468,
"m": 0.9059373140335083
},
{
"p": 0.11611947417259216,
"m": 0.9059373140335083
},
{
"p": 0.0434308797121048,
"m": 0.9059373140335083
},
{
"p": 0.040576256811618805,
"m": 0.9059373140335083
},
{
"p": 0.035143543034791946,
"m": 0.9059373140335083
},
{
"p": 0.046892572194337845,
"m": 0.9059373140335083
},
{
"p": 0.08068295568227768,
"m": 0.9059373140335083
},
{
"p": 0.07260086387395859,
"m": 0.9059373140335083
},
{
"p": 0.0720599889755249,
"m": 0.9059373140335083
},
{
"p": 0.07071682065725327,
"m": 0.9059373140335083
},
{
"p": 0.09394335001707077,
"m": 0.9059373140335083
},
{
"p": 0.11944904923439026,
"m": 0.9059373140335083
},
{
"p": 0.046170104295015335,
"m": 0.9059373140335083
}
]
},
{
"epoch": 115,
"train_loss": 1.7344363927841187,
"val_loss": 0.6674753427505493,
"acc": 72.94,
"time": 118.46348091599975,
"param": [
{
"p": 0.09070233255624771,
"m": 0.9441899657249451
},
{
"p": 0.04139696806669235,
"m": 0.9441899657249451
},
{
"p": 0.08449657261371613,
"m": 0.9441899657249451
},
{
"p": 0.04102358967065811,
"m": 0.9441899657249451
},
{
"p": 0.053563449531793594,
"m": 0.9441899657249451
},
{
"p": 0.04432881250977516,
"m": 0.9441899657249451
},
{
"p": 0.05238916352391243,
"m": 0.9441899657249451
},
{
"p": 0.06744876503944397,
"m": 0.9441899657249451
},
{
"p": 0.09177049249410629,
"m": 0.9441899657249451
},
{
"p": 0.09767439216375351,
"m": 0.9441899657249451
},
{
"p": 0.08359292894601822,
"m": 0.9441899657249451
},
{
"p": 0.07928679138422012,
"m": 0.9441899657249451
},
{
"p": 0.11882075667381287,
"m": 0.9441899657249451
},
{
"p": 0.053505003452301025,
"m": 0.9441899657249451
}
]
},
{
"epoch": 116,
"train_loss": 1.4521064758300781,
"val_loss": 0.7797319889068604,
"acc": 73.03,
"time": 117.68692522200035,
"param": [
{
"p": 0.056955281645059586,
"m": 0.9538378715515137
},
{
"p": 0.0007067860569804907,
"m": 0.9538378715515137
},
{
"p": 0.10917624086141586,
"m": 0.9538378715515137
},
{
"p": 0.036314621567726135,
"m": 0.9538378715515137
},
{
"p": 0.0402970165014267,
"m": 0.9538378715515137
},
{
"p": 0.04634169489145279,
"m": 0.9538378715515137
},
{
"p": 0.0509469099342823,
"m": 0.9538378715515137
},
{
"p": 0.08754601329565048,
"m": 0.9538378715515137
},
{
"p": 0.050588008016347885,
"m": 0.9538378715515137
},
{
"p": 0.12420734018087387,
"m": 0.9538378715515137
},
{
"p": 0.10952814668416977,
"m": 0.9538378715515137
},
{
"p": 0.09855815023183823,
"m": 0.9538378715515137
},
{
"p": 0.12971557676792145,
"m": 0.9538378715515137
},
{
"p": 0.05911819636821747,
"m": 0.9538378715515137
}
]
},
{
"epoch": 117,
"train_loss": 1.7004115581512451,
"val_loss": 0.9052386283874512,
"acc": 73.84,
"time": 118.40324714599956,
"param": [
{
"p": 0.10876359045505524,
"m": 0.8717742562294006
},
{
"p": 0.0006899585132487118,
"m": 0.8717742562294006
},
{
"p": 0.11294526606798172,
"m": 0.8717742562294006
},
{
"p": 0.04443482682108879,
"m": 0.8717742562294006
},
{
"p": 0.04409772530198097,
"m": 0.8717742562294006
},
{
"p": 0.015223058871924877,
"m": 0.8717742562294006
},
{
"p": 0.07307223975658417,
"m": 0.8717742562294006
},
{
"p": 0.0810486301779747,
"m": 0.8717742562294006
},
{
"p": 0.09156463295221329,
"m": 0.8717742562294006
},
{
"p": 0.09714268147945404,
"m": 0.8717742562294006
},
{
"p": 0.06830126792192459,
"m": 0.8717742562294006
},
{
"p": 0.0784275233745575,
"m": 0.8717742562294006
},
{
"p": 0.11769301444292068,
"m": 0.8717742562294006
},
{
"p": 0.06659561395645142,
"m": 0.8717742562294006
}
]
},
{
"epoch": 118,
"train_loss": 1.3110580444335938,
"val_loss": 0.884113609790802,
"acc": 73.49,
"time": 118.21849519200077,
"param": [
{
"p": 0.0863385796546936,
"m": 0.9251857399940491
},
{
"p": 0.019835976883769035,
"m": 0.9251857399940491
},
{
"p": 0.11329872906208038,
"m": 0.9251857399940491
},
{
"p": 0.06835707277059555,
"m": 0.9251857399940491
},
{
"p": 0.018132606521248817,
"m": 0.9251857399940491
},
{
"p": 0.036749377846717834,
"m": 0.9251857399940491
},
{
"p": 0.0665319636464119,
"m": 0.9251857399940491
},
{
"p": 0.040141135454177856,
"m": 0.9251857399940491
},
{
"p": 0.1035715714097023,
"m": 0.9251857399940491
},
{
"p": 0.11746063828468323,
"m": 0.9251857399940491
},
{
"p": 0.06970059871673584,
"m": 0.9251857399940491
},
{
"p": 0.11015380918979645,
"m": 0.9251857399940491
},
{
"p": 0.10234654694795609,
"m": 0.9251857399940491
},
{
"p": 0.04738133028149605,
"m": 0.9251857399940491
}
]
},
{
"epoch": 119,
"train_loss": 1.5825275182724,
"val_loss": 0.7696920037269592,
"acc": 73.1,
"time": 119.17874937300076,
"param": [
{
"p": 0.11566466093063354,
"m": 0.9682286381721497
},
{
"p": 0.02844112366437912,
"m": 0.9682286381721497
},
{
"p": 0.1023632064461708,
"m": 0.9682286381721497
},
{
"p": 0.040035609155893326,
"m": 0.9682286381721497
},
{
"p": 0.06017988175153732,
"m": 0.9682286381721497
},
{
"p": 0.0199270136654377,
"m": 0.9682286381721497
},
{
"p": 0.07581748813390732,
"m": 0.9682286381721497
},
{
"p": 0.0550997294485569,
"m": 0.9682286381721497
},
{
"p": 0.10056605190038681,
"m": 0.9682286381721497
},
{
"p": 0.08656404167413712,
"m": 0.9682286381721497
},
{
"p": 0.08156415820121765,
"m": 0.9682286381721497
},
{
"p": 0.09224254637956619,
"m": 0.9682286381721497
},
{
"p": 0.08967859297990799,
"m": 0.9682286381721497
},
{
"p": 0.0518559068441391,
"m": 0.9682286381721497
}
]
},
{
"epoch": 120,
"train_loss": 1.4175909757614136,
"val_loss": 0.8458564877510071,
"acc": 72.8,
"time": 118.9372200100006,
"param": [
{
"p": 0.09917860478162766,
"m": 0.9271650314331055
},
{
"p": 0.025707487016916275,
"m": 0.9271650314331055
},
{
"p": 0.12209070473909378,
"m": 0.9271650314331055
},
{
"p": 0.03942704200744629,
"m": 0.9271650314331055
},
{
"p": 0.023513389751315117,
"m": 0.9271650314331055
},
{
"p": 0.04037126153707504,
"m": 0.9271650314331055
},
{
"p": 0.07098571211099625,
"m": 0.9271650314331055
},
{
"p": 0.038324613124132156,
"m": 0.9271650314331055
},
{
"p": 0.13548967242240906,
"m": 0.9271650314331055
},
{
"p": 0.09631479531526566,
"m": 0.9271650314331055
},
{
"p": 0.0356135293841362,
"m": 0.9271650314331055
},
{
"p": 0.08351244777441025,
"m": 0.9271650314331055
},
{
"p": 0.1327093094587326,
"m": 0.9271650314331055
},
{
"p": 0.05676151067018509,
"m": 0.9271650314331055
}
]
},
{
"epoch": 121,
"train_loss": 1.5390777587890625,
"val_loss": 0.7450528740882874,
"acc": 72.72,
"time": 119.40599513300003,
"param": [
{
"p": 0.10202726721763611,
"m": 0.9902076721191406
},
{
"p": 0.01697857864201069,
"m": 0.9902076721191406
},
{
"p": 0.12246207892894745,
"m": 0.9902076721191406
},
{
"p": 0.04135078936815262,
"m": 0.9902076721191406
},
{
"p": 0.04422137513756752,
"m": 0.9902076721191406
},
{
"p": 0.0006931238458491862,
"m": 0.9902076721191406
},
{
"p": 0.06925912946462631,
"m": 0.9902076721191406
},
{
"p": 0.06321284919977188,
"m": 0.9902076721191406
},
{
"p": 0.08453801274299622,
"m": 0.9902076721191406
},
{
"p": 0.11454913020133972,
"m": 0.9902076721191406
},
{
"p": 0.09229288250207901,
"m": 0.9902076721191406
},
{
"p": 0.08095286786556244,
"m": 0.9902076721191406
},
{
"p": 0.10535664856433868,
"m": 0.9902076721191406
},
{
"p": 0.0621052160859108,
"m": 0.9902076721191406
}
]
},
{
"epoch": 122,
"train_loss": 1.5756371021270752,
"val_loss": 0.8161729574203491,
"acc": 72.5,
"time": 119.85892976200012,
"param": [
{
"p": 0.09986256062984467,
"m": 0.9044321179389954
},
{
"p": 0.015363797545433044,
"m": 0.9044321179389954
},
{
"p": 0.10615141689777374,
"m": 0.9044321179389954
},
{
"p": 0.05186379328370094,
"m": 0.9044321179389954
},
{
"p": 0.006481742952018976,
"m": 0.9044321179389954
},
{
"p": 0.018488461151719093,
"m": 0.9044321179389954
},
{
"p": 0.08318083733320236,
"m": 0.9044321179389954
},
{
"p": 0.05101129412651062,
"m": 0.9044321179389954
},
{
"p": 0.0888105258345604,
"m": 0.9044321179389954
},
{
"p": 0.10641700774431229,
"m": 0.9044321179389954
},
{
"p": 0.08183667808771133,
"m": 0.9044321179389954
},
{
"p": 0.09904353320598602,
"m": 0.9044321179389954
},
{
"p": 0.12792068719863892,
"m": 0.9044321179389954
},
{
"p": 0.06356777995824814,
"m": 0.9044321179389954
}
]
},
{
"epoch": 123,
"train_loss": 1.336651086807251,
"val_loss": 0.7812982797622681,
"acc": 72.79,
"time": 119.42594309000015,
"param": [
{
"p": 0.10605954378843307,
"m": 0.918190598487854
},
{
"p": 0.0007013329886831343,
"m": 0.918190598487854
},
{
"p": 0.09282001852989197,
"m": 0.918190598487854
},
{
"p": 0.05381106957793236,
"m": 0.918190598487854
},
{
"p": 0.025901664048433304,
"m": 0.918190598487854
},
{
"p": 0.041456110775470734,
"m": 0.918190598487854
},
{
"p": 0.07966332137584686,
"m": 0.918190598487854
},
{
"p": 0.07622270286083221,
"m": 0.918190598487854
},
{
"p": 0.11156096309423447,
"m": 0.918190598487854
},
{
"p": 0.10153455287218094,
"m": 0.918190598487854
},
{
"p": 0.103046715259552,
"m": 0.918190598487854
},
{
"p": 0.044256195425987244,
"m": 0.918190598487854
},
{
"p": 0.11412926763296127,
"m": 0.918190598487854
},
{
"p": 0.048836544156074524,
"m": 0.918190598487854
}
]
},
{
"epoch": 124,
"train_loss": 1.4248965978622437,
"val_loss": 0.8653360605239868,
"acc": 73.25,
"time": 118.8439615440002,
"param": [
{
"p": 0.10870366543531418,
"m": 0.8358719348907471
},
{
"p": 0.03192334249615669,
"m": 0.8358719348907471
},
{
"p": 0.12485778331756592,
"m": 0.8358719348907471
},
{
"p": 0.04719709977507591,
"m": 0.8358719348907471
},
{
"p": 0.03499402478337288,
"m": 0.8358719348907471
},
{
"p": 0.04072198644280434,
"m": 0.8358719348907471
},
{
"p": 0.06176600977778435,
"m": 0.8358719348907471
},
{
"p": 0.09643764048814774,
"m": 0.8358719348907471
},
{
"p": 0.0889766588807106,
"m": 0.8358719348907471
},
{
"p": 0.05791342258453369,
"m": 0.8358719348907471
},
{
"p": 0.040698252618312836,
"m": 0.8358719348907471
},
{
"p": 0.08590258657932281,
"m": 0.8358719348907471
},
{
"p": 0.12915389239788055,
"m": 0.8358719348907471
},
{
"p": 0.05075354501605034,
"m": 0.8358719348907471
}
]
},
{
"epoch": 125,
"train_loss": 1.3386578559875488,
"val_loss": 0.7591115832328796,
"acc": 73.37,
"time": 119.84493580699927,
"param": [
{
"p": 0.08920164406299591,
"m": 0.9991291761398315
},
{
"p": 0.030079524964094162,
"m": 0.9991291761398315
},
{
"p": 0.08514333516359329,
"m": 0.9991291761398315
},
{
"p": 0.03005722351372242,
"m": 0.9991291761398315
},
{
"p": 0.03776644915342331,
"m": 0.9991291761398315
},
{
"p": 0.030936075374484062,
"m": 0.9991291761398315
},
{
"p": 0.07466590404510498,
"m": 0.9991291761398315
},
{
"p": 0.06498415023088455,
"m": 0.9991291761398315
},
{
"p": 0.09009948372840881,
"m": 0.9991291761398315
},
{
"p": 0.10768084228038788,
"m": 0.9991291761398315
},
{
"p": 0.08308464288711548,
"m": 0.9991291761398315
},
{
"p": 0.09579586982727051,
"m": 0.9991291761398315
},
{
"p": 0.11994599550962448,
"m": 0.9991291761398315
},
{
"p": 0.06055879965424538,
"m": 0.9991291761398315
}
]
},
{
"epoch": 126,
"train_loss": 1.7795159816741943,
"val_loss": 0.8138158917427063,
"acc": 74.02,
"time": 119.68934406599874,
"param": [
{
"p": 0.041802991181612015,
"m": 0.8436784148216248
},
{
"p": 0.006537977140396833,
"m": 0.8436784148216248
},
{
"p": 0.09660913795232773,
"m": 0.8436784148216248
},
{
"p": 0.08206767588853836,
"m": 0.8436784148216248
},
{
"p": 0.060499224811792374,
"m": 0.8436784148216248
},
{
"p": 0.04067498445510864,
"m": 0.8436784148216248
},
{
"p": 0.0697527825832367,
"m": 0.8436784148216248
},
{
"p": 0.033423930406570435,
"m": 0.8436784148216248
},
{
"p": 0.08827637881040573,
"m": 0.8436784148216248
},
{
"p": 0.1148282065987587,
"m": 0.8436784148216248
},
{
"p": 0.08890535682439804,
"m": 0.8436784148216248
},
{
"p": 0.08647333830595016,
"m": 0.8436784148216248
},
{
"p": 0.1239912211894989,
"m": 0.8436784148216248
},
{
"p": 0.06615681946277618,
"m": 0.8436784148216248
}
]
},
{
"epoch": 127,
"train_loss": 1.7287265062332153,
"val_loss": 0.7891396880149841,
"acc": 73.8,
"time": 118.64890166199984,
"param": [
{
"p": 0.11328882724046707,
"m": 0.8406808376312256
},
{
"p": 0.0007023186190053821,
"m": 0.8406808376312256
},
{
"p": 0.12724795937538147,
"m": 0.8406808376312256
},
{
"p": 0.017798976972699165,
"m": 0.8406808376312256
},
{
"p": 0.03800273686647415,
"m": 0.8406808376312256
},
{
"p": 0.01433561835438013,
"m": 0.8406808376312256
},
{
"p": 0.06609165668487549,
"m": 0.8406808376312256
},
{
"p": 0.03415975347161293,
"m": 0.8406808376312256
},
{
"p": 0.10727988183498383,
"m": 0.8406808376312256
},
{
"p": 0.061584047973155975,
"m": 0.8406808376312256
},
{
"p": 0.11979439854621887,
"m": 0.8406808376312256
},
{
"p": 0.11455334722995758,
"m": 0.8406808376312256
},
{
"p": 0.11562281847000122,
"m": 0.8406808376312256
},
{
"p": 0.06953759491443634,
"m": 0.8406808376312256
}
]
},
{
"epoch": 128,
"train_loss": 1.4583345651626587,
"val_loss": 0.7970646023750305,
"acc": 73.68,
"time": 119.34628591999899,
"param": [
{
"p": 0.09379857778549194,
"m": 0.8729833960533142
},
{
"p": 0.013135218061506748,
"m": 0.8729833960533142
},
{
"p": 0.0942603200674057,
"m": 0.8729833960533142
},
{
"p": 0.02899528667330742,
"m": 0.8729833960533142
},
{
"p": 0.023003248497843742,
"m": 0.8729833960533142
},
{
"p": 0.03977062553167343,
"m": 0.8729833960533142
},
{
"p": 0.08630107343196869,
"m": 0.8729833960533142
},
{
"p": 0.06186487153172493,
"m": 0.8729833960533142
},
{
"p": 0.09869358688592911,
"m": 0.8729833960533142
},
{
"p": 0.08071937412023544,
"m": 0.8729833960533142
},
{
"p": 0.09587785601615906,
"m": 0.8729833960533142
},
{
"p": 0.08182527124881744,
"m": 0.8729833960533142
},
{
"p": 0.11991611868143082,
"m": 0.8729833960533142
},
{
"p": 0.08183857798576355,
"m": 0.8729833960533142
}
]
},
{
"epoch": 129,
"train_loss": 1.184292197227478,
"val_loss": 0.8092529773712158,
"acc": 73.64,
"time": 121.01896071699957,
"param": [
{
"p": 0.12190822511911392,
"m": 0.8792195320129395
},
{
"p": 0.0052844625897705555,
"m": 0.8792195320129395
},
{
"p": 0.13823269307613373,
"m": 0.8792195320129395
},
{
"p": 0.014218633994460106,
"m": 0.8792195320129395
},
{
"p": 0.026608413085341454,
"m": 0.8792195320129395
},
{
"p": 0.03727826476097107,
"m": 0.8792195320129395
},
{
"p": 0.07755015790462494,
"m": 0.8792195320129395
},
{
"p": 0.044185198843479156,
"m": 0.8792195320129395
},
{
"p": 0.08755650371313095,
"m": 0.8792195320129395
},
{
"p": 0.10417651385068893,
"m": 0.8792195320129395
},
{
"p": 0.0656263679265976,
"m": 0.8792195320129395
},
{
"p": 0.0762440636754036,
"m": 0.8792195320129395
},
{
"p": 0.11926377564668655,
"m": 0.8792195320129395
},
{
"p": 0.08186674863100052,
"m": 0.8792195320129395
}
]
},
{
"epoch": 130,
"train_loss": 1.6882545948028564,
"val_loss": 0.7967012524604797,
"acc": 73.3,
"time": 119.5284048400008,
"param": [
{
"p": 0.08853878080844879,
"m": 0.9662420749664307
},
{
"p": 0.020145580172538757,
"m": 0.9662420749664307
},
{
"p": 0.10618521273136139,
"m": 0.9662420749664307
},
{
"p": 0.031713709235191345,
"m": 0.9662420749664307
},
{
"p": 0.05298762768507004,
"m": 0.9662420749664307
},
{
"p": 0.03855409473180771,
"m": 0.9662420749664307
},
{
"p": 0.08444038778543472,
"m": 0.9662420749664307
},
{
"p": 0.049483489245176315,
"m": 0.9662420749664307
},
{
"p": 0.033075738698244095,
"m": 0.9662420749664307
},
{
"p": 0.09598658233880997,
"m": 0.9662420749664307
},
{
"p": 0.09995362162590027,
"m": 0.9662420749664307
},
{
"p": 0.09723558276891708,
"m": 0.9662420749664307
},
{
"p": 0.13397717475891113,
"m": 0.9662420749664307
},
{
"p": 0.06772243231534958,
"m": 0.9662420749664307
}
]
},
{
"epoch": 131,
"train_loss": 1.4160473346710205,
"val_loss": 0.8143805265426636,
"acc": 73.62,
"time": 118.5908330129987,
"param": [
{
"p": 0.05285527557134628,
"m": 0.9103755950927734
},
{
"p": 0.018335148692131042,
"m": 0.9103755950927734
},
{
"p": 0.10891048610210419,
"m": 0.9103755950927734
},
{
"p": 0.025081414729356766,
"m": 0.9103755950927734
},
{
"p": 0.035287413746118546,
"m": 0.9103755950927734
},
{
"p": 0.05707957595586777,
"m": 0.9103755950927734
},
{
"p": 0.08747299015522003,
"m": 0.9103755950927734
},
{
"p": 0.04555632174015045,
"m": 0.9103755950927734
},
{
"p": 0.10615178197622299,
"m": 0.9103755950927734
},
{
"p": 0.11267538368701935,
"m": 0.9103755950927734
},
{
"p": 0.1093386560678482,
"m": 0.9103755950927734
},
{
"p": 0.07157635688781738,
"m": 0.9103755950927734
},
{
"p": 0.13960574567317963,
"m": 0.9103755950927734
},
{
"p": 0.030073370784521103,
"m": 0.9103755950927734
}
]
},
{
"epoch": 132,
"train_loss": 1.518539547920227,
"val_loss": 0.8764348030090332,
"acc": 72.36,
"time": 119.83890629199959,
"param": [
{
"p": 0.09685246646404266,
"m": 0.9524787068367004
},
{
"p": 0.024275202304124832,
"m": 0.9524787068367004
},
{
"p": 0.10393963009119034,
"m": 0.9524787068367004
},
{
"p": 0.030458936467766762,
"m": 0.9524787068367004
},
{
"p": 0.0016881761839613318,
"m": 0.9524787068367004
},
{
"p": 0.041157111525535583,
"m": 0.9524787068367004
},
{
"p": 0.0850401297211647,
"m": 0.9524787068367004
},
{
"p": 0.0957115888595581,
"m": 0.9524787068367004
},
{
"p": 0.06299373507499695,
"m": 0.9524787068367004
},
{
"p": 0.11186954379081726,
"m": 0.9524787068367004
},
{
"p": 0.08274564892053604,
"m": 0.9524787068367004
},
{
"p": 0.09846904873847961,
"m": 0.9524787068367004
},
{
"p": 0.0873127281665802,
"m": 0.9524787068367004
},
{
"p": 0.07748602330684662,
"m": 0.9524787068367004
}
]
},
{
"epoch": 133,
"train_loss": 1.3961669206619263,
"val_loss": 0.6956428289413452,
"acc": 73.48,
"time": 124.25261960500029,
"param": [
{
"p": 0.08445481210947037,
"m": 1.0
},
{
"p": 0.023870641365647316,
"m": 1.0
},
{
"p": 0.12962627410888672,
"m": 1.0
},
{
"p": 0.04648173972964287,
"m": 1.0
},
{
"p": 0.02785407565534115,
"m": 1.0
},
{
"p": 0.026810897514224052,
"m": 1.0
},
{
"p": 0.07424221187829971,
"m": 1.0
},
{
"p": 0.06623490899801254,
"m": 1.0
},
{
"p": 0.08361952006816864,
"m": 1.0
},
{
"p": 0.07768397778272629,
"m": 1.0
},
{
"p": 0.06817511469125748,
"m": 1.0
},
{
"p": 0.07146763801574707,
"m": 1.0
},
{
"p": 0.14410778880119324,
"m": 1.0
},
{
"p": 0.07537052035331726,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0856773853302002,
"val_loss": 0.8195765614509583,
"acc": 73.72,
"time": 125.0048225369992,
"param": [
{
"p": 0.10611364245414734,
"m": 0.8326367735862732
},
{
"p": 0.031029971316456795,
"m": 0.8326367735862732
},
{
"p": 0.10634884983301163,
"m": 0.8326367735862732
},
{
"p": 0.02784697525203228,
"m": 0.8326367735862732
},
{
"p": 0.0006949834059923887,
"m": 0.8326367735862732
},
{
"p": 0.05245324969291687,
"m": 0.8326367735862732
},
{
"p": 0.05744251236319542,
"m": 0.8326367735862732
},
{
"p": 0.10425379127264023,
"m": 0.8326367735862732
},
{
"p": 0.08200593292713165,
"m": 0.8326367735862732
},
{
"p": 0.10624147951602936,
"m": 0.8326367735862732
},
{
"p": 0.03836030513048172,
"m": 0.8326367735862732
},
{
"p": 0.07595553249120712,
"m": 0.8326367735862732
},
{
"p": 0.140546977519989,
"m": 0.8326367735862732
},
{
"p": 0.070705845952034,
"m": 0.8326367735862732
}
]
},
{
"epoch": 135,
"train_loss": 1.5380223989486694,
"val_loss": 0.8703787922859192,
"acc": 73.38,
"time": 124.53855475700038,
"param": [
{
"p": 0.0949479192495346,
"m": 0.8546371459960938
},
{
"p": 0.01964048482477665,
"m": 0.8546371459960938
},
{
"p": 0.10453642159700394,
"m": 0.8546371459960938
},
{
"p": 0.04364238306879997,
"m": 0.8546371459960938
},
{
"p": 0.021237008273601532,
"m": 0.8546371459960938
},
{
"p": 0.030038142576813698,
"m": 0.8546371459960938
},
{
"p": 0.0782560259103775,
"m": 0.8546371459960938
},
{
"p": 0.05093568190932274,
"m": 0.8546371459960938
},
{
"p": 0.10924708098173141,
"m": 0.8546371459960938
},
{
"p": 0.11012464016675949,
"m": 0.8546371459960938
},
{
"p": 0.07423114031553268,
"m": 0.8546371459960938
},
{
"p": 0.09467768669128418,
"m": 0.8546371459960938
},
{
"p": 0.09659390896558762,
"m": 0.8546371459960938
},
{
"p": 0.07189151644706726,
"m": 0.8546371459960938
}
]
},
{
"epoch": 136,
"train_loss": 1.5472251176834106,
"val_loss": 0.7465821504592896,
"acc": 73.62,
"time": 120.83148138400065,
"param": [
{
"p": 0.0949479267001152,
"m": 0.9220262765884399
},
{
"p": 0.021267089992761612,
"m": 0.9220262765884399
},
{
"p": 0.09828633815050125,
"m": 0.9220262765884399
},
{
"p": 0.03622191399335861,
"m": 0.9220262765884399
},
{
"p": 0.04362274333834648,
"m": 0.9220262765884399
},
{
"p": 0.05411100760102272,
"m": 0.9220262765884399
},
{
"p": 0.07388629764318466,
"m": 0.9220262765884399
},
{
"p": 0.06264393776655197,
"m": 0.9220262765884399
},
{
"p": 0.08132783323526382,
"m": 0.9220262765884399
},
{
"p": 0.10843739658594131,
"m": 0.9220262765884399
},
{
"p": 0.07586020231246948,
"m": 0.9220262765884399
},
{
"p": 0.07428306341171265,
"m": 0.9220262765884399
},
{
"p": 0.12118968367576599,
"m": 0.9220262765884399
},
{
"p": 0.05391458794474602,
"m": 0.9220262765884399
}
]
},
{
"epoch": 137,
"train_loss": 1.6820698976516724,
"val_loss": 0.7594232559204102,
"acc": 71.76,
"time": 118.90067564899982,
"param": [
{
"p": 0.10296055674552917,
"m": 0.9591364860534668
},
{
"p": 0.04342341795563698,
"m": 0.9591364860534668
},
{
"p": 0.09398875385522842,
"m": 0.9591364860534668
},
{
"p": 0.04017050564289093,
"m": 0.9591364860534668
},
{
"p": 0.04131248593330383,
"m": 0.9591364860534668
},
{
"p": 0.031254857778549194,
"m": 0.9591364860534668
},
{
"p": 0.07302779704332352,
"m": 0.9591364860534668
},
{
"p": 0.06126290559768677,
"m": 0.9591364860534668
},
{
"p": 0.09198885411024094,
"m": 0.9591364860534668
},
{
"p": 0.1063036248087883,
"m": 0.9591364860534668
},
{
"p": 0.06803042441606522,
"m": 0.9591364860534668
},
{
"p": 0.08143451064825058,
"m": 0.9591364860534668
},
{
"p": 0.10014902055263519,
"m": 0.9591364860534668
},
{
"p": 0.06469230353832245,
"m": 0.9591364860534668
}
]
},
{
"epoch": 138,
"train_loss": 1.3445494174957275,
"val_loss": 0.672563374042511,
"acc": 73.27,
"time": 119.6236474999987,
"param": [
{
"p": 0.1297738254070282,
"m": 0.9994216561317444
},
{
"p": 0.033848680555820465,
"m": 0.9994216561317444
},
{
"p": 0.13896343111991882,
"m": 0.9994216561317444
},
{
"p": 0.03872191533446312,
"m": 0.9994216561317444
},
{
"p": 0.015981454402208328,
"m": 0.9994216561317444
},
{
"p": 0.019362034276127815,
"m": 0.9994216561317444
},
{
"p": 0.06744731217622757,
"m": 0.9994216561317444
},
{
"p": 0.07932814955711365,
"m": 0.9994216561317444
},
{
"p": 0.013394787907600403,
"m": 0.9994216561317444
},
{
"p": 0.10476353764533997,
"m": 0.9994216561317444
},
{
"p": 0.08879471570253372,
"m": 0.9994216561317444
},
{
"p": 0.0963713675737381,
"m": 0.9994216561317444
},
{
"p": 0.1268618404865265,
"m": 0.9994216561317444
},
{
"p": 0.04638700932264328,
"m": 0.9994216561317444
}
]
},
{
"epoch": 139,
"train_loss": 1.3690749406814575,
"val_loss": 0.8157573342323303,
"acc": 73.1,
"time": 118.9768528450004,
"param": [
{
"p": 0.10893887281417847,
"m": 0.8901129364967346
},
{
"p": 0.030728939920663834,
"m": 0.8901129364967346
},
{
"p": 0.10315386205911636,
"m": 0.8901129364967346
},
{
"p": 0.02729126811027527,
"m": 0.8901129364967346
},
{
"p": 0.036331284791231155,
"m": 0.8901129364967346
},
{
"p": 0.030502650886774063,
"m": 0.8901129364967346
},
{
"p": 0.06439898908138275,
"m": 0.8901129364967346
},
{
"p": 0.06764091551303864,
"m": 0.8901129364967346
},
{
"p": 0.07730261981487274,
"m": 0.8901129364967346
},
{
"p": 0.09952632337808609,
"m": 0.8901129364967346
},
{
"p": 0.05674836039543152,
"m": 0.8901129364967346
},
{
"p": 0.12255799025297165,
"m": 0.8901129364967346
},
{
"p": 0.1372416764497757,
"m": 0.8901129364967346
},
{
"p": 0.037636227905750275,
"m": 0.8901129364967346
}
]
},
{
"epoch": 140,
"train_loss": 1.2470446825027466,
"val_loss": 0.7565841674804688,
"acc": 73.78,
"time": 118.31182458100011,
"param": [
{
"p": 0.1229148656129837,
"m": 0.8393649458885193
},
{
"p": 0.02131718397140503,
"m": 0.8393649458885193
},
{
"p": 0.11329476535320282,
"m": 0.8393649458885193
},
{
"p": 0.04084622859954834,
"m": 0.8393649458885193
},
{
"p": 0.026929672807455063,
"m": 0.8393649458885193
},
{
"p": 0.04170920327305794,
"m": 0.8393649458885193
},
{
"p": 0.06273975223302841,
"m": 0.8393649458885193
},
{
"p": 0.07309066504240036,
"m": 0.8393649458885193
},
{
"p": 0.06544574350118637,
"m": 0.8393649458885193
},
{
"p": 0.11360964179039001,
"m": 0.8393649458885193
},
{
"p": 0.06819071620702744,
"m": 0.8393649458885193
},
{
"p": 0.07055975496768951,
"m": 0.8393649458885193
},
{
"p": 0.12717539072036743,
"m": 0.8393649458885193
},
{
"p": 0.05217643454670906,
"m": 0.8393649458885193
}
]
},
{
"epoch": 141,
"train_loss": 1.3794256448745728,
"val_loss": 0.746684730052948,
"acc": 74.14,
"time": 118.83210853499986,
"param": [
{
"p": 0.13000346720218658,
"m": 1.0
},
{
"p": 0.0201875027269125,
"m": 1.0
},
{
"p": 0.12251700460910797,
"m": 1.0
},
{
"p": 0.04317450150847435,
"m": 1.0
},
{
"p": 0.05683934688568115,
"m": 1.0
},
{
"p": 0.056869860738515854,
"m": 1.0
},
{
"p": 0.04181890934705734,
"m": 1.0
},
{
"p": 0.03657953441143036,
"m": 1.0
},
{
"p": 0.02978532947599888,
"m": 1.0
},
{
"p": 0.11809197813272476,
"m": 1.0
},
{
"p": 0.07390768080949783,
"m": 1.0
},
{
"p": 0.10273833572864532,
"m": 1.0
},
{
"p": 0.11600645631551743,
"m": 1.0
},
{
"p": 0.051480088382959366,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.4199326038360596,
"val_loss": 0.8778252005577087,
"acc": 72.87,
"time": 118.13064168900019,
"param": [
{
"p": 0.11469171196222305,
"m": 0.9508931636810303
},
{
"p": 0.0277375690639019,
"m": 0.9508931636810303
},
{
"p": 0.07478657364845276,
"m": 0.9508931636810303
},
{
"p": 0.03909245505928993,
"m": 0.9508931636810303
},
{
"p": 0.03065970353782177,
"m": 0.9508931636810303
},
{
"p": 0.019186504185199738,
"m": 0.9508931636810303
},
{
"p": 0.10213318467140198,
"m": 0.9508931636810303
},
{
"p": 0.0642608255147934,
"m": 0.9508931636810303
},
{
"p": 0.05428740754723549,
"m": 0.9508931636810303
},
{
"p": 0.10621673613786697,
"m": 0.9508931636810303
},
{
"p": 0.07743681967258453,
"m": 0.9508931636810303
},
{
"p": 0.08089431375265121,
"m": 0.9508931636810303
},
{
"p": 0.126724973320961,
"m": 0.9508931636810303
},
{
"p": 0.08189120888710022,
"m": 0.9508931636810303
}
]
},
{
"epoch": 143,
"train_loss": 1.0861711502075195,
"val_loss": 0.7315998077392578,
"acc": 74.04,
"time": 118.39573630700033,
"param": [
{
"p": 0.10871847718954086,
"m": 0.95951908826828
},
{
"p": 0.0007019914337433875,
"m": 0.95951908826828
},
{
"p": 0.10492143034934998,
"m": 0.95951908826828
},
{
"p": 0.03899054974317551,
"m": 0.95951908826828
},
{
"p": 0.035117749124765396,
"m": 0.95951908826828
},
{
"p": 0.041036780923604965,
"m": 0.95951908826828
},
{
"p": 0.07624468207359314,
"m": 0.95951908826828
},
{
"p": 0.07229936122894287,
"m": 0.95951908826828
},
{
"p": 0.07751142233610153,
"m": 0.95951908826828
},
{
"p": 0.10593144595623016,
"m": 0.95951908826828
},
{
"p": 0.05631071329116821,
"m": 0.95951908826828
},
{
"p": 0.08474581688642502,
"m": 0.95951908826828
},
{
"p": 0.1164090633392334,
"m": 0.95951908826828
},
{
"p": 0.0810604989528656,
"m": 0.95951908826828
}
]
},
{
"epoch": 144,
"train_loss": 1.1216542720794678,
"val_loss": 0.7427201271057129,
"acc": 74.04,
"time": 119.74181326799953,
"param": [
{
"p": 0.10795442014932632,
"m": 0.8208231329917908
},
{
"p": 0.018876824527978897,
"m": 0.8208231329917908
},
{
"p": 0.1334608942270279,
"m": 0.8208231329917908
},
{
"p": 0.04450560361146927,
"m": 0.8208231329917908
},
{
"p": 0.031870871782302856,
"m": 0.8208231329917908
},
{
"p": 0.04440489038825035,
"m": 0.8208231329917908
},
{
"p": 0.06031317263841629,
"m": 0.8208231329917908
},
{
"p": 0.06420349329710007,
"m": 0.8208231329917908
},
{
"p": 0.054167479276657104,
"m": 0.8208231329917908
},
{
"p": 0.0977242961525917,
"m": 0.8208231329917908
},
{
"p": 0.07309472560882568,
"m": 0.8208231329917908
},
{
"p": 0.08717767894268036,
"m": 0.8208231329917908
},
{
"p": 0.11374086141586304,
"m": 0.8208231329917908
},
{
"p": 0.06850475817918777,
"m": 0.8208231329917908
}
]
},
{
"epoch": 145,
"train_loss": 1.4580433368682861,
"val_loss": 0.8691586256027222,
"acc": 72.2,
"time": 118.22406744899854,
"param": [
{
"p": 0.08182813972234726,
"m": 0.921685516834259
},
{
"p": 0.03868207335472107,
"m": 0.921685516834259
},
{
"p": 0.09523504227399826,
"m": 0.921685516834259
},
{
"p": 0.028631553053855896,
"m": 0.921685516834259
},
{
"p": 0.02081482671201229,
"m": 0.921685516834259
},
{
"p": 0.02811647579073906,
"m": 0.921685516834259
},
{
"p": 0.07458868622779846,
"m": 0.921685516834259
},
{
"p": 0.06779556721448898,
"m": 0.921685516834259
},
{
"p": 0.060301996767520905,
"m": 0.921685516834259
},
{
"p": 0.1375805139541626,
"m": 0.921685516834259
},
{
"p": 0.0857609286904335,
"m": 0.921685516834259
},
{
"p": 0.09124664217233658,
"m": 0.921685516834259
},
{
"p": 0.12523429095745087,
"m": 0.921685516834259
},
{
"p": 0.06418322771787643,
"m": 0.921685516834259
}
]
},
{
"epoch": 146,
"train_loss": 1.472181797027588,
"val_loss": 0.8108629584312439,
"acc": 73.53,
"time": 118.94684979700105,
"param": [
{
"p": 0.12008710205554962,
"m": 0.9601837396621704
},
{
"p": 0.04405757784843445,
"m": 0.9601837396621704
},
{
"p": 0.07773026078939438,
"m": 0.9601837396621704
},
{
"p": 0.039875373244285583,
"m": 0.9601837396621704
},
{
"p": 0.04523031413555145,
"m": 0.9601837396621704
},
{
"p": 0.03207014501094818,
"m": 0.9601837396621704
},
{
"p": 0.0658198818564415,
"m": 0.9601837396621704
},
{
"p": 0.06048861891031265,
"m": 0.9601837396621704
},
{
"p": 0.05796989053487778,
"m": 0.9601837396621704
},
{
"p": 0.06572765856981277,
"m": 0.9601837396621704
},
{
"p": 0.08179701864719391,
"m": 0.9601837396621704
},
{
"p": 0.10410376638174057,
"m": 0.9601837396621704
},
{
"p": 0.12419586628675461,
"m": 0.9601837396621704
},
{
"p": 0.08084650337696075,
"m": 0.9601837396621704
}
]
},
{
"epoch": 147,
"train_loss": 1.3118534088134766,
"val_loss": 0.6956693530082703,
"acc": 73.61,
"time": 118.25478969199685,
"param": [
{
"p": 0.07496046274900436,
"m": 0.8633239269256592
},
{
"p": 0.02739248424768448,
"m": 0.8633239269256592
},
{
"p": 0.11389271914958954,
"m": 0.8633239269256592
},
{
"p": 0.053309131413698196,
"m": 0.8633239269256592
},
{
"p": 0.001835221191868186,
"m": 0.8633239269256592
},
{
"p": 0.015804557129740715,
"m": 0.8633239269256592
},
{
"p": 0.07956967502832413,
"m": 0.8633239269256592
},
{
"p": 0.08558318763971329,
"m": 0.8633239269256592
},
{
"p": 0.06933785229921341,
"m": 0.8633239269256592
},
{
"p": 0.09485908597707748,
"m": 0.8633239269256592
},
{
"p": 0.11428222060203552,
"m": 0.8633239269256592
},
{
"p": 0.07438654452562332,
"m": 0.8633239269256592
},
{
"p": 0.13031980395317078,
"m": 0.8633239269256592
},
{
"p": 0.06446702033281326,
"m": 0.8633239269256592
}
]
},
{
"epoch": 148,
"train_loss": 1.5932128429412842,
"val_loss": 0.7001954317092896,
"acc": 74.19,
"time": 118.77625374799754,
"param": [
{
"p": 0.09707481414079666,
"m": 0.8654916882514954
},
{
"p": 0.0228506401181221,
"m": 0.8654916882514954
},
{
"p": 0.09312348812818527,
"m": 0.8654916882514954
},
{
"p": 0.03416609391570091,
"m": 0.8654916882514954
},
{
"p": 0.03893759101629257,
"m": 0.8654916882514954
},
{
"p": 0.023507190868258476,
"m": 0.8654916882514954
},
{
"p": 0.07605140656232834,
"m": 0.8654916882514954
},
{
"p": 0.08588311076164246,
"m": 0.8654916882514954
},
{
"p": 0.06354249268770218,
"m": 0.8654916882514954
},
{
"p": 0.11026015132665634,
"m": 0.8654916882514954
},
{
"p": 0.08155302703380585,
"m": 0.8654916882514954
},
{
"p": 0.09905371069908142,
"m": 0.8654916882514954
},
{
"p": 0.12216639518737793,
"m": 0.8654916882514954
},
{
"p": 0.05182984843850136,
"m": 0.8654916882514954
}
]
},
{
"epoch": 149,
"train_loss": 1.4834935665130615,
"val_loss": 0.796798586845398,
"acc": 73.6,
"time": 119.04920220300119,
"param": [
{
"p": 0.1076798066496849,
"m": 0.7669270634651184
},
{
"p": 0.06723268330097198,
"m": 0.7669270634651184
},
{
"p": 0.082536980509758,
"m": 0.7669270634651184
},
{
"p": 0.028350476175546646,
"m": 0.7669270634651184
},
{
"p": 0.031665556132793427,
"m": 0.7669270634651184
},
{
"p": 0.03360690921545029,
"m": 0.7669270634651184
},
{
"p": 0.09051438421010971,
"m": 0.7669270634651184
},
{
"p": 0.07572539150714874,
"m": 0.7669270634651184
},
{
"p": 0.0436696782708168,
"m": 0.7669270634651184
},
{
"p": 0.09872739017009735,
"m": 0.7669270634651184
},
{
"p": 0.08259125798940659,
"m": 0.7669270634651184
},
{
"p": 0.07882798463106155,
"m": 0.7669270634651184
},
{
"p": 0.11594416201114655,
"m": 0.7669270634651184
},
{
"p": 0.0629272311925888,
"m": 0.7669270634651184
}
]
},
{
"epoch": 150,
"train_loss": 1.5941284894943237,
"val_loss": 0.7857472896575928,
"acc": 74.18,
"time": 119.0837921429993,
"param": [
{
"p": 0.10752826929092407,
"m": 0.8118890523910522
},
{
"p": 0.02541932836174965,
"m": 0.8118890523910522
},
{
"p": 0.12067372351884842,
"m": 0.8118890523910522
},
{
"p": 0.02611953765153885,
"m": 0.8118890523910522
},
{
"p": 0.007517059333622456,
"m": 0.8118890523910522
},
{
"p": 0.048494525253772736,
"m": 0.8118890523910522
},
{
"p": 0.07369187474250793,
"m": 0.8118890523910522
},
{
"p": 0.041539937257766724,
"m": 0.8118890523910522
},
{
"p": 0.08316656202077866,
"m": 0.8118890523910522
},
{
"p": 0.11569919437170029,
"m": 0.8118890523910522
},
{
"p": 0.08654404431581497,
"m": 0.8118890523910522
},
{
"p": 0.09292087703943253,
"m": 0.8118890523910522
},
{
"p": 0.10800006985664368,
"m": 0.8118890523910522
},
{
"p": 0.06268496066331863,
"m": 0.8118890523910522
}
]
}
]
}