mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
152 KiB
JSON
Executable file
9776 lines
No EOL
152 KiB
JSON
Executable file
{
|
|
"Accuracy": 70.21,
|
|
"Time": [
|
|
254.51681689202786,
|
|
1.6365066929312033
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.3604979515075684,
|
|
"val_loss": 2.2815866470336914,
|
|
"acc": 10.64,
|
|
"time": 256.98978661186993,
|
|
"param": [
|
|
{
|
|
"p": 0.06319926679134369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554717898368835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07094260305166245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11416670680046082,
|
|
"m": 0.9919997453689575
|
|
},
|
|
{
|
|
"p": 0.08173826336860657,
|
|
"m": 0.9660446047782898
|
|
},
|
|
{
|
|
"p": 0.023889074102044106,
|
|
"m": 0.9873335957527161
|
|
},
|
|
{
|
|
"p": 0.0733194351196289,
|
|
"m": 0.9791198968887329
|
|
},
|
|
{
|
|
"p": 0.08351925015449524,
|
|
"m": 0.9508594274520874
|
|
},
|
|
{
|
|
"p": 0.08497332781553268,
|
|
"m": 0.9995009303092957
|
|
},
|
|
{
|
|
"p": 0.08864942193031311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07840288430452347,
|
|
"m": 0.9838216304779053
|
|
},
|
|
{
|
|
"p": 0.08066058903932571,
|
|
"m": 0.9787883162498474
|
|
},
|
|
{
|
|
"p": 0.04001034051179886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030981697142124176,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.1976938247680664,
|
|
"val_loss": 2.087775230407715,
|
|
"acc": 22.17,
|
|
"time": 255.04823008319363,
|
|
"param": [
|
|
{
|
|
"p": 0.07169882208108902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054911669343709946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1000981479883194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11161566525697708,
|
|
"m": 0.9913097023963928
|
|
},
|
|
{
|
|
"p": 0.09664196521043777,
|
|
"m": 0.9313338398933411
|
|
},
|
|
{
|
|
"p": 0.06305821239948273,
|
|
"m": 0.9408786296844482
|
|
},
|
|
{
|
|
"p": 0.082251638174057,
|
|
"m": 0.9902153015136719
|
|
},
|
|
{
|
|
"p": 0.06599298119544983,
|
|
"m": 0.9724314212799072
|
|
},
|
|
{
|
|
"p": 0.09807796031236649,
|
|
"m": 0.9612952470779419
|
|
},
|
|
{
|
|
"p": 0.08218999207019806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05844072997570038,
|
|
"m": 0.9382486343383789
|
|
},
|
|
{
|
|
"p": 0.06821294873952866,
|
|
"m": 0.9971919059753418
|
|
},
|
|
{
|
|
"p": 0.04680928215384483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.22441029548645,
|
|
"val_loss": 2.060285806655884,
|
|
"acc": 27.36,
|
|
"time": 254.13846022496,
|
|
"param": [
|
|
{
|
|
"p": 0.07650637626647949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03741429001092911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09646090865135193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11318240314722061,
|
|
"m": 0.9491764903068542
|
|
},
|
|
{
|
|
"p": 0.10092349350452423,
|
|
"m": 0.9497581720352173
|
|
},
|
|
{
|
|
"p": 0.07001110911369324,
|
|
"m": 0.9516843557357788
|
|
},
|
|
{
|
|
"p": 0.08619923889636993,
|
|
"m": 0.9955215454101562
|
|
},
|
|
{
|
|
"p": 0.09559232741594315,
|
|
"m": 0.9512256979942322
|
|
},
|
|
{
|
|
"p": 0.104011170566082,
|
|
"m": 0.9224428534507751
|
|
},
|
|
{
|
|
"p": 0.060296427458524704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03982982039451599,
|
|
"m": 0.9037463665008545
|
|
},
|
|
{
|
|
"p": 0.0637659952044487,
|
|
"m": 0.9931830167770386
|
|
},
|
|
{
|
|
"p": 0.055806517601013184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.1249661445617676,
|
|
"val_loss": 1.929828405380249,
|
|
"acc": 29.69,
|
|
"time": 255.5881432746537,
|
|
"param": [
|
|
{
|
|
"p": 0.07827593386173248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025318650528788567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09288641065359116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12041307985782623,
|
|
"m": 0.9303255081176758
|
|
},
|
|
{
|
|
"p": 0.09306827187538147,
|
|
"m": 0.946820855140686
|
|
},
|
|
{
|
|
"p": 0.04307825490832329,
|
|
"m": 0.9605675339698792
|
|
},
|
|
{
|
|
"p": 0.09804468601942062,
|
|
"m": 0.9644877910614014
|
|
},
|
|
{
|
|
"p": 0.10601472854614258,
|
|
"m": 0.9502254128456116
|
|
},
|
|
{
|
|
"p": 0.107074074447155,
|
|
"m": 0.9301283359527588
|
|
},
|
|
{
|
|
"p": 0.05011983588337898,
|
|
"m": 0.9878756403923035
|
|
},
|
|
{
|
|
"p": 0.03890622407197952,
|
|
"m": 0.9073486924171448
|
|
},
|
|
{
|
|
"p": 0.07868766784667969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06811227649450302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.908119797706604,
|
|
"val_loss": 1.942933201789856,
|
|
"acc": 32.06,
|
|
"time": 252.23583255009726,
|
|
"param": [
|
|
{
|
|
"p": 0.0815095528960228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10501286387443542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13353486359119415,
|
|
"m": 0.9202935695648193
|
|
},
|
|
{
|
|
"p": 0.100517138838768,
|
|
"m": 0.9615055322647095
|
|
},
|
|
{
|
|
"p": 0.02301139011979103,
|
|
"m": 0.9856647253036499
|
|
},
|
|
{
|
|
"p": 0.11778640002012253,
|
|
"m": 0.9187560677528381
|
|
},
|
|
{
|
|
"p": 0.10577031224966049,
|
|
"m": 0.9121288061141968
|
|
},
|
|
{
|
|
"p": 0.10232086479663849,
|
|
"m": 0.9090577960014343
|
|
},
|
|
{
|
|
"p": 0.03346743434667587,
|
|
"m": 0.9906757473945618
|
|
},
|
|
{
|
|
"p": 0.02782462164759636,
|
|
"m": 0.8859381675720215
|
|
},
|
|
{
|
|
"p": 0.0888650044798851,
|
|
"m": 0.9848695993423462
|
|
},
|
|
{
|
|
"p": 0.08037949353456497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.0833582878112793,
|
|
"val_loss": 1.8621407747268677,
|
|
"acc": 34.45,
|
|
"time": 254.63576007494703,
|
|
"param": [
|
|
{
|
|
"p": 0.08216386288404465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11544311791658401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14440451562404633,
|
|
"m": 0.9000099301338196
|
|
},
|
|
{
|
|
"p": 0.09637146443128586,
|
|
"m": 0.9772510528564453
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14039306342601776,
|
|
"m": 0.8958894610404968
|
|
},
|
|
{
|
|
"p": 0.11611715704202652,
|
|
"m": 0.8821468949317932
|
|
},
|
|
{
|
|
"p": 0.09852879494428635,
|
|
"m": 0.8799291253089905
|
|
},
|
|
{
|
|
"p": 0.0018956278217956424,
|
|
"m": 0.9777016043663025
|
|
},
|
|
{
|
|
"p": 0.012608243152499199,
|
|
"m": 0.8577578663825989
|
|
},
|
|
{
|
|
"p": 0.1051599308848381,
|
|
"m": 0.973967432975769
|
|
},
|
|
{
|
|
"p": 0.0869143083691597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.06333327293396,
|
|
"val_loss": 1.7377533912658691,
|
|
"acc": 38.04,
|
|
"time": 256.9465995291248,
|
|
"param": [
|
|
{
|
|
"p": 0.0784437358379364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10728701949119568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15415731072425842,
|
|
"m": 0.8578096628189087
|
|
},
|
|
{
|
|
"p": 0.0824090838432312,
|
|
"m": 0.969408392906189
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16333873569965363,
|
|
"m": 0.8469769954681396
|
|
},
|
|
{
|
|
"p": 0.140134796500206,
|
|
"m": 0.8757516741752625
|
|
},
|
|
{
|
|
"p": 0.0855070948600769,
|
|
"m": 0.8286108374595642
|
|
},
|
|
{
|
|
"p": 0.0008271374390460551,
|
|
"m": 0.9650720357894897
|
|
},
|
|
{
|
|
"p": 0.0018407430034130812,
|
|
"m": 0.820655345916748
|
|
},
|
|
{
|
|
"p": 0.09786467999219894,
|
|
"m": 0.9877301454544067
|
|
},
|
|
{
|
|
"p": 0.08818968385457993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 2.0430116653442383,
|
|
"val_loss": 1.681469202041626,
|
|
"acc": 38.74,
|
|
"time": 257.6272089476697,
|
|
"param": [
|
|
{
|
|
"p": 0.07927674055099487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1066010445356369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17118799686431885,
|
|
"m": 0.7403753399848938
|
|
},
|
|
{
|
|
"p": 0.050394684076309204,
|
|
"m": 0.9651349186897278
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9917151927947998
|
|
},
|
|
{
|
|
"p": 0.1646185666322708,
|
|
"m": 0.7599352598190308
|
|
},
|
|
{
|
|
"p": 0.14683681726455688,
|
|
"m": 0.7815267443656921
|
|
},
|
|
{
|
|
"p": 0.09844598174095154,
|
|
"m": 0.8182990550994873
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9484233856201172
|
|
},
|
|
{
|
|
"p": 0.005592611618340015,
|
|
"m": 0.8139296770095825
|
|
},
|
|
{
|
|
"p": 0.09464794397354126,
|
|
"m": 0.9636428356170654
|
|
},
|
|
{
|
|
"p": 0.08239762485027313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 2.1472439765930176,
|
|
"val_loss": 1.740844488143921,
|
|
"acc": 40.21,
|
|
"time": 256.51552215311676,
|
|
"param": [
|
|
{
|
|
"p": 0.06462104618549347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12062372267246246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2039124220609665,
|
|
"m": 0.6998946666717529
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9981570243835449
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.194642573595047,
|
|
"m": 0.6969307661056519
|
|
},
|
|
{
|
|
"p": 0.1550055593252182,
|
|
"m": 0.7254744172096252
|
|
},
|
|
{
|
|
"p": 0.10185784101486206,
|
|
"m": 0.7739665508270264
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.966985821723938
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7866184115409851
|
|
},
|
|
{
|
|
"p": 0.098271444439888,
|
|
"m": 0.9785272479057312
|
|
},
|
|
{
|
|
"p": 0.061065394431352615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.6682137250900269,
|
|
"val_loss": 1.5821430683135986,
|
|
"acc": 42.92,
|
|
"time": 254.27511511417106,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13542473316192627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25921115279197693,
|
|
"m": 0.643710196018219
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9910182356834412
|
|
},
|
|
{
|
|
"p": 0.2573183476924896,
|
|
"m": 0.6382079124450684
|
|
},
|
|
{
|
|
"p": 0.16781508922576904,
|
|
"m": 0.7024802565574646
|
|
},
|
|
{
|
|
"p": 0.0930202305316925,
|
|
"m": 0.7027130126953125
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7272782921791077
|
|
},
|
|
{
|
|
"p": 0.08721037954092026,
|
|
"m": 0.9855160117149353
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.8127233982086182,
|
|
"val_loss": 1.6560975313186646,
|
|
"acc": 42.62,
|
|
"time": 254.02165399910882,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13324186205863953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28937146067619324,
|
|
"m": 0.5800511240959167
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9991957545280457
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28613463044166565,
|
|
"m": 0.5901638865470886
|
|
},
|
|
{
|
|
"p": 0.15833279490470886,
|
|
"m": 0.6644412875175476
|
|
},
|
|
{
|
|
"p": 0.07407594472169876,
|
|
"m": 0.6493179798126221
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6881358623504639
|
|
},
|
|
{
|
|
"p": 0.058843355625867844,
|
|
"m": 0.9900586009025574
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.5513817071914673,
|
|
"val_loss": 1.5295469760894775,
|
|
"acc": 44.6,
|
|
"time": 256.9710089908913,
|
|
"param": [
|
|
{
|
|
"p": 0.0006842431030236185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13430607318878174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29962560534477234,
|
|
"m": 0.5184503793716431
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9876199960708618
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2896568775177002,
|
|
"m": 0.5236138105392456
|
|
},
|
|
{
|
|
"p": 0.14466381072998047,
|
|
"m": 0.6393426060676575
|
|
},
|
|
{
|
|
"p": 0.07141651958227158,
|
|
"m": 0.6215241551399231
|
|
},
|
|
{
|
|
"p": 0.008476367220282555,
|
|
"m": 0.9819586277008057
|
|
},
|
|
{
|
|
"p": 0.0004385950160212815,
|
|
"m": 0.684669554233551
|
|
},
|
|
{
|
|
"p": 0.05073193460702896,
|
|
"m": 0.9999952912330627
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.5772433280944824,
|
|
"val_loss": 1.6020931005477905,
|
|
"acc": 45.45,
|
|
"time": 254.9567640000023,
|
|
"param": [
|
|
{
|
|
"p": 0.021997321397066116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00025723420549184084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13109633326530457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.278986394405365,
|
|
"m": 0.4926479458808899
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9649678468704224
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.994498610496521
|
|
},
|
|
{
|
|
"p": 0.2655440866947174,
|
|
"m": 0.4624089300632477
|
|
},
|
|
{
|
|
"p": 0.12773826718330383,
|
|
"m": 0.5963414311408997
|
|
},
|
|
{
|
|
"p": 0.08287935703992844,
|
|
"m": 0.6150728464126587
|
|
},
|
|
{
|
|
"p": 0.022826718166470528,
|
|
"m": 0.9537486433982849
|
|
},
|
|
{
|
|
"p": 0.00816436018794775,
|
|
"m": 0.6802518963813782
|
|
},
|
|
{
|
|
"p": 0.057154472917318344,
|
|
"m": 0.9923887848854065
|
|
},
|
|
{
|
|
"p": 0.0033554225228726864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.7965810298919678,
|
|
"val_loss": 1.6006617546081543,
|
|
"acc": 46.45,
|
|
"time": 255.19030481157824,
|
|
"param": [
|
|
{
|
|
"p": 0.04215439409017563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13303589820861816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2672864496707916,
|
|
"m": 0.4756600260734558
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9549940824508667
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24679413437843323,
|
|
"m": 0.41105368733406067
|
|
},
|
|
{
|
|
"p": 0.12112182378768921,
|
|
"m": 0.5921007990837097
|
|
},
|
|
{
|
|
"p": 0.08938609808683395,
|
|
"m": 0.6078205108642578
|
|
},
|
|
{
|
|
"p": 0.03173091635107994,
|
|
"m": 0.9447099566459656
|
|
},
|
|
{
|
|
"p": 0.004636842757463455,
|
|
"m": 0.6659094095230103
|
|
},
|
|
{
|
|
"p": 0.057495277374982834,
|
|
"m": 0.9894583821296692
|
|
},
|
|
{
|
|
"p": 0.006358149461448193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.8404351472854614,
|
|
"val_loss": 1.4456630945205688,
|
|
"acc": 47.86,
|
|
"time": 254.71054369118065,
|
|
"param": [
|
|
{
|
|
"p": 0.05003833770751953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12846803665161133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2507994472980499,
|
|
"m": 0.45492541790008545
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9237031936645508
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9925507307052612
|
|
},
|
|
{
|
|
"p": 0.23079922795295715,
|
|
"m": 0.39960211515426636
|
|
},
|
|
{
|
|
"p": 0.11181145161390305,
|
|
"m": 0.6069716215133667
|
|
},
|
|
{
|
|
"p": 0.09214473515748978,
|
|
"m": 0.6081693768501282
|
|
},
|
|
{
|
|
"p": 0.04991737753152847,
|
|
"m": 0.9278706312179565
|
|
},
|
|
{
|
|
"p": 0.010377667844295502,
|
|
"m": 0.6737275123596191
|
|
},
|
|
{
|
|
"p": 0.057130951434373856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018512696027755737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.8261767625808716,
|
|
"val_loss": 1.429282784461975,
|
|
"acc": 47.09,
|
|
"time": 253.82944510597736,
|
|
"param": [
|
|
{
|
|
"p": 0.05676240846514702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12703096866607666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23847077786922455,
|
|
"m": 0.39507627487182617
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9047885537147522
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9824530482292175
|
|
},
|
|
{
|
|
"p": 0.23236563801765442,
|
|
"m": 0.39495232701301575
|
|
},
|
|
{
|
|
"p": 0.10368195921182632,
|
|
"m": 0.5855342149734497
|
|
},
|
|
{
|
|
"p": 0.09386775642633438,
|
|
"m": 0.5995298027992249
|
|
},
|
|
{
|
|
"p": 0.056913021951913834,
|
|
"m": 0.9220333099365234
|
|
},
|
|
{
|
|
"p": 0.008521323092281818,
|
|
"m": 0.670341968536377
|
|
},
|
|
{
|
|
"p": 0.05134428292512894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0310418289154768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.4784753322601318,
|
|
"val_loss": 1.3900258541107178,
|
|
"acc": 48.84,
|
|
"time": 257.58356161694974,
|
|
"param": [
|
|
{
|
|
"p": 0.039919622242450714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12939050793647766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2531319856643677,
|
|
"m": 0.3579988181591034
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8969621658325195
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25440114736557007,
|
|
"m": 0.39346015453338623
|
|
},
|
|
{
|
|
"p": 0.10396108776330948,
|
|
"m": 0.5627833604812622
|
|
},
|
|
{
|
|
"p": 0.08915796875953674,
|
|
"m": 0.5741536021232605
|
|
},
|
|
{
|
|
"p": 0.05543513223528862,
|
|
"m": 0.9116881489753723
|
|
},
|
|
{
|
|
"p": 0.000563108769711107,
|
|
"m": 0.6532683372497559
|
|
},
|
|
{
|
|
"p": 0.04765461012721062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026384860277175903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.662394404411316,
|
|
"val_loss": 1.372397780418396,
|
|
"acc": 49.56,
|
|
"time": 253.8208082644269,
|
|
"param": [
|
|
{
|
|
"p": 0.04195218160748482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12583379447460175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23428109288215637,
|
|
"m": 0.3466957211494446
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9375033378601074
|
|
},
|
|
{
|
|
"p": 0.001818007556721568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24259863793849945,
|
|
"m": 0.4018084406852722
|
|
},
|
|
{
|
|
"p": 0.09920939058065414,
|
|
"m": 0.5721672773361206
|
|
},
|
|
{
|
|
"p": 0.09363327920436859,
|
|
"m": 0.5669100880622864
|
|
},
|
|
{
|
|
"p": 0.0626223012804985,
|
|
"m": 0.8925478458404541
|
|
},
|
|
{
|
|
"p": 0.012669582851231098,
|
|
"m": 0.6605024337768555
|
|
},
|
|
{
|
|
"p": 0.05279887467622757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03258280083537102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.6057534217834473,
|
|
"val_loss": 1.3204073905944824,
|
|
"acc": 49.02,
|
|
"time": 255.07461360096931,
|
|
"param": [
|
|
{
|
|
"p": 0.034506309777498245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12515901029109955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22899670898914337,
|
|
"m": 0.33866968750953674
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9728168845176697
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23942022025585175,
|
|
"m": 0.37362366914749146
|
|
},
|
|
{
|
|
"p": 0.09288341552019119,
|
|
"m": 0.5822333693504333
|
|
},
|
|
{
|
|
"p": 0.10238078981637955,
|
|
"m": 0.5600219964981079
|
|
},
|
|
{
|
|
"p": 0.0746568962931633,
|
|
"m": 0.8918535113334656
|
|
},
|
|
{
|
|
"p": 0.021626917645335197,
|
|
"m": 0.6643696427345276
|
|
},
|
|
{
|
|
"p": 0.049432478845119476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030937187373638153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.8744890689849854,
|
|
"val_loss": 1.4043471813201904,
|
|
"acc": 50.06,
|
|
"time": 253.20175182074308,
|
|
"param": [
|
|
{
|
|
"p": 0.005960457492619753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14318102598190308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2786358594894409,
|
|
"m": 0.32376760244369507
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29818376898765564,
|
|
"m": 0.32185834646224976
|
|
},
|
|
{
|
|
"p": 0.07856228202581406,
|
|
"m": 0.5867542028427124
|
|
},
|
|
{
|
|
"p": 0.10313240438699722,
|
|
"m": 0.5333541035652161
|
|
},
|
|
{
|
|
"p": 0.07380983233451843,
|
|
"m": 0.8873927593231201
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6370407938957214
|
|
},
|
|
{
|
|
"p": 0.01853439398109913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.7576894760131836,
|
|
"val_loss": 1.2783057689666748,
|
|
"acc": 51.42,
|
|
"time": 253.42603525379673,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1449928879737854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29425281286239624,
|
|
"m": 0.3217724561691284
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3241572082042694,
|
|
"m": 0.28327131271362305
|
|
},
|
|
{
|
|
"p": 0.06086401268839836,
|
|
"m": 0.608426570892334
|
|
},
|
|
{
|
|
"p": 0.10031446069478989,
|
|
"m": 0.5092421174049377
|
|
},
|
|
{
|
|
"p": 0.0754186138510704,
|
|
"m": 0.8776055574417114
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6192589998245239
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9996002316474915
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.8682793378829956,
|
|
"val_loss": 1.4255802631378174,
|
|
"acc": 50.08,
|
|
"time": 255.02525461185724,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14446169137954712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3104151785373688,
|
|
"m": 0.3245936334133148
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.35730138421058655,
|
|
"m": 0.2760235369205475
|
|
},
|
|
{
|
|
"p": 0.03702399879693985,
|
|
"m": 0.6256521940231323
|
|
},
|
|
{
|
|
"p": 0.0843251571059227,
|
|
"m": 0.47654014825820923
|
|
},
|
|
{
|
|
"p": 0.06647264957427979,
|
|
"m": 0.8941054940223694
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.596644401550293
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 2.0563013553619385,
|
|
"val_loss": 1.3014901876449585,
|
|
"acc": 50.69,
|
|
"time": 254.45361680584028,
|
|
"param": [
|
|
{
|
|
"p": 0.008942555636167526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0008850126760080457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1377042531967163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2910101115703583,
|
|
"m": 0.35116836428642273
|
|
},
|
|
{
|
|
"p": 0.00016175566997844726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006628784467466176,
|
|
"m": 0.9807793498039246
|
|
},
|
|
{
|
|
"p": 0.34585028886795044,
|
|
"m": 0.2771267294883728
|
|
},
|
|
{
|
|
"p": 0.03319012001156807,
|
|
"m": 0.6442487239837646
|
|
},
|
|
{
|
|
"p": 0.08330857753753662,
|
|
"m": 0.4604800343513489
|
|
},
|
|
{
|
|
"p": 0.06725290417671204,
|
|
"m": 0.9035657644271851
|
|
},
|
|
{
|
|
"p": 0.0126552889123559,
|
|
"m": 0.6036648750305176
|
|
},
|
|
{
|
|
"p": 0.010657797567546368,
|
|
"m": 0.9986094236373901
|
|
},
|
|
{
|
|
"p": 0.007718437351286411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.537026286125183,
|
|
"val_loss": 1.3800864219665527,
|
|
"acc": 51.18,
|
|
"time": 253.65251262718812,
|
|
"param": [
|
|
{
|
|
"p": 0.009947576560080051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0003000175056513399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12954853475093842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2867816090583801,
|
|
"m": 0.343764066696167
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00037000857992097735,
|
|
"m": 0.9415353536605835
|
|
},
|
|
{
|
|
"p": 0.34162482619285583,
|
|
"m": 0.2695051431655884
|
|
},
|
|
{
|
|
"p": 0.02389909327030182,
|
|
"m": 0.6573247313499451
|
|
},
|
|
{
|
|
"p": 0.0859944298863411,
|
|
"m": 0.4456303119659424
|
|
},
|
|
{
|
|
"p": 0.06957998871803284,
|
|
"m": 0.9059154391288757
|
|
},
|
|
{
|
|
"p": 0.02402404509484768,
|
|
"m": 0.6111026406288147
|
|
},
|
|
{
|
|
"p": 0.014930139295756817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01299981027841568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.6541900634765625,
|
|
"val_loss": 1.3932491540908813,
|
|
"acc": 51.7,
|
|
"time": 255.4932535747066,
|
|
"param": [
|
|
{
|
|
"p": 0.008915351703763008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13006258010864258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2754088342189789,
|
|
"m": 0.32839563488960266
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9979798793792725
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9224463105201721
|
|
},
|
|
{
|
|
"p": 0.33908799290657043,
|
|
"m": 0.2650804817676544
|
|
},
|
|
{
|
|
"p": 0.02201174758374691,
|
|
"m": 0.6686710715293884
|
|
},
|
|
{
|
|
"p": 0.08059157431125641,
|
|
"m": 0.4305594563484192
|
|
},
|
|
{
|
|
"p": 0.0644073411822319,
|
|
"m": 0.889869213104248
|
|
},
|
|
{
|
|
"p": 0.032630715519189835,
|
|
"m": 0.6329704523086548
|
|
},
|
|
{
|
|
"p": 0.02622375823557377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02066008374094963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.8782976865768433,
|
|
"val_loss": 1.3711546659469604,
|
|
"acc": 51.92,
|
|
"time": 254.03629730688408,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13712002336978912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30871400237083435,
|
|
"m": 0.30146902799606323
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9787809252738953
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9382790327072144
|
|
},
|
|
{
|
|
"p": 0.3985615372657776,
|
|
"m": 0.25031042098999023
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6806688904762268
|
|
},
|
|
{
|
|
"p": 0.058883361518383026,
|
|
"m": 0.40765175223350525
|
|
},
|
|
{
|
|
"p": 0.051265258342027664,
|
|
"m": 0.9012937545776367
|
|
},
|
|
{
|
|
"p": 0.020417936146259308,
|
|
"m": 0.6312581896781921
|
|
},
|
|
{
|
|
"p": 0.022377969697117805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026599918492138386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.4386757612228394,
|
|
"val_loss": 1.360654592514038,
|
|
"acc": 53.72,
|
|
"time": 251.4473664178513,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13837076723575592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.333628386259079,
|
|
"m": 0.29333820939064026
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9907658696174622
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9345740079879761
|
|
},
|
|
{
|
|
"p": 0.43862184882164,
|
|
"m": 0.21684610843658447
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7010447978973389
|
|
},
|
|
{
|
|
"p": 0.03829001262784004,
|
|
"m": 0.38578668236732483
|
|
},
|
|
{
|
|
"p": 0.03281119465827942,
|
|
"m": 0.8983344435691833
|
|
},
|
|
{
|
|
"p": 0.005441059358417988,
|
|
"m": 0.6131415367126465
|
|
},
|
|
{
|
|
"p": 0.01283671148121357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.478255271911621,
|
|
"val_loss": 1.305999994277954,
|
|
"acc": 52.97,
|
|
"time": 253.70327444793656,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1381417214870453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3531557023525238,
|
|
"m": 0.2790100872516632
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9869152903556824
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9374945759773254
|
|
},
|
|
{
|
|
"p": 0.4663744866847992,
|
|
"m": 0.1939229816198349
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7219070792198181
|
|
},
|
|
{
|
|
"p": 0.027051620185375214,
|
|
"m": 0.36779579520225525
|
|
},
|
|
{
|
|
"p": 0.010793878696858883,
|
|
"m": 0.9004193544387817
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.589509129524231
|
|
},
|
|
{
|
|
"p": 0.0044826180674135685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.5035568475723267,
|
|
"val_loss": 1.25186026096344,
|
|
"acc": 54.35,
|
|
"time": 255.81287625385448,
|
|
"param": [
|
|
{
|
|
"p": 0.0011699668830260634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13921085000038147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.35050860047340393,
|
|
"m": 0.259031742811203
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9987887144088745
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9461405873298645
|
|
},
|
|
{
|
|
"p": 0.46280336380004883,
|
|
"m": 0.19001570343971252
|
|
},
|
|
{
|
|
"p": 0.0001620311668375507,
|
|
"m": 0.729509711265564
|
|
},
|
|
{
|
|
"p": 0.02086605317890644,
|
|
"m": 0.3574550151824951
|
|
},
|
|
{
|
|
"p": 0.011127299629151821,
|
|
"m": 0.9072651863098145
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5648177266120911
|
|
},
|
|
{
|
|
"p": 0.011498730629682541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002653190866112709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.4875680208206177,
|
|
"val_loss": 1.3213587999343872,
|
|
"acc": 55.5,
|
|
"time": 254.33886913908646,
|
|
"param": [
|
|
{
|
|
"p": 0.019558502361178398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13546738028526306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3003723919391632,
|
|
"m": 0.21627935767173767
|
|
},
|
|
{
|
|
"p": 0.0015065150801092386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014668051153421402,
|
|
"m": 0.9624879360198975
|
|
},
|
|
{
|
|
"p": 0.40129345655441284,
|
|
"m": 0.17416086792945862
|
|
},
|
|
{
|
|
"p": 0.013465058989822865,
|
|
"m": 0.7329620122909546
|
|
},
|
|
{
|
|
"p": 0.02605130523443222,
|
|
"m": 0.3649463653564453
|
|
},
|
|
{
|
|
"p": 0.027164092287421227,
|
|
"m": 0.9162814617156982
|
|
},
|
|
{
|
|
"p": 0.005317012779414654,
|
|
"m": 0.5556327104568481
|
|
},
|
|
{
|
|
"p": 0.03671674802899361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014216018840670586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00420351093634963,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.512561321258545,
|
|
"val_loss": 1.2628175020217896,
|
|
"acc": 56.28,
|
|
"time": 253.79989553475752,
|
|
"param": [
|
|
{
|
|
"p": 0.028933735564351082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13338109850883484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26973894238471985,
|
|
"m": 0.18319283425807953
|
|
},
|
|
{
|
|
"p": 0.0005463074194267392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026615871116518974,
|
|
"m": 0.9781649112701416
|
|
},
|
|
{
|
|
"p": 0.37402403354644775,
|
|
"m": 0.1686735451221466
|
|
},
|
|
{
|
|
"p": 0.019900508224964142,
|
|
"m": 0.7493857145309448
|
|
},
|
|
{
|
|
"p": 0.028099415823817253,
|
|
"m": 0.3728494644165039
|
|
},
|
|
{
|
|
"p": 0.03208247944712639,
|
|
"m": 0.9081424474716187
|
|
},
|
|
{
|
|
"p": 0.006398229859769344,
|
|
"m": 0.5556425452232361
|
|
},
|
|
{
|
|
"p": 0.05331471189856529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0269647054374218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.628426194190979,
|
|
"val_loss": 1.2832190990447998,
|
|
"acc": 56.4,
|
|
"time": 252.89707915019244,
|
|
"param": [
|
|
{
|
|
"p": 0.025982050225138664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13002419471740723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.253836452960968,
|
|
"m": 0.14751242101192474
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03370686620473862,
|
|
"m": 0.9700157046318054
|
|
},
|
|
{
|
|
"p": 0.36080408096313477,
|
|
"m": 0.18856310844421387
|
|
},
|
|
{
|
|
"p": 0.020553477108478546,
|
|
"m": 0.7491745352745056
|
|
},
|
|
{
|
|
"p": 0.03289106488227844,
|
|
"m": 0.38045087456703186
|
|
},
|
|
{
|
|
"p": 0.030171088874340057,
|
|
"m": 0.9059678316116333
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5423812866210938
|
|
},
|
|
{
|
|
"p": 0.061758413910865784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050272226333618164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.4012670516967773,
|
|
"val_loss": 1.2976139783859253,
|
|
"acc": 55.23,
|
|
"time": 255.08887945814058,
|
|
"param": [
|
|
{
|
|
"p": 0.021688273176550865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13267695903778076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2563990354537964,
|
|
"m": 0.1318029761314392
|
|
},
|
|
{
|
|
"p": 0.003450665855780244,
|
|
"m": 0.98888099193573
|
|
},
|
|
{
|
|
"p": 0.0217385645955801,
|
|
"m": 0.9498592019081116
|
|
},
|
|
{
|
|
"p": 0.36031973361968994,
|
|
"m": 0.22459812462329865
|
|
},
|
|
{
|
|
"p": 0.01776602305471897,
|
|
"m": 0.7547491788864136
|
|
},
|
|
{
|
|
"p": 0.029199650511145592,
|
|
"m": 0.3710460960865021
|
|
},
|
|
{
|
|
"p": 0.027084941044449806,
|
|
"m": 0.9048442840576172
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5213724970817566
|
|
},
|
|
{
|
|
"p": 0.0611528679728508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685233399271965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.6773639917373657,
|
|
"val_loss": 1.303971767425537,
|
|
"acc": 57.36,
|
|
"time": 255.48635510494933,
|
|
"param": [
|
|
{
|
|
"p": 0.016719339415431023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13624486327171326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.274721622467041,
|
|
"m": 0.10752502083778381
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00942710880190134,
|
|
"m": 0.9510822296142578
|
|
},
|
|
{
|
|
"p": 0.3679957687854767,
|
|
"m": 0.2370191067457199
|
|
},
|
|
{
|
|
"p": 0.00881960615515709,
|
|
"m": 0.7575384378433228
|
|
},
|
|
{
|
|
"p": 0.0253792405128479,
|
|
"m": 0.36130496859550476
|
|
},
|
|
{
|
|
"p": 0.027984868735074997,
|
|
"m": 0.9241389036178589
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5160932540893555
|
|
},
|
|
{
|
|
"p": 0.06342895328998566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927871704101562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.8913336992263794,
|
|
"val_loss": 1.1974016427993774,
|
|
"acc": 58.25,
|
|
"time": 253.4853674969636,
|
|
"param": [
|
|
{
|
|
"p": 0.01881411112844944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12915237247943878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2595595121383667,
|
|
"m": 0.055413298308849335
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9936431050300598
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9316003322601318
|
|
},
|
|
{
|
|
"p": 0.34384962916374207,
|
|
"m": 0.23495447635650635
|
|
},
|
|
{
|
|
"p": 0.017822738736867905,
|
|
"m": 0.7732324004173279
|
|
},
|
|
{
|
|
"p": 0.03175631910562515,
|
|
"m": 0.34950459003448486
|
|
},
|
|
{
|
|
"p": 0.034395523369312286,
|
|
"m": 0.9403766393661499
|
|
},
|
|
{
|
|
"p": 0.013965691439807415,
|
|
"m": 0.515480101108551
|
|
},
|
|
{
|
|
"p": 0.0635424330830574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08714156597852707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.8181101083755493,
|
|
"val_loss": 1.2117397785186768,
|
|
"acc": 59.07,
|
|
"time": 255.00444393139333,
|
|
"param": [
|
|
{
|
|
"p": 0.018557101488113403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12679412961006165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24754491448402405,
|
|
"m": 0.011582008562982082
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9739448428153992
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9348361492156982
|
|
},
|
|
{
|
|
"p": 0.3205206096172333,
|
|
"m": 0.20840801298618317
|
|
},
|
|
{
|
|
"p": 0.027335045859217644,
|
|
"m": 0.7795243859291077
|
|
},
|
|
{
|
|
"p": 0.03953377157449722,
|
|
"m": 0.34372249245643616
|
|
},
|
|
{
|
|
"p": 0.03259807452559471,
|
|
"m": 0.9667714238166809
|
|
},
|
|
{
|
|
"p": 0.025773733854293823,
|
|
"m": 0.5100950598716736
|
|
},
|
|
{
|
|
"p": 0.06432544440031052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09701715409755707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.1848312616348267,
|
|
"val_loss": 1.0205858945846558,
|
|
"acc": 58.2,
|
|
"time": 254.8250937582925,
|
|
"param": [
|
|
{
|
|
"p": 0.008761746808886528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1278224140405655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2548055946826935,
|
|
"m": 0.008962244726717472
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9521428346633911
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9261061549186707
|
|
},
|
|
{
|
|
"p": 0.31588396430015564,
|
|
"m": 0.20041553676128387
|
|
},
|
|
{
|
|
"p": 0.019895577803254128,
|
|
"m": 0.7667443752288818
|
|
},
|
|
{
|
|
"p": 0.03598622977733612,
|
|
"m": 0.3484553396701813
|
|
},
|
|
{
|
|
"p": 0.02947893925011158,
|
|
"m": 0.9791620373725891
|
|
},
|
|
{
|
|
"p": 0.03456579148769379,
|
|
"m": 0.5147911310195923
|
|
},
|
|
{
|
|
"p": 0.07070507854223251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10209464281797409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.3978043794631958,
|
|
"val_loss": 1.2099196910858154,
|
|
"acc": 58.81,
|
|
"time": 256.52296681981534,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12240631133317947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2666749060153961,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9630767703056335
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9277809262275696
|
|
},
|
|
{
|
|
"p": 0.33143308758735657,
|
|
"m": 0.19891294836997986
|
|
},
|
|
{
|
|
"p": 0.01623881794512272,
|
|
"m": 0.7750453352928162
|
|
},
|
|
{
|
|
"p": 0.026971155777573586,
|
|
"m": 0.34573987126350403
|
|
},
|
|
{
|
|
"p": 0.026561494916677475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037608370184898376,
|
|
"m": 0.5211911797523499
|
|
},
|
|
{
|
|
"p": 0.0699472576379776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10215863585472107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.3758705854415894,
|
|
"val_loss": 1.195459246635437,
|
|
"acc": 57.82,
|
|
"time": 252.83847064012662,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11150789260864258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26683881878852844,
|
|
"m": 0.01512074749916792
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9921852946281433
|
|
},
|
|
{
|
|
"p": 0.0001889498089440167,
|
|
"m": 0.9349314570426941
|
|
},
|
|
{
|
|
"p": 0.3426273465156555,
|
|
"m": 0.22932077944278717
|
|
},
|
|
{
|
|
"p": 0.015827413648366928,
|
|
"m": 0.7800933718681335
|
|
},
|
|
{
|
|
"p": 0.02894219569861889,
|
|
"m": 0.3317514657974243
|
|
},
|
|
{
|
|
"p": 0.024706769734621048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04200252890586853,
|
|
"m": 0.5162671804428101
|
|
},
|
|
{
|
|
"p": 0.06457388401031494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10278425365686417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.4066357612609863,
|
|
"val_loss": 1.057555913925171,
|
|
"acc": 59.03,
|
|
"time": 253.17306533036754,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1076405718922615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25995707511901855,
|
|
"m": 0.05023674666881561
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002503426978364587,
|
|
"m": 0.94487065076828
|
|
},
|
|
{
|
|
"p": 0.3393770754337311,
|
|
"m": 0.22193394601345062
|
|
},
|
|
{
|
|
"p": 0.011013995856046677,
|
|
"m": 0.7745876312255859
|
|
},
|
|
{
|
|
"p": 0.04236708581447601,
|
|
"m": 0.3247469365596771
|
|
},
|
|
{
|
|
"p": 0.02805992215871811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0500861257314682,
|
|
"m": 0.5116775035858154
|
|
},
|
|
{
|
|
"p": 0.058192234486341476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1008024513721466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4646236896514893,
|
|
"val_loss": 1.3061308860778809,
|
|
"acc": 58.66,
|
|
"time": 252.88724256772548,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09659965336322784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2623221278190613,
|
|
"m": 0.05860140174627304
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9986112117767334
|
|
},
|
|
{
|
|
"p": 0.000966682389844209,
|
|
"m": 0.9619427919387817
|
|
},
|
|
{
|
|
"p": 0.3473760485649109,
|
|
"m": 0.23352128267288208
|
|
},
|
|
{
|
|
"p": 0.009938403964042664,
|
|
"m": 0.7721961736679077
|
|
},
|
|
{
|
|
"p": 0.04902038350701332,
|
|
"m": 0.3036595284938812
|
|
},
|
|
{
|
|
"p": 0.029970932751893997,
|
|
"m": 0.9999385476112366
|
|
},
|
|
{
|
|
"p": 0.062487877905368805,
|
|
"m": 0.5115577578544617
|
|
},
|
|
{
|
|
"p": 0.047297194600105286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09402073919773102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.4971674680709839,
|
|
"val_loss": 1.2191014289855957,
|
|
"acc": 60.8,
|
|
"time": 256.08856446202844,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09401548653841019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26836758852005005,
|
|
"m": 0.008778240531682968
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9830730557441711
|
|
},
|
|
{
|
|
"p": 0.001718351268209517,
|
|
"m": 0.9945675134658813
|
|
},
|
|
{
|
|
"p": 0.37144505977630615,
|
|
"m": 0.23890787363052368
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7798945903778076
|
|
},
|
|
{
|
|
"p": 0.04412830248475075,
|
|
"m": 0.28660592436790466
|
|
},
|
|
{
|
|
"p": 0.019651414826512337,
|
|
"m": 0.9827642440795898
|
|
},
|
|
{
|
|
"p": 0.08118868619203568,
|
|
"m": 0.5318476557731628
|
|
},
|
|
{
|
|
"p": 0.028802260756492615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09068286418914795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.515425682067871,
|
|
"val_loss": 1.06281316280365,
|
|
"acc": 59.82,
|
|
"time": 255.05543348332867,
|
|
"param": [
|
|
{
|
|
"p": 0.004301037173718214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012567106168717146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07872563600540161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24648958444595337,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0038786623626947403,
|
|
"m": 0.963168203830719
|
|
},
|
|
{
|
|
"p": 0.012736801989376545,
|
|
"m": 0.9938199520111084
|
|
},
|
|
{
|
|
"p": 0.3584040105342865,
|
|
"m": 0.26837289333343506
|
|
},
|
|
{
|
|
"p": 0.01103812176734209,
|
|
"m": 0.7952394485473633
|
|
},
|
|
{
|
|
"p": 0.0569014698266983,
|
|
"m": 0.2900278568267822
|
|
},
|
|
{
|
|
"p": 0.020828893408179283,
|
|
"m": 0.9736251831054688
|
|
},
|
|
{
|
|
"p": 0.09665869921445847,
|
|
"m": 0.5403113961219788
|
|
},
|
|
{
|
|
"p": 0.025568649172782898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08270338922739029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000508325407281518,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.6828869581222534,
|
|
"val_loss": 1.1076489686965942,
|
|
"acc": 60.3,
|
|
"time": 253.99885370628908,
|
|
"param": [
|
|
{
|
|
"p": 0.008556430228054523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079664446413517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2275535613298416,
|
|
"m": 0.001058758469298482
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9739667773246765
|
|
},
|
|
{
|
|
"p": 0.009959819726645947,
|
|
"m": 0.9853106141090393
|
|
},
|
|
{
|
|
"p": 0.35289478302001953,
|
|
"m": 0.28148162364959717
|
|
},
|
|
{
|
|
"p": 0.01859259232878685,
|
|
"m": 0.8205534815788269
|
|
},
|
|
{
|
|
"p": 0.06656760722398758,
|
|
"m": 0.3121940493583679
|
|
},
|
|
{
|
|
"p": 0.024725502356886864,
|
|
"m": 0.9780068397521973
|
|
},
|
|
{
|
|
"p": 0.09903325140476227,
|
|
"m": 0.5455745458602905
|
|
},
|
|
{
|
|
"p": 0.03145453706383705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08086777478456497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00012972789409104735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.3394243717193604,
|
|
"val_loss": 1.1381864547729492,
|
|
"acc": 60.33,
|
|
"time": 253.89659790694714,
|
|
"param": [
|
|
{
|
|
"p": 0.01088387705385685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593453675508499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22437486052513123,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9983027577400208
|
|
},
|
|
{
|
|
"p": 0.00026061860262416303,
|
|
"m": 0.9956720471382141
|
|
},
|
|
{
|
|
"p": 0.36255717277526855,
|
|
"m": 0.30243486166000366
|
|
},
|
|
{
|
|
"p": 0.015698052942752838,
|
|
"m": 0.8524602651596069
|
|
},
|
|
{
|
|
"p": 0.0677509754896164,
|
|
"m": 0.3173762559890747
|
|
},
|
|
{
|
|
"p": 0.030858442187309265,
|
|
"m": 0.9902510643005371
|
|
},
|
|
{
|
|
"p": 0.10071438550949097,
|
|
"m": 0.5372914671897888
|
|
},
|
|
{
|
|
"p": 0.030271850526332855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806952714920044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.6074076890945435,
|
|
"val_loss": 1.0289055109024048,
|
|
"acc": 60.92,
|
|
"time": 251.38942720927298,
|
|
"param": [
|
|
{
|
|
"p": 0.012548879720270634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07614696025848389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22618183493614197,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3773202896118164,
|
|
"m": 0.35284122824668884
|
|
},
|
|
{
|
|
"p": 0.007839854806661606,
|
|
"m": 0.8526267409324646
|
|
},
|
|
{
|
|
"p": 0.0643509030342102,
|
|
"m": 0.3157970905303955
|
|
},
|
|
{
|
|
"p": 0.03695034980773926,
|
|
"m": 0.9850758910179138
|
|
},
|
|
{
|
|
"p": 0.09949962794780731,
|
|
"m": 0.5170604586601257
|
|
},
|
|
{
|
|
"p": 0.022383229807019234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07677802443504333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.3282564878463745,
|
|
"val_loss": 1.1528228521347046,
|
|
"acc": 60.56,
|
|
"time": 253.70830229017884,
|
|
"param": [
|
|
{
|
|
"p": 0.013844884932041168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07817196100950241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23025542497634888,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3919260501861572,
|
|
"m": 0.3676883280277252
|
|
},
|
|
{
|
|
"p": 0.0009969433303922415,
|
|
"m": 0.8891146779060364
|
|
},
|
|
{
|
|
"p": 0.06586655974388123,
|
|
"m": 0.3162405490875244
|
|
},
|
|
{
|
|
"p": 0.03450274094939232,
|
|
"m": 0.9804790019989014
|
|
},
|
|
{
|
|
"p": 0.09293033182621002,
|
|
"m": 0.4994094967842102
|
|
},
|
|
{
|
|
"p": 0.01681831106543541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07468675822019577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.4205578565597534,
|
|
"val_loss": 0.9824545383453369,
|
|
"acc": 60.44,
|
|
"time": 254.7598388362676,
|
|
"param": [
|
|
{
|
|
"p": 0.018421117216348648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07100867480039597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2286248505115509,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.00036307325353845954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005183395696803927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.39381539821624756,
|
|
"m": 0.36211684346199036
|
|
},
|
|
{
|
|
"p": 0.0017741493647918105,
|
|
"m": 0.9278026223182678
|
|
},
|
|
{
|
|
"p": 0.06655305624008179,
|
|
"m": 0.3124222457408905
|
|
},
|
|
{
|
|
"p": 0.03784625604748726,
|
|
"m": 0.9720321297645569
|
|
},
|
|
{
|
|
"p": 0.09541162103414536,
|
|
"m": 0.5045143961906433
|
|
},
|
|
{
|
|
"p": 0.014353628270328045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130972295999527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.1988831758499146,
|
|
"val_loss": 1.1764336824417114,
|
|
"acc": 59.95,
|
|
"time": 256.2496122503653,
|
|
"param": [
|
|
{
|
|
"p": 0.025214508175849915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06883683800697327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2194172888994217,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9677492380142212
|
|
},
|
|
{
|
|
"p": 0.3676079213619232,
|
|
"m": 0.3970201313495636
|
|
},
|
|
{
|
|
"p": 0.0056990692391991615,
|
|
"m": 0.9496279358863831
|
|
},
|
|
{
|
|
"p": 0.07816315442323685,
|
|
"m": 0.3060557246208191
|
|
},
|
|
{
|
|
"p": 0.036569252610206604,
|
|
"m": 0.9705324769020081
|
|
},
|
|
{
|
|
"p": 0.10665654391050339,
|
|
"m": 0.49728935956954956
|
|
},
|
|
{
|
|
"p": 0.019485963508486748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07234945148229599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.3264275789260864,
|
|
"val_loss": 0.9626366496086121,
|
|
"acc": 61.31,
|
|
"time": 254.7523115701042,
|
|
"param": [
|
|
{
|
|
"p": 0.027796052396297455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06870127469301224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2196512371301651,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001593575463630259,
|
|
"m": 0.9522647857666016
|
|
},
|
|
{
|
|
"p": 0.3615292012691498,
|
|
"m": 0.38679495453834534
|
|
},
|
|
{
|
|
"p": 0.005314487498253584,
|
|
"m": 0.9675318002700806
|
|
},
|
|
{
|
|
"p": 0.07798468321561813,
|
|
"m": 0.2948898375034332
|
|
},
|
|
{
|
|
"p": 0.028651311993598938,
|
|
"m": 0.9702507853507996
|
|
},
|
|
{
|
|
"p": 0.11508211493492126,
|
|
"m": 0.5005638599395752
|
|
},
|
|
{
|
|
"p": 0.020073741674423218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07362240552902222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.7473104000091553,
|
|
"val_loss": 1.1032733917236328,
|
|
"acc": 60.55,
|
|
"time": 253.99137230683118,
|
|
"param": [
|
|
{
|
|
"p": 0.03140256926417351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060777395963669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2221270203590393,
|
|
"m": 0.0030260940548032522
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9557243585586548
|
|
},
|
|
{
|
|
"p": 0.3630630373954773,
|
|
"m": 0.3931860327720642
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9917298555374146
|
|
},
|
|
{
|
|
"p": 0.07759381085634232,
|
|
"m": 0.28069227933883667
|
|
},
|
|
{
|
|
"p": 0.026086624711751938,
|
|
"m": 0.9638711810112
|
|
},
|
|
{
|
|
"p": 0.10904059559106827,
|
|
"m": 0.4810456931591034
|
|
},
|
|
{
|
|
"p": 0.01944231428205967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08063632249832153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.3645180463790894,
|
|
"val_loss": 1.1459654569625854,
|
|
"acc": 60.48,
|
|
"time": 256.5506983618252,
|
|
"param": [
|
|
{
|
|
"p": 0.03077954240143299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07510562241077423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23005646467208862,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9999434351921082
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9581392407417297
|
|
},
|
|
{
|
|
"p": 0.37722888588905334,
|
|
"m": 0.4219857454299927
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952915132045746,
|
|
"m": 0.25924158096313477
|
|
},
|
|
{
|
|
"p": 0.022082457318902016,
|
|
"m": 0.9641523957252502
|
|
},
|
|
{
|
|
"p": 0.09513697028160095,
|
|
"m": 0.4419716000556946
|
|
},
|
|
{
|
|
"p": 0.015169242396950722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07491163909435272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4804705381393433,
|
|
"val_loss": 1.212045669555664,
|
|
"acc": 58.76,
|
|
"time": 254.1415657917969,
|
|
"param": [
|
|
{
|
|
"p": 0.026763781905174255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587968558073044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2334613800048828,
|
|
"m": 0.0028141746297478676
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9594262838363647
|
|
},
|
|
{
|
|
"p": 0.3814726769924164,
|
|
"m": 0.4172508120536804
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9982704520225525
|
|
},
|
|
{
|
|
"p": 0.08099637925624847,
|
|
"m": 0.24110424518585205
|
|
},
|
|
{
|
|
"p": 0.028741959482431412,
|
|
"m": 0.9554980397224426
|
|
},
|
|
{
|
|
"p": 0.09419545531272888,
|
|
"m": 0.4233005940914154
|
|
},
|
|
{
|
|
"p": 0.006560094188898802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07192858308553696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.5015496015548706,
|
|
"val_loss": 1.0392616987228394,
|
|
"acc": 61.29,
|
|
"time": 254.0594984870404,
|
|
"param": [
|
|
{
|
|
"p": 0.010477465577423573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713963434100151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24898576736450195,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9451459050178528
|
|
},
|
|
{
|
|
"p": 0.4226260483264923,
|
|
"m": 0.3936063349246979
|
|
},
|
|
{
|
|
"p": 0.00021744803234469146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433509081602097,
|
|
"m": 0.25743362307548523
|
|
},
|
|
{
|
|
"p": 0.013994952663779259,
|
|
"m": 0.9435946345329285
|
|
},
|
|
{
|
|
"p": 0.09562143683433533,
|
|
"m": 0.4120246469974518
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06234541907906532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.4095995426177979,
|
|
"val_loss": 1.1079425811767578,
|
|
"acc": 62.02,
|
|
"time": 255.11711331736296,
|
|
"param": [
|
|
{
|
|
"p": 0.0032929026056081057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0674387589097023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24550727009773254,
|
|
"m": 0.0014176731929183006
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9418119192123413
|
|
},
|
|
{
|
|
"p": 0.4227962791919708,
|
|
"m": 0.3955814838409424
|
|
},
|
|
{
|
|
"p": 0.0076318648643791676,
|
|
"m": 0.9943150877952576
|
|
},
|
|
{
|
|
"p": 0.07353806495666504,
|
|
"m": 0.261357843875885
|
|
},
|
|
{
|
|
"p": 0.02036607451736927,
|
|
"m": 0.9243215322494507
|
|
},
|
|
{
|
|
"p": 0.0994861051440239,
|
|
"m": 0.39127013087272644
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059942685067653656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.535299301147461,
|
|
"val_loss": 1.077390432357788,
|
|
"acc": 62.21,
|
|
"time": 255.15526490891352,
|
|
"param": [
|
|
{
|
|
"p": 0.006651577074080706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120473682880402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23619964718818665,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0013630441389977932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003587055020034313,
|
|
"m": 0.9247175455093384
|
|
},
|
|
{
|
|
"p": 0.40562596917152405,
|
|
"m": 0.39863818883895874
|
|
},
|
|
{
|
|
"p": 0.012193301692605019,
|
|
"m": 0.9965434074401855
|
|
},
|
|
{
|
|
"p": 0.07821318507194519,
|
|
"m": 0.25029897689819336
|
|
},
|
|
{
|
|
"p": 0.02728930115699768,
|
|
"m": 0.8959028720855713
|
|
},
|
|
{
|
|
"p": 0.10501378029584885,
|
|
"m": 0.3758906126022339
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05265835300087929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.5945119857788086,
|
|
"val_loss": 1.1009807586669922,
|
|
"acc": 62.36,
|
|
"time": 255.4186144610867,
|
|
"param": [
|
|
{
|
|
"p": 0.014719265513122082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07747044414281845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22548113763332367,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.00736750103533268,
|
|
"m": 0.9986820816993713
|
|
},
|
|
{
|
|
"p": 0.011934072710573673,
|
|
"m": 0.9248527884483337
|
|
},
|
|
{
|
|
"p": 0.3741065263748169,
|
|
"m": 0.39962294697761536
|
|
},
|
|
{
|
|
"p": 0.017321545630693436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0810730904340744,
|
|
"m": 0.2648492753505707
|
|
},
|
|
{
|
|
"p": 0.03381228819489479,
|
|
"m": 0.8893479108810425
|
|
},
|
|
{
|
|
"p": 0.10196596384048462,
|
|
"m": 0.38357388973236084
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05474819242954254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.1510028839111328,
|
|
"val_loss": 0.9304379820823669,
|
|
"acc": 63.49,
|
|
"time": 253.9002460371703,
|
|
"param": [
|
|
{
|
|
"p": 0.023473123088479042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08550768345594406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22437496483325958,
|
|
"m": 0.003254535375162959
|
|
},
|
|
{
|
|
"p": 0.008068661205470562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007337179034948349,
|
|
"m": 0.9345095753669739
|
|
},
|
|
{
|
|
"p": 0.3599698543548584,
|
|
"m": 0.41894736886024475
|
|
},
|
|
{
|
|
"p": 0.010946582071483135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08558455854654312,
|
|
"m": 0.2738608717918396
|
|
},
|
|
{
|
|
"p": 0.03122473508119583,
|
|
"m": 0.9105004072189331
|
|
},
|
|
{
|
|
"p": 0.09994813054800034,
|
|
"m": 0.377517968416214
|
|
},
|
|
{
|
|
"p": 0.0008742533973418176,
|
|
"m": 0.9977372884750366
|
|
},
|
|
{
|
|
"p": 0.06269031018018723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4081225395202637,
|
|
"val_loss": 1.0276821851730347,
|
|
"acc": 62.33,
|
|
"time": 253.85192593326792,
|
|
"param": [
|
|
{
|
|
"p": 0.03053591586649418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0839695930480957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2251778542995453,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.004860328044742346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001164174173027277,
|
|
"m": 0.9304517507553101
|
|
},
|
|
{
|
|
"p": 0.3462589979171753,
|
|
"m": 0.39984530210494995
|
|
},
|
|
{
|
|
"p": 0.007626062259078026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08229003101587296,
|
|
"m": 0.2625284790992737
|
|
},
|
|
{
|
|
"p": 0.0338735468685627,
|
|
"m": 0.941322386264801
|
|
},
|
|
{
|
|
"p": 0.09670821577310562,
|
|
"m": 0.36699989438056946
|
|
},
|
|
{
|
|
"p": 0.013491708785295486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07404354214668274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.3359882831573486,
|
|
"val_loss": 1.0750946998596191,
|
|
"acc": 61.69,
|
|
"time": 254.50239557027817,
|
|
"param": [
|
|
{
|
|
"p": 0.03139493614435196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090911269187927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23531922698020935,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.003932364284992218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9083585143089294
|
|
},
|
|
{
|
|
"p": 0.3476112186908722,
|
|
"m": 0.36220502853393555
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9962993860244751
|
|
},
|
|
{
|
|
"p": 0.07288044691085815,
|
|
"m": 0.2420670986175537
|
|
},
|
|
{
|
|
"p": 0.037651751190423965,
|
|
"m": 0.9491634368896484
|
|
},
|
|
{
|
|
"p": 0.08755236119031906,
|
|
"m": 0.3612270951271057
|
|
},
|
|
{
|
|
"p": 0.027814310044050217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08493427187204361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.3856375217437744,
|
|
"val_loss": 0.9497976303100586,
|
|
"acc": 62.61,
|
|
"time": 257.1704150401056,
|
|
"param": [
|
|
{
|
|
"p": 0.03756679594516754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06500882655382156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22772172093391418,
|
|
"m": 0.011032076552510262
|
|
},
|
|
{
|
|
"p": 0.017966676503419876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01584583707153797,
|
|
"m": 0.9203398823738098
|
|
},
|
|
{
|
|
"p": 0.32369422912597656,
|
|
"m": 0.3645109236240387
|
|
},
|
|
{
|
|
"p": 0.00038056971970945597,
|
|
"m": 0.999738872051239
|
|
},
|
|
{
|
|
"p": 0.06369253247976303,
|
|
"m": 0.25151437520980835
|
|
},
|
|
{
|
|
"p": 0.04389655217528343,
|
|
"m": 0.9402768611907959
|
|
},
|
|
{
|
|
"p": 0.07852763682603836,
|
|
"m": 0.3956361711025238
|
|
},
|
|
{
|
|
"p": 0.03898308798670769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554770797491074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011678808368742466,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.25575852394104,
|
|
"val_loss": 0.962215006351471,
|
|
"acc": 63.0,
|
|
"time": 255.29112521512434,
|
|
"param": [
|
|
{
|
|
"p": 0.04454313591122627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06250020861625671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21106036007404327,
|
|
"m": 0.012064563110470772
|
|
},
|
|
{
|
|
"p": 0.031193004921078682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036241963505744934,
|
|
"m": 0.9325348734855652
|
|
},
|
|
{
|
|
"p": 0.29192253947257996,
|
|
"m": 0.40094059705734253
|
|
},
|
|
{
|
|
"p": 0.0059165493585169315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06092848256230354,
|
|
"m": 0.26972100138664246
|
|
},
|
|
{
|
|
"p": 0.04672245681285858,
|
|
"m": 0.9328497648239136
|
|
},
|
|
{
|
|
"p": 0.07421775162220001,
|
|
"m": 0.42031732201576233
|
|
},
|
|
{
|
|
"p": 0.05034495145082474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08440859615802765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.4390488862991333,
|
|
"val_loss": 0.9907599687576294,
|
|
"acc": 64.27,
|
|
"time": 252.66852757101879,
|
|
"param": [
|
|
{
|
|
"p": 0.05692247673869133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07270116358995438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19560688734054565,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.031676679849624634,
|
|
"m": 0.9973121881484985
|
|
},
|
|
{
|
|
"p": 0.046282630413770676,
|
|
"m": 0.9419864416122437
|
|
},
|
|
{
|
|
"p": 0.2688378691673279,
|
|
"m": 0.4360658824443817
|
|
},
|
|
{
|
|
"p": 0.0021939612925052643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052006013691425323,
|
|
"m": 0.2821430265903473
|
|
},
|
|
{
|
|
"p": 0.051657963544130325,
|
|
"m": 0.9270085096359253
|
|
},
|
|
{
|
|
"p": 0.07615549862384796,
|
|
"m": 0.4529605209827423
|
|
},
|
|
{
|
|
"p": 0.06635627895593643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960255444049835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.4020217657089233,
|
|
"val_loss": 1.0112600326538086,
|
|
"acc": 64.06,
|
|
"time": 253.30245676403865,
|
|
"param": [
|
|
{
|
|
"p": 0.0648110881447792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08249546587467194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2001951038837433,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0186917707324028,
|
|
"m": 0.9925056099891663
|
|
},
|
|
{
|
|
"p": 0.04446990787982941,
|
|
"m": 0.9442861676216125
|
|
},
|
|
{
|
|
"p": 0.26640963554382324,
|
|
"m": 0.45849594473838806
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04378155991435051,
|
|
"m": 0.2872233986854553
|
|
},
|
|
{
|
|
"p": 0.05382741615176201,
|
|
"m": 0.9142077565193176
|
|
},
|
|
{
|
|
"p": 0.07205193489789963,
|
|
"m": 0.46019211411476135
|
|
},
|
|
{
|
|
"p": 0.07349435985088348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0797717347741127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.4049557447433472,
|
|
"val_loss": 1.0484014749526978,
|
|
"acc": 63.47,
|
|
"time": 258.7641874132678,
|
|
"param": [
|
|
{
|
|
"p": 0.06281127035617828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08017793297767639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22719234228134155,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9916048645973206
|
|
},
|
|
{
|
|
"p": 0.037573788315057755,
|
|
"m": 0.9445826411247253
|
|
},
|
|
{
|
|
"p": 0.28995540738105774,
|
|
"m": 0.477022647857666
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9962925910949707
|
|
},
|
|
{
|
|
"p": 0.030516084283590317,
|
|
"m": 0.2948043644428253
|
|
},
|
|
{
|
|
"p": 0.05044986680150032,
|
|
"m": 0.9217107892036438
|
|
},
|
|
{
|
|
"p": 0.06197566166520119,
|
|
"m": 0.45642343163490295
|
|
},
|
|
{
|
|
"p": 0.08524930477142334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07409825176000595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.663281798362732,
|
|
"val_loss": 1.085715413093567,
|
|
"acc": 63.32,
|
|
"time": 254.34435498900712,
|
|
"param": [
|
|
{
|
|
"p": 0.04851984232664108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07715026289224625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2478865683078766,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02705334685742855,
|
|
"m": 0.953971266746521
|
|
},
|
|
{
|
|
"p": 0.30944597721099854,
|
|
"m": 0.5048709511756897
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9950737953186035
|
|
},
|
|
{
|
|
"p": 0.011441009119153023,
|
|
"m": 0.29706549644470215
|
|
},
|
|
{
|
|
"p": 0.04796120151877403,
|
|
"m": 0.9247961640357971
|
|
},
|
|
{
|
|
"p": 0.059538714587688446,
|
|
"m": 0.4624044895172119
|
|
},
|
|
{
|
|
"p": 0.0976235494017601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0733795240521431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.3160803318023682,
|
|
"val_loss": 0.9803717732429504,
|
|
"acc": 64.28,
|
|
"time": 251.7074374333024,
|
|
"param": [
|
|
{
|
|
"p": 0.046668775379657745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07425129413604736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2363298088312149,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.008406254462897778,
|
|
"m": 0.9997245669364929
|
|
},
|
|
{
|
|
"p": 0.022333726286888123,
|
|
"m": 0.94471275806427
|
|
},
|
|
{
|
|
"p": 0.29019996523857117,
|
|
"m": 0.5324432849884033
|
|
},
|
|
{
|
|
"p": 0.0029516364447772503,
|
|
"m": 0.9795792102813721
|
|
},
|
|
{
|
|
"p": 0.018236175179481506,
|
|
"m": 0.2895292341709137
|
|
},
|
|
{
|
|
"p": 0.051290810108184814,
|
|
"m": 0.9227098822593689
|
|
},
|
|
{
|
|
"p": 0.07056906819343567,
|
|
"m": 0.4754563570022583
|
|
},
|
|
{
|
|
"p": 0.09965746849775314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07783323526382446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012718281941488385,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.5197855234146118,
|
|
"val_loss": 1.0960557460784912,
|
|
"acc": 62.75,
|
|
"time": 254.62667558714747,
|
|
"param": [
|
|
{
|
|
"p": 0.04807127267122269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259431481361389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2288196086883545,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.012817401438951492,
|
|
"m": 0.999975323677063
|
|
},
|
|
{
|
|
"p": 0.023386290296912193,
|
|
"m": 0.9165639281272888
|
|
},
|
|
{
|
|
"p": 0.28301918506622314,
|
|
"m": 0.5084222555160522
|
|
},
|
|
{
|
|
"p": 0.0037632298190146685,
|
|
"m": 0.953460156917572
|
|
},
|
|
{
|
|
"p": 0.015020908787846565,
|
|
"m": 0.2898865044116974
|
|
},
|
|
{
|
|
"p": 0.054275743663311005,
|
|
"m": 0.9216570258140564
|
|
},
|
|
{
|
|
"p": 0.07439649105072021,
|
|
"m": 0.48932313919067383
|
|
},
|
|
{
|
|
"p": 0.1060667484998703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07776883244514465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.5422369241714478,
|
|
"val_loss": 0.9625565409660339,
|
|
"acc": 63.43,
|
|
"time": 254.22663213685155,
|
|
"param": [
|
|
{
|
|
"p": 0.05743907764554024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011771335266530514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08176169544458389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20657214522361755,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.024370422586798668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02415894903242588,
|
|
"m": 0.8986632823944092
|
|
},
|
|
{
|
|
"p": 0.24730148911476135,
|
|
"m": 0.46576622128486633
|
|
},
|
|
{
|
|
"p": 0.01858288235962391,
|
|
"m": 0.9195253849029541
|
|
},
|
|
{
|
|
"p": 0.019201431423425674,
|
|
"m": 0.2956925332546234
|
|
},
|
|
{
|
|
"p": 0.07013768702745438,
|
|
"m": 0.927024781703949
|
|
},
|
|
{
|
|
"p": 0.06966110318899155,
|
|
"m": 0.5150947570800781
|
|
},
|
|
{
|
|
"p": 0.09976041316986084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751354843378067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0047401124611496925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.246837854385376,
|
|
"val_loss": 1.0233848094940186,
|
|
"acc": 64.28,
|
|
"time": 253.10447949310765,
|
|
"param": [
|
|
{
|
|
"p": 0.06102427467703819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09011507034301758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19887039065361023,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.01563221774995327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013092558830976486,
|
|
"m": 0.8809648156166077
|
|
},
|
|
{
|
|
"p": 0.2387194186449051,
|
|
"m": 0.4644748866558075
|
|
},
|
|
{
|
|
"p": 0.02702854759991169,
|
|
"m": 0.8901404738426208
|
|
},
|
|
{
|
|
"p": 0.022673379629850388,
|
|
"m": 0.3191700279712677
|
|
},
|
|
{
|
|
"p": 0.08616679161787033,
|
|
"m": 0.9464225172996521
|
|
},
|
|
{
|
|
"p": 0.0681811049580574,
|
|
"m": 0.5490089058876038
|
|
},
|
|
{
|
|
"p": 0.10041829198598862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07807799428701401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.2986512184143066,
|
|
"val_loss": 0.9963439702987671,
|
|
"acc": 64.53,
|
|
"time": 257.91396156605333,
|
|
"param": [
|
|
{
|
|
"p": 0.07114877551794052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08433185517787933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19335387647151947,
|
|
"m": 0.000654098461382091
|
|
},
|
|
{
|
|
"p": 0.010603781789541245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8992258906364441
|
|
},
|
|
{
|
|
"p": 0.22989493608474731,
|
|
"m": 0.47706153988838196
|
|
},
|
|
{
|
|
"p": 0.03218669444322586,
|
|
"m": 0.8670081496238708
|
|
},
|
|
{
|
|
"p": 0.02260640822350979,
|
|
"m": 0.3139159083366394
|
|
},
|
|
{
|
|
"p": 0.09467831254005432,
|
|
"m": 0.9500269889831543
|
|
},
|
|
{
|
|
"p": 0.0722660943865776,
|
|
"m": 0.5589611530303955
|
|
},
|
|
{
|
|
"p": 0.10505584627389908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387351781129837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.4539827108383179,
|
|
"val_loss": 1.1246098279953003,
|
|
"acc": 64.77,
|
|
"time": 254.03175013326108,
|
|
"param": [
|
|
{
|
|
"p": 0.07154527306556702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08090858161449432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18380539119243622,
|
|
"m": 0.0026796688325703144
|
|
},
|
|
{
|
|
"p": 0.012515091337263584,
|
|
"m": 0.9825602173805237
|
|
},
|
|
{
|
|
"p": 0.0021188375540077686,
|
|
"m": 0.887578010559082
|
|
},
|
|
{
|
|
"p": 0.21498267352581024,
|
|
"m": 0.4830108880996704
|
|
},
|
|
{
|
|
"p": 0.036761727184057236,
|
|
"m": 0.8731670379638672
|
|
},
|
|
{
|
|
"p": 0.01840055361390114,
|
|
"m": 0.31422072649002075
|
|
},
|
|
{
|
|
"p": 0.09837126731872559,
|
|
"m": 0.9442466497421265
|
|
},
|
|
{
|
|
"p": 0.08036155998706818,
|
|
"m": 0.5791659951210022
|
|
},
|
|
{
|
|
"p": 0.10417987406253815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09604918956756592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.3322800397872925,
|
|
"val_loss": 1.0508601665496826,
|
|
"acc": 65.08,
|
|
"time": 251.24486959399655,
|
|
"param": [
|
|
{
|
|
"p": 0.07294429838657379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522895723581314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17257294058799744,
|
|
"m": 0.0074194991029798985
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9732211828231812
|
|
},
|
|
{
|
|
"p": 0.0022849019151180983,
|
|
"m": 0.8937874436378479
|
|
},
|
|
{
|
|
"p": 0.20731352269649506,
|
|
"m": 0.47497454285621643
|
|
},
|
|
{
|
|
"p": 0.037896428257226944,
|
|
"m": 0.8565624952316284
|
|
},
|
|
{
|
|
"p": 0.021906936541199684,
|
|
"m": 0.31528183817863464
|
|
},
|
|
{
|
|
"p": 0.10509471595287323,
|
|
"m": 0.9719154834747314
|
|
},
|
|
{
|
|
"p": 0.08850834518671036,
|
|
"m": 0.6042541861534119
|
|
},
|
|
{
|
|
"p": 0.10434690862894058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10190194100141525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.446022868156433,
|
|
"val_loss": 1.0058507919311523,
|
|
"acc": 65.53,
|
|
"time": 252.5836174399592,
|
|
"param": [
|
|
{
|
|
"p": 0.07103274017572403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07848756015300751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15840531885623932,
|
|
"m": 0.010219032876193523
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9946538805961609
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9093036651611328
|
|
},
|
|
{
|
|
"p": 0.2072032243013382,
|
|
"m": 0.46316900849342346
|
|
},
|
|
{
|
|
"p": 0.039498221129179,
|
|
"m": 0.8483918309211731
|
|
},
|
|
{
|
|
"p": 0.024414105340838432,
|
|
"m": 0.3063223659992218
|
|
},
|
|
{
|
|
"p": 0.1125529333949089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0959630087018013,
|
|
"m": 0.5931665897369385
|
|
},
|
|
{
|
|
"p": 0.10486774891614914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10757514834403992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.1990793943405151,
|
|
"val_loss": 1.004721760749817,
|
|
"acc": 65.74,
|
|
"time": 253.83610904077068,
|
|
"param": [
|
|
{
|
|
"p": 0.06786512583494186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06265706568956375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16218163073062897,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9742617011070251
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.928891122341156
|
|
},
|
|
{
|
|
"p": 0.2164643257856369,
|
|
"m": 0.4389602243900299
|
|
},
|
|
{
|
|
"p": 0.034189656376838684,
|
|
"m": 0.8495771288871765
|
|
},
|
|
{
|
|
"p": 0.02312316559255123,
|
|
"m": 0.3151094913482666
|
|
},
|
|
{
|
|
"p": 0.10880989581346512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09494846314191818,
|
|
"m": 0.5935920476913452
|
|
},
|
|
{
|
|
"p": 0.10339943319559097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12636125087738037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.2758007049560547,
|
|
"val_loss": 0.9475534558296204,
|
|
"acc": 65.6,
|
|
"time": 255.29247143119574,
|
|
"param": [
|
|
{
|
|
"p": 0.06400260329246521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04828372597694397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16734984517097473,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.944189727306366
|
|
},
|
|
{
|
|
"p": 0.00832316279411316,
|
|
"m": 0.9306780695915222
|
|
},
|
|
{
|
|
"p": 0.21515251696109772,
|
|
"m": 0.40032142400741577
|
|
},
|
|
{
|
|
"p": 0.04255567863583565,
|
|
"m": 0.8389471769332886
|
|
},
|
|
{
|
|
"p": 0.022862508893013,
|
|
"m": 0.31440529227256775
|
|
},
|
|
{
|
|
"p": 0.10328637063503265,
|
|
"m": 0.9999509453773499
|
|
},
|
|
{
|
|
"p": 0.09149967133998871,
|
|
"m": 0.5928385853767395
|
|
},
|
|
{
|
|
"p": 0.10607778280973434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13060617446899414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.1808927059173584,
|
|
"val_loss": 0.9650701284408569,
|
|
"acc": 65.25,
|
|
"time": 257.0345920328982,
|
|
"param": [
|
|
{
|
|
"p": 0.06685004383325577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039226703345775604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1663161814212799,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0002005993010243401,
|
|
"m": 0.9448896050453186
|
|
},
|
|
{
|
|
"p": 0.016601840034127235,
|
|
"m": 0.9403455257415771
|
|
},
|
|
{
|
|
"p": 0.21006125211715698,
|
|
"m": 0.37359288334846497
|
|
},
|
|
{
|
|
"p": 0.04787411540746689,
|
|
"m": 0.8090285658836365
|
|
},
|
|
{
|
|
"p": 0.02991514839231968,
|
|
"m": 0.32827988266944885
|
|
},
|
|
{
|
|
"p": 0.09933232516050339,
|
|
"m": 0.9954197406768799
|
|
},
|
|
{
|
|
"p": 0.0902358889579773,
|
|
"m": 0.5895612835884094
|
|
},
|
|
{
|
|
"p": 0.10946418344974518,
|
|
"m": 0.9993746280670166
|
|
},
|
|
{
|
|
"p": 0.12392184138298035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.5077245235443115,
|
|
"val_loss": 0.9964303970336914,
|
|
"acc": 65.12,
|
|
"time": 254.41060817195103,
|
|
"param": [
|
|
{
|
|
"p": 0.08514301478862762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04565556347370148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1659717559814453,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9514499306678772
|
|
},
|
|
{
|
|
"p": 0.02328098751604557,
|
|
"m": 0.9630236029624939
|
|
},
|
|
{
|
|
"p": 0.1987854242324829,
|
|
"m": 0.38668885827064514
|
|
},
|
|
{
|
|
"p": 0.046009428799152374,
|
|
"m": 0.7964044213294983
|
|
},
|
|
{
|
|
"p": 0.024596042931079865,
|
|
"m": 0.3332948088645935
|
|
},
|
|
{
|
|
"p": 0.09177324920892715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0931122824549675,
|
|
"m": 0.5809826850891113
|
|
},
|
|
{
|
|
"p": 0.10285128653049469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12282096594572067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.2293299436569214,
|
|
"val_loss": 0.8908295035362244,
|
|
"acc": 66.01,
|
|
"time": 254.78204317810014,
|
|
"param": [
|
|
{
|
|
"p": 0.09822976589202881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056005287915468216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17185170948505402,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9676023721694946
|
|
},
|
|
{
|
|
"p": 0.017058169469237328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19125980138778687,
|
|
"m": 0.4188644587993622
|
|
},
|
|
{
|
|
"p": 0.05287804827094078,
|
|
"m": 0.7997865676879883
|
|
},
|
|
{
|
|
"p": 0.016690269112586975,
|
|
"m": 0.3382279574871063
|
|
},
|
|
{
|
|
"p": 0.08410244435071945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09345556795597076,
|
|
"m": 0.5732142925262451
|
|
},
|
|
{
|
|
"p": 0.1023661345243454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11610284447669983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.3448150157928467,
|
|
"val_loss": 1.0009440183639526,
|
|
"acc": 66.25,
|
|
"time": 254.62595709599555,
|
|
"param": [
|
|
{
|
|
"p": 0.10208509862422943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06868370622396469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17546352744102478,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9677900075912476
|
|
},
|
|
{
|
|
"p": 0.01230341661721468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.186758354306221,
|
|
"m": 0.4230881631374359
|
|
},
|
|
{
|
|
"p": 0.05488138645887375,
|
|
"m": 0.787742018699646
|
|
},
|
|
{
|
|
"p": 0.01579444110393524,
|
|
"m": 0.34920138120651245
|
|
},
|
|
{
|
|
"p": 0.07899928092956543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09537710249423981,
|
|
"m": 0.5631288886070251
|
|
},
|
|
{
|
|
"p": 0.09679386019706726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11285976320505142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.3003711700439453,
|
|
"val_loss": 0.9963317513465881,
|
|
"acc": 66.81,
|
|
"time": 252.42035227781162,
|
|
"param": [
|
|
{
|
|
"p": 0.10349398106336594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07297694683074951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18187372386455536,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0002877588558476418,
|
|
"m": 0.9721971750259399
|
|
},
|
|
{
|
|
"p": 0.007396155036985874,
|
|
"m": 0.9988600015640259
|
|
},
|
|
{
|
|
"p": 0.18411152064800262,
|
|
"m": 0.42543816566467285
|
|
},
|
|
{
|
|
"p": 0.045870646834373474,
|
|
"m": 0.751888632774353
|
|
},
|
|
{
|
|
"p": 0.015397300012409687,
|
|
"m": 0.35950231552124023
|
|
},
|
|
{
|
|
"p": 0.08020775020122528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09071347862482071,
|
|
"m": 0.5554358959197998
|
|
},
|
|
{
|
|
"p": 0.09576787799596786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1187707781791687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031321218702942133,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.236685037612915,
|
|
"val_loss": 0.9614890813827515,
|
|
"acc": 66.3,
|
|
"time": 255.87345354817808,
|
|
"param": [
|
|
{
|
|
"p": 0.10476108640432358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788063585758209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1735697090625763,
|
|
"m": 0.00031032648985274136
|
|
},
|
|
{
|
|
"p": 0.012050426565110683,
|
|
"m": 0.9683636426925659
|
|
},
|
|
{
|
|
"p": 0.006901227869093418,
|
|
"m": 0.9844422340393066
|
|
},
|
|
{
|
|
"p": 0.16613642871379852,
|
|
"m": 0.4153606593608856
|
|
},
|
|
{
|
|
"p": 0.04698982462286949,
|
|
"m": 0.7004773020744324
|
|
},
|
|
{
|
|
"p": 0.030263768509030342,
|
|
"m": 0.37808090448379517
|
|
},
|
|
{
|
|
"p": 0.07630032300949097,
|
|
"m": 0.9979968667030334
|
|
},
|
|
{
|
|
"p": 0.08952751010656357,
|
|
"m": 0.5346834659576416
|
|
},
|
|
{
|
|
"p": 0.09861570596694946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11402567476034164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029777390882372856,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.371407389640808,
|
|
"val_loss": 0.9095184206962585,
|
|
"acc": 66.66,
|
|
"time": 251.8250914858654,
|
|
"param": [
|
|
{
|
|
"p": 0.10335251688957214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003257590811699629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08167274296283722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15258489549160004,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.025348391383886337,
|
|
"m": 0.9811908602714539
|
|
},
|
|
{
|
|
"p": 0.02527381293475628,
|
|
"m": 0.9723634123802185
|
|
},
|
|
{
|
|
"p": 0.13543328642845154,
|
|
"m": 0.4107894003391266
|
|
},
|
|
{
|
|
"p": 0.05324934050440788,
|
|
"m": 0.681111216545105
|
|
},
|
|
{
|
|
"p": 0.040818050503730774,
|
|
"m": 0.39208415150642395
|
|
},
|
|
{
|
|
"p": 0.07045263051986694,
|
|
"m": 0.9928928017616272
|
|
},
|
|
{
|
|
"p": 0.08673412352800369,
|
|
"m": 0.5302103161811829
|
|
},
|
|
{
|
|
"p": 0.10426903516054153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10635022073984146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011203347705304623,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.2017085552215576,
|
|
"val_loss": 0.9459308981895447,
|
|
"acc": 66.18,
|
|
"time": 256.4219953697175,
|
|
"param": [
|
|
{
|
|
"p": 0.1115395575761795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08757016062736511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15306143462657928,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02351549081504345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022750992327928543,
|
|
"m": 0.9762287139892578
|
|
},
|
|
{
|
|
"p": 0.12819166481494904,
|
|
"m": 0.3876820504665375
|
|
},
|
|
{
|
|
"p": 0.056709837168455124,
|
|
"m": 0.6623249053955078
|
|
},
|
|
{
|
|
"p": 0.046226177364587784,
|
|
"m": 0.4039531350135803
|
|
},
|
|
{
|
|
"p": 0.05957585200667381,
|
|
"m": 0.9987381100654602
|
|
},
|
|
{
|
|
"p": 0.08368784934282303,
|
|
"m": 0.5122427344322205
|
|
},
|
|
{
|
|
"p": 0.10806345194578171,
|
|
"m": 0.9993203282356262
|
|
},
|
|
{
|
|
"p": 0.10369055718183517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015416945330798626,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.210207223892212,
|
|
"val_loss": 0.8679190278053284,
|
|
"acc": 66.72,
|
|
"time": 254.7865210780874,
|
|
"param": [
|
|
{
|
|
"p": 0.12379223853349686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0900217741727829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1498173624277115,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02564062736928463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016611143946647644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13422028720378876,
|
|
"m": 0.3786191940307617
|
|
},
|
|
{
|
|
"p": 0.06178680807352066,
|
|
"m": 0.6503616571426392
|
|
},
|
|
{
|
|
"p": 0.044811833649873734,
|
|
"m": 0.4172452986240387
|
|
},
|
|
{
|
|
"p": 0.050216615200042725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08462251722812653,
|
|
"m": 0.5153601169586182
|
|
},
|
|
{
|
|
"p": 0.10184203833341599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09912804514169693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017488650977611542,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.2565560340881348,
|
|
"val_loss": 1.0246922969818115,
|
|
"acc": 66.66,
|
|
"time": 255.1329916678369,
|
|
"param": [
|
|
{
|
|
"p": 0.13057765364646912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1087387204170227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13523440062999725,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.026651503518223763,
|
|
"m": 0.9930134415626526
|
|
},
|
|
{
|
|
"p": 0.01507934182882309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13632172346115112,
|
|
"m": 0.3568304181098938
|
|
},
|
|
{
|
|
"p": 0.06640612334012985,
|
|
"m": 0.637143075466156
|
|
},
|
|
{
|
|
"p": 0.04152815788984299,
|
|
"m": 0.43438029289245605
|
|
},
|
|
{
|
|
"p": 0.05496964603662491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07708249241113663,
|
|
"m": 0.5054919719696045
|
|
},
|
|
{
|
|
"p": 0.09601063281297684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1027274802327156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008672046475112438,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.297833800315857,
|
|
"val_loss": 0.9192380309104919,
|
|
"acc": 67.3,
|
|
"time": 256.49548788834363,
|
|
"param": [
|
|
{
|
|
"p": 0.14063410460948944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11574477702379227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12651944160461426,
|
|
"m": 0.0013841664185747504
|
|
},
|
|
{
|
|
"p": 0.016651935875415802,
|
|
"m": 0.9997022747993469
|
|
},
|
|
{
|
|
"p": 0.01165823731571436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1462099701166153,
|
|
"m": 0.33425045013427734
|
|
},
|
|
{
|
|
"p": 0.06392903625965118,
|
|
"m": 0.6399205923080444
|
|
},
|
|
{
|
|
"p": 0.032508525997400284,
|
|
"m": 0.43856707215309143
|
|
},
|
|
{
|
|
"p": 0.06102709844708443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07805616408586502,
|
|
"m": 0.5064117908477783
|
|
},
|
|
{
|
|
"p": 0.09378352761268616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11327720433473587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.2777464389801025,
|
|
"val_loss": 0.9792174696922302,
|
|
"acc": 67.25,
|
|
"time": 252.21090528694913,
|
|
"param": [
|
|
{
|
|
"p": 0.14707991480827332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11901658773422241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13279524445533752,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.01563100703060627,
|
|
"m": 0.9817169308662415
|
|
},
|
|
{
|
|
"p": 0.0027873979415744543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15081928670406342,
|
|
"m": 0.31921055912971497
|
|
},
|
|
{
|
|
"p": 0.06236422061920166,
|
|
"m": 0.5993724465370178
|
|
},
|
|
{
|
|
"p": 0.023376982659101486,
|
|
"m": 0.4351682960987091
|
|
},
|
|
{
|
|
"p": 0.06449666619300842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07712167501449585,
|
|
"m": 0.4978416860103607
|
|
},
|
|
{
|
|
"p": 0.0865289568901062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11798195540904999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.365767478942871,
|
|
"val_loss": 1.0134605169296265,
|
|
"acc": 67.11,
|
|
"time": 255.82513460842893,
|
|
"param": [
|
|
{
|
|
"p": 0.15718284249305725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1219101995229721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1343132108449936,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.005979692097753286,
|
|
"m": 0.9751064777374268
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9998154640197754
|
|
},
|
|
{
|
|
"p": 0.15862740576267242,
|
|
"m": 0.3040033280849457
|
|
},
|
|
{
|
|
"p": 0.05871686711907387,
|
|
"m": 0.5734880566596985
|
|
},
|
|
{
|
|
"p": 0.023671627044677734,
|
|
"m": 0.43540504574775696
|
|
},
|
|
{
|
|
"p": 0.07716153562068939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075128473341465,
|
|
"m": 0.48088929057121277
|
|
},
|
|
{
|
|
"p": 0.07463708519935608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11267111450433731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.2900723218917847,
|
|
"val_loss": 0.9232674837112427,
|
|
"acc": 67.38,
|
|
"time": 252.3182924790308,
|
|
"param": [
|
|
{
|
|
"p": 0.1575157344341278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10307657718658447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1279926598072052,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.008151283487677574,
|
|
"m": 0.97322016954422
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16270731389522552,
|
|
"m": 0.32489460706710815
|
|
},
|
|
{
|
|
"p": 0.05960459262132645,
|
|
"m": 0.5720092058181763
|
|
},
|
|
{
|
|
"p": 0.022101931273937225,
|
|
"m": 0.44133785367012024
|
|
},
|
|
{
|
|
"p": 0.08870849758386612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07744807004928589,
|
|
"m": 0.4821680784225464
|
|
},
|
|
{
|
|
"p": 0.07207344472408295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12061989307403564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.2438209056854248,
|
|
"val_loss": 0.9374437928199768,
|
|
"acc": 67.23,
|
|
"time": 253.71865487797186,
|
|
"param": [
|
|
{
|
|
"p": 0.14401459693908691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006967345834709704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09330867975950241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1207817792892456,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02210223861038685,
|
|
"m": 0.9482130408287048
|
|
},
|
|
{
|
|
"p": 0.0039186980575323105,
|
|
"m": 0.9982634782791138
|
|
},
|
|
{
|
|
"p": 0.1566557139158249,
|
|
"m": 0.33623212575912476
|
|
},
|
|
{
|
|
"p": 0.059481777250766754,
|
|
"m": 0.5988848805427551
|
|
},
|
|
{
|
|
"p": 0.03359450027346611,
|
|
"m": 0.4545922875404358
|
|
},
|
|
{
|
|
"p": 0.09144550561904907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0830753892660141,
|
|
"m": 0.5006757974624634
|
|
},
|
|
{
|
|
"p": 0.07099151611328125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11993297934532166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.207093358039856,
|
|
"val_loss": 0.7712706327438354,
|
|
"acc": 66.97,
|
|
"time": 254.92300655832514,
|
|
"param": [
|
|
{
|
|
"p": 0.1285296529531479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08922954648733139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11658738553524017,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.029534820467233658,
|
|
"m": 0.9298927187919617
|
|
},
|
|
{
|
|
"p": 0.017568498849868774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15121990442276,
|
|
"m": 0.34490612149238586
|
|
},
|
|
{
|
|
"p": 0.053352709859609604,
|
|
"m": 0.6072283983230591
|
|
},
|
|
{
|
|
"p": 0.03268764913082123,
|
|
"m": 0.4617340564727783
|
|
},
|
|
{
|
|
"p": 0.09391374886035919,
|
|
"m": 0.9976613521575928
|
|
},
|
|
{
|
|
"p": 0.08523493260145187,
|
|
"m": 0.49793770909309387
|
|
},
|
|
{
|
|
"p": 0.07674891501665115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12539221346378326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.1640756130218506,
|
|
"val_loss": 0.963323175907135,
|
|
"acc": 68.11,
|
|
"time": 255.6774987159297,
|
|
"param": [
|
|
{
|
|
"p": 0.11925740540027618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742619514465332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1259511113166809,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03764382749795914,
|
|
"m": 0.8932616114616394
|
|
},
|
|
{
|
|
"p": 0.013969138264656067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15733470022678375,
|
|
"m": 0.35527876019477844
|
|
},
|
|
{
|
|
"p": 0.046691033989191055,
|
|
"m": 0.6136509776115417
|
|
},
|
|
{
|
|
"p": 0.03916863352060318,
|
|
"m": 0.47187936305999756
|
|
},
|
|
{
|
|
"p": 0.09264901280403137,
|
|
"m": 0.9867417216300964
|
|
},
|
|
{
|
|
"p": 0.08163860440254211,
|
|
"m": 0.4909028112888336
|
|
},
|
|
{
|
|
"p": 0.07551924139261246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13151401281356812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012372033670544624,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.2587171792984009,
|
|
"val_loss": 0.8801365494728088,
|
|
"acc": 67.53,
|
|
"time": 259.34225548198447,
|
|
"param": [
|
|
{
|
|
"p": 0.12081225961446762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.064767025411129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13181689381599426,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03947518765926361,
|
|
"m": 0.8721241354942322
|
|
},
|
|
{
|
|
"p": 0.010072311386466026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16192811727523804,
|
|
"m": 0.3571692705154419
|
|
},
|
|
{
|
|
"p": 0.0396350622177124,
|
|
"m": 0.5920969247817993
|
|
},
|
|
{
|
|
"p": 0.03790409862995148,
|
|
"m": 0.46673792600631714
|
|
},
|
|
{
|
|
"p": 0.08553425222635269,
|
|
"m": 0.9751563668251038
|
|
},
|
|
{
|
|
"p": 0.08734840154647827,
|
|
"m": 0.47435757517814636
|
|
},
|
|
{
|
|
"p": 0.08053573966026306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14017058908939362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.0971136093139648,
|
|
"val_loss": 0.9081099033355713,
|
|
"acc": 68.5,
|
|
"time": 255.36389004904777,
|
|
"param": [
|
|
{
|
|
"p": 0.12665414810180664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05216986685991287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13700155913829803,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03764476254582405,
|
|
"m": 0.8873519897460938
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9947785139083862
|
|
},
|
|
{
|
|
"p": 0.16928721964359283,
|
|
"m": 0.3356145918369293
|
|
},
|
|
{
|
|
"p": 0.033911023288965225,
|
|
"m": 0.5628491640090942
|
|
},
|
|
{
|
|
"p": 0.030790720134973526,
|
|
"m": 0.46233096718788147
|
|
},
|
|
{
|
|
"p": 0.07189144194126129,
|
|
"m": 0.964841365814209
|
|
},
|
|
{
|
|
"p": 0.09844079613685608,
|
|
"m": 0.4540245831012726
|
|
},
|
|
{
|
|
"p": 0.08537507802248001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15683335065841675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.2802314758300781,
|
|
"val_loss": 0.8989877104759216,
|
|
"acc": 67.87,
|
|
"time": 255.36238411301747,
|
|
"param": [
|
|
{
|
|
"p": 0.12806466221809387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042661868035793304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14059042930603027,
|
|
"m": 0.0077440133318305016
|
|
},
|
|
{
|
|
"p": 0.03940185531973839,
|
|
"m": 0.8890065550804138
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17510417103767395,
|
|
"m": 0.30658456683158875
|
|
},
|
|
{
|
|
"p": 0.019614238291978836,
|
|
"m": 0.5472699403762817
|
|
},
|
|
{
|
|
"p": 0.02875971421599388,
|
|
"m": 0.4695628881454468
|
|
},
|
|
{
|
|
"p": 0.061904821544885635,
|
|
"m": 0.9568678140640259
|
|
},
|
|
{
|
|
"p": 0.1130850538611412,
|
|
"m": 0.45162999629974365
|
|
},
|
|
{
|
|
"p": 0.08866190910339355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16215133666992188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.4003609418869019,
|
|
"val_loss": 0.9777856469154358,
|
|
"acc": 67.09,
|
|
"time": 253.60456316312775,
|
|
"param": [
|
|
{
|
|
"p": 0.13332678377628326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02673305571079254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14667673408985138,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03374778479337692,
|
|
"m": 0.881207287311554
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19380660355091095,
|
|
"m": 0.32453295588493347
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5613181591033936
|
|
},
|
|
{
|
|
"p": 0.0288960263133049,
|
|
"m": 0.4820345342159271
|
|
},
|
|
{
|
|
"p": 0.05593644082546234,
|
|
"m": 0.9443169832229614
|
|
},
|
|
{
|
|
"p": 0.1246907114982605,
|
|
"m": 0.4361473619937897
|
|
},
|
|
{
|
|
"p": 0.0832086130976677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17297722399234772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.0685268640518188,
|
|
"val_loss": 0.9130008220672607,
|
|
"acc": 68.05,
|
|
"time": 254.83682515006512,
|
|
"param": [
|
|
{
|
|
"p": 0.14035271108150482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010243814438581467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14360302686691284,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.021732861176133156,
|
|
"m": 0.9075509905815125
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2110368311405182,
|
|
"m": 0.3392527103424072
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5724400877952576
|
|
},
|
|
{
|
|
"p": 0.02646726369857788,
|
|
"m": 0.49919217824935913
|
|
},
|
|
{
|
|
"p": 0.05738835036754608,
|
|
"m": 0.9542675614356995
|
|
},
|
|
{
|
|
"p": 0.1314849555492401,
|
|
"m": 0.4067475497722626
|
|
},
|
|
{
|
|
"p": 0.07769913226366043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17999111115932465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.2400773763656616,
|
|
"val_loss": 0.834333598613739,
|
|
"acc": 68.36,
|
|
"time": 252.6510958778672,
|
|
"param": [
|
|
{
|
|
"p": 0.13258303701877594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14323921501636505,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02463321015238762,
|
|
"m": 0.9229199290275574
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9974755644798279
|
|
},
|
|
{
|
|
"p": 0.21615196764469147,
|
|
"m": 0.3241119980812073
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5538252592086792
|
|
},
|
|
{
|
|
"p": 0.0304774921387434,
|
|
"m": 0.5145437121391296
|
|
},
|
|
{
|
|
"p": 0.05282222107052803,
|
|
"m": 0.9884575605392456
|
|
},
|
|
{
|
|
"p": 0.14597612619400024,
|
|
"m": 0.3963587284088135
|
|
},
|
|
{
|
|
"p": 0.0740385353565216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1800781637430191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.1230179071426392,
|
|
"val_loss": 1.067962646484375,
|
|
"acc": 68.18,
|
|
"time": 253.30300943227485,
|
|
"param": [
|
|
{
|
|
"p": 0.12737321853637695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14704445004463196,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.008160504512488842,
|
|
"m": 0.9556286931037903
|
|
},
|
|
{
|
|
"p": 0.0018593729473650455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2295091301202774,
|
|
"m": 0.3230617940425873
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5241835117340088
|
|
},
|
|
{
|
|
"p": 0.031013278290629387,
|
|
"m": 0.5248726010322571
|
|
},
|
|
{
|
|
"p": 0.043019652366638184,
|
|
"m": 0.9986192584037781
|
|
},
|
|
{
|
|
"p": 0.16124042868614197,
|
|
"m": 0.3887675702571869
|
|
},
|
|
{
|
|
"p": 0.0661669597029686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18461306393146515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2679481506347656,
|
|
"val_loss": 0.9112529158592224,
|
|
"acc": 67.83,
|
|
"time": 252.38989335112274,
|
|
"param": [
|
|
{
|
|
"p": 0.11716656386852264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005215420853346586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14442387223243713,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9754102826118469
|
|
},
|
|
{
|
|
"p": 0.011717336252331734,
|
|
"m": 0.9744538068771362
|
|
},
|
|
{
|
|
"p": 0.23256149888038635,
|
|
"m": 0.32684841752052307
|
|
},
|
|
{
|
|
"p": 0.00307810609228909,
|
|
"m": 0.484342485666275
|
|
},
|
|
{
|
|
"p": 0.0350879542529583,
|
|
"m": 0.5307137370109558
|
|
},
|
|
{
|
|
"p": 0.046664685010910034,
|
|
"m": 0.9896122813224792
|
|
},
|
|
{
|
|
"p": 0.15869265794754028,
|
|
"m": 0.3770029842853546
|
|
},
|
|
{
|
|
"p": 0.06686964631080627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1766147017478943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001907553756609559,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.2159675359725952,
|
|
"val_loss": 0.9197149276733398,
|
|
"acc": 67.97,
|
|
"time": 254.01601477805525,
|
|
"param": [
|
|
{
|
|
"p": 0.1101653203368187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019842620939016342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13979437947273254,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9876691102981567
|
|
},
|
|
{
|
|
"p": 0.0335407555103302,
|
|
"m": 0.941901683807373
|
|
},
|
|
{
|
|
"p": 0.23007871210575104,
|
|
"m": 0.3484208881855011
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46161776781082153
|
|
},
|
|
{
|
|
"p": 0.04858674854040146,
|
|
"m": 0.5343790650367737
|
|
},
|
|
{
|
|
"p": 0.039689477533102036,
|
|
"m": 0.9717746376991272
|
|
},
|
|
{
|
|
"p": 0.14314712584018707,
|
|
"m": 0.327908456325531
|
|
},
|
|
{
|
|
"p": 0.06267016381025314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16685719788074493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005627534352242947,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.0267643928527832,
|
|
"val_loss": 0.9800066947937012,
|
|
"acc": 67.88,
|
|
"time": 252.69621254689991,
|
|
"param": [
|
|
{
|
|
"p": 0.10855208337306976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 4.3831711082020774e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03281518816947937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13449697196483612,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04253839701414108,
|
|
"m": 0.9425157904624939
|
|
},
|
|
{
|
|
"p": 0.21469725668430328,
|
|
"m": 0.3519929349422455
|
|
},
|
|
{
|
|
"p": 0.004909557290375233,
|
|
"m": 0.45465898513793945
|
|
},
|
|
{
|
|
"p": 0.06052034720778465,
|
|
"m": 0.5588662624359131
|
|
},
|
|
{
|
|
"p": 0.03663278743624687,
|
|
"m": 0.954678475856781
|
|
},
|
|
{
|
|
"p": 0.13485315442085266,
|
|
"m": 0.2990151643753052
|
|
},
|
|
{
|
|
"p": 0.06286929547786713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1564616560935974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010609416291117668,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.1174745559692383,
|
|
"val_loss": 0.8073049783706665,
|
|
"acc": 68.38,
|
|
"time": 257.22581614600495,
|
|
"param": [
|
|
{
|
|
"p": 0.10795632004737854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0484297089278698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.133278951048851,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06073491647839546,
|
|
"m": 0.9546293020248413
|
|
},
|
|
{
|
|
"p": 0.18455082178115845,
|
|
"m": 0.3521290421485901
|
|
},
|
|
{
|
|
"p": 0.019986480474472046,
|
|
"m": 0.4854881167411804
|
|
},
|
|
{
|
|
"p": 0.06716939806938171,
|
|
"m": 0.5837005972862244
|
|
},
|
|
{
|
|
"p": 0.03632517531514168,
|
|
"m": 0.9522632956504822
|
|
},
|
|
{
|
|
"p": 0.11441785842180252,
|
|
"m": 0.2828460931777954
|
|
},
|
|
{
|
|
"p": 0.05898668244481087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15022210776805878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017941486090421677,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.2763134241104126,
|
|
"val_loss": 0.9785667061805725,
|
|
"acc": 68.39,
|
|
"time": 253.69125572405756,
|
|
"param": [
|
|
{
|
|
"p": 0.1094844862818718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0535050667822361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1487804353237152,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9994783401489258
|
|
},
|
|
{
|
|
"p": 0.06448829919099808,
|
|
"m": 0.9496427178382874
|
|
},
|
|
{
|
|
"p": 0.17639411985874176,
|
|
"m": 0.33463576436042786
|
|
},
|
|
{
|
|
"p": 0.016996653750538826,
|
|
"m": 0.48256322741508484
|
|
},
|
|
{
|
|
"p": 0.06841868907213211,
|
|
"m": 0.5777527093887329
|
|
},
|
|
{
|
|
"p": 0.037085048854351044,
|
|
"m": 0.9433025121688843
|
|
},
|
|
{
|
|
"p": 0.1035936251282692,
|
|
"m": 0.2586297392845154
|
|
},
|
|
{
|
|
"p": 0.05536752566695213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15992997586727142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005956072360277176,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.243148922920227,
|
|
"val_loss": 0.8702640533447266,
|
|
"acc": 68.94,
|
|
"time": 255.01038652611896,
|
|
"param": [
|
|
{
|
|
"p": 0.10588940978050232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06373333185911179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1507788598537445,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9851659536361694
|
|
},
|
|
{
|
|
"p": 0.08074607700109482,
|
|
"m": 0.9413005709648132
|
|
},
|
|
{
|
|
"p": 0.1652975231409073,
|
|
"m": 0.3127041161060333
|
|
},
|
|
{
|
|
"p": 0.008245553821325302,
|
|
"m": 0.44775882363319397
|
|
},
|
|
{
|
|
"p": 0.060384273529052734,
|
|
"m": 0.5581744313240051
|
|
},
|
|
{
|
|
"p": 0.05016487091779709,
|
|
"m": 0.934406578540802
|
|
},
|
|
{
|
|
"p": 0.09767632931470871,
|
|
"m": 0.2341700941324234
|
|
},
|
|
{
|
|
"p": 0.049883630126714706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16720011830329895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.1355336904525757,
|
|
"val_loss": 0.9593995213508606,
|
|
"acc": 68.42,
|
|
"time": 253.43191361799836,
|
|
"param": [
|
|
{
|
|
"p": 0.10756228119134903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06408610939979553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14330534636974335,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9576115012168884
|
|
},
|
|
{
|
|
"p": 0.080692358314991,
|
|
"m": 0.9163805246353149
|
|
},
|
|
{
|
|
"p": 0.15875135362148285,
|
|
"m": 0.2988681197166443
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4243243336677551
|
|
},
|
|
{
|
|
"p": 0.06204706430435181,
|
|
"m": 0.5408413410186768
|
|
},
|
|
{
|
|
"p": 0.05963569134473801,
|
|
"m": 0.927076518535614
|
|
},
|
|
{
|
|
"p": 0.10334350913763046,
|
|
"m": 0.18859758973121643
|
|
},
|
|
{
|
|
"p": 0.042789701372385025,
|
|
"m": 0.9999816417694092
|
|
},
|
|
{
|
|
"p": 0.17778657376766205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.1631221771240234,
|
|
"val_loss": 1.0048580169677734,
|
|
"acc": 67.63,
|
|
"time": 254.14507083082572,
|
|
"param": [
|
|
{
|
|
"p": 0.10634706914424896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05541656166315079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12863005697727203,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9357940554618835
|
|
},
|
|
{
|
|
"p": 0.0753478929400444,
|
|
"m": 0.9209514260292053
|
|
},
|
|
{
|
|
"p": 0.15774142742156982,
|
|
"m": 0.28985732793807983
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4068428575992584
|
|
},
|
|
{
|
|
"p": 0.06340163201093674,
|
|
"m": 0.5252906680107117
|
|
},
|
|
{
|
|
"p": 0.06702356040477753,
|
|
"m": 0.9192397594451904
|
|
},
|
|
{
|
|
"p": 0.1128278449177742,
|
|
"m": 0.15604892373085022
|
|
},
|
|
{
|
|
"p": 0.04364123195409775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.189622700214386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.0691105127334595,
|
|
"val_loss": 1.0340232849121094,
|
|
"acc": 68.82,
|
|
"time": 252.72200160613284,
|
|
"param": [
|
|
{
|
|
"p": 0.11197398602962494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05176081508398056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11898870766162872,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9064785242080688
|
|
},
|
|
{
|
|
"p": 0.06574531644582748,
|
|
"m": 0.9180029034614563
|
|
},
|
|
{
|
|
"p": 0.15240706503391266,
|
|
"m": 0.25786060094833374
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.41340968012809753
|
|
},
|
|
{
|
|
"p": 0.06381921470165253,
|
|
"m": 0.5173723697662354
|
|
},
|
|
{
|
|
"p": 0.08022308349609375,
|
|
"m": 0.9244105219841003
|
|
},
|
|
{
|
|
"p": 0.12071683257818222,
|
|
"m": 0.16314519941806793
|
|
},
|
|
{
|
|
"p": 0.04173591360449791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19262905418872833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.182963490486145,
|
|
"val_loss": 0.8013120293617249,
|
|
"acc": 69.24,
|
|
"time": 255.081116494257,
|
|
"param": [
|
|
{
|
|
"p": 0.10938311368227005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05374888703227043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11760308593511581,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0023532495833933353,
|
|
"m": 0.8794569969177246
|
|
},
|
|
{
|
|
"p": 0.06296335160732269,
|
|
"m": 0.8968210816383362
|
|
},
|
|
{
|
|
"p": 0.1323363333940506,
|
|
"m": 0.23474742472171783
|
|
},
|
|
{
|
|
"p": 0.010448761284351349,
|
|
"m": 0.3955458998680115
|
|
},
|
|
{
|
|
"p": 0.06805454194545746,
|
|
"m": 0.5139578580856323
|
|
},
|
|
{
|
|
"p": 0.08923708647489548,
|
|
"m": 0.9291316270828247
|
|
},
|
|
{
|
|
"p": 0.13270767033100128,
|
|
"m": 0.17437922954559326
|
|
},
|
|
{
|
|
"p": 0.03948082774877548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1780518740415573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0036311433650553226,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.263258457183838,
|
|
"val_loss": 0.9072232842445374,
|
|
"acc": 68.55,
|
|
"time": 253.44773004902527,
|
|
"param": [
|
|
{
|
|
"p": 0.09569456428289413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0022818013094365597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059193383902311325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10034990310668945,
|
|
"m": 0.0072733135893940926
|
|
},
|
|
{
|
|
"p": 0.018558816984295845,
|
|
"m": 0.8707836866378784
|
|
},
|
|
{
|
|
"p": 0.07166404277086258,
|
|
"m": 0.876462459564209
|
|
},
|
|
{
|
|
"p": 0.10665475577116013,
|
|
"m": 0.1940067708492279
|
|
},
|
|
{
|
|
"p": 0.0249702800065279,
|
|
"m": 0.3809337615966797
|
|
},
|
|
{
|
|
"p": 0.08253268152475357,
|
|
"m": 0.5020154714584351
|
|
},
|
|
{
|
|
"p": 0.08145269751548767,
|
|
"m": 0.9352955222129822
|
|
},
|
|
{
|
|
"p": 0.13959842920303345,
|
|
"m": 0.148492693901062
|
|
},
|
|
{
|
|
"p": 0.05424868315458298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1371108889579773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025688963010907173,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.3001621961593628,
|
|
"val_loss": 0.8445444107055664,
|
|
"acc": 68.27,
|
|
"time": 253.65451111178845,
|
|
"param": [
|
|
{
|
|
"p": 0.08741571754217148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873855739831924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09428343921899796,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.025102714076638222,
|
|
"m": 0.8768891096115112
|
|
},
|
|
{
|
|
"p": 0.07239001244306564,
|
|
"m": 0.8395673036575317
|
|
},
|
|
{
|
|
"p": 0.08707043528556824,
|
|
"m": 0.1803096979856491
|
|
},
|
|
{
|
|
"p": 0.042900942265987396,
|
|
"m": 0.3732340335845947
|
|
},
|
|
{
|
|
"p": 0.0865723118185997,
|
|
"m": 0.4896184504032135
|
|
},
|
|
{
|
|
"p": 0.06818918138742447,
|
|
"m": 0.9408234357833862
|
|
},
|
|
{
|
|
"p": 0.15130497515201569,
|
|
"m": 0.10606968402862549
|
|
},
|
|
{
|
|
"p": 0.07325085252523422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10890272259712219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03387816995382309,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.3705590963363647,
|
|
"val_loss": 0.8328954577445984,
|
|
"acc": 68.44,
|
|
"time": 252.34099943004549,
|
|
"param": [
|
|
{
|
|
"p": 0.07647064328193665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011026853462681174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07479972392320633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0913080945611,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.034305769950151443,
|
|
"m": 0.8678843975067139
|
|
},
|
|
{
|
|
"p": 0.0661148950457573,
|
|
"m": 0.8190755844116211
|
|
},
|
|
{
|
|
"p": 0.08194047212600708,
|
|
"m": 0.16913197934627533
|
|
},
|
|
{
|
|
"p": 0.055521149188280106,
|
|
"m": 0.3659529983997345
|
|
},
|
|
{
|
|
"p": 0.08210700005292892,
|
|
"m": 0.49436452984809875
|
|
},
|
|
{
|
|
"p": 0.06721074134111404,
|
|
"m": 0.9376779794692993
|
|
},
|
|
{
|
|
"p": 0.1517735868692398,
|
|
"m": 0.011242533102631569
|
|
},
|
|
{
|
|
"p": 0.08707522600889206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10367997735738754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026589974761009216,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.244303822517395,
|
|
"val_loss": 0.87940514087677,
|
|
"acc": 69.37,
|
|
"time": 256.44671664806083,
|
|
"param": [
|
|
{
|
|
"p": 0.07682748883962631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0040346840396523476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08793982118368149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08867514133453369,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03604139760136604,
|
|
"m": 0.8684342503547668
|
|
},
|
|
{
|
|
"p": 0.05664723366498947,
|
|
"m": 0.7876684665679932
|
|
},
|
|
{
|
|
"p": 0.08774992823600769,
|
|
"m": 0.17613062262535095
|
|
},
|
|
{
|
|
"p": 0.05915526673197746,
|
|
"m": 0.3948739171028137
|
|
},
|
|
{
|
|
"p": 0.06827080994844437,
|
|
"m": 0.49104592204093933
|
|
},
|
|
{
|
|
"p": 0.07684845477342606,
|
|
"m": 0.9295163750648499
|
|
},
|
|
{
|
|
"p": 0.1426650732755661,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08471832424402237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10581395030021667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024612411856651306,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.4163576364517212,
|
|
"val_loss": 0.9041836261749268,
|
|
"acc": 68.75,
|
|
"time": 251.0138522060588,
|
|
"param": [
|
|
{
|
|
"p": 0.0847729966044426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10369401425123215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08200908452272415,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03367976099252701,
|
|
"m": 0.8609362244606018
|
|
},
|
|
{
|
|
"p": 0.04765063524246216,
|
|
"m": 0.785899817943573
|
|
},
|
|
{
|
|
"p": 0.10013953596353531,
|
|
"m": 0.18292289972305298
|
|
},
|
|
{
|
|
"p": 0.0628594160079956,
|
|
"m": 0.4218439757823944
|
|
},
|
|
{
|
|
"p": 0.05864918604493141,
|
|
"m": 0.504461407661438
|
|
},
|
|
{
|
|
"p": 0.07731623202562332,
|
|
"m": 0.960835337638855
|
|
},
|
|
{
|
|
"p": 0.13852514326572418,
|
|
"m": 0.0016375024570152164
|
|
},
|
|
{
|
|
"p": 0.08317316323518753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10133249312639236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02619832009077072,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.3547046184539795,
|
|
"val_loss": 0.7335085272789001,
|
|
"acc": 69.4,
|
|
"time": 256.30111280316487,
|
|
"param": [
|
|
{
|
|
"p": 0.09369158744812012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12440583854913712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782402828335762,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0277024507522583,
|
|
"m": 0.8543564677238464
|
|
},
|
|
{
|
|
"p": 0.04553094878792763,
|
|
"m": 0.780325174331665
|
|
},
|
|
{
|
|
"p": 0.10093614459037781,
|
|
"m": 0.18896536529064178
|
|
},
|
|
{
|
|
"p": 0.0635235607624054,
|
|
"m": 0.4163223206996918
|
|
},
|
|
{
|
|
"p": 0.04780435934662819,
|
|
"m": 0.506144642829895
|
|
},
|
|
{
|
|
"p": 0.07149647921323776,
|
|
"m": 0.9843535423278809
|
|
},
|
|
{
|
|
"p": 0.15422454476356506,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07709095627069473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09517298638820648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02017984353005886,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.2601722478866577,
|
|
"val_loss": 0.9105725288391113,
|
|
"acc": 69.36,
|
|
"time": 253.09348727483302,
|
|
"param": [
|
|
{
|
|
"p": 0.09405677020549774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13265414535999298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07939505577087402,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03263777121901512,
|
|
"m": 0.8499268293380737
|
|
},
|
|
{
|
|
"p": 0.06345328688621521,
|
|
"m": 0.7482041716575623
|
|
},
|
|
{
|
|
"p": 0.09505750983953476,
|
|
"m": 0.17225299775600433
|
|
},
|
|
{
|
|
"p": 0.06230189651250839,
|
|
"m": 0.4036456346511841
|
|
},
|
|
{
|
|
"p": 0.044035568833351135,
|
|
"m": 0.5058618187904358
|
|
},
|
|
{
|
|
"p": 0.06041721999645233,
|
|
"m": 0.994006335735321
|
|
},
|
|
{
|
|
"p": 0.1609567254781723,
|
|
"m": 0.011427836492657661
|
|
},
|
|
{
|
|
"p": 0.07856877148151398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08760174363851547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008863559924066067,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.3218846321105957,
|
|
"val_loss": 0.780611515045166,
|
|
"acc": 69.32,
|
|
"time": 253.1411399319768,
|
|
"param": [
|
|
{
|
|
"p": 0.09334439039230347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00427674874663353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12979988753795624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08375972509384155,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.030628032982349396,
|
|
"m": 0.8466823697090149
|
|
},
|
|
{
|
|
"p": 0.07170018553733826,
|
|
"m": 0.7312964200973511
|
|
},
|
|
{
|
|
"p": 0.08958704024553299,
|
|
"m": 0.17599597573280334
|
|
},
|
|
{
|
|
"p": 0.05432513356208801,
|
|
"m": 0.4018128514289856
|
|
},
|
|
{
|
|
"p": 0.05391737446188927,
|
|
"m": 0.5152713656425476
|
|
},
|
|
{
|
|
"p": 0.05395027622580528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16087815165519714,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.091701939702034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07982993125915527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002301064319908619,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.413847804069519,
|
|
"val_loss": 0.8084853887557983,
|
|
"acc": 69.22,
|
|
"time": 252.93844906706363,
|
|
"param": [
|
|
{
|
|
"p": 0.10174333304166794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1320490539073944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391793072223663,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.014440263621509075,
|
|
"m": 0.8482868075370789
|
|
},
|
|
{
|
|
"p": 0.08099080622196198,
|
|
"m": 0.7246983051300049
|
|
},
|
|
{
|
|
"p": 0.07258255779743195,
|
|
"m": 0.18086744844913483
|
|
},
|
|
{
|
|
"p": 0.055205464363098145,
|
|
"m": 0.43127894401550293
|
|
},
|
|
{
|
|
"p": 0.06933089345693588,
|
|
"m": 0.5209866762161255
|
|
},
|
|
{
|
|
"p": 0.04971009120345116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16256971657276154,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.10004471987485886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543133199214935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001983779715374112,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.3257473707199097,
|
|
"val_loss": 0.8562345504760742,
|
|
"acc": 69.51,
|
|
"time": 254.44277386087924,
|
|
"param": [
|
|
{
|
|
"p": 0.10240789502859116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13413658738136292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09276147186756134,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.83827805519104
|
|
},
|
|
{
|
|
"p": 0.09174790233373642,
|
|
"m": 0.6885948777198792
|
|
},
|
|
{
|
|
"p": 0.06238679960370064,
|
|
"m": 0.17932076752185822
|
|
},
|
|
{
|
|
"p": 0.05215504392981529,
|
|
"m": 0.42478248476982117
|
|
},
|
|
{
|
|
"p": 0.0817502811551094,
|
|
"m": 0.5280731916427612
|
|
},
|
|
{
|
|
"p": 0.052626825869083405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16275309026241302,
|
|
"m": 0.02519460953772068
|
|
},
|
|
{
|
|
"p": 0.09514652192592621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072127565741539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.1739193201065063,
|
|
"val_loss": 0.9955145120620728,
|
|
"acc": 68.7,
|
|
"time": 254.5036920509301,
|
|
"param": [
|
|
{
|
|
"p": 0.11442024260759354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14415253698825836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10573472827672958,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8378453850746155
|
|
},
|
|
{
|
|
"p": 0.10156979411840439,
|
|
"m": 0.6505606770515442
|
|
},
|
|
{
|
|
"p": 0.03694823756814003,
|
|
"m": 0.17021197080612183
|
|
},
|
|
{
|
|
"p": 0.04315363988280296,
|
|
"m": 0.40142685174942017
|
|
},
|
|
{
|
|
"p": 0.08968842774629593,
|
|
"m": 0.5196756720542908
|
|
},
|
|
{
|
|
"p": 0.04223620519042015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18349304795265198,
|
|
"m": 0.06839404255151749
|
|
},
|
|
{
|
|
"p": 0.07691524177789688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06168796494603157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.137584924697876,
|
|
"val_loss": 1.0395128726959229,
|
|
"acc": 68.87,
|
|
"time": 254.54171151900664,
|
|
"param": [
|
|
{
|
|
"p": 0.12883709371089935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1739417314529419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11905549466609955,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8061756491661072
|
|
},
|
|
{
|
|
"p": 0.1135726347565651,
|
|
"m": 0.6131306886672974
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.19467979669570923
|
|
},
|
|
{
|
|
"p": 0.019065460190176964,
|
|
"m": 0.38439056277275085
|
|
},
|
|
{
|
|
"p": 0.09365182369947433,
|
|
"m": 0.49314627051353455
|
|
},
|
|
{
|
|
"p": 0.00419055437669158,
|
|
"m": 0.9904389977455139
|
|
},
|
|
{
|
|
"p": 0.22983995079994202,
|
|
"m": 0.06892716139554977
|
|
},
|
|
{
|
|
"p": 0.06696915626525879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05087614059448242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.0418133735656738,
|
|
"val_loss": 0.8053438067436218,
|
|
"acc": 68.55,
|
|
"time": 254.1278232401237,
|
|
"param": [
|
|
{
|
|
"p": 0.1386813074350357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1900893747806549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12219227105379105,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7880671620368958
|
|
},
|
|
{
|
|
"p": 0.10578593611717224,
|
|
"m": 0.5577942132949829
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.20663323998451233
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.38295578956604004
|
|
},
|
|
{
|
|
"p": 0.08669749647378922,
|
|
"m": 0.473883718252182
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9878968596458435
|
|
},
|
|
{
|
|
"p": 0.2635050415992737,
|
|
"m": 0.06890391558408737
|
|
},
|
|
{
|
|
"p": 0.054857347160577774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03819124028086662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.0552575588226318,
|
|
"val_loss": 0.9661492109298706,
|
|
"acc": 69.96,
|
|
"time": 254.87741651711985,
|
|
"param": [
|
|
{
|
|
"p": 0.150357186794281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19371268153190613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11415820568799973,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7695489525794983
|
|
},
|
|
{
|
|
"p": 0.10467479377985,
|
|
"m": 0.5206701755523682
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.20272544026374817
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.379878968000412
|
|
},
|
|
{
|
|
"p": 0.08984549343585968,
|
|
"m": 0.4782244861125946
|
|
},
|
|
{
|
|
"p": 0.0008020559907890856,
|
|
"m": 0.989478349685669
|
|
},
|
|
{
|
|
"p": 0.26980018615722656,
|
|
"m": 0.08215959370136261
|
|
},
|
|
{
|
|
"p": 0.03843626007437706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03816136345267296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 5.173200770514086e-05,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.9056271314620972,
|
|
"val_loss": 0.8732151985168457,
|
|
"acc": 69.24,
|
|
"time": 252.66421501897275,
|
|
"param": [
|
|
{
|
|
"p": 0.15501247346401215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17953574657440186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10635504126548767,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7617847919464111
|
|
},
|
|
{
|
|
"p": 0.10630796104669571,
|
|
"m": 0.49602121114730835
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.19734467566013336
|
|
},
|
|
{
|
|
"p": 0.0010786302154883742,
|
|
"m": 0.33632946014404297
|
|
},
|
|
{
|
|
"p": 0.09528450667858124,
|
|
"m": 0.4862145185470581
|
|
},
|
|
{
|
|
"p": 0.011924679391086102,
|
|
"m": 0.9852586388587952
|
|
},
|
|
{
|
|
"p": 0.2663210332393646,
|
|
"m": 0.09118714183568954
|
|
},
|
|
{
|
|
"p": 0.03392984718084335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044250015169382095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.229600191116333,
|
|
"val_loss": 0.847926139831543,
|
|
"acc": 69.03,
|
|
"time": 257.72191199380904,
|
|
"param": [
|
|
{
|
|
"p": 0.13886161148548126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020935845095664263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1494295597076416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10021360218524933,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.013803007081151009,
|
|
"m": 0.734626293182373
|
|
},
|
|
{
|
|
"p": 0.10396447777748108,
|
|
"m": 0.4247925579547882
|
|
},
|
|
{
|
|
"p": 0.009302770718932152,
|
|
"m": 0.18806132674217224
|
|
},
|
|
{
|
|
"p": 0.019315356388688087,
|
|
"m": 0.3362337350845337
|
|
},
|
|
{
|
|
"p": 0.09939916431903839,
|
|
"m": 0.49032431840896606
|
|
},
|
|
{
|
|
"p": 0.032517239451408386,
|
|
"m": 0.9600644111633301
|
|
},
|
|
{
|
|
"p": 0.22433069348335266,
|
|
"m": 0.06577921658754349
|
|
},
|
|
{
|
|
"p": 0.04945289343595505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05181621387600899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0054998560808598995,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.0102026462554932,
|
|
"val_loss": 0.9904820919036865,
|
|
"acc": 68.35,
|
|
"time": 252.48299943702295,
|
|
"param": [
|
|
{
|
|
"p": 0.1330738067626953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1411411166191101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10751445591449738,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.016499577090144157,
|
|
"m": 0.6982723474502563
|
|
},
|
|
{
|
|
"p": 0.10894045233726501,
|
|
"m": 0.39443522691726685
|
|
},
|
|
{
|
|
"p": 0.01568196527659893,
|
|
"m": 0.17658109962940216
|
|
},
|
|
{
|
|
"p": 0.023478401824831963,
|
|
"m": 0.3337514102458954
|
|
},
|
|
{
|
|
"p": 0.09128056466579437,
|
|
"m": 0.5062987208366394
|
|
},
|
|
{
|
|
"p": 0.047573961317539215,
|
|
"m": 0.94328373670578
|
|
},
|
|
{
|
|
"p": 0.18535400927066803,
|
|
"m": 0.06452994048595428
|
|
},
|
|
{
|
|
"p": 0.06063589081168175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06188233941793442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006943477783352137,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.2697118520736694,
|
|
"val_loss": 1.0441830158233643,
|
|
"acc": 69.09,
|
|
"time": 257.5319826710038,
|
|
"param": [
|
|
{
|
|
"p": 0.13102588057518005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14413733780384064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11774983257055283,
|
|
"m": 0.0002863710396923125
|
|
},
|
|
{
|
|
"p": 0.012244656682014465,
|
|
"m": 0.6984698176383972
|
|
},
|
|
{
|
|
"p": 0.10504589229822159,
|
|
"m": 0.35403943061828613
|
|
},
|
|
{
|
|
"p": 0.0182280782610178,
|
|
"m": 0.1416902244091034
|
|
},
|
|
{
|
|
"p": 0.017059793695807457,
|
|
"m": 0.31263113021850586
|
|
},
|
|
{
|
|
"p": 0.08511735498905182,
|
|
"m": 0.5180168151855469
|
|
},
|
|
{
|
|
"p": 0.05517436936497688,
|
|
"m": 0.9426261782646179
|
|
},
|
|
{
|
|
"p": 0.16574926674365997,
|
|
"m": 0.08927540481090546
|
|
},
|
|
{
|
|
"p": 0.06879836320877075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07963632047176361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 3.29264257743489e-05,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.2375476360321045,
|
|
"val_loss": 0.9114385843276978,
|
|
"acc": 69.35,
|
|
"time": 252.09625250473619,
|
|
"param": [
|
|
{
|
|
"p": 0.1331760436296463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15089963376522064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12143365293741226,
|
|
"m": 0.007033681496977806
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6900234222412109
|
|
},
|
|
{
|
|
"p": 0.10639394074678421,
|
|
"m": 0.29629307985305786
|
|
},
|
|
{
|
|
"p": 0.014162742532789707,
|
|
"m": 0.09129814803600311
|
|
},
|
|
{
|
|
"p": 0.004867264535278082,
|
|
"m": 0.2970119118690491
|
|
},
|
|
{
|
|
"p": 0.08814070373773575,
|
|
"m": 0.5290849208831787
|
|
},
|
|
{
|
|
"p": 0.0610826201736927,
|
|
"m": 0.931340217590332
|
|
},
|
|
{
|
|
"p": 0.14810949563980103,
|
|
"m": 0.11956809461116791
|
|
},
|
|
{
|
|
"p": 0.0752086415886879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0954463854432106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010788539657369256,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.9016312956809998,
|
|
"val_loss": 0.9094449877738953,
|
|
"acc": 69.42,
|
|
"time": 255.32846748176962,
|
|
"param": [
|
|
{
|
|
"p": 0.14462178945541382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1512572467327118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12045039981603622,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6342409253120422
|
|
},
|
|
{
|
|
"p": 0.10600043088197708,
|
|
"m": 0.21963311731815338
|
|
},
|
|
{
|
|
"p": 0.0023204705212265253,
|
|
"m": 0.059992384165525436
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.2771494686603546
|
|
},
|
|
{
|
|
"p": 0.08774391561746597,
|
|
"m": 0.521141767501831
|
|
},
|
|
{
|
|
"p": 0.05275564268231392,
|
|
"m": 0.9416878819465637
|
|
},
|
|
{
|
|
"p": 0.15694588422775269,
|
|
"m": 0.12379114329814911
|
|
},
|
|
{
|
|
"p": 0.07720904052257538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10069520771503448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.9893782734870911,
|
|
"val_loss": 0.8443800806999207,
|
|
"acc": 68.98,
|
|
"time": 252.94249563664198,
|
|
"param": [
|
|
{
|
|
"p": 0.14519377052783966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14526592195034027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11812204867601395,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6177109479904175
|
|
},
|
|
{
|
|
"p": 0.10988112539052963,
|
|
"m": 0.17766603827476501
|
|
},
|
|
{
|
|
"p": 0.001791175571270287,
|
|
"m": 0.06326507776975632
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.2741638123989105
|
|
},
|
|
{
|
|
"p": 0.08839011192321777,
|
|
"m": 0.5133131742477417
|
|
},
|
|
{
|
|
"p": 0.03775065764784813,
|
|
"m": 0.9613456726074219
|
|
},
|
|
{
|
|
"p": 0.166878342628479,
|
|
"m": 0.11795729398727417
|
|
},
|
|
{
|
|
"p": 0.08529346436262131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10143344849348068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.0787187814712524,
|
|
"val_loss": 0.9353156685829163,
|
|
"acc": 69.52,
|
|
"time": 252.51964483270422,
|
|
"param": [
|
|
{
|
|
"p": 0.13976073265075684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005119392299093306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14245487749576569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11223854124546051,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.007709404453635216,
|
|
"m": 0.5917435884475708
|
|
},
|
|
{
|
|
"p": 0.10406787693500519,
|
|
"m": 0.18378910422325134
|
|
},
|
|
{
|
|
"p": 0.00900623295456171,
|
|
"m": 0.06457503885030746
|
|
},
|
|
{
|
|
"p": 0.004010019823908806,
|
|
"m": 0.2671540379524231
|
|
},
|
|
{
|
|
"p": 0.07929524034261703,
|
|
"m": 0.498674213886261
|
|
},
|
|
{
|
|
"p": 0.0452108234167099,
|
|
"m": 0.9642034769058228
|
|
},
|
|
{
|
|
"p": 0.17170223593711853,
|
|
"m": 0.12608122825622559
|
|
},
|
|
{
|
|
"p": 0.07963826507329941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10079362988471985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0036002027336508036,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.937690019607544,
|
|
"val_loss": 1.033140778541565,
|
|
"acc": 69.19,
|
|
"time": 254.08237767592072,
|
|
"param": [
|
|
{
|
|
"p": 0.12529167532920837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002181499730795622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13342075049877167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10465186834335327,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.019899236038327217,
|
|
"m": 0.5649645328521729
|
|
},
|
|
{
|
|
"p": 0.09821654111146927,
|
|
"m": 0.200418621301651
|
|
},
|
|
{
|
|
"p": 0.016524549573659897,
|
|
"m": 0.0626397430896759
|
|
},
|
|
{
|
|
"p": 0.007069659419357777,
|
|
"m": 0.23016305267810822
|
|
},
|
|
{
|
|
"p": 0.06953874230384827,
|
|
"m": 0.48457109928131104
|
|
},
|
|
{
|
|
"p": 0.06364229321479797,
|
|
"m": 0.9471854567527771
|
|
},
|
|
{
|
|
"p": 0.17519667744636536,
|
|
"m": 0.1412213146686554
|
|
},
|
|
{
|
|
"p": 0.07004835456609726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10448422282934189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009834051132202148,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.056764841079712,
|
|
"val_loss": 0.867621898651123,
|
|
"acc": 70.12,
|
|
"time": 254.14528862992302,
|
|
"param": [
|
|
{
|
|
"p": 0.13177664577960968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001592364045791328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13233718276023865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10596850514411926,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.009354188106954098,
|
|
"m": 0.5468677878379822
|
|
},
|
|
{
|
|
"p": 0.09133508801460266,
|
|
"m": 0.13620306551456451
|
|
},
|
|
{
|
|
"p": 0.01018121000379324,
|
|
"m": 0.015556457452476025
|
|
},
|
|
{
|
|
"p": 0.006176608148962259,
|
|
"m": 0.22746619582176208
|
|
},
|
|
{
|
|
"p": 0.06505148112773895,
|
|
"m": 0.47692036628723145
|
|
},
|
|
{
|
|
"p": 0.08595706522464752,
|
|
"m": 0.9374223351478577
|
|
},
|
|
{
|
|
"p": 0.1841406375169754,
|
|
"m": 0.15238037705421448
|
|
},
|
|
{
|
|
"p": 0.058989688754081726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1051444336771965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011994956061244011,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.0050238370895386,
|
|
"val_loss": 0.8251302242279053,
|
|
"acc": 69.31,
|
|
"time": 254.8514752178453,
|
|
"param": [
|
|
{
|
|
"p": 0.13625669479370117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13086171448230743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10832201689481735,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5418151021003723
|
|
},
|
|
{
|
|
"p": 0.07808057218790054,
|
|
"m": 0.11081112176179886
|
|
},
|
|
{
|
|
"p": 0.004016434773802757,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.00700383773073554,
|
|
"m": 0.23708298802375793
|
|
},
|
|
{
|
|
"p": 0.06165268272161484,
|
|
"m": 0.46215757727622986
|
|
},
|
|
{
|
|
"p": 0.10444672405719757,
|
|
"m": 0.9260267019271851
|
|
},
|
|
{
|
|
"p": 0.19161412119865417,
|
|
"m": 0.14781513810157776
|
|
},
|
|
{
|
|
"p": 0.05710649862885475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10599023103713989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014648488722741604,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.1340327262878418,
|
|
"val_loss": 0.9808419346809387,
|
|
"acc": 68.78,
|
|
"time": 253.196625452023,
|
|
"param": [
|
|
{
|
|
"p": 0.13923752307891846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13012327253818512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09999722242355347,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5358045101165771
|
|
},
|
|
{
|
|
"p": 0.0681830644607544,
|
|
"m": 0.09836045652627945
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.003349843667820096,
|
|
"m": 0.23675914108753204
|
|
},
|
|
{
|
|
"p": 0.06525062024593353,
|
|
"m": 0.4353761076927185
|
|
},
|
|
{
|
|
"p": 0.10824336856603622,
|
|
"m": 0.9636552929878235
|
|
},
|
|
{
|
|
"p": 0.20383363962173462,
|
|
"m": 0.14023175835609436
|
|
},
|
|
{
|
|
"p": 0.05317244306206703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10283025354146957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025778736919164658,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.890216588973999,
|
|
"val_loss": 0.8894817233085632,
|
|
"acc": 70.21,
|
|
"time": 256.6876205857843,
|
|
"param": [
|
|
{
|
|
"p": 0.14338041841983795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12834572792053223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10055294632911682,
|
|
"m": 6.527177174575627e-05
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4940642714500427
|
|
},
|
|
{
|
|
"p": 0.06655909866094589,
|
|
"m": 0.06256991624832153
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.21055202186107635
|
|
},
|
|
{
|
|
"p": 0.06365438550710678,
|
|
"m": 0.4396127760410309
|
|
},
|
|
{
|
|
"p": 0.11916296184062958,
|
|
"m": 0.9894657135009766
|
|
},
|
|
{
|
|
"p": 0.21208427846431732,
|
|
"m": 0.14597459137439728
|
|
},
|
|
{
|
|
"p": 0.04735071584582329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0971531867980957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021756358444690704,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.832377016544342,
|
|
"val_loss": 1.0016316175460815,
|
|
"acc": 69.58,
|
|
"time": 255.42905223183334,
|
|
"param": [
|
|
{
|
|
"p": 0.15760912001132965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1394452005624771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743222266435623,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4357309639453888
|
|
},
|
|
{
|
|
"p": 0.0623309463262558,
|
|
"m": 0.0022238895762711763
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.1871626228094101
|
|
},
|
|
{
|
|
"p": 0.05078822001814842,
|
|
"m": 0.4585238993167877
|
|
},
|
|
{
|
|
"p": 0.12747932970523834,
|
|
"m": 0.9687843322753906
|
|
},
|
|
{
|
|
"p": 0.22803610563278198,
|
|
"m": 0.16859956085681915
|
|
},
|
|
{
|
|
"p": 0.04454004764556885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647117763757706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025867633521556854,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.0167657136917114,
|
|
"val_loss": 0.9083369970321655,
|
|
"acc": 69.52,
|
|
"time": 254.2817377196625,
|
|
"param": [
|
|
{
|
|
"p": 0.15928024053573608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007615089416503906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13799408078193665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051982175558805466,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0006938529550097883,
|
|
"m": 0.40398475527763367
|
|
},
|
|
{
|
|
"p": 0.06740136444568634,
|
|
"m": 0.01239002775400877
|
|
},
|
|
{
|
|
"p": 0.003592976601794362,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0022511049173772335,
|
|
"m": 0.11477072536945343
|
|
},
|
|
{
|
|
"p": 0.04967454820871353,
|
|
"m": 0.4565555155277252
|
|
},
|
|
{
|
|
"p": 0.1248578205704689,
|
|
"m": 0.9478110671043396
|
|
},
|
|
{
|
|
"p": 0.23105311393737793,
|
|
"m": 0.17057432234287262
|
|
},
|
|
{
|
|
"p": 0.05822434648871422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07825806736946106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027121219784021378,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.9170889854431152,
|
|
"val_loss": 0.8044421076774597,
|
|
"acc": 69.81,
|
|
"time": 253.50545416167006,
|
|
"param": [
|
|
{
|
|
"p": 0.13791146874427795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03299836814403534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11738170683383942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03806012496352196,
|
|
"m": 0.0039783925749361515
|
|
},
|
|
{
|
|
"p": 0.021234385669231415,
|
|
"m": 0.32731306552886963
|
|
},
|
|
{
|
|
"p": 0.0813155397772789,
|
|
"m": 0.02372954599559307
|
|
},
|
|
{
|
|
"p": 0.022434012964367867,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.014847837388515472,
|
|
"m": 0.044521719217300415
|
|
},
|
|
{
|
|
"p": 0.054019004106521606,
|
|
"m": 0.44401952624320984
|
|
},
|
|
{
|
|
"p": 0.1151946634054184,
|
|
"m": 0.91837477684021
|
|
},
|
|
{
|
|
"p": 0.21329054236412048,
|
|
"m": 0.16465696692466736
|
|
},
|
|
{
|
|
"p": 0.06684808433055878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06568504869937897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018779247999191284,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.995847761631012,
|
|
"val_loss": 0.8561303615570068,
|
|
"acc": 70.19,
|
|
"time": 255.02522765100002,
|
|
"param": [
|
|
{
|
|
"p": 0.12895934283733368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04576404020190239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11049459874629974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01728091761469841,
|
|
"m": 0.0007851803093217313
|
|
},
|
|
{
|
|
"p": 0.03574828431010246,
|
|
"m": 0.28750842809677124
|
|
},
|
|
{
|
|
"p": 0.07692524045705795,
|
|
"m": 0.01736443303525448
|
|
},
|
|
{
|
|
"p": 0.039309851825237274,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.026036430150270462,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05891137570142746,
|
|
"m": 0.4350651204586029
|
|
},
|
|
{
|
|
"p": 0.10862857103347778,
|
|
"m": 0.9055092334747314
|
|
},
|
|
{
|
|
"p": 0.20808470249176025,
|
|
"m": 0.16582922637462616
|
|
},
|
|
{
|
|
"p": 0.06986266374588013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05960346385836601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014390564523637295,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.9554025530815125,
|
|
"val_loss": 0.9654921889305115,
|
|
"acc": 70.12,
|
|
"time": 255.9489035550505,
|
|
"param": [
|
|
{
|
|
"p": 0.12133916467428207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04636994004249573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12228364497423172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003982176538556814,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03394199162721634,
|
|
"m": 0.19058887660503387
|
|
},
|
|
{
|
|
"p": 0.07291077822446823,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05264241620898247,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.030949681997299194,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06240106374025345,
|
|
"m": 0.4104026257991791
|
|
},
|
|
{
|
|
"p": 0.10887815803289413,
|
|
"m": 0.918109118938446
|
|
},
|
|
{
|
|
"p": 0.2184915989637375,
|
|
"m": 0.15412265062332153
|
|
},
|
|
{
|
|
"p": 0.05763138830661774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05100603401660919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01717199943959713,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.8971301317214966,
|
|
"val_loss": 0.8212982416152954,
|
|
"acc": 69.91,
|
|
"time": 254.8663472100161,
|
|
"param": [
|
|
{
|
|
"p": 0.13161012530326843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057903140783309937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1343497931957245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02986917458474636,
|
|
"m": 0.021136606112122536
|
|
},
|
|
{
|
|
"p": 0.052761368453502655,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04542932286858559,
|
|
"m": 0.0002689390676096082
|
|
},
|
|
{
|
|
"p": 0.0282755084335804,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05961835756897926,
|
|
"m": 0.3935661315917969
|
|
},
|
|
{
|
|
"p": 0.10378582030534744,
|
|
"m": 0.9201475977897644
|
|
},
|
|
{
|
|
"p": 0.25078216195106506,
|
|
"m": 0.13129451870918274
|
|
},
|
|
{
|
|
"p": 0.04897437244653702,
|
|
"m": 0.9986854195594788
|
|
},
|
|
{
|
|
"p": 0.028725439682602882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02791541814804077,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.081197738647461,
|
|
"val_loss": 0.7838210463523865,
|
|
"acc": 69.5,
|
|
"time": 254.40642910124734,
|
|
"param": [
|
|
{
|
|
"p": 0.1454220712184906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06668844819068909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14490929245948792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.030911225825548172,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.012930002994835377,
|
|
"m": 0.004083606414496899
|
|
},
|
|
{
|
|
"p": 0.03805588558316231,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.026313697919249535,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.047415852546691895,
|
|
"m": 0.4035297632217407
|
|
},
|
|
{
|
|
"p": 0.0945010706782341,
|
|
"m": 0.9113664031028748
|
|
},
|
|
{
|
|
"p": 0.27371472120285034,
|
|
"m": 0.11973517388105392
|
|
},
|
|
{
|
|
"p": 0.05269011855125427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009696331806480885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05675121769309044,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.6939125657081604,
|
|
"val_loss": 0.983837366104126,
|
|
"acc": 69.92,
|
|
"time": 251.3135912148282,
|
|
"param": [
|
|
{
|
|
"p": 0.12912443280220032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062160883098840714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13844479620456696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002998269395902753,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03364396095275879,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0022006770595908165,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04439136013388634,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03249058127403259,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.053742915391922,
|
|
"m": 0.399818480014801
|
|
},
|
|
{
|
|
"p": 0.08129142969846725,
|
|
"m": 0.8891209363937378
|
|
},
|
|
{
|
|
"p": 0.26409652829170227,
|
|
"m": 0.11534905433654785
|
|
},
|
|
{
|
|
"p": 0.05775610730051994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006867722142487764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0907902643084526,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.8548832535743713,
|
|
"val_loss": 0.9192528128623962,
|
|
"acc": 68.88,
|
|
"time": 255.14182760985568,
|
|
"param": [
|
|
{
|
|
"p": 0.11315139383077621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051193032413721085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13570143282413483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001212717266753316,
|
|
"m": 0.00199462310411036
|
|
},
|
|
{
|
|
"p": 0.045065686106681824,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0026898302603513002,
|
|
"m": 0.01766393706202507
|
|
},
|
|
{
|
|
"p": 0.03832163289189339,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.028669703751802444,
|
|
"m": 0.003794472198933363
|
|
},
|
|
{
|
|
"p": 0.05810205638408661,
|
|
"m": 0.3938738703727722
|
|
},
|
|
{
|
|
"p": 0.07849923521280289,
|
|
"m": 0.8505774140357971
|
|
},
|
|
{
|
|
"p": 0.2703065574169159,
|
|
"m": 0.09862401336431503
|
|
},
|
|
{
|
|
"p": 0.06644286215305328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1106438860297203,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.1475104093551636,
|
|
"val_loss": 1.0048984289169312,
|
|
"acc": 69.5,
|
|
"time": 260.2638734127395,
|
|
"param": [
|
|
{
|
|
"p": 0.0807400643825531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03535075485706329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13070012629032135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0066773793660104275,
|
|
"m": 0.00454836618155241
|
|
},
|
|
{
|
|
"p": 0.04893013834953308,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.027640681713819504,
|
|
"m": 0.001467881491407752
|
|
},
|
|
{
|
|
"p": 0.04523724317550659,
|
|
"m": 0.0016743408050388098
|
|
},
|
|
{
|
|
"p": 0.02007445879280567,
|
|
"m": 0.026292936876416206
|
|
},
|
|
{
|
|
"p": 0.06228632852435112,
|
|
"m": 0.3791038990020752
|
|
},
|
|
{
|
|
"p": 0.07967383414506912,
|
|
"m": 0.8071764707565308
|
|
},
|
|
{
|
|
"p": 0.27113160490989685,
|
|
"m": 0.06716416031122208
|
|
},
|
|
{
|
|
"p": 0.06330163776874542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006358933635056019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12189682573080063,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.9337467551231384,
|
|
"val_loss": 0.984414279460907,
|
|
"acc": 69.55,
|
|
"time": 255.8400437696837,
|
|
"param": [
|
|
{
|
|
"p": 0.050641436129808426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030533401295542717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12556856870651245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03766382113099098,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.044185228645801544,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06039176136255264,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.006473521701991558,
|
|
"m": 0.029209615662693977
|
|
},
|
|
{
|
|
"p": 0.0703984871506691,
|
|
"m": 0.39249366521835327
|
|
},
|
|
{
|
|
"p": 0.08667273819446564,
|
|
"m": 0.7579098343849182
|
|
},
|
|
{
|
|
"p": 0.27719786763191223,
|
|
"m": 0.06940846145153046
|
|
},
|
|
{
|
|
"p": 0.0636577233672142,
|
|
"m": 0.9986564517021179
|
|
},
|
|
{
|
|
"p": 0.02318211831152439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12343326956033707,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.9701708555221558,
|
|
"val_loss": 1.0353957414627075,
|
|
"acc": 70.19,
|
|
"time": 255.91732899611816,
|
|
"param": [
|
|
{
|
|
"p": 0.019986173138022423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020818036049604416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.136173278093338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.024475503712892532,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.037486836314201355,
|
|
"m": 0.006089836824685335
|
|
},
|
|
{
|
|
"p": 0.06282223016023636,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07835318148136139,
|
|
"m": 0.39463362097740173
|
|
},
|
|
{
|
|
"p": 0.08848259598016739,
|
|
"m": 0.7315375804901123
|
|
},
|
|
{
|
|
"p": 0.31297820806503296,
|
|
"m": 0.07445108890533447
|
|
},
|
|
{
|
|
"p": 0.06380636245012283,
|
|
"m": 0.985754668712616
|
|
},
|
|
{
|
|
"p": 0.014987729489803314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13962994515895844,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.018194556236267,
|
|
"val_loss": 1.120778203010559,
|
|
"acc": 68.63,
|
|
"time": 253.64761467603967,
|
|
"param": [
|
|
{
|
|
"p": 0.0007957430789247155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007117859553545713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14933936297893524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0015876011457294226
|
|
},
|
|
{
|
|
"p": 0.007039851509034634,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02750629000365734,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04173484817147255,
|
|
"m": 0.031895674765110016
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09237586706876755,
|
|
"m": 0.40591853857040405
|
|
},
|
|
{
|
|
"p": 0.08949195593595505,
|
|
"m": 0.744494616985321
|
|
},
|
|
{
|
|
"p": 0.3532746732234955,
|
|
"m": 0.06986498832702637
|
|
},
|
|
{
|
|
"p": 0.05027833208441734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029199834913015366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.151845321059227,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |