mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
13238 lines
No EOL
220 KiB
JSON
Executable file
13238 lines
No EOL
220 KiB
JSON
Executable file
{
|
|
"Accuracy": 75.16,
|
|
"Time": [
|
|
128.50074128809499,
|
|
1.9790257337076762,
|
|
25751.706053065
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.01,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "GeForce GTX 1080 Ti",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.405436038970947,
|
|
"val_loss": 2.2111246585845947,
|
|
"acc": 25.6,
|
|
"time": 107.282333409,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.026499450206756592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04507241025567055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06545966863632202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08435183018445969,
|
|
"m": 0.9907740354537964
|
|
},
|
|
{
|
|
"p": 0.055421698838472366,
|
|
"m": 0.9471988081932068
|
|
},
|
|
{
|
|
"p": 0.015506278723478317,
|
|
"m": 0.9163243770599365
|
|
},
|
|
{
|
|
"p": 0.06271538883447647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11515697091817856,
|
|
"m": 0.9977630972862244
|
|
},
|
|
{
|
|
"p": 0.017161492258310318,
|
|
"m": 0.8622249960899353
|
|
},
|
|
{
|
|
"p": 0.16374512016773224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007179298554547131,
|
|
"m": 0.7987191677093506
|
|
},
|
|
{
|
|
"p": 0.30457547307014465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04289839044213295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007179298554547131,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 3.9475059509277344,
|
|
"val_loss": 1.9132680892944336,
|
|
"acc": 31.72,
|
|
"time": 131.958154321,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.057190921157598495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021496927365660667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07560822367668152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07888588309288025,
|
|
"m": 0.8921154141426086
|
|
},
|
|
{
|
|
"p": 0.036657869815826416,
|
|
"m": 0.9289225339889526
|
|
},
|
|
{
|
|
"p": 0.0007262125727720559,
|
|
"m": 0.8482317328453064
|
|
},
|
|
{
|
|
"p": 0.08880747854709625,
|
|
"m": 0.9573773741722107
|
|
},
|
|
{
|
|
"p": 0.1074812263250351,
|
|
"m": 0.8607723712921143
|
|
},
|
|
{
|
|
"p": 0.056693654507398605,
|
|
"m": 0.9893888235092163
|
|
},
|
|
{
|
|
"p": 0.16108092665672302,
|
|
"m": 0.9508838653564453
|
|
},
|
|
{
|
|
"p": 0.018451549112796783,
|
|
"m": 0.8217558264732361
|
|
},
|
|
{
|
|
"p": 0.2278524786233902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06834044307470322,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007262125727720559,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 3.572357177734375,
|
|
"val_loss": 1.6209543943405151,
|
|
"acc": 38.98,
|
|
"time": 130.396738561,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.058847278356552124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004123174585402012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12972372770309448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06928881257772446,
|
|
"m": 0.7562686800956726
|
|
},
|
|
{
|
|
"p": 0.0007377616711892188,
|
|
"m": 0.8869282007217407
|
|
},
|
|
{
|
|
"p": 0.0007377616711892188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176313549280167,
|
|
"m": 0.8943108916282654
|
|
},
|
|
{
|
|
"p": 0.1104435920715332,
|
|
"m": 0.7967295050621033
|
|
},
|
|
{
|
|
"p": 0.03413235396146774,
|
|
"m": 0.9714771509170532
|
|
},
|
|
{
|
|
"p": 0.171489417552948,
|
|
"m": 0.8517727851867676
|
|
},
|
|
{
|
|
"p": 0.0028478645253926516,
|
|
"m": 0.8292325139045715
|
|
},
|
|
{
|
|
"p": 0.2166144847869873,
|
|
"m": 0.9993715286254883
|
|
},
|
|
{
|
|
"p": 0.1285129338502884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007377616711892188,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.664048671722412,
|
|
"val_loss": 1.5654362440109253,
|
|
"acc": 46.28,
|
|
"time": 130.00733762599998,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.05707593634724617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026727844029664993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09669353067874908,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08946241438388824,
|
|
"m": 0.7548859715461731
|
|
},
|
|
{
|
|
"p": 0.0007073244196362793,
|
|
"m": 0.9692935943603516
|
|
},
|
|
{
|
|
"p": 0.02372179552912712,
|
|
"m": 0.9727061986923218
|
|
},
|
|
{
|
|
"p": 0.12028814852237701,
|
|
"m": 0.5528076887130737
|
|
},
|
|
{
|
|
"p": 0.045399490743875504,
|
|
"m": 0.5487126708030701
|
|
},
|
|
{
|
|
"p": 0.04688599333167076,
|
|
"m": 0.9208381772041321
|
|
},
|
|
{
|
|
"p": 0.1630742996931076,
|
|
"m": 0.7616586089134216
|
|
},
|
|
{
|
|
"p": 0.04081588611006737,
|
|
"m": 0.9113713502883911
|
|
},
|
|
{
|
|
"p": 0.17423376441001892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09734351187944412,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017570175230503082,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.3805198669433594,
|
|
"val_loss": 1.5326441526412964,
|
|
"acc": 47.56,
|
|
"time": 130.086485122,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07273686677217484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007212038617581129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11848043650388718,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11180400848388672,
|
|
"m": 0.8223063945770264
|
|
},
|
|
{
|
|
"p": 0.0007212038617581129,
|
|
"m": 0.9980865120887756
|
|
},
|
|
{
|
|
"p": 0.037496328353881836,
|
|
"m": 0.9258335828781128
|
|
},
|
|
{
|
|
"p": 0.1035347729921341,
|
|
"m": 0.5875415205955505
|
|
},
|
|
{
|
|
"p": 0.09849800169467926,
|
|
"m": 0.6079765558242798
|
|
},
|
|
{
|
|
"p": 0.047942545264959335,
|
|
"m": 0.9594037532806396
|
|
},
|
|
{
|
|
"p": 0.12421464920043945,
|
|
"m": 0.7672582864761353
|
|
},
|
|
{
|
|
"p": 0.020404303446412086,
|
|
"m": 0.9568206667900085
|
|
},
|
|
{
|
|
"p": 0.1463964432477951,
|
|
"m": 0.9995998740196228
|
|
},
|
|
{
|
|
"p": 0.11632804572582245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007212038617581129,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.9969229698181152,
|
|
"val_loss": 1.4220932722091675,
|
|
"acc": 50.23,
|
|
"time": 127.80011084299997,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.05676218122243881,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004411059431731701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08126594871282578,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10468168556690216,
|
|
"m": 0.7563095092773438
|
|
},
|
|
{
|
|
"p": 0.0007073808810673654,
|
|
"m": 0.853697657585144
|
|
},
|
|
{
|
|
"p": 0.0007073808810673654,
|
|
"m": 0.8800150752067566
|
|
},
|
|
{
|
|
"p": 0.1175074353814125,
|
|
"m": 0.658613920211792
|
|
},
|
|
{
|
|
"p": 0.11264421045780182,
|
|
"m": 0.7618617415428162
|
|
},
|
|
{
|
|
"p": 0.03772056847810745,
|
|
"m": 0.965435802936554
|
|
},
|
|
{
|
|
"p": 0.12861420214176178,
|
|
"m": 0.7568821907043457
|
|
},
|
|
{
|
|
"p": 0.053250186145305634,
|
|
"m": 0.9966236352920532
|
|
},
|
|
{
|
|
"p": 0.17836593091487885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11622688919305801,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007134946994483471,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.0911636352539062,
|
|
"val_loss": 1.3531912565231323,
|
|
"acc": 50.87,
|
|
"time": 127.52850838899997,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.057700879871845245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011771724559366703,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1133524477481842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10183218121528625,
|
|
"m": 0.8501864075660706
|
|
},
|
|
{
|
|
"p": 0.0022857291623950005,
|
|
"m": 0.9092599153518677
|
|
},
|
|
{
|
|
"p": 0.01610867865383625,
|
|
"m": 0.969825267791748
|
|
},
|
|
{
|
|
"p": 0.12077023833990097,
|
|
"m": 0.7325738668441772
|
|
},
|
|
{
|
|
"p": 0.10521133244037628,
|
|
"m": 0.7137957811355591
|
|
},
|
|
{
|
|
"p": 0.061450861394405365,
|
|
"m": 0.9798989295959473
|
|
},
|
|
{
|
|
"p": 0.129503071308136,
|
|
"m": 0.7297833561897278
|
|
},
|
|
{
|
|
"p": 0.0247353445738554,
|
|
"m": 0.9858370423316956
|
|
},
|
|
{
|
|
"p": 0.1506524235010147,
|
|
"m": 0.9965635538101196
|
|
},
|
|
{
|
|
"p": 0.10392235964536667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007026227540336549,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 3.034097671508789,
|
|
"val_loss": 1.337096929550171,
|
|
"acc": 51.45,
|
|
"time": 128.13639533800006,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.06623341888189316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007029727566987276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.098467618227005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0978875383734703,
|
|
"m": 0.9916796684265137
|
|
},
|
|
{
|
|
"p": 0.0007633950444869697,
|
|
"m": 0.9430493712425232
|
|
},
|
|
{
|
|
"p": 0.0007029727566987276,
|
|
"m": 0.9022805094718933
|
|
},
|
|
{
|
|
"p": 0.10677529126405716,
|
|
"m": 0.6859407424926758
|
|
},
|
|
{
|
|
"p": 0.10665284097194672,
|
|
"m": 0.8704608082771301
|
|
},
|
|
{
|
|
"p": 0.05788852646946907,
|
|
"m": 0.9899626970291138
|
|
},
|
|
{
|
|
"p": 0.12359720468521118,
|
|
"m": 0.7605345845222473
|
|
},
|
|
{
|
|
"p": 0.052936851978302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14540793001651764,
|
|
"m": 0.999222457408905
|
|
},
|
|
{
|
|
"p": 0.12291202694177628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01907138153910637,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 2.939345359802246,
|
|
"val_loss": 1.3597521781921387,
|
|
"acc": 54.28,
|
|
"time": 128.28663308799992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07667147368192673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0013121290830895305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09964708983898163,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13054990768432617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007096693152561784,
|
|
"m": 0.9629753828048706
|
|
},
|
|
{
|
|
"p": 0.005203481297940016,
|
|
"m": 0.979508638381958
|
|
},
|
|
{
|
|
"p": 0.11079773306846619,
|
|
"m": 0.908916711807251
|
|
},
|
|
{
|
|
"p": 0.0907985270023346,
|
|
"m": 0.985095739364624
|
|
},
|
|
{
|
|
"p": 0.05404788628220558,
|
|
"m": 0.994034469127655
|
|
},
|
|
{
|
|
"p": 0.13316328823566437,
|
|
"m": 0.7202060222625732
|
|
},
|
|
{
|
|
"p": 0.03405226394534111,
|
|
"m": 0.9915130138397217
|
|
},
|
|
{
|
|
"p": 0.16191066801548004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10042614489793777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007096693152561784,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 2.9235124588012695,
|
|
"val_loss": 1.3161342144012451,
|
|
"acc": 56.94,
|
|
"time": 129.8189172880002,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08689633756875992,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0190238319337368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11451368778944016,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08893503248691559,
|
|
"m": 0.9848641753196716
|
|
},
|
|
{
|
|
"p": 0.0006946537178009748,
|
|
"m": 0.9997575283050537
|
|
},
|
|
{
|
|
"p": 0.015077013522386551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09772586077451706,
|
|
"m": 0.8744972944259644
|
|
},
|
|
{
|
|
"p": 0.10884663462638855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05309000611305237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12321050465106964,
|
|
"m": 0.601192057132721
|
|
},
|
|
{
|
|
"p": 0.04282882437109947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13463392853736877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11226511001586914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0022586355917155743,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.629854679107666,
|
|
"val_loss": 1.1574469804763794,
|
|
"acc": 56.44,
|
|
"time": 128.9951565990002,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09255009144544601,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007051543216221035,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11024945229291916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07876909524202347,
|
|
"m": 0.9706194400787354
|
|
},
|
|
{
|
|
"p": 0.0007051543216221035,
|
|
"m": 0.8606897592544556
|
|
},
|
|
{
|
|
"p": 0.0007051543216221035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628979280591011,
|
|
"m": 0.8222838044166565
|
|
},
|
|
{
|
|
"p": 0.0968661904335022,
|
|
"m": 0.9648131132125854
|
|
},
|
|
{
|
|
"p": 0.0547158382833004,
|
|
"m": 0.9961279034614563
|
|
},
|
|
{
|
|
"p": 0.1635896861553192,
|
|
"m": 0.5232753753662109
|
|
},
|
|
{
|
|
"p": 0.036022718995809555,
|
|
"m": 0.9967183470726013
|
|
},
|
|
{
|
|
"p": 0.168404221534729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1294378787279129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004381421022117138,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.6695311069488525,
|
|
"val_loss": 1.1494228839874268,
|
|
"acc": 57.66,
|
|
"time": 129.4387566280002,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0924559086561203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006959229940548539,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11478156596422195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046025436371564865,
|
|
"m": 0.9646314382553101
|
|
},
|
|
{
|
|
"p": 0.010718152858316898,
|
|
"m": 0.9592157006263733
|
|
},
|
|
{
|
|
"p": 0.016741741448640823,
|
|
"m": 0.9994770288467407
|
|
},
|
|
{
|
|
"p": 0.0976802334189415,
|
|
"m": 0.8728677034378052
|
|
},
|
|
{
|
|
"p": 0.09896939992904663,
|
|
"m": 0.9988475441932678
|
|
},
|
|
{
|
|
"p": 0.06752230226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10856198519468307,
|
|
"m": 0.4932084083557129
|
|
},
|
|
{
|
|
"p": 0.047982096672058105,
|
|
"m": 0.9764884114265442
|
|
},
|
|
{
|
|
"p": 0.1709463894367218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1262229084968567,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006959229940548539,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 2.4033234119415283,
|
|
"val_loss": 1.2478920221328735,
|
|
"acc": 59.93,
|
|
"time": 127.92707467900004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07611718773841858,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005546217784285545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11138765513896942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08717911690473557,
|
|
"m": 0.9644603729248047
|
|
},
|
|
{
|
|
"p": 0.0007027218816801906,
|
|
"m": 0.8943091630935669
|
|
},
|
|
{
|
|
"p": 0.0007027218816801906,
|
|
"m": 0.9453816413879395
|
|
},
|
|
{
|
|
"p": 0.08540049940347672,
|
|
"m": 0.9575909972190857
|
|
},
|
|
{
|
|
"p": 0.09749849140644073,
|
|
"m": 0.9123061895370483
|
|
},
|
|
{
|
|
"p": 0.045754995197057724,
|
|
"m": 0.9375289678573608
|
|
},
|
|
{
|
|
"p": 0.13857923448085785,
|
|
"m": 0.37840965390205383
|
|
},
|
|
{
|
|
"p": 0.043875571340322495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18570508062839508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12084781378507614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007027218816801906,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 2.5170040130615234,
|
|
"val_loss": 1.191110610961914,
|
|
"acc": 62.19,
|
|
"time": 129.55928648200006,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.050274357199668884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007109538419172168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12421213090419769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10587863624095917,
|
|
"m": 0.8316868543624878
|
|
},
|
|
{
|
|
"p": 0.0007109538419172168,
|
|
"m": 0.9722439646720886
|
|
},
|
|
{
|
|
"p": 0.0007109538419172168,
|
|
"m": 0.9972619414329529
|
|
},
|
|
{
|
|
"p": 0.08320281654596329,
|
|
"m": 0.9229729175567627
|
|
},
|
|
{
|
|
"p": 0.11186674982309341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06834015995264053,
|
|
"m": 0.9987573623657227
|
|
},
|
|
{
|
|
"p": 0.12879590690135956,
|
|
"m": 0.2014569491147995
|
|
},
|
|
{
|
|
"p": 0.05688294395804405,
|
|
"m": 0.9969438314437866
|
|
},
|
|
{
|
|
"p": 0.15467138588428497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11303111165761948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007109538419172168,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 2.2247085571289062,
|
|
"val_loss": 1.1619280576705933,
|
|
"acc": 60.59,
|
|
"time": 129.16248549399984,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08337905257940292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000696096511092037,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14593780040740967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06715693324804306,
|
|
"m": 0.8766058683395386
|
|
},
|
|
{
|
|
"p": 0.005029689520597458,
|
|
"m": 0.945686936378479
|
|
},
|
|
{
|
|
"p": 0.000696096511092037,
|
|
"m": 0.9559462070465088
|
|
},
|
|
{
|
|
"p": 0.0966375395655632,
|
|
"m": 0.9856311082839966
|
|
},
|
|
{
|
|
"p": 0.10494303703308105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04901370406150818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10860802978277206,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.034924741834402084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15998511016368866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13756166398525238,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005430557299405336,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 2.229753017425537,
|
|
"val_loss": 1.211296558380127,
|
|
"acc": 59.92,
|
|
"time": 128.25583158400013,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08276017010211945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000705825921613723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11233911663293839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09512849897146225,
|
|
"m": 0.926872968673706
|
|
},
|
|
{
|
|
"p": 0.0158997792750597,
|
|
"m": 0.9186877012252808
|
|
},
|
|
{
|
|
"p": 0.020696723833680153,
|
|
"m": 0.9670463800430298
|
|
},
|
|
{
|
|
"p": 0.06966674327850342,
|
|
"m": 0.8812844157218933
|
|
},
|
|
{
|
|
"p": 0.06618198752403259,
|
|
"m": 0.9930462837219238
|
|
},
|
|
{
|
|
"p": 0.060623884201049805,
|
|
"m": 0.9902998208999634
|
|
},
|
|
{
|
|
"p": 0.10642106086015701,
|
|
"m": 0.15442277491092682
|
|
},
|
|
{
|
|
"p": 0.07055669277906418,
|
|
"m": 0.9947482347488403
|
|
},
|
|
{
|
|
"p": 0.15614289045333862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13321314752101898,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009663518518209457,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 2.4953973293304443,
|
|
"val_loss": 1.010438323020935,
|
|
"acc": 64.04,
|
|
"time": 128.54285655700005,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.04974145442247391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006947443471290171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11500763148069382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05732683464884758,
|
|
"m": 0.9771685004234314
|
|
},
|
|
{
|
|
"p": 0.013329637236893177,
|
|
"m": 0.9334524869918823
|
|
},
|
|
{
|
|
"p": 0.01016848161816597,
|
|
"m": 0.9996125102043152
|
|
},
|
|
{
|
|
"p": 0.11863861232995987,
|
|
"m": 0.9511449933052063
|
|
},
|
|
{
|
|
"p": 0.10738303512334824,
|
|
"m": 0.9424787163734436
|
|
},
|
|
{
|
|
"p": 0.06988581269979477,
|
|
"m": 0.9732329845428467
|
|
},
|
|
{
|
|
"p": 0.11936905980110168,
|
|
"m": 0.16119033098220825
|
|
},
|
|
{
|
|
"p": 0.04083719849586487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15108369290828705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14461658895015717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001917226822115481,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 2.354553461074829,
|
|
"val_loss": 1.0004719495773315,
|
|
"acc": 63.27,
|
|
"time": 128.8605683840001,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08082729578018188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006995038129389286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12380009144544601,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0977887213230133,
|
|
"m": 0.9698298573493958
|
|
},
|
|
{
|
|
"p": 0.0006995038129389286,
|
|
"m": 0.8411108255386353
|
|
},
|
|
{
|
|
"p": 0.006933612748980522,
|
|
"m": 0.9394826889038086
|
|
},
|
|
{
|
|
"p": 0.0930219367146492,
|
|
"m": 0.9748499989509583
|
|
},
|
|
{
|
|
"p": 0.08068903535604477,
|
|
"m": 0.9539503455162048
|
|
},
|
|
{
|
|
"p": 0.05586787685751915,
|
|
"m": 0.9989659786224365
|
|
},
|
|
{
|
|
"p": 0.10373378545045853,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07487683743238449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18639379739761353,
|
|
"m": 0.9901511669158936
|
|
},
|
|
{
|
|
"p": 0.09396850317716599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006995038129389286,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 2.5412309169769287,
|
|
"val_loss": 1.0415215492248535,
|
|
"acc": 64.14,
|
|
"time": 130.0883724539999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10207834839820862,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007220128900371492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1134723648428917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07979533076286316,
|
|
"m": 0.9733579754829407
|
|
},
|
|
{
|
|
"p": 0.0007220128900371492,
|
|
"m": 0.9000294208526611
|
|
},
|
|
{
|
|
"p": 0.0080232173204422,
|
|
"m": 0.9505217671394348
|
|
},
|
|
{
|
|
"p": 0.06342992931604385,
|
|
"m": 0.8393905758857727
|
|
},
|
|
{
|
|
"p": 0.10701807588338852,
|
|
"m": 0.9447891116142273
|
|
},
|
|
{
|
|
"p": 0.049697812646627426,
|
|
"m": 0.9875552654266357
|
|
},
|
|
{
|
|
"p": 0.1276787966489792,
|
|
"m": 0.13379544019699097
|
|
},
|
|
{
|
|
"p": 0.05884387344121933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15953165292739868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12292148917913437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006065116263926029,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.977008581161499,
|
|
"val_loss": 1.0547537803649902,
|
|
"acc": 64.8,
|
|
"time": 128.92022346400017,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0903334766626358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002524900482967496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13810841739177704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06098590046167374,
|
|
"m": 0.9087657928466797
|
|
},
|
|
{
|
|
"p": 0.0007113275933079422,
|
|
"m": 0.99519944190979
|
|
},
|
|
{
|
|
"p": 0.004243990872055292,
|
|
"m": 0.9116219282150269
|
|
},
|
|
{
|
|
"p": 0.08675829321146011,
|
|
"m": 0.8898263573646545
|
|
},
|
|
{
|
|
"p": 0.0884392186999321,
|
|
"m": 0.9496030211448669
|
|
},
|
|
{
|
|
"p": 0.0671788901090622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325054705142975,
|
|
"m": 0.13136906921863556
|
|
},
|
|
{
|
|
"p": 0.03772951662540436,
|
|
"m": 0.9993111491203308
|
|
},
|
|
{
|
|
"p": 0.18712881207466125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16189533472061157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007113275933079422,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 2.533144950866699,
|
|
"val_loss": 0.8506457805633545,
|
|
"acc": 67.0,
|
|
"time": 128.39670215599972,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07531299442052841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007080474169924855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12274696677923203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0891769677400589,
|
|
"m": 0.8574740886688232
|
|
},
|
|
{
|
|
"p": 0.011236192658543587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010426638647913933,
|
|
"m": 0.8816519975662231
|
|
},
|
|
{
|
|
"p": 0.07842647284269333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09466064721345901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08273199945688248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359189122915268,
|
|
"m": 0.13733306527137756
|
|
},
|
|
{
|
|
"p": 0.04153858870267868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15762145817279816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13918748497962952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0026336193550378084,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 2.625253200531006,
|
|
"val_loss": 0.837875485420227,
|
|
"acc": 66.07,
|
|
"time": 127.32295208100004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09451603889465332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007147116702981293,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13132208585739136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04395854473114014,
|
|
"m": 0.9709485769271851
|
|
},
|
|
{
|
|
"p": 0.0007147116702981293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022979440167546272,
|
|
"m": 0.7641769051551819
|
|
},
|
|
{
|
|
"p": 0.11328228563070297,
|
|
"m": 0.9843392372131348
|
|
},
|
|
{
|
|
"p": 0.06927282363176346,
|
|
"m": 0.9951000213623047
|
|
},
|
|
{
|
|
"p": 0.05258488655090332,
|
|
"m": 0.9987394213676453
|
|
},
|
|
{
|
|
"p": 0.1131964847445488,
|
|
"m": 0.13793057203292847
|
|
},
|
|
{
|
|
"p": 0.06397613883018494,
|
|
"m": 0.9970755577087402
|
|
},
|
|
{
|
|
"p": 0.16082921624183655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1319379210472107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007147116702981293,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 2.2581615447998047,
|
|
"val_loss": 0.9094312787055969,
|
|
"acc": 66.27,
|
|
"time": 128.8942106970003,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11664002388715744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007060495554469526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12418463081121445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0859796404838562,
|
|
"m": 0.9645934104919434
|
|
},
|
|
{
|
|
"p": 0.0007060495554469526,
|
|
"m": 0.9992122054100037
|
|
},
|
|
{
|
|
"p": 0.018275413662195206,
|
|
"m": 0.6505479216575623
|
|
},
|
|
{
|
|
"p": 0.08474259078502655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167313247919083,
|
|
"m": 0.9633331894874573
|
|
},
|
|
{
|
|
"p": 0.08636029809713364,
|
|
"m": 0.9566563963890076
|
|
},
|
|
{
|
|
"p": 0.07847665995359421,
|
|
"m": 0.14102692902088165
|
|
},
|
|
{
|
|
"p": 0.05544682592153549,
|
|
"m": 0.9935590624809265
|
|
},
|
|
{
|
|
"p": 0.13895171880722046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13272838294506073,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0051286481320858,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 2.3703384399414062,
|
|
"val_loss": 0.9064551591873169,
|
|
"acc": 67.14,
|
|
"time": 129.3172415539998,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09173200279474258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006958954036235809,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.128867506980896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07859161496162415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018310820683836937,
|
|
"m": 0.9918568134307861
|
|
},
|
|
{
|
|
"p": 0.015350223518908024,
|
|
"m": 0.725069522857666
|
|
},
|
|
{
|
|
"p": 0.08978338539600372,
|
|
"m": 0.9525728821754456
|
|
},
|
|
{
|
|
"p": 0.10081562399864197,
|
|
"m": 0.9959061145782471
|
|
},
|
|
{
|
|
"p": 0.0772373154759407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09149467200040817,
|
|
"m": 0.14791370928287506
|
|
},
|
|
{
|
|
"p": 0.05608680844306946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1099599152803421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1384872943162918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002586896065622568,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.9608402252197266,
|
|
"val_loss": 0.9709140062332153,
|
|
"acc": 67.23,
|
|
"time": 128.80951952299984,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10517331212759018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007195784710347652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09237612783908844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0890824943780899,
|
|
"m": 0.9184194207191467
|
|
},
|
|
{
|
|
"p": 0.0024433769285678864,
|
|
"m": 0.9016242027282715
|
|
},
|
|
{
|
|
"p": 0.005445706658065319,
|
|
"m": 0.6910249590873718
|
|
},
|
|
{
|
|
"p": 0.11117437481880188,
|
|
"m": 0.8911811709403992
|
|
},
|
|
{
|
|
"p": 0.08647620677947998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0791548639535904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11530431360006332,
|
|
"m": 0.2153247743844986
|
|
},
|
|
{
|
|
"p": 0.057313837110996246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11008523404598236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14041768014431,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004832820035517216,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 2.0824592113494873,
|
|
"val_loss": 0.9048159122467041,
|
|
"acc": 66.54,
|
|
"time": 128.1496397179999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08346110582351685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006951162940822542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11802679300308228,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08399930596351624,
|
|
"m": 0.7984709739685059
|
|
},
|
|
{
|
|
"p": 0.014446645975112915,
|
|
"m": 0.8855218887329102
|
|
},
|
|
{
|
|
"p": 0.033562470227479935,
|
|
"m": 0.7173072695732117
|
|
},
|
|
{
|
|
"p": 0.08554169535636902,
|
|
"m": 0.9445216655731201
|
|
},
|
|
{
|
|
"p": 0.08242823928594589,
|
|
"m": 0.9841068983078003
|
|
},
|
|
{
|
|
"p": 0.06956087052822113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10554822534322739,
|
|
"m": 0.2424006164073944
|
|
},
|
|
{
|
|
"p": 0.047099098563194275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12542402744293213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13318346440792084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017022987827658653,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 2.133530855178833,
|
|
"val_loss": 1.0062147378921509,
|
|
"acc": 68.49,
|
|
"time": 128.59787371599987,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10248298197984695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002205625409260392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11929737031459808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07872924208641052,
|
|
"m": 0.8751115798950195
|
|
},
|
|
{
|
|
"p": 0.0006971728289499879,
|
|
"m": 0.6180333495140076
|
|
},
|
|
{
|
|
"p": 0.023000791668891907,
|
|
"m": 0.5835946798324585
|
|
},
|
|
{
|
|
"p": 0.1020020917057991,
|
|
"m": 0.9656594395637512
|
|
},
|
|
{
|
|
"p": 0.07892093807458878,
|
|
"m": 0.9735416769981384
|
|
},
|
|
{
|
|
"p": 0.06370014697313309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09153811633586884,
|
|
"m": 0.17942120134830475
|
|
},
|
|
{
|
|
"p": 0.05702954903244972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15151092410087585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12632279098033905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0025622255634516478,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.9910521507263184,
|
|
"val_loss": 1.0514668226242065,
|
|
"acc": 66.25,
|
|
"time": 129.101765934,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08297032117843628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0043165492825210094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12219509482383728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07331431657075882,
|
|
"m": 0.7757643461227417
|
|
},
|
|
{
|
|
"p": 0.027656314894557,
|
|
"m": 0.5516394972801208
|
|
},
|
|
{
|
|
"p": 0.0400695763528347,
|
|
"m": 0.703594446182251
|
|
},
|
|
{
|
|
"p": 0.09374991059303284,
|
|
"m": 0.9914438128471375
|
|
},
|
|
{
|
|
"p": 0.07731414586305618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07184700667858124,
|
|
"m": 0.9944688081741333
|
|
},
|
|
{
|
|
"p": 0.1053624153137207,
|
|
"m": 0.22699901461601257
|
|
},
|
|
{
|
|
"p": 0.03537624701857567,
|
|
"m": 0.9891366958618164
|
|
},
|
|
{
|
|
"p": 0.14409402012825012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1137915551662445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007942498661577702,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.6333839893341064,
|
|
"val_loss": 1.0384103059768677,
|
|
"acc": 68.04,
|
|
"time": 129.9879619340004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10149449110031128,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007045753300189972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13541585206985474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07419168204069138,
|
|
"m": 0.7732762694358826
|
|
},
|
|
{
|
|
"p": 0.021359320729970932,
|
|
"m": 0.5476107597351074
|
|
},
|
|
{
|
|
"p": 0.022688468918204308,
|
|
"m": 0.6416559219360352
|
|
},
|
|
{
|
|
"p": 0.10808668285608292,
|
|
"m": 0.9881535768508911
|
|
},
|
|
{
|
|
"p": 0.09297683835029602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05455874279141426,
|
|
"m": 0.9898693561553955
|
|
},
|
|
{
|
|
"p": 0.09844592213630676,
|
|
"m": 0.33006933331489563
|
|
},
|
|
{
|
|
"p": 0.03697437793016434,
|
|
"m": 0.9514276385307312
|
|
},
|
|
{
|
|
"p": 0.14653757214546204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10503581911325455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0015297641512006521,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 2.1365487575531006,
|
|
"val_loss": 0.92191082239151,
|
|
"acc": 69.12,
|
|
"time": 128.45605763100002,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.06769953668117523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02931818924844265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12998998165130615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04648495092988014,
|
|
"m": 0.849179744720459
|
|
},
|
|
{
|
|
"p": 0.025314386934041977,
|
|
"m": 0.7867271900177002
|
|
},
|
|
{
|
|
"p": 0.02160525694489479,
|
|
"m": 0.6711970567703247
|
|
},
|
|
{
|
|
"p": 0.08605200052261353,
|
|
"m": 0.9991136193275452
|
|
},
|
|
{
|
|
"p": 0.10051267594099045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07536839693784714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09853564202785492,
|
|
"m": 0.3681282103061676
|
|
},
|
|
{
|
|
"p": 0.06319505721330643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1352940797805786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10241203010082245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018217764794826508,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.757814884185791,
|
|
"val_loss": 1.0037870407104492,
|
|
"acc": 68.1,
|
|
"time": 128.22241700199993,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08518942445516586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006969938986003399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13709333539009094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06299334764480591,
|
|
"m": 0.8235238790512085
|
|
},
|
|
{
|
|
"p": 0.026961129158735275,
|
|
"m": 0.7503960728645325
|
|
},
|
|
{
|
|
"p": 0.022857366129755974,
|
|
"m": 0.6735937595367432
|
|
},
|
|
{
|
|
"p": 0.0760548934340477,
|
|
"m": 0.9656550884246826
|
|
},
|
|
{
|
|
"p": 0.06787573546171188,
|
|
"m": 0.9807800054550171
|
|
},
|
|
{
|
|
"p": 0.07917632162570953,
|
|
"m": 0.9860287308692932
|
|
},
|
|
{
|
|
"p": 0.09850442409515381,
|
|
"m": 0.4301035702228546
|
|
},
|
|
{
|
|
"p": 0.062246356159448624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13373029232025146,
|
|
"m": 0.9982244968414307
|
|
},
|
|
{
|
|
"p": 0.11696738749742508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029653072357177734,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 2.0575501918792725,
|
|
"val_loss": 0.9119120836257935,
|
|
"acc": 68.55,
|
|
"time": 128.54158613399977,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07766694575548172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007056299364194274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1027953177690506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06948653608560562,
|
|
"m": 0.7885967493057251
|
|
},
|
|
{
|
|
"p": 0.03460445627570152,
|
|
"m": 0.8265611529350281
|
|
},
|
|
{
|
|
"p": 0.01347858365625143,
|
|
"m": 0.6740884780883789
|
|
},
|
|
{
|
|
"p": 0.10255994647741318,
|
|
"m": 0.9905422925949097
|
|
},
|
|
{
|
|
"p": 0.10016307979822159,
|
|
"m": 0.9384757280349731
|
|
},
|
|
{
|
|
"p": 0.07091590762138367,
|
|
"m": 0.9929240345954895
|
|
},
|
|
{
|
|
"p": 0.06888004392385483,
|
|
"m": 0.4238862097263336
|
|
},
|
|
{
|
|
"p": 0.049390267580747604,
|
|
"m": 0.9846283793449402
|
|
},
|
|
{
|
|
"p": 0.13500136137008667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14705707132816315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027294820174574852,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 2.2415356636047363,
|
|
"val_loss": 0.9628321528434753,
|
|
"acc": 69.32,
|
|
"time": 128.68000408700027,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09139403700828552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012836415320634842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11222143471240997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05227464810013771,
|
|
"m": 0.7656205296516418
|
|
},
|
|
{
|
|
"p": 0.0032742798794060946,
|
|
"m": 0.8808736801147461
|
|
},
|
|
{
|
|
"p": 0.03172888234257698,
|
|
"m": 0.8306853175163269
|
|
},
|
|
{
|
|
"p": 0.08869464695453644,
|
|
"m": 0.9068783521652222
|
|
},
|
|
{
|
|
"p": 0.08341147750616074,
|
|
"m": 0.7902125120162964
|
|
},
|
|
{
|
|
"p": 0.08227363228797913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11014055460691452,
|
|
"m": 0.3955935835838318
|
|
},
|
|
{
|
|
"p": 0.06302554905414581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1420583426952362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1021142527461052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02455182559788227,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 2.058873176574707,
|
|
"val_loss": 0.8421729803085327,
|
|
"acc": 70.24,
|
|
"time": 128.70538667300025,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09053617715835571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007012310088612139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12324072420597076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045905157923698425,
|
|
"m": 0.7457143068313599
|
|
},
|
|
{
|
|
"p": 0.03376339375972748,
|
|
"m": 0.8644638061523438
|
|
},
|
|
{
|
|
"p": 0.033680591732263565,
|
|
"m": 0.7107006907463074
|
|
},
|
|
{
|
|
"p": 0.09058886021375656,
|
|
"m": 0.9076662063598633
|
|
},
|
|
{
|
|
"p": 0.10864086449146271,
|
|
"m": 0.8553066253662109
|
|
},
|
|
{
|
|
"p": 0.060526520013809204,
|
|
"m": 0.9991346597671509
|
|
},
|
|
{
|
|
"p": 0.10862042009830475,
|
|
"m": 0.49151667952537537
|
|
},
|
|
{
|
|
"p": 0.05924488604068756,
|
|
"m": 0.9997458457946777
|
|
},
|
|
{
|
|
"p": 0.12261278182268143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11917966604232788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0027587711811065674,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 2.0830135345458984,
|
|
"val_loss": 0.8368349671363831,
|
|
"acc": 69.96,
|
|
"time": 127.78062564500033,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10500257462263107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006904671317897737,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12819884717464447,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05824653431773186,
|
|
"m": 0.6896672248840332
|
|
},
|
|
{
|
|
"p": 0.02859528735280037,
|
|
"m": 0.6995283961296082
|
|
},
|
|
{
|
|
"p": 0.030430689454078674,
|
|
"m": 0.770261287689209
|
|
},
|
|
{
|
|
"p": 0.08035986870527267,
|
|
"m": 0.9897836446762085
|
|
},
|
|
{
|
|
"p": 0.06197812035679817,
|
|
"m": 0.9459916949272156
|
|
},
|
|
{
|
|
"p": 0.07210894674062729,
|
|
"m": 0.977665364742279
|
|
},
|
|
{
|
|
"p": 0.10172494500875473,
|
|
"m": 0.5249746441841125
|
|
},
|
|
{
|
|
"p": 0.05258330702781677,
|
|
"m": 0.9152446985244751
|
|
},
|
|
{
|
|
"p": 0.1391596496105194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11676651239395142,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02415418066084385,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.7257699966430664,
|
|
"val_loss": 0.889348566532135,
|
|
"acc": 69.21,
|
|
"time": 126.81957291100025,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09227696061134338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021522175520658493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11180756241083145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044949401170015335,
|
|
"m": 0.7612369060516357
|
|
},
|
|
{
|
|
"p": 0.029033442959189415,
|
|
"m": 0.6231725215911865
|
|
},
|
|
{
|
|
"p": 0.0015549666713923216,
|
|
"m": 0.6885080337524414
|
|
},
|
|
{
|
|
"p": 0.09203702956438065,
|
|
"m": 0.9941747188568115
|
|
},
|
|
{
|
|
"p": 0.08873642981052399,
|
|
"m": 0.9728325009346008
|
|
},
|
|
{
|
|
"p": 0.07140275835990906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09480033814907074,
|
|
"m": 0.5144794583320618
|
|
},
|
|
{
|
|
"p": 0.07171110063791275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14236518740653992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1161893680691719,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021613236516714096,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 2.005002498626709,
|
|
"val_loss": 0.920753538608551,
|
|
"acc": 69.49,
|
|
"time": 128.67094712899961,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10418809205293655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006841043359600008,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12385807931423187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04927435144782066,
|
|
"m": 0.6989439129829407
|
|
},
|
|
{
|
|
"p": 0.042802635580301285,
|
|
"m": 0.6501833200454712
|
|
},
|
|
{
|
|
"p": 0.035635530948638916,
|
|
"m": 0.7443704009056091
|
|
},
|
|
{
|
|
"p": 0.07719874382019043,
|
|
"m": 0.9896448850631714
|
|
},
|
|
{
|
|
"p": 0.05900178849697113,
|
|
"m": 0.962033212184906
|
|
},
|
|
{
|
|
"p": 0.05867359787225723,
|
|
"m": 0.983612060546875
|
|
},
|
|
{
|
|
"p": 0.10172434896230698,
|
|
"m": 0.5405438542366028
|
|
},
|
|
{
|
|
"p": 0.060675978660583496,
|
|
"m": 0.9514651298522949
|
|
},
|
|
{
|
|
"p": 0.1334802657365799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13399335741996765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018809055909514427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.8588190078735352,
|
|
"val_loss": 0.8853846192359924,
|
|
"acc": 69.48,
|
|
"time": 128.0494865569999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.06552465260028839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002697145799174905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10970368981361389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0672609806060791,
|
|
"m": 0.7598694562911987
|
|
},
|
|
{
|
|
"p": 0.036647357046604156,
|
|
"m": 0.7332978844642639
|
|
},
|
|
{
|
|
"p": 0.032416556030511856,
|
|
"m": 0.8660111427307129
|
|
},
|
|
{
|
|
"p": 0.08219906687736511,
|
|
"m": 0.964821457862854
|
|
},
|
|
{
|
|
"p": 0.07624561339616776,
|
|
"m": 0.9950829148292542
|
|
},
|
|
{
|
|
"p": 0.08780071884393692,
|
|
"m": 0.9406418800354004
|
|
},
|
|
{
|
|
"p": 0.0932617262005806,
|
|
"m": 0.6157753467559814
|
|
},
|
|
{
|
|
"p": 0.04657306522130966,
|
|
"m": 0.9823740124702454
|
|
},
|
|
{
|
|
"p": 0.12504039704799652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13652005791664124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03810909762978554,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.599994421005249,
|
|
"val_loss": 0.9324912428855896,
|
|
"acc": 69.28,
|
|
"time": 127.6152184800003,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09378202259540558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0029781716875731945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1274411678314209,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053358353674411774,
|
|
"m": 0.7188794612884521
|
|
},
|
|
{
|
|
"p": 0.02271602302789688,
|
|
"m": 0.8376839756965637
|
|
},
|
|
{
|
|
"p": 0.019362160935997963,
|
|
"m": 0.6832598447799683
|
|
},
|
|
{
|
|
"p": 0.09392992407083511,
|
|
"m": 0.9810255169868469
|
|
},
|
|
{
|
|
"p": 0.10300680994987488,
|
|
"m": 0.8941412568092346
|
|
},
|
|
{
|
|
"p": 0.0679757371544838,
|
|
"m": 0.9739726781845093
|
|
},
|
|
{
|
|
"p": 0.09044333547353745,
|
|
"m": 0.6243488192558289
|
|
},
|
|
{
|
|
"p": 0.07458531856536865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11611900478601456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11367309093475342,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020628953352570534,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 2.1170132160186768,
|
|
"val_loss": 0.9017680287361145,
|
|
"acc": 69.35,
|
|
"time": 127.31808903000001,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08774546533823013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007786068134009838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1127842590212822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052911560982465744,
|
|
"m": 0.8347342610359192
|
|
},
|
|
{
|
|
"p": 0.008076922968029976,
|
|
"m": 0.6785931587219238
|
|
},
|
|
{
|
|
"p": 0.043052639812231064,
|
|
"m": 0.750649631023407
|
|
},
|
|
{
|
|
"p": 0.09455415606498718,
|
|
"m": 0.9298081398010254
|
|
},
|
|
{
|
|
"p": 0.08273254334926605,
|
|
"m": 0.9643391966819763
|
|
},
|
|
{
|
|
"p": 0.08975762873888016,
|
|
"m": 0.9954233765602112
|
|
},
|
|
{
|
|
"p": 0.11020560562610626,
|
|
"m": 0.6775973439216614
|
|
},
|
|
{
|
|
"p": 0.05810917168855667,
|
|
"m": 0.9771193861961365
|
|
},
|
|
{
|
|
"p": 0.11094952374696732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1319892555475235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00934505369514227,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 2.179655075073242,
|
|
"val_loss": 0.9317780137062073,
|
|
"acc": 71.02,
|
|
"time": 127.5995324229998,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09725309908390045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007559251505881548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09878461062908173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05525412783026695,
|
|
"m": 0.9326297044754028
|
|
},
|
|
{
|
|
"p": 0.026591844856739044,
|
|
"m": 0.6854943037033081
|
|
},
|
|
{
|
|
"p": 0.028450194746255875,
|
|
"m": 0.8429656624794006
|
|
},
|
|
{
|
|
"p": 0.0981871485710144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10578915476799011,
|
|
"m": 0.9915021061897278
|
|
},
|
|
{
|
|
"p": 0.06999225169420242,
|
|
"m": 0.982986330986023
|
|
},
|
|
{
|
|
"p": 0.07212837785482407,
|
|
"m": 0.7236043810844421
|
|
},
|
|
{
|
|
"p": 0.07842949032783508,
|
|
"m": 0.9666278958320618
|
|
},
|
|
{
|
|
"p": 0.12129625678062439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11993342638015747,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020350798964500427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.8037972450256348,
|
|
"val_loss": 0.9600949883460999,
|
|
"acc": 70.08,
|
|
"time": 128.88190292400031,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09535626322031021,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013338608667254448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1344151496887207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04067666456103325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022599749267101288,
|
|
"m": 0.6409200429916382
|
|
},
|
|
{
|
|
"p": 0.03600217029452324,
|
|
"m": 0.9990753531455994
|
|
},
|
|
{
|
|
"p": 0.08976804465055466,
|
|
"m": 0.9941583275794983
|
|
},
|
|
{
|
|
"p": 0.06548894941806793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08176209032535553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1072022095322609,
|
|
"m": 0.7523741126060486
|
|
},
|
|
{
|
|
"p": 0.0593164823949337,
|
|
"m": 0.998862087726593
|
|
},
|
|
{
|
|
"p": 0.11859220266342163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1195332258939743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015948280692100525,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.8402469158172607,
|
|
"val_loss": 0.8732406497001648,
|
|
"acc": 70.39,
|
|
"time": 128.5120942650001,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09833686798810959,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032785139977931976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11053954809904099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08129343390464783,
|
|
"m": 0.9936076998710632
|
|
},
|
|
{
|
|
"p": 0.024061739444732666,
|
|
"m": 0.632101833820343
|
|
},
|
|
{
|
|
"p": 0.021938461810350418,
|
|
"m": 0.9755825996398926
|
|
},
|
|
{
|
|
"p": 0.10225343704223633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08470974117517471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060600828379392624,
|
|
"m": 0.9830858111381531
|
|
},
|
|
{
|
|
"p": 0.08374830335378647,
|
|
"m": 0.7953124642372131
|
|
},
|
|
{
|
|
"p": 0.054825909435749054,
|
|
"m": 0.9945234656333923
|
|
},
|
|
{
|
|
"p": 0.12415231764316559,
|
|
"m": 0.9997708201408386
|
|
},
|
|
{
|
|
"p": 0.09825410693883896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022500237450003624,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 2.038907527923584,
|
|
"val_loss": 0.8136475682258606,
|
|
"acc": 70.32,
|
|
"time": 127.64458365100018,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09895157814025879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010131758637726307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11343017220497131,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06129281222820282,
|
|
"m": 0.938407838344574
|
|
},
|
|
{
|
|
"p": 0.02260657586157322,
|
|
"m": 0.6355189681053162
|
|
},
|
|
{
|
|
"p": 0.0193784236907959,
|
|
"m": 0.7721999883651733
|
|
},
|
|
{
|
|
"p": 0.08031874895095825,
|
|
"m": 0.9903237223625183
|
|
},
|
|
{
|
|
"p": 0.09345036000013351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08268166333436966,
|
|
"m": 0.9971293210983276
|
|
},
|
|
{
|
|
"p": 0.09343856573104858,
|
|
"m": 0.8432916402816772
|
|
},
|
|
{
|
|
"p": 0.07156698405742645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1198740229010582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10176559537649155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031112654134631157,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.6536831855773926,
|
|
"val_loss": 0.9291648268699646,
|
|
"acc": 70.06,
|
|
"time": 128.7707291330007,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.080414779484272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019545605406165123,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10357752442359924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04863075539469719,
|
|
"m": 0.943472683429718
|
|
},
|
|
{
|
|
"p": 0.01066584698855877,
|
|
"m": 0.6099776029586792
|
|
},
|
|
{
|
|
"p": 0.032726138830184937,
|
|
"m": 0.7310972213745117
|
|
},
|
|
{
|
|
"p": 0.1150505468249321,
|
|
"m": 0.9049714207649231
|
|
},
|
|
{
|
|
"p": 0.07451653480529785,
|
|
"m": 0.980606734752655
|
|
},
|
|
{
|
|
"p": 0.07459404319524765,
|
|
"m": 0.9285315275192261
|
|
},
|
|
{
|
|
"p": 0.096655935049057,
|
|
"m": 0.8820001482963562
|
|
},
|
|
{
|
|
"p": 0.06318467855453491,
|
|
"m": 0.9806122183799744
|
|
},
|
|
{
|
|
"p": 0.14005447924137115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13138093054294586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009002173319458961,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.708078384399414,
|
|
"val_loss": 0.8433599472045898,
|
|
"acc": 70.84,
|
|
"time": 127.66235327899994,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0719047486782074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00933277327567339,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11772771179676056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040537092834711075,
|
|
"m": 0.8324124217033386
|
|
},
|
|
{
|
|
"p": 0.03080320730805397,
|
|
"m": 0.6649811267852783
|
|
},
|
|
{
|
|
"p": 0.02497207187116146,
|
|
"m": 0.7203128337860107
|
|
},
|
|
{
|
|
"p": 0.09741319715976715,
|
|
"m": 0.8593255281448364
|
|
},
|
|
{
|
|
"p": 0.08856836706399918,
|
|
"m": 0.9653564691543579
|
|
},
|
|
{
|
|
"p": 0.07776845991611481,
|
|
"m": 0.9935838580131531
|
|
},
|
|
{
|
|
"p": 0.0745115727186203,
|
|
"m": 0.902151882648468
|
|
},
|
|
{
|
|
"p": 0.07603317499160767,
|
|
"m": 0.9523321986198425
|
|
},
|
|
{
|
|
"p": 0.15234436094760895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13370658457279205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004376547876745462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.6283518075942993,
|
|
"val_loss": 0.7906284928321838,
|
|
"acc": 70.73,
|
|
"time": 127.26833515199996,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10853516310453415,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0179492998868227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10224626213312149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07429753988981247,
|
|
"m": 0.8518168926239014
|
|
},
|
|
{
|
|
"p": 0.013802059926092625,
|
|
"m": 0.6902756094932556
|
|
},
|
|
{
|
|
"p": 0.0183135736733675,
|
|
"m": 0.7620185017585754
|
|
},
|
|
{
|
|
"p": 0.0835442915558815,
|
|
"m": 0.8175618052482605
|
|
},
|
|
{
|
|
"p": 0.09197871387004852,
|
|
"m": 0.9731132388114929
|
|
},
|
|
{
|
|
"p": 0.09781932830810547,
|
|
"m": 0.9865018129348755
|
|
},
|
|
{
|
|
"p": 0.0820927768945694,
|
|
"m": 0.962158739566803
|
|
},
|
|
{
|
|
"p": 0.034197378903627396,
|
|
"m": 0.9579688906669617
|
|
},
|
|
{
|
|
"p": 0.11913185566663742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12240314483642578,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033688705414533615,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.8293894529342651,
|
|
"val_loss": 0.8290100693702698,
|
|
"acc": 71.67,
|
|
"time": 128.45365584899992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11477696895599365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011461780406534672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09928914904594421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05729129537940025,
|
|
"m": 0.7082017064094543
|
|
},
|
|
{
|
|
"p": 0.02625228464603424,
|
|
"m": 0.655584454536438
|
|
},
|
|
{
|
|
"p": 0.019437028095126152,
|
|
"m": 0.8031555414199829
|
|
},
|
|
{
|
|
"p": 0.09859316051006317,
|
|
"m": 0.864267885684967
|
|
},
|
|
{
|
|
"p": 0.102243572473526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10097867995500565,
|
|
"m": 0.9658054113388062
|
|
},
|
|
{
|
|
"p": 0.09198594093322754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05682142823934555,
|
|
"m": 0.9990467429161072
|
|
},
|
|
{
|
|
"p": 0.09243986010551453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10564947873353958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022779414430260658,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.607235312461853,
|
|
"val_loss": 0.7560638189315796,
|
|
"acc": 70.76,
|
|
"time": 129.1376720320004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07899103313684464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029415905475616455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10073872655630112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08025164157152176,
|
|
"m": 0.7700862288475037
|
|
},
|
|
{
|
|
"p": 0.0007042307406663895,
|
|
"m": 0.8703057169914246
|
|
},
|
|
{
|
|
"p": 0.021874774247407913,
|
|
"m": 0.9554926156997681
|
|
},
|
|
{
|
|
"p": 0.06373326480388641,
|
|
"m": 0.8997598886489868
|
|
},
|
|
{
|
|
"p": 0.08232265710830688,
|
|
"m": 0.9886592030525208
|
|
},
|
|
{
|
|
"p": 0.06731831282377243,
|
|
"m": 0.9894517660140991
|
|
},
|
|
{
|
|
"p": 0.10586612671613693,
|
|
"m": 0.9743450284004211
|
|
},
|
|
{
|
|
"p": 0.07773680984973907,
|
|
"m": 0.9442485570907593
|
|
},
|
|
{
|
|
"p": 0.1591600626707077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12100673466920853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010879694484174252,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.985303521156311,
|
|
"val_loss": 0.7991452217102051,
|
|
"acc": 70.56,
|
|
"time": 128.2065334250001,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09439186006784439,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01705770753324032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12205822020769119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053612254559993744,
|
|
"m": 0.8199869990348816
|
|
},
|
|
{
|
|
"p": 0.032050032168626785,
|
|
"m": 0.7309526801109314
|
|
},
|
|
{
|
|
"p": 0.029881181195378304,
|
|
"m": 0.9994217753410339
|
|
},
|
|
{
|
|
"p": 0.07068551331758499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06232332065701485,
|
|
"m": 0.9145346879959106
|
|
},
|
|
{
|
|
"p": 0.08304381370544434,
|
|
"m": 0.9937777519226074
|
|
},
|
|
{
|
|
"p": 0.11009516566991806,
|
|
"m": 0.9625268578529358
|
|
},
|
|
{
|
|
"p": 0.0559864304959774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11799006164073944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12906436622142792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021760132163763046,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.97416353225708,
|
|
"val_loss": 0.7570050358772278,
|
|
"acc": 71.33,
|
|
"time": 126.36543418100064,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0894937589764595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007022987585514784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11136732995510101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07427874952554703,
|
|
"m": 0.8685212731361389
|
|
},
|
|
{
|
|
"p": 0.03699507191777229,
|
|
"m": 0.7430919408798218
|
|
},
|
|
{
|
|
"p": 0.052675455808639526,
|
|
"m": 0.9444816708564758
|
|
},
|
|
{
|
|
"p": 0.08184769004583359,
|
|
"m": 0.9383699893951416
|
|
},
|
|
{
|
|
"p": 0.08616841584444046,
|
|
"m": 0.9119981527328491
|
|
},
|
|
{
|
|
"p": 0.0524895153939724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.098898746073246,
|
|
"m": 0.9346907734870911
|
|
},
|
|
{
|
|
"p": 0.07154832035303116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12900866568088531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0821448341012001,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026060517877340317,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.6774165630340576,
|
|
"val_loss": 0.9761775732040405,
|
|
"acc": 71.73,
|
|
"time": 127.93402420300026,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10092724859714508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016768883913755417,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0933205708861351,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04883924126625061,
|
|
"m": 0.8942211866378784
|
|
},
|
|
{
|
|
"p": 0.02110615372657776,
|
|
"m": 0.800055980682373
|
|
},
|
|
{
|
|
"p": 0.02664078213274479,
|
|
"m": 0.9870783090591431
|
|
},
|
|
{
|
|
"p": 0.09794189780950546,
|
|
"m": 0.7877476811408997
|
|
},
|
|
{
|
|
"p": 0.08269863575696945,
|
|
"m": 0.969626784324646
|
|
},
|
|
{
|
|
"p": 0.09231174737215042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0955103412270546,
|
|
"m": 0.8608577847480774
|
|
},
|
|
{
|
|
"p": 0.04670805111527443,
|
|
"m": 0.9794310331344604
|
|
},
|
|
{
|
|
"p": 0.12285284698009491,
|
|
"m": 0.9996905326843262
|
|
},
|
|
{
|
|
"p": 0.11781885474920273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03655476123094559,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4511066675186157,
|
|
"val_loss": 0.8169124126434326,
|
|
"acc": 71.23,
|
|
"time": 126.6472991820001,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0909167006611824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01854017749428749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08981496095657349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05590744689106941,
|
|
"m": 0.7282567024230957
|
|
},
|
|
{
|
|
"p": 0.037055980414152145,
|
|
"m": 0.7880635857582092
|
|
},
|
|
{
|
|
"p": 0.026925183832645416,
|
|
"m": 0.8964398503303528
|
|
},
|
|
{
|
|
"p": 0.07835099846124649,
|
|
"m": 0.6923180222511292
|
|
},
|
|
{
|
|
"p": 0.08993935585021973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08037466555833817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09495023638010025,
|
|
"m": 0.8211454153060913
|
|
},
|
|
{
|
|
"p": 0.06662008911371231,
|
|
"m": 0.9656091332435608
|
|
},
|
|
{
|
|
"p": 0.12367286533117294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11814561486244202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02878572791814804,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.885903239250183,
|
|
"val_loss": 0.8872188329696655,
|
|
"acc": 71.06,
|
|
"time": 128.04505002600035,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12262412160634995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028673255816102028,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04896199330687523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07287470251321793,
|
|
"m": 0.7662320733070374
|
|
},
|
|
{
|
|
"p": 0.022936353459954262,
|
|
"m": 0.8198630809783936
|
|
},
|
|
{
|
|
"p": 0.04828193038702011,
|
|
"m": 0.9255567789077759
|
|
},
|
|
{
|
|
"p": 0.012743131257593632,
|
|
"m": 0.6080439686775208
|
|
},
|
|
{
|
|
"p": 0.12262167036533356,
|
|
"m": 0.8401274681091309
|
|
},
|
|
{
|
|
"p": 0.08464135974645615,
|
|
"m": 0.8916188478469849
|
|
},
|
|
{
|
|
"p": 0.08820288628339767,
|
|
"m": 0.8573155999183655
|
|
},
|
|
{
|
|
"p": 0.07160237431526184,
|
|
"m": 0.8475547432899475
|
|
},
|
|
{
|
|
"p": 0.15196086466312408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09079913049936295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03307626023888588,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.623661756515503,
|
|
"val_loss": 0.7446876168251038,
|
|
"acc": 71.16,
|
|
"time": 128.13901584900032,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07413585484027863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014523318037390709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13219313323497772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04814177751541138,
|
|
"m": 0.9216795563697815
|
|
},
|
|
{
|
|
"p": 0.012748838402330875,
|
|
"m": 0.8403816223144531
|
|
},
|
|
{
|
|
"p": 0.022286131978034973,
|
|
"m": 0.9120504260063171
|
|
},
|
|
{
|
|
"p": 0.08014312386512756,
|
|
"m": 0.684083104133606
|
|
},
|
|
{
|
|
"p": 0.09573028981685638,
|
|
"m": 0.8360282778739929
|
|
},
|
|
{
|
|
"p": 0.07956752926111221,
|
|
"m": 0.8755937218666077
|
|
},
|
|
{
|
|
"p": 0.07142085582017899,
|
|
"m": 0.849327802658081
|
|
},
|
|
{
|
|
"p": 0.08575449883937836,
|
|
"m": 0.9554335474967957
|
|
},
|
|
{
|
|
"p": 0.12683852016925812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13827061653137207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018245501443743706,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.5401932001113892,
|
|
"val_loss": 0.8682224154472351,
|
|
"acc": 71.68,
|
|
"time": 127.91963221199967,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08404573798179626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013565432280302048,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11126750707626343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03474541753530502,
|
|
"m": 0.8589777946472168
|
|
},
|
|
{
|
|
"p": 0.007650295272469521,
|
|
"m": 0.8318657875061035
|
|
},
|
|
{
|
|
"p": 0.04164496809244156,
|
|
"m": 0.9179565906524658
|
|
},
|
|
{
|
|
"p": 0.06374773383140564,
|
|
"m": 0.6822444796562195
|
|
},
|
|
{
|
|
"p": 0.09109993278980255,
|
|
"m": 0.8128862380981445
|
|
},
|
|
{
|
|
"p": 0.08617004007101059,
|
|
"m": 0.9436123967170715
|
|
},
|
|
{
|
|
"p": 0.09865836799144745,
|
|
"m": 0.9203884601593018
|
|
},
|
|
{
|
|
"p": 0.08066122978925705,
|
|
"m": 0.8626444339752197
|
|
},
|
|
{
|
|
"p": 0.13154123723506927,
|
|
"m": 0.9955418109893799
|
|
},
|
|
{
|
|
"p": 0.1384490728378296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016753144562244415,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.8994368314743042,
|
|
"val_loss": 0.8730735182762146,
|
|
"acc": 71.34,
|
|
"time": 128.98865807600032,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1153191328048706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033530041575431824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11622586846351624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023566100746393204,
|
|
"m": 0.9190868139266968
|
|
},
|
|
{
|
|
"p": 0.02691887691617012,
|
|
"m": 0.747718334197998
|
|
},
|
|
{
|
|
"p": 0.013784085400402546,
|
|
"m": 0.9168808460235596
|
|
},
|
|
{
|
|
"p": 0.04873182997107506,
|
|
"m": 0.7905627489089966
|
|
},
|
|
{
|
|
"p": 0.08717594295740128,
|
|
"m": 0.8874484300613403
|
|
},
|
|
{
|
|
"p": 0.08162868767976761,
|
|
"m": 0.9074728488922119
|
|
},
|
|
{
|
|
"p": 0.09560296684503555,
|
|
"m": 0.8503414392471313
|
|
},
|
|
{
|
|
"p": 0.06760930269956589,
|
|
"m": 0.9160732626914978
|
|
},
|
|
{
|
|
"p": 0.12033679336309433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13705848157405853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03251182660460472,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.587916612625122,
|
|
"val_loss": 0.8935977816581726,
|
|
"acc": 71.62,
|
|
"time": 126.57838860300035,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09796316921710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028949007391929626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09844882041215897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031462207436561584,
|
|
"m": 0.9440442323684692
|
|
},
|
|
{
|
|
"p": 0.01764262467622757,
|
|
"m": 0.8020286560058594
|
|
},
|
|
{
|
|
"p": 0.04601942002773285,
|
|
"m": 0.8359714150428772
|
|
},
|
|
{
|
|
"p": 0.055326007306575775,
|
|
"m": 0.7653777599334717
|
|
},
|
|
{
|
|
"p": 0.09572453051805496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08593857288360596,
|
|
"m": 0.9637014269828796
|
|
},
|
|
{
|
|
"p": 0.1320825070142746,
|
|
"m": 0.8642994165420532
|
|
},
|
|
{
|
|
"p": 0.08336099237203598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1270378977060318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09935882687568665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006854416569694877,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4530271291732788,
|
|
"val_loss": 0.7228937745094299,
|
|
"acc": 72.11,
|
|
"time": 127.66917549500067,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10299409180879593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026425305753946304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08775071054697037,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06327790021896362,
|
|
"m": 0.8364939093589783
|
|
},
|
|
{
|
|
"p": 0.02313290722668171,
|
|
"m": 0.8742619156837463
|
|
},
|
|
{
|
|
"p": 0.04097156599164009,
|
|
"m": 0.9274525046348572
|
|
},
|
|
{
|
|
"p": 0.05135283246636391,
|
|
"m": 0.777828574180603
|
|
},
|
|
{
|
|
"p": 0.08395075798034668,
|
|
"m": 0.8937451243400574
|
|
},
|
|
{
|
|
"p": 0.08991149067878723,
|
|
"m": 0.9060481190681458
|
|
},
|
|
{
|
|
"p": 0.10498273372650146,
|
|
"m": 0.9529567956924438
|
|
},
|
|
{
|
|
"p": 0.0709572359919548,
|
|
"m": 0.8799804449081421
|
|
},
|
|
{
|
|
"p": 0.12287501990795135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12055157870054245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010865855030715466,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.2845107316970825,
|
|
"val_loss": 0.882683515548706,
|
|
"acc": 71.55,
|
|
"time": 128.0363354630008,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10403699427843094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024663476273417473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1201646625995636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06803982704877853,
|
|
"m": 0.7991083264350891
|
|
},
|
|
{
|
|
"p": 0.0007043089717626572,
|
|
"m": 0.9947206974029541
|
|
},
|
|
{
|
|
"p": 0.04705611243844032,
|
|
"m": 0.9705897569656372
|
|
},
|
|
{
|
|
"p": 0.04430899769067764,
|
|
"m": 0.7580264210700989
|
|
},
|
|
{
|
|
"p": 0.06607864052057266,
|
|
"m": 0.999106228351593
|
|
},
|
|
{
|
|
"p": 0.08508412539958954,
|
|
"m": 0.967086672782898
|
|
},
|
|
{
|
|
"p": 0.09515167772769928,
|
|
"m": 0.8945778012275696
|
|
},
|
|
{
|
|
"p": 0.052318014204502106,
|
|
"m": 0.8962178230285645
|
|
},
|
|
{
|
|
"p": 0.10361403971910477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14993786811828613,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03884134814143181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.3626906871795654,
|
|
"val_loss": 0.7970134019851685,
|
|
"acc": 71.44,
|
|
"time": 127.14137883700005,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09382373839616776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0035806309897452593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10868415236473083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03229175880551338,
|
|
"m": 0.7915596961975098
|
|
},
|
|
{
|
|
"p": 0.007780848070979118,
|
|
"m": 0.9871950149536133
|
|
},
|
|
{
|
|
"p": 0.039033565670251846,
|
|
"m": 0.9743236303329468
|
|
},
|
|
{
|
|
"p": 0.07251271605491638,
|
|
"m": 0.7657942175865173
|
|
},
|
|
{
|
|
"p": 0.07988008111715317,
|
|
"m": 0.7856945991516113
|
|
},
|
|
{
|
|
"p": 0.08050195872783661,
|
|
"m": 0.9218700528144836
|
|
},
|
|
{
|
|
"p": 0.08922141045331955,
|
|
"m": 0.8715856671333313
|
|
},
|
|
{
|
|
"p": 0.09011860936880112,
|
|
"m": 0.8831048607826233
|
|
},
|
|
{
|
|
"p": 0.12147743254899979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13456061482429504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04653241112828255,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.6846760511398315,
|
|
"val_loss": 0.9671658277511597,
|
|
"acc": 71.83,
|
|
"time": 127.04722359599964,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10674461722373962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016096206381917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11723989993333817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040759775787591934,
|
|
"m": 0.6877241730690002
|
|
},
|
|
{
|
|
"p": 0.01701672561466694,
|
|
"m": 0.8577326536178589
|
|
},
|
|
{
|
|
"p": 0.028229758143424988,
|
|
"m": 0.8530707955360413
|
|
},
|
|
{
|
|
"p": 0.06977463513612747,
|
|
"m": 0.7335500717163086
|
|
},
|
|
{
|
|
"p": 0.08863022923469543,
|
|
"m": 0.9506993293762207
|
|
},
|
|
{
|
|
"p": 0.061657343059778214,
|
|
"m": 0.985124945640564
|
|
},
|
|
{
|
|
"p": 0.11224804818630219,
|
|
"m": 0.9154105186462402
|
|
},
|
|
{
|
|
"p": 0.06802790611982346,
|
|
"m": 0.9157835841178894
|
|
},
|
|
{
|
|
"p": 0.11771271377801895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1201452687382698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035716891288757324,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.672276496887207,
|
|
"val_loss": 0.9208770990371704,
|
|
"acc": 71.25,
|
|
"time": 127.71541101999992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08980467170476913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01692286506295204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0982440635561943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03486679866909981,
|
|
"m": 0.7763861417770386
|
|
},
|
|
{
|
|
"p": 0.03257444128394127,
|
|
"m": 0.780474066734314
|
|
},
|
|
{
|
|
"p": 0.05520022287964821,
|
|
"m": 0.8326658010482788
|
|
},
|
|
{
|
|
"p": 0.06568636745214462,
|
|
"m": 0.5676485300064087
|
|
},
|
|
{
|
|
"p": 0.07415858656167984,
|
|
"m": 0.9693235754966736
|
|
},
|
|
{
|
|
"p": 0.09917178750038147,
|
|
"m": 0.9077457189559937
|
|
},
|
|
{
|
|
"p": 0.11460097134113312,
|
|
"m": 0.9051876664161682
|
|
},
|
|
{
|
|
"p": 0.05034670978784561,
|
|
"m": 0.8267321586608887
|
|
},
|
|
{
|
|
"p": 0.1182902529835701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11795962601900101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03217272460460663,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.1773135662078857,
|
|
"val_loss": 0.7357786297798157,
|
|
"acc": 72.05,
|
|
"time": 128.26420212999983,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07993881404399872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01128446776419878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12274236977100372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027767717838287354,
|
|
"m": 0.7855647802352905
|
|
},
|
|
{
|
|
"p": 0.0007002117927186191,
|
|
"m": 0.8302009105682373
|
|
},
|
|
{
|
|
"p": 0.03424559906125069,
|
|
"m": 0.7085912227630615
|
|
},
|
|
{
|
|
"p": 0.07776299118995667,
|
|
"m": 0.5928360223770142
|
|
},
|
|
{
|
|
"p": 0.12260998785495758,
|
|
"m": 0.9889065623283386
|
|
},
|
|
{
|
|
"p": 0.07677249610424042,
|
|
"m": 0.9946585297584534
|
|
},
|
|
{
|
|
"p": 0.12283444404602051,
|
|
"m": 0.8864863514900208
|
|
},
|
|
{
|
|
"p": 0.0759313777089119,
|
|
"m": 0.8538884520530701
|
|
},
|
|
{
|
|
"p": 0.11086631566286087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13584290444850922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007002117927186191,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.5371487140655518,
|
|
"val_loss": 0.8181155323982239,
|
|
"acc": 71.38,
|
|
"time": 128.40417062300003,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12303414940834045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018161140382289886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11943009495735168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006994418799877167,
|
|
"m": 0.7620484232902527
|
|
},
|
|
{
|
|
"p": 0.017946962267160416,
|
|
"m": 0.833435595035553
|
|
},
|
|
{
|
|
"p": 0.047383762896060944,
|
|
"m": 0.7518169283866882
|
|
},
|
|
{
|
|
"p": 0.029555020853877068,
|
|
"m": 0.7076484560966492
|
|
},
|
|
{
|
|
"p": 0.07585405558347702,
|
|
"m": 0.9725795984268188
|
|
},
|
|
{
|
|
"p": 0.08638857305049896,
|
|
"m": 0.9554630517959595
|
|
},
|
|
{
|
|
"p": 0.08702962100505829,
|
|
"m": 0.8367516994476318
|
|
},
|
|
{
|
|
"p": 0.07209628075361252,
|
|
"m": 0.9659099578857422
|
|
},
|
|
{
|
|
"p": 0.14385610818862915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14642027020454407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03214458376169205,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.8814641237258911,
|
|
"val_loss": 0.8969682455062866,
|
|
"acc": 71.71,
|
|
"time": 127.03768368300007,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11738526821136475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0039040418341755867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09765378385782242,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06261569261550903,
|
|
"m": 0.7020870447158813
|
|
},
|
|
{
|
|
"p": 0.01518380269408226,
|
|
"m": 0.8042169213294983
|
|
},
|
|
{
|
|
"p": 0.023119430989027023,
|
|
"m": 0.880786657333374
|
|
},
|
|
{
|
|
"p": 0.07181873917579651,
|
|
"m": 0.6347158551216125
|
|
},
|
|
{
|
|
"p": 0.07644663006067276,
|
|
"m": 0.9470424652099609
|
|
},
|
|
{
|
|
"p": 0.06571180373430252,
|
|
"m": 0.9857059717178345
|
|
},
|
|
{
|
|
"p": 0.10459194332361221,
|
|
"m": 0.9192643165588379
|
|
},
|
|
{
|
|
"p": 0.08381272852420807,
|
|
"m": 0.9055135250091553
|
|
},
|
|
{
|
|
"p": 0.123995840549469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11771660298109055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03604375571012497,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.7624170780181885,
|
|
"val_loss": 0.8300278782844543,
|
|
"acc": 72.51,
|
|
"time": 128.068822448,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.13750427961349487,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03031330369412899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13697730004787445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048527248203754425,
|
|
"m": 0.6334362626075745
|
|
},
|
|
{
|
|
"p": 0.027265898883342743,
|
|
"m": 0.7241078615188599
|
|
},
|
|
{
|
|
"p": 0.025228098034858704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06574728339910507,
|
|
"m": 0.589853048324585
|
|
},
|
|
{
|
|
"p": 0.04033727943897247,
|
|
"m": 0.9072704315185547
|
|
},
|
|
{
|
|
"p": 0.0729469284415245,
|
|
"m": 0.9917826056480408
|
|
},
|
|
{
|
|
"p": 0.0933312401175499,
|
|
"m": 0.9445224404335022
|
|
},
|
|
{
|
|
"p": 0.08871837705373764,
|
|
"m": 0.8205050230026245
|
|
},
|
|
{
|
|
"p": 0.10794639587402344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539008349180222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039766326546669006,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.5972392559051514,
|
|
"val_loss": 0.8344476819038391,
|
|
"acc": 71.88,
|
|
"time": 127.01259562499945,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10870320349931717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029391421005129814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10369836539030075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023145752027630806,
|
|
"m": 0.7470563054084778
|
|
},
|
|
{
|
|
"p": 0.02177605777978897,
|
|
"m": 0.7609798908233643
|
|
},
|
|
{
|
|
"p": 0.028133952990174294,
|
|
"m": 0.940944254398346
|
|
},
|
|
{
|
|
"p": 0.0730069950222969,
|
|
"m": 0.7559841275215149
|
|
},
|
|
{
|
|
"p": 0.08074472099542618,
|
|
"m": 0.8536403775215149
|
|
},
|
|
{
|
|
"p": 0.08695017546415329,
|
|
"m": 0.9149717688560486
|
|
},
|
|
{
|
|
"p": 0.09937157481908798,
|
|
"m": 0.9949389100074768
|
|
},
|
|
{
|
|
"p": 0.060001347213983536,
|
|
"m": 0.7165434956550598
|
|
},
|
|
{
|
|
"p": 0.12145677208900452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13929803669452667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02432156726717949,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3821678161621094,
|
|
"val_loss": 0.9767004251480103,
|
|
"acc": 71.57,
|
|
"time": 127.86839450099978,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11915097385644913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031603362411260605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09726130217313766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007527629379183054,
|
|
"m": 0.6432420611381531
|
|
},
|
|
{
|
|
"p": 0.0006912095122970641,
|
|
"m": 0.7907071113586426
|
|
},
|
|
{
|
|
"p": 0.046571530401706696,
|
|
"m": 0.8654556274414062
|
|
},
|
|
{
|
|
"p": 0.07927395403385162,
|
|
"m": 0.7884551286697388
|
|
},
|
|
{
|
|
"p": 0.0839645266532898,
|
|
"m": 0.7407345771789551
|
|
},
|
|
{
|
|
"p": 0.06539805978536606,
|
|
"m": 0.9697698354721069
|
|
},
|
|
{
|
|
"p": 0.11626391112804413,
|
|
"m": 0.9681200981140137
|
|
},
|
|
{
|
|
"p": 0.07584945857524872,
|
|
"m": 0.7342830300331116
|
|
},
|
|
{
|
|
"p": 0.09470327943563461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16163018345832825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020110582932829857,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.518064022064209,
|
|
"val_loss": 0.7938329577445984,
|
|
"acc": 72.49,
|
|
"time": 128.08646146299907,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1102418377995491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01968228816986084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10850603878498077,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039772700518369675,
|
|
"m": 0.5817712545394897
|
|
},
|
|
{
|
|
"p": 0.018380969762802124,
|
|
"m": 0.8556808829307556
|
|
},
|
|
{
|
|
"p": 0.036798637360334396,
|
|
"m": 0.7636639475822449
|
|
},
|
|
{
|
|
"p": 0.07109947502613068,
|
|
"m": 0.8336463570594788
|
|
},
|
|
{
|
|
"p": 0.07808321714401245,
|
|
"m": 0.8177885413169861
|
|
},
|
|
{
|
|
"p": 0.058324284851551056,
|
|
"m": 0.9524886012077332
|
|
},
|
|
{
|
|
"p": 0.08216244727373123,
|
|
"m": 0.9380359649658203
|
|
},
|
|
{
|
|
"p": 0.09212220460176468,
|
|
"m": 0.8889403343200684
|
|
},
|
|
{
|
|
"p": 0.13760189712047577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11516123265028,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03206280618906021,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.4178637266159058,
|
|
"val_loss": 0.7913495302200317,
|
|
"acc": 72.66,
|
|
"time": 128.6052935660009,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12301837652921677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0029659816063940525,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10308701545000076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04324974864721298,
|
|
"m": 0.6234815716743469
|
|
},
|
|
{
|
|
"p": 0.0006887011113576591,
|
|
"m": 0.8531128168106079
|
|
},
|
|
{
|
|
"p": 0.043645940721035004,
|
|
"m": 0.7999101281166077
|
|
},
|
|
{
|
|
"p": 0.0733247622847557,
|
|
"m": 0.7078747749328613
|
|
},
|
|
{
|
|
"p": 0.07466275244951248,
|
|
"m": 0.8883296251296997
|
|
},
|
|
{
|
|
"p": 0.06654784083366394,
|
|
"m": 0.9224643707275391
|
|
},
|
|
{
|
|
"p": 0.11125682294368744,
|
|
"m": 0.9036467671394348
|
|
},
|
|
{
|
|
"p": 0.07604816555976868,
|
|
"m": 0.8637065291404724
|
|
},
|
|
{
|
|
"p": 0.13221360743045807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1290801614522934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02021017298102379,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.445849895477295,
|
|
"val_loss": 0.743451714515686,
|
|
"acc": 72.28,
|
|
"time": 128.60773966600027,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11132697761058807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019898230209946632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11667969822883606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05720085650682449,
|
|
"m": 0.6668623685836792
|
|
},
|
|
{
|
|
"p": 0.029521407559514046,
|
|
"m": 0.9308866262435913
|
|
},
|
|
{
|
|
"p": 0.017391793429851532,
|
|
"m": 0.6874997019767761
|
|
},
|
|
{
|
|
"p": 0.08622447401285172,
|
|
"m": 0.637809693813324
|
|
},
|
|
{
|
|
"p": 0.07478420436382294,
|
|
"m": 0.7900258898735046
|
|
},
|
|
{
|
|
"p": 0.06603092700242996,
|
|
"m": 0.9760779142379761
|
|
},
|
|
{
|
|
"p": 0.119137704372406,
|
|
"m": 0.8874959349632263
|
|
},
|
|
{
|
|
"p": 0.05934613570570946,
|
|
"m": 0.896377682685852
|
|
},
|
|
{
|
|
"p": 0.103095643222332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11424025893211365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025121688842773438,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.6842273473739624,
|
|
"val_loss": 0.8000147938728333,
|
|
"acc": 71.64,
|
|
"time": 127.2887999049999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08961524069309235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02201433852314949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.110861636698246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0497932955622673,
|
|
"m": 0.8249285221099854
|
|
},
|
|
{
|
|
"p": 0.010036739520728588,
|
|
"m": 0.9102362394332886
|
|
},
|
|
{
|
|
"p": 0.029372626915574074,
|
|
"m": 0.7322900295257568
|
|
},
|
|
{
|
|
"p": 0.07167673856019974,
|
|
"m": 0.7449392080307007
|
|
},
|
|
{
|
|
"p": 0.089370958507061,
|
|
"m": 0.74318927526474
|
|
},
|
|
{
|
|
"p": 0.09412301331758499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09994121640920639,
|
|
"m": 0.924899697303772
|
|
},
|
|
{
|
|
"p": 0.07368199527263641,
|
|
"m": 0.9349167346954346
|
|
},
|
|
{
|
|
"p": 0.0989333838224411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12999530136585236,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030583534389734268,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.258081316947937,
|
|
"val_loss": 0.7576210498809814,
|
|
"acc": 72.68,
|
|
"time": 128.19644602699918,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09208651632070541,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0011810373980551958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12724344432353973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044925231486558914,
|
|
"m": 0.7988205552101135
|
|
},
|
|
{
|
|
"p": 0.0043818410485982895,
|
|
"m": 0.8155860304832458
|
|
},
|
|
{
|
|
"p": 0.056094422936439514,
|
|
"m": 0.9462690353393555
|
|
},
|
|
{
|
|
"p": 0.07680202275514603,
|
|
"m": 0.8287179470062256
|
|
},
|
|
{
|
|
"p": 0.07382421940565109,
|
|
"m": 0.7896521091461182
|
|
},
|
|
{
|
|
"p": 0.09209190309047699,
|
|
"m": 0.931731641292572
|
|
},
|
|
{
|
|
"p": 0.08873250335454941,
|
|
"m": 0.825924277305603
|
|
},
|
|
{
|
|
"p": 0.08937977254390717,
|
|
"m": 0.9258131384849548
|
|
},
|
|
{
|
|
"p": 0.12150679528713226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11525292694568634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016497313976287842,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.3702187538146973,
|
|
"val_loss": 0.6261399984359741,
|
|
"acc": 72.75,
|
|
"time": 127.3700685219992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11008281260728836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014449084177613258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11118650436401367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047995343804359436,
|
|
"m": 0.910466194152832
|
|
},
|
|
{
|
|
"p": 0.027010900899767876,
|
|
"m": 0.6994398832321167
|
|
},
|
|
{
|
|
"p": 0.04344271868467331,
|
|
"m": 0.9825224280357361
|
|
},
|
|
{
|
|
"p": 0.05538320168852806,
|
|
"m": 0.8877478241920471
|
|
},
|
|
{
|
|
"p": 0.06711359322071075,
|
|
"m": 0.8833901286125183
|
|
},
|
|
{
|
|
"p": 0.08054526895284653,
|
|
"m": 0.9303259253501892
|
|
},
|
|
{
|
|
"p": 0.11377735435962677,
|
|
"m": 0.9676831960678101
|
|
},
|
|
{
|
|
"p": 0.07945636659860611,
|
|
"m": 0.847341775894165
|
|
},
|
|
{
|
|
"p": 0.10224223881959915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12540404498577118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02191055193543434,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.5800740718841553,
|
|
"val_loss": 0.8324612975120544,
|
|
"acc": 71.93,
|
|
"time": 128.5939638990003,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11087356507778168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018749944865703583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121533155441284,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04447683319449425,
|
|
"m": 0.9851509928703308
|
|
},
|
|
{
|
|
"p": 0.03181787580251694,
|
|
"m": 0.825465977191925
|
|
},
|
|
{
|
|
"p": 0.0229754950851202,
|
|
"m": 0.9571903347969055
|
|
},
|
|
{
|
|
"p": 0.059177566319704056,
|
|
"m": 0.9262863993644714
|
|
},
|
|
{
|
|
"p": 0.08338963985443115,
|
|
"m": 0.8538058996200562
|
|
},
|
|
{
|
|
"p": 0.08455124497413635,
|
|
"m": 0.8878681063652039
|
|
},
|
|
{
|
|
"p": 0.11074774712324142,
|
|
"m": 0.9723901748657227
|
|
},
|
|
{
|
|
"p": 0.07994702458381653,
|
|
"m": 0.8241052031517029
|
|
},
|
|
{
|
|
"p": 0.09900666028261185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13767291605472565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045398157089948654,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.4454163312911987,
|
|
"val_loss": 0.6632750034332275,
|
|
"acc": 73.28,
|
|
"time": 128.43746404100057,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12410671263933182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02842390164732933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12366636842489243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040808092802762985,
|
|
"m": 0.9450387954711914
|
|
},
|
|
{
|
|
"p": 0.009559580124914646,
|
|
"m": 0.6031895875930786
|
|
},
|
|
{
|
|
"p": 0.011322728358209133,
|
|
"m": 0.943041205406189
|
|
},
|
|
{
|
|
"p": 0.06936481595039368,
|
|
"m": 0.9039873480796814
|
|
},
|
|
{
|
|
"p": 0.0719132199883461,
|
|
"m": 0.83342045545578
|
|
},
|
|
{
|
|
"p": 0.0980360209941864,
|
|
"m": 0.9373200535774231
|
|
},
|
|
{
|
|
"p": 0.10842306911945343,
|
|
"m": 0.9691942930221558
|
|
},
|
|
{
|
|
"p": 0.0335632786154747,
|
|
"m": 0.9916709661483765
|
|
},
|
|
{
|
|
"p": 0.10189418494701385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14857842028141022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030339587479829788,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.8398983478546143,
|
|
"val_loss": 0.8747195601463318,
|
|
"acc": 71.49,
|
|
"time": 127.41385256399917,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07815347611904144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007088754791766405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12076155096292496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052204497158527374,
|
|
"m": 0.8121162056922913
|
|
},
|
|
{
|
|
"p": 0.022601382806897163,
|
|
"m": 0.5994605422019958
|
|
},
|
|
{
|
|
"p": 0.0354127511382103,
|
|
"m": 0.9694486260414124
|
|
},
|
|
{
|
|
"p": 0.07723493874073029,
|
|
"m": 0.8277769088745117
|
|
},
|
|
{
|
|
"p": 0.07207465916872025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06872335076332092,
|
|
"m": 0.91828453540802
|
|
},
|
|
{
|
|
"p": 0.11823393404483795,
|
|
"m": 0.9410154819488525
|
|
},
|
|
{
|
|
"p": 0.07152187824249268,
|
|
"m": 0.9268713593482971
|
|
},
|
|
{
|
|
"p": 0.11548658460378647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12134607136249542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045536018908023834,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.4320803880691528,
|
|
"val_loss": 0.8857782483100891,
|
|
"acc": 73.1,
|
|
"time": 127.12492356300027,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08786217868328094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026759976521134377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10548985749483109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034097377210855484,
|
|
"m": 0.8425214290618896
|
|
},
|
|
{
|
|
"p": 0.029291268438100815,
|
|
"m": 0.49935412406921387
|
|
},
|
|
{
|
|
"p": 0.0495794452726841,
|
|
"m": 0.8879866600036621
|
|
},
|
|
{
|
|
"p": 0.06844083964824677,
|
|
"m": 0.8854351043701172
|
|
},
|
|
{
|
|
"p": 0.05614883452653885,
|
|
"m": 0.9193094968795776
|
|
},
|
|
{
|
|
"p": 0.09999076277017593,
|
|
"m": 0.8269583582878113
|
|
},
|
|
{
|
|
"p": 0.11649162322282791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059683602303266525,
|
|
"m": 0.8887301087379456
|
|
},
|
|
{
|
|
"p": 0.12579560279846191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12298914045095444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017379451543092728,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.645117163658142,
|
|
"val_loss": 0.9009051322937012,
|
|
"acc": 72.63,
|
|
"time": 127.45961292399988,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08793183416128159,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026378756389021873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10303200036287308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01804620400071144,
|
|
"m": 0.8236607909202576
|
|
},
|
|
{
|
|
"p": 0.031287629157304764,
|
|
"m": 0.4163486361503601
|
|
},
|
|
{
|
|
"p": 0.04003516584634781,
|
|
"m": 0.9129757881164551
|
|
},
|
|
{
|
|
"p": 0.07657329738140106,
|
|
"m": 0.9002293944358826
|
|
},
|
|
{
|
|
"p": 0.07886023074388504,
|
|
"m": 0.914393961429596
|
|
},
|
|
{
|
|
"p": 0.07881499826908112,
|
|
"m": 0.8106628060340881
|
|
},
|
|
{
|
|
"p": 0.11119735985994339,
|
|
"m": 0.9828432202339172
|
|
},
|
|
{
|
|
"p": 0.07105569541454315,
|
|
"m": 0.8398051857948303
|
|
},
|
|
{
|
|
"p": 0.085215263068676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1535755842924118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037995997816324234,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.2944685220718384,
|
|
"val_loss": 0.7995691299438477,
|
|
"acc": 72.83,
|
|
"time": 127.45531279399984,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10098844766616821,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02813657373189926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09921258687973022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0528779998421669,
|
|
"m": 0.8999905586242676
|
|
},
|
|
{
|
|
"p": 0.02473282255232334,
|
|
"m": 0.36322271823883057
|
|
},
|
|
{
|
|
"p": 0.008141638711094856,
|
|
"m": 0.9414755702018738
|
|
},
|
|
{
|
|
"p": 0.08183273673057556,
|
|
"m": 0.814883291721344
|
|
},
|
|
{
|
|
"p": 0.0841561034321785,
|
|
"m": 0.9896243214607239
|
|
},
|
|
{
|
|
"p": 0.09549155831336975,
|
|
"m": 0.8981870412826538
|
|
},
|
|
{
|
|
"p": 0.10176392644643784,
|
|
"m": 0.9724302887916565
|
|
},
|
|
{
|
|
"p": 0.08593322336673737,
|
|
"m": 0.8467278480529785
|
|
},
|
|
{
|
|
"p": 0.10375583916902542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1309533566236496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002023111330345273,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.5728365182876587,
|
|
"val_loss": 0.7696486711502075,
|
|
"acc": 72.34,
|
|
"time": 128.06061036999927,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08895418792963028,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02386799082159996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11304274946451187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03094380907714367,
|
|
"m": 0.9137094616889954
|
|
},
|
|
{
|
|
"p": 0.023744717240333557,
|
|
"m": 0.32674598693847656
|
|
},
|
|
{
|
|
"p": 0.023532645776867867,
|
|
"m": 0.9954875111579895
|
|
},
|
|
{
|
|
"p": 0.09225048869848251,
|
|
"m": 0.8211139440536499
|
|
},
|
|
{
|
|
"p": 0.08109226077795029,
|
|
"m": 0.9399911761283875
|
|
},
|
|
{
|
|
"p": 0.0811944305896759,
|
|
"m": 0.8615863919258118
|
|
},
|
|
{
|
|
"p": 0.11970826238393784,
|
|
"m": 0.8522446155548096
|
|
},
|
|
{
|
|
"p": 0.0679679587483406,
|
|
"m": 0.876614511013031
|
|
},
|
|
{
|
|
"p": 0.07128994166851044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1439744532108307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03843614086508751,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.3730518817901611,
|
|
"val_loss": 0.8338192105293274,
|
|
"acc": 71.58,
|
|
"time": 127.55683552299888,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10363026708364487,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02520742081105709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09758581966161728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04363511502742767,
|
|
"m": 0.8210160732269287
|
|
},
|
|
{
|
|
"p": 0.036907728761434555,
|
|
"m": 0.14908450841903687
|
|
},
|
|
{
|
|
"p": 0.04132690280675888,
|
|
"m": 0.99114590883255
|
|
},
|
|
{
|
|
"p": 0.06435760855674744,
|
|
"m": 0.8476542830467224
|
|
},
|
|
{
|
|
"p": 0.06566552817821503,
|
|
"m": 0.7632150650024414
|
|
},
|
|
{
|
|
"p": 0.060227371752262115,
|
|
"m": 0.9135366082191467
|
|
},
|
|
{
|
|
"p": 0.08012931048870087,
|
|
"m": 0.851445734500885
|
|
},
|
|
{
|
|
"p": 0.06410756707191467,
|
|
"m": 0.8870248794555664
|
|
},
|
|
{
|
|
"p": 0.12909181416034698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14332576096057892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044801753014326096,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.563868522644043,
|
|
"val_loss": 0.8696309924125671,
|
|
"acc": 72.76,
|
|
"time": 128.09043011500034,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11069300025701523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012304916977882385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10026033967733383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04192977398633957,
|
|
"m": 0.8001692295074463
|
|
},
|
|
{
|
|
"p": 0.020240571349859238,
|
|
"m": 0.19841131567955017
|
|
},
|
|
{
|
|
"p": 0.040277738124132156,
|
|
"m": 0.9315512180328369
|
|
},
|
|
{
|
|
"p": 0.07476340979337692,
|
|
"m": 0.8637423515319824
|
|
},
|
|
{
|
|
"p": 0.08128577470779419,
|
|
"m": 0.7994470000267029
|
|
},
|
|
{
|
|
"p": 0.0703224241733551,
|
|
"m": 0.9494446516036987
|
|
},
|
|
{
|
|
"p": 0.09658391773700714,
|
|
"m": 0.8255458474159241
|
|
},
|
|
{
|
|
"p": 0.10714222490787506,
|
|
"m": 0.9884747266769409
|
|
},
|
|
{
|
|
"p": 0.10733424872159958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11679062247276306,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020071176812052727,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.4945337772369385,
|
|
"val_loss": 0.9279775023460388,
|
|
"acc": 72.91,
|
|
"time": 127.07139501300117,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.107105553150177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010691492818295956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07522638142108917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0405355840921402,
|
|
"m": 0.8096026182174683
|
|
},
|
|
{
|
|
"p": 0.031784020364284515,
|
|
"m": 0.3292706310749054
|
|
},
|
|
{
|
|
"p": 0.04722382500767708,
|
|
"m": 0.8964399099349976
|
|
},
|
|
{
|
|
"p": 0.07053325325250626,
|
|
"m": 0.8787210583686829
|
|
},
|
|
{
|
|
"p": 0.07624542713165283,
|
|
"m": 0.7420769929885864
|
|
},
|
|
{
|
|
"p": 0.08647453784942627,
|
|
"m": 0.9609512090682983
|
|
},
|
|
{
|
|
"p": 0.07335463166236877,
|
|
"m": 0.7006869912147522
|
|
},
|
|
{
|
|
"p": 0.09197841584682465,
|
|
"m": 0.996861457824707
|
|
},
|
|
{
|
|
"p": 0.11668683588504791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1241685226559639,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04799159616231918,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.3826062679290771,
|
|
"val_loss": 0.8392730355262756,
|
|
"acc": 72.28,
|
|
"time": 128.24996731300052,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12803499400615692,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018829673528671265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10816319286823273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020268015563488007,
|
|
"m": 0.8159871101379395
|
|
},
|
|
{
|
|
"p": 0.025645945221185684,
|
|
"m": 0.39711812138557434
|
|
},
|
|
{
|
|
"p": 0.03560110554099083,
|
|
"m": 0.9070467948913574
|
|
},
|
|
{
|
|
"p": 0.08701920509338379,
|
|
"m": 0.836918830871582
|
|
},
|
|
{
|
|
"p": 0.05868971720337868,
|
|
"m": 0.8329259753227234
|
|
},
|
|
{
|
|
"p": 0.09688126295804977,
|
|
"m": 0.9158971309661865
|
|
},
|
|
{
|
|
"p": 0.10076718032360077,
|
|
"m": 0.6791526079177856
|
|
},
|
|
{
|
|
"p": 0.10843373090028763,
|
|
"m": 0.9701034426689148
|
|
},
|
|
{
|
|
"p": 0.08776083588600159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10224098712205887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021664215251803398,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.62709379196167,
|
|
"val_loss": 0.8753606081008911,
|
|
"acc": 72.79,
|
|
"time": 129.51001181500033,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09308034181594849,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01324059534817934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11632447689771652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046598877757787704,
|
|
"m": 0.7808727622032166
|
|
},
|
|
{
|
|
"p": 0.039822399616241455,
|
|
"m": 0.3967016339302063
|
|
},
|
|
{
|
|
"p": 0.03095916658639908,
|
|
"m": 0.8231261372566223
|
|
},
|
|
{
|
|
"p": 0.06690847873687744,
|
|
"m": 0.8652500510215759
|
|
},
|
|
{
|
|
"p": 0.024868546053767204,
|
|
"m": 0.7994827032089233
|
|
},
|
|
{
|
|
"p": 0.09868218004703522,
|
|
"m": 0.880280613899231
|
|
},
|
|
{
|
|
"p": 0.09373756498098373,
|
|
"m": 0.7128673195838928
|
|
},
|
|
{
|
|
"p": 0.09175686538219452,
|
|
"m": 0.8794909715652466
|
|
},
|
|
{
|
|
"p": 0.10938823223114014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13297905027866364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04165320470929146,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.3574204444885254,
|
|
"val_loss": 0.7668465971946716,
|
|
"acc": 73.03,
|
|
"time": 126.9820902119991,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11915230005979538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002094732131808996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11208515614271164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052310097962617874,
|
|
"m": 0.7725264430046082
|
|
},
|
|
{
|
|
"p": 0.02331133931875229,
|
|
"m": 0.37844371795654297
|
|
},
|
|
{
|
|
"p": 0.045976899564266205,
|
|
"m": 0.7692610621452332
|
|
},
|
|
{
|
|
"p": 0.07586858421564102,
|
|
"m": 0.781011164188385
|
|
},
|
|
{
|
|
"p": 0.04436323791742325,
|
|
"m": 0.7950182557106018
|
|
},
|
|
{
|
|
"p": 0.06612559407949448,
|
|
"m": 0.8664463758468628
|
|
},
|
|
{
|
|
"p": 0.09890564531087875,
|
|
"m": 0.62075275182724
|
|
},
|
|
{
|
|
"p": 0.09537891298532486,
|
|
"m": 0.9836592078208923
|
|
},
|
|
{
|
|
"p": 0.12640032172203064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11395315080881119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0240740105509758,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.4978450536727905,
|
|
"val_loss": 0.881701648235321,
|
|
"acc": 73.04,
|
|
"time": 127.22826233800151,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10497893393039703,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001286083017475903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10926664620637894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027836376801133156,
|
|
"m": 0.8150522708892822
|
|
},
|
|
{
|
|
"p": 0.04157523438334465,
|
|
"m": 0.4304933547973633
|
|
},
|
|
{
|
|
"p": 0.048304494470357895,
|
|
"m": 0.7784873247146606
|
|
},
|
|
{
|
|
"p": 0.09323633462190628,
|
|
"m": 0.7970015406608582
|
|
},
|
|
{
|
|
"p": 0.06241478770971298,
|
|
"m": 0.7713898420333862
|
|
},
|
|
{
|
|
"p": 0.09311328828334808,
|
|
"m": 0.9140259623527527
|
|
},
|
|
{
|
|
"p": 0.09862050414085388,
|
|
"m": 0.6011525392532349
|
|
},
|
|
{
|
|
"p": 0.08792376518249512,
|
|
"m": 0.949298083782196
|
|
},
|
|
{
|
|
"p": 0.059062957763671875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1304934024810791,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041887231171131134,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.7159864902496338,
|
|
"val_loss": 0.7540601491928101,
|
|
"acc": 73.11,
|
|
"time": 128.5123380719997,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11175057291984558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0158423762768507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0816953256726265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04986286163330078,
|
|
"m": 0.807148814201355
|
|
},
|
|
{
|
|
"p": 0.048169177025556564,
|
|
"m": 0.43938544392585754
|
|
},
|
|
{
|
|
"p": 0.03254816308617592,
|
|
"m": 0.7220544219017029
|
|
},
|
|
{
|
|
"p": 0.07016631960868835,
|
|
"m": 0.89470374584198
|
|
},
|
|
{
|
|
"p": 0.08852888643741608,
|
|
"m": 0.9173212647438049
|
|
},
|
|
{
|
|
"p": 0.09227318316698074,
|
|
"m": 0.9183886647224426
|
|
},
|
|
{
|
|
"p": 0.09196856617927551,
|
|
"m": 0.6699195504188538
|
|
},
|
|
{
|
|
"p": 0.07535251975059509,
|
|
"m": 0.9854785799980164
|
|
},
|
|
{
|
|
"p": 0.09106304496526718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10544998198747635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045329175889492035,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.2715985774993896,
|
|
"val_loss": 0.7709519267082214,
|
|
"acc": 73.12,
|
|
"time": 127.71406452699921,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0962417721748352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02028978243470192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09711382538080215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03482292592525482,
|
|
"m": 0.6751331090927124
|
|
},
|
|
{
|
|
"p": 0.023958034813404083,
|
|
"m": 0.4872516989707947
|
|
},
|
|
{
|
|
"p": 0.0479811429977417,
|
|
"m": 0.6990121603012085
|
|
},
|
|
{
|
|
"p": 0.07036487758159637,
|
|
"m": 0.9462625980377197
|
|
},
|
|
{
|
|
"p": 0.09711141884326935,
|
|
"m": 0.9779666066169739
|
|
},
|
|
{
|
|
"p": 0.05766119435429573,
|
|
"m": 0.9623541831970215
|
|
},
|
|
{
|
|
"p": 0.11463411152362823,
|
|
"m": 0.6212154626846313
|
|
},
|
|
{
|
|
"p": 0.07278578728437424,
|
|
"m": 0.9875728487968445
|
|
},
|
|
{
|
|
"p": 0.11197579652070999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11869607865810394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03636326268315315,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.304383635520935,
|
|
"val_loss": 0.816218376159668,
|
|
"acc": 73.41,
|
|
"time": 127.80573299499883,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09994033724069595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021701298654079437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1170986220240593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03350275382399559,
|
|
"m": 0.5892443060874939
|
|
},
|
|
{
|
|
"p": 0.03754233568906784,
|
|
"m": 0.36268776655197144
|
|
},
|
|
{
|
|
"p": 0.03010772541165352,
|
|
"m": 0.7125361561775208
|
|
},
|
|
{
|
|
"p": 0.0522872656583786,
|
|
"m": 0.8768001198768616
|
|
},
|
|
{
|
|
"p": 0.08244206011295319,
|
|
"m": 0.9554039239883423
|
|
},
|
|
{
|
|
"p": 0.07585637271404266,
|
|
"m": 0.9235001802444458
|
|
},
|
|
{
|
|
"p": 0.11399974673986435,
|
|
"m": 0.45103269815444946
|
|
},
|
|
{
|
|
"p": 0.0976915955543518,
|
|
"m": 0.9903305172920227
|
|
},
|
|
{
|
|
"p": 0.07903200387954712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10806552320718765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05073238164186478,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.3986929655075073,
|
|
"val_loss": 0.6636437177658081,
|
|
"acc": 73.58,
|
|
"time": 127.37199611599863,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0529303252696991,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035894349217414856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11194125562906265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027240196242928505,
|
|
"m": 0.6004199981689453
|
|
},
|
|
{
|
|
"p": 0.020166264846920967,
|
|
"m": 0.40718725323677063
|
|
},
|
|
{
|
|
"p": 0.05634928122162819,
|
|
"m": 0.6663097143173218
|
|
},
|
|
{
|
|
"p": 0.051554009318351746,
|
|
"m": 0.7199275493621826
|
|
},
|
|
{
|
|
"p": 0.09892062842845917,
|
|
"m": 0.8402017951011658
|
|
},
|
|
{
|
|
"p": 0.09134671092033386,
|
|
"m": 0.8770256638526917
|
|
},
|
|
{
|
|
"p": 0.11297906190156937,
|
|
"m": 0.5601193904876709
|
|
},
|
|
{
|
|
"p": 0.07129640132188797,
|
|
"m": 0.9378261566162109
|
|
},
|
|
{
|
|
"p": 0.12574227154254913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11924188584089279,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024397285655140877,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.5691522359848022,
|
|
"val_loss": 0.7457723617553711,
|
|
"acc": 72.68,
|
|
"time": 130.04129290799938,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11517013609409332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014627216383814812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12221420556306839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03893477842211723,
|
|
"m": 0.5812849998474121
|
|
},
|
|
{
|
|
"p": 0.04663017764687538,
|
|
"m": 0.6007953882217407
|
|
},
|
|
{
|
|
"p": 0.044272180646657944,
|
|
"m": 0.5954771041870117
|
|
},
|
|
{
|
|
"p": 0.08406808972358704,
|
|
"m": 0.8287827968597412
|
|
},
|
|
{
|
|
"p": 0.0833718478679657,
|
|
"m": 0.8058825135231018
|
|
},
|
|
{
|
|
"p": 0.08189734816551208,
|
|
"m": 0.8526198267936707
|
|
},
|
|
{
|
|
"p": 0.09375030547380447,
|
|
"m": 0.4657581150531769
|
|
},
|
|
{
|
|
"p": 0.04916544631123543,
|
|
"m": 0.9702746868133545
|
|
},
|
|
{
|
|
"p": 0.07893998175859451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11350645124912262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033451907336711884,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.391880989074707,
|
|
"val_loss": 0.8169213533401489,
|
|
"acc": 72.91,
|
|
"time": 126.45857663500101,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0831747055053711,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01285514421761036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12789419293403625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02643606625497341,
|
|
"m": 0.58455491065979
|
|
},
|
|
{
|
|
"p": 0.02093830518424511,
|
|
"m": 0.6830105185508728
|
|
},
|
|
{
|
|
"p": 0.04497775807976723,
|
|
"m": 0.5525997281074524
|
|
},
|
|
{
|
|
"p": 0.04806320741772652,
|
|
"m": 0.8354477882385254
|
|
},
|
|
{
|
|
"p": 0.05940304696559906,
|
|
"m": 0.7863377928733826
|
|
},
|
|
{
|
|
"p": 0.09178290516138077,
|
|
"m": 0.8403550982475281
|
|
},
|
|
{
|
|
"p": 0.10287807881832123,
|
|
"m": 0.6247215867042542
|
|
},
|
|
{
|
|
"p": 0.0977305993437767,
|
|
"m": 0.9709025025367737
|
|
},
|
|
{
|
|
"p": 0.12603214383125305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10186232626438141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0559714175760746,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.6087937355041504,
|
|
"val_loss": 0.8697248697280884,
|
|
"acc": 73.37,
|
|
"time": 129.0674563779994,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10197906941175461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020391276106238365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09512092173099518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018446817994117737,
|
|
"m": 0.44124555587768555
|
|
},
|
|
{
|
|
"p": 0.028997553512454033,
|
|
"m": 0.8155098557472229
|
|
},
|
|
{
|
|
"p": 0.0384550467133522,
|
|
"m": 0.5367419123649597
|
|
},
|
|
{
|
|
"p": 0.07426538318395615,
|
|
"m": 0.8328818678855896
|
|
},
|
|
{
|
|
"p": 0.0701323002576828,
|
|
"m": 0.6666078567504883
|
|
},
|
|
{
|
|
"p": 0.08528421819210052,
|
|
"m": 0.7955988049507141
|
|
},
|
|
{
|
|
"p": 0.09241005778312683,
|
|
"m": 0.6664761304855347
|
|
},
|
|
{
|
|
"p": 0.10126768052577972,
|
|
"m": 0.9247063994407654
|
|
},
|
|
{
|
|
"p": 0.07749485969543457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14302830398082733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05272650718688965,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.4414490461349487,
|
|
"val_loss": 0.7407976388931274,
|
|
"acc": 74.14,
|
|
"time": 128.53908234399933,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09369873255491257,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03623367100954056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07205042988061905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03522995486855507,
|
|
"m": 0.5245691537857056
|
|
},
|
|
{
|
|
"p": 0.02823699451982975,
|
|
"m": 0.8157368898391724
|
|
},
|
|
{
|
|
"p": 0.0410710871219635,
|
|
"m": 0.35799819231033325
|
|
},
|
|
{
|
|
"p": 0.053147196769714355,
|
|
"m": 0.7742499709129333
|
|
},
|
|
{
|
|
"p": 0.09162262827157974,
|
|
"m": 0.5626211166381836
|
|
},
|
|
{
|
|
"p": 0.11063476651906967,
|
|
"m": 0.9761202335357666
|
|
},
|
|
{
|
|
"p": 0.08927411586046219,
|
|
"m": 0.6118212342262268
|
|
},
|
|
{
|
|
"p": 0.07293310016393661,
|
|
"m": 0.9212644696235657
|
|
},
|
|
{
|
|
"p": 0.10568208992481232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13897272944450378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03121267817914486,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.0489671230316162,
|
|
"val_loss": 0.813038170337677,
|
|
"acc": 73.22,
|
|
"time": 127.44424041699858,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07671117782592773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030118193477392197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1197432354092598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03069683536887169,
|
|
"m": 0.5388091802597046
|
|
},
|
|
{
|
|
"p": 0.0319829098880291,
|
|
"m": 0.7202296257019043
|
|
},
|
|
{
|
|
"p": 0.010905642993748188,
|
|
"m": 0.34904149174690247
|
|
},
|
|
{
|
|
"p": 0.07585307210683823,
|
|
"m": 0.7338425517082214
|
|
},
|
|
{
|
|
"p": 0.09028211981058121,
|
|
"m": 0.5416855812072754
|
|
},
|
|
{
|
|
"p": 0.08452345430850983,
|
|
"m": 0.9325277209281921
|
|
},
|
|
{
|
|
"p": 0.09063687175512314,
|
|
"m": 0.6319413185119629
|
|
},
|
|
{
|
|
"p": 0.08993830531835556,
|
|
"m": 0.9008805155754089
|
|
},
|
|
{
|
|
"p": 0.10114523023366928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11623332649469376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05122961476445198,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.4690086841583252,
|
|
"val_loss": 0.7577271461486816,
|
|
"acc": 73.94,
|
|
"time": 128.05966552099926,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11260086297988892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004416992422193289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1259114295244217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03636891767382622,
|
|
"m": 0.6789675951004028
|
|
},
|
|
{
|
|
"p": 0.028576258569955826,
|
|
"m": 0.6964699029922485
|
|
},
|
|
{
|
|
"p": 0.034696049988269806,
|
|
"m": 0.5091477036476135
|
|
},
|
|
{
|
|
"p": 0.04933344945311546,
|
|
"m": 0.7390111684799194
|
|
},
|
|
{
|
|
"p": 0.07707105576992035,
|
|
"m": 0.4836009442806244
|
|
},
|
|
{
|
|
"p": 0.09834309667348862,
|
|
"m": 0.9271302223205566
|
|
},
|
|
{
|
|
"p": 0.11904788762331009,
|
|
"m": 0.5731899738311768
|
|
},
|
|
{
|
|
"p": 0.056186553090810776,
|
|
"m": 0.8856666684150696
|
|
},
|
|
{
|
|
"p": 0.0993252545595169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1342044323682785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023917799815535545,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.2467972040176392,
|
|
"val_loss": 0.8535462021827698,
|
|
"acc": 73.4,
|
|
"time": 127.49021541900038,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09995733201503754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021397970616817474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1127486303448677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045527465641498566,
|
|
"m": 0.6450157165527344
|
|
},
|
|
{
|
|
"p": 0.036676447838544846,
|
|
"m": 0.6805983781814575
|
|
},
|
|
{
|
|
"p": 0.049598172307014465,
|
|
"m": 0.5513861179351807
|
|
},
|
|
{
|
|
"p": 0.045279182493686676,
|
|
"m": 0.755649745464325
|
|
},
|
|
{
|
|
"p": 0.08395467698574066,
|
|
"m": 0.4534391462802887
|
|
},
|
|
{
|
|
"p": 0.08835369348526001,
|
|
"m": 0.8923373818397522
|
|
},
|
|
{
|
|
"p": 0.09396982938051224,
|
|
"m": 0.47573164105415344
|
|
},
|
|
{
|
|
"p": 0.06531946361064911,
|
|
"m": 0.9133821129798889
|
|
},
|
|
{
|
|
"p": 0.0680125504732132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14121867716312408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047985877841711044,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.530165195465088,
|
|
"val_loss": 0.9855161309242249,
|
|
"acc": 73.29,
|
|
"time": 127.13494977200025,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10840941220521927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005397414322942495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13748665153980255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042499810457229614,
|
|
"m": 0.5837134718894958
|
|
},
|
|
{
|
|
"p": 0.026251288130879402,
|
|
"m": 0.7464448809623718
|
|
},
|
|
{
|
|
"p": 0.04573649913072586,
|
|
"m": 0.6904447078704834
|
|
},
|
|
{
|
|
"p": 0.06922763586044312,
|
|
"m": 0.8295870423316956
|
|
},
|
|
{
|
|
"p": 0.06263554841279984,
|
|
"m": 0.5198977589607239
|
|
},
|
|
{
|
|
"p": 0.08179697394371033,
|
|
"m": 0.9474675059318542
|
|
},
|
|
{
|
|
"p": 0.10208720713853836,
|
|
"m": 0.5183243155479431
|
|
},
|
|
{
|
|
"p": 0.08527842164039612,
|
|
"m": 0.8807823061943054
|
|
},
|
|
{
|
|
"p": 0.06662305444478989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1210085079073906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04556158557534218,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.1456952095031738,
|
|
"val_loss": 0.7964016199111938,
|
|
"acc": 72.81,
|
|
"time": 127.1075481959997,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11067360639572144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023262016475200653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12242985516786575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03229008615016937,
|
|
"m": 0.5525643229484558
|
|
},
|
|
{
|
|
"p": 0.020965566858649254,
|
|
"m": 0.6652203798294067
|
|
},
|
|
{
|
|
"p": 0.03978058695793152,
|
|
"m": 0.534855306148529
|
|
},
|
|
{
|
|
"p": 0.06106934696435928,
|
|
"m": 0.921216607093811
|
|
},
|
|
{
|
|
"p": 0.0776863545179367,
|
|
"m": 0.6224936246871948
|
|
},
|
|
{
|
|
"p": 0.11811809986829758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1082138642668724,
|
|
"m": 0.6930140852928162
|
|
},
|
|
{
|
|
"p": 0.06019933894276619,
|
|
"m": 0.8546991348266602
|
|
},
|
|
{
|
|
"p": 0.0900048017501831,
|
|
"m": 0.997424304485321
|
|
},
|
|
{
|
|
"p": 0.1028030663728714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03250331059098244,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.3041417598724365,
|
|
"val_loss": 0.7692322731018066,
|
|
"acc": 73.42,
|
|
"time": 127.23916741499852,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10522474348545074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015668103471398354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09362854808568954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013002443127334118,
|
|
"m": 0.7004262804985046
|
|
},
|
|
{
|
|
"p": 0.03710262477397919,
|
|
"m": 0.6455116868019104
|
|
},
|
|
{
|
|
"p": 0.044287148863077164,
|
|
"m": 0.44191431999206543
|
|
},
|
|
{
|
|
"p": 0.02864520624279976,
|
|
"m": 0.9998597502708435
|
|
},
|
|
{
|
|
"p": 0.08721815794706345,
|
|
"m": 0.8582700490951538
|
|
},
|
|
{
|
|
"p": 0.10006482899188995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1039230227470398,
|
|
"m": 0.6836673021316528
|
|
},
|
|
{
|
|
"p": 0.09988772869110107,
|
|
"m": 0.8984397649765015
|
|
},
|
|
{
|
|
"p": 0.08433744311332703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1268966645002365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06011337414383888,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.1776267290115356,
|
|
"val_loss": 0.8101679086685181,
|
|
"acc": 73.71,
|
|
"time": 127.68496406400118,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.03905569761991501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02453436702489853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11664051562547684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02851872518658638,
|
|
"m": 0.7179409861564636
|
|
},
|
|
{
|
|
"p": 0.04363572597503662,
|
|
"m": 0.605628252029419
|
|
},
|
|
{
|
|
"p": 0.05008881166577339,
|
|
"m": 0.40228068828582764
|
|
},
|
|
{
|
|
"p": 0.04407719895243645,
|
|
"m": 0.7859525084495544
|
|
},
|
|
{
|
|
"p": 0.08291372656822205,
|
|
"m": 0.9480292201042175
|
|
},
|
|
{
|
|
"p": 0.08134151250123978,
|
|
"m": 0.8753893971443176
|
|
},
|
|
{
|
|
"p": 0.1034814715385437,
|
|
"m": 0.7507256865501404
|
|
},
|
|
{
|
|
"p": 0.11295093595981598,
|
|
"m": 0.8671584725379944
|
|
},
|
|
{
|
|
"p": 0.12141656875610352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1380011886358261,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013343523256480694,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.093103051185608,
|
|
"val_loss": 0.7503277659416199,
|
|
"acc": 73.19,
|
|
"time": 127.04659897200145,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10095492750406265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02197740226984024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07631055265665054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028008781373500824,
|
|
"m": 0.7043577432632446
|
|
},
|
|
{
|
|
"p": 0.056852731853723526,
|
|
"m": 0.5425302982330322
|
|
},
|
|
{
|
|
"p": 0.07047231495380402,
|
|
"m": 0.22781141102313995
|
|
},
|
|
{
|
|
"p": 0.07015582919120789,
|
|
"m": 0.7814031839370728
|
|
},
|
|
{
|
|
"p": 0.05192713066935539,
|
|
"m": 0.9929484128952026
|
|
},
|
|
{
|
|
"p": 0.10876014083623886,
|
|
"m": 0.9287894368171692
|
|
},
|
|
{
|
|
"p": 0.080256387591362,
|
|
"m": 0.6052080392837524
|
|
},
|
|
{
|
|
"p": 0.09385621547698975,
|
|
"m": 0.8133183121681213
|
|
},
|
|
{
|
|
"p": 0.06487858295440674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1329524964094162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04263659566640854,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.417184591293335,
|
|
"val_loss": 0.8111796379089355,
|
|
"acc": 72.99,
|
|
"time": 127.75923191199945,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10238192975521088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03106067143380642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10679231584072113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050612080842256546,
|
|
"m": 0.6292704939842224
|
|
},
|
|
{
|
|
"p": 0.025831148028373718,
|
|
"m": 0.6942675709724426
|
|
},
|
|
{
|
|
"p": 0.01385028101503849,
|
|
"m": 0.2028413563966751
|
|
},
|
|
{
|
|
"p": 0.08551239967346191,
|
|
"m": 0.9956264495849609
|
|
},
|
|
{
|
|
"p": 0.08822309970855713,
|
|
"m": 0.8766452074050903
|
|
},
|
|
{
|
|
"p": 0.0959031730890274,
|
|
"m": 0.9034172892570496
|
|
},
|
|
{
|
|
"p": 0.09315083175897598,
|
|
"m": 0.42753663659095764
|
|
},
|
|
{
|
|
"p": 0.04181690141558647,
|
|
"m": 0.8939448595046997
|
|
},
|
|
{
|
|
"p": 0.09420103579759598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14506015181541443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0256037637591362,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.2423906326293945,
|
|
"val_loss": 0.691814661026001,
|
|
"acc": 72.97,
|
|
"time": 128.19284733099994,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10585606098175049,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04977711662650108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09753356128931046,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0481502003967762,
|
|
"m": 0.6706530451774597
|
|
},
|
|
{
|
|
"p": 0.03217511624097824,
|
|
"m": 0.6458631753921509
|
|
},
|
|
{
|
|
"p": 0.048018500208854675,
|
|
"m": 0.17544713616371155
|
|
},
|
|
{
|
|
"p": 0.07061084359884262,
|
|
"m": 0.9565965533256531
|
|
},
|
|
{
|
|
"p": 0.03885355219244957,
|
|
"m": 0.8188999891281128
|
|
},
|
|
{
|
|
"p": 0.07475621998310089,
|
|
"m": 0.8875542879104614
|
|
},
|
|
{
|
|
"p": 0.08997465670108795,
|
|
"m": 0.5090628266334534
|
|
},
|
|
{
|
|
"p": 0.08021533489227295,
|
|
"m": 0.9783989787101746
|
|
},
|
|
{
|
|
"p": 0.09707870334386826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11686408519744873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05013611540198326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.5319490432739258,
|
|
"val_loss": 0.7469735145568848,
|
|
"acc": 73.24,
|
|
"time": 128.06339900199964,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10300139337778091,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010649054311215878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09880437701940536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04806538671255112,
|
|
"m": 0.7864049673080444
|
|
},
|
|
{
|
|
"p": 0.044818658381700516,
|
|
"m": 0.6518691182136536
|
|
},
|
|
{
|
|
"p": 0.05426740646362305,
|
|
"m": 0.10349757969379425
|
|
},
|
|
{
|
|
"p": 0.045004818588495255,
|
|
"m": 0.999036431312561
|
|
},
|
|
{
|
|
"p": 0.08047043532133102,
|
|
"m": 0.9339518547058105
|
|
},
|
|
{
|
|
"p": 0.0696730762720108,
|
|
"m": 0.8911164402961731
|
|
},
|
|
{
|
|
"p": 0.11443746834993362,
|
|
"m": 0.5269090533256531
|
|
},
|
|
{
|
|
"p": 0.07279171794652939,
|
|
"m": 0.7976576089859009
|
|
},
|
|
{
|
|
"p": 0.09039651602506638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1119888573884964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05563083663582802,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.2286427021026611,
|
|
"val_loss": 0.8082157373428345,
|
|
"acc": 73.75,
|
|
"time": 128.90199818600013,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08878494054079056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007207872346043587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11565830558538437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06275077164173126,
|
|
"m": 0.5778523683547974
|
|
},
|
|
{
|
|
"p": 0.02730676159262657,
|
|
"m": 0.625600278377533
|
|
},
|
|
{
|
|
"p": 0.051074352115392685,
|
|
"m": 0.17645388841629028
|
|
},
|
|
{
|
|
"p": 0.0714825913310051,
|
|
"m": 0.9255064725875854
|
|
},
|
|
{
|
|
"p": 0.04440784826874733,
|
|
"m": 0.844606876373291
|
|
},
|
|
{
|
|
"p": 0.08870507031679153,
|
|
"m": 0.8225437998771667
|
|
},
|
|
{
|
|
"p": 0.09097988158464432,
|
|
"m": 0.6196103692054749
|
|
},
|
|
{
|
|
"p": 0.08788423240184784,
|
|
"m": 0.7725144028663635
|
|
},
|
|
{
|
|
"p": 0.09970144927501678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1228908970952034,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041165079921483994,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0817571878433228,
|
|
"val_loss": 0.8065404891967773,
|
|
"acc": 74.51,
|
|
"time": 127.16084311299892,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11227773874998093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0018907191697508097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08630847185850143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04902803897857666,
|
|
"m": 0.5761229395866394
|
|
},
|
|
{
|
|
"p": 0.029751673340797424,
|
|
"m": 0.7394960522651672
|
|
},
|
|
{
|
|
"p": 0.06419956684112549,
|
|
"m": 0.14962947368621826
|
|
},
|
|
{
|
|
"p": 0.04558902606368065,
|
|
"m": 0.8647343516349792
|
|
},
|
|
{
|
|
"p": 0.0640389695763588,
|
|
"m": 0.7425550222396851
|
|
},
|
|
{
|
|
"p": 0.0739484578371048,
|
|
"m": 0.790507435798645
|
|
},
|
|
{
|
|
"p": 0.10051028430461884,
|
|
"m": 0.5348729491233826
|
|
},
|
|
{
|
|
"p": 0.09056614339351654,
|
|
"m": 0.8011916279792786
|
|
},
|
|
{
|
|
"p": 0.10566706210374832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13390988111495972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04231390729546547,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.1987026929855347,
|
|
"val_loss": 0.6410789489746094,
|
|
"acc": 74.18,
|
|
"time": 128.06914532600058,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09947163611650467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014323487877845764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13336093723773956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0167319867759943,
|
|
"m": 0.47555384039878845
|
|
},
|
|
{
|
|
"p": 0.025334035977721214,
|
|
"m": 0.6889353394508362
|
|
},
|
|
{
|
|
"p": 0.03416932374238968,
|
|
"m": 0.1297403872013092
|
|
},
|
|
{
|
|
"p": 0.048819027841091156,
|
|
"m": 0.8732994198799133
|
|
},
|
|
{
|
|
"p": 0.06707634031772614,
|
|
"m": 0.8077830672264099
|
|
},
|
|
{
|
|
"p": 0.10210515558719635,
|
|
"m": 0.7208223938941956
|
|
},
|
|
{
|
|
"p": 0.12311109900474548,
|
|
"m": 0.5190061926841736
|
|
},
|
|
{
|
|
"p": 0.04777482897043228,
|
|
"m": 0.8222535848617554
|
|
},
|
|
{
|
|
"p": 0.09172465652227402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13142794370651245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06456953287124634,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.0292764902114868,
|
|
"val_loss": 0.7505537867546082,
|
|
"acc": 73.73,
|
|
"time": 128.9124883709992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10849454998970032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023992953822016716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10126568377017975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0067477901466190815,
|
|
"m": 0.5971019864082336
|
|
},
|
|
{
|
|
"p": 0.049390505999326706,
|
|
"m": 0.5334792137145996
|
|
},
|
|
{
|
|
"p": 0.036177847534418106,
|
|
"m": 0.316392719745636
|
|
},
|
|
{
|
|
"p": 0.06462574005126953,
|
|
"m": 0.7337421178817749
|
|
},
|
|
{
|
|
"p": 0.03794844076037407,
|
|
"m": 0.8459805846214294
|
|
},
|
|
{
|
|
"p": 0.10720156133174896,
|
|
"m": 0.7947876453399658
|
|
},
|
|
{
|
|
"p": 0.09168317168951035,
|
|
"m": 0.42328232526779175
|
|
},
|
|
{
|
|
"p": 0.0875394269824028,
|
|
"m": 0.9633516073226929
|
|
},
|
|
{
|
|
"p": 0.11170488595962524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12651710212230682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04671035706996918,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.9495596289634705,
|
|
"val_loss": 0.8516669869422913,
|
|
"acc": 74.59,
|
|
"time": 127.42429195300065,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10933534055948257,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03162669017910957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09627556800842285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03887294977903366,
|
|
"m": 0.589091956615448
|
|
},
|
|
{
|
|
"p": 0.02696537971496582,
|
|
"m": 0.4520474672317505
|
|
},
|
|
{
|
|
"p": 0.06520090997219086,
|
|
"m": 0.43609073758125305
|
|
},
|
|
{
|
|
"p": 0.08899670839309692,
|
|
"m": 0.6687910556793213
|
|
},
|
|
{
|
|
"p": 0.06815758347511292,
|
|
"m": 0.9029536247253418
|
|
},
|
|
{
|
|
"p": 0.07995253056287766,
|
|
"m": 0.9004829525947571
|
|
},
|
|
{
|
|
"p": 0.09517586976289749,
|
|
"m": 0.424648255109787
|
|
},
|
|
{
|
|
"p": 0.05159929022192955,
|
|
"m": 0.8500698804855347
|
|
},
|
|
{
|
|
"p": 0.10513611882925034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11115387082099915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03155112639069557,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.454946517944336,
|
|
"val_loss": 0.8797858953475952,
|
|
"acc": 73.24,
|
|
"time": 128.64743820399963,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10853715986013412,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03386383503675461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06443319469690323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04176325350999832,
|
|
"m": 0.6422669291496277
|
|
},
|
|
{
|
|
"p": 0.05986548215150833,
|
|
"m": 0.38510584831237793
|
|
},
|
|
{
|
|
"p": 0.04436573013663292,
|
|
"m": 0.43002238869667053
|
|
},
|
|
{
|
|
"p": 0.07335056364536285,
|
|
"m": 0.7913016080856323
|
|
},
|
|
{
|
|
"p": 0.07319092750549316,
|
|
"m": 0.8576807975769043
|
|
},
|
|
{
|
|
"p": 0.09711635857820511,
|
|
"m": 0.9140664935112
|
|
},
|
|
{
|
|
"p": 0.09091995656490326,
|
|
"m": 0.422041654586792
|
|
},
|
|
{
|
|
"p": 0.06279934197664261,
|
|
"m": 0.8590433597564697
|
|
},
|
|
{
|
|
"p": 0.05105561763048172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1266276240348816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07211103290319443,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.2471933364868164,
|
|
"val_loss": 0.8051297664642334,
|
|
"acc": 73.69,
|
|
"time": 127.35587955899973,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10729129612445831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023855390027165413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1128704696893692,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004249791614711285,
|
|
"m": 0.6033295392990112
|
|
},
|
|
{
|
|
"p": 0.04654468595981598,
|
|
"m": 0.4305076599121094
|
|
},
|
|
{
|
|
"p": 0.049187906086444855,
|
|
"m": 0.4457131624221802
|
|
},
|
|
{
|
|
"p": 0.06946158409118652,
|
|
"m": 0.6320317983627319
|
|
},
|
|
{
|
|
"p": 0.07138106971979141,
|
|
"m": 0.8384627103805542
|
|
},
|
|
{
|
|
"p": 0.09605572372674942,
|
|
"m": 0.9724757075309753
|
|
},
|
|
{
|
|
"p": 0.10276159644126892,
|
|
"m": 0.45592132210731506
|
|
},
|
|
{
|
|
"p": 0.08682508766651154,
|
|
"m": 0.9154247045516968
|
|
},
|
|
{
|
|
"p": 0.060998011380434036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11398913711309433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05452822893857956,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.2902581691741943,
|
|
"val_loss": 0.8404939770698547,
|
|
"acc": 73.86,
|
|
"time": 129.04196042999865,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1112750694155693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03858647122979164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09062140434980392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03575647994875908,
|
|
"m": 0.5126491785049438
|
|
},
|
|
{
|
|
"p": 0.03306802734732628,
|
|
"m": 0.32716846466064453
|
|
},
|
|
{
|
|
"p": 0.07646956294775009,
|
|
"m": 0.33209049701690674
|
|
},
|
|
{
|
|
"p": 0.029039859771728516,
|
|
"m": 0.5633818507194519
|
|
},
|
|
{
|
|
"p": 0.059319835156202316,
|
|
"m": 0.788253128528595
|
|
},
|
|
{
|
|
"p": 0.10548524558544159,
|
|
"m": 0.8766690492630005
|
|
},
|
|
{
|
|
"p": 0.11049412190914154,
|
|
"m": 0.44322526454925537
|
|
},
|
|
{
|
|
"p": 0.05468987673521042,
|
|
"m": 0.8486958742141724
|
|
},
|
|
{
|
|
"p": 0.10705830156803131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12006581574678421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028069917112588882,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.1721936464309692,
|
|
"val_loss": 0.8379897475242615,
|
|
"acc": 74.19,
|
|
"time": 128.4495444059994,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08631976693868637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007009489927440882,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08255000412464142,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046972084790468216,
|
|
"m": 0.6038101315498352
|
|
},
|
|
{
|
|
"p": 0.04613698273897171,
|
|
"m": 0.28347718715667725
|
|
},
|
|
{
|
|
"p": 0.0556158684194088,
|
|
"m": 0.39087262749671936
|
|
},
|
|
{
|
|
"p": 0.06303197145462036,
|
|
"m": 0.6102443933486938
|
|
},
|
|
{
|
|
"p": 0.07437117397785187,
|
|
"m": 0.7545582056045532
|
|
},
|
|
{
|
|
"p": 0.08718136698007584,
|
|
"m": 0.8179838061332703
|
|
},
|
|
{
|
|
"p": 0.11225690692663193,
|
|
"m": 0.493337482213974
|
|
},
|
|
{
|
|
"p": 0.08285344392061234,
|
|
"m": 0.8040160536766052
|
|
},
|
|
{
|
|
"p": 0.10428918153047562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11958716064691544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03813309594988823,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.53792405128479,
|
|
"val_loss": 0.7936686277389526,
|
|
"acc": 73.66,
|
|
"time": 128.6259541470008,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09280120581388474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026423383504152298,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11034595966339111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013406386598944664,
|
|
"m": 0.7975702881813049
|
|
},
|
|
{
|
|
"p": 0.05021734908223152,
|
|
"m": 0.40767496824264526
|
|
},
|
|
{
|
|
"p": 0.06518499553203583,
|
|
"m": 0.42784079909324646
|
|
},
|
|
{
|
|
"p": 0.07670402526855469,
|
|
"m": 0.7085427641868591
|
|
},
|
|
{
|
|
"p": 0.06631958484649658,
|
|
"m": 0.7779318690299988
|
|
},
|
|
{
|
|
"p": 0.07642040401697159,
|
|
"m": 0.8255220651626587
|
|
},
|
|
{
|
|
"p": 0.10802727192640305,
|
|
"m": 0.5841370224952698
|
|
},
|
|
{
|
|
"p": 0.07575249671936035,
|
|
"m": 0.9366397261619568
|
|
},
|
|
{
|
|
"p": 0.10233668237924576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09736540168523788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03869486227631569,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.264925241470337,
|
|
"val_loss": 0.8351122736930847,
|
|
"acc": 74.32,
|
|
"time": 127.7832078449992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11707151681184769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03250880539417267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11123622208833694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03577808663249016,
|
|
"m": 0.8349179029464722
|
|
},
|
|
{
|
|
"p": 0.034889575093984604,
|
|
"m": 0.5096672773361206
|
|
},
|
|
{
|
|
"p": 0.015309014357626438,
|
|
"m": 0.4610709846019745
|
|
},
|
|
{
|
|
"p": 0.05231120437383652,
|
|
"m": 0.6081318855285645
|
|
},
|
|
{
|
|
"p": 0.0783497542142868,
|
|
"m": 0.8624466061592102
|
|
},
|
|
{
|
|
"p": 0.1071743294596672,
|
|
"m": 0.8146855235099792
|
|
},
|
|
{
|
|
"p": 0.10912981629371643,
|
|
"m": 0.6926533579826355
|
|
},
|
|
{
|
|
"p": 0.07384210079908371,
|
|
"m": 0.994746208190918
|
|
},
|
|
{
|
|
"p": 0.08572544902563095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10187383741140366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044800274074077606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.1617778539657593,
|
|
"val_loss": 0.8613991141319275,
|
|
"acc": 73.95,
|
|
"time": 127.04225503499947,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.0771181732416153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029995858669281006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12014210224151611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058027029037475586,
|
|
"m": 0.7446191310882568
|
|
},
|
|
{
|
|
"p": 0.03490765765309334,
|
|
"m": 0.6136339902877808
|
|
},
|
|
{
|
|
"p": 0.03899835795164108,
|
|
"m": 0.4747980535030365
|
|
},
|
|
{
|
|
"p": 0.037552233785390854,
|
|
"m": 0.5642369389533997
|
|
},
|
|
{
|
|
"p": 0.056694723665714264,
|
|
"m": 0.9508081078529358
|
|
},
|
|
{
|
|
"p": 0.10190050303936005,
|
|
"m": 0.8296504616737366
|
|
},
|
|
{
|
|
"p": 0.1361379474401474,
|
|
"m": 0.70321124792099
|
|
},
|
|
{
|
|
"p": 0.05447666347026825,
|
|
"m": 0.8745761513710022
|
|
},
|
|
{
|
|
"p": 0.09232321381568909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1263546645641327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03537093847990036,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.4149816036224365,
|
|
"val_loss": 0.8173983693122864,
|
|
"acc": 74.13,
|
|
"time": 128.65476350400058,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11932801455259323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011178185231983662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09335720539093018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017023244872689247,
|
|
"m": 0.65422523021698
|
|
},
|
|
{
|
|
"p": 0.041517749428749084,
|
|
"m": 0.597472608089447
|
|
},
|
|
{
|
|
"p": 0.05701731890439987,
|
|
"m": 0.528664767742157
|
|
},
|
|
{
|
|
"p": 0.06706301122903824,
|
|
"m": 0.6294166445732117
|
|
},
|
|
{
|
|
"p": 0.07978608459234238,
|
|
"m": 0.9961541891098022
|
|
},
|
|
{
|
|
"p": 0.08075401186943054,
|
|
"m": 0.8753829598426819
|
|
},
|
|
{
|
|
"p": 0.10573660582304001,
|
|
"m": 0.5785581469535828
|
|
},
|
|
{
|
|
"p": 0.08220618963241577,
|
|
"m": 0.7934754490852356
|
|
},
|
|
{
|
|
"p": 0.10556723922491074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09480127692222595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044663988053798676,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.0728909969329834,
|
|
"val_loss": 0.8673297762870789,
|
|
"acc": 74.17,
|
|
"time": 128.1386203330003,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09832628816366196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025099800899624825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11282657086849213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0629759430885315,
|
|
"m": 0.6495289206504822
|
|
},
|
|
{
|
|
"p": 0.03275970369577408,
|
|
"m": 0.6433402895927429
|
|
},
|
|
{
|
|
"p": 0.05851174518465996,
|
|
"m": 0.37908175587654114
|
|
},
|
|
{
|
|
"p": 0.03982991352677345,
|
|
"m": 0.7206999063491821
|
|
},
|
|
{
|
|
"p": 0.0445842444896698,
|
|
"m": 0.9346755146980286
|
|
},
|
|
{
|
|
"p": 0.06920728832483292,
|
|
"m": 0.8496129512786865
|
|
},
|
|
{
|
|
"p": 0.11108353734016418,
|
|
"m": 0.5438162684440613
|
|
},
|
|
{
|
|
"p": 0.09693614393472672,
|
|
"m": 0.8843129873275757
|
|
},
|
|
{
|
|
"p": 0.08778272569179535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11544585973024368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0446302704513073,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.5679349899291992,
|
|
"val_loss": 0.8141969442367554,
|
|
"acc": 74.37,
|
|
"time": 127.47165820100054,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1021699458360672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02373901940882206,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09167294204235077,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04518609493970871,
|
|
"m": 0.6044979691505432
|
|
},
|
|
{
|
|
"p": 0.06152772530913353,
|
|
"m": 0.6275368928909302
|
|
},
|
|
{
|
|
"p": 0.05430954694747925,
|
|
"m": 0.5462595224380493
|
|
},
|
|
{
|
|
"p": 0.04947838559746742,
|
|
"m": 0.77691650390625
|
|
},
|
|
{
|
|
"p": 0.06088373437523842,
|
|
"m": 0.9927722811698914
|
|
},
|
|
{
|
|
"p": 0.0776946172118187,
|
|
"m": 0.9647424221038818
|
|
},
|
|
{
|
|
"p": 0.11871185898780823,
|
|
"m": 0.4230935573577881
|
|
},
|
|
{
|
|
"p": 0.06267883628606796,
|
|
"m": 0.9325065016746521
|
|
},
|
|
{
|
|
"p": 0.09336171299219131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10389796644449234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054687537252902985,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.2233173847198486,
|
|
"val_loss": 0.708864688873291,
|
|
"acc": 74.59,
|
|
"time": 128.0585807309999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1115037277340889,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022188058122992516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0911642536520958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03582030534744263,
|
|
"m": 0.6580163240432739
|
|
},
|
|
{
|
|
"p": 0.03776879608631134,
|
|
"m": 0.7816800475120544
|
|
},
|
|
{
|
|
"p": 0.031939346343278885,
|
|
"m": 0.7907674312591553
|
|
},
|
|
{
|
|
"p": 0.06952590495347977,
|
|
"m": 0.8700963854789734
|
|
},
|
|
{
|
|
"p": 0.08202250301837921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06863526999950409,
|
|
"m": 0.9283927083015442
|
|
},
|
|
{
|
|
"p": 0.11151013523340225,
|
|
"m": 0.30741724371910095
|
|
},
|
|
{
|
|
"p": 0.07639124244451523,
|
|
"m": 0.8337358236312866
|
|
},
|
|
{
|
|
"p": 0.09515402466058731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09661687165498734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06975952535867691,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.508823275566101,
|
|
"val_loss": 0.8640222549438477,
|
|
"acc": 73.63,
|
|
"time": 128.8435186860006,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11712121218442917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03267606347799301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1079588457942009,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04441964626312256,
|
|
"m": 0.6739517450332642
|
|
},
|
|
{
|
|
"p": 0.023346347734332085,
|
|
"m": 0.8257946372032166
|
|
},
|
|
{
|
|
"p": 0.06242775544524193,
|
|
"m": 0.8981112837791443
|
|
},
|
|
{
|
|
"p": 0.04004769027233124,
|
|
"m": 0.9533607363700867
|
|
},
|
|
{
|
|
"p": 0.06029541790485382,
|
|
"m": 0.8835806846618652
|
|
},
|
|
{
|
|
"p": 0.0870666354894638,
|
|
"m": 0.8689471483230591
|
|
},
|
|
{
|
|
"p": 0.09841413050889969,
|
|
"m": 0.2768484950065613
|
|
},
|
|
{
|
|
"p": 0.08353222161531448,
|
|
"m": 0.8667694330215454
|
|
},
|
|
{
|
|
"p": 0.07618477940559387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10931992530822754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057189274579286575,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.240298867225647,
|
|
"val_loss": 0.815613865852356,
|
|
"acc": 73.6,
|
|
"time": 128.23724493600093,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09143398702144623,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03514904901385307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12219464778900146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02632967196404934,
|
|
"m": 0.634574294090271
|
|
},
|
|
{
|
|
"p": 0.028108330443501472,
|
|
"m": 0.7469407916069031
|
|
},
|
|
{
|
|
"p": 0.04252057895064354,
|
|
"m": 0.9298646450042725
|
|
},
|
|
{
|
|
"p": 0.0498075857758522,
|
|
"m": 0.97779381275177
|
|
},
|
|
{
|
|
"p": 0.07123390585184097,
|
|
"m": 0.8889089822769165
|
|
},
|
|
{
|
|
"p": 0.08173748105764389,
|
|
"m": 0.8878984451293945
|
|
},
|
|
{
|
|
"p": 0.11956224590539932,
|
|
"m": 0.3584699332714081
|
|
},
|
|
{
|
|
"p": 0.07477249205112457,
|
|
"m": 0.9687988758087158
|
|
},
|
|
{
|
|
"p": 0.07536517828702927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12730610370635986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0544787235558033,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.5043119192123413,
|
|
"val_loss": 0.6971358060836792,
|
|
"acc": 73.54,
|
|
"time": 127.97556414199971,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11865497380495071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033288583159446716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11133742332458496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04638417437672615,
|
|
"m": 0.605622410774231
|
|
},
|
|
{
|
|
"p": 0.04105658829212189,
|
|
"m": 0.8448769450187683
|
|
},
|
|
{
|
|
"p": 0.0307904165238142,
|
|
"m": 0.8526208400726318
|
|
},
|
|
{
|
|
"p": 0.06396608799695969,
|
|
"m": 0.9271461963653564
|
|
},
|
|
{
|
|
"p": 0.06552217155694962,
|
|
"m": 0.8808403015136719
|
|
},
|
|
{
|
|
"p": 0.08163323253393173,
|
|
"m": 0.9006150364875793
|
|
},
|
|
{
|
|
"p": 0.12486770004034042,
|
|
"m": 0.33522507548332214
|
|
},
|
|
{
|
|
"p": 0.07828798145055771,
|
|
"m": 0.9915835857391357
|
|
},
|
|
{
|
|
"p": 0.06316722184419632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10513871163129807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0359046533703804,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.2992475032806396,
|
|
"val_loss": 0.8451071381568909,
|
|
"acc": 74.29,
|
|
"time": 128.13231405199986,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10104076564311981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021926244720816612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10124360769987106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039099182933568954,
|
|
"m": 0.5887460112571716
|
|
},
|
|
{
|
|
"p": 0.03750285878777504,
|
|
"m": 0.9654647707939148
|
|
},
|
|
{
|
|
"p": 0.04794604703783989,
|
|
"m": 0.8115400075912476
|
|
},
|
|
{
|
|
"p": 0.032975416630506516,
|
|
"m": 0.8564104437828064
|
|
},
|
|
{
|
|
"p": 0.08807282894849777,
|
|
"m": 0.8989042043685913
|
|
},
|
|
{
|
|
"p": 0.09978459030389786,
|
|
"m": 0.9235860109329224
|
|
},
|
|
{
|
|
"p": 0.12505993247032166,
|
|
"m": 0.19512265920639038
|
|
},
|
|
{
|
|
"p": 0.0447055883705616,
|
|
"m": 0.9429399371147156
|
|
},
|
|
{
|
|
"p": 0.0908036157488823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1167980432510376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05304139852523804,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.7216073274612427,
|
|
"val_loss": 0.7582018971443176,
|
|
"acc": 73.53,
|
|
"time": 126.45235766100086,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09391909837722778,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050382375717163086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10864796489477158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0046402690932154655,
|
|
"m": 0.6504032611846924
|
|
},
|
|
{
|
|
"p": 0.04140106961131096,
|
|
"m": 0.96306973695755
|
|
},
|
|
{
|
|
"p": 0.008473227731883526,
|
|
"m": 0.8583966493606567
|
|
},
|
|
{
|
|
"p": 0.08874964714050293,
|
|
"m": 0.881809651851654
|
|
},
|
|
{
|
|
"p": 0.0861840546131134,
|
|
"m": 0.9797133803367615
|
|
},
|
|
{
|
|
"p": 0.09172827750444412,
|
|
"m": 0.9314706921577454
|
|
},
|
|
{
|
|
"p": 0.10371609032154083,
|
|
"m": 0.29901114106178284
|
|
},
|
|
{
|
|
"p": 0.0798560231924057,
|
|
"m": 0.9087284207344055
|
|
},
|
|
{
|
|
"p": 0.08467387408018112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10858220607042313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04904582351446152,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.408899188041687,
|
|
"val_loss": 0.6890213489532471,
|
|
"acc": 74.72,
|
|
"time": 127.56673216900163,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11097587645053864,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005136330146342516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12427587807178497,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0468897670507431,
|
|
"m": 0.7426177263259888
|
|
},
|
|
{
|
|
"p": 0.041365623474121094,
|
|
"m": 0.9905787110328674
|
|
},
|
|
{
|
|
"p": 0.03766605257987976,
|
|
"m": 0.8951069712638855
|
|
},
|
|
{
|
|
"p": 0.07247011363506317,
|
|
"m": 0.8410442471504211
|
|
},
|
|
{
|
|
"p": 0.0007010282133705914,
|
|
"m": 0.9964156746864319
|
|
},
|
|
{
|
|
"p": 0.08530189096927643,
|
|
"m": 0.8441504836082458
|
|
},
|
|
{
|
|
"p": 0.11754976958036423,
|
|
"m": 0.38302069902420044
|
|
},
|
|
{
|
|
"p": 0.10725072026252747,
|
|
"m": 0.9508597254753113
|
|
},
|
|
{
|
|
"p": 0.11822979152202606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.106305330991745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025881871581077576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.279371976852417,
|
|
"val_loss": 0.7517222762107849,
|
|
"acc": 74.01,
|
|
"time": 128.4579228759976,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11097320169210434,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03804999962449074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1286660134792328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013195562176406384,
|
|
"m": 0.6035158038139343
|
|
},
|
|
{
|
|
"p": 0.013481136411428452,
|
|
"m": 0.9083932042121887
|
|
},
|
|
{
|
|
"p": 0.01908068358898163,
|
|
"m": 0.7673693299293518
|
|
},
|
|
{
|
|
"p": 0.08746014535427094,
|
|
"m": 0.752885639667511
|
|
},
|
|
{
|
|
"p": 0.04811333492398262,
|
|
"m": 0.9946118593215942
|
|
},
|
|
{
|
|
"p": 0.06674148887395859,
|
|
"m": 0.9171938300132751
|
|
},
|
|
{
|
|
"p": 0.09015914797782898,
|
|
"m": 0.3534676134586334
|
|
},
|
|
{
|
|
"p": 0.10338465124368668,
|
|
"m": 0.8829503655433655
|
|
},
|
|
{
|
|
"p": 0.10055042803287506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12747646868228912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052667681127786636,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.407687783241272,
|
|
"val_loss": 0.8109561800956726,
|
|
"acc": 74.02,
|
|
"time": 128.32261094000205,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.13476280868053436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027853496372699738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11279403418302536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04197253659367561,
|
|
"m": 0.4984360337257385
|
|
},
|
|
{
|
|
"p": 0.040531594306230545,
|
|
"m": 0.9948130249977112
|
|
},
|
|
{
|
|
"p": 0.046030398458242416,
|
|
"m": 0.7941042184829712
|
|
},
|
|
{
|
|
"p": 0.042531296610832214,
|
|
"m": 0.8741018176078796
|
|
},
|
|
{
|
|
"p": 0.03757385164499283,
|
|
"m": 0.9350287318229675
|
|
},
|
|
{
|
|
"p": 0.05534713342785835,
|
|
"m": 0.8947327733039856
|
|
},
|
|
{
|
|
"p": 0.10848739743232727,
|
|
"m": 0.5282511115074158
|
|
},
|
|
{
|
|
"p": 0.07074116170406342,
|
|
"m": 0.8525552153587341
|
|
},
|
|
{
|
|
"p": 0.09854912012815475,
|
|
"m": 0.9984986782073975
|
|
},
|
|
{
|
|
"p": 0.14462880790233612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03819642588496208,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.6129902601242065,
|
|
"val_loss": 0.8152593970298767,
|
|
"acc": 74.34,
|
|
"time": 127.8352049310015,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11953609436750412,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06277482211589813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1039339080452919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023061174899339676,
|
|
"m": 0.4908794164657593
|
|
},
|
|
{
|
|
"p": 0.008130595088005066,
|
|
"m": 0.9121814370155334
|
|
},
|
|
{
|
|
"p": 0.05948834866285324,
|
|
"m": 0.7769495844841003
|
|
},
|
|
{
|
|
"p": 0.05697306990623474,
|
|
"m": 0.8393454551696777
|
|
},
|
|
{
|
|
"p": 0.03338143602013588,
|
|
"m": 0.876826286315918
|
|
},
|
|
{
|
|
"p": 0.08164141327142715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1260988861322403,
|
|
"m": 0.5177918076515198
|
|
},
|
|
{
|
|
"p": 0.047306161373853683,
|
|
"m": 0.9159145355224609
|
|
},
|
|
{
|
|
"p": 0.0922943726181984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1103719025850296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07500776648521423,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.4843876361846924,
|
|
"val_loss": 0.6561551690101624,
|
|
"acc": 73.95,
|
|
"time": 127.04622570100037,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10900601744651794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03204411640763283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11497768014669418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032823894172906876,
|
|
"m": 0.47479352355003357
|
|
},
|
|
{
|
|
"p": 0.032126206904649734,
|
|
"m": 0.8555811047554016
|
|
},
|
|
{
|
|
"p": 0.04047555476427078,
|
|
"m": 0.7038164734840393
|
|
},
|
|
{
|
|
"p": 0.059173136949539185,
|
|
"m": 0.9477857947349548
|
|
},
|
|
{
|
|
"p": 0.05070050433278084,
|
|
"m": 0.855378270149231
|
|
},
|
|
{
|
|
"p": 0.08341741561889648,
|
|
"m": 0.940581202507019
|
|
},
|
|
{
|
|
"p": 0.11269466578960419,
|
|
"m": 0.5864465832710266
|
|
},
|
|
{
|
|
"p": 0.09134916216135025,
|
|
"m": 0.9230848550796509
|
|
},
|
|
{
|
|
"p": 0.07688190042972565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12167028337717056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04265940561890602,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.5965691804885864,
|
|
"val_loss": 0.8487870097160339,
|
|
"acc": 73.98,
|
|
"time": 128.2997773390016,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09794442355632782,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04031595587730408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09170608967542648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04631121829152107,
|
|
"m": 0.5753788948059082
|
|
},
|
|
{
|
|
"p": 0.04662880674004555,
|
|
"m": 0.8638565540313721
|
|
},
|
|
{
|
|
"p": 0.04563445597887039,
|
|
"m": 0.6931482553482056
|
|
},
|
|
{
|
|
"p": 0.04255346581339836,
|
|
"m": 0.8756842613220215
|
|
},
|
|
{
|
|
"p": 0.055802974849939346,
|
|
"m": 0.8989127278327942
|
|
},
|
|
{
|
|
"p": 0.09958550333976746,
|
|
"m": 0.9549261927604675
|
|
},
|
|
{
|
|
"p": 0.09112147241830826,
|
|
"m": 0.5526052117347717
|
|
},
|
|
{
|
|
"p": 0.10421282052993774,
|
|
"m": 0.9776881337165833
|
|
},
|
|
{
|
|
"p": 0.08732426911592484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09779645502567291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053062114864587784,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.5627281665802002,
|
|
"val_loss": 0.9153398275375366,
|
|
"acc": 74.05,
|
|
"time": 126.84486896199815,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.03636860474944115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023024456575512886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09661337733268738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04977889358997345,
|
|
"m": 0.5954728722572327
|
|
},
|
|
{
|
|
"p": 0.037311989814043045,
|
|
"m": 0.8042413592338562
|
|
},
|
|
{
|
|
"p": 0.04398542642593384,
|
|
"m": 0.6799956560134888
|
|
},
|
|
{
|
|
"p": 0.06904298067092896,
|
|
"m": 0.8983232378959656
|
|
},
|
|
{
|
|
"p": 0.042388465255498886,
|
|
"m": 0.8464697599411011
|
|
},
|
|
{
|
|
"p": 0.08991214632987976,
|
|
"m": 0.7782323956489563
|
|
},
|
|
{
|
|
"p": 0.11231254041194916,
|
|
"m": 0.46188274025917053
|
|
},
|
|
{
|
|
"p": 0.0982164815068245,
|
|
"m": 0.9957396984100342
|
|
},
|
|
{
|
|
"p": 0.10125625878572464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1419704705476761,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057817935943603516,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.3573780059814453,
|
|
"val_loss": 0.799940824508667,
|
|
"acc": 74.41,
|
|
"time": 127.58795840699895,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.06913819164037704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025952257215976715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09979358315467834,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03506381809711456,
|
|
"m": 0.6884774565696716
|
|
},
|
|
{
|
|
"p": 0.02789493277668953,
|
|
"m": 0.8009417653083801
|
|
},
|
|
{
|
|
"p": 0.016281675547361374,
|
|
"m": 0.6486071348190308
|
|
},
|
|
{
|
|
"p": 0.09285800158977509,
|
|
"m": 0.9196543097496033
|
|
},
|
|
{
|
|
"p": 0.038459938019514084,
|
|
"m": 0.8411347270011902
|
|
},
|
|
{
|
|
"p": 0.09470609575510025,
|
|
"m": 0.89771568775177
|
|
},
|
|
{
|
|
"p": 0.13806962966918945,
|
|
"m": 0.419738233089447
|
|
},
|
|
{
|
|
"p": 0.07389219105243683,
|
|
"m": 0.9189863801002502
|
|
},
|
|
{
|
|
"p": 0.09213540703058243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1416982263326645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054056014865636826,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.3720099925994873,
|
|
"val_loss": 0.8045235276222229,
|
|
"acc": 74.83,
|
|
"time": 128.1257021110032,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10664491355419159,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02283446677029133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11231441795825958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025835858657956123,
|
|
"m": 0.6843534708023071
|
|
},
|
|
{
|
|
"p": 0.002960899146273732,
|
|
"m": 0.8785739541053772
|
|
},
|
|
{
|
|
"p": 0.0582171268761158,
|
|
"m": 0.6170015335083008
|
|
},
|
|
{
|
|
"p": 0.08835194259881973,
|
|
"m": 0.8369250893592834
|
|
},
|
|
{
|
|
"p": 0.06364777684211731,
|
|
"m": 0.8252927660942078
|
|
},
|
|
{
|
|
"p": 0.052713192999362946,
|
|
"m": 0.8506237268447876
|
|
},
|
|
{
|
|
"p": 0.09916660934686661,
|
|
"m": 0.5240843892097473
|
|
},
|
|
{
|
|
"p": 0.07437342405319214,
|
|
"m": 0.9020333886146545
|
|
},
|
|
{
|
|
"p": 0.09944841265678406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13599754869937897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0574934221804142,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.0989004373550415,
|
|
"val_loss": 0.885125458240509,
|
|
"acc": 74.54,
|
|
"time": 127.07271519599817,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11588156968355179,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029572905972599983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11551674455404282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04340702295303345,
|
|
"m": 0.5389302372932434
|
|
},
|
|
{
|
|
"p": 0.03955407813191414,
|
|
"m": 0.8304091691970825
|
|
},
|
|
{
|
|
"p": 0.053782396018505096,
|
|
"m": 0.5275734066963196
|
|
},
|
|
{
|
|
"p": 0.05447235703468323,
|
|
"m": 0.904586136341095
|
|
},
|
|
{
|
|
"p": 0.0554678812623024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09662563353776932,
|
|
"m": 0.8753920793533325
|
|
},
|
|
{
|
|
"p": 0.09789171814918518,
|
|
"m": 0.5853527784347534
|
|
},
|
|
{
|
|
"p": 0.07022853940725327,
|
|
"m": 0.8999716639518738
|
|
},
|
|
{
|
|
"p": 0.05814272537827492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10257772356271744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06687871366739273,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.3017264604568481,
|
|
"val_loss": 0.8795795440673828,
|
|
"acc": 74.49,
|
|
"time": 127.68660793600066,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10681263357400894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03192809969186783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10544630140066147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02518053539097309,
|
|
"m": 0.5233405232429504
|
|
},
|
|
{
|
|
"p": 0.03389333188533783,
|
|
"m": 0.6714411377906799
|
|
},
|
|
{
|
|
"p": 0.05363897234201431,
|
|
"m": 0.5908285975456238
|
|
},
|
|
{
|
|
"p": 0.06748621165752411,
|
|
"m": 0.7742372155189514
|
|
},
|
|
{
|
|
"p": 0.0436832457780838,
|
|
"m": 0.9263932108879089
|
|
},
|
|
{
|
|
"p": 0.08127596974372864,
|
|
"m": 0.7917343974113464
|
|
},
|
|
{
|
|
"p": 0.1070866659283638,
|
|
"m": 0.6294946074485779
|
|
},
|
|
{
|
|
"p": 0.09353797882795334,
|
|
"m": 0.8571820855140686
|
|
},
|
|
{
|
|
"p": 0.0935610830783844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14019034802913666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016278661787509918,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.3680403232574463,
|
|
"val_loss": 0.873904824256897,
|
|
"acc": 73.79,
|
|
"time": 128.3477842570028,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09874226897954941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030137894675135612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1363498717546463,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0380808487534523,
|
|
"m": 0.47825026512145996
|
|
},
|
|
{
|
|
"p": 0.034585293382406235,
|
|
"m": 0.5049273371696472
|
|
},
|
|
{
|
|
"p": 0.061490751802921295,
|
|
"m": 0.6255940198898315
|
|
},
|
|
{
|
|
"p": 0.08485971391201019,
|
|
"m": 0.8601968288421631
|
|
},
|
|
{
|
|
"p": 0.04148025065660477,
|
|
"m": 0.9246926307678223
|
|
},
|
|
{
|
|
"p": 0.10036971420049667,
|
|
"m": 0.8030003905296326
|
|
},
|
|
{
|
|
"p": 0.07299070805311203,
|
|
"m": 0.6496656537055969
|
|
},
|
|
{
|
|
"p": 0.014489095658063889,
|
|
"m": 0.9103584885597229
|
|
},
|
|
{
|
|
"p": 0.10577275604009628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13169482350349426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04895602539181709,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.4003400802612305,
|
|
"val_loss": 0.7988854050636292,
|
|
"acc": 74.28,
|
|
"time": 127.29425677299878,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08659535646438599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02922918274998665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12164859473705292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06359177082777023,
|
|
"m": 0.43642622232437134
|
|
},
|
|
{
|
|
"p": 0.034438930451869965,
|
|
"m": 0.7169707417488098
|
|
},
|
|
{
|
|
"p": 0.03698113560676575,
|
|
"m": 0.6663748025894165
|
|
},
|
|
{
|
|
"p": 0.09381796419620514,
|
|
"m": 0.7757124304771423
|
|
},
|
|
{
|
|
"p": 0.03925912827253342,
|
|
"m": 0.9149712324142456
|
|
},
|
|
{
|
|
"p": 0.07593190670013428,
|
|
"m": 0.8352948427200317
|
|
},
|
|
{
|
|
"p": 0.07517965137958527,
|
|
"m": 0.7286141514778137
|
|
},
|
|
{
|
|
"p": 0.06277584284543991,
|
|
"m": 0.7945777773857117
|
|
},
|
|
{
|
|
"p": 0.10612035542726517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12143179029226303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05299830809235573,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.162786841392517,
|
|
"val_loss": 0.798065721988678,
|
|
"acc": 73.73,
|
|
"time": 128.6172571370007,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11691346764564514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011679035611450672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11089655011892319,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047267235815525055,
|
|
"m": 0.5148781538009644
|
|
},
|
|
{
|
|
"p": 0.0006887453491799533,
|
|
"m": 0.7144230604171753
|
|
},
|
|
{
|
|
"p": 0.04151127487421036,
|
|
"m": 0.6617425680160522
|
|
},
|
|
{
|
|
"p": 0.07972793281078339,
|
|
"m": 0.8056283593177795
|
|
},
|
|
{
|
|
"p": 0.04658528417348862,
|
|
"m": 0.9489644169807434
|
|
},
|
|
{
|
|
"p": 0.0951438769698143,
|
|
"m": 0.9606824517250061
|
|
},
|
|
{
|
|
"p": 0.1019861027598381,
|
|
"m": 0.7218298316001892
|
|
},
|
|
{
|
|
"p": 0.06278745830059052,
|
|
"m": 0.8967135548591614
|
|
},
|
|
{
|
|
"p": 0.11149013787508011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10615913569927216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06716381758451462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.4760005474090576,
|
|
"val_loss": 0.8025429844856262,
|
|
"acc": 73.24,
|
|
"time": 129.27328877000036,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09755229949951172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04440951347351074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09097360819578171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035582106560468674,
|
|
"m": 0.46029409766197205
|
|
},
|
|
{
|
|
"p": 0.04834010824561119,
|
|
"m": 0.5880483388900757
|
|
},
|
|
{
|
|
"p": 0.05298694968223572,
|
|
"m": 0.6095261573791504
|
|
},
|
|
{
|
|
"p": 0.05953117460012436,
|
|
"m": 0.7465137839317322
|
|
},
|
|
{
|
|
"p": 0.03054043836891651,
|
|
"m": 0.9727365374565125
|
|
},
|
|
{
|
|
"p": 0.10220878571271896,
|
|
"m": 0.8236243724822998
|
|
},
|
|
{
|
|
"p": 0.08912357687950134,
|
|
"m": 0.6458990573883057
|
|
},
|
|
{
|
|
"p": 0.05900862440466881,
|
|
"m": 0.8681343197822571
|
|
},
|
|
{
|
|
"p": 0.09498102962970734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1464967429637909,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04826508089900017,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.0808802843093872,
|
|
"val_loss": 0.682884693145752,
|
|
"acc": 74.03,
|
|
"time": 130.2930297089988,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12446127831935883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03778938204050064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07695455104112625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03785219416022301,
|
|
"m": 0.4228366017341614
|
|
},
|
|
{
|
|
"p": 0.03086467832326889,
|
|
"m": 0.587680995464325
|
|
},
|
|
{
|
|
"p": 0.0336167998611927,
|
|
"m": 0.6073797345161438
|
|
},
|
|
{
|
|
"p": 0.07379750162363052,
|
|
"m": 0.7376729846000671
|
|
},
|
|
{
|
|
"p": 0.048688288778066635,
|
|
"m": 0.9183267951011658
|
|
},
|
|
{
|
|
"p": 0.08938558399677277,
|
|
"m": 0.800679624080658
|
|
},
|
|
{
|
|
"p": 0.11806920915842056,
|
|
"m": 0.7246114611625671
|
|
},
|
|
{
|
|
"p": 0.04675356298685074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10359145700931549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14284563064575195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0353299081325531,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.1060854196548462,
|
|
"val_loss": 0.7275199890136719,
|
|
"acc": 73.98,
|
|
"time": 131.5848522519991,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09606729447841644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050552040338516235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11541854590177536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05208646133542061,
|
|
"m": 0.38475555181503296
|
|
},
|
|
{
|
|
"p": 0.03600075840950012,
|
|
"m": 0.4620790183544159
|
|
},
|
|
{
|
|
"p": 0.042034536600112915,
|
|
"m": 0.5844098329544067
|
|
},
|
|
{
|
|
"p": 0.06980640441179276,
|
|
"m": 0.8602087497711182
|
|
},
|
|
{
|
|
"p": 0.03612683340907097,
|
|
"m": 0.9769545793533325
|
|
},
|
|
{
|
|
"p": 0.07910536229610443,
|
|
"m": 0.8613520264625549
|
|
},
|
|
{
|
|
"p": 0.11934596300125122,
|
|
"m": 0.6274875998497009
|
|
},
|
|
{
|
|
"p": 0.06790243834257126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08879826962947845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10792414844036102,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0388309545814991,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.12340247631073,
|
|
"val_loss": 0.5766978859901428,
|
|
"acc": 73.57,
|
|
"time": 129.17809931600277,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1086675226688385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03400406241416931,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10821820795536041,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046357542276382446,
|
|
"m": 0.5222595930099487
|
|
},
|
|
{
|
|
"p": 0.000690004148054868,
|
|
"m": 0.34330785274505615
|
|
},
|
|
{
|
|
"p": 0.05757766216993332,
|
|
"m": 0.6189887523651123
|
|
},
|
|
{
|
|
"p": 0.05224226787686348,
|
|
"m": 0.8757452368736267
|
|
},
|
|
{
|
|
"p": 0.04385419934988022,
|
|
"m": 0.9234033823013306
|
|
},
|
|
{
|
|
"p": 0.0761859267950058,
|
|
"m": 0.8215226531028748
|
|
},
|
|
{
|
|
"p": 0.14098040759563446,
|
|
"m": 0.5546389818191528
|
|
},
|
|
{
|
|
"p": 0.021208375692367554,
|
|
"m": 0.9667239189147949
|
|
},
|
|
{
|
|
"p": 0.10357693582773209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13960741460323334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06682952493429184,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.466546893119812,
|
|
"val_loss": 0.7772416472434998,
|
|
"acc": 73.77,
|
|
"time": 131.22758619900196,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10467533767223358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0317993201315403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10968449711799622,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04823194444179535,
|
|
"m": 0.49763569235801697
|
|
},
|
|
{
|
|
"p": 0.058983322232961655,
|
|
"m": 0.4757212996482849
|
|
},
|
|
{
|
|
"p": 0.03392172232270241,
|
|
"m": 0.7325228452682495
|
|
},
|
|
{
|
|
"p": 0.05034767836332321,
|
|
"m": 0.8559049367904663
|
|
},
|
|
{
|
|
"p": 0.0715380385518074,
|
|
"m": 0.9473791718482971
|
|
},
|
|
{
|
|
"p": 0.09983190894126892,
|
|
"m": 0.9585588574409485
|
|
},
|
|
{
|
|
"p": 0.10392426699399948,
|
|
"m": 0.3071107864379883
|
|
},
|
|
{
|
|
"p": 0.05722017586231232,
|
|
"m": 0.9004685282707214
|
|
},
|
|
{
|
|
"p": 0.08417627215385437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12418480962514877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021480631083250046,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.523718237876892,
|
|
"val_loss": 0.7706606984138489,
|
|
"acc": 74.36,
|
|
"time": 131.11035660999914,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12263021618127823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030215971171855927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12662093341350555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030674071982502937,
|
|
"m": 0.4745708703994751
|
|
},
|
|
{
|
|
"p": 0.04397349804639816,
|
|
"m": 0.6025680899620056
|
|
},
|
|
{
|
|
"p": 0.045852381736040115,
|
|
"m": 0.805292010307312
|
|
},
|
|
{
|
|
"p": 0.05543874204158783,
|
|
"m": 0.8211363554000854
|
|
},
|
|
{
|
|
"p": 0.060767173767089844,
|
|
"m": 0.776915431022644
|
|
},
|
|
{
|
|
"p": 0.08537352830171585,
|
|
"m": 0.92915940284729
|
|
},
|
|
{
|
|
"p": 0.11776529252529144,
|
|
"m": 0.3097899556159973
|
|
},
|
|
{
|
|
"p": 0.027695879340171814,
|
|
"m": 0.8402819037437439
|
|
},
|
|
{
|
|
"p": 0.06675102561712265,
|
|
"m": 0.9969581961631775
|
|
},
|
|
{
|
|
"p": 0.13901673257350922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04722452163696289,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.5186890363693237,
|
|
"val_loss": 0.7680404186248779,
|
|
"acc": 73.44,
|
|
"time": 130.8637128929986,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1103101372718811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02102908119559288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08978613466024399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05654306337237358,
|
|
"m": 0.6566798090934753
|
|
},
|
|
{
|
|
"p": 0.03122199885547161,
|
|
"m": 0.5392274260520935
|
|
},
|
|
{
|
|
"p": 0.05131044238805771,
|
|
"m": 0.6829758286476135
|
|
},
|
|
{
|
|
"p": 0.07049237936735153,
|
|
"m": 0.9598608016967773
|
|
},
|
|
{
|
|
"p": 0.06471234560012817,
|
|
"m": 0.7635092735290527
|
|
},
|
|
{
|
|
"p": 0.08101602643728256,
|
|
"m": 0.9369667768478394
|
|
},
|
|
{
|
|
"p": 0.09211321920156479,
|
|
"m": 0.3716939091682434
|
|
},
|
|
{
|
|
"p": 0.05430798977613449,
|
|
"m": 0.7839694023132324
|
|
},
|
|
{
|
|
"p": 0.10520601272583008,
|
|
"m": 0.9995461702346802
|
|
},
|
|
{
|
|
"p": 0.11617810279130936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05577307194471359,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.9973417520523071,
|
|
"val_loss": 0.8345671892166138,
|
|
"acc": 74.49,
|
|
"time": 129.37108144800004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12475712597370148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01315686572343111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09027620404958725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016947545111179352,
|
|
"m": 0.6506680846214294
|
|
},
|
|
{
|
|
"p": 0.013493027538061142,
|
|
"m": 0.5473046898841858
|
|
},
|
|
{
|
|
"p": 0.060319483280181885,
|
|
"m": 0.6487640738487244
|
|
},
|
|
{
|
|
"p": 0.06692293286323547,
|
|
"m": 0.9674903750419617
|
|
},
|
|
{
|
|
"p": 0.04742215946316719,
|
|
"m": 0.879734218120575
|
|
},
|
|
{
|
|
"p": 0.10107617825269699,
|
|
"m": 0.9318999648094177
|
|
},
|
|
{
|
|
"p": 0.12228129804134369,
|
|
"m": 0.34832319617271423
|
|
},
|
|
{
|
|
"p": 0.06919610500335693,
|
|
"m": 0.8389140367507935
|
|
},
|
|
{
|
|
"p": 0.10651121288537979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10992764681577682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057712167501449585,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 1.6143044233322144,
|
|
"val_loss": 0.8458383083343506,
|
|
"acc": 73.43,
|
|
"time": 131.2932200280011,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10702438652515411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035226333886384964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0980222225189209,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03853132203221321,
|
|
"m": 0.771844744682312
|
|
},
|
|
{
|
|
"p": 0.013028870336711407,
|
|
"m": 0.5600372552871704
|
|
},
|
|
{
|
|
"p": 0.0603354349732399,
|
|
"m": 0.7888532280921936
|
|
},
|
|
{
|
|
"p": 0.07508540153503418,
|
|
"m": 0.9718000292778015
|
|
},
|
|
{
|
|
"p": 0.05336257815361023,
|
|
"m": 0.9550583958625793
|
|
},
|
|
{
|
|
"p": 0.09216742217540741,
|
|
"m": 0.9697863459587097
|
|
},
|
|
{
|
|
"p": 0.12531791627407074,
|
|
"m": 0.25537601113319397
|
|
},
|
|
{
|
|
"p": 0.06112637743353844,
|
|
"m": 0.8586376905441284
|
|
},
|
|
{
|
|
"p": 0.06346321105957031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10772987455129623,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0695786401629448,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 1.4776568412780762,
|
|
"val_loss": 0.6995562314987183,
|
|
"acc": 74.76,
|
|
"time": 132.02526250499795,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12407120317220688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03602403402328491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10679876804351807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03793471306562424,
|
|
"m": 0.6664901375770569
|
|
},
|
|
{
|
|
"p": 0.03845968842506409,
|
|
"m": 0.5652737021446228
|
|
},
|
|
{
|
|
"p": 0.05157157778739929,
|
|
"m": 0.7575399279594421
|
|
},
|
|
{
|
|
"p": 0.057787444442510605,
|
|
"m": 0.9156928658485413
|
|
},
|
|
{
|
|
"p": 0.061018165200948715,
|
|
"m": 0.95755535364151
|
|
},
|
|
{
|
|
"p": 0.09082067757844925,
|
|
"m": 0.9514787197113037
|
|
},
|
|
{
|
|
"p": 0.11720772832632065,
|
|
"m": 0.28885307908058167
|
|
},
|
|
{
|
|
"p": 0.06899552792310715,
|
|
"m": 0.8590116500854492
|
|
},
|
|
{
|
|
"p": 0.08871277421712875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11357197910547256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007025755941867828,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 1.1987665891647339,
|
|
"val_loss": 0.8065380454063416,
|
|
"acc": 74.58,
|
|
"time": 129.61294164600258,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11107879132032394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03159989416599274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12281862646341324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056094154715538025,
|
|
"m": 0.5865048766136169
|
|
},
|
|
{
|
|
"p": 0.0479004941880703,
|
|
"m": 0.5455449223518372
|
|
},
|
|
{
|
|
"p": 0.04558034986257553,
|
|
"m": 0.6879111528396606
|
|
},
|
|
{
|
|
"p": 0.04055095463991165,
|
|
"m": 0.8947989344596863
|
|
},
|
|
{
|
|
"p": 0.07520204037427902,
|
|
"m": 0.79303377866745
|
|
},
|
|
{
|
|
"p": 0.05305386334657669,
|
|
"m": 0.9095057249069214
|
|
},
|
|
{
|
|
"p": 0.10593161731958389,
|
|
"m": 0.42882415652275085
|
|
},
|
|
{
|
|
"p": 0.044581346213817596,
|
|
"m": 0.8052748441696167
|
|
},
|
|
{
|
|
"p": 0.09633632749319077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1289900243282318,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04028147831559181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 1.3464345932006836,
|
|
"val_loss": 0.9200741648674011,
|
|
"acc": 73.98,
|
|
"time": 129.96338224099964,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.094991035759449,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00715794088318944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11982545256614685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02986358292400837,
|
|
"m": 0.6506828665733337
|
|
},
|
|
{
|
|
"p": 0.0258710328489542,
|
|
"m": 0.6237374544143677
|
|
},
|
|
{
|
|
"p": 0.03398200124502182,
|
|
"m": 0.5066176652908325
|
|
},
|
|
{
|
|
"p": 0.08083700388669968,
|
|
"m": 0.9434032440185547
|
|
},
|
|
{
|
|
"p": 0.05292894318699837,
|
|
"m": 0.9941438436508179
|
|
},
|
|
{
|
|
"p": 0.01075564045459032,
|
|
"m": 0.9237591028213501
|
|
},
|
|
{
|
|
"p": 0.11672297865152359,
|
|
"m": 0.40839406847953796
|
|
},
|
|
{
|
|
"p": 0.06748177856206894,
|
|
"m": 0.9827803373336792
|
|
},
|
|
{
|
|
"p": 0.12965059280395508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14966215193271637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08026983588933945,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 1.7688624858856201,
|
|
"val_loss": 0.7550501823425293,
|
|
"acc": 74.17,
|
|
"time": 129.29826494200097,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09053689986467361,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04025005176663399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11154863983392715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038450706750154495,
|
|
"m": 0.7019557952880859
|
|
},
|
|
{
|
|
"p": 0.037903305143117905,
|
|
"m": 0.627178966999054
|
|
},
|
|
{
|
|
"p": 0.07123696804046631,
|
|
"m": 0.6743995547294617
|
|
},
|
|
{
|
|
"p": 0.05861606448888779,
|
|
"m": 0.947157084941864
|
|
},
|
|
{
|
|
"p": 0.06629153341054916,
|
|
"m": 0.9038494825363159
|
|
},
|
|
{
|
|
"p": 0.09384842962026596,
|
|
"m": 0.8807298541069031
|
|
},
|
|
{
|
|
"p": 0.09310224652290344,
|
|
"m": 0.48288628458976746
|
|
},
|
|
{
|
|
"p": 0.07220731675624847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09928987175226212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09798198193311691,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028735967352986336,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 1.0124496221542358,
|
|
"val_loss": 0.7185789942741394,
|
|
"acc": 74.59,
|
|
"time": 128.71385035300045,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10788026452064514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026868166401982307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10394041985273361,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043539948761463165,
|
|
"m": 0.8506242632865906
|
|
},
|
|
{
|
|
"p": 0.031869083642959595,
|
|
"m": 0.5453053116798401
|
|
},
|
|
{
|
|
"p": 0.05635936185717583,
|
|
"m": 0.7720507979393005
|
|
},
|
|
{
|
|
"p": 0.07568284124135971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06229839846491814,
|
|
"m": 0.9923223853111267
|
|
},
|
|
{
|
|
"p": 0.08165107667446136,
|
|
"m": 0.9094484448432922
|
|
},
|
|
{
|
|
"p": 0.09417261928319931,
|
|
"m": 0.5649498701095581
|
|
},
|
|
{
|
|
"p": 0.03837013244628906,
|
|
"m": 0.9745936393737793
|
|
},
|
|
{
|
|
"p": 0.091832235455513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12850013375282288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05703524500131607,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 1.3720571994781494,
|
|
"val_loss": 0.6308566927909851,
|
|
"acc": 74.26,
|
|
"time": 130.34711332099687,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.14694812893867493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025593748316168785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1086663231253624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016840673983097076,
|
|
"m": 0.7698878049850464
|
|
},
|
|
{
|
|
"p": 0.05236854404211044,
|
|
"m": 0.5122410655021667
|
|
},
|
|
{
|
|
"p": 0.03265233337879181,
|
|
"m": 0.7751674652099609
|
|
},
|
|
{
|
|
"p": 0.013281553983688354,
|
|
"m": 0.9361007809638977
|
|
},
|
|
{
|
|
"p": 0.06406106799840927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10778515785932541,
|
|
"m": 0.8668109178543091
|
|
},
|
|
{
|
|
"p": 0.1070198193192482,
|
|
"m": 0.6176496148109436
|
|
},
|
|
{
|
|
"p": 0.07023487240076065,
|
|
"m": 0.847023069858551
|
|
},
|
|
{
|
|
"p": 0.07531987130641937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12322701513767242,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0560009591281414,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 1.801194429397583,
|
|
"val_loss": 0.8713374733924866,
|
|
"acc": 73.99,
|
|
"time": 128.58263314899887,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12997855246067047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03870402276515961,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1369178295135498,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04337261617183685,
|
|
"m": 0.7600787878036499
|
|
},
|
|
{
|
|
"p": 0.03232497721910477,
|
|
"m": 0.6097567677497864
|
|
},
|
|
{
|
|
"p": 0.05514347553253174,
|
|
"m": 0.7678728103637695
|
|
},
|
|
{
|
|
"p": 0.0752384290099144,
|
|
"m": 0.9624138474464417
|
|
},
|
|
{
|
|
"p": 0.04439235478639603,
|
|
"m": 0.9294174313545227
|
|
},
|
|
{
|
|
"p": 0.0826365202665329,
|
|
"m": 0.8530463576316833
|
|
},
|
|
{
|
|
"p": 0.05184178054332733,
|
|
"m": 0.5789991021156311
|
|
},
|
|
{
|
|
"p": 0.055003851652145386,
|
|
"m": 0.8357290029525757
|
|
},
|
|
{
|
|
"p": 0.0833243578672409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10840927809476852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06271201372146606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 1.4351882934570312,
|
|
"val_loss": 0.746589183807373,
|
|
"acc": 73.93,
|
|
"time": 127.40680698299911,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11362440139055252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027382604777812958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13120047748088837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009426789358258247,
|
|
"m": 0.6696919202804565
|
|
},
|
|
{
|
|
"p": 0.04072670266032219,
|
|
"m": 0.5306766629219055
|
|
},
|
|
{
|
|
"p": 0.048946380615234375,
|
|
"m": 0.7449139356613159
|
|
},
|
|
{
|
|
"p": 0.09176549315452576,
|
|
"m": 0.9427609443664551
|
|
},
|
|
{
|
|
"p": 0.06370653957128525,
|
|
"m": 0.8753299713134766
|
|
},
|
|
{
|
|
"p": 0.06772711873054504,
|
|
"m": 0.846673309803009
|
|
},
|
|
{
|
|
"p": 0.11701317131519318,
|
|
"m": 0.6334064602851868
|
|
},
|
|
{
|
|
"p": 0.03334452211856842,
|
|
"m": 0.9443399906158447
|
|
},
|
|
{
|
|
"p": 0.10160912573337555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12788125872612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025645392015576363,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 1.256864309310913,
|
|
"val_loss": 0.6904821991920471,
|
|
"acc": 73.99,
|
|
"time": 128.48496876799982,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10892809182405472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0388018861413002,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10444922745227814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033222708851099014,
|
|
"m": 0.7154882550239563
|
|
},
|
|
{
|
|
"p": 0.037639547139406204,
|
|
"m": 0.541504979133606
|
|
},
|
|
{
|
|
"p": 0.05369110032916069,
|
|
"m": 0.9293457269668579
|
|
},
|
|
{
|
|
"p": 0.05234544351696968,
|
|
"m": 0.9336925745010376
|
|
},
|
|
{
|
|
"p": 0.055701278150081635,
|
|
"m": 0.9283619523048401
|
|
},
|
|
{
|
|
"p": 0.08716240525245667,
|
|
"m": 0.9626701474189758
|
|
},
|
|
{
|
|
"p": 0.10163052380084991,
|
|
"m": 0.6134023666381836
|
|
},
|
|
{
|
|
"p": 0.06152962148189545,
|
|
"m": 0.9088925719261169
|
|
},
|
|
{
|
|
"p": 0.10337919741868973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11383852362632751,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04768045246601105,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 1.7205058336257935,
|
|
"val_loss": 0.7206906676292419,
|
|
"acc": 73.73,
|
|
"time": 131.2219387769983,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10520248860120773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054957225918769836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10066571831703186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0501704141497612,
|
|
"m": 0.7464503645896912
|
|
},
|
|
{
|
|
"p": 0.03152958303689957,
|
|
"m": 0.6365718841552734
|
|
},
|
|
{
|
|
"p": 0.03752518817782402,
|
|
"m": 0.886760413646698
|
|
},
|
|
{
|
|
"p": 0.05121332034468651,
|
|
"m": 0.8768470287322998
|
|
},
|
|
{
|
|
"p": 0.07617399096488953,
|
|
"m": 0.9980699419975281
|
|
},
|
|
{
|
|
"p": 0.058901287615299225,
|
|
"m": 0.9732987284660339
|
|
},
|
|
{
|
|
"p": 0.09756693243980408,
|
|
"m": 0.6275008916854858
|
|
},
|
|
{
|
|
"p": 0.06072130426764488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10153691470623016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11959049850702286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05424513667821884,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 1.5911710262298584,
|
|
"val_loss": 0.6689720153808594,
|
|
"acc": 74.01,
|
|
"time": 132.2211309209997,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12306362390518188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060604676604270935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09364961087703705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04348283261060715,
|
|
"m": 0.8283408284187317
|
|
},
|
|
{
|
|
"p": 0.03807339817285538,
|
|
"m": 0.7907963991165161
|
|
},
|
|
{
|
|
"p": 0.017658932134509087,
|
|
"m": 0.7808046340942383
|
|
},
|
|
{
|
|
"p": 0.053206365555524826,
|
|
"m": 0.9084173440933228
|
|
},
|
|
{
|
|
"p": 0.060191839933395386,
|
|
"m": 0.8814150094985962
|
|
},
|
|
{
|
|
"p": 0.10345569252967834,
|
|
"m": 0.9800978302955627
|
|
},
|
|
{
|
|
"p": 0.08826693147420883,
|
|
"m": 0.5841691493988037
|
|
},
|
|
{
|
|
"p": 0.062240663915872574,
|
|
"m": 0.8917027711868286
|
|
},
|
|
{
|
|
"p": 0.1029057577252388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13141070306301117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02178899012506008,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 1.5620582103729248,
|
|
"val_loss": 0.8048563003540039,
|
|
"acc": 74.33,
|
|
"time": 130.34508930499942,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.13048449158668518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05186928063631058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11362524330615997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051618024706840515,
|
|
"m": 0.7632194757461548
|
|
},
|
|
{
|
|
"p": 0.034290190786123276,
|
|
"m": 0.7522243857383728
|
|
},
|
|
{
|
|
"p": 0.04994845390319824,
|
|
"m": 0.8995262980461121
|
|
},
|
|
{
|
|
"p": 0.07730182260274887,
|
|
"m": 0.992603600025177
|
|
},
|
|
{
|
|
"p": 0.056308284401893616,
|
|
"m": 0.8150085806846619
|
|
},
|
|
{
|
|
"p": 0.0825047492980957,
|
|
"m": 0.8249773979187012
|
|
},
|
|
{
|
|
"p": 0.07037361711263657,
|
|
"m": 0.5510619878768921
|
|
},
|
|
{
|
|
"p": 0.04324217885732651,
|
|
"m": 0.8767505288124084
|
|
},
|
|
{
|
|
"p": 0.08626216650009155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11360682547092438,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03856461122632027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 1.2061755657196045,
|
|
"val_loss": 0.6794650554656982,
|
|
"acc": 74.63,
|
|
"time": 129.9074048500006,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07856932282447815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0379304401576519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08826928585767746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04017500579357147,
|
|
"m": 0.7508785724639893
|
|
},
|
|
{
|
|
"p": 0.03380706533789635,
|
|
"m": 0.7364242076873779
|
|
},
|
|
{
|
|
"p": 0.05340998247265816,
|
|
"m": 0.9191786646842957
|
|
},
|
|
{
|
|
"p": 0.04425875470042229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0800747498869896,
|
|
"m": 0.7549250721931458
|
|
},
|
|
{
|
|
"p": 0.09057671576738358,
|
|
"m": 0.9010515809059143
|
|
},
|
|
{
|
|
"p": 0.10112901031970978,
|
|
"m": 0.522576093673706
|
|
},
|
|
{
|
|
"p": 0.08266277611255646,
|
|
"m": 0.8489914536476135
|
|
},
|
|
{
|
|
"p": 0.09939412027597427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12734268605709076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042399995028972626,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 1.2872974872589111,
|
|
"val_loss": 0.8471115231513977,
|
|
"acc": 74.88,
|
|
"time": 132.15610258800007,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12762022018432617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03564627096056938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1207817867398262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044499240815639496,
|
|
"m": 0.6924000382423401
|
|
},
|
|
{
|
|
"p": 0.014753484167158604,
|
|
"m": 0.7857351303100586
|
|
},
|
|
{
|
|
"p": 0.036210376769304276,
|
|
"m": 0.9571281671524048
|
|
},
|
|
{
|
|
"p": 0.040459372103214264,
|
|
"m": 0.9677433371543884
|
|
},
|
|
{
|
|
"p": 0.06801610440015793,
|
|
"m": 0.6757200956344604
|
|
},
|
|
{
|
|
"p": 0.09337513148784637,
|
|
"m": 0.9820988774299622
|
|
},
|
|
{
|
|
"p": 0.10010666400194168,
|
|
"m": 0.48421716690063477
|
|
},
|
|
{
|
|
"p": 0.06117404252290726,
|
|
"m": 0.8881871104240417
|
|
},
|
|
{
|
|
"p": 0.11072959750890732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08777058124542236,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05885710567235947,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 1.4811301231384277,
|
|
"val_loss": 0.8119353652000427,
|
|
"acc": 73.91,
|
|
"time": 131.03341566199742,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10279318690299988,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0412602573633194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1170806959271431,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05157572031021118,
|
|
"m": 0.7684447169303894
|
|
},
|
|
{
|
|
"p": 0.03491571918129921,
|
|
"m": 0.888902485370636
|
|
},
|
|
{
|
|
"p": 0.06098620966076851,
|
|
"m": 0.9378392696380615
|
|
},
|
|
{
|
|
"p": 0.055148668587207794,
|
|
"m": 0.8313177824020386
|
|
},
|
|
{
|
|
"p": 0.0902649313211441,
|
|
"m": 0.8516495823860168
|
|
},
|
|
{
|
|
"p": 0.0502147451043129,
|
|
"m": 0.8619887232780457
|
|
},
|
|
{
|
|
"p": 0.0930723026394844,
|
|
"m": 0.2992221713066101
|
|
},
|
|
{
|
|
"p": 0.02516496554017067,
|
|
"m": 0.9106649160385132
|
|
},
|
|
{
|
|
"p": 0.13687534630298615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13039839267730713,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010248865932226181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 1.6561681032180786,
|
|
"val_loss": 0.8381258845329285,
|
|
"acc": 73.96,
|
|
"time": 127.87582959000065,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11861464381217957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03058675490319729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1206270381808281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029989168047904968,
|
|
"m": 0.6984631419181824
|
|
},
|
|
{
|
|
"p": 0.04870323836803436,
|
|
"m": 0.9476750493049622
|
|
},
|
|
{
|
|
"p": 0.03566938266158104,
|
|
"m": 0.8863936066627502
|
|
},
|
|
{
|
|
"p": 0.07405966520309448,
|
|
"m": 0.8321612477302551
|
|
},
|
|
{
|
|
"p": 0.07291590422391891,
|
|
"m": 0.9119008183479309
|
|
},
|
|
{
|
|
"p": 0.0665699765086174,
|
|
"m": 0.9001038670539856
|
|
},
|
|
{
|
|
"p": 0.09377726167440414,
|
|
"m": 0.25295284390449524
|
|
},
|
|
{
|
|
"p": 0.06565260142087936,
|
|
"m": 0.9086018800735474
|
|
},
|
|
{
|
|
"p": 0.09431562572717667,
|
|
"m": 0.9921443462371826
|
|
},
|
|
{
|
|
"p": 0.1003422960639,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04817642271518707,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 1.5940364599227905,
|
|
"val_loss": 0.7228450179100037,
|
|
"acc": 74.4,
|
|
"time": 127.85929718899934,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10422372072935104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04160083457827568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09763498604297638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04105720296502113,
|
|
"m": 0.7032359838485718
|
|
},
|
|
{
|
|
"p": 0.026533016934990883,
|
|
"m": 0.9260671734809875
|
|
},
|
|
{
|
|
"p": 0.06075114756822586,
|
|
"m": 0.9075894951820374
|
|
},
|
|
{
|
|
"p": 0.06432851403951645,
|
|
"m": 0.8739937543869019
|
|
},
|
|
{
|
|
"p": 0.06572854518890381,
|
|
"m": 0.8678044676780701
|
|
},
|
|
{
|
|
"p": 0.10107667744159698,
|
|
"m": 0.8879391551017761
|
|
},
|
|
{
|
|
"p": 0.1144995391368866,
|
|
"m": 0.14107920229434967
|
|
},
|
|
{
|
|
"p": 0.05859264358878136,
|
|
"m": 0.8867452144622803
|
|
},
|
|
{
|
|
"p": 0.09545539319515228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08196397870779037,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046553827822208405,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 1.0512069463729858,
|
|
"val_loss": 0.767293393611908,
|
|
"acc": 74.3,
|
|
"time": 129.2946076699991,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10806881636381149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03529401496052742,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1027514860033989,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037442974746227264,
|
|
"m": 0.835919201374054
|
|
},
|
|
{
|
|
"p": 0.000695546215865761,
|
|
"m": 0.9049360752105713
|
|
},
|
|
{
|
|
"p": 0.05097826570272446,
|
|
"m": 0.91468745470047
|
|
},
|
|
{
|
|
"p": 0.0622112974524498,
|
|
"m": 0.8673779368400574
|
|
},
|
|
{
|
|
"p": 0.061880312860012054,
|
|
"m": 0.8942891955375671
|
|
},
|
|
{
|
|
"p": 0.0899902731180191,
|
|
"m": 0.7851111888885498
|
|
},
|
|
{
|
|
"p": 0.07519736140966415,
|
|
"m": 0.2950332462787628
|
|
},
|
|
{
|
|
"p": 0.0865907073020935,
|
|
"m": 0.9173816442489624
|
|
},
|
|
{
|
|
"p": 0.11874424666166306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1230679601430893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04708680510520935,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 1.5437095165252686,
|
|
"val_loss": 0.7720404863357544,
|
|
"acc": 74.47,
|
|
"time": 131.67825291400004,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11425825208425522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03874942660331726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12017849087715149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04401502385735512,
|
|
"m": 0.7884460091590881
|
|
},
|
|
{
|
|
"p": 0.04774051159620285,
|
|
"m": 0.9496516585350037
|
|
},
|
|
{
|
|
"p": 0.05664898082613945,
|
|
"m": 0.98416668176651
|
|
},
|
|
{
|
|
"p": 0.0651354044675827,
|
|
"m": 0.8662938475608826
|
|
},
|
|
{
|
|
"p": 0.03905891254544258,
|
|
"m": 0.8754398226737976
|
|
},
|
|
{
|
|
"p": 0.08085189759731293,
|
|
"m": 0.8088218569755554
|
|
},
|
|
{
|
|
"p": 0.12176688760519028,
|
|
"m": 0.3653568923473358
|
|
},
|
|
{
|
|
"p": 0.051735326647758484,
|
|
"m": 0.9566226005554199
|
|
},
|
|
{
|
|
"p": 0.0649174377322197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10974925756454468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045194175094366074,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 1.5262140035629272,
|
|
"val_loss": 0.9185105562210083,
|
|
"acc": 74.61,
|
|
"time": 132.1788833199971,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1239534392952919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04516176879405975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12420018762350082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049844127148389816,
|
|
"m": 0.8164801001548767
|
|
},
|
|
{
|
|
"p": 0.0038620128761976957,
|
|
"m": 0.8298351168632507
|
|
},
|
|
{
|
|
"p": 0.047152940183877945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0590803399682045,
|
|
"m": 0.9101935625076294
|
|
},
|
|
{
|
|
"p": 0.07458768784999847,
|
|
"m": 0.8025412559509277
|
|
},
|
|
{
|
|
"p": 0.07669706642627716,
|
|
"m": 0.7616893649101257
|
|
},
|
|
{
|
|
"p": 0.09937265515327454,
|
|
"m": 0.38880348205566406
|
|
},
|
|
{
|
|
"p": 0.06138045713305473,
|
|
"m": 0.9257621765136719
|
|
},
|
|
{
|
|
"p": 0.08666518330574036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09262830018997192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0554138720035553,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 1.1756318807601929,
|
|
"val_loss": 0.7230132222175598,
|
|
"acc": 74.55,
|
|
"time": 132.34549889900154,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07569046318531036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032246168702840805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1098627820611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04378248006105423,
|
|
"m": 0.8081105947494507
|
|
},
|
|
{
|
|
"p": 0.03710561990737915,
|
|
"m": 0.8226177096366882
|
|
},
|
|
{
|
|
"p": 0.060853470116853714,
|
|
"m": 0.9977412819862366
|
|
},
|
|
{
|
|
"p": 0.06817879527807236,
|
|
"m": 0.978321373462677
|
|
},
|
|
{
|
|
"p": 0.06421520560979843,
|
|
"m": 0.8370143175125122
|
|
},
|
|
{
|
|
"p": 0.09409970045089722,
|
|
"m": 0.9216340780258179
|
|
},
|
|
{
|
|
"p": 0.11280230432748795,
|
|
"m": 0.3459364175796509
|
|
},
|
|
{
|
|
"p": 0.07688353210687637,
|
|
"m": 0.8354545831680298
|
|
},
|
|
{
|
|
"p": 0.09533243626356125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10362879931926727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02531825751066208,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 1.4521541595458984,
|
|
"val_loss": 0.848503589630127,
|
|
"acc": 72.05,
|
|
"time": 127.85837103900121,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10225355625152588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04085450991988182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13225600123405457,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018828650936484337,
|
|
"m": 0.8077855706214905
|
|
},
|
|
{
|
|
"p": 0.055710624903440475,
|
|
"m": 0.7425529956817627
|
|
},
|
|
{
|
|
"p": 0.04930657148361206,
|
|
"m": 0.9998993277549744
|
|
},
|
|
{
|
|
"p": 0.06401362270116806,
|
|
"m": 0.8587309718132019
|
|
},
|
|
{
|
|
"p": 0.06540490686893463,
|
|
"m": 0.9135797023773193
|
|
},
|
|
{
|
|
"p": 0.05489499866962433,
|
|
"m": 0.9741922616958618
|
|
},
|
|
{
|
|
"p": 0.0999990776181221,
|
|
"m": 0.3269507586956024
|
|
},
|
|
{
|
|
"p": 0.06928762793540955,
|
|
"m": 0.9996509552001953
|
|
},
|
|
{
|
|
"p": 0.0802563726902008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12979185581207275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03714162856340408,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 1.4173498153686523,
|
|
"val_loss": 0.7114163041114807,
|
|
"acc": 75.16,
|
|
"time": 129.6143001140008,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12242761999368668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03336617723107338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0999881699681282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038986653089523315,
|
|
"m": 0.7601251602172852
|
|
},
|
|
{
|
|
"p": 0.03505416959524155,
|
|
"m": 0.5629492402076721
|
|
},
|
|
{
|
|
"p": 0.056025225669145584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05888186767697334,
|
|
"m": 0.8925351500511169
|
|
},
|
|
{
|
|
"p": 0.0547594279050827,
|
|
"m": 0.8071287274360657
|
|
},
|
|
{
|
|
"p": 0.07819070667028427,
|
|
"m": 0.8611462116241455
|
|
},
|
|
{
|
|
"p": 0.10986080020666122,
|
|
"m": 0.31631767749786377
|
|
},
|
|
{
|
|
"p": 0.07460595667362213,
|
|
"m": 0.9797694683074951
|
|
},
|
|
{
|
|
"p": 0.07245389372110367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11215022206306458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053249161690473557,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 1.5386714935302734,
|
|
"val_loss": 0.6698078513145447,
|
|
"acc": 74.76,
|
|
"time": 129.5989574419982,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.1194397360086441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041766781359910965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09068042784929276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02660459838807583,
|
|
"m": 0.9502891302108765
|
|
},
|
|
{
|
|
"p": 0.049327198415994644,
|
|
"m": 0.45534947514533997
|
|
},
|
|
{
|
|
"p": 0.06823902577161789,
|
|
"m": 0.9407325387001038
|
|
},
|
|
{
|
|
"p": 0.0664350613951683,
|
|
"m": 0.7979692220687866
|
|
},
|
|
{
|
|
"p": 0.0846439078450203,
|
|
"m": 0.8183863162994385
|
|
},
|
|
{
|
|
"p": 0.05086403340101242,
|
|
"m": 0.9404699802398682
|
|
},
|
|
{
|
|
"p": 0.10212096571922302,
|
|
"m": 0.3878123164176941
|
|
},
|
|
{
|
|
"p": 0.047710999846458435,
|
|
"m": 0.9663285613059998
|
|
},
|
|
{
|
|
"p": 0.08565971255302429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11856773495674133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04793975129723549,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 1.6616475582122803,
|
|
"val_loss": 0.7902310490608215,
|
|
"acc": 73.81,
|
|
"time": 129.99013431899948,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09968770295381546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05619334802031517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11567052453756332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03589807450771332,
|
|
"m": 0.8846351504325867
|
|
},
|
|
{
|
|
"p": 0.025874948129057884,
|
|
"m": 0.3769037425518036
|
|
},
|
|
{
|
|
"p": 0.03814200311899185,
|
|
"m": 0.9224138855934143
|
|
},
|
|
{
|
|
"p": 0.057759787887334824,
|
|
"m": 0.8398565053939819
|
|
},
|
|
{
|
|
"p": 0.06784334778785706,
|
|
"m": 0.8097641468048096
|
|
},
|
|
{
|
|
"p": 0.10036099702119827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09023798257112503,
|
|
"m": 0.43474042415618896
|
|
},
|
|
{
|
|
"p": 0.06399327516555786,
|
|
"m": 0.927605926990509
|
|
},
|
|
{
|
|
"p": 0.0934615209698677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12707944214344025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027797136455774307,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 1.4098005294799805,
|
|
"val_loss": 0.6691862940788269,
|
|
"acc": 73.57,
|
|
"time": 131.46685425800024,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09431303292512894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04326196387410164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11148105561733246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03952648118138313,
|
|
"m": 0.800656259059906
|
|
},
|
|
{
|
|
"p": 0.04690803587436676,
|
|
"m": 0.35311636328697205
|
|
},
|
|
{
|
|
"p": 0.04942958429455757,
|
|
"m": 0.8847663998603821
|
|
},
|
|
{
|
|
"p": 0.06799516826868057,
|
|
"m": 0.8794111013412476
|
|
},
|
|
{
|
|
"p": 0.03631643205881119,
|
|
"m": 0.8533280491828918
|
|
},
|
|
{
|
|
"p": 0.08593986183404922,
|
|
"m": 0.9198317527770996
|
|
},
|
|
{
|
|
"p": 0.107967309653759,
|
|
"m": 0.5123031139373779
|
|
},
|
|
{
|
|
"p": 0.08313688635826111,
|
|
"m": 0.8669710755348206
|
|
},
|
|
{
|
|
"p": 0.08878990262746811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08763793110847473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05729635804891586,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 1.2443337440490723,
|
|
"val_loss": 0.8514553904533386,
|
|
"acc": 74.41,
|
|
"time": 129.97320120600125,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08526459336280823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04298408329486847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10265509784221649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03587423637509346,
|
|
"m": 0.7842091917991638
|
|
},
|
|
{
|
|
"p": 0.03224088251590729,
|
|
"m": 0.2996613681316376
|
|
},
|
|
{
|
|
"p": 0.0510282963514328,
|
|
"m": 0.8919889330863953
|
|
},
|
|
{
|
|
"p": 0.0896250307559967,
|
|
"m": 0.8011077642440796
|
|
},
|
|
{
|
|
"p": 0.049645692110061646,
|
|
"m": 0.8189879059791565
|
|
},
|
|
{
|
|
"p": 0.07814913243055344,
|
|
"m": 0.9226083159446716
|
|
},
|
|
{
|
|
"p": 0.1015377938747406,
|
|
"m": 0.516363799571991
|
|
},
|
|
{
|
|
"p": 0.07014618813991547,
|
|
"m": 0.8525312542915344
|
|
},
|
|
{
|
|
"p": 0.08602961897850037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13290700316429138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0419122651219368,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 1.2411015033721924,
|
|
"val_loss": 0.8638222217559814,
|
|
"acc": 74.14,
|
|
"time": 131.23248956899988,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09997110068798065,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038370370864868164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08725724369287491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029465219005942345,
|
|
"m": 0.7386975288391113
|
|
},
|
|
{
|
|
"p": 0.022224977612495422,
|
|
"m": 0.2753709554672241
|
|
},
|
|
{
|
|
"p": 0.041836075484752655,
|
|
"m": 0.9063836336135864
|
|
},
|
|
{
|
|
"p": 0.06953886896371841,
|
|
"m": 0.8558468222618103
|
|
},
|
|
{
|
|
"p": 0.08027375489473343,
|
|
"m": 0.8192257881164551
|
|
},
|
|
{
|
|
"p": 0.0654035359621048,
|
|
"m": 0.8666297197341919
|
|
},
|
|
{
|
|
"p": 0.11821641027927399,
|
|
"m": 0.56560879945755
|
|
},
|
|
{
|
|
"p": 0.07973842322826385,
|
|
"m": 0.8609864711761475
|
|
},
|
|
{
|
|
"p": 0.0942026674747467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11479344964027405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058707837015390396,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 1.1849398612976074,
|
|
"val_loss": 0.8371763229370117,
|
|
"acc": 73.65,
|
|
"time": 130.3346231409996,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11621131002902985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048680730164051056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11231684684753418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05815152823925018,
|
|
"m": 0.7536361217498779
|
|
},
|
|
{
|
|
"p": 0.042641837149858475,
|
|
"m": 0.17982777953147888
|
|
},
|
|
{
|
|
"p": 0.06691954284906387,
|
|
"m": 0.9569517970085144
|
|
},
|
|
{
|
|
"p": 0.020282471552491188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08172657340765,
|
|
"m": 0.8351774215698242
|
|
},
|
|
{
|
|
"p": 0.08808012306690216,
|
|
"m": 0.7226985692977905
|
|
},
|
|
{
|
|
"p": 0.07019390165805817,
|
|
"m": 0.5469238758087158
|
|
},
|
|
{
|
|
"p": 0.08600503206253052,
|
|
"m": 0.9382371306419373
|
|
},
|
|
{
|
|
"p": 0.08286792784929276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0887262225151062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03719593957066536,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 1.3483587503433228,
|
|
"val_loss": 0.5892094969749451,
|
|
"acc": 74.36,
|
|
"time": 130.3267969080007,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.11080969125032425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05567987263202667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09698627144098282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04279771074652672,
|
|
"m": 0.7352892160415649
|
|
},
|
|
{
|
|
"p": 0.041063014417886734,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.061457496136426926,
|
|
"m": 0.9267340302467346
|
|
},
|
|
{
|
|
"p": 0.056450627744197845,
|
|
"m": 0.940968930721283
|
|
},
|
|
{
|
|
"p": 0.07971736788749695,
|
|
"m": 0.7885608077049255
|
|
},
|
|
{
|
|
"p": 0.09558765590190887,
|
|
"m": 0.7476219534873962
|
|
},
|
|
{
|
|
"p": 0.055497389286756516,
|
|
"m": 0.4688160717487335
|
|
},
|
|
{
|
|
"p": 0.08127596229314804,
|
|
"m": 0.9655799865722656
|
|
},
|
|
{
|
|
"p": 0.10338189452886581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09398046880960464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025314629077911377,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 1.3437063694000244,
|
|
"val_loss": 0.7141485810279846,
|
|
"acc": 74.27,
|
|
"time": 129.96911528999772,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08123922348022461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05096447467803955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07392384856939316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06695470213890076,
|
|
"m": 0.7214627265930176
|
|
},
|
|
{
|
|
"p": 0.05649539828300476,
|
|
"m": 0.153400257229805
|
|
},
|
|
{
|
|
"p": 0.044239260256290436,
|
|
"m": 0.8208662867546082
|
|
},
|
|
{
|
|
"p": 0.07019729912281036,
|
|
"m": 0.8512359857559204
|
|
},
|
|
{
|
|
"p": 0.08350100368261337,
|
|
"m": 0.7491787075996399
|
|
},
|
|
{
|
|
"p": 0.06636392325162888,
|
|
"m": 0.8185052275657654
|
|
},
|
|
{
|
|
"p": 0.11032300442457199,
|
|
"m": 0.5021751523017883
|
|
},
|
|
{
|
|
"p": 0.062194474041461945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241011202335358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09096814692020416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06022516265511513,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 1.3376027345657349,
|
|
"val_loss": 0.8360012769699097,
|
|
"acc": 74.53,
|
|
"time": 129.59150217899878,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10704223811626434,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05487322062253952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10100223869085312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05981820449233055,
|
|
"m": 0.6882807612419128
|
|
},
|
|
{
|
|
"p": 0.05227361619472504,
|
|
"m": 0.1297556310892105
|
|
},
|
|
{
|
|
"p": 0.04969847574830055,
|
|
"m": 0.7447187900543213
|
|
},
|
|
{
|
|
"p": 0.06940113753080368,
|
|
"m": 0.9972997903823853
|
|
},
|
|
{
|
|
"p": 0.08330691605806351,
|
|
"m": 0.7441592812538147
|
|
},
|
|
{
|
|
"p": 0.07193072140216827,
|
|
"m": 0.8065285086631775
|
|
},
|
|
{
|
|
"p": 0.10084427148103714,
|
|
"m": 0.5373337268829346
|
|
},
|
|
{
|
|
"p": 0.06318696588277817,
|
|
"m": 0.8736426830291748
|
|
},
|
|
{
|
|
"p": 0.05962307006120682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09067955613136292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03631933405995369,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 1.0884711742401123,
|
|
"val_loss": 0.772363543510437,
|
|
"acc": 73.87,
|
|
"time": 127.7607488040012,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12690004706382751,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06643668562173843,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09448380023241043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03902518004179001,
|
|
"m": 0.6796740293502808
|
|
},
|
|
{
|
|
"p": 0.035703837871551514,
|
|
"m": 0.15724308788776398
|
|
},
|
|
{
|
|
"p": 0.05311691388487816,
|
|
"m": 0.6607732772827148
|
|
},
|
|
{
|
|
"p": 0.060798946768045425,
|
|
"m": 0.958160936832428
|
|
},
|
|
{
|
|
"p": 0.058135196566581726,
|
|
"m": 0.6737894415855408
|
|
},
|
|
{
|
|
"p": 0.0634114146232605,
|
|
"m": 0.8147615194320679
|
|
},
|
|
{
|
|
"p": 0.08045903593301773,
|
|
"m": 0.5426048040390015
|
|
},
|
|
{
|
|
"p": 0.07274504750967026,
|
|
"m": 0.7768463492393494
|
|
},
|
|
{
|
|
"p": 0.0697656199336052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12273848801851273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056279756128787994,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 1.3604785203933716,
|
|
"val_loss": 0.7708311676979065,
|
|
"acc": 73.72,
|
|
"time": 129.22816302999854,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09534619748592377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054228272289037704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10582341253757477,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0325927734375,
|
|
"m": 0.7015805840492249
|
|
},
|
|
{
|
|
"p": 0.041493408381938934,
|
|
"m": 0.1000283733010292
|
|
},
|
|
{
|
|
"p": 0.06397809088230133,
|
|
"m": 0.5265875458717346
|
|
},
|
|
{
|
|
"p": 0.06268888711929321,
|
|
"m": 0.8760828375816345
|
|
},
|
|
{
|
|
"p": 0.04940733686089516,
|
|
"m": 0.6786613464355469
|
|
},
|
|
{
|
|
"p": 0.0770038589835167,
|
|
"m": 0.8762367963790894
|
|
},
|
|
{
|
|
"p": 0.092056505382061,
|
|
"m": 0.5841670632362366
|
|
},
|
|
{
|
|
"p": 0.05074269697070122,
|
|
"m": 0.8670201301574707
|
|
},
|
|
{
|
|
"p": 0.11203442513942719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10672987252473831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055874284356832504,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 1.1179680824279785,
|
|
"val_loss": 0.7156892418861389,
|
|
"acc": 74.18,
|
|
"time": 127.8862676710014,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08175095915794373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04636628180742264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06932105869054794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06617327779531479,
|
|
"m": 0.6676378846168518
|
|
},
|
|
{
|
|
"p": 0.04151558876037598,
|
|
"m": 0.11195896565914154
|
|
},
|
|
{
|
|
"p": 0.05480661988258362,
|
|
"m": 0.5628349184989929
|
|
},
|
|
{
|
|
"p": 0.04277461767196655,
|
|
"m": 0.8393867611885071
|
|
},
|
|
{
|
|
"p": 0.0801902487874031,
|
|
"m": 0.551323652267456
|
|
},
|
|
{
|
|
"p": 0.1018805056810379,
|
|
"m": 0.9073092341423035
|
|
},
|
|
{
|
|
"p": 0.09819161891937256,
|
|
"m": 0.5765416622161865
|
|
},
|
|
{
|
|
"p": 0.056856632232666016,
|
|
"m": 0.9213032722473145
|
|
},
|
|
{
|
|
"p": 0.1094283014535904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09788544476032257,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0528588704764843,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 1.6024401187896729,
|
|
"val_loss": 0.7647813558578491,
|
|
"acc": 73.93,
|
|
"time": 131.40369135700166,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07479764521121979,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06722873449325562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09555817395448685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04815652221441269,
|
|
"m": 0.6477414965629578
|
|
},
|
|
{
|
|
"p": 0.04035079479217529,
|
|
"m": 0.16402433812618256
|
|
},
|
|
{
|
|
"p": 0.0671175867319107,
|
|
"m": 0.6043305397033691
|
|
},
|
|
{
|
|
"p": 0.03513126075267792,
|
|
"m": 0.7482852935791016
|
|
},
|
|
{
|
|
"p": 0.03799361735582352,
|
|
"m": 0.6143486499786377
|
|
},
|
|
{
|
|
"p": 0.08795786648988724,
|
|
"m": 0.9678491950035095
|
|
},
|
|
{
|
|
"p": 0.09127011150121689,
|
|
"m": 0.5739120244979858
|
|
},
|
|
{
|
|
"p": 0.07868032157421112,
|
|
"m": 0.8974804282188416
|
|
},
|
|
{
|
|
"p": 0.08209043741226196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13380733132362366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05985952541232109,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 1.1419227123260498,
|
|
"val_loss": 0.7352416515350342,
|
|
"acc": 74.6,
|
|
"time": 129.43180700800076,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.12708009779453278,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06826886534690857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10365726798772812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02779490128159523,
|
|
"m": 0.5564389228820801
|
|
},
|
|
{
|
|
"p": 0.043704140931367874,
|
|
"m": 0.16859520971775055
|
|
},
|
|
{
|
|
"p": 0.054790325462818146,
|
|
"m": 0.547061026096344
|
|
},
|
|
{
|
|
"p": 0.025051135569810867,
|
|
"m": 0.6266146898269653
|
|
},
|
|
{
|
|
"p": 0.06429044157266617,
|
|
"m": 0.5396052002906799
|
|
},
|
|
{
|
|
"p": 0.10311639308929443,
|
|
"m": 0.8860211372375488
|
|
},
|
|
{
|
|
"p": 0.07793032377958298,
|
|
"m": 0.5398069620132446
|
|
},
|
|
{
|
|
"p": 0.07862430065870285,
|
|
"m": 0.8229366540908813
|
|
},
|
|
{
|
|
"p": 0.09650914371013641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10586363077163696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02331896871328354,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 1.5983351469039917,
|
|
"val_loss": 0.8243775367736816,
|
|
"acc": 74.68,
|
|
"time": 127.74990850000177,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08817508816719055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04210097715258598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09948637336492538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04651815816760063,
|
|
"m": 0.605983555316925
|
|
},
|
|
{
|
|
"p": 0.03870091959834099,
|
|
"m": 0.10525888204574585
|
|
},
|
|
{
|
|
"p": 0.07321573793888092,
|
|
"m": 0.3999845087528229
|
|
},
|
|
{
|
|
"p": 0.04258117079734802,
|
|
"m": 0.6591231822967529
|
|
},
|
|
{
|
|
"p": 0.07815146446228027,
|
|
"m": 0.562949001789093
|
|
},
|
|
{
|
|
"p": 0.09303665906190872,
|
|
"m": 0.9258707165718079
|
|
},
|
|
{
|
|
"p": 0.10557840019464493,
|
|
"m": 0.6274707913398743
|
|
},
|
|
{
|
|
"p": 0.061942629516124725,
|
|
"m": 0.8549496531486511
|
|
},
|
|
{
|
|
"p": 0.07162418961524963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11425352096557617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044634778052568436,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.9526906609535217,
|
|
"val_loss": 0.78251051902771,
|
|
"acc": 73.74,
|
|
"time": 130.2467390689999,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09214726835489273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0385453924536705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08059480041265488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04718455299735069,
|
|
"m": 0.4640364944934845
|
|
},
|
|
{
|
|
"p": 0.05590471997857094,
|
|
"m": 0.1312439739704132
|
|
},
|
|
{
|
|
"p": 0.06140894070267677,
|
|
"m": 0.2661079168319702
|
|
},
|
|
{
|
|
"p": 0.06239497289061546,
|
|
"m": 0.8011000156402588
|
|
},
|
|
{
|
|
"p": 0.07758386433124542,
|
|
"m": 0.6477684378623962
|
|
},
|
|
{
|
|
"p": 0.08748561888933182,
|
|
"m": 0.9066027402877808
|
|
},
|
|
{
|
|
"p": 0.08401818573474884,
|
|
"m": 0.5433837175369263
|
|
},
|
|
{
|
|
"p": 0.05354192107915878,
|
|
"m": 0.9164652228355408
|
|
},
|
|
{
|
|
"p": 0.08778831362724304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10897832363843918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06242313235998154,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 1.207331657409668,
|
|
"val_loss": 0.7920907735824585,
|
|
"acc": 74.47,
|
|
"time": 128.61043984099888,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.08751799911260605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05992429703474045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1011909618973732,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02738206274807453,
|
|
"m": 0.447244793176651
|
|
},
|
|
{
|
|
"p": 0.03793332353234291,
|
|
"m": 0.15000362694263458
|
|
},
|
|
{
|
|
"p": 0.06858409196138382,
|
|
"m": 0.2726261019706726
|
|
},
|
|
{
|
|
"p": 0.039806026965379715,
|
|
"m": 0.8667298555374146
|
|
},
|
|
{
|
|
"p": 0.05203298106789589,
|
|
"m": 0.5668110251426697
|
|
},
|
|
{
|
|
"p": 0.08512941002845764,
|
|
"m": 0.9295688271522522
|
|
},
|
|
{
|
|
"p": 0.10583125799894333,
|
|
"m": 0.5025578737258911
|
|
},
|
|
{
|
|
"p": 0.08707818388938904,
|
|
"m": 0.8625122904777527
|
|
},
|
|
{
|
|
"p": 0.07757934927940369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11001797765493393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05999208614230156,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 1.312448501586914,
|
|
"val_loss": 0.8087578415870667,
|
|
"acc": 74.18,
|
|
"time": 128.61698662400158,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09268741309642792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06137925758957863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10367753356695175,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04123126342892647,
|
|
"m": 0.4913828670978546
|
|
},
|
|
{
|
|
"p": 0.04184383153915405,
|
|
"m": 0.13017146289348602
|
|
},
|
|
{
|
|
"p": 0.0758582204580307,
|
|
"m": 0.31319478154182434
|
|
},
|
|
{
|
|
"p": 0.049975600093603134,
|
|
"m": 0.8584243655204773
|
|
},
|
|
{
|
|
"p": 0.05956536903977394,
|
|
"m": 0.6011689305305481
|
|
},
|
|
{
|
|
"p": 0.06105288863182068,
|
|
"m": 0.9403684139251709
|
|
},
|
|
{
|
|
"p": 0.07962444424629211,
|
|
"m": 0.5663670301437378
|
|
},
|
|
{
|
|
"p": 0.06603410840034485,
|
|
"m": 0.9685683846473694
|
|
},
|
|
{
|
|
"p": 0.10331208258867264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11400953680276871,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04974851384758949,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 1.3757892847061157,
|
|
"val_loss": 0.6438769698143005,
|
|
"acc": 73.69,
|
|
"time": 128.64719644999786,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09986098855733871,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03905666992068291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09984111785888672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028626378625631332,
|
|
"m": 0.4229670763015747
|
|
},
|
|
{
|
|
"p": 0.04713628813624382,
|
|
"m": 0.14950183033943176
|
|
},
|
|
{
|
|
"p": 0.058653876185417175,
|
|
"m": 0.40521037578582764
|
|
},
|
|
{
|
|
"p": 0.05803149938583374,
|
|
"m": 0.8597065210342407
|
|
},
|
|
{
|
|
"p": 0.05078243091702461,
|
|
"m": 0.6482645869255066
|
|
},
|
|
{
|
|
"p": 0.09530854225158691,
|
|
"m": 0.7401271462440491
|
|
},
|
|
{
|
|
"p": 0.09974659979343414,
|
|
"m": 0.3044035732746124
|
|
},
|
|
{
|
|
"p": 0.07436097413301468,
|
|
"m": 0.8482134342193604
|
|
},
|
|
{
|
|
"p": 0.08236359059810638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11229504644870758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053935930132865906,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 1.2997019290924072,
|
|
"val_loss": 0.966467022895813,
|
|
"acc": 74.78,
|
|
"time": 128.28349092200006,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.07529839873313904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04127274081110954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09407665580511093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0457526296377182,
|
|
"m": 0.47559383511543274
|
|
},
|
|
{
|
|
"p": 0.03382258489727974,
|
|
"m": 0.10618323087692261
|
|
},
|
|
{
|
|
"p": 0.07384128123521805,
|
|
"m": 0.4121529161930084
|
|
},
|
|
{
|
|
"p": 0.0656035840511322,
|
|
"m": 0.8596923351287842
|
|
},
|
|
{
|
|
"p": 0.06773197650909424,
|
|
"m": 0.5870814323425293
|
|
},
|
|
{
|
|
"p": 0.08689409494400024,
|
|
"m": 0.7257481813430786
|
|
},
|
|
{
|
|
"p": 0.07757915556430817,
|
|
"m": 0.39377090334892273
|
|
},
|
|
{
|
|
"p": 0.08707457035779953,
|
|
"m": 0.8501553535461426
|
|
},
|
|
{
|
|
"p": 0.08655557781457901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11380263417959213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0506940633058548,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 1.2590242624282837,
|
|
"val_loss": 0.7845017910003662,
|
|
"acc": 74.35,
|
|
"time": 128.63327510400268,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09694560617208481,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0673687681555748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10199868679046631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021704822778701782,
|
|
"m": 0.5222586989402771
|
|
},
|
|
{
|
|
"p": 0.050733696669340134,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05913374945521355,
|
|
"m": 0.3878077566623688
|
|
},
|
|
{
|
|
"p": 0.06157059222459793,
|
|
"m": 0.8868826031684875
|
|
},
|
|
{
|
|
"p": 0.06577903777360916,
|
|
"m": 0.6121044754981995
|
|
},
|
|
{
|
|
"p": 0.06054176017642021,
|
|
"m": 0.8352961540222168
|
|
},
|
|
{
|
|
"p": 0.10690244287252426,
|
|
"m": 0.3482116460800171
|
|
},
|
|
{
|
|
"p": 0.03744005411863327,
|
|
"m": 0.8383175134658813
|
|
},
|
|
{
|
|
"p": 0.10386467725038528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10759852081537247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058417677879333496,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 1.0592094659805298,
|
|
"val_loss": 0.7059973478317261,
|
|
"acc": 74.45,
|
|
"time": 130.3723210169992,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09242436289787292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05747547373175621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10273437201976776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04488077387213707,
|
|
"m": 0.4840434491634369
|
|
},
|
|
{
|
|
"p": 0.0459103062748909,
|
|
"m": 0.14367392659187317
|
|
},
|
|
{
|
|
"p": 0.060411788523197174,
|
|
"m": 0.2538415193557739
|
|
},
|
|
{
|
|
"p": 0.06878877431154251,
|
|
"m": 0.8189011812210083
|
|
},
|
|
{
|
|
"p": 0.08272553980350494,
|
|
"m": 0.6162363886833191
|
|
},
|
|
{
|
|
"p": 0.09835987538099289,
|
|
"m": 0.8641699552536011
|
|
},
|
|
{
|
|
"p": 0.11196963489055634,
|
|
"m": 0.4743179678916931
|
|
},
|
|
{
|
|
"p": 0.10291820764541626,
|
|
"m": 0.8453506231307983
|
|
},
|
|
{
|
|
"p": 0.07060977816581726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006976895965635777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06009334325790405,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 1.0663737058639526,
|
|
"val_loss": 0.7690706849098206,
|
|
"acc": 74.47,
|
|
"time": 129.256621515,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10309145599603653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0473066121339798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08518517017364502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04614265635609627,
|
|
"m": 0.5783851146697998
|
|
},
|
|
{
|
|
"p": 0.05679157003760338,
|
|
"m": 0.1758294552564621
|
|
},
|
|
{
|
|
"p": 0.061558593064546585,
|
|
"m": 0.11632707715034485
|
|
},
|
|
{
|
|
"p": 0.07237280160188675,
|
|
"m": 0.7088518738746643
|
|
},
|
|
{
|
|
"p": 0.06992000341415405,
|
|
"m": 0.6926729083061218
|
|
},
|
|
{
|
|
"p": 0.08554165065288544,
|
|
"m": 0.9175348877906799
|
|
},
|
|
{
|
|
"p": 0.08459223061800003,
|
|
"m": 0.5303943157196045
|
|
},
|
|
{
|
|
"p": 0.05000687018036842,
|
|
"m": 0.7345653772354126
|
|
},
|
|
{
|
|
"p": 0.09226806461811066,
|
|
"m": 0.999900758266449
|
|
},
|
|
{
|
|
"p": 0.07966221123933792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06556012481451035,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.8667253851890564,
|
|
"val_loss": 0.9976052045822144,
|
|
"acc": 74.95,
|
|
"time": 128.103437193,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.09060254693031311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05619160830974579,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08145011961460114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03176053240895271,
|
|
"m": 0.5292352437973022
|
|
},
|
|
{
|
|
"p": 0.055135779082775116,
|
|
"m": 0.21146318316459656
|
|
},
|
|
{
|
|
"p": 0.06667188555002213,
|
|
"m": 0.1285359263420105
|
|
},
|
|
{
|
|
"p": 0.06578273326158524,
|
|
"m": 0.6919875741004944
|
|
},
|
|
{
|
|
"p": 0.07928754389286041,
|
|
"m": 0.6733875870704651
|
|
},
|
|
{
|
|
"p": 0.08934521675109863,
|
|
"m": 0.8411649465560913
|
|
},
|
|
{
|
|
"p": 0.06771302968263626,
|
|
"m": 0.46712377667427063
|
|
},
|
|
{
|
|
"p": 0.08342968672513962,
|
|
"m": 0.8270582556724548
|
|
},
|
|
{
|
|
"p": 0.0946529284119606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07861518859863281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05936115235090256,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 200,
|
|
"train_loss": 0.9455077648162842,
|
|
"val_loss": 0.8033198714256287,
|
|
"acc": 73.75,
|
|
"time": 129.0949792579995,
|
|
"mix_dist": 0.800000011920929,
|
|
"param": [
|
|
{
|
|
"p": 0.10582742840051651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04109860956668854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06697186082601547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0422733910381794,
|
|
"m": 0.504077136516571
|
|
},
|
|
{
|
|
"p": 0.02700326219201088,
|
|
"m": 0.17412763833999634
|
|
},
|
|
{
|
|
"p": 0.052809588611125946,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08936966955661774,
|
|
"m": 0.6727080941200256
|
|
},
|
|
{
|
|
"p": 0.1031758189201355,
|
|
"m": 0.5873982906341553
|
|
},
|
|
{
|
|
"p": 0.10737593472003937,
|
|
"m": 0.7827900648117065
|
|
},
|
|
{
|
|
"p": 0.09156385809183121,
|
|
"m": 0.4410706162452698
|
|
},
|
|
{
|
|
"p": 0.08397051692008972,
|
|
"m": 0.8713662028312683
|
|
},
|
|
{
|
|
"p": 0.07242979854345322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0848095491528511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031320709735155106,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |