mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
158 KiB
JSON
9776 lines
No EOL
158 KiB
JSON
{
|
|
"Accuracy": 73.15,
|
|
"Time": [
|
|
200.8253588675727,
|
|
83.4040449921355
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.274170398712158,
|
|
"val_loss": 2.259028911590576,
|
|
"acc": 14.63,
|
|
"time": 165.62607983799535,
|
|
"param": [
|
|
{
|
|
"p": 0.09097367525100708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905210554599762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788234949111938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06771617382764816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1054462343454361,
|
|
"m": 0.9812229871749878
|
|
},
|
|
{
|
|
"p": 0.05960617959499359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10729701071977615,
|
|
"m": 0.9973025321960449
|
|
},
|
|
{
|
|
"p": 0.08068544417619705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01308499090373516,
|
|
"m": 0.9917179346084595
|
|
},
|
|
{
|
|
"p": 0.05004517734050751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07300261408090591,
|
|
"m": 0.987899661064148
|
|
},
|
|
{
|
|
"p": 0.0942680835723877,
|
|
"m": 0.9876849055290222
|
|
},
|
|
{
|
|
"p": 0.10094000399112701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.216432809829712,
|
|
"val_loss": 2.0491368770599365,
|
|
"acc": 25.35,
|
|
"time": 163.0366592920036,
|
|
"param": [
|
|
{
|
|
"p": 0.0524594783782959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05688291788101196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773024633526802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08688291907310486,
|
|
"m": 0.976336658000946
|
|
},
|
|
{
|
|
"p": 0.06839118897914886,
|
|
"m": 0.7980441451072693
|
|
},
|
|
{
|
|
"p": 0.07940477132797241,
|
|
"m": 0.5277099013328552
|
|
},
|
|
{
|
|
"p": 0.09378562122583389,
|
|
"m": 0.9560076594352722
|
|
},
|
|
{
|
|
"p": 0.10185930132865906,
|
|
"m": 0.9324364066123962
|
|
},
|
|
{
|
|
"p": 0.10707312077283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707861065864563,
|
|
"m": 0.8041909337043762
|
|
},
|
|
{
|
|
"p": 0.05891769006848335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07298190146684647,
|
|
"m": 0.9676212668418884
|
|
},
|
|
{
|
|
"p": 0.021934064105153084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04504597932100296,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.2417614459991455,
|
|
"val_loss": 1.927205204963684,
|
|
"acc": 29.91,
|
|
"time": 161.9927705230075,
|
|
"param": [
|
|
{
|
|
"p": 0.06949589401483536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06650856882333755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06481186300516129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158055156469345,
|
|
"m": 0.9618775248527527
|
|
},
|
|
{
|
|
"p": 0.06588159501552582,
|
|
"m": 0.7409300208091736
|
|
},
|
|
{
|
|
"p": 0.08554067462682724,
|
|
"m": 0.3568192422389984
|
|
},
|
|
{
|
|
"p": 0.055667247623205185,
|
|
"m": 0.9178242087364197
|
|
},
|
|
{
|
|
"p": 0.09124614298343658,
|
|
"m": 0.9310365319252014
|
|
},
|
|
{
|
|
"p": 0.08290515094995499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07808784395456314,
|
|
"m": 0.6772196888923645
|
|
},
|
|
{
|
|
"p": 0.06942469626665115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08379806578159332,
|
|
"m": 0.9761895537376404
|
|
},
|
|
{
|
|
"p": 0.07817234098911285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03687942773103714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.10241436958313,
|
|
"val_loss": 1.8989284038543701,
|
|
"acc": 32.65,
|
|
"time": 189.47163965099026,
|
|
"param": [
|
|
{
|
|
"p": 0.07926127314567566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04704364761710167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04441335052251816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08204878121614456,
|
|
"m": 0.9120592474937439
|
|
},
|
|
{
|
|
"p": 0.053462039679288864,
|
|
"m": 0.6249575614929199
|
|
},
|
|
{
|
|
"p": 0.05578280985355377,
|
|
"m": 0.5492027401924133
|
|
},
|
|
{
|
|
"p": 0.06402993947267532,
|
|
"m": 0.9317614436149597
|
|
},
|
|
{
|
|
"p": 0.09571993350982666,
|
|
"m": 0.9979509711265564
|
|
},
|
|
{
|
|
"p": 0.09789871424436569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09168916195631027,
|
|
"m": 0.529036819934845
|
|
},
|
|
{
|
|
"p": 0.08779036998748779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10489209741353989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045913029462099075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050054773688316345,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.9632657766342163,
|
|
"val_loss": 1.7806396484375,
|
|
"acc": 37.41,
|
|
"time": 188.57003310098662,
|
|
"param": [
|
|
{
|
|
"p": 0.0813165083527565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06902576237916946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0829569473862648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121993601322174,
|
|
"m": 0.891419529914856
|
|
},
|
|
{
|
|
"p": 0.07507184147834778,
|
|
"m": 0.2103794366121292
|
|
},
|
|
{
|
|
"p": 0.06142833083868027,
|
|
"m": 0.30003297328948975
|
|
},
|
|
{
|
|
"p": 0.06386604905128479,
|
|
"m": 0.8818409442901611
|
|
},
|
|
{
|
|
"p": 0.08503025025129318,
|
|
"m": 0.999033510684967
|
|
},
|
|
{
|
|
"p": 0.07934940606355667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07035227119922638,
|
|
"m": 0.3476181924343109
|
|
},
|
|
{
|
|
"p": 0.06591900438070297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702161371707916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05732865259051323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0601133368909359,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.9423409700393677,
|
|
"val_loss": 1.7381411790847778,
|
|
"acc": 40.6,
|
|
"time": 184.75832469100715,
|
|
"param": [
|
|
{
|
|
"p": 0.08560080826282501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05549877509474754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10283005982637405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.087489053606987,
|
|
"m": 0.7970252633094788
|
|
},
|
|
{
|
|
"p": 0.03916561231017113,
|
|
"m": 0.16028434038162231
|
|
},
|
|
{
|
|
"p": 0.06742710620164871,
|
|
"m": 0.46379217505455017
|
|
},
|
|
{
|
|
"p": 0.07671548426151276,
|
|
"m": 0.8855925798416138
|
|
},
|
|
{
|
|
"p": 0.0735907256603241,
|
|
"m": 0.9889736175537109
|
|
},
|
|
{
|
|
"p": 0.06894171983003616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10666901618242264,
|
|
"m": 0.15923739969730377
|
|
},
|
|
{
|
|
"p": 0.05412853881716728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0811048299074173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04672081395983696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054117538034915924,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.7794021368026733,
|
|
"val_loss": 1.5792887210845947,
|
|
"acc": 40.89,
|
|
"time": 186.39033047598787,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911404430866241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12932609021663666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07894908636808395,
|
|
"m": 0.6211410164833069
|
|
},
|
|
{
|
|
"p": 0.006731791887432337,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05435994639992714,
|
|
"m": 0.5232089161872864
|
|
},
|
|
{
|
|
"p": 0.05788697674870491,
|
|
"m": 0.8855289220809937
|
|
},
|
|
{
|
|
"p": 0.15476009249687195,
|
|
"m": 0.988161027431488
|
|
},
|
|
{
|
|
"p": 0.13911153376102448,
|
|
"m": 0.9879570007324219
|
|
},
|
|
{
|
|
"p": 0.06679727137088776,
|
|
"m": 0.18966612219810486
|
|
},
|
|
{
|
|
"p": 0.022335276007652283,
|
|
"m": 0.9400134086608887
|
|
},
|
|
{
|
|
"p": 0.08015111833810806,
|
|
"m": 0.9919319152832031
|
|
},
|
|
{
|
|
"p": 0.12181591242551804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018660837784409523,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.839776873588562,
|
|
"val_loss": 1.6338553428649902,
|
|
"acc": 40.93,
|
|
"time": 179.8658561439952,
|
|
"param": [
|
|
{
|
|
"p": 0.06531237065792084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05824101343750954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08479520678520203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06608304381370544,
|
|
"m": 0.6296228170394897
|
|
},
|
|
{
|
|
"p": 0.08443547785282135,
|
|
"m": 0.048106517642736435
|
|
},
|
|
{
|
|
"p": 0.05961843580007553,
|
|
"m": 0.35656824707984924
|
|
},
|
|
{
|
|
"p": 0.08039973676204681,
|
|
"m": 0.7788789868354797
|
|
},
|
|
{
|
|
"p": 0.08197895437479019,
|
|
"m": 0.7799462080001831
|
|
},
|
|
{
|
|
"p": 0.07862916588783264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06450451910495758,
|
|
"m": 0.26032426953315735
|
|
},
|
|
{
|
|
"p": 0.05592971667647362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05570947378873825,
|
|
"m": 0.9884147047996521
|
|
},
|
|
{
|
|
"p": 0.10631877928972244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05804412066936493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.8782644271850586,
|
|
"val_loss": 1.5201011896133423,
|
|
"acc": 45.47,
|
|
"time": 174.24964737301343,
|
|
"param": [
|
|
{
|
|
"p": 0.10212823003530502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04395828768610954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038833875209093094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06151114031672478,
|
|
"m": 0.5931004881858826
|
|
},
|
|
{
|
|
"p": 0.11777111887931824,
|
|
"m": 0.03004791960120201
|
|
},
|
|
{
|
|
"p": 0.07436276972293854,
|
|
"m": 0.4214811623096466
|
|
},
|
|
{
|
|
"p": 0.06769610196352005,
|
|
"m": 0.7616813778877258
|
|
},
|
|
{
|
|
"p": 0.08259452134370804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07630982995033264,
|
|
"m": 0.9804561734199524
|
|
},
|
|
{
|
|
"p": 0.060083527117967606,
|
|
"m": 0.24119727313518524
|
|
},
|
|
{
|
|
"p": 0.030306588858366013,
|
|
"m": 0.9889194369316101
|
|
},
|
|
{
|
|
"p": 0.06652615964412689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11404647678136826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06387140601873398,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.693613886833191,
|
|
"val_loss": 1.472514033317566,
|
|
"acc": 45.24,
|
|
"time": 177.8095676439989,
|
|
"param": [
|
|
{
|
|
"p": 0.07108494639396667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06321164965629578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09593027830123901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10062382370233536,
|
|
"m": 0.7572657465934753
|
|
},
|
|
{
|
|
"p": 0.079523965716362,
|
|
"m": 0.09646498411893845
|
|
},
|
|
{
|
|
"p": 0.06618264317512512,
|
|
"m": 0.29125216603279114
|
|
},
|
|
{
|
|
"p": 0.06672615557909012,
|
|
"m": 0.7422743439674377
|
|
},
|
|
{
|
|
"p": 0.08482281118631363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04992958530783653,
|
|
"m": 0.9854452610015869
|
|
},
|
|
{
|
|
"p": 0.06005530059337616,
|
|
"m": 0.2916567921638489
|
|
},
|
|
{
|
|
"p": 0.05694851651787758,
|
|
"m": 0.9982789754867554
|
|
},
|
|
{
|
|
"p": 0.07708760350942612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061052098870277405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682068109512329,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.6756662130355835,
|
|
"val_loss": 1.4981167316436768,
|
|
"acc": 47.8,
|
|
"time": 174.49225930101238,
|
|
"param": [
|
|
{
|
|
"p": 0.09657034277915955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032110877335071564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08056972920894623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05672441050410271,
|
|
"m": 0.7888026833534241
|
|
},
|
|
{
|
|
"p": 0.07380393147468567,
|
|
"m": 0.10329912602901459
|
|
},
|
|
{
|
|
"p": 0.06709736585617065,
|
|
"m": 0.40990784764289856
|
|
},
|
|
{
|
|
"p": 0.07115133106708527,
|
|
"m": 0.6285755634307861
|
|
},
|
|
{
|
|
"p": 0.07582646608352661,
|
|
"m": 0.9922891855239868
|
|
},
|
|
{
|
|
"p": 0.05810900777578354,
|
|
"m": 0.9966944456100464
|
|
},
|
|
{
|
|
"p": 0.06698465347290039,
|
|
"m": 0.29851922392845154
|
|
},
|
|
{
|
|
"p": 0.06525538116693497,
|
|
"m": 0.9990429282188416
|
|
},
|
|
{
|
|
"p": 0.08104865998029709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008397161960602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466392755508423,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.6010568141937256,
|
|
"val_loss": 1.4090077877044678,
|
|
"acc": 48.03,
|
|
"time": 174.83693615699303,
|
|
"param": [
|
|
{
|
|
"p": 0.0663377121090889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035444486886262894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06834038347005844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808463916182518,
|
|
"m": 0.8173591494560242
|
|
},
|
|
{
|
|
"p": 0.06719400733709335,
|
|
"m": 0.042769163846969604
|
|
},
|
|
{
|
|
"p": 0.08109630644321442,
|
|
"m": 0.4725959599018097
|
|
},
|
|
{
|
|
"p": 0.07664980739355087,
|
|
"m": 0.6191686391830444
|
|
},
|
|
{
|
|
"p": 0.05074234679341316,
|
|
"m": 0.9819322824478149
|
|
},
|
|
{
|
|
"p": 0.06110973283648491,
|
|
"m": 0.9712306261062622
|
|
},
|
|
{
|
|
"p": 0.041149839758872986,
|
|
"m": 0.38376614451408386
|
|
},
|
|
{
|
|
"p": 0.089647576212883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10968689620494843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09945374727249146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07230079919099808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.7848937511444092,
|
|
"val_loss": 1.422144889831543,
|
|
"acc": 49.96,
|
|
"time": 183.38622510700952,
|
|
"param": [
|
|
{
|
|
"p": 0.07285431772470474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794524401426315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09960944205522537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06769837439060211,
|
|
"m": 0.8542249798774719
|
|
},
|
|
{
|
|
"p": 0.08499891310930252,
|
|
"m": 0.07382602989673615
|
|
},
|
|
{
|
|
"p": 0.050409458577632904,
|
|
"m": 0.38899075984954834
|
|
},
|
|
{
|
|
"p": 0.07962700724601746,
|
|
"m": 0.5860517024993896
|
|
},
|
|
{
|
|
"p": 0.07936721295118332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07858839631080627,
|
|
"m": 0.9965377449989319
|
|
},
|
|
{
|
|
"p": 0.06361757218837738,
|
|
"m": 0.4000369608402252
|
|
},
|
|
{
|
|
"p": 0.071867935359478,
|
|
"m": 0.9986602663993835
|
|
},
|
|
{
|
|
"p": 0.06983006000518799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08543908596038818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038147058337926865,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.7754524946212769,
|
|
"val_loss": 1.6326160430908203,
|
|
"acc": 46.7,
|
|
"time": 182.7503664000251,
|
|
"param": [
|
|
{
|
|
"p": 0.08595246076583862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03587823733687401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07946315407752991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07387706637382507,
|
|
"m": 0.8860552310943604
|
|
},
|
|
{
|
|
"p": 0.07837139070034027,
|
|
"m": 0.1155441552400589
|
|
},
|
|
{
|
|
"p": 0.06436684727668762,
|
|
"m": 0.46837756037712097
|
|
},
|
|
{
|
|
"p": 0.07823551446199417,
|
|
"m": 0.5386598110198975
|
|
},
|
|
{
|
|
"p": 0.08571218699216843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05499367415904999,
|
|
"m": 0.9960290789604187
|
|
},
|
|
{
|
|
"p": 0.0774584487080574,
|
|
"m": 0.396379679441452
|
|
},
|
|
{
|
|
"p": 0.08037858456373215,
|
|
"m": 0.9933283925056458
|
|
},
|
|
{
|
|
"p": 0.07498731464147568,
|
|
"m": 0.9995313286781311
|
|
},
|
|
{
|
|
"p": 0.09763111919164658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03269396349787712,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.7630016803741455,
|
|
"val_loss": 1.4217180013656616,
|
|
"acc": 51.99,
|
|
"time": 178.33769627200672,
|
|
"param": [
|
|
{
|
|
"p": 0.07531093806028366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060842979699373245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10529718548059464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361546158790588,
|
|
"m": 0.928280234336853
|
|
},
|
|
{
|
|
"p": 0.06630474328994751,
|
|
"m": 0.15098059177398682
|
|
},
|
|
{
|
|
"p": 0.05513133108615875,
|
|
"m": 0.5620374083518982
|
|
},
|
|
{
|
|
"p": 0.0684904009103775,
|
|
"m": 0.542547881603241
|
|
},
|
|
{
|
|
"p": 0.06412376463413239,
|
|
"m": 0.9112071394920349
|
|
},
|
|
{
|
|
"p": 0.06811027973890305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07551586627960205,
|
|
"m": 0.44389069080352783
|
|
},
|
|
{
|
|
"p": 0.08432887494564056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06960535794496536,
|
|
"m": 0.9994527697563171
|
|
},
|
|
{
|
|
"p": 0.0740417093038559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05928102135658264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.58616304397583,
|
|
"val_loss": 1.3240084648132324,
|
|
"acc": 52.3,
|
|
"time": 169.71612321899738,
|
|
"param": [
|
|
{
|
|
"p": 0.08114919066429138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043306753039360046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592509686946869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693545788526535,
|
|
"m": 0.9805463552474976
|
|
},
|
|
{
|
|
"p": 0.07025998085737228,
|
|
"m": 0.19239579141139984
|
|
},
|
|
{
|
|
"p": 0.04815724119544029,
|
|
"m": 0.5455895662307739
|
|
},
|
|
{
|
|
"p": 0.0811673104763031,
|
|
"m": 0.6003279685974121
|
|
},
|
|
{
|
|
"p": 0.0874193087220192,
|
|
"m": 0.9470363855361938
|
|
},
|
|
{
|
|
"p": 0.06768404692411423,
|
|
"m": 0.9907901883125305
|
|
},
|
|
{
|
|
"p": 0.06788183003664017,
|
|
"m": 0.4710896909236908
|
|
},
|
|
{
|
|
"p": 0.06080487743020058,
|
|
"m": 0.9991752505302429
|
|
},
|
|
{
|
|
"p": 0.08377973735332489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12018732726573944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04292262718081474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.5019588470458984,
|
|
"val_loss": 1.434806227684021,
|
|
"acc": 52.81,
|
|
"time": 162.95012941097957,
|
|
"param": [
|
|
{
|
|
"p": 0.05978284776210785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0432116724550724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09466022998094559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08093371242284775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06273327022790909,
|
|
"m": 0.18933838605880737
|
|
},
|
|
{
|
|
"p": 0.06910225003957748,
|
|
"m": 0.5095131397247314
|
|
},
|
|
{
|
|
"p": 0.05621539056301117,
|
|
"m": 0.6699365377426147
|
|
},
|
|
{
|
|
"p": 0.0809740200638771,
|
|
"m": 0.9511885643005371
|
|
},
|
|
{
|
|
"p": 0.08227958530187607,
|
|
"m": 0.9898476004600525
|
|
},
|
|
{
|
|
"p": 0.05914309248328209,
|
|
"m": 0.48871853947639465
|
|
},
|
|
{
|
|
"p": 0.08584608882665634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06739393621683121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09435559064149857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06336821615695953,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.6044458150863647,
|
|
"val_loss": 1.314829707145691,
|
|
"acc": 52.21,
|
|
"time": 171.53308946298785,
|
|
"param": [
|
|
{
|
|
"p": 0.0754823386669159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06025395169854164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0861683115363121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449229598045349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06316203624010086,
|
|
"m": 0.1666204184293747
|
|
},
|
|
{
|
|
"p": 0.06355421245098114,
|
|
"m": 0.4695766270160675
|
|
},
|
|
{
|
|
"p": 0.0726637914776802,
|
|
"m": 0.6460803747177124
|
|
},
|
|
{
|
|
"p": 0.07579302787780762,
|
|
"m": 0.9998263120651245
|
|
},
|
|
{
|
|
"p": 0.05786646157503128,
|
|
"m": 0.9772628545761108
|
|
},
|
|
{
|
|
"p": 0.053213514387607574,
|
|
"m": 0.5144080519676208
|
|
},
|
|
{
|
|
"p": 0.0853094607591629,
|
|
"m": 0.9997724294662476
|
|
},
|
|
{
|
|
"p": 0.04943699762225151,
|
|
"m": 0.9975342154502869
|
|
},
|
|
{
|
|
"p": 0.09175705164670944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08084655553102493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.5812691450119019,
|
|
"val_loss": 1.2821084260940552,
|
|
"acc": 54.86,
|
|
"time": 179.96600994098117,
|
|
"param": [
|
|
{
|
|
"p": 0.07446437329053879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0442756712436676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1043536365032196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0539696142077446,
|
|
"m": 0.9631491303443909
|
|
},
|
|
{
|
|
"p": 0.08265184611082077,
|
|
"m": 0.11874644458293915
|
|
},
|
|
{
|
|
"p": 0.05749769136309624,
|
|
"m": 0.48364338278770447
|
|
},
|
|
{
|
|
"p": 0.0735388696193695,
|
|
"m": 0.6710159182548523
|
|
},
|
|
{
|
|
"p": 0.05975787714123726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08199833333492279,
|
|
"m": 0.9999966621398926
|
|
},
|
|
{
|
|
"p": 0.07420220971107483,
|
|
"m": 0.4842873215675354
|
|
},
|
|
{
|
|
"p": 0.0666312649846077,
|
|
"m": 0.9999617338180542
|
|
},
|
|
{
|
|
"p": 0.06677747517824173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10711493343114853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052766136825084686,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.5166314840316772,
|
|
"val_loss": 1.3214062452316284,
|
|
"acc": 52.22,
|
|
"time": 171.34151966500212,
|
|
"param": [
|
|
{
|
|
"p": 0.09366515278816223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04717011749744415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09265013039112091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709156021475792,
|
|
"m": 0.9802737832069397
|
|
},
|
|
{
|
|
"p": 0.08494832366704941,
|
|
"m": 0.04865225404500961
|
|
},
|
|
{
|
|
"p": 0.064613476395607,
|
|
"m": 0.5746775269508362
|
|
},
|
|
{
|
|
"p": 0.06350993365049362,
|
|
"m": 0.7583884000778198
|
|
},
|
|
{
|
|
"p": 0.05743791162967682,
|
|
"m": 0.9636873602867126
|
|
},
|
|
{
|
|
"p": 0.061001669615507126,
|
|
"m": 0.9958329200744629
|
|
},
|
|
{
|
|
"p": 0.05181041732430458,
|
|
"m": 0.5027902126312256
|
|
},
|
|
{
|
|
"p": 0.10739552974700928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08295269310474396,
|
|
"m": 0.9911993145942688
|
|
},
|
|
{
|
|
"p": 0.06959093362092972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052338141947984695,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.639158844947815,
|
|
"val_loss": 1.2088608741760254,
|
|
"acc": 57.41,
|
|
"time": 183.82568296801765,
|
|
"param": [
|
|
{
|
|
"p": 0.1013224795460701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045969102531671524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07755353301763535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.063847616314888,
|
|
"m": 0.9891505837440491
|
|
},
|
|
{
|
|
"p": 0.06381263583898544,
|
|
"m": 0.09696691483259201
|
|
},
|
|
{
|
|
"p": 0.09015399217605591,
|
|
"m": 0.5812578201293945
|
|
},
|
|
{
|
|
"p": 0.0709785670042038,
|
|
"m": 0.7947429418563843
|
|
},
|
|
{
|
|
"p": 0.08623399585485458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07294385135173798,
|
|
"m": 0.9987421035766602
|
|
},
|
|
{
|
|
"p": 0.06650710105895996,
|
|
"m": 0.49602505564689636
|
|
},
|
|
{
|
|
"p": 0.05524824187159538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0772499367594719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151804864406586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056660883128643036,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.3800060749053955,
|
|
"val_loss": 1.147556185722351,
|
|
"acc": 54.65,
|
|
"time": 178.01102994999383,
|
|
"param": [
|
|
{
|
|
"p": 0.07478782534599304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06003521755337715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0672367662191391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056926630437374115,
|
|
"m": 0.9936752319335938
|
|
},
|
|
{
|
|
"p": 0.0627443939447403,
|
|
"m": 0.12769733369350433
|
|
},
|
|
{
|
|
"p": 0.06876549869775772,
|
|
"m": 0.6163967847824097
|
|
},
|
|
{
|
|
"p": 0.09006911516189575,
|
|
"m": 0.8349465131759644
|
|
},
|
|
{
|
|
"p": 0.06413579732179642,
|
|
"m": 0.9995615482330322
|
|
},
|
|
{
|
|
"p": 0.09290605038404465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713631808757782,
|
|
"m": 0.5158822536468506
|
|
},
|
|
{
|
|
"p": 0.08298680186271667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126886397600174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0799349769949913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05683903396129608,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.4641070365905762,
|
|
"val_loss": 1.1921074390411377,
|
|
"acc": 55.56,
|
|
"time": 178.5406183479936,
|
|
"param": [
|
|
{
|
|
"p": 0.0767844021320343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142066210508347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08537854254245758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05100588500499725,
|
|
"m": 0.9824129343032837
|
|
},
|
|
{
|
|
"p": 0.06952448189258575,
|
|
"m": 0.0993998795747757
|
|
},
|
|
{
|
|
"p": 0.0642222911119461,
|
|
"m": 0.5424192547798157
|
|
},
|
|
{
|
|
"p": 0.05848213657736778,
|
|
"m": 0.8846943378448486
|
|
},
|
|
{
|
|
"p": 0.08942782878875732,
|
|
"m": 0.9999568462371826
|
|
},
|
|
{
|
|
"p": 0.08595571666955948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07354510575532913,
|
|
"m": 0.5236611366271973
|
|
},
|
|
{
|
|
"p": 0.0744861364364624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07040483504533768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07024698704481125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05911502242088318,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.5232001543045044,
|
|
"val_loss": 1.2897154092788696,
|
|
"acc": 56.95,
|
|
"time": 165.99067182201543,
|
|
"param": [
|
|
{
|
|
"p": 0.06517788022756577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04681793227791786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0315408781170845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0602915957570076,
|
|
"m": 0.9332913160324097
|
|
},
|
|
{
|
|
"p": 0.08581850677728653,
|
|
"m": 0.07573212683200836
|
|
},
|
|
{
|
|
"p": 0.08193466812372208,
|
|
"m": 0.6453620791435242
|
|
},
|
|
{
|
|
"p": 0.09332136064767838,
|
|
"m": 0.8241235017776489
|
|
},
|
|
{
|
|
"p": 0.08834292739629745,
|
|
"m": 0.9961530566215515
|
|
},
|
|
{
|
|
"p": 0.07901354879140854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057923004031181335,
|
|
"m": 0.5914181470870972
|
|
},
|
|
{
|
|
"p": 0.08752870559692383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07642071694135666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10092275589704514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044945575296878815,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.3508034944534302,
|
|
"val_loss": 1.1834666728973389,
|
|
"acc": 57.96,
|
|
"time": 166.8697066210152,
|
|
"param": [
|
|
{
|
|
"p": 0.07336477190256119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056826602667570114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07698286324739456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05596079304814339,
|
|
"m": 0.9001890420913696
|
|
},
|
|
{
|
|
"p": 0.06215033680200577,
|
|
"m": 0.09147800505161285
|
|
},
|
|
{
|
|
"p": 0.04359773173928261,
|
|
"m": 0.737265408039093
|
|
},
|
|
{
|
|
"p": 0.0784756988286972,
|
|
"m": 0.7432596683502197
|
|
},
|
|
{
|
|
"p": 0.0805710181593895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06683190166950226,
|
|
"m": 0.9942538142204285
|
|
},
|
|
{
|
|
"p": 0.07699666172266006,
|
|
"m": 0.6309207677841187
|
|
},
|
|
{
|
|
"p": 0.07640866190195084,
|
|
"m": 0.9902245402336121
|
|
},
|
|
{
|
|
"p": 0.09836184233427048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0829150602221489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07055600732564926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.300087809562683,
|
|
"val_loss": 1.197739839553833,
|
|
"acc": 58.34,
|
|
"time": 171.63925241900142,
|
|
"param": [
|
|
{
|
|
"p": 0.07507718354463577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057492099702358246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07711838185787201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04475684463977814,
|
|
"m": 0.9925422668457031
|
|
},
|
|
{
|
|
"p": 0.0876951739192009,
|
|
"m": 0.1417330950498581
|
|
},
|
|
{
|
|
"p": 0.057940058410167694,
|
|
"m": 0.7133116126060486
|
|
},
|
|
{
|
|
"p": 0.07004168629646301,
|
|
"m": 0.7833855748176575
|
|
},
|
|
{
|
|
"p": 0.06189684942364693,
|
|
"m": 0.9941068291664124
|
|
},
|
|
{
|
|
"p": 0.07099609822034836,
|
|
"m": 0.9939971566200256
|
|
},
|
|
{
|
|
"p": 0.06966310739517212,
|
|
"m": 0.6732138395309448
|
|
},
|
|
{
|
|
"p": 0.09539389610290527,
|
|
"m": 0.9672040343284607
|
|
},
|
|
{
|
|
"p": 0.07938885688781738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09850554913282394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054034121334552765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.529014229774475,
|
|
"val_loss": 1.1752345561981201,
|
|
"acc": 57.77,
|
|
"time": 181.72991565498523,
|
|
"param": [
|
|
{
|
|
"p": 0.06065955385565758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758075937628746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042743951082229614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04688312113285065,
|
|
"m": 0.9770929217338562
|
|
},
|
|
{
|
|
"p": 0.0891820564866066,
|
|
"m": 0.1822577267885208
|
|
},
|
|
{
|
|
"p": 0.05355285480618477,
|
|
"m": 0.7323861122131348
|
|
},
|
|
{
|
|
"p": 0.06665942817926407,
|
|
"m": 0.7611160278320312
|
|
},
|
|
{
|
|
"p": 0.09616319090127945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344879746437073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114165276288986,
|
|
"m": 0.6044076085090637
|
|
},
|
|
{
|
|
"p": 0.07569970935583115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118850737810135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10918669402599335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047682926058769226,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.509716272354126,
|
|
"val_loss": 1.0452085733413696,
|
|
"acc": 58.16,
|
|
"time": 182.70260633598082,
|
|
"param": [
|
|
{
|
|
"p": 0.09255597740411758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030342023819684982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08220706880092621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08968912065029144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692053884267807,
|
|
"m": 0.09394519776105881
|
|
},
|
|
{
|
|
"p": 0.06807081401348114,
|
|
"m": 0.7742370963096619
|
|
},
|
|
{
|
|
"p": 0.08617603778839111,
|
|
"m": 0.8150268197059631
|
|
},
|
|
{
|
|
"p": 0.06996433436870575,
|
|
"m": 0.9508956670761108
|
|
},
|
|
{
|
|
"p": 0.09638907760381699,
|
|
"m": 0.9995987415313721
|
|
},
|
|
{
|
|
"p": 0.05885443091392517,
|
|
"m": 0.6069925427436829
|
|
},
|
|
{
|
|
"p": 0.0457540787756443,
|
|
"m": 0.996683657169342
|
|
},
|
|
{
|
|
"p": 0.06624260544776917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08854511380195618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05600401386618614,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.418501853942871,
|
|
"val_loss": 1.2264366149902344,
|
|
"acc": 59.7,
|
|
"time": 179.62903139699483,
|
|
"param": [
|
|
{
|
|
"p": 0.07989974319934845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04524758830666542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0877743661403656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261114776134491,
|
|
"m": 0.9081171154975891
|
|
},
|
|
{
|
|
"p": 0.06572242826223373,
|
|
"m": 0.07110517472028732
|
|
},
|
|
{
|
|
"p": 0.05034155771136284,
|
|
"m": 0.9024533629417419
|
|
},
|
|
{
|
|
"p": 0.06564470380544662,
|
|
"m": 0.6928144097328186
|
|
},
|
|
{
|
|
"p": 0.08819390088319778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08667755126953125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07097312808036804,
|
|
"m": 0.617767870426178
|
|
},
|
|
{
|
|
"p": 0.06720691174268723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08824841678142548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133162021636963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0701269805431366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.334136962890625,
|
|
"val_loss": 1.1867529153823853,
|
|
"acc": 57.05,
|
|
"time": 182.52593738099677,
|
|
"param": [
|
|
{
|
|
"p": 0.08052785694599152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0731484442949295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06675839424133301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04892072454094887,
|
|
"m": 0.8886687159538269
|
|
},
|
|
{
|
|
"p": 0.08991936594247818,
|
|
"m": 0.13335758447647095
|
|
},
|
|
{
|
|
"p": 0.06263131648302078,
|
|
"m": 0.964638888835907
|
|
},
|
|
{
|
|
"p": 0.06294446438550949,
|
|
"m": 0.6710741519927979
|
|
},
|
|
{
|
|
"p": 0.07882379740476608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995655596256256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07766847312450409,
|
|
"m": 0.6706187725067139
|
|
},
|
|
{
|
|
"p": 0.06902055442333221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07793226838111877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393930852413177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780854612588882,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.301504135131836,
|
|
"val_loss": 1.1939581632614136,
|
|
"acc": 59.54,
|
|
"time": 175.2880324489961,
|
|
"param": [
|
|
{
|
|
"p": 0.08324182778596878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048257749527692795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09026367962360382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05655384436249733,
|
|
"m": 0.9200789928436279
|
|
},
|
|
{
|
|
"p": 0.07855274528265,
|
|
"m": 0.12262928485870361
|
|
},
|
|
{
|
|
"p": 0.05892035365104675,
|
|
"m": 0.8500998020172119
|
|
},
|
|
{
|
|
"p": 0.06354010105133057,
|
|
"m": 0.6287325620651245
|
|
},
|
|
{
|
|
"p": 0.07117865979671478,
|
|
"m": 0.9906266927719116
|
|
},
|
|
{
|
|
"p": 0.06729581207036972,
|
|
"m": 0.9985278844833374
|
|
},
|
|
{
|
|
"p": 0.05340918153524399,
|
|
"m": 0.6318764090538025
|
|
},
|
|
{
|
|
"p": 0.07286934554576874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08390355110168457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10623554140329361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06577759236097336,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.4178777933120728,
|
|
"val_loss": 1.1175553798675537,
|
|
"acc": 59.65,
|
|
"time": 181.7716974359937,
|
|
"param": [
|
|
{
|
|
"p": 0.07265940308570862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03948066756129265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10254339128732681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06110689416527748,
|
|
"m": 0.9433337450027466
|
|
},
|
|
{
|
|
"p": 0.05756198614835739,
|
|
"m": 0.13414722681045532
|
|
},
|
|
{
|
|
"p": 0.04913247004151344,
|
|
"m": 0.7724692225456238
|
|
},
|
|
{
|
|
"p": 0.07827766984701157,
|
|
"m": 0.5938400626182556
|
|
},
|
|
{
|
|
"p": 0.07669175416231155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07337366789579391,
|
|
"m": 0.9827602505683899
|
|
},
|
|
{
|
|
"p": 0.08353596925735474,
|
|
"m": 0.6446026563644409
|
|
},
|
|
{
|
|
"p": 0.07378602772951126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345305919647217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09162936359643936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05676769092679024,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.295349359512329,
|
|
"val_loss": 1.1496473550796509,
|
|
"acc": 60.76,
|
|
"time": 181.65959603499505,
|
|
"param": [
|
|
{
|
|
"p": 0.08690886199474335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04078204929828644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09769651293754578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05552346259355545,
|
|
"m": 0.9349374175071716
|
|
},
|
|
{
|
|
"p": 0.06421393901109695,
|
|
"m": 0.1754601150751114
|
|
},
|
|
{
|
|
"p": 0.08248699456453323,
|
|
"m": 0.7738291621208191
|
|
},
|
|
{
|
|
"p": 0.05660593509674072,
|
|
"m": 0.635502815246582
|
|
},
|
|
{
|
|
"p": 0.08115460723638535,
|
|
"m": 0.9930102229118347
|
|
},
|
|
{
|
|
"p": 0.0513138510286808,
|
|
"m": 0.999616265296936
|
|
},
|
|
{
|
|
"p": 0.06918995082378387,
|
|
"m": 0.6559038162231445
|
|
},
|
|
{
|
|
"p": 0.05478401109576225,
|
|
"m": 0.9699955582618713
|
|
},
|
|
{
|
|
"p": 0.10229906439781189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08571939915418625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132135331630707,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.423973798751831,
|
|
"val_loss": 1.245165228843689,
|
|
"acc": 59.36,
|
|
"time": 174.1477374759852,
|
|
"param": [
|
|
{
|
|
"p": 0.06845196336507797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05802569538354874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07649465650320053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939917802810669,
|
|
"m": 0.9734540581703186
|
|
},
|
|
{
|
|
"p": 0.06928282976150513,
|
|
"m": 0.2570030391216278
|
|
},
|
|
{
|
|
"p": 0.05707595497369766,
|
|
"m": 0.6660316586494446
|
|
},
|
|
{
|
|
"p": 0.07116234302520752,
|
|
"m": 0.6998940110206604
|
|
},
|
|
{
|
|
"p": 0.0711282268166542,
|
|
"m": 0.9992592930793762
|
|
},
|
|
{
|
|
"p": 0.06356364488601685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08810275048017502,
|
|
"m": 0.6119884252548218
|
|
},
|
|
{
|
|
"p": 0.09463214129209518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06430631875991821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952334731817245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688510313630104,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.334985375404358,
|
|
"val_loss": 1.1418606042861938,
|
|
"acc": 60.18,
|
|
"time": 177.00671677401988,
|
|
"param": [
|
|
{
|
|
"p": 0.08187700808048248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0674530640244484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118373900651932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06481737643480301,
|
|
"m": 0.8851297497749329
|
|
},
|
|
{
|
|
"p": 0.07147140800952911,
|
|
"m": 0.1328747570514679
|
|
},
|
|
{
|
|
"p": 0.06898017972707748,
|
|
"m": 0.7355181574821472
|
|
},
|
|
{
|
|
"p": 0.08714603632688522,
|
|
"m": 0.761878252029419
|
|
},
|
|
{
|
|
"p": 0.06292643398046494,
|
|
"m": 0.928176999092102
|
|
},
|
|
{
|
|
"p": 0.05400950834155083,
|
|
"m": 0.9997871518135071
|
|
},
|
|
{
|
|
"p": 0.058427564799785614,
|
|
"m": 0.6208672523498535
|
|
},
|
|
{
|
|
"p": 0.08015155047178268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08867715299129486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784730315208435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054406069219112396,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.51531183719635,
|
|
"val_loss": 1.1306836605072021,
|
|
"acc": 61.62,
|
|
"time": 176.8061449190136,
|
|
"param": [
|
|
{
|
|
"p": 0.09012500941753387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0526135079562664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08100994676351547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05394209921360016,
|
|
"m": 0.8772813677787781
|
|
},
|
|
{
|
|
"p": 0.06431053578853607,
|
|
"m": 0.1637267917394638
|
|
},
|
|
{
|
|
"p": 0.06480405479669571,
|
|
"m": 0.6820387244224548
|
|
},
|
|
{
|
|
"p": 0.06564856320619583,
|
|
"m": 0.7560182213783264
|
|
},
|
|
{
|
|
"p": 0.07293180376291275,
|
|
"m": 0.9079394340515137
|
|
},
|
|
{
|
|
"p": 0.06951161473989487,
|
|
"m": 0.9990124702453613
|
|
},
|
|
{
|
|
"p": 0.08416924625635147,
|
|
"m": 0.6477996110916138
|
|
},
|
|
{
|
|
"p": 0.054952554404735565,
|
|
"m": 0.9904545545578003
|
|
},
|
|
{
|
|
"p": 0.06474334001541138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08827400952577591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0929638147354126,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.2574800252914429,
|
|
"val_loss": 1.0614495277404785,
|
|
"acc": 60.58,
|
|
"time": 183.05292396701407,
|
|
"param": [
|
|
{
|
|
"p": 0.09637867659330368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03790536895394325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07416162639856339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947676092386246,
|
|
"m": 0.8138226866722107
|
|
},
|
|
{
|
|
"p": 0.060917358845472336,
|
|
"m": 0.15417931973934174
|
|
},
|
|
{
|
|
"p": 0.0649757832288742,
|
|
"m": 0.6459800004959106
|
|
},
|
|
{
|
|
"p": 0.06951829046010971,
|
|
"m": 0.7251261472702026
|
|
},
|
|
{
|
|
"p": 0.08418378978967667,
|
|
"m": 0.9543735980987549
|
|
},
|
|
{
|
|
"p": 0.08505366742610931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08956846594810486,
|
|
"m": 0.6379830837249756
|
|
},
|
|
{
|
|
"p": 0.06201248615980148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057850196957588196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10207167267799377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04592587426304817,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.2550123929977417,
|
|
"val_loss": 1.0111360549926758,
|
|
"acc": 61.91,
|
|
"time": 184.23667871201178,
|
|
"param": [
|
|
{
|
|
"p": 0.08470875769853592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04783891141414642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07782376557588577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06376390904188156,
|
|
"m": 0.9282447695732117
|
|
},
|
|
{
|
|
"p": 0.08117126673460007,
|
|
"m": 0.12891726195812225
|
|
},
|
|
{
|
|
"p": 0.07169662415981293,
|
|
"m": 0.5766629576683044
|
|
},
|
|
{
|
|
"p": 0.07986036688089371,
|
|
"m": 0.8684927225112915
|
|
},
|
|
{
|
|
"p": 0.06168796122074127,
|
|
"m": 0.9959203004837036
|
|
},
|
|
{
|
|
"p": 0.06534774601459503,
|
|
"m": 0.9829336404800415
|
|
},
|
|
{
|
|
"p": 0.050768692046403885,
|
|
"m": 0.7300266623497009
|
|
},
|
|
{
|
|
"p": 0.08754642307758331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09742867946624756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09147579222917557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03888107091188431,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.30096435546875,
|
|
"val_loss": 1.062477946281433,
|
|
"acc": 62.28,
|
|
"time": 180.21001595299458,
|
|
"param": [
|
|
{
|
|
"p": 0.07376955449581146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120219618082047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09252538532018661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030921556055545807,
|
|
"m": 0.9997520446777344
|
|
},
|
|
{
|
|
"p": 0.061372093856334686,
|
|
"m": 0.11484285444021225
|
|
},
|
|
{
|
|
"p": 0.05925444886088371,
|
|
"m": 0.6725479364395142
|
|
},
|
|
{
|
|
"p": 0.07831885665655136,
|
|
"m": 0.9095455408096313
|
|
},
|
|
{
|
|
"p": 0.07267013937234879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08055518567562103,
|
|
"m": 0.9810354113578796
|
|
},
|
|
{
|
|
"p": 0.06714454293251038,
|
|
"m": 0.745340883731842
|
|
},
|
|
{
|
|
"p": 0.0756831094622612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09806225448846817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08032472431659698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05819587782025337,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.4514341354370117,
|
|
"val_loss": 0.9938788414001465,
|
|
"acc": 63.89,
|
|
"time": 171.70122079001158,
|
|
"param": [
|
|
{
|
|
"p": 0.09524703025817871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05449623987078667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09438913315534592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060793276876211166,
|
|
"m": 0.9481852650642395
|
|
},
|
|
{
|
|
"p": 0.07873572409152985,
|
|
"m": 0.11710669845342636
|
|
},
|
|
{
|
|
"p": 0.058207400143146515,
|
|
"m": 0.8031094074249268
|
|
},
|
|
{
|
|
"p": 0.07115501165390015,
|
|
"m": 0.7821905016899109
|
|
},
|
|
{
|
|
"p": 0.06698155403137207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332871317863464,
|
|
"m": 0.9590538740158081
|
|
},
|
|
{
|
|
"p": 0.08465126901865005,
|
|
"m": 0.8015800714492798
|
|
},
|
|
{
|
|
"p": 0.07977785915136337,
|
|
"m": 0.995924711227417
|
|
},
|
|
{
|
|
"p": 0.06620417535305023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0750461295247078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05098655819892883,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.1513608694076538,
|
|
"val_loss": 1.100321888923645,
|
|
"acc": 62.29,
|
|
"time": 179.29103638400557,
|
|
"param": [
|
|
{
|
|
"p": 0.07828711718320847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04250800609588623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08787203580141068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06235447898507118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356311917304993,
|
|
"m": 0.09328312426805496
|
|
},
|
|
{
|
|
"p": 0.05975796654820442,
|
|
"m": 0.8435646295547485
|
|
},
|
|
{
|
|
"p": 0.06356437504291534,
|
|
"m": 0.8510528802871704
|
|
},
|
|
{
|
|
"p": 0.06484363228082657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08714877814054489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06449813395738602,
|
|
"m": 0.7517222166061401
|
|
},
|
|
{
|
|
"p": 0.07621850818395615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861795485019684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10466216504573822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05610371008515358,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.5853782892227173,
|
|
"val_loss": 1.0349218845367432,
|
|
"acc": 62.08,
|
|
"time": 185.78746005299035,
|
|
"param": [
|
|
{
|
|
"p": 0.07975847274065018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06225552409887314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07760762423276901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719840317964554,
|
|
"m": 0.9458028674125671
|
|
},
|
|
{
|
|
"p": 0.06534408032894135,
|
|
"m": 0.11355616897344589
|
|
},
|
|
{
|
|
"p": 0.04407889023423195,
|
|
"m": 0.9741901755332947
|
|
},
|
|
{
|
|
"p": 0.06473600119352341,
|
|
"m": 0.8910344839096069
|
|
},
|
|
{
|
|
"p": 0.060722846537828445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0803951546549797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124398440122604,
|
|
"m": 0.6933140754699707
|
|
},
|
|
{
|
|
"p": 0.06787589937448502,
|
|
"m": 0.9981819987297058
|
|
},
|
|
{
|
|
"p": 0.09118063747882843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08159296959638596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07600945234298706,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.2198941707611084,
|
|
"val_loss": 1.0433579683303833,
|
|
"acc": 64.81,
|
|
"time": 175.066675183014,
|
|
"param": [
|
|
{
|
|
"p": 0.0761524885892868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04839447885751724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07357722520828247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058643702417612076,
|
|
"m": 0.9572109580039978
|
|
},
|
|
{
|
|
"p": 0.09493055194616318,
|
|
"m": 0.07272970676422119
|
|
},
|
|
{
|
|
"p": 0.044382546097040176,
|
|
"m": 0.9781956076622009
|
|
},
|
|
{
|
|
"p": 0.0713755413889885,
|
|
"m": 0.9578215479850769
|
|
},
|
|
{
|
|
"p": 0.03791322931647301,
|
|
"m": 0.9564405679702759
|
|
},
|
|
{
|
|
"p": 0.06319060921669006,
|
|
"m": 0.9862884879112244
|
|
},
|
|
{
|
|
"p": 0.09743323922157288,
|
|
"m": 0.6892577409744263
|
|
},
|
|
{
|
|
"p": 0.07759717851877213,
|
|
"m": 0.9484404921531677
|
|
},
|
|
{
|
|
"p": 0.08548720926046371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10676906257867813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0641530305147171,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.232193946838379,
|
|
"val_loss": 1.033276081085205,
|
|
"acc": 64.47,
|
|
"time": 176.64188539801398,
|
|
"param": [
|
|
{
|
|
"p": 0.07111626118421555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054575115442276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08766721934080124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07199875265359879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07696639001369476,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07054658234119415,
|
|
"m": 0.9639818668365479
|
|
},
|
|
{
|
|
"p": 0.0700182095170021,
|
|
"m": 0.9532070755958557
|
|
},
|
|
{
|
|
"p": 0.05612028390169144,
|
|
"m": 0.8933155536651611
|
|
},
|
|
{
|
|
"p": 0.06079217046499252,
|
|
"m": 0.9959626793861389
|
|
},
|
|
{
|
|
"p": 0.07711644470691681,
|
|
"m": 0.7538731098175049
|
|
},
|
|
{
|
|
"p": 0.07084955275058746,
|
|
"m": 0.9621741771697998
|
|
},
|
|
{
|
|
"p": 0.09297136217355728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849219486117363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05433963984251022,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.2211265563964844,
|
|
"val_loss": 0.9523947834968567,
|
|
"acc": 65.15,
|
|
"time": 164.29153379198397,
|
|
"param": [
|
|
{
|
|
"p": 0.07800383120775223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054241716861724854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08898597210645676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06376387923955917,
|
|
"m": 0.9417491555213928
|
|
},
|
|
{
|
|
"p": 0.06396381556987762,
|
|
"m": 0.11219069361686707
|
|
},
|
|
{
|
|
"p": 0.058430179953575134,
|
|
"m": 0.9838417768478394
|
|
},
|
|
{
|
|
"p": 0.07638075202703476,
|
|
"m": 0.8491100072860718
|
|
},
|
|
{
|
|
"p": 0.06480952352285385,
|
|
"m": 0.9776353240013123
|
|
},
|
|
{
|
|
"p": 0.06172415241599083,
|
|
"m": 0.9371665716171265
|
|
},
|
|
{
|
|
"p": 0.06469026952981949,
|
|
"m": 0.8371976613998413
|
|
},
|
|
{
|
|
"p": 0.07819913327693939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09328317642211914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07226822525262833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08125537633895874,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.2233039140701294,
|
|
"val_loss": 0.9627914428710938,
|
|
"acc": 64.73,
|
|
"time": 172.50371744501172,
|
|
"param": [
|
|
{
|
|
"p": 0.09075785428285599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847637891769409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05966568738222122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06354296207427979,
|
|
"m": 0.9734681844711304
|
|
},
|
|
{
|
|
"p": 0.07264107465744019,
|
|
"m": 0.11801299452781677
|
|
},
|
|
{
|
|
"p": 0.05844728648662567,
|
|
"m": 0.8995712995529175
|
|
},
|
|
{
|
|
"p": 0.07123567163944244,
|
|
"m": 0.7745680809020996
|
|
},
|
|
{
|
|
"p": 0.07074715197086334,
|
|
"m": 0.9979926943778992
|
|
},
|
|
{
|
|
"p": 0.062201086431741714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09384498000144958,
|
|
"m": 0.9384581446647644
|
|
},
|
|
{
|
|
"p": 0.07329912483692169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08181142061948776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08335890620946884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049970436841249466,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.256335973739624,
|
|
"val_loss": 1.0640946626663208,
|
|
"acc": 65.25,
|
|
"time": 178.76170258998172,
|
|
"param": [
|
|
{
|
|
"p": 0.08918677270412445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05554069206118584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392613381147385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569074839353561,
|
|
"m": 0.9835766553878784
|
|
},
|
|
{
|
|
"p": 0.05917451158165932,
|
|
"m": 0.17483536899089813
|
|
},
|
|
{
|
|
"p": 0.05526375025510788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08116503804922104,
|
|
"m": 0.772330641746521
|
|
},
|
|
{
|
|
"p": 0.06690662354230881,
|
|
"m": 0.9796757698059082
|
|
},
|
|
{
|
|
"p": 0.05155592039227486,
|
|
"m": 0.9875524640083313
|
|
},
|
|
{
|
|
"p": 0.07415792346000671,
|
|
"m": 0.8999326229095459
|
|
},
|
|
{
|
|
"p": 0.07165014743804932,
|
|
"m": 0.9996455311775208
|
|
},
|
|
{
|
|
"p": 0.0744652971625328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09067483991384506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08064153045415878,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.3100827932357788,
|
|
"val_loss": 1.0640509128570557,
|
|
"acc": 65.08,
|
|
"time": 182.00111680099508,
|
|
"param": [
|
|
{
|
|
"p": 0.0907173752784729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0525473989546299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08604918420314789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377538830041885,
|
|
"m": 0.9861618876457214
|
|
},
|
|
{
|
|
"p": 0.06638026237487793,
|
|
"m": 0.0007340516895055771
|
|
},
|
|
{
|
|
"p": 0.05754099786281586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06976675242185593,
|
|
"m": 0.8048670291900635
|
|
},
|
|
{
|
|
"p": 0.06268157809972763,
|
|
"m": 0.93923419713974
|
|
},
|
|
{
|
|
"p": 0.06532374769449234,
|
|
"m": 0.96731036901474
|
|
},
|
|
{
|
|
"p": 0.07108720391988754,
|
|
"m": 0.9824181199073792
|
|
},
|
|
{
|
|
"p": 0.08136042952537537,
|
|
"m": 0.9726697206497192
|
|
},
|
|
{
|
|
"p": 0.07114250212907791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0799546167254448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167259603738785,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.4129999876022339,
|
|
"val_loss": 0.9163299798965454,
|
|
"acc": 65.51,
|
|
"time": 176.68077875301242,
|
|
"param": [
|
|
{
|
|
"p": 0.08828108757734299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04026840627193451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07655996084213257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07541371881961823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877397537231445,
|
|
"m": 0.13135574758052826
|
|
},
|
|
{
|
|
"p": 0.05819695442914963,
|
|
"m": 0.9697193503379822
|
|
},
|
|
{
|
|
"p": 0.07733409106731415,
|
|
"m": 0.727062463760376
|
|
},
|
|
{
|
|
"p": 0.06426174193620682,
|
|
"m": 0.9908143877983093
|
|
},
|
|
{
|
|
"p": 0.07955021411180496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06141277402639389,
|
|
"m": 0.9816938638687134
|
|
},
|
|
{
|
|
"p": 0.07378030568361282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563926488161087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09674812853336334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06377940624952316,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.3126859664916992,
|
|
"val_loss": 1.0609849691390991,
|
|
"acc": 63.4,
|
|
"time": 185.17589103701175,
|
|
"param": [
|
|
{
|
|
"p": 0.07184389978647232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05629366263747215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06878715753555298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07058234512805939,
|
|
"m": 0.8859916925430298
|
|
},
|
|
{
|
|
"p": 0.07954394817352295,
|
|
"m": 0.10811465233564377
|
|
},
|
|
{
|
|
"p": 0.05683768540620804,
|
|
"m": 0.9366409182548523
|
|
},
|
|
{
|
|
"p": 0.08383358269929886,
|
|
"m": 0.7640280723571777
|
|
},
|
|
{
|
|
"p": 0.0709952712059021,
|
|
"m": 0.9818648099899292
|
|
},
|
|
{
|
|
"p": 0.08028709143400192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165060192346573,
|
|
"m": 0.8834413290023804
|
|
},
|
|
{
|
|
"p": 0.08720932900905609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140709459781647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06475066393613815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0659777820110321,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.138800859451294,
|
|
"val_loss": 0.9023136496543884,
|
|
"acc": 65.85,
|
|
"time": 182.47183978001704,
|
|
"param": [
|
|
{
|
|
"p": 0.08979398012161255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049961693584918976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460056036710739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653534010052681,
|
|
"m": 0.9747764468193054
|
|
},
|
|
{
|
|
"p": 0.07387521117925644,
|
|
"m": 0.17795264720916748
|
|
},
|
|
{
|
|
"p": 0.0533435195684433,
|
|
"m": 0.9595319032669067
|
|
},
|
|
{
|
|
"p": 0.06572189182043076,
|
|
"m": 0.7468804121017456
|
|
},
|
|
{
|
|
"p": 0.07260626554489136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09314602613449097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08641080558300018,
|
|
"m": 0.8896566033363342
|
|
},
|
|
{
|
|
"p": 0.066295325756073,
|
|
"m": 0.9974508881568909
|
|
},
|
|
{
|
|
"p": 0.06953436881303787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153326272964478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05782371386885643,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.1309165954589844,
|
|
"val_loss": 1.0649845600128174,
|
|
"acc": 64.03,
|
|
"time": 173.9654566529789,
|
|
"param": [
|
|
{
|
|
"p": 0.08413077890872955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059885066002607346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11638187617063522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04211558774113655,
|
|
"m": 0.9643027782440186
|
|
},
|
|
{
|
|
"p": 0.057496488094329834,
|
|
"m": 0.19654494524002075
|
|
},
|
|
{
|
|
"p": 0.08387995511293411,
|
|
"m": 0.9577431678771973
|
|
},
|
|
{
|
|
"p": 0.05735347047448158,
|
|
"m": 0.7745700478553772
|
|
},
|
|
{
|
|
"p": 0.0523841418325901,
|
|
"m": 0.9995080232620239
|
|
},
|
|
{
|
|
"p": 0.07567111402750015,
|
|
"m": 0.9746062159538269
|
|
},
|
|
{
|
|
"p": 0.08264441043138504,
|
|
"m": 0.9956548810005188
|
|
},
|
|
{
|
|
"p": 0.06904227286577225,
|
|
"m": 0.9252623319625854
|
|
},
|
|
{
|
|
"p": 0.09149598330259323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08967901766300201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03783983737230301,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.3154553174972534,
|
|
"val_loss": 0.850429356098175,
|
|
"acc": 66.07,
|
|
"time": 175.42054541400285,
|
|
"param": [
|
|
{
|
|
"p": 0.08707507699728012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06456014513969421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08072853833436966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05823442339897156,
|
|
"m": 0.9635767936706543
|
|
},
|
|
{
|
|
"p": 0.07463005930185318,
|
|
"m": 0.23707954585552216
|
|
},
|
|
{
|
|
"p": 0.05979224666953087,
|
|
"m": 0.9935612082481384
|
|
},
|
|
{
|
|
"p": 0.08389472961425781,
|
|
"m": 0.7410600185394287
|
|
},
|
|
{
|
|
"p": 0.06184742972254753,
|
|
"m": 0.946570873260498
|
|
},
|
|
{
|
|
"p": 0.08140376210212708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321956753730774,
|
|
"m": 0.9813816547393799
|
|
},
|
|
{
|
|
"p": 0.052158284932374954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09349431097507477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08792121708393097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04104025289416313,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.1541146039962769,
|
|
"val_loss": 0.9701482057571411,
|
|
"acc": 66.74,
|
|
"time": 174.70541200900334,
|
|
"param": [
|
|
{
|
|
"p": 0.0793248862028122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054311707615852356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08374537527561188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632585808634758,
|
|
"m": 0.9303873777389526
|
|
},
|
|
{
|
|
"p": 0.08020040392875671,
|
|
"m": 0.26379477977752686
|
|
},
|
|
{
|
|
"p": 0.06939312815666199,
|
|
"m": 0.9625977277755737
|
|
},
|
|
{
|
|
"p": 0.06965126097202301,
|
|
"m": 0.8288912773132324
|
|
},
|
|
{
|
|
"p": 0.05521201714873314,
|
|
"m": 0.9951313138008118
|
|
},
|
|
{
|
|
"p": 0.07240369915962219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07971247285604477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0732564851641655,
|
|
"m": 0.9928029775619507
|
|
},
|
|
{
|
|
"p": 0.07309909909963608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975466549396515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0666763111948967,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.1475696563720703,
|
|
"val_loss": 0.9392945170402527,
|
|
"acc": 66.86,
|
|
"time": 174.13418334399466,
|
|
"param": [
|
|
{
|
|
"p": 0.08426656574010849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05542049556970596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07752291858196259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04816669225692749,
|
|
"m": 0.8830580711364746
|
|
},
|
|
{
|
|
"p": 0.06065402552485466,
|
|
"m": 0.246780127286911
|
|
},
|
|
{
|
|
"p": 0.05664168670773506,
|
|
"m": 0.8878723978996277
|
|
},
|
|
{
|
|
"p": 0.06695947796106339,
|
|
"m": 0.7826395034790039
|
|
},
|
|
{
|
|
"p": 0.07589252293109894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07921980321407318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06307311356067657,
|
|
"m": 0.976967990398407
|
|
},
|
|
{
|
|
"p": 0.09240712225437164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09532691538333893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0774330124258995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06701575219631195,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.2394599914550781,
|
|
"val_loss": 1.0081908702850342,
|
|
"acc": 65.71,
|
|
"time": 169.0121799519984,
|
|
"param": [
|
|
{
|
|
"p": 0.08377750962972641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039172884076833725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06951963901519775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04819852113723755,
|
|
"m": 0.8345184326171875
|
|
},
|
|
{
|
|
"p": 0.06527870893478394,
|
|
"m": 0.25778165459632874
|
|
},
|
|
{
|
|
"p": 0.07238540798425674,
|
|
"m": 0.7694005966186523
|
|
},
|
|
{
|
|
"p": 0.08529684692621231,
|
|
"m": 0.8713890314102173
|
|
},
|
|
{
|
|
"p": 0.0746220052242279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719395518302917,
|
|
"m": 0.9983553886413574
|
|
},
|
|
{
|
|
"p": 0.08529786765575409,
|
|
"m": 0.9650248885154724
|
|
},
|
|
{
|
|
"p": 0.08165064454078674,
|
|
"m": 0.9986238479614258
|
|
},
|
|
{
|
|
"p": 0.07003137469291687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0907183289527893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685631722211838,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.2605266571044922,
|
|
"val_loss": 0.8981969356536865,
|
|
"acc": 66.83,
|
|
"time": 179.82995276898146,
|
|
"param": [
|
|
{
|
|
"p": 0.10322531312704086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051391344517469406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08128196001052856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04453587904572487,
|
|
"m": 0.828179121017456
|
|
},
|
|
{
|
|
"p": 0.07719413936138153,
|
|
"m": 0.3008366525173187
|
|
},
|
|
{
|
|
"p": 0.038599174469709396,
|
|
"m": 0.7400165796279907
|
|
},
|
|
{
|
|
"p": 0.05132221058011055,
|
|
"m": 0.7663249969482422
|
|
},
|
|
{
|
|
"p": 0.07267119735479355,
|
|
"m": 0.9135001301765442
|
|
},
|
|
{
|
|
"p": 0.07724423706531525,
|
|
"m": 0.9894068837165833
|
|
},
|
|
{
|
|
"p": 0.08891849964857101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108339250087738,
|
|
"m": 0.9556728601455688
|
|
},
|
|
{
|
|
"p": 0.061766982078552246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08469761908054352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07606805115938187,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.1612683534622192,
|
|
"val_loss": 1.0249521732330322,
|
|
"acc": 66.21,
|
|
"time": 180.86738034401787,
|
|
"param": [
|
|
{
|
|
"p": 0.05918985977768898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03804289549589157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08469302952289581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379622966051102,
|
|
"m": 0.8161007165908813
|
|
},
|
|
{
|
|
"p": 0.05990159139037132,
|
|
"m": 0.24362127482891083
|
|
},
|
|
{
|
|
"p": 0.06741175055503845,
|
|
"m": 0.7132886648178101
|
|
},
|
|
{
|
|
"p": 0.07338772714138031,
|
|
"m": 0.766402006149292
|
|
},
|
|
{
|
|
"p": 0.06534181535243988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06138576194643974,
|
|
"m": 0.9429392218589783
|
|
},
|
|
{
|
|
"p": 0.09971395879983902,
|
|
"m": 0.9948350787162781
|
|
},
|
|
{
|
|
"p": 0.09400548040866852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707514613866806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787873595952988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07817614823579788,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.2929884195327759,
|
|
"val_loss": 0.8626328706741333,
|
|
"acc": 67.66,
|
|
"time": 193.55229610498645,
|
|
"param": [
|
|
{
|
|
"p": 0.07820450514554977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06312847882509232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09174509346485138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550051271915436,
|
|
"m": 0.873567521572113
|
|
},
|
|
{
|
|
"p": 0.07570953667163849,
|
|
"m": 0.23819710314273834
|
|
},
|
|
{
|
|
"p": 0.08231232315301895,
|
|
"m": 0.8119882941246033
|
|
},
|
|
{
|
|
"p": 0.0680055245757103,
|
|
"m": 0.7621967196464539
|
|
},
|
|
{
|
|
"p": 0.06312903016805649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06580972671508789,
|
|
"m": 0.9819358587265015
|
|
},
|
|
{
|
|
"p": 0.06762780249118805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709027349948883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05774000287055969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09052930027246475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0596555657684803,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.1004878282546997,
|
|
"val_loss": 1.0316098928451538,
|
|
"acc": 67.61,
|
|
"time": 322.25150807600585,
|
|
"param": [
|
|
{
|
|
"p": 0.07661266624927521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023602508008480072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08057931810617447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059701234102249146,
|
|
"m": 0.831187903881073
|
|
},
|
|
{
|
|
"p": 0.07231342047452927,
|
|
"m": 0.177957683801651
|
|
},
|
|
{
|
|
"p": 0.042276524007320404,
|
|
"m": 0.8663398027420044
|
|
},
|
|
{
|
|
"p": 0.07280625402927399,
|
|
"m": 0.7768542766571045
|
|
},
|
|
{
|
|
"p": 0.07018391042947769,
|
|
"m": 0.9898619055747986
|
|
},
|
|
{
|
|
"p": 0.09143741428852081,
|
|
"m": 0.9959677457809448
|
|
},
|
|
{
|
|
"p": 0.07335293292999268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10881225019693375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08444222807884216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07650558650493622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06737378984689713,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.0578547716140747,
|
|
"val_loss": 0.9140104651451111,
|
|
"acc": 67.52,
|
|
"time": 514.6258959499828,
|
|
"param": [
|
|
{
|
|
"p": 0.0672217309474945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627359077334404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07569228857755661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06440338492393494,
|
|
"m": 0.8626367449760437
|
|
},
|
|
{
|
|
"p": 0.07731256633996964,
|
|
"m": 0.3054675757884979
|
|
},
|
|
{
|
|
"p": 0.046205464750528336,
|
|
"m": 0.9604504108428955
|
|
},
|
|
{
|
|
"p": 0.08097996562719345,
|
|
"m": 0.7951822280883789
|
|
},
|
|
{
|
|
"p": 0.08694001287221909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059988416731357574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08649905025959015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05962962657213211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08952411264181137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0683375895023346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452982664108276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.3419219255447388,
|
|
"val_loss": 0.9163057804107666,
|
|
"acc": 66.92,
|
|
"time": 516.8377352609823,
|
|
"param": [
|
|
{
|
|
"p": 0.08131150901317596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053289107978343964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06725829839706421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05370248854160309,
|
|
"m": 0.8584980368614197
|
|
},
|
|
{
|
|
"p": 0.09636250138282776,
|
|
"m": 0.16398122906684875
|
|
},
|
|
{
|
|
"p": 0.060528431087732315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07067427039146423,
|
|
"m": 0.8846154808998108
|
|
},
|
|
{
|
|
"p": 0.06827957183122635,
|
|
"m": 0.9942618608474731
|
|
},
|
|
{
|
|
"p": 0.08200008422136307,
|
|
"m": 0.9639771580696106
|
|
},
|
|
{
|
|
"p": 0.07838033884763718,
|
|
"m": 0.9882932901382446
|
|
},
|
|
{
|
|
"p": 0.05995902419090271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09248635917901993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07899634540081024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677160993218422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.2404412031173706,
|
|
"val_loss": 1.0026071071624756,
|
|
"acc": 67.22,
|
|
"time": 514.7813374000252,
|
|
"param": [
|
|
{
|
|
"p": 0.0768643394112587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06042509898543358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10432615131139755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054186370223760605,
|
|
"m": 0.8711187839508057
|
|
},
|
|
{
|
|
"p": 0.06443222612142563,
|
|
"m": 0.21631544828414917
|
|
},
|
|
{
|
|
"p": 0.06059103086590767,
|
|
"m": 0.9853495359420776
|
|
},
|
|
{
|
|
"p": 0.07431872189044952,
|
|
"m": 0.8799931406974792
|
|
},
|
|
{
|
|
"p": 0.05914207920432091,
|
|
"m": 0.9974435567855835
|
|
},
|
|
{
|
|
"p": 0.08038802444934845,
|
|
"m": 0.9900568127632141
|
|
},
|
|
{
|
|
"p": 0.07340210676193237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06824873387813568,
|
|
"m": 0.9901714324951172
|
|
},
|
|
{
|
|
"p": 0.08416314423084259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09174810349941254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04776381701231003,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.380298137664795,
|
|
"val_loss": 1.020432472229004,
|
|
"acc": 67.77,
|
|
"time": 515.1359431699966,
|
|
"param": [
|
|
{
|
|
"p": 0.10672306269407272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143419981002808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870751291513443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06473935395479202,
|
|
"m": 0.7857776284217834
|
|
},
|
|
{
|
|
"p": 0.07036907970905304,
|
|
"m": 0.2674424946308136
|
|
},
|
|
{
|
|
"p": 0.0689220204949379,
|
|
"m": 0.9752954840660095
|
|
},
|
|
{
|
|
"p": 0.033429794013500214,
|
|
"m": 0.7454126477241516
|
|
},
|
|
{
|
|
"p": 0.06500054150819778,
|
|
"m": 0.9785759449005127
|
|
},
|
|
{
|
|
"p": 0.07215102016925812,
|
|
"m": 0.9854139685630798
|
|
},
|
|
{
|
|
"p": 0.07183218747377396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206647843122482,
|
|
"m": 0.9830358624458313
|
|
},
|
|
{
|
|
"p": 0.07177109271287918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08363593369722366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06084999442100525,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.2685508728027344,
|
|
"val_loss": 0.9109182357788086,
|
|
"acc": 67.05,
|
|
"time": 521.3072745859972,
|
|
"param": [
|
|
{
|
|
"p": 0.06976447999477386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061938971281051636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08311676979064941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04967501759529114,
|
|
"m": 0.8559521436691284
|
|
},
|
|
{
|
|
"p": 0.05767461284995079,
|
|
"m": 0.20985564589500427
|
|
},
|
|
{
|
|
"p": 0.0716882273554802,
|
|
"m": 0.9819501638412476
|
|
},
|
|
{
|
|
"p": 0.06651952862739563,
|
|
"m": 0.7948416471481323
|
|
},
|
|
{
|
|
"p": 0.07906122505664825,
|
|
"m": 0.9979144334793091
|
|
},
|
|
{
|
|
"p": 0.06965842097997665,
|
|
"m": 0.9964297413825989
|
|
},
|
|
{
|
|
"p": 0.0917741060256958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927446275949478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07086390256881714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09005717188119888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06893301010131836,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.1907812356948853,
|
|
"val_loss": 0.9676019549369812,
|
|
"acc": 67.54,
|
|
"time": 518.0622163040098,
|
|
"param": [
|
|
{
|
|
"p": 0.07378038018941879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05745818093419075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08026669174432755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058398813009262085,
|
|
"m": 0.9421865344047546
|
|
},
|
|
{
|
|
"p": 0.08511420339345932,
|
|
"m": 0.2359602153301239
|
|
},
|
|
{
|
|
"p": 0.06366942077875137,
|
|
"m": 0.9954497814178467
|
|
},
|
|
{
|
|
"p": 0.07261756807565689,
|
|
"m": 0.8581607937812805
|
|
},
|
|
{
|
|
"p": 0.048012156039476395,
|
|
"m": 0.9941638112068176
|
|
},
|
|
{
|
|
"p": 0.07539600133895874,
|
|
"m": 0.988457441329956
|
|
},
|
|
{
|
|
"p": 0.09379376471042633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0586443692445755,
|
|
"m": 0.963076114654541
|
|
},
|
|
{
|
|
"p": 0.08193895220756531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10150661319494247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0494028739631176,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.2482737302780151,
|
|
"val_loss": 0.8952215909957886,
|
|
"acc": 68.03,
|
|
"time": 517.2412356830027,
|
|
"param": [
|
|
{
|
|
"p": 0.08012571930885315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04568862169981003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08587371557950974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05581046640872955,
|
|
"m": 0.8977515697479248
|
|
},
|
|
{
|
|
"p": 0.08342785388231277,
|
|
"m": 0.22969630360603333
|
|
},
|
|
{
|
|
"p": 0.05403786897659302,
|
|
"m": 0.9343565106391907
|
|
},
|
|
{
|
|
"p": 0.07792338728904724,
|
|
"m": 0.9575843214988708
|
|
},
|
|
{
|
|
"p": 0.06574911624193192,
|
|
"m": 0.9551122784614563
|
|
},
|
|
{
|
|
"p": 0.0728437751531601,
|
|
"m": 0.9626829624176025
|
|
},
|
|
{
|
|
"p": 0.053015440702438354,
|
|
"m": 0.9860172271728516
|
|
},
|
|
{
|
|
"p": 0.08454719185829163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06411826610565186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09534559398889542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08149285614490509,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.2412126064300537,
|
|
"val_loss": 0.8845096230506897,
|
|
"acc": 67.91,
|
|
"time": 515.1182806889992,
|
|
"param": [
|
|
{
|
|
"p": 0.06653301417827606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043493740260601044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09094774723052979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06247556954622269,
|
|
"m": 0.7518045902252197
|
|
},
|
|
{
|
|
"p": 0.06434054672718048,
|
|
"m": 0.22590212523937225
|
|
},
|
|
{
|
|
"p": 0.06713856011629105,
|
|
"m": 0.8324354887008667
|
|
},
|
|
{
|
|
"p": 0.07247696071863174,
|
|
"m": 0.8630033135414124
|
|
},
|
|
{
|
|
"p": 0.055880140513181686,
|
|
"m": 0.9870563745498657
|
|
},
|
|
{
|
|
"p": 0.0717095360159874,
|
|
"m": 0.9812883734703064
|
|
},
|
|
{
|
|
"p": 0.08118361979722977,
|
|
"m": 0.972681999206543
|
|
},
|
|
{
|
|
"p": 0.0730937048792839,
|
|
"m": 0.999570369720459
|
|
},
|
|
{
|
|
"p": 0.08181169629096985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07715585827827454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09175944328308105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.2883867025375366,
|
|
"val_loss": 1.0115243196487427,
|
|
"acc": 67.62,
|
|
"time": 517.2295663190016,
|
|
"param": [
|
|
{
|
|
"p": 0.0883653536438942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06086522340774536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07630753517150879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053719423711299896,
|
|
"m": 0.773302435874939
|
|
},
|
|
{
|
|
"p": 0.0851300060749054,
|
|
"m": 0.16615284979343414
|
|
},
|
|
{
|
|
"p": 0.0815034881234169,
|
|
"m": 0.9905654788017273
|
|
},
|
|
{
|
|
"p": 0.07100985944271088,
|
|
"m": 0.8074896335601807
|
|
},
|
|
{
|
|
"p": 0.08345773071050644,
|
|
"m": 0.9977913498878479
|
|
},
|
|
{
|
|
"p": 0.057397838681936264,
|
|
"m": 0.9951494336128235
|
|
},
|
|
{
|
|
"p": 0.06752423942089081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720512360334396,
|
|
"m": 0.9871570467948914
|
|
},
|
|
{
|
|
"p": 0.07159701734781265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08085953444242477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05505765601992607,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.2256383895874023,
|
|
"val_loss": 0.8443184494972229,
|
|
"acc": 67.49,
|
|
"time": 379.3146146030049,
|
|
"param": [
|
|
{
|
|
"p": 0.08443046361207962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070882149040699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0906379297375679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06928879022598267,
|
|
"m": 0.8339359164237976
|
|
},
|
|
{
|
|
"p": 0.06435807049274445,
|
|
"m": 0.13405369222164154
|
|
},
|
|
{
|
|
"p": 0.03386412188410759,
|
|
"m": 0.9886851906776428
|
|
},
|
|
{
|
|
"p": 0.06757406890392303,
|
|
"m": 0.7132022976875305
|
|
},
|
|
{
|
|
"p": 0.0633993074297905,
|
|
"m": 0.9995216131210327
|
|
},
|
|
{
|
|
"p": 0.07694770395755768,
|
|
"m": 0.9997971653938293
|
|
},
|
|
{
|
|
"p": 0.07352342456579208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07091927528381348,
|
|
"m": 0.9937731623649597
|
|
},
|
|
{
|
|
"p": 0.0823909342288971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09961062669754028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052173223346471786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.9883705973625183,
|
|
"val_loss": 0.898509681224823,
|
|
"acc": 69.44,
|
|
"time": 319.8522242339968,
|
|
"param": [
|
|
{
|
|
"p": 0.09227987378835678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03839156776666641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08820901811122894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04183680936694145,
|
|
"m": 0.936233401298523
|
|
},
|
|
{
|
|
"p": 0.06437494605779648,
|
|
"m": 0.08123107999563217
|
|
},
|
|
{
|
|
"p": 0.08251149952411652,
|
|
"m": 0.9265515208244324
|
|
},
|
|
{
|
|
"p": 0.08501807600259781,
|
|
"m": 0.7147203087806702
|
|
},
|
|
{
|
|
"p": 0.059222251176834106,
|
|
"m": 0.9995895028114319
|
|
},
|
|
{
|
|
"p": 0.06346867233514786,
|
|
"m": 0.9967866539955139
|
|
},
|
|
{
|
|
"p": 0.09217887371778488,
|
|
"m": 0.9695258140563965
|
|
},
|
|
{
|
|
"p": 0.08377418667078018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08779128640890121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07006105035543442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050881847739219666,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.2916842699050903,
|
|
"val_loss": 1.0505188703536987,
|
|
"acc": 67.38,
|
|
"time": 183.28229957498843,
|
|
"param": [
|
|
{
|
|
"p": 0.07203668355941772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0676313266158104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07671112567186356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04361843317747116,
|
|
"m": 0.8897162675857544
|
|
},
|
|
{
|
|
"p": 0.06441766023635864,
|
|
"m": 0.03760219365358353
|
|
},
|
|
{
|
|
"p": 0.05747191980481148,
|
|
"m": 0.9926803708076477
|
|
},
|
|
{
|
|
"p": 0.07385967671871185,
|
|
"m": 0.7058558464050293
|
|
},
|
|
{
|
|
"p": 0.07679367065429688,
|
|
"m": 0.9723117351531982
|
|
},
|
|
{
|
|
"p": 0.08747665584087372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08458896726369858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09168101102113724,
|
|
"m": 0.9979294538497925
|
|
},
|
|
{
|
|
"p": 0.07832424342632294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995627075433731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04543236270546913,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.1247444152832031,
|
|
"val_loss": 0.8934600353240967,
|
|
"acc": 69.06,
|
|
"time": 172.0438893759856,
|
|
"param": [
|
|
{
|
|
"p": 0.07446742802858353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06247441843152046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418747991323471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05700584128499031,
|
|
"m": 0.7652797698974609
|
|
},
|
|
{
|
|
"p": 0.08551973849534988,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08088847994804382,
|
|
"m": 0.9008485078811646
|
|
},
|
|
{
|
|
"p": 0.05505767837166786,
|
|
"m": 0.781489908695221
|
|
},
|
|
{
|
|
"p": 0.08719661831855774,
|
|
"m": 0.9832410216331482
|
|
},
|
|
{
|
|
"p": 0.0782567486166954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059584036469459534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763624399900436,
|
|
"m": 0.9646774530410767
|
|
},
|
|
{
|
|
"p": 0.0762563943862915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09264927357435226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0488196425139904,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.0171083211898804,
|
|
"val_loss": 0.9310674071311951,
|
|
"acc": 68.53,
|
|
"time": 190.48395869598608,
|
|
"param": [
|
|
{
|
|
"p": 0.07009169459342957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055784277617931366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377658039331436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0531359426677227,
|
|
"m": 0.8179803490638733
|
|
},
|
|
{
|
|
"p": 0.06582767516374588,
|
|
"m": 0.11780591309070587
|
|
},
|
|
{
|
|
"p": 0.08594296872615814,
|
|
"m": 0.869233250617981
|
|
},
|
|
{
|
|
"p": 0.06417091190814972,
|
|
"m": 0.8715345859527588
|
|
},
|
|
{
|
|
"p": 0.08344002813100815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06466717272996902,
|
|
"m": 0.9670506119728088
|
|
},
|
|
{
|
|
"p": 0.06290232390165329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714043766260147,
|
|
"m": 0.9428799748420715
|
|
},
|
|
{
|
|
"p": 0.08484939485788345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08857815712690353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969243824481964,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.1383005380630493,
|
|
"val_loss": 0.7533049583435059,
|
|
"acc": 68.42,
|
|
"time": 175.98956803500187,
|
|
"param": [
|
|
{
|
|
"p": 0.08318965882062912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06568581610918045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06492961198091507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663856565952301,
|
|
"m": 0.7942755818367004
|
|
},
|
|
{
|
|
"p": 0.05924352630972862,
|
|
"m": 0.06080236658453941
|
|
},
|
|
{
|
|
"p": 0.06324046105146408,
|
|
"m": 0.8692930340766907
|
|
},
|
|
{
|
|
"p": 0.08345074206590652,
|
|
"m": 0.9439534544944763
|
|
},
|
|
{
|
|
"p": 0.08065983653068542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08376965671777725,
|
|
"m": 0.977863609790802
|
|
},
|
|
{
|
|
"p": 0.06106916815042496,
|
|
"m": 0.9997230768203735
|
|
},
|
|
{
|
|
"p": 0.08334746956825256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07762102037668228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719301626086235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05547725036740303,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.2748737335205078,
|
|
"val_loss": 0.9622275233268738,
|
|
"acc": 68.65,
|
|
"time": 175.29284570302116,
|
|
"param": [
|
|
{
|
|
"p": 0.09829863905906677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03249075636267662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08846870064735413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04032513499259949,
|
|
"m": 0.828120768070221
|
|
},
|
|
{
|
|
"p": 0.08343105763196945,
|
|
"m": 0.11894747614860535
|
|
},
|
|
{
|
|
"p": 0.07335192710161209,
|
|
"m": 0.8967542052268982
|
|
},
|
|
{
|
|
"p": 0.0710178017616272,
|
|
"m": 0.9016286730766296
|
|
},
|
|
{
|
|
"p": 0.06561814248561859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08869321644306183,
|
|
"m": 0.9996215105056763
|
|
},
|
|
{
|
|
"p": 0.0711275041103363,
|
|
"m": 0.9758597016334534
|
|
},
|
|
{
|
|
"p": 0.05906356871128082,
|
|
"m": 0.9978387355804443
|
|
},
|
|
{
|
|
"p": 0.08854001760482788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08842246234416962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0511510893702507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.2062989473342896,
|
|
"val_loss": 0.903919517993927,
|
|
"acc": 69.36,
|
|
"time": 160.03641352598788,
|
|
"param": [
|
|
{
|
|
"p": 0.09449414163827896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05269299075007439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056697119027376175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051819536834955215,
|
|
"m": 0.8902401328086853
|
|
},
|
|
{
|
|
"p": 0.07966987043619156,
|
|
"m": 0.2141665667295456
|
|
},
|
|
{
|
|
"p": 0.08081099390983582,
|
|
"m": 0.9589148163795471
|
|
},
|
|
{
|
|
"p": 0.06332094967365265,
|
|
"m": 0.9920973777770996
|
|
},
|
|
{
|
|
"p": 0.06487146019935608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09099383652210236,
|
|
"m": 0.9752190113067627
|
|
},
|
|
{
|
|
"p": 0.07530562579631805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127364724874496,
|
|
"m": 0.9893785715103149
|
|
},
|
|
{
|
|
"p": 0.08675232529640198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06350811570882797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06778933107852936,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.0085994005203247,
|
|
"val_loss": 0.9372516870498657,
|
|
"acc": 68.57,
|
|
"time": 166.65945244400064,
|
|
"param": [
|
|
{
|
|
"p": 0.07078896462917328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07317788898944855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452643662691116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784190371632576,
|
|
"m": 0.9996707439422607
|
|
},
|
|
{
|
|
"p": 0.07254277914762497,
|
|
"m": 0.1981598287820816
|
|
},
|
|
{
|
|
"p": 0.06511896848678589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06567960232496262,
|
|
"m": 0.9945881366729736
|
|
},
|
|
{
|
|
"p": 0.07525693625211716,
|
|
"m": 0.9920299053192139
|
|
},
|
|
{
|
|
"p": 0.08810370415449142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08104162663221359,
|
|
"m": 0.9999342560768127
|
|
},
|
|
{
|
|
"p": 0.06427117437124252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06453000754117966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08678355813026428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039759356528520584,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.0110423564910889,
|
|
"val_loss": 0.8381399512290955,
|
|
"acc": 69.75,
|
|
"time": 168.69224033798673,
|
|
"param": [
|
|
{
|
|
"p": 0.0711367130279541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04563051462173462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08495383709669113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06501966714859009,
|
|
"m": 0.982162594795227
|
|
},
|
|
{
|
|
"p": 0.07344894856214523,
|
|
"m": 0.2361183762550354
|
|
},
|
|
{
|
|
"p": 0.08258184045553207,
|
|
"m": 0.9765737652778625
|
|
},
|
|
{
|
|
"p": 0.07529649138450623,
|
|
"m": 0.9805480241775513
|
|
},
|
|
{
|
|
"p": 0.07281933724880219,
|
|
"m": 0.9856600165367126
|
|
},
|
|
{
|
|
"p": 0.08542522042989731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06972362846136093,
|
|
"m": 0.9593707323074341
|
|
},
|
|
{
|
|
"p": 0.07514657825231552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374653965234756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07922140508890152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04584931209683418,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.3634870052337646,
|
|
"val_loss": 0.8081698417663574,
|
|
"acc": 69.68,
|
|
"time": 180.71971338399453,
|
|
"param": [
|
|
{
|
|
"p": 0.09485598653554916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03429146856069565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10414132475852966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0512823648750782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07041441649198532,
|
|
"m": 0.17526449263095856
|
|
},
|
|
{
|
|
"p": 0.054849058389663696,
|
|
"m": 0.9356077909469604
|
|
},
|
|
{
|
|
"p": 0.06578925251960754,
|
|
"m": 0.9348196983337402
|
|
},
|
|
{
|
|
"p": 0.04471150040626526,
|
|
"m": 0.9376934766769409
|
|
},
|
|
{
|
|
"p": 0.054462283849716187,
|
|
"m": 0.9300265312194824
|
|
},
|
|
{
|
|
"p": 0.07050831615924835,
|
|
"m": 0.9944897890090942
|
|
},
|
|
{
|
|
"p": 0.0916653648018837,
|
|
"m": 0.9399220943450928
|
|
},
|
|
{
|
|
"p": 0.09454040974378586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08713284134864807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08135544508695602,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.2581291198730469,
|
|
"val_loss": 0.9525506496429443,
|
|
"acc": 67.58,
|
|
"time": 166.88021108100656,
|
|
"param": [
|
|
{
|
|
"p": 0.07705631107091904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05081655830144882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218006253242493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06375936418771744,
|
|
"m": 0.9503908157348633
|
|
},
|
|
{
|
|
"p": 0.07074644416570663,
|
|
"m": 0.35173773765563965
|
|
},
|
|
{
|
|
"p": 0.0819934532046318,
|
|
"m": 0.9003986716270447
|
|
},
|
|
{
|
|
"p": 0.06747908145189285,
|
|
"m": 0.8782891631126404
|
|
},
|
|
{
|
|
"p": 0.07818830758333206,
|
|
"m": 0.989287257194519
|
|
},
|
|
{
|
|
"p": 0.06653674691915512,
|
|
"m": 0.9719960689544678
|
|
},
|
|
{
|
|
"p": 0.08191253989934921,
|
|
"m": 0.9978402256965637
|
|
},
|
|
{
|
|
"p": 0.09061460196971893,
|
|
"m": 0.991356372833252
|
|
},
|
|
{
|
|
"p": 0.06512850522994995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08620771020650864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04738026484847069,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.9794780015945435,
|
|
"val_loss": 0.960568904876709,
|
|
"acc": 68.58,
|
|
"time": 160.82227530298405,
|
|
"param": [
|
|
{
|
|
"p": 0.08601074665784836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06620300561189651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07181456685066223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04903680086135864,
|
|
"m": 0.8829711675643921
|
|
},
|
|
{
|
|
"p": 0.0706125795841217,
|
|
"m": 0.26401856541633606
|
|
},
|
|
{
|
|
"p": 0.09043608605861664,
|
|
"m": 0.9609628915786743
|
|
},
|
|
{
|
|
"p": 0.08142612874507904,
|
|
"m": 0.8614382743835449
|
|
},
|
|
{
|
|
"p": 0.06825380772352219,
|
|
"m": 0.9634360671043396
|
|
},
|
|
{
|
|
"p": 0.07485108822584152,
|
|
"m": 0.9903022646903992
|
|
},
|
|
{
|
|
"p": 0.07553418725728989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058266714215278625,
|
|
"m": 0.9969244599342346
|
|
},
|
|
{
|
|
"p": 0.07629124075174332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107473164796829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06018832325935364,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.1213291883468628,
|
|
"val_loss": 0.8123487234115601,
|
|
"acc": 69.29,
|
|
"time": 168.82742247197893,
|
|
"param": [
|
|
{
|
|
"p": 0.08259249478578568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05022933706641197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266045153141022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351087778806686,
|
|
"m": 0.8314138650894165
|
|
},
|
|
{
|
|
"p": 0.05520240589976311,
|
|
"m": 0.24561557173728943
|
|
},
|
|
{
|
|
"p": 0.08279624581336975,
|
|
"m": 0.9185661673545837
|
|
},
|
|
{
|
|
"p": 0.055556703358888626,
|
|
"m": 0.8154826760292053
|
|
},
|
|
{
|
|
"p": 0.056248582899570465,
|
|
"m": 0.9944198131561279
|
|
},
|
|
{
|
|
"p": 0.08270125836133957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06438350677490234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07835721969604492,
|
|
"m": 0.9964914917945862
|
|
},
|
|
{
|
|
"p": 0.07550512999296188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09418167918920517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06607409566640854,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.1379095315933228,
|
|
"val_loss": 0.9052817225456238,
|
|
"acc": 68.87,
|
|
"time": 176.3969828200061,
|
|
"param": [
|
|
{
|
|
"p": 0.08639126271009445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06011288985610008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08333370834589005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07646779716014862,
|
|
"m": 0.7831296920776367
|
|
},
|
|
{
|
|
"p": 0.06624403595924377,
|
|
"m": 0.22783583402633667
|
|
},
|
|
{
|
|
"p": 0.05857357755303383,
|
|
"m": 0.8725152015686035
|
|
},
|
|
{
|
|
"p": 0.0581006221473217,
|
|
"m": 0.903996467590332
|
|
},
|
|
{
|
|
"p": 0.07363811880350113,
|
|
"m": 0.9324973225593567
|
|
},
|
|
{
|
|
"p": 0.06147008389234543,
|
|
"m": 0.9939993023872375
|
|
},
|
|
{
|
|
"p": 0.07447563111782074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05629299581050873,
|
|
"m": 0.9512181878089905
|
|
},
|
|
{
|
|
"p": 0.07868734747171402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09277913719415665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07343270629644394,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.9709119200706482,
|
|
"val_loss": 0.830115556716919,
|
|
"acc": 69.86,
|
|
"time": 175.01829396098037,
|
|
"param": [
|
|
{
|
|
"p": 0.06658142060041428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037746019661426544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05999079719185829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05074940621852875,
|
|
"m": 0.7741693258285522
|
|
},
|
|
{
|
|
"p": 0.08125170320272446,
|
|
"m": 0.24174879491329193
|
|
},
|
|
{
|
|
"p": 0.05839880183339119,
|
|
"m": 0.8980216383934021
|
|
},
|
|
{
|
|
"p": 0.08942492306232452,
|
|
"m": 0.810843288898468
|
|
},
|
|
{
|
|
"p": 0.07364872843027115,
|
|
"m": 0.7607598304748535
|
|
},
|
|
{
|
|
"p": 0.07493939250707626,
|
|
"m": 0.9996331930160522
|
|
},
|
|
{
|
|
"p": 0.09743040055036545,
|
|
"m": 0.9591026306152344
|
|
},
|
|
{
|
|
"p": 0.06913912296295166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09680632501840591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08814598619937897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05574702098965645,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.1092058420181274,
|
|
"val_loss": 0.8095650672912598,
|
|
"acc": 70.88,
|
|
"time": 181.17882507501054,
|
|
"param": [
|
|
{
|
|
"p": 0.0963209718465805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052829526364803314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07402866333723068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05774730443954468,
|
|
"m": 0.7693309783935547
|
|
},
|
|
{
|
|
"p": 0.06021660566329956,
|
|
"m": 0.22149787843227386
|
|
},
|
|
{
|
|
"p": 0.06800458580255508,
|
|
"m": 0.7991482019424438
|
|
},
|
|
{
|
|
"p": 0.08281103521585464,
|
|
"m": 0.7250016927719116
|
|
},
|
|
{
|
|
"p": 0.08386340737342834,
|
|
"m": 0.7623625993728638
|
|
},
|
|
{
|
|
"p": 0.09211896359920502,
|
|
"m": 0.9952128529548645
|
|
},
|
|
{
|
|
"p": 0.0629887655377388,
|
|
"m": 0.9807263612747192
|
|
},
|
|
{
|
|
"p": 0.056906163692474365,
|
|
"m": 0.9747959971427917
|
|
},
|
|
{
|
|
"p": 0.08250461518764496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720297321677208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05762965977191925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.8531058430671692,
|
|
"val_loss": 0.8793947696685791,
|
|
"acc": 69.97,
|
|
"time": 167.30531340299058,
|
|
"param": [
|
|
{
|
|
"p": 0.08411524444818497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051681648939847946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08905543386936188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05977955833077431,
|
|
"m": 0.7588497996330261
|
|
},
|
|
{
|
|
"p": 0.06664126366376877,
|
|
"m": 0.2504080533981323
|
|
},
|
|
{
|
|
"p": 0.06874243170022964,
|
|
"m": 0.9031516313552856
|
|
},
|
|
{
|
|
"p": 0.06424136459827423,
|
|
"m": 0.7727171778678894
|
|
},
|
|
{
|
|
"p": 0.06024552881717682,
|
|
"m": 0.7553537487983704
|
|
},
|
|
{
|
|
"p": 0.07673381268978119,
|
|
"m": 0.9827069640159607
|
|
},
|
|
{
|
|
"p": 0.08555016666650772,
|
|
"m": 0.9687896370887756
|
|
},
|
|
{
|
|
"p": 0.06805548816919327,
|
|
"m": 0.9989675879478455
|
|
},
|
|
{
|
|
"p": 0.07152413576841354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241741359233856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121646404266357,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.9302017092704773,
|
|
"val_loss": 0.9006104469299316,
|
|
"acc": 69.92,
|
|
"time": 181.96058715498657,
|
|
"param": [
|
|
{
|
|
"p": 0.07949214428663254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044163595885038376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09547071158885956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09240464866161346,
|
|
"m": 0.754264235496521
|
|
},
|
|
{
|
|
"p": 0.07590819895267487,
|
|
"m": 0.23969236016273499
|
|
},
|
|
{
|
|
"p": 0.0483282208442688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07920358330011368,
|
|
"m": 0.7952430248260498
|
|
},
|
|
{
|
|
"p": 0.06267394125461578,
|
|
"m": 0.9170990586280823
|
|
},
|
|
{
|
|
"p": 0.05278853327035904,
|
|
"m": 0.8766941428184509
|
|
},
|
|
{
|
|
"p": 0.07321323454380035,
|
|
"m": 0.9509428143501282
|
|
},
|
|
{
|
|
"p": 0.07209166139364243,
|
|
"m": 0.9656561017036438
|
|
},
|
|
{
|
|
"p": 0.053680893033742905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09336566925048828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07721494883298874,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.9592134356498718,
|
|
"val_loss": 0.7698915600776672,
|
|
"acc": 70.56,
|
|
"time": 190.6739673439879,
|
|
"param": [
|
|
{
|
|
"p": 0.09068585932254791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05890984833240509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060960862785577774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06479446589946747,
|
|
"m": 0.6810346245765686
|
|
},
|
|
{
|
|
"p": 0.08015970140695572,
|
|
"m": 0.20907218754291534
|
|
},
|
|
{
|
|
"p": 0.07853163778781891,
|
|
"m": 0.9267549514770508
|
|
},
|
|
{
|
|
"p": 0.06616759300231934,
|
|
"m": 0.7146389484405518
|
|
},
|
|
{
|
|
"p": 0.052373096346855164,
|
|
"m": 0.9996435046195984
|
|
},
|
|
{
|
|
"p": 0.08963381499052048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10171245783567429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05739131569862366,
|
|
"m": 0.9769816398620605
|
|
},
|
|
{
|
|
"p": 0.07593946903944016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07621222734451294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04652756452560425,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.9688424468040466,
|
|
"val_loss": 0.8040032982826233,
|
|
"acc": 69.0,
|
|
"time": 179.51939244000823,
|
|
"param": [
|
|
{
|
|
"p": 0.08804468810558319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04694618284702301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08520331978797913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0543912835419178,
|
|
"m": 0.7475055456161499
|
|
},
|
|
{
|
|
"p": 0.06151607260107994,
|
|
"m": 0.1917872428894043
|
|
},
|
|
{
|
|
"p": 0.07203078269958496,
|
|
"m": 0.8417387008666992
|
|
},
|
|
{
|
|
"p": 0.07240825891494751,
|
|
"m": 0.8929515480995178
|
|
},
|
|
{
|
|
"p": 0.07935846596956253,
|
|
"m": 0.9426161646842957
|
|
},
|
|
{
|
|
"p": 0.06934753060340881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06256043910980225,
|
|
"m": 0.9931949973106384
|
|
},
|
|
{
|
|
"p": 0.047242436558008194,
|
|
"m": 0.9567726254463196
|
|
},
|
|
{
|
|
"p": 0.07688340544700623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10725315660238266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07681390643119812,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.1500433683395386,
|
|
"val_loss": 1.0251034498214722,
|
|
"acc": 70.06,
|
|
"time": 167.51010903398856,
|
|
"param": [
|
|
{
|
|
"p": 0.08190750330686569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04858101159334183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09476881474256516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08621449768543243,
|
|
"m": 0.8933674693107605
|
|
},
|
|
{
|
|
"p": 0.07479041069746017,
|
|
"m": 0.21582874655723572
|
|
},
|
|
{
|
|
"p": 0.07135937362909317,
|
|
"m": 0.9514116048812866
|
|
},
|
|
{
|
|
"p": 0.04364130645990372,
|
|
"m": 0.9995888471603394
|
|
},
|
|
{
|
|
"p": 0.05346003919839859,
|
|
"m": 0.9646613597869873
|
|
},
|
|
{
|
|
"p": 0.07346975803375244,
|
|
"m": 0.9857982397079468
|
|
},
|
|
{
|
|
"p": 0.06828360259532928,
|
|
"m": 0.9993113875389099
|
|
},
|
|
{
|
|
"p": 0.07000051438808441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06699869781732559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08959688246250153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07692757993936539,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.9491869807243347,
|
|
"val_loss": 0.7716692686080933,
|
|
"acc": 69.46,
|
|
"time": 177.00967865501298,
|
|
"param": [
|
|
{
|
|
"p": 0.0849749892950058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043002642691135406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05805679038167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04770670831203461,
|
|
"m": 0.9325480461120605
|
|
},
|
|
{
|
|
"p": 0.09781506657600403,
|
|
"m": 0.31532084941864014
|
|
},
|
|
{
|
|
"p": 0.028353095054626465,
|
|
"m": 0.8906198143959045
|
|
},
|
|
{
|
|
"p": 0.08307123929262161,
|
|
"m": 0.9111930131912231
|
|
},
|
|
{
|
|
"p": 0.03989710658788681,
|
|
"m": 0.8836750388145447
|
|
},
|
|
{
|
|
"p": 0.09613484889268875,
|
|
"m": 0.9673470258712769
|
|
},
|
|
{
|
|
"p": 0.085922010242939,
|
|
"m": 0.9990434646606445
|
|
},
|
|
{
|
|
"p": 0.07191691547632217,
|
|
"m": 0.9772075414657593
|
|
},
|
|
{
|
|
"p": 0.10633797943592072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09194579720497131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486476212739944,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.0360974073410034,
|
|
"val_loss": 0.8031541109085083,
|
|
"acc": 70.42,
|
|
"time": 178.92337053301162,
|
|
"param": [
|
|
{
|
|
"p": 0.08099963515996933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035286590456962585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0936267152428627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04841296747326851,
|
|
"m": 0.9210332036018372
|
|
},
|
|
{
|
|
"p": 0.059854310005903244,
|
|
"m": 0.29946327209472656
|
|
},
|
|
{
|
|
"p": 0.06939086318016052,
|
|
"m": 0.9557369947433472
|
|
},
|
|
{
|
|
"p": 0.08596230298280716,
|
|
"m": 0.8955380916595459
|
|
},
|
|
{
|
|
"p": 0.051568396389484406,
|
|
"m": 0.9824222326278687
|
|
},
|
|
{
|
|
"p": 0.07597576081752777,
|
|
"m": 0.9307079911231995
|
|
},
|
|
{
|
|
"p": 0.08633909374475479,
|
|
"m": 0.9764862060546875
|
|
},
|
|
{
|
|
"p": 0.0918041467666626,
|
|
"m": 0.965471625328064
|
|
},
|
|
{
|
|
"p": 0.0750482827425003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09141816198825836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05431270971894264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.398516297340393,
|
|
"val_loss": 0.7972166538238525,
|
|
"acc": 70.68,
|
|
"time": 164.25813856400782,
|
|
"param": [
|
|
{
|
|
"p": 0.08123394846916199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09161081910133362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128210365772247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07664404064416885,
|
|
"m": 0.8994364142417908
|
|
},
|
|
{
|
|
"p": 0.057055406272411346,
|
|
"m": 0.380840927362442
|
|
},
|
|
{
|
|
"p": 0.054581258445978165,
|
|
"m": 0.9753401875495911
|
|
},
|
|
{
|
|
"p": 0.056415192782878876,
|
|
"m": 0.9945380687713623
|
|
},
|
|
{
|
|
"p": 0.07478716969490051,
|
|
"m": 0.9339491128921509
|
|
},
|
|
{
|
|
"p": 0.07732757925987244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06602732092142105,
|
|
"m": 0.9941504001617432
|
|
},
|
|
{
|
|
"p": 0.06760931015014648,
|
|
"m": 0.999163806438446
|
|
},
|
|
{
|
|
"p": 0.08563289791345596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07837457209825516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0614183284342289,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.9543634057044983,
|
|
"val_loss": 0.7655371427536011,
|
|
"acc": 69.59,
|
|
"time": 177.38147487898823,
|
|
"param": [
|
|
{
|
|
"p": 0.08175622671842575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131599634885788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059788208454847336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061078961938619614,
|
|
"m": 0.946735143661499
|
|
},
|
|
{
|
|
"p": 0.052645452320575714,
|
|
"m": 0.467663437128067
|
|
},
|
|
{
|
|
"p": 0.06020914018154144,
|
|
"m": 0.9533278346061707
|
|
},
|
|
{
|
|
"p": 0.09705329686403275,
|
|
"m": 0.9700226783752441
|
|
},
|
|
{
|
|
"p": 0.07093807309865952,
|
|
"m": 0.9841397404670715
|
|
},
|
|
{
|
|
"p": 0.0887005552649498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140550017356873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0812741070985794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127878814935684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08535179495811462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04720393568277359,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.1295766830444336,
|
|
"val_loss": 0.88740074634552,
|
|
"acc": 71.23,
|
|
"time": 161.89041796099627,
|
|
"param": [
|
|
{
|
|
"p": 0.06943637877702713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07582724094390869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712252646684647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05548906326293945,
|
|
"m": 0.7705926895141602
|
|
},
|
|
{
|
|
"p": 0.054749876260757446,
|
|
"m": 0.4273669421672821
|
|
},
|
|
{
|
|
"p": 0.08077545464038849,
|
|
"m": 0.8428338766098022
|
|
},
|
|
{
|
|
"p": 0.06745639443397522,
|
|
"m": 0.98885178565979
|
|
},
|
|
{
|
|
"p": 0.09417833387851715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07896836847066879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08078031986951828,
|
|
"m": 0.9718345999717712
|
|
},
|
|
{
|
|
"p": 0.0594005323946476,
|
|
"m": 0.9706084132194519
|
|
},
|
|
{
|
|
"p": 0.07150627672672272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168834656476974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07262089103460312,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.2606669664382935,
|
|
"val_loss": 0.8865427374839783,
|
|
"acc": 70.95,
|
|
"time": 184.48761021601968,
|
|
"param": [
|
|
{
|
|
"p": 0.07815782725811005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04127158597111702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07200028002262115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06475663185119629,
|
|
"m": 0.6897051334381104
|
|
},
|
|
{
|
|
"p": 0.057851020246744156,
|
|
"m": 0.2704961895942688
|
|
},
|
|
{
|
|
"p": 0.0692390501499176,
|
|
"m": 0.8500089049339294
|
|
},
|
|
{
|
|
"p": 0.0819314494729042,
|
|
"m": 0.8425493240356445
|
|
},
|
|
{
|
|
"p": 0.08391677588224411,
|
|
"m": 0.9109214544296265
|
|
},
|
|
{
|
|
"p": 0.08313050866127014,
|
|
"m": 0.9884284138679504
|
|
},
|
|
{
|
|
"p": 0.06665167212486267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399822771549225,
|
|
"m": 0.9094817638397217
|
|
},
|
|
{
|
|
"p": 0.07401362806558609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07461250573396683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07846883684396744,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.3062890768051147,
|
|
"val_loss": 0.8860796689987183,
|
|
"acc": 69.65,
|
|
"time": 181.0590704450151,
|
|
"param": [
|
|
{
|
|
"p": 0.09402938187122345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0618300661444664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06652306765317917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171295791864395,
|
|
"m": 0.8507105708122253
|
|
},
|
|
{
|
|
"p": 0.05472184345126152,
|
|
"m": 0.4225883185863495
|
|
},
|
|
{
|
|
"p": 0.057857174426317215,
|
|
"m": 0.8014676570892334
|
|
},
|
|
{
|
|
"p": 0.07662293314933777,
|
|
"m": 0.7594872117042542
|
|
},
|
|
{
|
|
"p": 0.0766989067196846,
|
|
"m": 0.9976229667663574
|
|
},
|
|
{
|
|
"p": 0.06993435323238373,
|
|
"m": 0.9909377098083496
|
|
},
|
|
{
|
|
"p": 0.06957367062568665,
|
|
"m": 0.9818471074104309
|
|
},
|
|
{
|
|
"p": 0.08388224244117737,
|
|
"m": 0.940851628780365
|
|
},
|
|
{
|
|
"p": 0.06887774169445038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08505414426326752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07268138229846954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.0800760984420776,
|
|
"val_loss": 0.8363434076309204,
|
|
"acc": 70.44,
|
|
"time": 187.94369509399985,
|
|
"param": [
|
|
{
|
|
"p": 0.06985096633434296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060952674597501755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08938803523778915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074522964656353,
|
|
"m": 0.6762039065361023
|
|
},
|
|
{
|
|
"p": 0.08880652487277985,
|
|
"m": 0.35193121433258057
|
|
},
|
|
{
|
|
"p": 0.07241173833608627,
|
|
"m": 0.8305681347846985
|
|
},
|
|
{
|
|
"p": 0.06669587641954422,
|
|
"m": 0.8232083320617676
|
|
},
|
|
{
|
|
"p": 0.040565360337495804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06924854964017868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457483559846878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0544685535132885,
|
|
"m": 0.9419510364532471
|
|
},
|
|
{
|
|
"p": 0.08970744907855988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686180621385574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719447061419487,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.0435078144073486,
|
|
"val_loss": 0.7540082335472107,
|
|
"acc": 70.26,
|
|
"time": 182.6432796959998,
|
|
"param": [
|
|
{
|
|
"p": 0.08121205866336823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05984143540263176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714244693517685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04412228241562843,
|
|
"m": 0.7427976131439209
|
|
},
|
|
{
|
|
"p": 0.03774218261241913,
|
|
"m": 0.3704007565975189
|
|
},
|
|
{
|
|
"p": 0.07086610049009323,
|
|
"m": 0.7922012805938721
|
|
},
|
|
{
|
|
"p": 0.09009024500846863,
|
|
"m": 0.8355359435081482
|
|
},
|
|
{
|
|
"p": 0.07471620291471481,
|
|
"m": 0.9218526482582092
|
|
},
|
|
{
|
|
"p": 0.08638551086187363,
|
|
"m": 0.998894453048706
|
|
},
|
|
{
|
|
"p": 0.07077120989561081,
|
|
"m": 0.9694244265556335
|
|
},
|
|
{
|
|
"p": 0.07590942829847336,
|
|
"m": 0.9505068063735962
|
|
},
|
|
{
|
|
"p": 0.07070895284414291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08656489104032516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07964497804641724,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.9378613233566284,
|
|
"val_loss": 0.8120099306106567,
|
|
"acc": 70.21,
|
|
"time": 180.19814255699748,
|
|
"param": [
|
|
{
|
|
"p": 0.07493340969085693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276591122150421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595599442720413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06488052755594254,
|
|
"m": 0.8037630915641785
|
|
},
|
|
{
|
|
"p": 0.046795424073934555,
|
|
"m": 0.3633926510810852
|
|
},
|
|
{
|
|
"p": 0.08295892179012299,
|
|
"m": 0.9199743866920471
|
|
},
|
|
{
|
|
"p": 0.07971207052469254,
|
|
"m": 0.8884433507919312
|
|
},
|
|
{
|
|
"p": 0.06754722446203232,
|
|
"m": 0.9887568354606628
|
|
},
|
|
{
|
|
"p": 0.07198068499565125,
|
|
"m": 0.9863499999046326
|
|
},
|
|
{
|
|
"p": 0.0760674849152565,
|
|
"m": 0.9997265338897705
|
|
},
|
|
{
|
|
"p": 0.06608282029628754,
|
|
"m": 0.9719846248626709
|
|
},
|
|
{
|
|
"p": 0.07555233687162399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09016842395067215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06459882855415344,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.7762370109558105,
|
|
"val_loss": 0.8210176229476929,
|
|
"acc": 71.09,
|
|
"time": 177.84172282199143,
|
|
"param": [
|
|
{
|
|
"p": 0.08590023219585419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04937988519668579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09795165807008743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041197944432497025,
|
|
"m": 0.7743183970451355
|
|
},
|
|
{
|
|
"p": 0.06796131283044815,
|
|
"m": 0.3340962529182434
|
|
},
|
|
{
|
|
"p": 0.06652611494064331,
|
|
"m": 0.9818127155303955
|
|
},
|
|
{
|
|
"p": 0.060651738196611404,
|
|
"m": 0.8268371224403381
|
|
},
|
|
{
|
|
"p": 0.050932228565216064,
|
|
"m": 0.9623512029647827
|
|
},
|
|
{
|
|
"p": 0.06849652528762817,
|
|
"m": 0.9767378568649292
|
|
},
|
|
{
|
|
"p": 0.0697130411863327,
|
|
"m": 0.9827674627304077
|
|
},
|
|
{
|
|
"p": 0.08549777418375015,
|
|
"m": 0.9665276408195496
|
|
},
|
|
{
|
|
"p": 0.09615600854158401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08017425239086151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07946129143238068,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.0399277210235596,
|
|
"val_loss": 0.7218193411827087,
|
|
"acc": 70.7,
|
|
"time": 178.94580564601347,
|
|
"param": [
|
|
{
|
|
"p": 0.06359373033046722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060836683958768845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07873289287090302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698370561003685,
|
|
"m": 0.7540677189826965
|
|
},
|
|
{
|
|
"p": 0.049310628324747086,
|
|
"m": 0.40795955061912537
|
|
},
|
|
{
|
|
"p": 0.07033557444810867,
|
|
"m": 0.8969109058380127
|
|
},
|
|
{
|
|
"p": 0.07137542217969894,
|
|
"m": 0.8263619542121887
|
|
},
|
|
{
|
|
"p": 0.06150446832180023,
|
|
"m": 0.9075507521629333
|
|
},
|
|
{
|
|
"p": 0.06465671956539154,
|
|
"m": 0.9205297231674194
|
|
},
|
|
{
|
|
"p": 0.06884744018316269,
|
|
"m": 0.9997403025627136
|
|
},
|
|
{
|
|
"p": 0.10730994492769241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667668953537941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08854829519987106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07834425568580627,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.0361995697021484,
|
|
"val_loss": 0.8183094263076782,
|
|
"acc": 70.45,
|
|
"time": 175.92147760800435,
|
|
"param": [
|
|
{
|
|
"p": 0.07239266484975815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05586324259638786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07842489331960678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763181835412979,
|
|
"m": 0.827799916267395
|
|
},
|
|
{
|
|
"p": 0.07180847972631454,
|
|
"m": 0.41011756658554077
|
|
},
|
|
{
|
|
"p": 0.07416689395904541,
|
|
"m": 0.913567841053009
|
|
},
|
|
{
|
|
"p": 0.07536277920007706,
|
|
"m": 0.7008646130561829
|
|
},
|
|
{
|
|
"p": 0.05824587494134903,
|
|
"m": 0.923694372177124
|
|
},
|
|
{
|
|
"p": 0.06826817244291306,
|
|
"m": 0.9769314527511597
|
|
},
|
|
{
|
|
"p": 0.06417050957679749,
|
|
"m": 0.9023220539093018
|
|
},
|
|
{
|
|
"p": 0.07501952350139618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08999063819646835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06593487411737442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08271969109773636,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.1953647136688232,
|
|
"val_loss": 0.8131727576255798,
|
|
"acc": 70.91,
|
|
"time": 179.2369866980007,
|
|
"param": [
|
|
{
|
|
"p": 0.08247960358858109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04244893789291382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146856933832169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653000995516777,
|
|
"m": 0.796271800994873
|
|
},
|
|
{
|
|
"p": 0.047558482736349106,
|
|
"m": 0.5305371880531311
|
|
},
|
|
{
|
|
"p": 0.07823122292757034,
|
|
"m": 0.9073432683944702
|
|
},
|
|
{
|
|
"p": 0.10537968575954437,
|
|
"m": 0.7690072059631348
|
|
},
|
|
{
|
|
"p": 0.06285478919744492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141019403934479,
|
|
"m": 0.9510399103164673
|
|
},
|
|
{
|
|
"p": 0.07766200602054596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05364297702908516,
|
|
"m": 0.9447096586227417
|
|
},
|
|
{
|
|
"p": 0.08788347989320755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09841973334550858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05526019260287285,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.007717251777649,
|
|
"val_loss": 0.8097065687179565,
|
|
"acc": 70.45,
|
|
"time": 177.08768184602377,
|
|
"param": [
|
|
{
|
|
"p": 0.08398406952619553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06515110284090042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07832419872283936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03574373945593834,
|
|
"m": 0.8384900689125061
|
|
},
|
|
{
|
|
"p": 0.06538155674934387,
|
|
"m": 0.5565580129623413
|
|
},
|
|
{
|
|
"p": 0.07704233378171921,
|
|
"m": 0.9615558981895447
|
|
},
|
|
{
|
|
"p": 0.06070580706000328,
|
|
"m": 0.9017613530158997
|
|
},
|
|
{
|
|
"p": 0.06606707721948624,
|
|
"m": 0.9729042649269104
|
|
},
|
|
{
|
|
"p": 0.08029066026210785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06336111575365067,
|
|
"m": 0.9980872273445129
|
|
},
|
|
{
|
|
"p": 0.09671733528375626,
|
|
"m": 0.9912776350975037
|
|
},
|
|
{
|
|
"p": 0.09169594198465347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07798633724451065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057548750191926956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.0406142473220825,
|
|
"val_loss": 0.7877123951911926,
|
|
"acc": 71.28,
|
|
"time": 184.74682274399674,
|
|
"param": [
|
|
{
|
|
"p": 0.08673439919948578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06687701493501663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255724281072617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050758179277181625,
|
|
"m": 0.8859131932258606
|
|
},
|
|
{
|
|
"p": 0.05617548152804375,
|
|
"m": 0.4362122118473053
|
|
},
|
|
{
|
|
"p": 0.07508467882871628,
|
|
"m": 0.8800778388977051
|
|
},
|
|
{
|
|
"p": 0.06608734279870987,
|
|
"m": 0.9284036755561829
|
|
},
|
|
{
|
|
"p": 0.06846741586923599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09388213604688644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06359624117612839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796373039484024,
|
|
"m": 0.9396754503250122
|
|
},
|
|
{
|
|
"p": 0.0711560845375061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07477197051048279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421444147825241,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.0940632820129395,
|
|
"val_loss": 0.8205294013023376,
|
|
"acc": 71.28,
|
|
"time": 182.94125915900804,
|
|
"param": [
|
|
{
|
|
"p": 0.0751277282834053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051801763474941254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08578546345233917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04317905381321907,
|
|
"m": 0.9253065586090088
|
|
},
|
|
{
|
|
"p": 0.06723513454198837,
|
|
"m": 0.5141506791114807
|
|
},
|
|
{
|
|
"p": 0.06918077170848846,
|
|
"m": 0.8551653623580933
|
|
},
|
|
{
|
|
"p": 0.08088674396276474,
|
|
"m": 0.7540769577026367
|
|
},
|
|
{
|
|
"p": 0.057104628533124924,
|
|
"m": 0.9656350016593933
|
|
},
|
|
{
|
|
"p": 0.07137985527515411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900448888540268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08048724383115768,
|
|
"m": 0.9456057548522949
|
|
},
|
|
{
|
|
"p": 0.08244353532791138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09541494399309158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096865236759186,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.0602641105651855,
|
|
"val_loss": 0.8684606552124023,
|
|
"acc": 70.86,
|
|
"time": 194.4083166079945,
|
|
"param": [
|
|
{
|
|
"p": 0.08856728672981262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04681970924139023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08676876127719879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835003942251205,
|
|
"m": 0.9640680551528931
|
|
},
|
|
{
|
|
"p": 0.05123021826148033,
|
|
"m": 0.5127590894699097
|
|
},
|
|
{
|
|
"p": 0.07315005362033844,
|
|
"m": 0.9175581336021423
|
|
},
|
|
{
|
|
"p": 0.059707630425691605,
|
|
"m": 0.8300698399543762
|
|
},
|
|
{
|
|
"p": 0.04436907172203064,
|
|
"m": 0.9474016427993774
|
|
},
|
|
{
|
|
"p": 0.09860438853502274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0914134755730629,
|
|
"m": 0.9952316284179688
|
|
},
|
|
{
|
|
"p": 0.08022036403417587,
|
|
"m": 0.9005083441734314
|
|
},
|
|
{
|
|
"p": 0.06477853655815125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07291220873594284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07310836017131805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.1762542724609375,
|
|
"val_loss": 0.9004084467887878,
|
|
"acc": 69.73,
|
|
"time": 191.33443485901807,
|
|
"param": [
|
|
{
|
|
"p": 0.0768003761768341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05296093225479126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09971533715724945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127757415175438,
|
|
"m": 0.9109057188034058
|
|
},
|
|
{
|
|
"p": 0.06885988265275955,
|
|
"m": 0.6745448708534241
|
|
},
|
|
{
|
|
"p": 0.07637587189674377,
|
|
"m": 0.9797015190124512
|
|
},
|
|
{
|
|
"p": 0.06639090180397034,
|
|
"m": 0.7845216393470764
|
|
},
|
|
{
|
|
"p": 0.07097826153039932,
|
|
"m": 0.9694567918777466
|
|
},
|
|
{
|
|
"p": 0.06297768652439117,
|
|
"m": 0.9835802912712097
|
|
},
|
|
{
|
|
"p": 0.07085087895393372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09005185216665268,
|
|
"m": 0.9438875317573547
|
|
},
|
|
{
|
|
"p": 0.0625496581196785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926447689533234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07094623148441315,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.8263460993766785,
|
|
"val_loss": 0.6584172248840332,
|
|
"acc": 71.54,
|
|
"time": 179.78912309301086,
|
|
"param": [
|
|
{
|
|
"p": 0.10033762454986572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05566198006272316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382790207862854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052980344742536545,
|
|
"m": 0.8905061483383179
|
|
},
|
|
{
|
|
"p": 0.06869320571422577,
|
|
"m": 0.6129682064056396
|
|
},
|
|
{
|
|
"p": 0.06608261168003082,
|
|
"m": 0.9268708825111389
|
|
},
|
|
{
|
|
"p": 0.0689592957496643,
|
|
"m": 0.8607574105262756
|
|
},
|
|
{
|
|
"p": 0.0767228826880455,
|
|
"m": 0.9069409966468811
|
|
},
|
|
{
|
|
"p": 0.06372892111539841,
|
|
"m": 0.9817042350769043
|
|
},
|
|
{
|
|
"p": 0.07865903526544571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05110280588269234,
|
|
"m": 0.898749828338623
|
|
},
|
|
{
|
|
"p": 0.0922592431306839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08246168494224548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07852239906787872,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.1935865879058838,
|
|
"val_loss": 0.8680514693260193,
|
|
"acc": 71.32,
|
|
"time": 181.44394709399785,
|
|
"param": [
|
|
{
|
|
"p": 0.0860147774219513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05785996839404106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0749121904373169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039291925728321075,
|
|
"m": 0.9120173454284668
|
|
},
|
|
{
|
|
"p": 0.0671120136976242,
|
|
"m": 0.6353288888931274
|
|
},
|
|
{
|
|
"p": 0.05587410926818848,
|
|
"m": 0.9511191248893738
|
|
},
|
|
{
|
|
"p": 0.08573273569345474,
|
|
"m": 0.8971120715141296
|
|
},
|
|
{
|
|
"p": 0.06930273771286011,
|
|
"m": 0.9220161437988281
|
|
},
|
|
{
|
|
"p": 0.06408122926950455,
|
|
"m": 0.8584575653076172
|
|
},
|
|
{
|
|
"p": 0.07764368504285812,
|
|
"m": 0.9827665090560913
|
|
},
|
|
{
|
|
"p": 0.0656047984957695,
|
|
"m": 0.9310792684555054
|
|
},
|
|
{
|
|
"p": 0.09609316289424896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08573830872774124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473842799663544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.001231074333191,
|
|
"val_loss": 0.8069496154785156,
|
|
"acc": 71.18,
|
|
"time": 177.08782604997396,
|
|
"param": [
|
|
{
|
|
"p": 0.07078371196985245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06543876230716705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08436598628759384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03924151882529259,
|
|
"m": 0.9301848411560059
|
|
},
|
|
{
|
|
"p": 0.050295889377593994,
|
|
"m": 0.6957215070724487
|
|
},
|
|
{
|
|
"p": 0.06500257551670074,
|
|
"m": 0.9771547317504883
|
|
},
|
|
{
|
|
"p": 0.10751579701900482,
|
|
"m": 0.9956246018409729
|
|
},
|
|
{
|
|
"p": 0.06668199598789215,
|
|
"m": 0.947851300239563
|
|
},
|
|
{
|
|
"p": 0.0830836147069931,
|
|
"m": 0.8210014700889587
|
|
},
|
|
{
|
|
"p": 0.08283216506242752,
|
|
"m": 0.9644037485122681
|
|
},
|
|
{
|
|
"p": 0.06427860260009766,
|
|
"m": 0.970066249370575
|
|
},
|
|
{
|
|
"p": 0.08392249792814255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442063093185425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06213623285293579,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.0773075819015503,
|
|
"val_loss": 0.7597226500511169,
|
|
"acc": 71.25,
|
|
"time": 188.35440236300929,
|
|
"param": [
|
|
{
|
|
"p": 0.06047336757183075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03951500356197357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08230965584516525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06894746422767639,
|
|
"m": 0.8515487909317017
|
|
},
|
|
{
|
|
"p": 0.06945447623729706,
|
|
"m": 0.7475802898406982
|
|
},
|
|
{
|
|
"p": 0.05541256442666054,
|
|
"m": 0.9832309484481812
|
|
},
|
|
{
|
|
"p": 0.07570187002420425,
|
|
"m": 0.910434365272522
|
|
},
|
|
{
|
|
"p": 0.08507534116506577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05147833004593849,
|
|
"m": 0.9342266917228699
|
|
},
|
|
{
|
|
"p": 0.06687108427286148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124184608459473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07630295306444168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09404099732637405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09317496418952942,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.9449632167816162,
|
|
"val_loss": 0.75255286693573,
|
|
"acc": 71.63,
|
|
"time": 183.7918395579909,
|
|
"param": [
|
|
{
|
|
"p": 0.09320589900016785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07662554830312729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06822025030851364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07070551812648773,
|
|
"m": 0.8287823796272278
|
|
},
|
|
{
|
|
"p": 0.054865386337041855,
|
|
"m": 0.6287140250205994
|
|
},
|
|
{
|
|
"p": 0.06516023725271225,
|
|
"m": 0.9640265107154846
|
|
},
|
|
{
|
|
"p": 0.071112260222435,
|
|
"m": 0.8427748084068298
|
|
},
|
|
{
|
|
"p": 0.06304940581321716,
|
|
"m": 0.9832085967063904
|
|
},
|
|
{
|
|
"p": 0.07192520052194595,
|
|
"m": 0.9165404438972473
|
|
},
|
|
{
|
|
"p": 0.0575096420943737,
|
|
"m": 0.9996933341026306
|
|
},
|
|
{
|
|
"p": 0.07237160950899124,
|
|
"m": 0.97209632396698
|
|
},
|
|
{
|
|
"p": 0.05959625914692879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10114079713821411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07451201230287552,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.08356773853302,
|
|
"val_loss": 0.8237559199333191,
|
|
"acc": 71.67,
|
|
"time": 163.33549441199284,
|
|
"param": [
|
|
{
|
|
"p": 0.05941226705908775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07447288930416107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623007893562317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150346040725708,
|
|
"m": 0.8751035928726196
|
|
},
|
|
{
|
|
"p": 0.10482937842607498,
|
|
"m": 0.6565139889717102
|
|
},
|
|
{
|
|
"p": 0.02715279348194599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04727552831172943,
|
|
"m": 0.827943742275238
|
|
},
|
|
{
|
|
"p": 0.07401565462350845,
|
|
"m": 0.9973981976509094
|
|
},
|
|
{
|
|
"p": 0.06832324713468552,
|
|
"m": 0.941119372844696
|
|
},
|
|
{
|
|
"p": 0.0763252004981041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08393070846796036,
|
|
"m": 0.9524656534194946
|
|
},
|
|
{
|
|
"p": 0.07870052754878998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08938731253147125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684410110116005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.147707462310791,
|
|
"val_loss": 0.8289178013801575,
|
|
"acc": 72.19,
|
|
"time": 173.41774571099086,
|
|
"param": [
|
|
{
|
|
"p": 0.07896843552589417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059567127376794815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08924053609371185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628848597407341,
|
|
"m": 0.9653295874595642
|
|
},
|
|
{
|
|
"p": 0.03121195174753666,
|
|
"m": 0.7069416046142578
|
|
},
|
|
{
|
|
"p": 0.06226770207285881,
|
|
"m": 0.9586995244026184
|
|
},
|
|
{
|
|
"p": 0.07783319056034088,
|
|
"m": 0.7125762104988098
|
|
},
|
|
{
|
|
"p": 0.10078606754541397,
|
|
"m": 0.9207879304885864
|
|
},
|
|
{
|
|
"p": 0.09946851432323456,
|
|
"m": 0.9909958839416504
|
|
},
|
|
{
|
|
"p": 0.059576183557510376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08108603209257126,
|
|
"m": 0.997206449508667
|
|
},
|
|
{
|
|
"p": 0.06207150220870972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07517004758119583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05986778810620308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.9878949522972107,
|
|
"val_loss": 0.7702296376228333,
|
|
"acc": 71.99,
|
|
"time": 178.63649330899352,
|
|
"param": [
|
|
{
|
|
"p": 0.08773624151945114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060071494430303574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08080989867448807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04294456169009209,
|
|
"m": 0.9246392250061035
|
|
},
|
|
{
|
|
"p": 0.053993649780750275,
|
|
"m": 0.6521613597869873
|
|
},
|
|
{
|
|
"p": 0.061121661216020584,
|
|
"m": 0.9882047176361084
|
|
},
|
|
{
|
|
"p": 0.06988833844661713,
|
|
"m": 0.7582226395606995
|
|
},
|
|
{
|
|
"p": 0.09096555411815643,
|
|
"m": 0.8215258121490479
|
|
},
|
|
{
|
|
"p": 0.07677314430475235,
|
|
"m": 0.9221764802932739
|
|
},
|
|
{
|
|
"p": 0.06825126707553864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06747983396053314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10203329473733902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08815225213766098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04977879300713539,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.019242286682129,
|
|
"val_loss": 0.9478181600570679,
|
|
"acc": 71.44,
|
|
"time": 180.49220592199708,
|
|
"param": [
|
|
{
|
|
"p": 0.06969999521970749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04116081818938255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07955674082040787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359888732433319,
|
|
"m": 0.9329680800437927
|
|
},
|
|
{
|
|
"p": 0.09389044344425201,
|
|
"m": 0.6644110679626465
|
|
},
|
|
{
|
|
"p": 0.03567574918270111,
|
|
"m": 0.8781587481498718
|
|
},
|
|
{
|
|
"p": 0.060828592628240585,
|
|
"m": 0.7608357667922974
|
|
},
|
|
{
|
|
"p": 0.04482542350888252,
|
|
"m": 0.8942341804504395
|
|
},
|
|
{
|
|
"p": 0.08605782687664032,
|
|
"m": 0.9532783031463623
|
|
},
|
|
{
|
|
"p": 0.050344936549663544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09832106530666351,
|
|
"m": 0.9677243232727051
|
|
},
|
|
{
|
|
"p": 0.06922149658203125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08582424372434616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09099364280700684,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.8139262795448303,
|
|
"val_loss": 0.8839755654335022,
|
|
"acc": 72.15,
|
|
"time": 174.84114123598556,
|
|
"param": [
|
|
{
|
|
"p": 0.0988052636384964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0623386986553669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08114233613014221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961695104837418,
|
|
"m": 0.9531673789024353
|
|
},
|
|
{
|
|
"p": 0.07883214205503464,
|
|
"m": 0.8198583722114563
|
|
},
|
|
{
|
|
"p": 0.06252828985452652,
|
|
"m": 0.8884549140930176
|
|
},
|
|
{
|
|
"p": 0.080414317548275,
|
|
"m": 0.7648415565490723
|
|
},
|
|
{
|
|
"p": 0.024508118629455566,
|
|
"m": 0.9163915514945984
|
|
},
|
|
{
|
|
"p": 0.08059117943048477,
|
|
"m": 0.9591869711875916
|
|
},
|
|
{
|
|
"p": 0.07553590089082718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06039728596806526,
|
|
"m": 0.9415868520736694
|
|
},
|
|
{
|
|
"p": 0.07575634866952896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08470530807971954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06482783704996109,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.083680272102356,
|
|
"val_loss": 0.8174402713775635,
|
|
"acc": 71.92,
|
|
"time": 175.31201418698765,
|
|
"param": [
|
|
{
|
|
"p": 0.0917927473783493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05755457282066345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07025819271802902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07226843386888504,
|
|
"m": 0.9917418956756592
|
|
},
|
|
{
|
|
"p": 0.06236173212528229,
|
|
"m": 0.9493337273597717
|
|
},
|
|
{
|
|
"p": 0.08229686319828033,
|
|
"m": 0.7714806795120239
|
|
},
|
|
{
|
|
"p": 0.07300157845020294,
|
|
"m": 0.8664212822914124
|
|
},
|
|
{
|
|
"p": 0.05462776869535446,
|
|
"m": 0.8790913820266724
|
|
},
|
|
{
|
|
"p": 0.06958422064781189,
|
|
"m": 0.8478466272354126
|
|
},
|
|
{
|
|
"p": 0.08745569735765457,
|
|
"m": 0.9826058745384216
|
|
},
|
|
{
|
|
"p": 0.05356211960315704,
|
|
"m": 0.9179490804672241
|
|
},
|
|
{
|
|
"p": 0.08267297595739365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07992193847894669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06264113634824753,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.0544668436050415,
|
|
"val_loss": 0.8312270045280457,
|
|
"acc": 71.65,
|
|
"time": 164.09014993000892,
|
|
"param": [
|
|
{
|
|
"p": 0.0629562959074974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05870172753930092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035007309168577194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280502676963806,
|
|
"m": 0.8199596405029297
|
|
},
|
|
{
|
|
"p": 0.06830181926488876,
|
|
"m": 0.9068219661712646
|
|
},
|
|
{
|
|
"p": 0.08174054324626923,
|
|
"m": 0.837445855140686
|
|
},
|
|
{
|
|
"p": 0.08381863683462143,
|
|
"m": 0.7890923619270325
|
|
},
|
|
{
|
|
"p": 0.0518181286752224,
|
|
"m": 0.7988771200180054
|
|
},
|
|
{
|
|
"p": 0.08736436069011688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0853792056441307,
|
|
"m": 0.9966575503349304
|
|
},
|
|
{
|
|
"p": 0.07442861050367355,
|
|
"m": 0.9516729116439819
|
|
},
|
|
{
|
|
"p": 0.0888945534825325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08070355653762817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07808028906583786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.229079246520996,
|
|
"val_loss": 0.8296784162521362,
|
|
"acc": 71.54,
|
|
"time": 175.15435136298765,
|
|
"param": [
|
|
{
|
|
"p": 0.09645001590251923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05354899540543556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05948678404092789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041714414954185486,
|
|
"m": 0.8952366709709167
|
|
},
|
|
{
|
|
"p": 0.056712500751018524,
|
|
"m": 0.9598022699356079
|
|
},
|
|
{
|
|
"p": 0.055233974009752274,
|
|
"m": 0.8631253838539124
|
|
},
|
|
{
|
|
"p": 0.07669377326965332,
|
|
"m": 0.852509617805481
|
|
},
|
|
{
|
|
"p": 0.08471693843603134,
|
|
"m": 0.8953414559364319
|
|
},
|
|
{
|
|
"p": 0.08514617383480072,
|
|
"m": 0.9941906332969666
|
|
},
|
|
{
|
|
"p": 0.06646149605512619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06665845960378647,
|
|
"m": 0.9585963487625122
|
|
},
|
|
{
|
|
"p": 0.0676003098487854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11303780227899551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0765383318066597,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.1702827215194702,
|
|
"val_loss": 0.7925205230712891,
|
|
"acc": 71.88,
|
|
"time": 180.41913957498036,
|
|
"param": [
|
|
{
|
|
"p": 0.08026844263076782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06670346111059189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06974237412214279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0552082434296608,
|
|
"m": 0.791970431804657
|
|
},
|
|
{
|
|
"p": 0.04566941782832146,
|
|
"m": 0.9722275733947754
|
|
},
|
|
{
|
|
"p": 0.058324214071035385,
|
|
"m": 0.9751703143119812
|
|
},
|
|
{
|
|
"p": 0.08367904275655746,
|
|
"m": 0.8239260315895081
|
|
},
|
|
{
|
|
"p": 0.08488471806049347,
|
|
"m": 0.997448742389679
|
|
},
|
|
{
|
|
"p": 0.05611708387732506,
|
|
"m": 0.9624513983726501
|
|
},
|
|
{
|
|
"p": 0.08620329201221466,
|
|
"m": 0.9325047135353088
|
|
},
|
|
{
|
|
"p": 0.07086027413606644,
|
|
"m": 0.9642524123191833
|
|
},
|
|
{
|
|
"p": 0.06174881383776665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0976424291729927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08294815570116043,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.1127735376358032,
|
|
"val_loss": 0.6861382722854614,
|
|
"acc": 71.64,
|
|
"time": 177.9714353409945,
|
|
"param": [
|
|
{
|
|
"p": 0.09333071112632751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08162636309862137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093950361013412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07390855997800827,
|
|
"m": 0.9173740744590759
|
|
},
|
|
{
|
|
"p": 0.034015968441963196,
|
|
"m": 0.9901638627052307
|
|
},
|
|
{
|
|
"p": 0.07296871393918991,
|
|
"m": 0.936254620552063
|
|
},
|
|
{
|
|
"p": 0.0609176829457283,
|
|
"m": 0.802527904510498
|
|
},
|
|
{
|
|
"p": 0.0786670446395874,
|
|
"m": 0.8882534503936768
|
|
},
|
|
{
|
|
"p": 0.08496244996786118,
|
|
"m": 0.895951509475708
|
|
},
|
|
{
|
|
"p": 0.05690004304051399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0797664150595665,
|
|
"m": 0.9249586462974548
|
|
},
|
|
{
|
|
"p": 0.06514602899551392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07978636026382446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06706424802541733,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.0546385049819946,
|
|
"val_loss": 0.8028199076652527,
|
|
"acc": 72.28,
|
|
"time": 182.46837965000304,
|
|
"param": [
|
|
{
|
|
"p": 0.08371716737747192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058667391538619995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06762827187776566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05600321665406227,
|
|
"m": 0.8439506888389587
|
|
},
|
|
{
|
|
"p": 0.06740963459014893,
|
|
"m": 0.9723020195960999
|
|
},
|
|
{
|
|
"p": 0.05531858652830124,
|
|
"m": 0.9127013087272644
|
|
},
|
|
{
|
|
"p": 0.08637212216854095,
|
|
"m": 0.7343818545341492
|
|
},
|
|
{
|
|
"p": 0.07687988132238388,
|
|
"m": 0.7790395021438599
|
|
},
|
|
{
|
|
"p": 0.10479450225830078,
|
|
"m": 0.9333334565162659
|
|
},
|
|
{
|
|
"p": 0.0710379034280777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082611583173275,
|
|
"m": 0.8972899913787842
|
|
},
|
|
{
|
|
"p": 0.07770293205976486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08589769154787064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025959094986319542,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.075888991355896,
|
|
"val_loss": 0.7906745076179504,
|
|
"acc": 72.26,
|
|
"time": 182.76661723700818,
|
|
"param": [
|
|
{
|
|
"p": 0.07814806699752808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04430121183395386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08834333717823029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019535737112164497,
|
|
"m": 0.8708592057228088
|
|
},
|
|
{
|
|
"p": 0.07092073559761047,
|
|
"m": 0.9193878173828125
|
|
},
|
|
{
|
|
"p": 0.06048072129487991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214038819074631,
|
|
"m": 0.6160979270935059
|
|
},
|
|
{
|
|
"p": 0.08687750995159149,
|
|
"m": 0.9062662124633789
|
|
},
|
|
{
|
|
"p": 0.08324767649173737,
|
|
"m": 0.8790934085845947
|
|
},
|
|
{
|
|
"p": 0.06599456071853638,
|
|
"m": 0.9360619783401489
|
|
},
|
|
{
|
|
"p": 0.08957002311944962,
|
|
"m": 0.9544506072998047
|
|
},
|
|
{
|
|
"p": 0.07003623992204666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0869227796792984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08348110318183899,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.1570179462432861,
|
|
"val_loss": 0.8318250775337219,
|
|
"acc": 71.77,
|
|
"time": 171.95026454501203,
|
|
"param": [
|
|
{
|
|
"p": 0.0736619308590889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07767212390899658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09120811522006989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05188479647040367,
|
|
"m": 0.8634140491485596
|
|
},
|
|
{
|
|
"p": 0.054471876472234726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04967142269015312,
|
|
"m": 0.9882867336273193
|
|
},
|
|
{
|
|
"p": 0.07233273237943649,
|
|
"m": 0.583879292011261
|
|
},
|
|
{
|
|
"p": 0.06751558184623718,
|
|
"m": 0.9131949543952942
|
|
},
|
|
{
|
|
"p": 0.07686412334442139,
|
|
"m": 0.9565286040306091
|
|
},
|
|
{
|
|
"p": 0.07578834891319275,
|
|
"m": 0.7729136347770691
|
|
},
|
|
{
|
|
"p": 0.08731221407651901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598482817411423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0766867846250534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06894519925117493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.0480296611785889,
|
|
"val_loss": 0.7841602563858032,
|
|
"acc": 72.69,
|
|
"time": 180.73097176200827,
|
|
"param": [
|
|
{
|
|
"p": 0.07121299207210541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07058141380548477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1032056212425232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06277904659509659,
|
|
"m": 0.9615159630775452
|
|
},
|
|
{
|
|
"p": 0.0866873562335968,
|
|
"m": 0.9689785242080688
|
|
},
|
|
{
|
|
"p": 0.05346500873565674,
|
|
"m": 0.8737143278121948
|
|
},
|
|
{
|
|
"p": 0.05308787152171135,
|
|
"m": 0.46934381127357483
|
|
},
|
|
{
|
|
"p": 0.08090075105428696,
|
|
"m": 0.827377200126648
|
|
},
|
|
{
|
|
"p": 0.0644393265247345,
|
|
"m": 0.9586303234100342
|
|
},
|
|
{
|
|
"p": 0.0836048275232315,
|
|
"m": 0.9840628504753113
|
|
},
|
|
{
|
|
"p": 0.05959568917751312,
|
|
"m": 0.9878223538398743
|
|
},
|
|
{
|
|
"p": 0.05975672975182533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09371202439069748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056971341371536255,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.0904514789581299,
|
|
"val_loss": 0.6936551928520203,
|
|
"acc": 72.61,
|
|
"time": 179.8217156669998,
|
|
"param": [
|
|
{
|
|
"p": 0.07298289984464645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06815400719642639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07692364603281021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06812705844640732,
|
|
"m": 0.9552281498908997
|
|
},
|
|
{
|
|
"p": 0.06454093009233475,
|
|
"m": 0.8963739275932312
|
|
},
|
|
{
|
|
"p": 0.07723303139209747,
|
|
"m": 0.817425012588501
|
|
},
|
|
{
|
|
"p": 0.07188449054956436,
|
|
"m": 0.6321654319763184
|
|
},
|
|
{
|
|
"p": 0.05874129384756088,
|
|
"m": 0.9307701587677002
|
|
},
|
|
{
|
|
"p": 0.07430947571992874,
|
|
"m": 0.9507700800895691
|
|
},
|
|
{
|
|
"p": 0.07480494678020477,
|
|
"m": 0.9858147501945496
|
|
},
|
|
{
|
|
"p": 0.0813990980386734,
|
|
"m": 0.976970374584198
|
|
},
|
|
{
|
|
"p": 0.07689286768436432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06724613159894943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06676016002893448,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.105878472328186,
|
|
"val_loss": 0.7764908671379089,
|
|
"acc": 72.74,
|
|
"time": 177.82312075400841,
|
|
"param": [
|
|
{
|
|
"p": 0.07311292737722397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029314035549759865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09332546591758728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05535242334008217,
|
|
"m": 0.9140050411224365
|
|
},
|
|
{
|
|
"p": 0.07989053428173065,
|
|
"m": 0.8000916838645935
|
|
},
|
|
{
|
|
"p": 0.07952411472797394,
|
|
"m": 0.7359346747398376
|
|
},
|
|
{
|
|
"p": 0.06950943171977997,
|
|
"m": 0.8023399114608765
|
|
},
|
|
{
|
|
"p": 0.06798485666513443,
|
|
"m": 0.8848339915275574
|
|
},
|
|
{
|
|
"p": 0.07505321502685547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482907176017761,
|
|
"m": 0.935257077217102
|
|
},
|
|
{
|
|
"p": 0.05933729186654091,
|
|
"m": 0.9425144791603088
|
|
},
|
|
{
|
|
"p": 0.09604843705892563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07844565808773041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06827247142791748,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.9756637215614319,
|
|
"val_loss": 0.8114461898803711,
|
|
"acc": 71.89,
|
|
"time": 167.62819362300797,
|
|
"param": [
|
|
{
|
|
"p": 0.08624746650457382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08365525305271149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189770042896271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05950705334544182,
|
|
"m": 0.801270604133606
|
|
},
|
|
{
|
|
"p": 0.07854913920164108,
|
|
"m": 0.7636330127716064
|
|
},
|
|
{
|
|
"p": 0.056173212826251984,
|
|
"m": 0.595042884349823
|
|
},
|
|
{
|
|
"p": 0.0849221870303154,
|
|
"m": 0.9222400784492493
|
|
},
|
|
{
|
|
"p": 0.05342637374997139,
|
|
"m": 0.8542436361312866
|
|
},
|
|
{
|
|
"p": 0.06634669005870819,
|
|
"m": 0.9562432169914246
|
|
},
|
|
{
|
|
"p": 0.055420245975255966,
|
|
"m": 0.9936951994895935
|
|
},
|
|
{
|
|
"p": 0.07886407524347305,
|
|
"m": 0.8799960017204285
|
|
},
|
|
{
|
|
"p": 0.07573357969522476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725796848535538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07199904322624207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.0594844818115234,
|
|
"val_loss": 0.9692021012306213,
|
|
"acc": 71.31,
|
|
"time": 181.3945949509798,
|
|
"param": [
|
|
{
|
|
"p": 0.052229706197977066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04476625472307205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10356159508228302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04142366349697113,
|
|
"m": 0.7691622376441956
|
|
},
|
|
{
|
|
"p": 0.08458361774682999,
|
|
"m": 0.7250388860702515
|
|
},
|
|
{
|
|
"p": 0.07802923768758774,
|
|
"m": 0.5566012859344482
|
|
},
|
|
{
|
|
"p": 0.07052484899759293,
|
|
"m": 0.9221680164337158
|
|
},
|
|
{
|
|
"p": 0.06134308874607086,
|
|
"m": 0.9419008493423462
|
|
},
|
|
{
|
|
"p": 0.07980196177959442,
|
|
"m": 0.8649021983146667
|
|
},
|
|
{
|
|
"p": 0.0778178945183754,
|
|
"m": 0.9975897073745728
|
|
},
|
|
{
|
|
"p": 0.08497115224599838,
|
|
"m": 0.8333755135536194
|
|
},
|
|
{
|
|
"p": 0.0606873482465744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09378385543823242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0664757490158081,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0635288953781128,
|
|
"val_loss": 0.8971027731895447,
|
|
"acc": 72.86,
|
|
"time": 168.44754104100866,
|
|
"param": [
|
|
{
|
|
"p": 0.06030644476413727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04168874770402908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08823791891336441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643237754702568,
|
|
"m": 0.9175304770469666
|
|
},
|
|
{
|
|
"p": 0.0856335312128067,
|
|
"m": 0.6086323857307434
|
|
},
|
|
{
|
|
"p": 0.056629572063684464,
|
|
"m": 0.5837000012397766
|
|
},
|
|
{
|
|
"p": 0.08427385240793228,
|
|
"m": 0.9275954365730286
|
|
},
|
|
{
|
|
"p": 0.062047410756349564,
|
|
"m": 0.984135091304779
|
|
},
|
|
{
|
|
"p": 0.08407323062419891,
|
|
"m": 0.8266633152961731
|
|
},
|
|
{
|
|
"p": 0.08336643129587173,
|
|
"m": 0.9727569818496704
|
|
},
|
|
{
|
|
"p": 0.08874345570802689,
|
|
"m": 0.8658958077430725
|
|
},
|
|
{
|
|
"p": 0.06150589883327484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888834923505783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0602814182639122,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.250235676765442,
|
|
"val_loss": 0.8284689784049988,
|
|
"acc": 72.35,
|
|
"time": 162.79078528800164,
|
|
"param": [
|
|
{
|
|
"p": 0.08469490706920624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05809792876243591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07280416041612625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07853849977254868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07294261455535889,
|
|
"m": 0.6546602845191956
|
|
},
|
|
{
|
|
"p": 0.062422238290309906,
|
|
"m": 0.716732382774353
|
|
},
|
|
{
|
|
"p": 0.07221681624650955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05566311627626419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09506608545780182,
|
|
"m": 0.9327301383018494
|
|
},
|
|
{
|
|
"p": 0.08576414734125137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04965689405798912,
|
|
"m": 0.8835347294807434
|
|
},
|
|
{
|
|
"p": 0.07573619484901428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08689184486865997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04950451850891113,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.8963770270347595,
|
|
"val_loss": 0.7431823015213013,
|
|
"acc": 72.11,
|
|
"time": 168.25202856599935,
|
|
"param": [
|
|
{
|
|
"p": 0.0849623754620552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05407457798719406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06931274384260178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07477820664644241,
|
|
"m": 0.9989175796508789
|
|
},
|
|
{
|
|
"p": 0.063179612159729,
|
|
"m": 0.6603865027427673
|
|
},
|
|
{
|
|
"p": 0.06585091352462769,
|
|
"m": 0.7918385863304138
|
|
},
|
|
{
|
|
"p": 0.0768384262919426,
|
|
"m": 0.9824967980384827
|
|
},
|
|
{
|
|
"p": 0.06223876029253006,
|
|
"m": 0.9558764696121216
|
|
},
|
|
{
|
|
"p": 0.07041677832603455,
|
|
"m": 0.9101882576942444
|
|
},
|
|
{
|
|
"p": 0.0686802938580513,
|
|
"m": 0.9631056189537048
|
|
},
|
|
{
|
|
"p": 0.06178271397948265,
|
|
"m": 0.874977171421051
|
|
},
|
|
{
|
|
"p": 0.088245689868927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09604402631521225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06359489262104034,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.0943458080291748,
|
|
"val_loss": 0.8666139245033264,
|
|
"acc": 72.68,
|
|
"time": 171.37441567497444,
|
|
"param": [
|
|
{
|
|
"p": 0.09811899065971375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05705639719963074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09451000392436981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04896113649010658,
|
|
"m": 0.9721046090126038
|
|
},
|
|
{
|
|
"p": 0.054852940142154694,
|
|
"m": 0.6124805808067322
|
|
},
|
|
{
|
|
"p": 0.021361880004405975,
|
|
"m": 0.8339254856109619
|
|
},
|
|
{
|
|
"p": 0.07837912440299988,
|
|
"m": 0.7617347240447998
|
|
},
|
|
{
|
|
"p": 0.08550845831632614,
|
|
"m": 0.9743724465370178
|
|
},
|
|
{
|
|
"p": 0.02857850305736065,
|
|
"m": 0.8938477635383606
|
|
},
|
|
{
|
|
"p": 0.09546708315610886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03545788675546646,
|
|
"m": 0.8347198963165283
|
|
},
|
|
{
|
|
"p": 0.10346502810716629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10146744549274445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09681503474712372,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.1148934364318848,
|
|
"val_loss": 0.7689242362976074,
|
|
"acc": 70.9,
|
|
"time": 160.71926576900296,
|
|
"param": [
|
|
{
|
|
"p": 0.09533677250146866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09270526468753815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08206801861524582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04230344295501709,
|
|
"m": 0.8142552971839905
|
|
},
|
|
{
|
|
"p": 0.046568647027015686,
|
|
"m": 0.6499713659286499
|
|
},
|
|
{
|
|
"p": 0.07399573922157288,
|
|
"m": 0.8511261343955994
|
|
},
|
|
{
|
|
"p": 0.052014950662851334,
|
|
"m": 0.7681272029876709
|
|
},
|
|
{
|
|
"p": 0.04897931218147278,
|
|
"m": 0.9902271032333374
|
|
},
|
|
{
|
|
"p": 0.08974979817867279,
|
|
"m": 0.8713091611862183
|
|
},
|
|
{
|
|
"p": 0.05305958539247513,
|
|
"m": 0.9936615824699402
|
|
},
|
|
{
|
|
"p": 0.10009532421827316,
|
|
"m": 0.9716742634773254
|
|
},
|
|
{
|
|
"p": 0.06586002558469772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0763714537024498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08089174330234528,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.9289761185646057,
|
|
"val_loss": 0.8140334486961365,
|
|
"acc": 73.03,
|
|
"time": 177.39215365800192,
|
|
"param": [
|
|
{
|
|
"p": 0.06915347278118134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050472233444452286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0576774962246418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10621195286512375,
|
|
"m": 0.8353208899497986
|
|
},
|
|
{
|
|
"p": 0.05600094050168991,
|
|
"m": 0.7605502009391785
|
|
},
|
|
{
|
|
"p": 0.05592169240117073,
|
|
"m": 0.7924862504005432
|
|
},
|
|
{
|
|
"p": 0.09371933341026306,
|
|
"m": 0.8767723441123962
|
|
},
|
|
{
|
|
"p": 0.05081992968916893,
|
|
"m": 0.8513192534446716
|
|
},
|
|
{
|
|
"p": 0.07251443713903427,
|
|
"m": 0.9137614369392395
|
|
},
|
|
{
|
|
"p": 0.06689861416816711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1042584702372551,
|
|
"m": 0.9479359984397888
|
|
},
|
|
{
|
|
"p": 0.07754629105329514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09981498122215271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038990218192338943,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.1261978149414062,
|
|
"val_loss": 0.7770664095878601,
|
|
"acc": 73.09,
|
|
"time": 176.02316225200775,
|
|
"param": [
|
|
{
|
|
"p": 0.10809963196516037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05476081743836403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07941854745149612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06545858085155487,
|
|
"m": 0.9316501617431641
|
|
},
|
|
{
|
|
"p": 0.059242550283670425,
|
|
"m": 0.6361690163612366
|
|
},
|
|
{
|
|
"p": 0.06177971139550209,
|
|
"m": 0.9204867482185364
|
|
},
|
|
{
|
|
"p": 0.05524427071213722,
|
|
"m": 0.9418895244598389
|
|
},
|
|
{
|
|
"p": 0.07267528027296066,
|
|
"m": 0.9268760085105896
|
|
},
|
|
{
|
|
"p": 0.09027670323848724,
|
|
"m": 0.9308969974517822
|
|
},
|
|
{
|
|
"p": 0.06853944808244705,
|
|
"m": 0.9963158965110779
|
|
},
|
|
{
|
|
"p": 0.04434824362397194,
|
|
"m": 0.9284197092056274
|
|
},
|
|
{
|
|
"p": 0.08306535333395004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1019102931022644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05518053099513054,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.077257513999939,
|
|
"val_loss": 0.7837385535240173,
|
|
"acc": 72.46,
|
|
"time": 184.1590637699992,
|
|
"param": [
|
|
{
|
|
"p": 0.10771831125020981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045217569917440414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07492546737194061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02324439398944378,
|
|
"m": 0.9345466494560242
|
|
},
|
|
{
|
|
"p": 0.06938155740499496,
|
|
"m": 0.6383710503578186
|
|
},
|
|
{
|
|
"p": 0.0860697329044342,
|
|
"m": 0.9060878753662109
|
|
},
|
|
{
|
|
"p": 0.06970905512571335,
|
|
"m": 0.8780961036682129
|
|
},
|
|
{
|
|
"p": 0.06322214752435684,
|
|
"m": 0.9322134852409363
|
|
},
|
|
{
|
|
"p": 0.06837926805019379,
|
|
"m": 0.9795519113540649
|
|
},
|
|
{
|
|
"p": 0.11134244501590729,
|
|
"m": 0.9969052076339722
|
|
},
|
|
{
|
|
"p": 0.08095218986272812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04766462743282318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07190912216901779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0802641361951828,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.0521013736724854,
|
|
"val_loss": 0.6946600675582886,
|
|
"acc": 72.49,
|
|
"time": 172.86119504197268,
|
|
"param": [
|
|
{
|
|
"p": 0.06065572798252106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05986098200082779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08219856023788452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379925459623337,
|
|
"m": 0.9977298378944397
|
|
},
|
|
{
|
|
"p": 0.06303562968969345,
|
|
"m": 0.7086256742477417
|
|
},
|
|
{
|
|
"p": 0.06904463469982147,
|
|
"m": 0.8999802470207214
|
|
},
|
|
{
|
|
"p": 0.06716794520616531,
|
|
"m": 0.841776967048645
|
|
},
|
|
{
|
|
"p": 0.07345947623252869,
|
|
"m": 0.9124706983566284
|
|
},
|
|
{
|
|
"p": 0.08343981206417084,
|
|
"m": 0.9784159660339355
|
|
},
|
|
{
|
|
"p": 0.07335899025201797,
|
|
"m": 0.9989156126976013
|
|
},
|
|
{
|
|
"p": 0.08552365750074387,
|
|
"m": 0.9682398438453674
|
|
},
|
|
{
|
|
"p": 0.09040355682373047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139112055301666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056660547852516174,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.9740487337112427,
|
|
"val_loss": 0.7558501362800598,
|
|
"acc": 71.83,
|
|
"time": 181.19779790501343,
|
|
"param": [
|
|
{
|
|
"p": 0.09669358283281326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062352824956178665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0941547304391861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801552325487137,
|
|
"m": 0.9604629874229431
|
|
},
|
|
{
|
|
"p": 0.04873688519001007,
|
|
"m": 0.4968734383583069
|
|
},
|
|
{
|
|
"p": 0.06368215382099152,
|
|
"m": 0.9205023646354675
|
|
},
|
|
{
|
|
"p": 0.048478879034519196,
|
|
"m": 0.8163662552833557
|
|
},
|
|
{
|
|
"p": 0.05645580217242241,
|
|
"m": 0.9418136477470398
|
|
},
|
|
{
|
|
"p": 0.08691927045583725,
|
|
"m": 0.870521068572998
|
|
},
|
|
{
|
|
"p": 0.06054527312517166,
|
|
"m": 0.9991060495376587
|
|
},
|
|
{
|
|
"p": 0.062486257404088974,
|
|
"m": 0.8092619776725769
|
|
},
|
|
{
|
|
"p": 0.0854131281375885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08363374322652817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08243191987276077,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.0746115446090698,
|
|
"val_loss": 0.8820779919624329,
|
|
"acc": 71.48,
|
|
"time": 184.0183186820068,
|
|
"param": [
|
|
{
|
|
"p": 0.08569084107875824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598485052585602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09697221219539642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03417523577809334,
|
|
"m": 0.865487813949585
|
|
},
|
|
{
|
|
"p": 0.08260661363601685,
|
|
"m": 0.45077329874038696
|
|
},
|
|
{
|
|
"p": 0.046046432107686996,
|
|
"m": 0.8244633674621582
|
|
},
|
|
{
|
|
"p": 0.06190197914838791,
|
|
"m": 0.7502664923667908
|
|
},
|
|
{
|
|
"p": 0.08011024445295334,
|
|
"m": 0.8821539878845215
|
|
},
|
|
{
|
|
"p": 0.08126530796289444,
|
|
"m": 0.9202737808227539
|
|
},
|
|
{
|
|
"p": 0.0652725026011467,
|
|
"m": 0.9557968378067017
|
|
},
|
|
{
|
|
"p": 0.08180075138807297,
|
|
"m": 0.8457977771759033
|
|
},
|
|
{
|
|
"p": 0.07984493672847748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09244171530008316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035886384546756744,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.9878842234611511,
|
|
"val_loss": 0.8860607743263245,
|
|
"acc": 72.54,
|
|
"time": 183.03908971999772,
|
|
"param": [
|
|
{
|
|
"p": 0.07873587310314178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07448205351829529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04844003543257713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04615744203329086,
|
|
"m": 0.8979992866516113
|
|
},
|
|
{
|
|
"p": 0.0962265208363533,
|
|
"m": 0.4750576913356781
|
|
},
|
|
{
|
|
"p": 0.058636315166950226,
|
|
"m": 0.8092897534370422
|
|
},
|
|
{
|
|
"p": 0.05336172506213188,
|
|
"m": 0.7511181831359863
|
|
},
|
|
{
|
|
"p": 0.06393503397703171,
|
|
"m": 0.873816192150116
|
|
},
|
|
{
|
|
"p": 0.09655690938234329,
|
|
"m": 0.9663373231887817
|
|
},
|
|
{
|
|
"p": 0.08374065905809402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060355670750141144,
|
|
"m": 0.9137579202651978
|
|
},
|
|
{
|
|
"p": 0.08531016856431961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08976956456899643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0642920508980751,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.9957508444786072,
|
|
"val_loss": 0.9156205654144287,
|
|
"acc": 72.84,
|
|
"time": 180.97625008699833,
|
|
"param": [
|
|
{
|
|
"p": 0.06414899230003357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701226323843002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05798950046300888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04203833267092705,
|
|
"m": 0.9451451897621155
|
|
},
|
|
{
|
|
"p": 0.08255797624588013,
|
|
"m": 0.4376711845397949
|
|
},
|
|
{
|
|
"p": 0.0844748392701149,
|
|
"m": 0.8510591387748718
|
|
},
|
|
{
|
|
"p": 0.07086867094039917,
|
|
"m": 0.8391855359077454
|
|
},
|
|
{
|
|
"p": 0.07793987542390823,
|
|
"m": 0.7475144267082214
|
|
},
|
|
{
|
|
"p": 0.05047723278403282,
|
|
"m": 0.9296215176582336
|
|
},
|
|
{
|
|
"p": 0.06729180365800858,
|
|
"m": 0.9928036332130432
|
|
},
|
|
{
|
|
"p": 0.08770778030157089,
|
|
"m": 0.9311717748641968
|
|
},
|
|
{
|
|
"p": 0.08089695870876312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09026677161455154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06632910668849945,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.9638738632202148,
|
|
"val_loss": 0.780766487121582,
|
|
"acc": 73.15,
|
|
"time": 178.42383167601656,
|
|
"param": [
|
|
{
|
|
"p": 0.094717837870121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05962088704109192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058746855705976486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046451568603515625,
|
|
"m": 0.9717615246772766
|
|
},
|
|
{
|
|
"p": 0.06540700793266296,
|
|
"m": 0.5448774695396423
|
|
},
|
|
{
|
|
"p": 0.0641690120100975,
|
|
"m": 0.9353517889976501
|
|
},
|
|
{
|
|
"p": 0.10360733419656754,
|
|
"m": 0.9727659821510315
|
|
},
|
|
{
|
|
"p": 0.08707976341247559,
|
|
"m": 0.7842525243759155
|
|
},
|
|
{
|
|
"p": 0.06646529585123062,
|
|
"m": 0.9227734804153442
|
|
},
|
|
{
|
|
"p": 0.06797093898057938,
|
|
"m": 0.9667263031005859
|
|
},
|
|
{
|
|
"p": 0.0651584193110466,
|
|
"m": 0.9373894333839417
|
|
},
|
|
{
|
|
"p": 0.04922536760568619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08331133425235748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08806828409433365,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.069916009902954,
|
|
"val_loss": 0.7855455279350281,
|
|
"acc": 73.05,
|
|
"time": 181.7366776150011,
|
|
"param": [
|
|
{
|
|
"p": 0.0817858949303627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06986076384782791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07578422129154205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06220599263906479,
|
|
"m": 0.8865476250648499
|
|
},
|
|
{
|
|
"p": 0.048354655504226685,
|
|
"m": 0.5659078359603882
|
|
},
|
|
{
|
|
"p": 0.07652146369218826,
|
|
"m": 0.9630307555198669
|
|
},
|
|
{
|
|
"p": 0.07152777165174484,
|
|
"m": 0.9842526912689209
|
|
},
|
|
{
|
|
"p": 0.058343734592199326,
|
|
"m": 0.9047484397888184
|
|
},
|
|
{
|
|
"p": 0.08051549643278122,
|
|
"m": 0.8997939825057983
|
|
},
|
|
{
|
|
"p": 0.07176468521356583,
|
|
"m": 0.9930301904678345
|
|
},
|
|
{
|
|
"p": 0.05595214292407036,
|
|
"m": 0.8486234545707703
|
|
},
|
|
{
|
|
"p": 0.09790695458650589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08338024467229843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06609592586755753,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.009793758392334,
|
|
"val_loss": 0.7792818546295166,
|
|
"acc": 72.8,
|
|
"time": 187.43510490699555,
|
|
"param": [
|
|
{
|
|
"p": 0.07800079137086868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600192189216614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06580118089914322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06478172540664673,
|
|
"m": 0.9046236276626587
|
|
},
|
|
{
|
|
"p": 0.059579119086265564,
|
|
"m": 0.4935164153575897
|
|
},
|
|
{
|
|
"p": 0.07082680612802505,
|
|
"m": 0.9888233542442322
|
|
},
|
|
{
|
|
"p": 0.07302553206682205,
|
|
"m": 0.8481857180595398
|
|
},
|
|
{
|
|
"p": 0.06768208742141724,
|
|
"m": 0.9476382732391357
|
|
},
|
|
{
|
|
"p": 0.06770027428865433,
|
|
"m": 0.9236928224563599
|
|
},
|
|
{
|
|
"p": 0.07262697070837021,
|
|
"m": 0.8876118063926697
|
|
},
|
|
{
|
|
"p": 0.0756455510854721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09121331572532654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117532938718796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593929767608643,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.9051061868667603,
|
|
"val_loss": 0.6910049319267273,
|
|
"acc": 72.45,
|
|
"time": 188.33747623697855,
|
|
"param": [
|
|
{
|
|
"p": 0.06399094313383102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07921195030212402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682266503572464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06484147906303406,
|
|
"m": 0.9040557146072388
|
|
},
|
|
{
|
|
"p": 0.0678626075387001,
|
|
"m": 0.47911104559898376
|
|
},
|
|
{
|
|
"p": 0.0581633634865284,
|
|
"m": 0.8843784332275391
|
|
},
|
|
{
|
|
"p": 0.09031403809785843,
|
|
"m": 0.8396584391593933
|
|
},
|
|
{
|
|
"p": 0.06622831523418427,
|
|
"m": 0.8994694948196411
|
|
},
|
|
{
|
|
"p": 0.05816902592778206,
|
|
"m": 0.9366397857666016
|
|
},
|
|
{
|
|
"p": 0.0725274309515953,
|
|
"m": 0.9488229155540466
|
|
},
|
|
{
|
|
"p": 0.08381583541631699,
|
|
"m": 0.9822738170623779
|
|
},
|
|
{
|
|
"p": 0.07346881181001663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08063864707946777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07254085689783096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |