mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9788 lines
No EOL
163 KiB
JSON
Executable file
9788 lines
No EOL
163 KiB
JSON
Executable file
{
|
|
"Accuracy": 82.7,
|
|
"Time": [
|
|
212.76720259478782,
|
|
2.647236850638601,
|
|
32094.74249037495
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.1,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 0.1246897354722023,
|
|
"val_loss": 1.0397404432296753,
|
|
"acc": 80.94,
|
|
"time": 209.00825394398998,
|
|
"param": [
|
|
{
|
|
"p": 0.052143290638923645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04101690277457237,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02431803196668625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09385783970355988,
|
|
"m": 0.46707937121391296
|
|
},
|
|
{
|
|
"p": 0.0912097692489624,
|
|
"m": 0.5361918807029724
|
|
},
|
|
{
|
|
"p": 0.08989265561103821,
|
|
"m": 0.6177687644958496
|
|
},
|
|
{
|
|
"p": 0.05897613987326622,
|
|
"m": 0.4555104970932007
|
|
},
|
|
{
|
|
"p": 0.07682707160711288,
|
|
"m": 0.500245213508606
|
|
},
|
|
{
|
|
"p": 0.07963325828313828,
|
|
"m": 0.38360828161239624
|
|
},
|
|
{
|
|
"p": 0.0006946566281840205,
|
|
"m": 0.6541450023651123
|
|
},
|
|
{
|
|
"p": 0.12760736048221588,
|
|
"m": 0.23793235421180725
|
|
},
|
|
{
|
|
"p": 0.04766513407230377,
|
|
"m": 0.3387775123119354
|
|
},
|
|
{
|
|
"p": 0.019634909927845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19652296602725983,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 0.28421491384506226,
|
|
"val_loss": 0.7578569054603577,
|
|
"acc": 80.77,
|
|
"time": 211.64807160396595,
|
|
"param": [
|
|
{
|
|
"p": 0.02723723091185093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10706638544797897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02217971719801426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02467070147395134,
|
|
"m": 0.5531190633773804
|
|
},
|
|
{
|
|
"p": 0.09004379063844681,
|
|
"m": 0.49580052495002747
|
|
},
|
|
{
|
|
"p": 0.13556960225105286,
|
|
"m": 0.553808867931366
|
|
},
|
|
{
|
|
"p": 0.0690726786851883,
|
|
"m": 0.7157753705978394
|
|
},
|
|
{
|
|
"p": 0.06788069754838943,
|
|
"m": 0.5827552676200867
|
|
},
|
|
{
|
|
"p": 0.04766962304711342,
|
|
"m": 0.32037341594696045
|
|
},
|
|
{
|
|
"p": 0.05081644654273987,
|
|
"m": 0.7840144634246826
|
|
},
|
|
{
|
|
"p": 0.10383972525596619,
|
|
"m": 0.21525442600250244
|
|
},
|
|
{
|
|
"p": 0.09230053424835205,
|
|
"m": 0.28602591156959534
|
|
},
|
|
{
|
|
"p": 0.010339027270674706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15131373703479767,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 0.1264028698205948,
|
|
"val_loss": 0.7760074138641357,
|
|
"acc": 80.8,
|
|
"time": 215.48442803602666,
|
|
"param": [
|
|
{
|
|
"p": 0.01845981366932392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07370986044406891,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012814282439649105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06891947239637375,
|
|
"m": 0.5662341713905334
|
|
},
|
|
{
|
|
"p": 0.08035825937986374,
|
|
"m": 0.5118383169174194
|
|
},
|
|
{
|
|
"p": 0.11260087788105011,
|
|
"m": 0.5791791677474976
|
|
},
|
|
{
|
|
"p": 0.10114903002977371,
|
|
"m": 0.6370795369148254
|
|
},
|
|
{
|
|
"p": 0.04001140221953392,
|
|
"m": 0.6279783248901367
|
|
},
|
|
{
|
|
"p": 0.07953249663114548,
|
|
"m": 0.2630966305732727
|
|
},
|
|
{
|
|
"p": 0.033605996519327164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11273009330034256,
|
|
"m": 0.19975456595420837
|
|
},
|
|
{
|
|
"p": 0.10239022225141525,
|
|
"m": 0.18303313851356506
|
|
},
|
|
{
|
|
"p": 0.009173724800348282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15454456210136414,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 0.3866693675518036,
|
|
"val_loss": 0.8242279291152954,
|
|
"acc": 80.61,
|
|
"time": 212.22855128301308,
|
|
"param": [
|
|
{
|
|
"p": 0.019440043717622757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09844519197940826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01616819202899933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022121261805295944,
|
|
"m": 0.5951593518257141
|
|
},
|
|
{
|
|
"p": 0.054140739142894745,
|
|
"m": 0.6459354162216187
|
|
},
|
|
{
|
|
"p": 0.13317379355430603,
|
|
"m": 0.5626739859580994
|
|
},
|
|
{
|
|
"p": 0.06142402067780495,
|
|
"m": 0.5137094855308533
|
|
},
|
|
{
|
|
"p": 0.03479636833071709,
|
|
"m": 0.7111979126930237
|
|
},
|
|
{
|
|
"p": 0.11271196603775024,
|
|
"m": 0.262146919965744
|
|
},
|
|
{
|
|
"p": 0.033829811960458755,
|
|
"m": 0.98848557472229
|
|
},
|
|
{
|
|
"p": 0.17280486226081848,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06168784573674202,
|
|
"m": 0.13884204626083374
|
|
},
|
|
{
|
|
"p": 0.013679256662726402,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16557663679122925,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 0.27838703989982605,
|
|
"val_loss": 1.2198868989944458,
|
|
"acc": 80.91,
|
|
"time": 212.22164330200758,
|
|
"param": [
|
|
{
|
|
"p": 0.021124329417943954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09761768579483032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026570763438940048,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11790421605110168,
|
|
"m": 0.6282086372375488
|
|
},
|
|
{
|
|
"p": 0.04947269335389137,
|
|
"m": 0.7278984189033508
|
|
},
|
|
{
|
|
"p": 0.17390377819538116,
|
|
"m": 0.6073890924453735
|
|
},
|
|
{
|
|
"p": 0.033335160464048386,
|
|
"m": 0.4884171187877655
|
|
},
|
|
{
|
|
"p": 0.02871551550924778,
|
|
"m": 0.6779119968414307
|
|
},
|
|
{
|
|
"p": 0.042032163590192795,
|
|
"m": 0.40671074390411377
|
|
},
|
|
{
|
|
"p": 0.04369436576962471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16548141837120056,
|
|
"m": 0.20678266882896423
|
|
},
|
|
{
|
|
"p": 0.04725420102477074,
|
|
"m": 0.1324717253446579
|
|
},
|
|
{
|
|
"p": 0.01347180362790823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13942192494869232,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 0.5882958173751831,
|
|
"val_loss": 1.0177361965179443,
|
|
"acc": 81.08,
|
|
"time": 213.92544732498936,
|
|
"param": [
|
|
{
|
|
"p": 0.013767741620540619,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0835980474948883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001373632694594562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0547984279692173,
|
|
"m": 0.6065806746482849
|
|
},
|
|
{
|
|
"p": 0.057359736412763596,
|
|
"m": 0.9543008208274841
|
|
},
|
|
{
|
|
"p": 0.1891733556985855,
|
|
"m": 0.6406897902488708
|
|
},
|
|
{
|
|
"p": 0.016392773017287254,
|
|
"m": 0.35914114117622375
|
|
},
|
|
{
|
|
"p": 0.029308006167411804,
|
|
"m": 0.5415362119674683
|
|
},
|
|
{
|
|
"p": 0.1472240835428238,
|
|
"m": 0.3298908770084381
|
|
},
|
|
{
|
|
"p": 0.03503188118338585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12899747490882874,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04696362093091011,
|
|
"m": 0.1448993682861328
|
|
},
|
|
{
|
|
"p": 0.014348846860229969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.181662455201149,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 0.504499614238739,
|
|
"val_loss": 1.067589282989502,
|
|
"acc": 80.74,
|
|
"time": 212.7668079819996,
|
|
"param": [
|
|
{
|
|
"p": 0.09444645047187805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09676911681890488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03436174988746643,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032956562936306,
|
|
"m": 0.6476424932479858
|
|
},
|
|
{
|
|
"p": 0.0533444881439209,
|
|
"m": 0.8509832620620728
|
|
},
|
|
{
|
|
"p": 0.17119042575359344,
|
|
"m": 0.7215018272399902
|
|
},
|
|
{
|
|
"p": 0.03961800038814545,
|
|
"m": 0.40192317962646484
|
|
},
|
|
{
|
|
"p": 0.034006476402282715,
|
|
"m": 0.43493950366973877
|
|
},
|
|
{
|
|
"p": 0.1186767965555191,
|
|
"m": 0.29996463656425476
|
|
},
|
|
{
|
|
"p": 0.0633610412478447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05632437393069267,
|
|
"m": 0.18018917739391327
|
|
},
|
|
{
|
|
"p": 0.006626115646213293,
|
|
"m": 0.17736437916755676
|
|
},
|
|
{
|
|
"p": 0.020930100232362747,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1773882657289505,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 0.7020370364189148,
|
|
"val_loss": 1.1480882167816162,
|
|
"acc": 81.12,
|
|
"time": 213.5248239679495,
|
|
"param": [
|
|
{
|
|
"p": 0.08659078180789948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10773654282093048,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027443328872323036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024828387424349785,
|
|
"m": 0.6069937944412231
|
|
},
|
|
{
|
|
"p": 0.05317005142569542,
|
|
"m": 0.9197075366973877
|
|
},
|
|
{
|
|
"p": 0.1664591133594513,
|
|
"m": 0.7284892201423645
|
|
},
|
|
{
|
|
"p": 0.016166653484106064,
|
|
"m": 0.36983752250671387
|
|
},
|
|
{
|
|
"p": 0.0006987389642745256,
|
|
"m": 0.42353445291519165
|
|
},
|
|
{
|
|
"p": 0.0906796008348465,
|
|
"m": 0.26538577675819397
|
|
},
|
|
{
|
|
"p": 0.057747289538383484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1435258984565735,
|
|
"m": 0.2724243104457855
|
|
},
|
|
{
|
|
"p": 0.05970047414302826,
|
|
"m": 0.11236241459846497
|
|
},
|
|
{
|
|
"p": 0.02040214277803898,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1448509693145752,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 0.4894968569278717,
|
|
"val_loss": 0.6004289984703064,
|
|
"acc": 81.11,
|
|
"time": 210.70287634502165,
|
|
"param": [
|
|
{
|
|
"p": 0.0332409106194973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08343406766653061,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019020549952983856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02459532581269741,
|
|
"m": 0.6660467386245728
|
|
},
|
|
{
|
|
"p": 0.07427895069122314,
|
|
"m": 0.7115638852119446
|
|
},
|
|
{
|
|
"p": 0.14157021045684814,
|
|
"m": 0.7557893395423889
|
|
},
|
|
{
|
|
"p": 0.020646169781684875,
|
|
"m": 0.45181772112846375
|
|
},
|
|
{
|
|
"p": 0.011829075403511524,
|
|
"m": 0.4144095778465271
|
|
},
|
|
{
|
|
"p": 0.20814669132232666,
|
|
"m": 0.22078251838684082
|
|
},
|
|
{
|
|
"p": 0.02456408552825451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1338835507631302,
|
|
"m": 0.2410193383693695
|
|
},
|
|
{
|
|
"p": 0.03870417922735214,
|
|
"m": 0.35424599051475525
|
|
},
|
|
{
|
|
"p": 0.03760560229420662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1484806388616562,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 0.6133497357368469,
|
|
"val_loss": 0.8239945769309998,
|
|
"acc": 81.41,
|
|
"time": 209.5054453270277,
|
|
"param": [
|
|
{
|
|
"p": 0.009938139468431473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10614883899688721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06519034504890442,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024875277653336525,
|
|
"m": 0.7391623854637146
|
|
},
|
|
{
|
|
"p": 0.03782842680811882,
|
|
"m": 0.5862811803817749
|
|
},
|
|
{
|
|
"p": 0.2062256932258606,
|
|
"m": 0.7903000116348267
|
|
},
|
|
{
|
|
"p": 0.05233605206012726,
|
|
"m": 0.44681665301322937
|
|
},
|
|
{
|
|
"p": 0.006504354532808065,
|
|
"m": 0.3845547139644623
|
|
},
|
|
{
|
|
"p": 0.09090135991573334,
|
|
"m": 0.25941553711891174
|
|
},
|
|
{
|
|
"p": 0.013386616483330727,
|
|
"m": 0.9843069911003113
|
|
},
|
|
{
|
|
"p": 0.11106064170598984,
|
|
"m": 0.28688472509384155
|
|
},
|
|
{
|
|
"p": 0.03740500658750534,
|
|
"m": 0.31966736912727356
|
|
},
|
|
{
|
|
"p": 0.028677260503172874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20952193439006805,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 0.26368120312690735,
|
|
"val_loss": 0.9193387031555176,
|
|
"acc": 80.95,
|
|
"time": 215.58562784001697,
|
|
"param": [
|
|
{
|
|
"p": 0.00071520364144817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1532765030860901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061422042548656464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02882978320121765,
|
|
"m": 0.6786321997642517
|
|
},
|
|
{
|
|
"p": 0.028840191662311554,
|
|
"m": 0.5222501158714294
|
|
},
|
|
{
|
|
"p": 0.19840718805789948,
|
|
"m": 0.7401560544967651
|
|
},
|
|
{
|
|
"p": 0.05307156965136528,
|
|
"m": 0.45237642526626587
|
|
},
|
|
{
|
|
"p": 0.006230023689568043,
|
|
"m": 0.3987376093864441
|
|
},
|
|
{
|
|
"p": 0.08985792845487595,
|
|
"m": 0.22036464512348175
|
|
},
|
|
{
|
|
"p": 0.01133410632610321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07763617485761642,
|
|
"m": 0.3188197910785675
|
|
},
|
|
{
|
|
"p": 0.046132590621709824,
|
|
"m": 0.29090994596481323
|
|
},
|
|
{
|
|
"p": 0.024730456992983818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21951620280742645,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 0.2840386629104614,
|
|
"val_loss": 0.7973423004150391,
|
|
"acc": 80.93,
|
|
"time": 214.64441902306862,
|
|
"param": [
|
|
{
|
|
"p": 0.058457065373659134,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1355847418308258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050572268664836884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02741544134914875,
|
|
"m": 0.7293975949287415
|
|
},
|
|
{
|
|
"p": 0.023675071075558662,
|
|
"m": 0.4163752794265747
|
|
},
|
|
{
|
|
"p": 0.15291965007781982,
|
|
"m": 0.623374879360199
|
|
},
|
|
{
|
|
"p": 0.04556239768862724,
|
|
"m": 0.4309808909893036
|
|
},
|
|
{
|
|
"p": 0.009868491441011429,
|
|
"m": 0.39158138632774353
|
|
},
|
|
{
|
|
"p": 0.16129617393016815,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010634920559823513,
|
|
"m": 0.9875901341438293
|
|
},
|
|
{
|
|
"p": 0.0739954262971878,
|
|
"m": 0.3424738645553589
|
|
},
|
|
{
|
|
"p": 0.007135692518204451,
|
|
"m": 0.33427923917770386
|
|
},
|
|
{
|
|
"p": 0.013132074847817421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22975057363510132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 0.25075942277908325,
|
|
"val_loss": 1.159476399421692,
|
|
"acc": 80.84,
|
|
"time": 213.4652754389681,
|
|
"param": [
|
|
{
|
|
"p": 0.051221102476119995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12868160009384155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029910000041127205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01864813268184662,
|
|
"m": 0.7551376819610596
|
|
},
|
|
{
|
|
"p": 0.013816989958286285,
|
|
"m": 0.3677237629890442
|
|
},
|
|
{
|
|
"p": 0.11947840452194214,
|
|
"m": 0.612962543964386
|
|
},
|
|
{
|
|
"p": 0.041891444474458694,
|
|
"m": 0.4723571240901947
|
|
},
|
|
{
|
|
"p": 0.019395072013139725,
|
|
"m": 0.5108606219291687
|
|
},
|
|
{
|
|
"p": 0.14899560809135437,
|
|
"m": 0.17546549439430237
|
|
},
|
|
{
|
|
"p": 0.005621546413749456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09812823683023453,
|
|
"m": 0.37178438901901245
|
|
},
|
|
{
|
|
"p": 0.164781853556633,
|
|
"m": 0.21612417697906494
|
|
},
|
|
{
|
|
"p": 0.022182898595929146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13724711537361145,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 0.2832145094871521,
|
|
"val_loss": 0.7531341910362244,
|
|
"acc": 81.23,
|
|
"time": 210.06557848595548,
|
|
"param": [
|
|
{
|
|
"p": 0.03034965507686138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1318635642528534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02394959330558777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06805633008480072,
|
|
"m": 0.6724126935005188
|
|
},
|
|
{
|
|
"p": 0.021755637601017952,
|
|
"m": 0.36791977286338806
|
|
},
|
|
{
|
|
"p": 0.07252034544944763,
|
|
"m": 0.6577944755554199
|
|
},
|
|
{
|
|
"p": 0.03359612450003624,
|
|
"m": 0.5660706162452698
|
|
},
|
|
{
|
|
"p": 0.014900925569236279,
|
|
"m": 0.4606610834598541
|
|
},
|
|
{
|
|
"p": 0.13501933217048645,
|
|
"m": 0.21103303134441376
|
|
},
|
|
{
|
|
"p": 0.02090265043079853,
|
|
"m": 0.9628138542175293
|
|
},
|
|
{
|
|
"p": 0.12283093482255936,
|
|
"m": 0.37647777795791626
|
|
},
|
|
{
|
|
"p": 0.09541330486536026,
|
|
"m": 0.3726428151130676
|
|
},
|
|
{
|
|
"p": 0.014817359857261181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21402424573898315,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 0.49164238572120667,
|
|
"val_loss": 0.969809353351593,
|
|
"acc": 80.81,
|
|
"time": 211.09298805799335,
|
|
"param": [
|
|
{
|
|
"p": 0.02909220941364765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1044110432267189,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01619536429643631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05306103080511093,
|
|
"m": 0.5683796405792236
|
|
},
|
|
{
|
|
"p": 0.032289810478687286,
|
|
"m": 0.44219130277633667
|
|
},
|
|
{
|
|
"p": 0.21205298602581024,
|
|
"m": 0.6841111183166504
|
|
},
|
|
{
|
|
"p": 0.03141440451145172,
|
|
"m": 0.5627405643463135
|
|
},
|
|
{
|
|
"p": 0.012381100095808506,
|
|
"m": 0.45305973291397095
|
|
},
|
|
{
|
|
"p": 0.13814279437065125,
|
|
"m": 0.23026086390018463
|
|
},
|
|
{
|
|
"p": 0.015163365751504898,
|
|
"m": 0.8950686454772949
|
|
},
|
|
{
|
|
"p": 0.06365853548049927,
|
|
"m": 0.394991010427475
|
|
},
|
|
{
|
|
"p": 0.0722203478217125,
|
|
"m": 0.382087379693985
|
|
},
|
|
{
|
|
"p": 0.01116951834410429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2087475061416626,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 0.42127376794815063,
|
|
"val_loss": 0.9658688306808472,
|
|
"acc": 81.0,
|
|
"time": 215.22596780897584,
|
|
"param": [
|
|
{
|
|
"p": 0.023414652794599533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1026030033826828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006852330174297094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034307897090911865,
|
|
"m": 0.5496030449867249
|
|
},
|
|
{
|
|
"p": 0.03294391185045242,
|
|
"m": 0.4081825911998749
|
|
},
|
|
{
|
|
"p": 0.19531548023223877,
|
|
"m": 0.6279138326644897
|
|
},
|
|
{
|
|
"p": 0.03108559548854828,
|
|
"m": 0.5930029153823853
|
|
},
|
|
{
|
|
"p": 0.00914667546749115,
|
|
"m": 0.4582291543483734
|
|
},
|
|
{
|
|
"p": 0.1414325088262558,
|
|
"m": 0.15024225413799286
|
|
},
|
|
{
|
|
"p": 0.00845577847212553,
|
|
"m": 0.9068402647972107
|
|
},
|
|
{
|
|
"p": 0.10637468844652176,
|
|
"m": 0.404351145029068
|
|
},
|
|
{
|
|
"p": 0.04175591468811035,
|
|
"m": 0.38558635115623474
|
|
},
|
|
{
|
|
"p": 0.020349450409412384,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2459622174501419,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 0.4402303397655487,
|
|
"val_loss": 0.920424222946167,
|
|
"acc": 80.98,
|
|
"time": 209.77328448102344,
|
|
"param": [
|
|
{
|
|
"p": 0.034276559948921204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11704543232917786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005305541213601828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024210503324866295,
|
|
"m": 0.49440088868141174
|
|
},
|
|
{
|
|
"p": 0.036305468529462814,
|
|
"m": 0.32121241092681885
|
|
},
|
|
{
|
|
"p": 0.20707455277442932,
|
|
"m": 0.5731801986694336
|
|
},
|
|
{
|
|
"p": 0.04432987421751022,
|
|
"m": 0.6712332367897034
|
|
},
|
|
{
|
|
"p": 0.006851574406027794,
|
|
"m": 0.5268442034721375
|
|
},
|
|
{
|
|
"p": 0.09654083102941513,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011987384408712387,
|
|
"m": 0.9451383948326111
|
|
},
|
|
{
|
|
"p": 0.13484278321266174,
|
|
"m": 0.40700361132621765
|
|
},
|
|
{
|
|
"p": 0.013741081580519676,
|
|
"m": 0.4291832447052002
|
|
},
|
|
{
|
|
"p": 0.022733617573976517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24475489556789398,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 0.43587079644203186,
|
|
"val_loss": 0.8083480596542358,
|
|
"acc": 81.59,
|
|
"time": 212.69393656298053,
|
|
"param": [
|
|
{
|
|
"p": 0.022019239142537117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11651134490966797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03194505721330643,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021534794941544533,
|
|
"m": 0.5067769885063171
|
|
},
|
|
{
|
|
"p": 0.01604808308184147,
|
|
"m": 0.24633567035198212
|
|
},
|
|
{
|
|
"p": 0.1897018402814865,
|
|
"m": 0.6951934099197388
|
|
},
|
|
{
|
|
"p": 0.02756972797214985,
|
|
"m": 0.6934197545051575
|
|
},
|
|
{
|
|
"p": 0.0043458170257508755,
|
|
"m": 0.5110288262367249
|
|
},
|
|
{
|
|
"p": 0.1560378521680832,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0006910430383868515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09914934635162354,
|
|
"m": 0.42340484261512756
|
|
},
|
|
{
|
|
"p": 0.12105651199817657,
|
|
"m": 0.4553009867668152
|
|
},
|
|
{
|
|
"p": 0.021049389615654945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17233991622924805,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 0.31494539976119995,
|
|
"val_loss": 1.2115989923477173,
|
|
"acc": 81.29,
|
|
"time": 218.24478252290282,
|
|
"param": [
|
|
{
|
|
"p": 0.01154788676649332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.079859659075737,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015454988926649094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014804684557020664,
|
|
"m": 0.4608633816242218
|
|
},
|
|
{
|
|
"p": 0.012055251747369766,
|
|
"m": 0.3191828727722168
|
|
},
|
|
{
|
|
"p": 0.16021858155727386,
|
|
"m": 0.7146664261817932
|
|
},
|
|
{
|
|
"p": 0.12422870844602585,
|
|
"m": 0.8668032884597778
|
|
},
|
|
{
|
|
"p": 0.01275342982262373,
|
|
"m": 0.53307044506073
|
|
},
|
|
{
|
|
"p": 0.18080176413059235,
|
|
"m": 0.21389485895633698
|
|
},
|
|
{
|
|
"p": 0.03520192578434944,
|
|
"m": 0.9999731779098511
|
|
},
|
|
{
|
|
"p": 0.10893217474222183,
|
|
"m": 0.41256481409072876
|
|
},
|
|
{
|
|
"p": 0.04817211255431175,
|
|
"m": 0.34233158826828003
|
|
},
|
|
{
|
|
"p": 0.01427551731467247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18169331550598145,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 0.22493967413902283,
|
|
"val_loss": 0.9058177471160889,
|
|
"acc": 81.04,
|
|
"time": 212.1206329249544,
|
|
"param": [
|
|
{
|
|
"p": 0.006283806171268225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09407520294189453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014012720435857773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0276750810444355,
|
|
"m": 0.44467851519584656
|
|
},
|
|
{
|
|
"p": 0.1622685045003891,
|
|
"m": 0.2601259648799896
|
|
},
|
|
{
|
|
"p": 0.10367865860462189,
|
|
"m": 0.6940687894821167
|
|
},
|
|
{
|
|
"p": 0.05587637796998024,
|
|
"m": 0.7938612699508667
|
|
},
|
|
{
|
|
"p": 0.007339055649936199,
|
|
"m": 0.5102532505989075
|
|
},
|
|
{
|
|
"p": 0.09499486535787582,
|
|
"m": 0.20414400100708008
|
|
},
|
|
{
|
|
"p": 0.016169534996151924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08876515924930573,
|
|
"m": 0.424375057220459
|
|
},
|
|
{
|
|
"p": 0.1457795351743698,
|
|
"m": 0.33982375264167786
|
|
},
|
|
{
|
|
"p": 0.02012968808412552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1629517525434494,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 0.11821426451206207,
|
|
"val_loss": 1.1561700105667114,
|
|
"acc": 81.17,
|
|
"time": 210.31587950792164,
|
|
"param": [
|
|
{
|
|
"p": 0.024702148512005806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08920573443174362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01808352582156658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025895532220602036,
|
|
"m": 0.4203204810619354
|
|
},
|
|
{
|
|
"p": 0.13090161979198456,
|
|
"m": 0.24340468645095825
|
|
},
|
|
{
|
|
"p": 0.10549840331077576,
|
|
"m": 0.6840348839759827
|
|
},
|
|
{
|
|
"p": 0.04632735252380371,
|
|
"m": 0.7367944717407227
|
|
},
|
|
{
|
|
"p": 0.0029938381630927324,
|
|
"m": 0.47963640093803406
|
|
},
|
|
{
|
|
"p": 0.0823720246553421,
|
|
"m": 0.2526278495788574
|
|
},
|
|
{
|
|
"p": 0.012569865211844444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626038983464241,
|
|
"m": 0.4381689131259918
|
|
},
|
|
{
|
|
"p": 0.19838319718837738,
|
|
"m": 0.32617825269699097
|
|
},
|
|
{
|
|
"p": 0.02195640653371811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17850638926029205,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 0.33066874742507935,
|
|
"val_loss": 0.9941592216491699,
|
|
"acc": 81.17,
|
|
"time": 215.8260305779986,
|
|
"param": [
|
|
{
|
|
"p": 0.009064978919923306,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14645697176456451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02789997309446335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009038190357387066,
|
|
"m": 0.3672407865524292
|
|
},
|
|
{
|
|
"p": 0.09387347102165222,
|
|
"m": 0.34024614095687866
|
|
},
|
|
{
|
|
"p": 0.09825117886066437,
|
|
"m": 0.6802231073379517
|
|
},
|
|
{
|
|
"p": 0.03327232226729393,
|
|
"m": 0.8100053668022156
|
|
},
|
|
{
|
|
"p": 0.00762927858158946,
|
|
"m": 0.46544748544692993
|
|
},
|
|
{
|
|
"p": 0.08074304461479187,
|
|
"m": 0.25866708159446716
|
|
},
|
|
{
|
|
"p": 0.016007306054234505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09200537204742432,
|
|
"m": 0.4773540496826172
|
|
},
|
|
{
|
|
"p": 0.14233893156051636,
|
|
"m": 0.1666092723608017
|
|
},
|
|
{
|
|
"p": 0.021224314346909523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2221946269273758,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 0.39210450649261475,
|
|
"val_loss": 0.9352834224700928,
|
|
"acc": 80.94,
|
|
"time": 209.7051474209875,
|
|
"param": [
|
|
{
|
|
"p": 0.01773250102996826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15402808785438538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032469891011714935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015737703070044518,
|
|
"m": 0.42748838663101196
|
|
},
|
|
{
|
|
"p": 0.07741853594779968,
|
|
"m": 0.4471314251422882
|
|
},
|
|
{
|
|
"p": 0.08246149867773056,
|
|
"m": 0.6282323002815247
|
|
},
|
|
{
|
|
"p": 0.025611311197280884,
|
|
"m": 0.8472926616668701
|
|
},
|
|
{
|
|
"p": 0.010024766437709332,
|
|
"m": 0.396504670381546
|
|
},
|
|
{
|
|
"p": 0.08737080544233322,
|
|
"m": 0.30871883034706116
|
|
},
|
|
{
|
|
"p": 0.014957871288061142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11987502127885818,
|
|
"m": 0.4411391019821167
|
|
},
|
|
{
|
|
"p": 0.11553668230772018,
|
|
"m": 0.2792331576347351
|
|
},
|
|
{
|
|
"p": 0.02214694395661354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22462838888168335,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 0.10431535542011261,
|
|
"val_loss": 1.041922688484192,
|
|
"acc": 80.93,
|
|
"time": 211.3645560790319,
|
|
"param": [
|
|
{
|
|
"p": 0.020746957510709763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11689042299985886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02163870818912983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01400162186473608,
|
|
"m": 0.4025857746601105
|
|
},
|
|
{
|
|
"p": 0.0722159817814827,
|
|
"m": 0.3664219081401825
|
|
},
|
|
{
|
|
"p": 0.08508790284395218,
|
|
"m": 0.6927499771118164
|
|
},
|
|
{
|
|
"p": 0.023467326536774635,
|
|
"m": 0.7345943450927734
|
|
},
|
|
{
|
|
"p": 0.013500894419848919,
|
|
"m": 0.47949686646461487
|
|
},
|
|
{
|
|
"p": 0.09850016981363297,
|
|
"m": 0.3198430836200714
|
|
},
|
|
{
|
|
"p": 0.012708845548331738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12680964171886444,
|
|
"m": 0.3908720016479492
|
|
},
|
|
{
|
|
"p": 0.10653041303157806,
|
|
"m": 0.2834206521511078
|
|
},
|
|
{
|
|
"p": 0.018491003662347794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2694101333618164,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 0.32753196358680725,
|
|
"val_loss": 0.8832129836082458,
|
|
"acc": 80.63,
|
|
"time": 211.9987907540053,
|
|
"param": [
|
|
{
|
|
"p": 0.015932435169816017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13934165239334106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025349415838718414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027049528434872627,
|
|
"m": 0.42412281036376953
|
|
},
|
|
{
|
|
"p": 0.05782950296998024,
|
|
"m": 0.4472891390323639
|
|
},
|
|
{
|
|
"p": 0.10457713156938553,
|
|
"m": 0.7262443900108337
|
|
},
|
|
{
|
|
"p": 0.01823120191693306,
|
|
"m": 0.7189143300056458
|
|
},
|
|
{
|
|
"p": 0.016014769673347473,
|
|
"m": 0.5622243881225586
|
|
},
|
|
{
|
|
"p": 0.10581190139055252,
|
|
"m": 0.2419353723526001
|
|
},
|
|
{
|
|
"p": 0.01361496839672327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12492110580205917,
|
|
"m": 0.3005285859107971
|
|
},
|
|
{
|
|
"p": 0.08254403620958328,
|
|
"m": 0.20991897583007812
|
|
},
|
|
{
|
|
"p": 0.0007118016947060823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26807060837745667,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 0.2835431694984436,
|
|
"val_loss": 1.1251534223556519,
|
|
"acc": 80.56,
|
|
"time": 214.30106941401027,
|
|
"param": [
|
|
{
|
|
"p": 0.17617622017860413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12819160521030426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02812599390745163,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020161356776952744,
|
|
"m": 0.5122935771942139
|
|
},
|
|
{
|
|
"p": 0.038195282220840454,
|
|
"m": 0.4784110486507416
|
|
},
|
|
{
|
|
"p": 0.08852364122867584,
|
|
"m": 0.7840163111686707
|
|
},
|
|
{
|
|
"p": 0.01209297776222229,
|
|
"m": 0.7158657908439636
|
|
},
|
|
{
|
|
"p": 0.009668338112533092,
|
|
"m": 0.3730403780937195
|
|
},
|
|
{
|
|
"p": 0.07544516026973724,
|
|
"m": 0.20112904906272888
|
|
},
|
|
{
|
|
"p": 0.010328330099582672,
|
|
"m": 0.9910255074501038
|
|
},
|
|
{
|
|
"p": 0.0976802259683609,
|
|
"m": 0.3024537265300751
|
|
},
|
|
{
|
|
"p": 0.052764639258384705,
|
|
"m": 0.16319525241851807
|
|
},
|
|
{
|
|
"p": 0.0881170853972435,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17452923953533173,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 0.15928915143013,
|
|
"val_loss": 0.9131685495376587,
|
|
"acc": 80.14,
|
|
"time": 211.96258256491274,
|
|
"param": [
|
|
{
|
|
"p": 0.20426303148269653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12111304700374603,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04844752699136734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014685207046568394,
|
|
"m": 0.5104342103004456
|
|
},
|
|
{
|
|
"p": 0.04752467945218086,
|
|
"m": 0.5064181685447693
|
|
},
|
|
{
|
|
"p": 0.07863611727952957,
|
|
"m": 0.7442726492881775
|
|
},
|
|
{
|
|
"p": 0.01895015500485897,
|
|
"m": 0.7697182297706604
|
|
},
|
|
{
|
|
"p": 0.01766558364033699,
|
|
"m": 0.4293839931488037
|
|
},
|
|
{
|
|
"p": 0.07348738610744476,
|
|
"m": 0.29579195380210876
|
|
},
|
|
{
|
|
"p": 0.0121629498898983,
|
|
"m": 0.999790370464325
|
|
},
|
|
{
|
|
"p": 0.0007148702861741185,
|
|
"m": 0.3076162338256836
|
|
},
|
|
{
|
|
"p": 0.05726492404937744,
|
|
"m": 0.11620937287807465
|
|
},
|
|
{
|
|
"p": 0.09482856094837189,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21025589108467102,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.19277796149253845,
|
|
"val_loss": 1.1060489416122437,
|
|
"acc": 80.59,
|
|
"time": 212.50829640193842,
|
|
"param": [
|
|
{
|
|
"p": 0.1618873029947281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12492118030786514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04255824163556099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02336103655397892,
|
|
"m": 0.4865320324897766
|
|
},
|
|
{
|
|
"p": 0.041585732251405716,
|
|
"m": 0.5179804563522339
|
|
},
|
|
{
|
|
"p": 0.089179627597332,
|
|
"m": 0.7427345514297485
|
|
},
|
|
{
|
|
"p": 0.009326348081231117,
|
|
"m": 0.7301151752471924
|
|
},
|
|
{
|
|
"p": 0.01743391714990139,
|
|
"m": 0.3536142110824585
|
|
},
|
|
{
|
|
"p": 0.08054929971694946,
|
|
"m": 0.3174547553062439
|
|
},
|
|
{
|
|
"p": 0.013823525980114937,
|
|
"m": 0.996574342250824
|
|
},
|
|
{
|
|
"p": 0.020738692954182625,
|
|
"m": 0.30543389916419983
|
|
},
|
|
{
|
|
"p": 0.04468748718500137,
|
|
"m": 0.11237262189388275
|
|
},
|
|
{
|
|
"p": 0.07516280561685562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25478479266166687,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.26949402689933777,
|
|
"val_loss": 0.9597833156585693,
|
|
"acc": 80.59,
|
|
"time": 211.84291130595375,
|
|
"param": [
|
|
{
|
|
"p": 0.15902158617973328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1053541824221611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05778011679649353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03838154301047325,
|
|
"m": 0.4515340030193329
|
|
},
|
|
{
|
|
"p": 0.046168893575668335,
|
|
"m": 0.49547019600868225
|
|
},
|
|
{
|
|
"p": 0.10094032436609268,
|
|
"m": 0.7178134322166443
|
|
},
|
|
{
|
|
"p": 0.00840581301599741,
|
|
"m": 0.7334302067756653
|
|
},
|
|
{
|
|
"p": 0.020533032715320587,
|
|
"m": 0.31720441579818726
|
|
},
|
|
{
|
|
"p": 0.03896695002913475,
|
|
"m": 0.3023543953895569
|
|
},
|
|
{
|
|
"p": 0.01605776511132717,
|
|
"m": 0.9991916418075562
|
|
},
|
|
{
|
|
"p": 0.01850160025060177,
|
|
"m": 0.3538227081298828
|
|
},
|
|
{
|
|
"p": 0.04056932032108307,
|
|
"m": 0.10039863735437393
|
|
},
|
|
{
|
|
"p": 0.07448538392782211,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.27483347058296204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.2029309719800949,
|
|
"val_loss": 0.8845008611679077,
|
|
"acc": 81.15,
|
|
"time": 215.79057870199904,
|
|
"param": [
|
|
{
|
|
"p": 0.11376406997442245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15466392040252686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04397882893681526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020347997546195984,
|
|
"m": 0.5236217975616455
|
|
},
|
|
{
|
|
"p": 0.036388859152793884,
|
|
"m": 0.4740617573261261
|
|
},
|
|
{
|
|
"p": 0.07140260189771652,
|
|
"m": 0.7618187069892883
|
|
},
|
|
{
|
|
"p": 0.022678961977362633,
|
|
"m": 0.6785480380058289
|
|
},
|
|
{
|
|
"p": 0.014555145986378193,
|
|
"m": 0.30367252230644226
|
|
},
|
|
{
|
|
"p": 0.21330522000789642,
|
|
"m": 0.24129442870616913
|
|
},
|
|
{
|
|
"p": 0.013219877146184444,
|
|
"m": 0.9689029455184937
|
|
},
|
|
{
|
|
"p": 0.010260513052344322,
|
|
"m": 0.38026922941207886
|
|
},
|
|
{
|
|
"p": 0.03076895698904991,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05207354202866554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20259159803390503,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.26197636127471924,
|
|
"val_loss": 0.8533692359924316,
|
|
"acc": 81.39,
|
|
"time": 216.09149623801932,
|
|
"param": [
|
|
{
|
|
"p": 0.133698508143425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11270226538181305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04255100339651108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023980779573321342,
|
|
"m": 0.48151522874832153
|
|
},
|
|
{
|
|
"p": 0.0528130903840065,
|
|
"m": 0.5847101807594299
|
|
},
|
|
{
|
|
"p": 0.07352398335933685,
|
|
"m": 0.8631634712219238
|
|
},
|
|
{
|
|
"p": 0.02890310250222683,
|
|
"m": 0.7143955230712891
|
|
},
|
|
{
|
|
"p": 0.02009577676653862,
|
|
"m": 0.2684061527252197
|
|
},
|
|
{
|
|
"p": 0.250872403383255,
|
|
"m": 0.3086523711681366
|
|
},
|
|
{
|
|
"p": 0.014225009828805923,
|
|
"m": 0.9981368184089661
|
|
},
|
|
{
|
|
"p": 0.021726105362176895,
|
|
"m": 0.3769706189632416
|
|
},
|
|
{
|
|
"p": 0.03150080144405365,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06550230085849762,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12790481746196747,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.5985053181648254,
|
|
"val_loss": 0.7985431551933289,
|
|
"acc": 81.36,
|
|
"time": 213.9585746579105,
|
|
"param": [
|
|
{
|
|
"p": 0.09660016745328903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13980479538440704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030231626704335213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03893023729324341,
|
|
"m": 0.5238749384880066
|
|
},
|
|
{
|
|
"p": 0.041865624487400055,
|
|
"m": 0.6459554433822632
|
|
},
|
|
{
|
|
"p": 0.0723017156124115,
|
|
"m": 0.8003089427947998
|
|
},
|
|
{
|
|
"p": 0.01969803497195244,
|
|
"m": 0.7112498879432678
|
|
},
|
|
{
|
|
"p": 0.013825112022459507,
|
|
"m": 0.15115952491760254
|
|
},
|
|
{
|
|
"p": 0.18288883566856384,
|
|
"m": 0.16639883816242218
|
|
},
|
|
{
|
|
"p": 0.015260833315551281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018727973103523254,
|
|
"m": 0.3791252374649048
|
|
},
|
|
{
|
|
"p": 0.02942773699760437,
|
|
"m": 0.12413288652896881
|
|
},
|
|
{
|
|
"p": 0.0466659739613533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25377124547958374,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.34751036763191223,
|
|
"val_loss": 0.8456102013587952,
|
|
"acc": 80.54,
|
|
"time": 212.33921324799303,
|
|
"param": [
|
|
{
|
|
"p": 0.0864022746682167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10817693918943405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0441109798848629,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04054688289761543,
|
|
"m": 0.4341517984867096
|
|
},
|
|
{
|
|
"p": 0.03769794851541519,
|
|
"m": 0.6459152698516846
|
|
},
|
|
{
|
|
"p": 0.09524334967136383,
|
|
"m": 0.6963362097740173
|
|
},
|
|
{
|
|
"p": 0.021702304482460022,
|
|
"m": 0.7080432772636414
|
|
},
|
|
{
|
|
"p": 0.009603744372725487,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.16127127408981323,
|
|
"m": 0.2446107119321823
|
|
},
|
|
{
|
|
"p": 0.019307658076286316,
|
|
"m": 0.9866319894790649
|
|
},
|
|
{
|
|
"p": 0.017060240730643272,
|
|
"m": 0.36461111903190613
|
|
},
|
|
{
|
|
"p": 0.030289189890027046,
|
|
"m": 0.12442367523908615
|
|
},
|
|
{
|
|
"p": 0.0380617193877697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29052555561065674,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.3548400104045868,
|
|
"val_loss": 0.7825919985771179,
|
|
"acc": 80.77,
|
|
"time": 214.1325723080663,
|
|
"param": [
|
|
{
|
|
"p": 0.06797192990779877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2114921510219574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030752386897802353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03780427575111389,
|
|
"m": 0.4582604467868805
|
|
},
|
|
{
|
|
"p": 0.029591916128993034,
|
|
"m": 0.6544085144996643
|
|
},
|
|
{
|
|
"p": 0.09114717692136765,
|
|
"m": 0.659662127494812
|
|
},
|
|
{
|
|
"p": 0.025363372638821602,
|
|
"m": 0.609791100025177
|
|
},
|
|
{
|
|
"p": 0.0063672782853245735,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.125151589512825,
|
|
"m": 0.2906647026538849
|
|
},
|
|
{
|
|
"p": 0.013079608790576458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02090601436793804,
|
|
"m": 0.3996742367744446
|
|
},
|
|
{
|
|
"p": 0.028761418536305428,
|
|
"m": 0.18914136290550232
|
|
},
|
|
{
|
|
"p": 0.029932012781500816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2816788852214813,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.5910979509353638,
|
|
"val_loss": 0.8880900144577026,
|
|
"acc": 80.36,
|
|
"time": 212.23905138706323,
|
|
"param": [
|
|
{
|
|
"p": 0.06243688613176346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20075146853923798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04320267215371132,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036172352731227875,
|
|
"m": 0.4705965518951416
|
|
},
|
|
{
|
|
"p": 0.019930141046643257,
|
|
"m": 0.6816457509994507
|
|
},
|
|
{
|
|
"p": 0.0906234085559845,
|
|
"m": 0.6443082094192505
|
|
},
|
|
{
|
|
"p": 0.02067449316382408,
|
|
"m": 0.5821319222450256
|
|
},
|
|
{
|
|
"p": 0.0063160075806081295,
|
|
"m": 0.1376868337392807
|
|
},
|
|
{
|
|
"p": 0.11893591284751892,
|
|
"m": 0.10273008793592453
|
|
},
|
|
{
|
|
"p": 0.007306132465600967,
|
|
"m": 0.9359485507011414
|
|
},
|
|
{
|
|
"p": 0.02125956304371357,
|
|
"m": 0.3992699086666107
|
|
},
|
|
{
|
|
"p": 0.02686302736401558,
|
|
"m": 0.21634048223495483
|
|
},
|
|
{
|
|
"p": 0.027549322694540024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31797853112220764,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.26336875557899475,
|
|
"val_loss": 1.2443209886550903,
|
|
"acc": 80.02,
|
|
"time": 212.12403074395843,
|
|
"param": [
|
|
{
|
|
"p": 0.05390837788581848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23339328169822693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05361781269311905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03474963456392288,
|
|
"m": 0.5199518799781799
|
|
},
|
|
{
|
|
"p": 0.0007110252045094967,
|
|
"m": 0.5880617499351501
|
|
},
|
|
{
|
|
"p": 0.11547485738992691,
|
|
"m": 0.5909777879714966
|
|
},
|
|
{
|
|
"p": 0.024226834997534752,
|
|
"m": 0.6015395522117615
|
|
},
|
|
{
|
|
"p": 0.0007110252045094967,
|
|
"m": 0.11055385321378708
|
|
},
|
|
{
|
|
"p": 0.10500173270702362,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0007110252045094967,
|
|
"m": 0.9083119034767151
|
|
},
|
|
{
|
|
"p": 0.021565869450569153,
|
|
"m": 0.4085903465747833
|
|
},
|
|
{
|
|
"p": 0.033219095319509506,
|
|
"m": 0.23938335478305817
|
|
},
|
|
{
|
|
"p": 0.023195898160338402,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2995135188102722,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.2575964629650116,
|
|
"val_loss": 1.1334764957427979,
|
|
"acc": 79.99,
|
|
"time": 213.2426035630051,
|
|
"param": [
|
|
{
|
|
"p": 0.03762054070830345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2005552500486374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05225963518023491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04335917532444,
|
|
"m": 0.6877121329307556
|
|
},
|
|
{
|
|
"p": 0.040427569299936295,
|
|
"m": 0.4679127335548401
|
|
},
|
|
{
|
|
"p": 0.09733495116233826,
|
|
"m": 0.6866050958633423
|
|
},
|
|
{
|
|
"p": 0.017432181164622307,
|
|
"m": 0.5664623975753784
|
|
},
|
|
{
|
|
"p": 0.03689803183078766,
|
|
"m": 0.18076731264591217
|
|
},
|
|
{
|
|
"p": 0.07756399363279343,
|
|
"m": 0.10557997226715088
|
|
},
|
|
{
|
|
"p": 0.0055257659405469894,
|
|
"m": 0.9178692698478699
|
|
},
|
|
{
|
|
"p": 0.020439207553863525,
|
|
"m": 0.38311052322387695
|
|
},
|
|
{
|
|
"p": 0.024804750457406044,
|
|
"m": 0.25019845366477966
|
|
},
|
|
{
|
|
"p": 0.08227260410785675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26350638270378113,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.30599790811538696,
|
|
"val_loss": 0.9660511016845703,
|
|
"acc": 80.42,
|
|
"time": 213.4511189289624,
|
|
"param": [
|
|
{
|
|
"p": 0.029205791652202606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21065808832645416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042626798152923584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03314327821135521,
|
|
"m": 0.7963663339614868
|
|
},
|
|
{
|
|
"p": 0.03600165620446205,
|
|
"m": 0.5821690559387207
|
|
},
|
|
{
|
|
"p": 0.1222001165151596,
|
|
"m": 0.723785936832428
|
|
},
|
|
{
|
|
"p": 0.012611405923962593,
|
|
"m": 0.5481958985328674
|
|
},
|
|
{
|
|
"p": 0.026965517550706863,
|
|
"m": 0.16351661086082458
|
|
},
|
|
{
|
|
"p": 0.0744006559252739,
|
|
"m": 0.1307361125946045
|
|
},
|
|
{
|
|
"p": 0.017796874046325684,
|
|
"m": 0.993373692035675
|
|
},
|
|
{
|
|
"p": 0.013864971697330475,
|
|
"m": 0.3677560091018677
|
|
},
|
|
{
|
|
"p": 0.024673255160450935,
|
|
"m": 0.24411743879318237
|
|
},
|
|
{
|
|
"p": 0.1003604531288147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25549110770225525,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.4805601239204407,
|
|
"val_loss": 0.7523523569107056,
|
|
"acc": 80.32,
|
|
"time": 215.785573347006,
|
|
"param": [
|
|
{
|
|
"p": 0.01067526824772358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2159324735403061,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04080437868833542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022691193968057632,
|
|
"m": 0.8919553756713867
|
|
},
|
|
{
|
|
"p": 0.03006027452647686,
|
|
"m": 0.6260856986045837
|
|
},
|
|
{
|
|
"p": 0.13846145570278168,
|
|
"m": 0.6225500106811523
|
|
},
|
|
{
|
|
"p": 0.022022642195224762,
|
|
"m": 0.5782472491264343
|
|
},
|
|
{
|
|
"p": 0.02225915715098381,
|
|
"m": 0.15753071010112762
|
|
},
|
|
{
|
|
"p": 0.0584554485976696,
|
|
"m": 0.2043592482805252
|
|
},
|
|
{
|
|
"p": 0.019201206043362617,
|
|
"m": 0.7889532446861267
|
|
},
|
|
{
|
|
"p": 0.013120855204761028,
|
|
"m": 0.3726488947868347
|
|
},
|
|
{
|
|
"p": 0.029706841334700584,
|
|
"m": 0.25570055842399597
|
|
},
|
|
{
|
|
"p": 0.0838322564959526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2927764654159546,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.05747145414352417,
|
|
"val_loss": 0.9327583909034729,
|
|
"acc": 80.07,
|
|
"time": 215.23005529295187,
|
|
"param": [
|
|
{
|
|
"p": 0.20636877417564392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1694570630788803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036564476788043976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03754964843392372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02167951501905918,
|
|
"m": 0.6666167378425598
|
|
},
|
|
{
|
|
"p": 0.08733174204826355,
|
|
"m": 0.48628559708595276
|
|
},
|
|
{
|
|
"p": 0.023636557161808014,
|
|
"m": 0.4557889997959137
|
|
},
|
|
{
|
|
"p": 0.016720406711101532,
|
|
"m": 0.10403260588645935
|
|
},
|
|
{
|
|
"p": 0.03611430898308754,
|
|
"m": 0.11600985378026962
|
|
},
|
|
{
|
|
"p": 0.01725429855287075,
|
|
"m": 0.8057020902633667
|
|
},
|
|
{
|
|
"p": 0.017978934571146965,
|
|
"m": 0.32206615805625916
|
|
},
|
|
{
|
|
"p": 0.025696277618408203,
|
|
"m": 0.25285160541534424
|
|
},
|
|
{
|
|
"p": 0.05232420563697815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2513238489627838,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.1767435222864151,
|
|
"val_loss": 1.0570664405822754,
|
|
"acc": 80.33,
|
|
"time": 213.16957547492348,
|
|
"param": [
|
|
{
|
|
"p": 0.215068057179451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17865358293056488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034453894942998886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0381760448217392,
|
|
"m": 0.9922606945037842
|
|
},
|
|
{
|
|
"p": 0.03119022399187088,
|
|
"m": 0.7306052446365356
|
|
},
|
|
{
|
|
"p": 0.08035189658403397,
|
|
"m": 0.43222659826278687
|
|
},
|
|
{
|
|
"p": 0.020341482013463974,
|
|
"m": 0.42147669196128845
|
|
},
|
|
{
|
|
"p": 0.013319021090865135,
|
|
"m": 0.12904739379882812
|
|
},
|
|
{
|
|
"p": 0.05110061541199684,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016268625855445862,
|
|
"m": 0.7742888927459717
|
|
},
|
|
{
|
|
"p": 0.022201908752322197,
|
|
"m": 0.2849047780036926
|
|
},
|
|
{
|
|
"p": 0.018907330930233,
|
|
"m": 0.2039223164319992
|
|
},
|
|
{
|
|
"p": 0.04370702803134918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23626022040843964,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.17210476100444794,
|
|
"val_loss": 1.022321105003357,
|
|
"acc": 80.73,
|
|
"time": 211.41876164101996,
|
|
"param": [
|
|
{
|
|
"p": 0.17992904782295227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15460345149040222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04091517999768257,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042342256754636765,
|
|
"m": 0.9121310710906982
|
|
},
|
|
{
|
|
"p": 0.035299137234687805,
|
|
"m": 0.5453932881355286
|
|
},
|
|
{
|
|
"p": 0.08778630942106247,
|
|
"m": 0.44776585698127747
|
|
},
|
|
{
|
|
"p": 0.023355985060334206,
|
|
"m": 0.3833273649215698
|
|
},
|
|
{
|
|
"p": 0.005082985386252403,
|
|
"m": 0.11389318853616714
|
|
},
|
|
{
|
|
"p": 0.06069289520382881,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010050707496702671,
|
|
"m": 0.9518193006515503
|
|
},
|
|
{
|
|
"p": 0.02118780091404915,
|
|
"m": 0.2346564531326294
|
|
},
|
|
{
|
|
"p": 0.04069068655371666,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03689750283956528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2611660063266754,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.321927011013031,
|
|
"val_loss": 1.3483219146728516,
|
|
"acc": 80.0,
|
|
"time": 214.12980362900998,
|
|
"param": [
|
|
{
|
|
"p": 0.12159012258052826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14824329316616058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04152379930019379,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03279287740588188,
|
|
"m": 0.9167056679725647
|
|
},
|
|
{
|
|
"p": 0.01688886247575283,
|
|
"m": 0.5351569652557373
|
|
},
|
|
{
|
|
"p": 0.1030702218413353,
|
|
"m": 0.5187813639640808
|
|
},
|
|
{
|
|
"p": 0.013640721328556538,
|
|
"m": 0.42952001094818115
|
|
},
|
|
{
|
|
"p": 0.0007099018548615277,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05824756622314453,
|
|
"m": 0.13828234374523163
|
|
},
|
|
{
|
|
"p": 0.1645914614200592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015887387096881866,
|
|
"m": 0.21689772605895996
|
|
},
|
|
{
|
|
"p": 0.03186679258942604,
|
|
"m": 0.13955584168434143
|
|
},
|
|
{
|
|
"p": 0.02471059001982212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22623643279075623,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.20619729161262512,
|
|
"val_loss": 1.0098793506622314,
|
|
"acc": 80.38,
|
|
"time": 209.4285163899185,
|
|
"param": [
|
|
{
|
|
"p": 0.1006249263882637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12812261283397675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03990958258509636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05203019827604294,
|
|
"m": 0.8079336285591125
|
|
},
|
|
{
|
|
"p": 0.0069465055130422115,
|
|
"m": 0.5442055463790894
|
|
},
|
|
{
|
|
"p": 0.09641208499670029,
|
|
"m": 0.5170062184333801
|
|
},
|
|
{
|
|
"p": 0.014837892726063728,
|
|
"m": 0.39223310351371765
|
|
},
|
|
{
|
|
"p": 0.0007150234887376428,
|
|
"m": 0.10114438086748123
|
|
},
|
|
{
|
|
"p": 0.056637998670339584,
|
|
"m": 0.15907776355743408
|
|
},
|
|
{
|
|
"p": 0.20869898796081543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849013552069664,
|
|
"m": 0.19956205785274506
|
|
},
|
|
{
|
|
"p": 0.010155047290027142,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022355685010552406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17765209078788757,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.10305367410182953,
|
|
"val_loss": 0.89426189661026,
|
|
"acc": 81.28,
|
|
"time": 210.07630409894045,
|
|
"param": [
|
|
{
|
|
"p": 0.1163022518157959,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007114569889381528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057194437831640244,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029617207124829292,
|
|
"m": 0.7603296041488647
|
|
},
|
|
{
|
|
"p": 0.0418098159134388,
|
|
"m": 0.5040626525878906
|
|
},
|
|
{
|
|
"p": 0.06206143647432327,
|
|
"m": 0.45698875188827515
|
|
},
|
|
{
|
|
"p": 0.016185909509658813,
|
|
"m": 0.3937755227088928
|
|
},
|
|
{
|
|
"p": 0.04458725452423096,
|
|
"m": 0.15425905585289001
|
|
},
|
|
{
|
|
"p": 0.09360966086387634,
|
|
"m": 0.16942457854747772
|
|
},
|
|
{
|
|
"p": 0.24019454419612885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.125599667429924,
|
|
"m": 0.12066106498241425
|
|
},
|
|
{
|
|
"p": 0.025489825755357742,
|
|
"m": 0.13481296598911285
|
|
},
|
|
{
|
|
"p": 0.022243304178118706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1243932694196701,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.2934783101081848,
|
|
"val_loss": 1.0968183279037476,
|
|
"acc": 80.23,
|
|
"time": 213.44753817899618,
|
|
"param": [
|
|
{
|
|
"p": 0.052211444824934006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1730140596628189,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04633871838450432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04757944494485855,
|
|
"m": 0.8301586508750916
|
|
},
|
|
{
|
|
"p": 0.0362561009824276,
|
|
"m": 0.5667683482170105
|
|
},
|
|
{
|
|
"p": 0.09505849331617355,
|
|
"m": 0.40175601840019226
|
|
},
|
|
{
|
|
"p": 0.008282727561891079,
|
|
"m": 0.4104986786842346
|
|
},
|
|
{
|
|
"p": 0.01955486834049225,
|
|
"m": 0.26479870080947876
|
|
},
|
|
{
|
|
"p": 0.06245044618844986,
|
|
"m": 0.156247079372406
|
|
},
|
|
{
|
|
"p": 0.10735169798135757,
|
|
"m": 0.9282590746879578
|
|
},
|
|
{
|
|
"p": 0.059207670390605927,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025405146181583405,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03468703106045723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23260214924812317,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.18246471881866455,
|
|
"val_loss": 1.0515143871307373,
|
|
"acc": 81.1,
|
|
"time": 214.09732715191785,
|
|
"param": [
|
|
{
|
|
"p": 0.04208731651306152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12905587255954742,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06053689867258072,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03598373010754585,
|
|
"m": 0.7329649925231934
|
|
},
|
|
{
|
|
"p": 0.04750770330429077,
|
|
"m": 0.4976228177547455
|
|
},
|
|
{
|
|
"p": 0.14459575712680817,
|
|
"m": 0.3268022835254669
|
|
},
|
|
{
|
|
"p": 0.010993610136210918,
|
|
"m": 0.3408636450767517
|
|
},
|
|
{
|
|
"p": 0.018569916486740112,
|
|
"m": 0.5782573223114014
|
|
},
|
|
{
|
|
"p": 0.058793406933546066,
|
|
"m": 0.14384329319000244
|
|
},
|
|
{
|
|
"p": 0.07984160631895065,
|
|
"m": 0.9944913387298584
|
|
},
|
|
{
|
|
"p": 0.04847981035709381,
|
|
"m": 0.1490284502506256
|
|
},
|
|
{
|
|
"p": 0.02855410985648632,
|
|
"m": 0.24584344029426575
|
|
},
|
|
{
|
|
"p": 0.03419046849012375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2608098089694977,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.49525323510169983,
|
|
"val_loss": 0.947847306728363,
|
|
"acc": 80.43,
|
|
"time": 213.1433623119956,
|
|
"param": [
|
|
{
|
|
"p": 0.036347731947898865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1155083104968071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06361590325832367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04875926673412323,
|
|
"m": 0.6807557344436646
|
|
},
|
|
{
|
|
"p": 0.0399070642888546,
|
|
"m": 0.4978083074092865
|
|
},
|
|
{
|
|
"p": 0.15118800103664398,
|
|
"m": 0.5053311586380005
|
|
},
|
|
{
|
|
"p": 0.036973223090171814,
|
|
"m": 0.41764748096466064
|
|
},
|
|
{
|
|
"p": 0.015818366780877113,
|
|
"m": 0.6870707273483276
|
|
},
|
|
{
|
|
"p": 0.07523296028375626,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07130047678947449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046046238392591476,
|
|
"m": 0.1640315055847168
|
|
},
|
|
{
|
|
"p": 0.0007107967976480722,
|
|
"m": 0.29056471586227417
|
|
},
|
|
{
|
|
"p": 0.028428465127944946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.27016308903694153,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.3613935112953186,
|
|
"val_loss": 0.9813917279243469,
|
|
"acc": 81.25,
|
|
"time": 208.48305759707,
|
|
"param": [
|
|
{
|
|
"p": 0.02741735428571701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09181094169616699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04988137632608414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05148797109723091,
|
|
"m": 0.7817901968955994
|
|
},
|
|
{
|
|
"p": 0.02958458475768566,
|
|
"m": 0.5279694199562073
|
|
},
|
|
{
|
|
"p": 0.13527387380599976,
|
|
"m": 0.32946351170539856
|
|
},
|
|
{
|
|
"p": 0.03370619937777519,
|
|
"m": 0.46684297919273376
|
|
},
|
|
{
|
|
"p": 0.07972720265388489,
|
|
"m": 0.4969754219055176
|
|
},
|
|
{
|
|
"p": 0.07430946081876755,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05700824037194252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042942024767398834,
|
|
"m": 0.15861067175865173
|
|
},
|
|
{
|
|
"p": 0.002195789245888591,
|
|
"m": 0.2913225293159485
|
|
},
|
|
{
|
|
"p": 0.024662237614393234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29999279975891113,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.2145932912826538,
|
|
"val_loss": 0.9532890915870667,
|
|
"acc": 80.64,
|
|
"time": 213.40129103395157,
|
|
"param": [
|
|
{
|
|
"p": 0.02176930382847786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08494164794683456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041333310306072235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049886204302310944,
|
|
"m": 0.9027884602546692
|
|
},
|
|
{
|
|
"p": 0.044082850217819214,
|
|
"m": 0.44791164994239807
|
|
},
|
|
{
|
|
"p": 0.12239240854978561,
|
|
"m": 0.19651810824871063
|
|
},
|
|
{
|
|
"p": 0.031430065631866455,
|
|
"m": 0.47816386818885803
|
|
},
|
|
{
|
|
"p": 0.0839741975069046,
|
|
"m": 0.17389582097530365
|
|
},
|
|
{
|
|
"p": 0.08883342146873474,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0530962310731411,
|
|
"m": 0.9997031688690186
|
|
},
|
|
{
|
|
"p": 0.04099270701408386,
|
|
"m": 0.12978823482990265
|
|
},
|
|
{
|
|
"p": 0.0007134236511774361,
|
|
"m": 0.29700586199760437
|
|
},
|
|
{
|
|
"p": 0.021644920110702515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31490927934646606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.17318809032440186,
|
|
"val_loss": 0.9084169268608093,
|
|
"acc": 80.38,
|
|
"time": 214.0091535759857,
|
|
"param": [
|
|
{
|
|
"p": 0.015892090275883675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07418517023324966,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04170375317335129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04868633672595024,
|
|
"m": 0.7741948366165161
|
|
},
|
|
{
|
|
"p": 0.043973322957754135,
|
|
"m": 0.38685041666030884
|
|
},
|
|
{
|
|
"p": 0.10626143962144852,
|
|
"m": 0.12424010038375854
|
|
},
|
|
{
|
|
"p": 0.028360120952129364,
|
|
"m": 0.4801378548145294
|
|
},
|
|
{
|
|
"p": 0.07452503591775894,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08527948707342148,
|
|
"m": 0.10365721583366394
|
|
},
|
|
{
|
|
"p": 0.04740693420171738,
|
|
"m": 0.9987505674362183
|
|
},
|
|
{
|
|
"p": 0.03306194767355919,
|
|
"m": 0.16813720762729645
|
|
},
|
|
{
|
|
"p": 0.08136893808841705,
|
|
"m": 0.28389090299606323
|
|
},
|
|
{
|
|
"p": 0.022571640089154243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2967238426208496,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.06115208938717842,
|
|
"val_loss": 1.1484736204147339,
|
|
"acc": 81.03,
|
|
"time": 217.01050550793298,
|
|
"param": [
|
|
{
|
|
"p": 0.01207350380718708,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06738033890724182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04460694640874863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04902654513716698,
|
|
"m": 0.7291181087493896
|
|
},
|
|
{
|
|
"p": 0.04466798156499863,
|
|
"m": 0.35829809308052063
|
|
},
|
|
{
|
|
"p": 0.1300688534975052,
|
|
"m": 0.18083249032497406
|
|
},
|
|
{
|
|
"p": 0.03187445178627968,
|
|
"m": 0.5296671390533447
|
|
},
|
|
{
|
|
"p": 0.06643220037221909,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0826389417052269,
|
|
"m": 0.10213357210159302
|
|
},
|
|
{
|
|
"p": 0.04350541904568672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02533016726374626,
|
|
"m": 0.17832255363464355
|
|
},
|
|
{
|
|
"p": 0.07372350245714188,
|
|
"m": 0.36069023609161377
|
|
},
|
|
{
|
|
"p": 0.025897372514009476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3027738332748413,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.12541745603084564,
|
|
"val_loss": 1.0739741325378418,
|
|
"acc": 80.65,
|
|
"time": 219.07147263502702,
|
|
"param": [
|
|
{
|
|
"p": 0.010602995753288269,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059596650302410126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044306445866823196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0654568150639534,
|
|
"m": 0.746833860874176
|
|
},
|
|
{
|
|
"p": 0.048250842839479446,
|
|
"m": 0.462506502866745
|
|
},
|
|
{
|
|
"p": 0.1255262792110443,
|
|
"m": 0.1376151740550995
|
|
},
|
|
{
|
|
"p": 0.030842240899801254,
|
|
"m": 0.4506525993347168
|
|
},
|
|
{
|
|
"p": 0.05669235438108444,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06072688847780228,
|
|
"m": 0.1953970193862915
|
|
},
|
|
{
|
|
"p": 0.038169171661138535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021821150556206703,
|
|
"m": 0.20443369448184967
|
|
},
|
|
{
|
|
"p": 0.06386347860097885,
|
|
"m": 0.31038954854011536
|
|
},
|
|
{
|
|
"p": 0.02489667944610119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3492480218410492,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.21911168098449707,
|
|
"val_loss": 0.9053910374641418,
|
|
"acc": 80.55,
|
|
"time": 213.2464103240054,
|
|
"param": [
|
|
{
|
|
"p": 0.007640569005161524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04883641004562378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06536764651536942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06475367397069931,
|
|
"m": 0.9480746388435364
|
|
},
|
|
{
|
|
"p": 0.04985461384057999,
|
|
"m": 0.39644870162010193
|
|
},
|
|
{
|
|
"p": 0.13788871467113495,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03200949728488922,
|
|
"m": 0.22604967653751373
|
|
},
|
|
{
|
|
"p": 0.046462539583444595,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08854401856660843,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03214167058467865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02796359360218048,
|
|
"m": 0.19316884875297546
|
|
},
|
|
{
|
|
"p": 0.04951781406998634,
|
|
"m": 0.3655746579170227
|
|
},
|
|
{
|
|
"p": 0.01802287995815277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3309963345527649,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.4145421087741852,
|
|
"val_loss": 1.1196788549423218,
|
|
"acc": 81.25,
|
|
"time": 215.93424938502721,
|
|
"param": [
|
|
{
|
|
"p": 0.003559441538527608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04760527238249779,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054734475910663605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05365025997161865,
|
|
"m": 0.9162099957466125
|
|
},
|
|
{
|
|
"p": 0.0605296716094017,
|
|
"m": 0.4084935486316681
|
|
},
|
|
{
|
|
"p": 0.1273246705532074,
|
|
"m": 0.15957826375961304
|
|
},
|
|
{
|
|
"p": 0.03475086763501167,
|
|
"m": 0.23494650423526764
|
|
},
|
|
{
|
|
"p": 0.04416713863611221,
|
|
"m": 0.10081052035093307
|
|
},
|
|
{
|
|
"p": 0.08546939492225647,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03223999962210655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03629950433969498,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04920325428247452,
|
|
"m": 0.3475208580493927
|
|
},
|
|
{
|
|
"p": 0.022365331649780273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3481006622314453,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.8107820153236389,
|
|
"val_loss": 1.126173496246338,
|
|
"acc": 80.8,
|
|
"time": 211.54372978303581,
|
|
"param": [
|
|
{
|
|
"p": 0.026669953018426895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03915928304195404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048213277012109756,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061171628534793854,
|
|
"m": 0.9654409885406494
|
|
},
|
|
{
|
|
"p": 0.047402523458004,
|
|
"m": 0.4679343104362488
|
|
},
|
|
{
|
|
"p": 0.15081675350666046,
|
|
"m": 0.4430323541164398
|
|
},
|
|
{
|
|
"p": 0.02292047254741192,
|
|
"m": 0.2624247670173645
|
|
},
|
|
{
|
|
"p": 0.03344682604074478,
|
|
"m": 0.17525775730609894
|
|
},
|
|
{
|
|
"p": 0.07783841341733932,
|
|
"m": 0.10777182132005692
|
|
},
|
|
{
|
|
"p": 0.029195189476013184,
|
|
"m": 0.9999796748161316
|
|
},
|
|
{
|
|
"p": 0.030511638149619102,
|
|
"m": 0.146396666765213
|
|
},
|
|
{
|
|
"p": 0.03941820189356804,
|
|
"m": 0.273399293422699
|
|
},
|
|
{
|
|
"p": 0.08264116942882538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31059467792510986,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.3701930344104767,
|
|
"val_loss": 0.7093427777290344,
|
|
"acc": 80.32,
|
|
"time": 212.13865188101772,
|
|
"param": [
|
|
{
|
|
"p": 0.02909088507294655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034791331738233566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059234753251075745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06681845337152481,
|
|
"m": 0.8869093656539917
|
|
},
|
|
{
|
|
"p": 0.021386146545410156,
|
|
"m": 0.5529128313064575
|
|
},
|
|
{
|
|
"p": 0.1825578808784485,
|
|
"m": 0.37377139925956726
|
|
},
|
|
{
|
|
"p": 0.02462742291390896,
|
|
"m": 0.22588446736335754
|
|
},
|
|
{
|
|
"p": 0.030941607430577278,
|
|
"m": 0.1119658499956131
|
|
},
|
|
{
|
|
"p": 0.07567166537046432,
|
|
"m": 0.14251644909381866
|
|
},
|
|
{
|
|
"p": 0.02436055615544319,
|
|
"m": 0.9683557748794556
|
|
},
|
|
{
|
|
"p": 0.03176884353160858,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.035229042172431946,
|
|
"m": 0.35802963376045227
|
|
},
|
|
{
|
|
"p": 0.06864990293979645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31487149000167847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.2656562626361847,
|
|
"val_loss": 0.847262442111969,
|
|
"acc": 80.33,
|
|
"time": 207.87236012902576,
|
|
"param": [
|
|
{
|
|
"p": 0.02516855113208294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029154617339372635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053763918578624725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06062960997223854,
|
|
"m": 0.8414547443389893
|
|
},
|
|
{
|
|
"p": 0.034922461956739426,
|
|
"m": 0.6435762047767639
|
|
},
|
|
{
|
|
"p": 0.1735302209854126,
|
|
"m": 0.5530937314033508
|
|
},
|
|
{
|
|
"p": 0.03506563603878021,
|
|
"m": 0.15210625529289246
|
|
},
|
|
{
|
|
"p": 0.028480561450123787,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.09741257131099701,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024630477651953697,
|
|
"m": 0.9983160495758057
|
|
},
|
|
{
|
|
"p": 0.03526211157441139,
|
|
"m": 0.19121351838111877
|
|
},
|
|
{
|
|
"p": 0.028648292645812035,
|
|
"m": 0.4412786364555359
|
|
},
|
|
{
|
|
"p": 0.060656219720840454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3126746714115143,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.4302334487438202,
|
|
"val_loss": 0.9627675414085388,
|
|
"acc": 80.47,
|
|
"time": 208.147863232065,
|
|
"param": [
|
|
{
|
|
"p": 0.02219332940876484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02775220386683941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060491736978292465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07504409551620483,
|
|
"m": 0.9356938600540161
|
|
},
|
|
{
|
|
"p": 0.039197199046611786,
|
|
"m": 0.6601815223693848
|
|
},
|
|
{
|
|
"p": 0.17824596166610718,
|
|
"m": 0.3304799497127533
|
|
},
|
|
{
|
|
"p": 0.03856649994850159,
|
|
"m": 0.3002210855484009
|
|
},
|
|
{
|
|
"p": 0.027996163815259933,
|
|
"m": 0.1456073820590973
|
|
},
|
|
{
|
|
"p": 0.09570519626140594,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02450733818113804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03963403031229973,
|
|
"m": 0.1125030666589737
|
|
},
|
|
{
|
|
"p": 0.029276330024003983,
|
|
"m": 0.4674840569496155
|
|
},
|
|
{
|
|
"p": 0.0488816536962986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29250824451446533,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.13223716616630554,
|
|
"val_loss": 1.1317856311798096,
|
|
"acc": 80.93,
|
|
"time": 212.90314339497127,
|
|
"param": [
|
|
{
|
|
"p": 0.02524075098335743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022620398551225662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137825340032578,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08237349987030029,
|
|
"m": 0.847498893737793
|
|
},
|
|
{
|
|
"p": 0.0472741574048996,
|
|
"m": 0.6158884167671204
|
|
},
|
|
{
|
|
"p": 0.1727079302072525,
|
|
"m": 0.3829021751880646
|
|
},
|
|
{
|
|
"p": 0.03893241658806801,
|
|
"m": 0.3366544246673584
|
|
},
|
|
{
|
|
"p": 0.025375554338097572,
|
|
"m": 0.17172293365001678
|
|
},
|
|
{
|
|
"p": 0.08917319774627686,
|
|
"m": 0.21834564208984375
|
|
},
|
|
{
|
|
"p": 0.023612260818481445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03785101696848869,
|
|
"m": 0.11460784077644348
|
|
},
|
|
{
|
|
"p": 0.026889372617006302,
|
|
"m": 0.48945119976997375
|
|
},
|
|
{
|
|
"p": 0.04362837225198746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2929427921772003,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.24196551740169525,
|
|
"val_loss": 1.252551555633545,
|
|
"acc": 81.14,
|
|
"time": 213.2940661580069,
|
|
"param": [
|
|
{
|
|
"p": 0.022351404651999474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011832335032522678,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06971711665391922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136645913124084,
|
|
"m": 0.8522733449935913
|
|
},
|
|
{
|
|
"p": 0.04885866120457649,
|
|
"m": 0.6172319054603577
|
|
},
|
|
{
|
|
"p": 0.17743143439292908,
|
|
"m": 0.3329557180404663
|
|
},
|
|
{
|
|
"p": 0.03006167709827423,
|
|
"m": 0.24869070947170258
|
|
},
|
|
{
|
|
"p": 0.02052893489599228,
|
|
"m": 0.13354560732841492
|
|
},
|
|
{
|
|
"p": 0.10112982988357544,
|
|
"m": 0.16297701001167297
|
|
},
|
|
{
|
|
"p": 0.019079511985182762,
|
|
"m": 0.9916293025016785
|
|
},
|
|
{
|
|
"p": 0.051297884434461594,
|
|
"m": 0.13735948503017426
|
|
},
|
|
{
|
|
"p": 0.02310864068567753,
|
|
"m": 0.5667366981506348
|
|
},
|
|
{
|
|
"p": 0.04016224667429924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3130739629268646,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.2200729101896286,
|
|
"val_loss": 0.8600956201553345,
|
|
"acc": 80.73,
|
|
"time": 207.70085044100415,
|
|
"param": [
|
|
{
|
|
"p": 0.014612550847232342,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010868456214666367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06201775372028351,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07751261442899704,
|
|
"m": 0.8639406561851501
|
|
},
|
|
{
|
|
"p": 0.05264642834663391,
|
|
"m": 0.6573331356048584
|
|
},
|
|
{
|
|
"p": 0.17484132945537567,
|
|
"m": 0.39326658844947815
|
|
},
|
|
{
|
|
"p": 0.026194417849183083,
|
|
"m": 0.264341801404953
|
|
},
|
|
{
|
|
"p": 0.018828975036740303,
|
|
"m": 0.1013069823384285
|
|
},
|
|
{
|
|
"p": 0.08238865435123444,
|
|
"m": 0.23115119338035583
|
|
},
|
|
{
|
|
"p": 0.014617440290749073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049550242722034454,
|
|
"m": 0.1260412633419037
|
|
},
|
|
{
|
|
"p": 0.032162681221961975,
|
|
"m": 0.5497238636016846
|
|
},
|
|
{
|
|
"p": 0.03471168130636215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34904682636260986,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.42304494976997375,
|
|
"val_loss": 0.9573843479156494,
|
|
"acc": 80.63,
|
|
"time": 212.72411000495777,
|
|
"param": [
|
|
{
|
|
"p": 0.019194697961211205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01560234185308218,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051163118332624435,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08108281344175339,
|
|
"m": 0.8704158663749695
|
|
},
|
|
{
|
|
"p": 0.04958263412117958,
|
|
"m": 0.6982245445251465
|
|
},
|
|
{
|
|
"p": 0.18213951587677002,
|
|
"m": 0.3091665506362915
|
|
},
|
|
{
|
|
"p": 0.026202216744422913,
|
|
"m": 0.15404769778251648
|
|
},
|
|
{
|
|
"p": 0.02246800996363163,
|
|
"m": 0.10164492577314377
|
|
},
|
|
{
|
|
"p": 0.07661017030477524,
|
|
"m": 0.2832915782928467
|
|
},
|
|
{
|
|
"p": 0.020948229357600212,
|
|
"m": 0.9994059801101685
|
|
},
|
|
{
|
|
"p": 0.04429784417152405,
|
|
"m": 0.18619470298290253
|
|
},
|
|
{
|
|
"p": 0.024762921035289764,
|
|
"m": 0.5464505553245544
|
|
},
|
|
{
|
|
"p": 0.035042256116867065,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.35090315341949463,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.33618879318237305,
|
|
"val_loss": 0.7505144476890564,
|
|
"acc": 81.2,
|
|
"time": 208.96691236295737,
|
|
"param": [
|
|
{
|
|
"p": 0.029160497710108757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019645536318421364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04004643112421036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07379716634750366,
|
|
"m": 0.9975117444992065
|
|
},
|
|
{
|
|
"p": 0.04972146451473236,
|
|
"m": 0.8623055219650269
|
|
},
|
|
{
|
|
"p": 0.17942260205745697,
|
|
"m": 0.18037857115268707
|
|
},
|
|
{
|
|
"p": 0.02597966231405735,
|
|
"m": 0.16003380715847015
|
|
},
|
|
{
|
|
"p": 0.03742258623242378,
|
|
"m": 0.1394118368625641
|
|
},
|
|
{
|
|
"p": 0.07225699722766876,
|
|
"m": 0.3015263080596924
|
|
},
|
|
{
|
|
"p": 0.01565486006438732,
|
|
"m": 0.991811990737915
|
|
},
|
|
{
|
|
"p": 0.04286166653037071,
|
|
"m": 0.12899921834468842
|
|
},
|
|
{
|
|
"p": 0.030247900635004044,
|
|
"m": 0.5758177638053894
|
|
},
|
|
{
|
|
"p": 0.033007264137268066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3507753908634186,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.6744390726089478,
|
|
"val_loss": 0.9618063569068909,
|
|
"acc": 80.92,
|
|
"time": 211.20465570001397,
|
|
"param": [
|
|
{
|
|
"p": 0.03478550538420677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032592106610536575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07355551421642303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07588674873113632,
|
|
"m": 0.9454432129859924
|
|
},
|
|
{
|
|
"p": 0.05818426236510277,
|
|
"m": 0.7268590331077576
|
|
},
|
|
{
|
|
"p": 0.13832734525203705,
|
|
"m": 0.2672106623649597
|
|
},
|
|
{
|
|
"p": 0.031118128448724747,
|
|
"m": 0.26699644327163696
|
|
},
|
|
{
|
|
"p": 0.03381749987602234,
|
|
"m": 0.1501735895872116
|
|
},
|
|
{
|
|
"p": 0.06566530466079712,
|
|
"m": 0.2791852056980133
|
|
},
|
|
{
|
|
"p": 0.018671834841370583,
|
|
"m": 0.9984226822853088
|
|
},
|
|
{
|
|
"p": 0.038751423358917236,
|
|
"m": 0.21615777909755707
|
|
},
|
|
{
|
|
"p": 0.018353736028075218,
|
|
"m": 0.539801299571991
|
|
},
|
|
{
|
|
"p": 0.024097219109535217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.35619333386421204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.19293241202831268,
|
|
"val_loss": 0.9733399748802185,
|
|
"acc": 80.91,
|
|
"time": 207.6154784859391,
|
|
"param": [
|
|
{
|
|
"p": 0.03420734778046608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031172676011919975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05445080250501633,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06040365993976593,
|
|
"m": 0.8189534544944763
|
|
},
|
|
{
|
|
"p": 0.046830274164676666,
|
|
"m": 0.7034779191017151
|
|
},
|
|
{
|
|
"p": 0.11189378798007965,
|
|
"m": 0.2389908879995346
|
|
},
|
|
{
|
|
"p": 0.023749586194753647,
|
|
"m": 0.3396899700164795
|
|
},
|
|
{
|
|
"p": 0.028386175632476807,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05558783560991287,
|
|
"m": 0.25763988494873047
|
|
},
|
|
{
|
|
"p": 0.015270562842488289,
|
|
"m": 0.9991162419319153
|
|
},
|
|
{
|
|
"p": 0.03301345929503441,
|
|
"m": 0.17976418137550354
|
|
},
|
|
{
|
|
"p": 0.13662010431289673,
|
|
"m": 0.5084028244018555
|
|
},
|
|
{
|
|
"p": 0.025883769616484642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3425299823284149,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.2364223450422287,
|
|
"val_loss": 0.7527123093605042,
|
|
"acc": 80.34,
|
|
"time": 212.07202905102167,
|
|
"param": [
|
|
{
|
|
"p": 0.018161999061703682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029601266607642174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05760633200407028,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07418545335531235,
|
|
"m": 0.898566484451294
|
|
},
|
|
{
|
|
"p": 0.056010618805885315,
|
|
"m": 0.830488383769989
|
|
},
|
|
{
|
|
"p": 0.12656737864017487,
|
|
"m": 0.19917424023151398
|
|
},
|
|
{
|
|
"p": 0.0007140752859413624,
|
|
"m": 0.3629991412162781
|
|
},
|
|
{
|
|
"p": 0.019666986539959908,
|
|
"m": 0.10157427191734314
|
|
},
|
|
{
|
|
"p": 0.05084734410047531,
|
|
"m": 0.21943478286266327
|
|
},
|
|
{
|
|
"p": 0.008569706231355667,
|
|
"m": 0.9685623049736023
|
|
},
|
|
{
|
|
"p": 0.04259783402085304,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.13920344412326813,
|
|
"m": 0.2627210021018982
|
|
},
|
|
{
|
|
"p": 0.011137993074953556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3651295304298401,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.3527505695819855,
|
|
"val_loss": 0.8754518628120422,
|
|
"acc": 80.66,
|
|
"time": 208.40807548502926,
|
|
"param": [
|
|
{
|
|
"p": 0.02358308434486389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04247196018695831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026175621896982193,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06989619135856628,
|
|
"m": 0.8499647974967957
|
|
},
|
|
{
|
|
"p": 0.052050281316041946,
|
|
"m": 0.8278643488883972
|
|
},
|
|
{
|
|
"p": 0.15188069641590118,
|
|
"m": 0.336220920085907
|
|
},
|
|
{
|
|
"p": 0.06385786086320877,
|
|
"m": 0.26804471015930176
|
|
},
|
|
{
|
|
"p": 0.009038463234901428,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0007118837675079703,
|
|
"m": 0.26681655645370483
|
|
},
|
|
{
|
|
"p": 0.0007769420044496655,
|
|
"m": 0.9682272672653198
|
|
},
|
|
{
|
|
"p": 0.04862605407834053,
|
|
"m": 0.13251520693302155
|
|
},
|
|
{
|
|
"p": 0.12147051841020584,
|
|
"m": 0.10315170139074326
|
|
},
|
|
{
|
|
"p": 0.024012509733438492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3654480278491974,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.5829048752784729,
|
|
"val_loss": 0.968985915184021,
|
|
"acc": 80.4,
|
|
"time": 208.39535070606507,
|
|
"param": [
|
|
{
|
|
"p": 0.013811664655804634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02307753451168537,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04831269755959511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04796941950917244,
|
|
"m": 0.807658851146698
|
|
},
|
|
{
|
|
"p": 0.04972565546631813,
|
|
"m": 0.8770889043807983
|
|
},
|
|
{
|
|
"p": 0.15621565282344818,
|
|
"m": 0.24415886402130127
|
|
},
|
|
{
|
|
"p": 0.03377458453178406,
|
|
"m": 0.2292325645685196
|
|
},
|
|
{
|
|
"p": 0.01254702266305685,
|
|
"m": 0.10520943999290466
|
|
},
|
|
{
|
|
"p": 0.19058038294315338,
|
|
"m": 0.22425231337547302
|
|
},
|
|
{
|
|
"p": 0.03328040614724159,
|
|
"m": 0.9298795461654663
|
|
},
|
|
{
|
|
"p": 0.02598944865167141,
|
|
"m": 0.16234008967876434
|
|
},
|
|
{
|
|
"p": 0.05825746804475784,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007589087355881929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29886898398399353,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.35419780015945435,
|
|
"val_loss": 0.9700804352760315,
|
|
"acc": 80.69,
|
|
"time": 209.09211652597878,
|
|
"param": [
|
|
{
|
|
"p": 0.033780287951231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00858888030052185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06737188994884491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02968469262123108,
|
|
"m": 0.913296639919281
|
|
},
|
|
{
|
|
"p": 0.05776049196720123,
|
|
"m": 0.9868675470352173
|
|
},
|
|
{
|
|
"p": 0.1572185456752777,
|
|
"m": 0.2698041796684265
|
|
},
|
|
{
|
|
"p": 0.035231512039899826,
|
|
"m": 0.14001893997192383
|
|
},
|
|
{
|
|
"p": 0.013587616384029388,
|
|
"m": 0.15688039362430573
|
|
},
|
|
{
|
|
"p": 0.12619321048259735,
|
|
"m": 0.188800647854805
|
|
},
|
|
{
|
|
"p": 0.030079489573836327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026824936270713806,
|
|
"m": 0.1378680020570755
|
|
},
|
|
{
|
|
"p": 0.0468815341591835,
|
|
"m": 0.11016173660755157
|
|
},
|
|
{
|
|
"p": 0.000713906716555357,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.36608296632766724,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.26952967047691345,
|
|
"val_loss": 0.8340038657188416,
|
|
"acc": 80.32,
|
|
"time": 210.12511341599748,
|
|
"param": [
|
|
{
|
|
"p": 0.03647344931960106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03909330070018768,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0652828961610794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058537691831588745,
|
|
"m": 0.9850401282310486
|
|
},
|
|
{
|
|
"p": 0.06031763553619385,
|
|
"m": 0.9610345363616943
|
|
},
|
|
{
|
|
"p": 0.19491294026374817,
|
|
"m": 0.29037293791770935
|
|
},
|
|
{
|
|
"p": 0.023805465549230576,
|
|
"m": 0.2314482033252716
|
|
},
|
|
{
|
|
"p": 0.008510911837220192,
|
|
"m": 0.1721673607826233
|
|
},
|
|
{
|
|
"p": 0.08940506726503372,
|
|
"m": 0.14572875201702118
|
|
},
|
|
{
|
|
"p": 0.028621120378375053,
|
|
"m": 0.9919050335884094
|
|
},
|
|
{
|
|
"p": 0.025455882772803307,
|
|
"m": 0.15893946588039398
|
|
},
|
|
{
|
|
"p": 0.017431853339076042,
|
|
"m": 0.17268264293670654
|
|
},
|
|
{
|
|
"p": 0.03554503247141838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3166067600250244,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.3766452968120575,
|
|
"val_loss": 1.0309555530548096,
|
|
"acc": 80.92,
|
|
"time": 211.86897982598748,
|
|
"param": [
|
|
{
|
|
"p": 0.02911323308944702,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031244615092873573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06600983440876007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05770483613014221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04389351233839989,
|
|
"m": 0.9312789440155029
|
|
},
|
|
{
|
|
"p": 0.19772176444530487,
|
|
"m": 0.21062619984149933
|
|
},
|
|
{
|
|
"p": 0.03549489751458168,
|
|
"m": 0.239879310131073
|
|
},
|
|
{
|
|
"p": 0.0027738544158637524,
|
|
"m": 0.11458824574947357
|
|
},
|
|
{
|
|
"p": 0.06435593962669373,
|
|
"m": 0.13346804678440094
|
|
},
|
|
{
|
|
"p": 0.026825442910194397,
|
|
"m": 0.9998956322669983
|
|
},
|
|
{
|
|
"p": 0.040080323815345764,
|
|
"m": 0.16092731058597565
|
|
},
|
|
{
|
|
"p": 0.03506733104586601,
|
|
"m": 0.16182838380336761
|
|
},
|
|
{
|
|
"p": 0.02802915871143341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3416852653026581,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.11085758358240128,
|
|
"val_loss": 0.8049157857894897,
|
|
"acc": 80.68,
|
|
"time": 217.9131556750508,
|
|
"param": [
|
|
{
|
|
"p": 0.020483743399381638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025064652785658836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09303977340459824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07242588698863983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04553303122520447,
|
|
"m": 0.9199155569076538
|
|
},
|
|
{
|
|
"p": 0.16125541925430298,
|
|
"m": 0.10655594617128372
|
|
},
|
|
{
|
|
"p": 0.054858189076185226,
|
|
"m": 0.33697444200515747
|
|
},
|
|
{
|
|
"p": 0.0393516980111599,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05152048170566559,
|
|
"m": 0.20169763267040253
|
|
},
|
|
{
|
|
"p": 0.018555348739027977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03663923218846321,
|
|
"m": 0.19845463335514069
|
|
},
|
|
{
|
|
"p": 0.02573232725262642,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028487175703048706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.32705315947532654,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.5824991464614868,
|
|
"val_loss": 0.9471759796142578,
|
|
"acc": 80.95,
|
|
"time": 207.83489316201303,
|
|
"param": [
|
|
{
|
|
"p": 0.02129901759326458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018306314945220947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07307372987270355,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07175953686237335,
|
|
"m": 0.9002082943916321
|
|
},
|
|
{
|
|
"p": 0.06304590404033661,
|
|
"m": 0.9590824842453003
|
|
},
|
|
{
|
|
"p": 0.1289242058992386,
|
|
"m": 0.23324954509735107
|
|
},
|
|
{
|
|
"p": 0.06171666830778122,
|
|
"m": 0.40944409370422363
|
|
},
|
|
{
|
|
"p": 0.03495413064956665,
|
|
"m": 0.1206069141626358
|
|
},
|
|
{
|
|
"p": 0.04455732926726341,
|
|
"m": 0.17750315368175507
|
|
},
|
|
{
|
|
"p": 0.02129286713898182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02965633012354374,
|
|
"m": 0.2039225846529007
|
|
},
|
|
{
|
|
"p": 0.031674228608608246,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031144551932811737,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3685951828956604,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.3585502505302429,
|
|
"val_loss": 1.015992522239685,
|
|
"acc": 81.03,
|
|
"time": 208.90031081391498,
|
|
"param": [
|
|
{
|
|
"p": 0.007031470537185669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019974300637841225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08576880395412445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06951448321342468,
|
|
"m": 0.7625516653060913
|
|
},
|
|
{
|
|
"p": 0.07292347401380539,
|
|
"m": 0.6866977214813232
|
|
},
|
|
{
|
|
"p": 0.16707578301429749,
|
|
"m": 0.22026093304157257
|
|
},
|
|
{
|
|
"p": 0.05534132197499275,
|
|
"m": 0.14997780323028564
|
|
},
|
|
{
|
|
"p": 0.031137293204665184,
|
|
"m": 0.1656440794467926
|
|
},
|
|
{
|
|
"p": 0.04154262691736221,
|
|
"m": 0.11789543926715851
|
|
},
|
|
{
|
|
"p": 0.027992738410830498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03369268774986267,
|
|
"m": 0.1166599690914154
|
|
},
|
|
{
|
|
"p": 0.03090910241007805,
|
|
"m": 0.17402377724647522
|
|
},
|
|
{
|
|
"p": 0.02909153327345848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3280044198036194,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.3199836313724518,
|
|
"val_loss": 1.0911773443222046,
|
|
"acc": 81.01,
|
|
"time": 212.15538699005265,
|
|
"param": [
|
|
{
|
|
"p": 0.03641267865896225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0303657129406929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09673871845006943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06878625601530075,
|
|
"m": 0.7712296843528748
|
|
},
|
|
{
|
|
"p": 0.0763091892004013,
|
|
"m": 0.7845737934112549
|
|
},
|
|
{
|
|
"p": 0.1700369119644165,
|
|
"m": 0.24232113361358643
|
|
},
|
|
{
|
|
"p": 0.034714967012405396,
|
|
"m": 0.1525791883468628
|
|
},
|
|
{
|
|
"p": 0.032945018261671066,
|
|
"m": 0.22500751912593842
|
|
},
|
|
{
|
|
"p": 0.027773499488830566,
|
|
"m": 0.17218394577503204
|
|
},
|
|
{
|
|
"p": 0.023386197164654732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01874746009707451,
|
|
"m": 0.16504919528961182
|
|
},
|
|
{
|
|
"p": 0.020686054602265358,
|
|
"m": 0.13831476867198944
|
|
},
|
|
{
|
|
"p": 0.02918011136353016,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.33391720056533813,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.6165546774864197,
|
|
"val_loss": 1.2323447465896606,
|
|
"acc": 80.66,
|
|
"time": 214.4086930899648,
|
|
"param": [
|
|
{
|
|
"p": 0.041630569845438004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029193367809057236,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10240098834037781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08372966945171356,
|
|
"m": 0.7150753140449524
|
|
},
|
|
{
|
|
"p": 0.07184901088476181,
|
|
"m": 0.894267737865448
|
|
},
|
|
{
|
|
"p": 0.16285866498947144,
|
|
"m": 0.24958641827106476
|
|
},
|
|
{
|
|
"p": 0.0487792007625103,
|
|
"m": 0.3268224000930786
|
|
},
|
|
{
|
|
"p": 0.02402202971279621,
|
|
"m": 0.33248665928840637
|
|
},
|
|
{
|
|
"p": 0.00950745027512312,
|
|
"m": 0.15798263251781464
|
|
},
|
|
{
|
|
"p": 0.03054092638194561,
|
|
"m": 0.9523998498916626
|
|
},
|
|
{
|
|
"p": 0.0007132699829526246,
|
|
"m": 0.2060040980577469
|
|
},
|
|
{
|
|
"p": 0.031183352693915367,
|
|
"m": 0.11205298453569412
|
|
},
|
|
{
|
|
"p": 0.019835185259580612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34375622868537903,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.3181130886077881,
|
|
"val_loss": 0.9187057614326477,
|
|
"acc": 80.78,
|
|
"time": 214.27076015691273,
|
|
"param": [
|
|
{
|
|
"p": 0.0400874987244606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03414357453584671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10799403488636017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0906074121594429,
|
|
"m": 0.8458903431892395
|
|
},
|
|
{
|
|
"p": 0.0750204473733902,
|
|
"m": 0.8474563360214233
|
|
},
|
|
{
|
|
"p": 0.11806431412696838,
|
|
"m": 0.21616274118423462
|
|
},
|
|
{
|
|
"p": 0.05657859146595001,
|
|
"m": 0.44307443499565125
|
|
},
|
|
{
|
|
"p": 0.021527612581849098,
|
|
"m": 0.35972359776496887
|
|
},
|
|
{
|
|
"p": 0.01693800650537014,
|
|
"m": 0.161612868309021
|
|
},
|
|
{
|
|
"p": 0.03228899836540222,
|
|
"m": 0.9997902512550354
|
|
},
|
|
{
|
|
"p": 0.0007116246852092445,
|
|
"m": 0.20477592945098877
|
|
},
|
|
{
|
|
"p": 0.03608493506908417,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.047657839953899384,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3222951292991638,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.16651403903961182,
|
|
"val_loss": 1.0969924926757812,
|
|
"acc": 80.75,
|
|
"time": 209.349396873964,
|
|
"param": [
|
|
{
|
|
"p": 0.018506459891796112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034788623452186584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09213241189718246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08735472708940506,
|
|
"m": 0.9959924221038818
|
|
},
|
|
{
|
|
"p": 0.06855087727308273,
|
|
"m": 0.816730260848999
|
|
},
|
|
{
|
|
"p": 0.1250057816505432,
|
|
"m": 0.21132194995880127
|
|
},
|
|
{
|
|
"p": 0.04498220235109329,
|
|
"m": 0.6299464106559753
|
|
},
|
|
{
|
|
"p": 0.010811571963131428,
|
|
"m": 0.5130488276481628
|
|
},
|
|
{
|
|
"p": 0.026218505576252937,
|
|
"m": 0.17947593331336975
|
|
},
|
|
{
|
|
"p": 0.029788678511977196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05908699706196785,
|
|
"m": 0.1957670897245407
|
|
},
|
|
{
|
|
"p": 0.014181158505380154,
|
|
"m": 0.16827896237373352
|
|
},
|
|
{
|
|
"p": 0.04001742973923683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34857460856437683,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.2484228014945984,
|
|
"val_loss": 0.8703028559684753,
|
|
"acc": 80.76,
|
|
"time": 214.7655775299063,
|
|
"param": [
|
|
{
|
|
"p": 0.0007117806817404926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025167517364025116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05298656225204468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06973548233509064,
|
|
"m": 0.9845614433288574
|
|
},
|
|
{
|
|
"p": 0.05415838211774826,
|
|
"m": 0.9848894476890564
|
|
},
|
|
{
|
|
"p": 0.1511915773153305,
|
|
"m": 0.23571422696113586
|
|
},
|
|
{
|
|
"p": 0.03310124948620796,
|
|
"m": 0.57347571849823
|
|
},
|
|
{
|
|
"p": 0.18069623410701752,
|
|
"m": 0.35516247153282166
|
|
},
|
|
{
|
|
"p": 0.0270437803119421,
|
|
"m": 0.13652071356773376
|
|
},
|
|
{
|
|
"p": 0.025342421606183052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04676557332277298,
|
|
"m": 0.14140616357326508
|
|
},
|
|
{
|
|
"p": 0.0026569475885480642,
|
|
"m": 0.19501399993896484
|
|
},
|
|
{
|
|
"p": 0.03211674094200134,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29832568764686584,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.2273319661617279,
|
|
"val_loss": 0.7908089756965637,
|
|
"acc": 80.83,
|
|
"time": 214.21743005502503,
|
|
"param": [
|
|
{
|
|
"p": 0.05112161859869957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025186344981193542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04935801401734352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06819461286067963,
|
|
"m": 0.9017714858055115
|
|
},
|
|
{
|
|
"p": 0.0359521359205246,
|
|
"m": 0.9860062599182129
|
|
},
|
|
{
|
|
"p": 0.2079584300518036,
|
|
"m": 0.28967347741127014
|
|
},
|
|
{
|
|
"p": 0.03939022868871689,
|
|
"m": 0.5143303871154785
|
|
},
|
|
{
|
|
"p": 0.1461758315563202,
|
|
"m": 0.2993309795856476
|
|
},
|
|
{
|
|
"p": 0.03665536642074585,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015666570514440536,
|
|
"m": 0.9929466843605042
|
|
},
|
|
{
|
|
"p": 0.03745070472359657,
|
|
"m": 0.1394309550523758
|
|
},
|
|
{
|
|
"p": 0.01594492793083191,
|
|
"m": 0.21502622961997986
|
|
},
|
|
{
|
|
"p": 0.029151510447263718,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2417936623096466,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.3009946644306183,
|
|
"val_loss": 1.0649789571762085,
|
|
"acc": 80.96,
|
|
"time": 216.97912798298057,
|
|
"param": [
|
|
{
|
|
"p": 0.04139350354671478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03286346420645714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04343334212899208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10609275847673416,
|
|
"m": 0.8979538679122925
|
|
},
|
|
{
|
|
"p": 0.059292517602443695,
|
|
"m": 0.9897058010101318
|
|
},
|
|
{
|
|
"p": 0.20381571352481842,
|
|
"m": 0.13330018520355225
|
|
},
|
|
{
|
|
"p": 0.028933240100741386,
|
|
"m": 0.42994755506515503
|
|
},
|
|
{
|
|
"p": 0.11825504153966904,
|
|
"m": 0.5419915914535522
|
|
},
|
|
{
|
|
"p": 0.03638611361384392,
|
|
"m": 0.14781633019447327
|
|
},
|
|
{
|
|
"p": 0.021407730877399445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032373663038015366,
|
|
"m": 0.11828933656215668
|
|
},
|
|
{
|
|
"p": 0.026101984083652496,
|
|
"m": 0.21091912686824799
|
|
},
|
|
{
|
|
"p": 0.024488583207130432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22516237199306488,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.3867710530757904,
|
|
"val_loss": 0.9658623337745667,
|
|
"acc": 81.47,
|
|
"time": 215.66225721896626,
|
|
"param": [
|
|
{
|
|
"p": 0.027899734675884247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022342653945088387,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24067239463329315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0751657634973526,
|
|
"m": 0.9787302017211914
|
|
},
|
|
{
|
|
"p": 0.06134467571973801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14515070617198944,
|
|
"m": 0.11106697469949722
|
|
},
|
|
{
|
|
"p": 0.024813534691929817,
|
|
"m": 0.41579848527908325
|
|
},
|
|
{
|
|
"p": 0.07886048406362534,
|
|
"m": 0.6830621957778931
|
|
},
|
|
{
|
|
"p": 0.01925264112651348,
|
|
"m": 0.1617760807275772
|
|
},
|
|
{
|
|
"p": 0.009093748405575752,
|
|
"m": 0.9288140535354614
|
|
},
|
|
{
|
|
"p": 0.022300586104393005,
|
|
"m": 0.23510918021202087
|
|
},
|
|
{
|
|
"p": 0.011368564330041409,
|
|
"m": 0.251994252204895
|
|
},
|
|
{
|
|
"p": 0.0007118013454601169,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.261022686958313,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.32029810547828674,
|
|
"val_loss": 1.4723420143127441,
|
|
"acc": 81.62,
|
|
"time": 214.4079385640798,
|
|
"param": [
|
|
{
|
|
"p": 0.02006583660840988,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03457970544695854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.176489919424057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000708758772816509,
|
|
"m": 0.9189427495002747
|
|
},
|
|
{
|
|
"p": 0.05791415274143219,
|
|
"m": 0.9995635747909546
|
|
},
|
|
{
|
|
"p": 0.10935574024915695,
|
|
"m": 0.17193366587162018
|
|
},
|
|
{
|
|
"p": 0.017498020082712173,
|
|
"m": 0.4620315730571747
|
|
},
|
|
{
|
|
"p": 0.05546890199184418,
|
|
"m": 0.8104071617126465
|
|
},
|
|
{
|
|
"p": 0.016085315495729446,
|
|
"m": 0.1913706213235855
|
|
},
|
|
{
|
|
"p": 0.02107997052371502,
|
|
"m": 0.8975761532783508
|
|
},
|
|
{
|
|
"p": 0.016241712495684624,
|
|
"m": 0.24795572459697723
|
|
},
|
|
{
|
|
"p": 0.22046777606010437,
|
|
"m": 0.1050829142332077
|
|
},
|
|
{
|
|
"p": 0.000708758772816509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25333544611930847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.4082150161266327,
|
|
"val_loss": 1.0496563911437988,
|
|
"acc": 80.52,
|
|
"time": 214.5704550249502,
|
|
"param": [
|
|
{
|
|
"p": 0.003957558888942003,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20705540478229523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06719855964183807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.127511128783226,
|
|
"m": 0.9920373558998108
|
|
},
|
|
{
|
|
"p": 0.04597828909754753,
|
|
"m": 0.8986614942550659
|
|
},
|
|
{
|
|
"p": 0.11641711741685867,
|
|
"m": 0.21403418481349945
|
|
},
|
|
{
|
|
"p": 0.000705772137735039,
|
|
"m": 0.5442273020744324
|
|
},
|
|
{
|
|
"p": 0.019996749237179756,
|
|
"m": 0.8484284281730652
|
|
},
|
|
{
|
|
"p": 0.02626965008676052,
|
|
"m": 0.10289642959833145
|
|
},
|
|
{
|
|
"p": 0.006937751546502113,
|
|
"m": 0.8605291247367859
|
|
},
|
|
{
|
|
"p": 0.008551150560379028,
|
|
"m": 0.2544825077056885
|
|
},
|
|
{
|
|
"p": 0.07119179517030716,
|
|
"m": 0.16546432673931122
|
|
},
|
|
{
|
|
"p": 0.015434338711202145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2827947437763214,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.3854454755783081,
|
|
"val_loss": 1.0246630907058716,
|
|
"acc": 80.68,
|
|
"time": 217.26610159291886,
|
|
"param": [
|
|
{
|
|
"p": 0.010468571446835995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09719934314489365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06705344468355179,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058953870087862015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09213585406541824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13400714099407196,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1715620905160904,
|
|
"m": 0.46732547879219055
|
|
},
|
|
{
|
|
"p": 0.012350593693554401,
|
|
"m": 0.9103568196296692
|
|
},
|
|
{
|
|
"p": 0.02937011606991291,
|
|
"m": 0.14413852989673615
|
|
},
|
|
{
|
|
"p": 0.022207649424672127,
|
|
"m": 0.8488138914108276
|
|
},
|
|
{
|
|
"p": 0.010149993933737278,
|
|
"m": 0.2468821257352829
|
|
},
|
|
{
|
|
"p": 0.03348049148917198,
|
|
"m": 0.2669292390346527
|
|
},
|
|
{
|
|
"p": 0.011665983125567436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24939477443695068,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.1559288054704666,
|
|
"val_loss": 0.9537903666496277,
|
|
"acc": 80.62,
|
|
"time": 214.10055058309808,
|
|
"param": [
|
|
{
|
|
"p": 0.010334554128348827,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08170459419488907,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05938689410686493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04943368211388588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561278343200684,
|
|
"m": 0.9989067912101746
|
|
},
|
|
{
|
|
"p": 0.11989549547433853,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1448780745267868,
|
|
"m": 0.563244640827179
|
|
},
|
|
{
|
|
"p": 0.05466567724943161,
|
|
"m": 0.7522229552268982
|
|
},
|
|
{
|
|
"p": 0.029342005029320717,
|
|
"m": 0.16869311034679413
|
|
},
|
|
{
|
|
"p": 0.029787277802824974,
|
|
"m": 0.8231713771820068
|
|
},
|
|
{
|
|
"p": 0.0007120153750292957,
|
|
"m": 0.23740099370479584
|
|
},
|
|
{
|
|
"p": 0.0172298401594162,
|
|
"m": 0.28177449107170105
|
|
},
|
|
{
|
|
"p": 0.057670678943395615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26934635639190674,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.29542893171310425,
|
|
"val_loss": 1.0708707571029663,
|
|
"acc": 81.17,
|
|
"time": 211.07122055604123,
|
|
"param": [
|
|
{
|
|
"p": 0.013443256728351116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05879047140479088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06758303940296173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03366810083389282,
|
|
"m": 0.9724866151809692
|
|
},
|
|
{
|
|
"p": 0.07210605591535568,
|
|
"m": 0.9802305698394775
|
|
},
|
|
{
|
|
"p": 0.1131049171090126,
|
|
"m": 0.19344832003116608
|
|
},
|
|
{
|
|
"p": 0.10481336712837219,
|
|
"m": 0.5395851135253906
|
|
},
|
|
{
|
|
"p": 0.04143597185611725,
|
|
"m": 0.9137205481529236
|
|
},
|
|
{
|
|
"p": 0.03465068340301514,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0236746147274971,
|
|
"m": 0.8888571262359619
|
|
},
|
|
{
|
|
"p": 0.0971120074391365,
|
|
"m": 0.25095346570014954
|
|
},
|
|
{
|
|
"p": 0.01954478770494461,
|
|
"m": 0.2919512987136841
|
|
},
|
|
{
|
|
"p": 0.04301140084862709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2770613431930542,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.1592276245355606,
|
|
"val_loss": 0.8566458225250244,
|
|
"acc": 81.15,
|
|
"time": 215.34308819193393,
|
|
"param": [
|
|
{
|
|
"p": 0.009605172090232372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0508151613175869,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06298952549695969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02211342379450798,
|
|
"m": 0.8918805718421936
|
|
},
|
|
{
|
|
"p": 0.04726985841989517,
|
|
"m": 0.9225905537605286
|
|
},
|
|
{
|
|
"p": 0.09664952754974365,
|
|
"m": 0.22055499255657196
|
|
},
|
|
{
|
|
"p": 0.08716913312673569,
|
|
"m": 0.46983543038368225
|
|
},
|
|
{
|
|
"p": 0.0374569408595562,
|
|
"m": 0.9628373980522156
|
|
},
|
|
{
|
|
"p": 0.04061109200119972,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.034791987389326096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08055764436721802,
|
|
"m": 0.20911718904972076
|
|
},
|
|
{
|
|
"p": 0.02321813628077507,
|
|
"m": 0.27145034074783325
|
|
},
|
|
{
|
|
"p": 0.036748453974723816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37000393867492676,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.6953816413879395,
|
|
"val_loss": 0.9708058834075928,
|
|
"acc": 79.24,
|
|
"time": 213.01109783607535,
|
|
"param": [
|
|
{
|
|
"p": 0.01135849766433239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03227895498275757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04941122606396675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019798438996076584,
|
|
"m": 0.9100750088691711
|
|
},
|
|
{
|
|
"p": 0.19989265501499176,
|
|
"m": 0.953155517578125
|
|
},
|
|
{
|
|
"p": 0.1203368753194809,
|
|
"m": 0.27297893166542053
|
|
},
|
|
{
|
|
"p": 0.05823170766234398,
|
|
"m": 0.4600101411342621
|
|
},
|
|
{
|
|
"p": 0.024796027690172195,
|
|
"m": 0.9590088725090027
|
|
},
|
|
{
|
|
"p": 0.025404825806617737,
|
|
"m": 0.11411555111408234
|
|
},
|
|
{
|
|
"p": 0.021631726995110512,
|
|
"m": 0.9981155395507812
|
|
},
|
|
{
|
|
"p": 0.053748201578855515,
|
|
"m": 0.1596909612417221
|
|
},
|
|
{
|
|
"p": 0.02427035942673683,
|
|
"m": 0.3076854348182678
|
|
},
|
|
{
|
|
"p": 0.027078818529844284,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3317616879940033,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.6331194043159485,
|
|
"val_loss": 1.0307564735412598,
|
|
"acc": 81.57,
|
|
"time": 211.12022952898405,
|
|
"param": [
|
|
{
|
|
"p": 0.010149002075195312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030320044606924057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06096234917640686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02243540622293949,
|
|
"m": 0.93931645154953
|
|
},
|
|
{
|
|
"p": 0.16621477901935577,
|
|
"m": 0.9221346974372864
|
|
},
|
|
{
|
|
"p": 0.1661081463098526,
|
|
"m": 0.2069500833749771
|
|
},
|
|
{
|
|
"p": 0.03842024505138397,
|
|
"m": 0.6353617906570435
|
|
},
|
|
{
|
|
"p": 0.022085173055529594,
|
|
"m": 0.9010093212127686
|
|
},
|
|
{
|
|
"p": 0.031766269356012344,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017884600907564163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038409773260354996,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0007097348570823669,
|
|
"m": 0.3116445243358612
|
|
},
|
|
{
|
|
"p": 0.015815123915672302,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37871938943862915,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.43077051639556885,
|
|
"val_loss": 1.0111805200576782,
|
|
"acc": 80.72,
|
|
"time": 210.09180009691045,
|
|
"param": [
|
|
{
|
|
"p": 0.009446993470191956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012803088873624802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04026293382048607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016600744798779488,
|
|
"m": 0.9281006455421448
|
|
},
|
|
{
|
|
"p": 0.11499965935945511,
|
|
"m": 0.9589344263076782
|
|
},
|
|
{
|
|
"p": 0.17046861350536346,
|
|
"m": 0.282001256942749
|
|
},
|
|
{
|
|
"p": 0.036247119307518005,
|
|
"m": 0.6824002861976624
|
|
},
|
|
{
|
|
"p": 0.01746227778494358,
|
|
"m": 0.9829704165458679
|
|
},
|
|
{
|
|
"p": 0.03484651818871498,
|
|
"m": 0.11144088953733444
|
|
},
|
|
{
|
|
"p": 0.004519355017691851,
|
|
"m": 0.9893285632133484
|
|
},
|
|
{
|
|
"p": 0.025833120569586754,
|
|
"m": 0.17486001551151276
|
|
},
|
|
{
|
|
"p": 0.19175870716571808,
|
|
"m": 0.32898277044296265
|
|
},
|
|
{
|
|
"p": 0.0127082085236907,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31204256415367126,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.5113459229469299,
|
|
"val_loss": 1.0158668756484985,
|
|
"acc": 81.07,
|
|
"time": 211.11665953998454,
|
|
"param": [
|
|
{
|
|
"p": 0.01009241584688425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022326478734612465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05318593233823776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021925559267401695,
|
|
"m": 0.9569573998451233
|
|
},
|
|
{
|
|
"p": 0.099748894572258,
|
|
"m": 0.6963564157485962
|
|
},
|
|
{
|
|
"p": 0.14178401231765747,
|
|
"m": 0.19448265433311462
|
|
},
|
|
{
|
|
"p": 0.030932042747735977,
|
|
"m": 0.6725634932518005
|
|
},
|
|
{
|
|
"p": 0.11037380248308182,
|
|
"m": 0.834121823310852
|
|
},
|
|
{
|
|
"p": 0.028541600331664085,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024651696905493736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01803465187549591,
|
|
"m": 0.17509199678897858
|
|
},
|
|
{
|
|
"p": 0.1644091010093689,
|
|
"m": 0.4009954035282135
|
|
},
|
|
{
|
|
"p": 0.016630638390779495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25736314058303833,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.39864039421081543,
|
|
"val_loss": 1.3166078329086304,
|
|
"acc": 80.85,
|
|
"time": 210.8913656580262,
|
|
"param": [
|
|
{
|
|
"p": 0.00797811895608902,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023314792662858963,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05286803096532822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022411303594708443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09668305516242981,
|
|
"m": 0.636775016784668
|
|
},
|
|
{
|
|
"p": 0.1062774732708931,
|
|
"m": 0.3871616721153259
|
|
},
|
|
{
|
|
"p": 0.033231835812330246,
|
|
"m": 0.7725159525871277
|
|
},
|
|
{
|
|
"p": 0.10028496384620667,
|
|
"m": 0.7793450355529785
|
|
},
|
|
{
|
|
"p": 0.03519698604941368,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.030242063105106354,
|
|
"m": 0.9552366733551025
|
|
},
|
|
{
|
|
"p": 0.017525820061564445,
|
|
"m": 0.20063307881355286
|
|
},
|
|
{
|
|
"p": 0.14788465201854706,
|
|
"m": 0.3710445165634155
|
|
},
|
|
{
|
|
"p": 0.019155681133270264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.306945264339447,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.4697067439556122,
|
|
"val_loss": 1.0001962184906006,
|
|
"acc": 80.36,
|
|
"time": 211.83994430105668,
|
|
"param": [
|
|
{
|
|
"p": 0.006258966866880655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19520369172096252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04109649360179901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022522473707795143,
|
|
"m": 0.9856982827186584
|
|
},
|
|
{
|
|
"p": 0.05414247140288353,
|
|
"m": 0.4460000991821289
|
|
},
|
|
{
|
|
"p": 0.16295525431632996,
|
|
"m": 0.5289282202720642
|
|
},
|
|
{
|
|
"p": 0.02236185222864151,
|
|
"m": 0.7776406407356262
|
|
},
|
|
{
|
|
"p": 0.05519474670290947,
|
|
"m": 0.5085834860801697
|
|
},
|
|
{
|
|
"p": 0.02600245736539364,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023066867142915726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01210449356585741,
|
|
"m": 0.2221350520849228
|
|
},
|
|
{
|
|
"p": 0.08070176094770432,
|
|
"m": 0.3126974403858185
|
|
},
|
|
{
|
|
"p": 0.019513050094246864,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.278875470161438,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.42045456171035767,
|
|
"val_loss": 1.0576566457748413,
|
|
"acc": 80.58,
|
|
"time": 213.47462187206838,
|
|
"param": [
|
|
{
|
|
"p": 0.0110159981995821,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12811900675296783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04590502381324768,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024138495326042175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04688355699181557,
|
|
"m": 0.34491726756095886
|
|
},
|
|
{
|
|
"p": 0.18640293180942535,
|
|
"m": 0.41916531324386597
|
|
},
|
|
{
|
|
"p": 0.031952373683452606,
|
|
"m": 0.8225183486938477
|
|
},
|
|
{
|
|
"p": 0.03570472449064255,
|
|
"m": 0.4235037565231323
|
|
},
|
|
{
|
|
"p": 0.02590775117278099,
|
|
"m": 0.2512319087982178
|
|
},
|
|
{
|
|
"p": 0.02232414111495018,
|
|
"m": 0.9497022032737732
|
|
},
|
|
{
|
|
"p": 0.015088182874023914,
|
|
"m": 0.21206124126911163
|
|
},
|
|
{
|
|
"p": 0.05564254894852638,
|
|
"m": 0.3019697666168213
|
|
},
|
|
{
|
|
"p": 0.025127528235316277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3457877039909363,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.46215152740478516,
|
|
"val_loss": 0.9234335422515869,
|
|
"acc": 80.87,
|
|
"time": 211.3019865140086,
|
|
"param": [
|
|
{
|
|
"p": 0.008932744152843952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11136014759540558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0688738226890564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02710696868598461,
|
|
"m": 0.9998828172683716
|
|
},
|
|
{
|
|
"p": 0.045865610241889954,
|
|
"m": 0.5833088159561157
|
|
},
|
|
{
|
|
"p": 0.19481432437896729,
|
|
"m": 0.30544236302375793
|
|
},
|
|
{
|
|
"p": 0.02979438379406929,
|
|
"m": 0.8364744186401367
|
|
},
|
|
{
|
|
"p": 0.02962695062160492,
|
|
"m": 0.527482807636261
|
|
},
|
|
{
|
|
"p": 0.03176940977573395,
|
|
"m": 0.28125667572021484
|
|
},
|
|
{
|
|
"p": 0.033393651247024536,
|
|
"m": 0.953580915927887
|
|
},
|
|
{
|
|
"p": 0.009796809405088425,
|
|
"m": 0.22848783433437347
|
|
},
|
|
{
|
|
"p": 0.05069747567176819,
|
|
"m": 0.2336025834083557
|
|
},
|
|
{
|
|
"p": 0.01489170826971531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3430759310722351,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.6289359331130981,
|
|
"val_loss": 0.8424464464187622,
|
|
"acc": 80.34,
|
|
"time": 212.32511966105085,
|
|
"param": [
|
|
{
|
|
"p": 0.010177978314459324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08376190811395645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06149841472506523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02995760180056095,
|
|
"m": 0.9537213444709778
|
|
},
|
|
{
|
|
"p": 0.03321162983775139,
|
|
"m": 0.4776759147644043
|
|
},
|
|
{
|
|
"p": 0.24053822457790375,
|
|
"m": 0.39967238903045654
|
|
},
|
|
{
|
|
"p": 0.03727288916707039,
|
|
"m": 0.7993395328521729
|
|
},
|
|
{
|
|
"p": 0.023137539625167847,
|
|
"m": 0.5207268595695496
|
|
},
|
|
{
|
|
"p": 0.028710581362247467,
|
|
"m": 0.28158092498779297
|
|
},
|
|
{
|
|
"p": 0.03267525136470795,
|
|
"m": 0.9776287078857422
|
|
},
|
|
{
|
|
"p": 0.010670886375010014,
|
|
"m": 0.27455392479896545
|
|
},
|
|
{
|
|
"p": 0.0396110974252224,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0284772589802742,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34029877185821533,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.45617353916168213,
|
|
"val_loss": 1.0000783205032349,
|
|
"acc": 80.77,
|
|
"time": 214.22512950492091,
|
|
"param": [
|
|
{
|
|
"p": 0.0007112209568731487,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06762590259313583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07241606712341309,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03232310712337494,
|
|
"m": 0.9358922839164734
|
|
},
|
|
{
|
|
"p": 0.02026628889143467,
|
|
"m": 0.4176635146141052
|
|
},
|
|
{
|
|
"p": 0.26840612292289734,
|
|
"m": 0.4328431487083435
|
|
},
|
|
{
|
|
"p": 0.042256735265254974,
|
|
"m": 0.8405991196632385
|
|
},
|
|
{
|
|
"p": 0.015552694909274578,
|
|
"m": 0.4637807607650757
|
|
},
|
|
{
|
|
"p": 0.019151801243424416,
|
|
"m": 0.35005298256874084
|
|
},
|
|
{
|
|
"p": 0.030945835635066032,
|
|
"m": 0.999397873878479
|
|
},
|
|
{
|
|
"p": 0.002406645566225052,
|
|
"m": 0.27582937479019165
|
|
},
|
|
{
|
|
"p": 0.028736619278788567,
|
|
"m": 0.161145880818367
|
|
},
|
|
{
|
|
"p": 0.020429233089089394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3787718713283539,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.20269808173179626,
|
|
"val_loss": 1.2469055652618408,
|
|
"acc": 81.06,
|
|
"time": 210.13732683495618,
|
|
"param": [
|
|
{
|
|
"p": 0.2290302962064743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04086148738861084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053181204944849014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018014442175626755,
|
|
"m": 0.8741996884346008
|
|
},
|
|
{
|
|
"p": 0.03351569175720215,
|
|
"m": 0.466513454914093
|
|
},
|
|
{
|
|
"p": 0.2135990709066391,
|
|
"m": 0.547152578830719
|
|
},
|
|
{
|
|
"p": 0.019045813009142876,
|
|
"m": 0.754289448261261
|
|
},
|
|
{
|
|
"p": 0.015237937681376934,
|
|
"m": 0.47194164991378784
|
|
},
|
|
{
|
|
"p": 0.02892332896590233,
|
|
"m": 0.31125715374946594
|
|
},
|
|
{
|
|
"p": 0.01845937967300415,
|
|
"m": 0.8590527772903442
|
|
},
|
|
{
|
|
"p": 0.07384224236011505,
|
|
"m": 0.26392874121665955
|
|
},
|
|
{
|
|
"p": 0.014126431196928024,
|
|
"m": 0.20598256587982178
|
|
},
|
|
{
|
|
"p": 0.0007143021211959422,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24144840240478516,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.49349090456962585,
|
|
"val_loss": 1.0363960266113281,
|
|
"acc": 81.1,
|
|
"time": 210.01640003896318,
|
|
"param": [
|
|
{
|
|
"p": 0.11809559166431427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024018574506044388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04564547911286354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22571249306201935,
|
|
"m": 0.9356394410133362
|
|
},
|
|
{
|
|
"p": 0.032891787588596344,
|
|
"m": 0.5400059223175049
|
|
},
|
|
{
|
|
"p": 0.16700151562690735,
|
|
"m": 0.6199131608009338
|
|
},
|
|
{
|
|
"p": 0.019835051149129868,
|
|
"m": 0.6705864071846008
|
|
},
|
|
{
|
|
"p": 0.02322293631732464,
|
|
"m": 0.4877258539199829
|
|
},
|
|
{
|
|
"p": 0.02871731109917164,
|
|
"m": 0.27674901485443115
|
|
},
|
|
{
|
|
"p": 0.0007167235598899424,
|
|
"m": 0.9177993535995483
|
|
},
|
|
{
|
|
"p": 0.038327764719724655,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015871351584792137,
|
|
"m": 0.18018600344657898
|
|
},
|
|
{
|
|
"p": 0.021612850949168205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23833054304122925,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.15050169825553894,
|
|
"val_loss": 0.6783412098884583,
|
|
"acc": 81.84,
|
|
"time": 208.03714232193306,
|
|
"param": [
|
|
{
|
|
"p": 0.08479831367731094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021555084735155106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04053700715303421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16599275171756744,
|
|
"m": 0.9318782091140747
|
|
},
|
|
{
|
|
"p": 0.03485694155097008,
|
|
"m": 0.6198960542678833
|
|
},
|
|
{
|
|
"p": 0.17512726783752441,
|
|
"m": 0.6107345223426819
|
|
},
|
|
{
|
|
"p": 0.028071587905287743,
|
|
"m": 0.6404753923416138
|
|
},
|
|
{
|
|
"p": 0.02058410458266735,
|
|
"m": 0.5431458353996277
|
|
},
|
|
{
|
|
"p": 0.03253375366330147,
|
|
"m": 0.24346105754375458
|
|
},
|
|
{
|
|
"p": 0.07561467587947845,
|
|
"m": 0.9473381042480469
|
|
},
|
|
{
|
|
"p": 0.025198234245181084,
|
|
"m": 0.13305507600307465
|
|
},
|
|
{
|
|
"p": 0.029754744842648506,
|
|
"m": 0.10795249044895172
|
|
},
|
|
{
|
|
"p": 0.02018776722252369,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24518777430057526,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.2873636782169342,
|
|
"val_loss": 0.8837254047393799,
|
|
"acc": 81.56,
|
|
"time": 212.28948552999645,
|
|
"param": [
|
|
{
|
|
"p": 0.04707026481628418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01690181903541088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027386264875531197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09186699241399765,
|
|
"m": 0.9144665002822876
|
|
},
|
|
{
|
|
"p": 0.017070887610316277,
|
|
"m": 0.627873957157135
|
|
},
|
|
{
|
|
"p": 0.19394506514072418,
|
|
"m": 0.6163088083267212
|
|
},
|
|
{
|
|
"p": 0.017756778746843338,
|
|
"m": 0.6129240393638611
|
|
},
|
|
{
|
|
"p": 0.010608695447444916,
|
|
"m": 0.4279963970184326
|
|
},
|
|
{
|
|
"p": 0.024298660457134247,
|
|
"m": 0.22928187251091003
|
|
},
|
|
{
|
|
"p": 0.05312849208712578,
|
|
"m": 0.9935895800590515
|
|
},
|
|
{
|
|
"p": 0.0176963172852993,
|
|
"m": 0.1880837082862854
|
|
},
|
|
{
|
|
"p": 0.2513192296028137,
|
|
"m": 0.13304980099201202
|
|
},
|
|
{
|
|
"p": 0.016413912177085876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2145366668701172,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.41769933700561523,
|
|
"val_loss": 0.8346897959709167,
|
|
"acc": 81.3,
|
|
"time": 208.72835763194598,
|
|
"param": [
|
|
{
|
|
"p": 0.0307863000780344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007124078110791743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06351593881845474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05946607515215874,
|
|
"m": 0.806221604347229
|
|
},
|
|
{
|
|
"p": 0.04031703993678093,
|
|
"m": 0.5962708592414856
|
|
},
|
|
{
|
|
"p": 0.24255521595478058,
|
|
"m": 0.598642110824585
|
|
},
|
|
{
|
|
"p": 0.02700258232653141,
|
|
"m": 0.5845297574996948
|
|
},
|
|
{
|
|
"p": 0.0128013351932168,
|
|
"m": 0.4771960377693176
|
|
},
|
|
{
|
|
"p": 0.031091967597603798,
|
|
"m": 0.21250154078006744
|
|
},
|
|
{
|
|
"p": 0.031068064272403717,
|
|
"m": 0.950525164604187
|
|
},
|
|
{
|
|
"p": 0.013624276034533978,
|
|
"m": 0.17186656594276428
|
|
},
|
|
{
|
|
"p": 0.16611140966415405,
|
|
"m": 0.11295260488986969
|
|
},
|
|
{
|
|
"p": 0.0007124078110791743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2802348732948303,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.5826091170310974,
|
|
"val_loss": 0.8497523069381714,
|
|
"acc": 81.27,
|
|
"time": 211.22805457003415,
|
|
"param": [
|
|
{
|
|
"p": 0.01790863834321499,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01592153124511242,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05806465074419975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03345728665590286,
|
|
"m": 0.8693454265594482
|
|
},
|
|
{
|
|
"p": 0.163793683052063,
|
|
"m": 0.6777251362800598
|
|
},
|
|
{
|
|
"p": 0.2161630094051361,
|
|
"m": 0.6537126302719116
|
|
},
|
|
{
|
|
"p": 0.03194189816713333,
|
|
"m": 0.6205914616584778
|
|
},
|
|
{
|
|
"p": 0.014726283960044384,
|
|
"m": 0.5003300309181213
|
|
},
|
|
{
|
|
"p": 0.029538413509726524,
|
|
"m": 0.182896226644516
|
|
},
|
|
{
|
|
"p": 0.016899473965168,
|
|
"m": 0.8040381073951721
|
|
},
|
|
{
|
|
"p": 0.0007105070981197059,
|
|
"m": 0.17020420730113983
|
|
},
|
|
{
|
|
"p": 0.09376946091651917,
|
|
"m": 0.19167166948318481
|
|
},
|
|
{
|
|
"p": 0.0007105070981197059,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30639469623565674,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.29739806056022644,
|
|
"val_loss": 0.7986221313476562,
|
|
"acc": 81.65,
|
|
"time": 209.8751299690921,
|
|
"param": [
|
|
{
|
|
"p": 0.005858064163476229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007179807289503515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07933498919010162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024190042167901993,
|
|
"m": 0.8740109205245972
|
|
},
|
|
{
|
|
"p": 0.1107964739203453,
|
|
"m": 0.5528914332389832
|
|
},
|
|
{
|
|
"p": 0.14516988396644592,
|
|
"m": 0.7435495853424072
|
|
},
|
|
{
|
|
"p": 0.018608806654810905,
|
|
"m": 0.4142100214958191
|
|
},
|
|
{
|
|
"p": 0.006402209866791964,
|
|
"m": 0.4594210386276245
|
|
},
|
|
{
|
|
"p": 0.01893298327922821,
|
|
"m": 0.19765380024909973
|
|
},
|
|
{
|
|
"p": 0.018060389906167984,
|
|
"m": 0.8606207966804504
|
|
},
|
|
{
|
|
"p": 0.0007179807289503515,
|
|
"m": 0.17676740884780884
|
|
},
|
|
{
|
|
"p": 0.055152297019958496,
|
|
"m": 0.17640382051467896
|
|
},
|
|
{
|
|
"p": 0.21055176854133606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3055061101913452,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.1569034904241562,
|
|
"val_loss": 1.1060723066329956,
|
|
"acc": 81.6,
|
|
"time": 209.26282397506293,
|
|
"param": [
|
|
{
|
|
"p": 0.01076206099241972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016156380996108055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09502635151147842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0166107639670372,
|
|
"m": 0.8574337959289551
|
|
},
|
|
{
|
|
"p": 0.08337710052728653,
|
|
"m": 0.42473137378692627
|
|
},
|
|
{
|
|
"p": 0.15214557945728302,
|
|
"m": 0.6773760914802551
|
|
},
|
|
{
|
|
"p": 0.010585729964077473,
|
|
"m": 0.3704851269721985
|
|
},
|
|
{
|
|
"p": 0.101754330098629,
|
|
"m": 0.45558294653892517
|
|
},
|
|
{
|
|
"p": 0.029455548152327538,
|
|
"m": 0.2177317589521408
|
|
},
|
|
{
|
|
"p": 0.011345863342285156,
|
|
"m": 0.9598591923713684
|
|
},
|
|
{
|
|
"p": 0.01516116876155138,
|
|
"m": 0.25760501623153687
|
|
},
|
|
{
|
|
"p": 0.04176856949925423,
|
|
"m": 0.2949903905391693
|
|
},
|
|
{
|
|
"p": 0.15956035256385803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2562902271747589,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.38844576478004456,
|
|
"val_loss": 0.9476571679115295,
|
|
"acc": 81.55,
|
|
"time": 214.8092366879573,
|
|
"param": [
|
|
{
|
|
"p": 0.013032950460910797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010003925301134586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09767121076583862,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007104025571607053,
|
|
"m": 0.8146018385887146
|
|
},
|
|
{
|
|
"p": 0.07720793783664703,
|
|
"m": 0.4794652760028839
|
|
},
|
|
{
|
|
"p": 0.2705938220024109,
|
|
"m": 0.7769960761070251
|
|
},
|
|
{
|
|
"p": 0.017286861315369606,
|
|
"m": 0.28796136379241943
|
|
},
|
|
{
|
|
"p": 0.24787014722824097,
|
|
"m": 0.27470046281814575
|
|
},
|
|
{
|
|
"p": 0.05699491500854492,
|
|
"m": 0.21967549622058868
|
|
},
|
|
{
|
|
"p": 0.01757006160914898,
|
|
"m": 0.932004451751709
|
|
},
|
|
{
|
|
"p": 0.012037718668580055,
|
|
"m": 0.21782881021499634
|
|
},
|
|
{
|
|
"p": 0.03719945251941681,
|
|
"m": 0.3368561565876007
|
|
},
|
|
{
|
|
"p": 0.14111024141311646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007104025571607053,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.3931470513343811,
|
|
"val_loss": 0.9354799389839172,
|
|
"acc": 80.94,
|
|
"time": 211.8047251580283,
|
|
"param": [
|
|
{
|
|
"p": 0.016634637489914894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002971028443425894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08174048364162445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1492132842540741,
|
|
"m": 0.8978948593139648
|
|
},
|
|
{
|
|
"p": 0.04899538308382034,
|
|
"m": 0.42628830671310425
|
|
},
|
|
{
|
|
"p": 0.21697723865509033,
|
|
"m": 0.8265637755393982
|
|
},
|
|
{
|
|
"p": 0.02588561549782753,
|
|
"m": 0.20650885999202728
|
|
},
|
|
{
|
|
"p": 0.14896424114704132,
|
|
"m": 0.2335992157459259
|
|
},
|
|
{
|
|
"p": 0.0477239191532135,
|
|
"m": 0.1333175152540207
|
|
},
|
|
{
|
|
"p": 0.01728331856429577,
|
|
"m": 0.9678739905357361
|
|
},
|
|
{
|
|
"p": 0.0007117887726053596,
|
|
"m": 0.2093154788017273
|
|
},
|
|
{
|
|
"p": 0.022350531071424484,
|
|
"m": 0.36450064182281494
|
|
},
|
|
{
|
|
"p": 0.0846242681145668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1359243392944336,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.3680085241794586,
|
|
"val_loss": 0.8031593561172485,
|
|
"acc": 81.7,
|
|
"time": 215.48567936802283,
|
|
"param": [
|
|
{
|
|
"p": 0.016231780871748924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015813076868653297,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09611139446496964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12301415205001831,
|
|
"m": 0.8956279754638672
|
|
},
|
|
{
|
|
"p": 0.04443702474236488,
|
|
"m": 0.5340945720672607
|
|
},
|
|
{
|
|
"p": 0.22353772819042206,
|
|
"m": 0.8401461839675903
|
|
},
|
|
{
|
|
"p": 0.016245348379015923,
|
|
"m": 0.22849275171756744
|
|
},
|
|
{
|
|
"p": 0.12092315405607224,
|
|
"m": 0.23699209094047546
|
|
},
|
|
{
|
|
"p": 0.04317300394177437,
|
|
"m": 0.20558306574821472
|
|
},
|
|
{
|
|
"p": 0.019584469497203827,
|
|
"m": 0.975447416305542
|
|
},
|
|
{
|
|
"p": 0.08501408994197845,
|
|
"m": 0.23183690011501312
|
|
},
|
|
{
|
|
"p": 0.016416113823652267,
|
|
"m": 0.352588951587677
|
|
},
|
|
{
|
|
"p": 0.0686449185013771,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11085369437932968,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.5040047764778137,
|
|
"val_loss": 0.9697229862213135,
|
|
"acc": 82.25,
|
|
"time": 213.70903150504455,
|
|
"param": [
|
|
{
|
|
"p": 0.014640306122601032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01640491373836994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1072816550731659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10825994610786438,
|
|
"m": 0.8303333520889282
|
|
},
|
|
{
|
|
"p": 0.041576091200113297,
|
|
"m": 0.4869563579559326
|
|
},
|
|
{
|
|
"p": 0.27188724279403687,
|
|
"m": 0.8054157495498657
|
|
},
|
|
{
|
|
"p": 0.038744207471609116,
|
|
"m": 0.23023192584514618
|
|
},
|
|
{
|
|
"p": 0.10620187222957611,
|
|
"m": 0.22751495242118835
|
|
},
|
|
{
|
|
"p": 0.0427827462553978,
|
|
"m": 0.12253215163946152
|
|
},
|
|
{
|
|
"p": 0.0007137859938666224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07884734869003296,
|
|
"m": 0.24970585107803345
|
|
},
|
|
{
|
|
"p": 0.01483208779245615,
|
|
"m": 0.3659345805644989
|
|
},
|
|
{
|
|
"p": 0.0603894367814064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09743847697973251,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.33855462074279785,
|
|
"val_loss": 0.8723759055137634,
|
|
"acc": 81.68,
|
|
"time": 212.61765173100866,
|
|
"param": [
|
|
{
|
|
"p": 0.0046292757615447044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007148103904910386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10525895655155182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07921987026929855,
|
|
"m": 0.8618651032447815
|
|
},
|
|
{
|
|
"p": 0.05993397533893585,
|
|
"m": 0.34283289313316345
|
|
},
|
|
{
|
|
"p": 0.231753870844841,
|
|
"m": 0.7507547736167908
|
|
},
|
|
{
|
|
"p": 0.0007148103904910386,
|
|
"m": 0.25199583172798157
|
|
},
|
|
{
|
|
"p": 0.07845639437437057,
|
|
"m": 0.3100328743457794
|
|
},
|
|
{
|
|
"p": 0.048847150057554245,
|
|
"m": 0.11908784508705139
|
|
},
|
|
{
|
|
"p": 0.20815786719322205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058295391499996185,
|
|
"m": 0.10026693344116211
|
|
},
|
|
{
|
|
"p": 0.009116153232753277,
|
|
"m": 0.39727404713630676
|
|
},
|
|
{
|
|
"p": 0.04353330284357071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136819511651993,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.7804148197174072,
|
|
"val_loss": 1.0099897384643555,
|
|
"acc": 82.06,
|
|
"time": 209.14371735195164,
|
|
"param": [
|
|
{
|
|
"p": 0.0007114081527106464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025630587711930275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10045614093542099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06712622940540314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04904504865407944,
|
|
"m": 0.4160973131656647
|
|
},
|
|
{
|
|
"p": 0.31179413199424744,
|
|
"m": 0.5542817115783691
|
|
},
|
|
{
|
|
"p": 0.013038698583841324,
|
|
"m": 0.25281625986099243
|
|
},
|
|
{
|
|
"p": 0.06635050475597382,
|
|
"m": 0.18716201186180115
|
|
},
|
|
{
|
|
"p": 0.04128522053360939,
|
|
"m": 0.2339789867401123
|
|
},
|
|
{
|
|
"p": 0.17544129490852356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048819128423929214,
|
|
"m": 0.15019641816616058
|
|
},
|
|
{
|
|
"p": 0.0021176307927817106,
|
|
"m": 0.41385337710380554
|
|
},
|
|
{
|
|
"p": 0.03699846565723419,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061185531318187714,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.10860484093427658,
|
|
"val_loss": 1.048041820526123,
|
|
"acc": 82.14,
|
|
"time": 215.89015172608197,
|
|
"param": [
|
|
{
|
|
"p": 0.21805351972579956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01567947305738926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09214523434638977,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044989533722400665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04570364952087402,
|
|
"m": 0.41903048753738403
|
|
},
|
|
{
|
|
"p": 0.24201159179210663,
|
|
"m": 0.4355510473251343
|
|
},
|
|
{
|
|
"p": 0.02716204710304737,
|
|
"m": 0.10983854532241821
|
|
},
|
|
{
|
|
"p": 0.044886019080877304,
|
|
"m": 0.18519356846809387
|
|
},
|
|
{
|
|
"p": 0.03449871391057968,
|
|
"m": 0.2176746428012848
|
|
},
|
|
{
|
|
"p": 0.12039105594158173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032426271587610245,
|
|
"m": 0.22304683923721313
|
|
},
|
|
{
|
|
"p": 0.013170790858566761,
|
|
"m": 0.41712164878845215
|
|
},
|
|
{
|
|
"p": 0.02575952559709549,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04312264546751976,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.11252490431070328,
|
|
"val_loss": 0.994533360004425,
|
|
"acc": 82.01,
|
|
"time": 215.97019931394607,
|
|
"param": [
|
|
{
|
|
"p": 0.21326035261154175,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01460252795368433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11106018722057343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04418522119522095,
|
|
"m": 0.9924357533454895
|
|
},
|
|
{
|
|
"p": 0.057601261883974075,
|
|
"m": 0.28176212310791016
|
|
},
|
|
{
|
|
"p": 0.21200469136238098,
|
|
"m": 0.4169730842113495
|
|
},
|
|
{
|
|
"p": 0.034328531473875046,
|
|
"m": 0.12142162770032883
|
|
},
|
|
{
|
|
"p": 0.04498318210244179,
|
|
"m": 0.18305858969688416
|
|
},
|
|
{
|
|
"p": 0.041749559342861176,
|
|
"m": 0.258315771818161
|
|
},
|
|
{
|
|
"p": 0.1169227659702301,
|
|
"m": 0.9917463064193726
|
|
},
|
|
{
|
|
"p": 0.029729733243584633,
|
|
"m": 0.23476801812648773
|
|
},
|
|
{
|
|
"p": 0.011537482962012291,
|
|
"m": 0.43406593799591064
|
|
},
|
|
{
|
|
"p": 0.025640564039349556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04239397495985031,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.15425951778888702,
|
|
"val_loss": 0.8410820364952087,
|
|
"acc": 82.34,
|
|
"time": 218.10600462194998,
|
|
"param": [
|
|
{
|
|
"p": 0.20775409042835236,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009528773836791515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10066386312246323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04365437105298042,
|
|
"m": 0.9867540597915649
|
|
},
|
|
{
|
|
"p": 0.06331966072320938,
|
|
"m": 0.24995461106300354
|
|
},
|
|
{
|
|
"p": 0.20157362520694733,
|
|
"m": 0.48053908348083496
|
|
},
|
|
{
|
|
"p": 0.04317445307970047,
|
|
"m": 0.2042067050933838
|
|
},
|
|
{
|
|
"p": 0.044203128665685654,
|
|
"m": 0.19506312906742096
|
|
},
|
|
{
|
|
"p": 0.060384128242731094,
|
|
"m": 0.3198169469833374
|
|
},
|
|
{
|
|
"p": 0.1143881231546402,
|
|
"m": 0.9990883469581604
|
|
},
|
|
{
|
|
"p": 0.0312843844294548,
|
|
"m": 0.19297412037849426
|
|
},
|
|
{
|
|
"p": 0.013077122159302235,
|
|
"m": 0.4115479290485382
|
|
},
|
|
{
|
|
"p": 0.02539484202861786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041599441319704056,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.28061193227767944,
|
|
"val_loss": 0.8212239742279053,
|
|
"acc": 82.22,
|
|
"time": 212.05961662798654,
|
|
"param": [
|
|
{
|
|
"p": 0.18085439503192902,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008565296418964863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12101591378450394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03832685202360153,
|
|
"m": 0.9095391631126404
|
|
},
|
|
{
|
|
"p": 0.06428800523281097,
|
|
"m": 0.43249115347862244
|
|
},
|
|
{
|
|
"p": 0.24845662713050842,
|
|
"m": 0.5313943028450012
|
|
},
|
|
{
|
|
"p": 0.03832044452428818,
|
|
"m": 0.2298503965139389
|
|
},
|
|
{
|
|
"p": 0.03759530931711197,
|
|
"m": 0.18383324146270752
|
|
},
|
|
{
|
|
"p": 0.0625348836183548,
|
|
"m": 0.3081282079219818
|
|
},
|
|
{
|
|
"p": 0.0999850183725357,
|
|
"m": 0.9553945660591125
|
|
},
|
|
{
|
|
"p": 0.028944622725248337,
|
|
"m": 0.10010972619056702
|
|
},
|
|
{
|
|
"p": 0.009875507093966007,
|
|
"m": 0.4244149625301361
|
|
},
|
|
{
|
|
"p": 0.024262387305498123,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036974694579839706,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.308277428150177,
|
|
"val_loss": 0.7780736684799194,
|
|
"acc": 82.14,
|
|
"time": 213.73961537296418,
|
|
"param": [
|
|
{
|
|
"p": 0.16343489289283752,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016913898289203644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11663740128278732,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035633817315101624,
|
|
"m": 0.899648129940033
|
|
},
|
|
{
|
|
"p": 0.06208747997879982,
|
|
"m": 0.5060621500015259
|
|
},
|
|
{
|
|
"p": 0.2904074490070343,
|
|
"m": 0.555813193321228
|
|
},
|
|
{
|
|
"p": 0.03800703212618828,
|
|
"m": 0.19958625733852386
|
|
},
|
|
{
|
|
"p": 0.03476285934448242,
|
|
"m": 0.22370390594005585
|
|
},
|
|
{
|
|
"p": 0.05883999541401863,
|
|
"m": 0.30112969875335693
|
|
},
|
|
{
|
|
"p": 0.0906091183423996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026474330574274063,
|
|
"m": 0.1774597316980362
|
|
},
|
|
{
|
|
"p": 0.0075754025019705296,
|
|
"m": 0.4506289064884186
|
|
},
|
|
{
|
|
"p": 0.025278590619564056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033337753266096115,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.3657989799976349,
|
|
"val_loss": 1.2044904232025146,
|
|
"acc": 81.79,
|
|
"time": 211.74818594299722,
|
|
"param": [
|
|
{
|
|
"p": 0.15281109511852264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02017086371779442,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1273888498544693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03414685279130936,
|
|
"m": 0.8701218962669373
|
|
},
|
|
{
|
|
"p": 0.05933054909110069,
|
|
"m": 0.5757161378860474
|
|
},
|
|
{
|
|
"p": 0.30639809370040894,
|
|
"m": 0.5568202137947083
|
|
},
|
|
{
|
|
"p": 0.04149564355611801,
|
|
"m": 0.14387579262256622
|
|
},
|
|
{
|
|
"p": 0.02979120798408985,
|
|
"m": 0.153593972325325
|
|
},
|
|
{
|
|
"p": 0.0624510683119297,
|
|
"m": 0.2928447425365448
|
|
},
|
|
{
|
|
"p": 0.0851132795214653,
|
|
"m": 0.9525765180587769
|
|
},
|
|
{
|
|
"p": 0.022926712408661842,
|
|
"m": 0.2127484679222107
|
|
},
|
|
{
|
|
"p": 0.0007137347711250186,
|
|
"m": 0.46432211995124817
|
|
},
|
|
{
|
|
"p": 0.024329055100679398,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032933011651039124,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.18685026466846466,
|
|
"val_loss": 0.6875036358833313,
|
|
"acc": 82.33,
|
|
"time": 208.67850005999207,
|
|
"param": [
|
|
{
|
|
"p": 0.13615182042121887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013670612126588821,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11255001276731491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03353077918291092,
|
|
"m": 0.8888728618621826
|
|
},
|
|
{
|
|
"p": 0.07489684224128723,
|
|
"m": 0.587065577507019
|
|
},
|
|
{
|
|
"p": 0.3385191559791565,
|
|
"m": 0.7123258709907532
|
|
},
|
|
{
|
|
"p": 0.0434897243976593,
|
|
"m": 0.10111282020807266
|
|
},
|
|
{
|
|
"p": 0.025675665587186813,
|
|
"m": 0.1477583348751068
|
|
},
|
|
{
|
|
"p": 0.06585743278265,
|
|
"m": 0.2935512661933899
|
|
},
|
|
{
|
|
"p": 0.07627655565738678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023715786635875702,
|
|
"m": 0.21361799538135529
|
|
},
|
|
{
|
|
"p": 0.000714276684448123,
|
|
"m": 0.4645427167415619
|
|
},
|
|
{
|
|
"p": 0.021765869110822678,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033185459673404694,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.5210849046707153,
|
|
"val_loss": 0.8845136761665344,
|
|
"acc": 81.85,
|
|
"time": 217.81291432399303,
|
|
"param": [
|
|
{
|
|
"p": 0.13093294203281403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02302228845655918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09636861830949783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0326780304312706,
|
|
"m": 0.788969099521637
|
|
},
|
|
{
|
|
"p": 0.0788913145661354,
|
|
"m": 0.47078579664230347
|
|
},
|
|
{
|
|
"p": 0.34167230129241943,
|
|
"m": 0.658810019493103
|
|
},
|
|
{
|
|
"p": 0.039440374821424484,
|
|
"m": 0.13852724432945251
|
|
},
|
|
{
|
|
"p": 0.02538803592324257,
|
|
"m": 0.12467474490404129
|
|
},
|
|
{
|
|
"p": 0.07500335574150085,
|
|
"m": 0.23078733682632446
|
|
},
|
|
{
|
|
"p": 0.07336185872554779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02523074857890606,
|
|
"m": 0.17166420817375183
|
|
},
|
|
{
|
|
"p": 0.0041162665002048016,
|
|
"m": 0.45980265736579895
|
|
},
|
|
{
|
|
"p": 0.023390790447592735,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030503056943416595,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.4499383568763733,
|
|
"val_loss": 0.8688626289367676,
|
|
"acc": 82.04,
|
|
"time": 212.94761673395988,
|
|
"param": [
|
|
{
|
|
"p": 0.11452420055866241,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020398667082190514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08848482370376587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030356785282492638,
|
|
"m": 0.7210137844085693
|
|
},
|
|
{
|
|
"p": 0.07388720661401749,
|
|
"m": 0.7074635028839111
|
|
},
|
|
{
|
|
"p": 0.35149484872817993,
|
|
"m": 0.8051443696022034
|
|
},
|
|
{
|
|
"p": 0.05293571949005127,
|
|
"m": 0.14742490649223328
|
|
},
|
|
{
|
|
"p": 0.030059179291129112,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06945161521434784,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06557538360357285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021154437214136124,
|
|
"m": 0.17219354212284088
|
|
},
|
|
{
|
|
"p": 0.031663812696933746,
|
|
"m": 0.48156261444091797
|
|
},
|
|
{
|
|
"p": 0.021847987547516823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028165359050035477,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.7789962887763977,
|
|
"val_loss": 1.0630744695663452,
|
|
"acc": 82.47,
|
|
"time": 213.00182637106627,
|
|
"param": [
|
|
{
|
|
"p": 0.10516273975372314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013237209990620613,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1114594116806984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02747848443686962,
|
|
"m": 0.6432214975357056
|
|
},
|
|
{
|
|
"p": 0.08242200314998627,
|
|
"m": 0.7769380211830139
|
|
},
|
|
{
|
|
"p": 0.36016449332237244,
|
|
"m": 0.7958434224128723
|
|
},
|
|
{
|
|
"p": 0.049010686576366425,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029899120330810547,
|
|
"m": 0.10252887010574341
|
|
},
|
|
{
|
|
"p": 0.060097888112068176,
|
|
"m": 0.16937768459320068
|
|
},
|
|
{
|
|
"p": 0.060465551912784576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02199947088956833,
|
|
"m": 0.15175409615039825
|
|
},
|
|
{
|
|
"p": 0.030346447601914406,
|
|
"m": 0.5027604103088379
|
|
},
|
|
{
|
|
"p": 0.02286720648407936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025389164686203003,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.367247611284256,
|
|
"val_loss": 0.9597447514533997,
|
|
"acc": 82.32,
|
|
"time": 214.12502720206976,
|
|
"param": [
|
|
{
|
|
"p": 0.09634899348020554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016308462247252464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12275154888629913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023997444659471512,
|
|
"m": 0.7057676315307617
|
|
},
|
|
{
|
|
"p": 0.08679073303937912,
|
|
"m": 0.7737435102462769
|
|
},
|
|
{
|
|
"p": 0.353652685880661,
|
|
"m": 0.796297550201416
|
|
},
|
|
{
|
|
"p": 0.048863641917705536,
|
|
"m": 0.12330382317304611
|
|
},
|
|
{
|
|
"p": 0.026177365332841873,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07185300439596176,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.053309325128793716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023639360442757607,
|
|
"m": 0.13493461906909943
|
|
},
|
|
{
|
|
"p": 0.027872152626514435,
|
|
"m": 0.519608199596405
|
|
},
|
|
{
|
|
"p": 0.0235166996717453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024918559938669205,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.4864368736743927,
|
|
"val_loss": 0.8279275298118591,
|
|
"acc": 82.3,
|
|
"time": 215.9866713359952,
|
|
"param": [
|
|
{
|
|
"p": 0.08463799208402634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024139689281582832,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13809293508529663,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027460657060146332,
|
|
"m": 0.7165284156799316
|
|
},
|
|
{
|
|
"p": 0.0987115353345871,
|
|
"m": 0.8623238205909729
|
|
},
|
|
{
|
|
"p": 0.34712716937065125,
|
|
"m": 0.7897254228591919
|
|
},
|
|
{
|
|
"p": 0.06054016202688217,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02197238802909851,
|
|
"m": 0.1152016893029213
|
|
},
|
|
{
|
|
"p": 0.0704430341720581,
|
|
"m": 0.14000031352043152
|
|
},
|
|
{
|
|
"p": 0.04912452772259712,
|
|
"m": 0.9935203194618225
|
|
},
|
|
{
|
|
"p": 0.018548963591456413,
|
|
"m": 0.22534701228141785
|
|
},
|
|
{
|
|
"p": 0.025300176814198494,
|
|
"m": 0.5452988743782043
|
|
},
|
|
{
|
|
"p": 0.014613963663578033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019286753609776497,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.0791062116622925,
|
|
"val_loss": 0.7060056328773499,
|
|
"acc": 82.4,
|
|
"time": 212.0130799129838,
|
|
"param": [
|
|
{
|
|
"p": 0.07189629971981049,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018832914531230927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1328984797000885,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025515485554933548,
|
|
"m": 0.7161429524421692
|
|
},
|
|
{
|
|
"p": 0.09510696679353714,
|
|
"m": 0.8068569898605347
|
|
},
|
|
{
|
|
"p": 0.3927948772907257,
|
|
"m": 0.9358609318733215
|
|
},
|
|
{
|
|
"p": 0.057810522615909576,
|
|
"m": 0.10875654220581055
|
|
},
|
|
{
|
|
"p": 0.027585355564951897,
|
|
"m": 0.10569886118173599
|
|
},
|
|
{
|
|
"p": 0.06391875445842743,
|
|
"m": 0.20644108951091766
|
|
},
|
|
{
|
|
"p": 0.04243031516671181,
|
|
"m": 0.9998496174812317
|
|
},
|
|
{
|
|
"p": 0.020511532202363014,
|
|
"m": 0.17210525274276733
|
|
},
|
|
{
|
|
"p": 0.02134620025753975,
|
|
"m": 0.5426995158195496
|
|
},
|
|
{
|
|
"p": 0.012358622625470161,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016993671655654907,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.8439324498176575,
|
|
"val_loss": 0.7621107697486877,
|
|
"acc": 82.13,
|
|
"time": 217.10159554798156,
|
|
"param": [
|
|
{
|
|
"p": 0.05904446169734001,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009901594370603561,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1383424699306488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030259989202022552,
|
|
"m": 0.759265124797821
|
|
},
|
|
{
|
|
"p": 0.08362721651792526,
|
|
"m": 0.8000595569610596
|
|
},
|
|
{
|
|
"p": 0.4155523478984833,
|
|
"m": 0.9337595701217651
|
|
},
|
|
{
|
|
"p": 0.05649179220199585,
|
|
"m": 0.2118440419435501
|
|
},
|
|
{
|
|
"p": 0.032481737434864044,
|
|
"m": 0.12083758413791656
|
|
},
|
|
{
|
|
"p": 0.0689786970615387,
|
|
"m": 0.15504871308803558
|
|
},
|
|
{
|
|
"p": 0.03230882063508034,
|
|
"m": 0.9967533946037292
|
|
},
|
|
{
|
|
"p": 0.021854642778635025,
|
|
"m": 0.20738616585731506
|
|
},
|
|
{
|
|
"p": 0.017196176573634148,
|
|
"m": 0.5067830681800842
|
|
},
|
|
{
|
|
"p": 0.0035958883818238974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030364155769348145,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.0716376304626465,
|
|
"val_loss": 0.7742576003074646,
|
|
"acc": 82.69,
|
|
"time": 213.97809382202104,
|
|
"param": [
|
|
{
|
|
"p": 0.0507194846868515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021273819729685783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1502533257007599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02390482649207115,
|
|
"m": 0.8202446103096008
|
|
},
|
|
{
|
|
"p": 0.08000318706035614,
|
|
"m": 0.7370756268501282
|
|
},
|
|
{
|
|
"p": 0.4195244312286377,
|
|
"m": 0.8028121590614319
|
|
},
|
|
{
|
|
"p": 0.05569206923246384,
|
|
"m": 0.3097878694534302
|
|
},
|
|
{
|
|
"p": 0.031795576214790344,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06583961844444275,
|
|
"m": 0.1245170384645462
|
|
},
|
|
{
|
|
"p": 0.03151150047779083,
|
|
"m": 0.9825785756111145
|
|
},
|
|
{
|
|
"p": 0.023892417550086975,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01348180789500475,
|
|
"m": 0.5132185816764832
|
|
},
|
|
{
|
|
"p": 0.0007122259121388197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03139561042189598,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.3510601222515106,
|
|
"val_loss": 0.9570295214653015,
|
|
"acc": 82.65,
|
|
"time": 211.34830676403362,
|
|
"param": [
|
|
{
|
|
"p": 0.03527003526687622,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017036395147442818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1404159516096115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012826062738895416,
|
|
"m": 0.8053816556930542
|
|
},
|
|
{
|
|
"p": 0.07728466391563416,
|
|
"m": 0.7581909894943237
|
|
},
|
|
{
|
|
"p": 0.36428987979888916,
|
|
"m": 0.7373992800712585
|
|
},
|
|
{
|
|
"p": 0.03560164198279381,
|
|
"m": 0.31204715371131897
|
|
},
|
|
{
|
|
"p": 0.015494856052100658,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04620165005326271,
|
|
"m": 0.1356898993253708
|
|
},
|
|
{
|
|
"p": 0.021221358329057693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01680459827184677,
|
|
"m": 0.17121003568172455
|
|
},
|
|
{
|
|
"p": 0.01057447399944067,
|
|
"m": 0.47816306352615356
|
|
},
|
|
{
|
|
"p": 0.18054461479187012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026433899998664856,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.3198433220386505,
|
|
"val_loss": 0.7354198098182678,
|
|
"acc": 82.35,
|
|
"time": 208.21148737997282,
|
|
"param": [
|
|
{
|
|
"p": 0.030705958604812622,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0070844050496816635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14514757692813873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04739309847354889,
|
|
"m": 0.7901315093040466
|
|
},
|
|
{
|
|
"p": 0.06845030933618546,
|
|
"m": 0.8751251697540283
|
|
},
|
|
{
|
|
"p": 0.3813171982765198,
|
|
"m": 0.5533925890922546
|
|
},
|
|
{
|
|
"p": 0.034800540655851364,
|
|
"m": 0.5715384483337402
|
|
},
|
|
{
|
|
"p": 0.021933652460575104,
|
|
"m": 0.11782796680927277
|
|
},
|
|
{
|
|
"p": 0.04495125636458397,
|
|
"m": 0.10227752476930618
|
|
},
|
|
{
|
|
"p": 0.02478080615401268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007136068306863308,
|
|
"m": 0.18111425638198853
|
|
},
|
|
{
|
|
"p": 0.012546379119157791,
|
|
"m": 0.46519970893859863
|
|
},
|
|
{
|
|
"p": 0.15887179970741272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021303439512848854,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.37377041578292847,
|
|
"val_loss": 1.1152620315551758,
|
|
"acc": 82.3,
|
|
"time": 211.64741139195394,
|
|
"param": [
|
|
{
|
|
"p": 0.022563111037015915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01975589618086815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13678619265556335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03318480774760246,
|
|
"m": 0.8385593295097351
|
|
},
|
|
{
|
|
"p": 0.04749101400375366,
|
|
"m": 0.8656697273254395
|
|
},
|
|
{
|
|
"p": 0.31352105736732483,
|
|
"m": 0.63779217004776
|
|
},
|
|
{
|
|
"p": 0.023037634789943695,
|
|
"m": 0.6146052479743958
|
|
},
|
|
{
|
|
"p": 0.017613550648093224,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03736186400055885,
|
|
"m": 0.22108349204063416
|
|
},
|
|
{
|
|
"p": 0.023910459131002426,
|
|
"m": 0.9749918580055237
|
|
},
|
|
{
|
|
"p": 0.19154085218906403,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009565446525812149,
|
|
"m": 0.4448365271091461
|
|
},
|
|
{
|
|
"p": 0.10450199246406555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019166233018040657,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.4736361801624298,
|
|
"val_loss": 0.7254614233970642,
|
|
"acc": 82.7,
|
|
"time": 210.35716290702112,
|
|
"param": [
|
|
{
|
|
"p": 0.02402343973517418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025971388444304466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13589520752429962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029904581606388092,
|
|
"m": 0.7926377058029175
|
|
},
|
|
{
|
|
"p": 0.06005983427166939,
|
|
"m": 0.8988026976585388
|
|
},
|
|
{
|
|
"p": 0.36660048365592957,
|
|
"m": 0.6047745943069458
|
|
},
|
|
{
|
|
"p": 0.04973609745502472,
|
|
"m": 0.9706657528877258
|
|
},
|
|
{
|
|
"p": 0.0007113537285476923,
|
|
"m": 0.11734138429164886
|
|
},
|
|
{
|
|
"p": 0.04161669313907623,
|
|
"m": 0.2174108773469925
|
|
},
|
|
{
|
|
"p": 0.028427956625819206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13584783673286438,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007558736018836498,
|
|
"m": 0.46545642614364624
|
|
},
|
|
{
|
|
"p": 0.07104820758104324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022598206996917725,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.3952246606349945,
|
|
"val_loss": 0.8531855940818787,
|
|
"acc": 82.46,
|
|
"time": 213.23121313902084,
|
|
"param": [
|
|
{
|
|
"p": 0.018647631630301476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017233625054359436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14160563051700592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021853264421224594,
|
|
"m": 0.8950172066688538
|
|
},
|
|
{
|
|
"p": 0.07903238385915756,
|
|
"m": 0.8843605518341064
|
|
},
|
|
{
|
|
"p": 0.3916432559490204,
|
|
"m": 0.5455767512321472
|
|
},
|
|
{
|
|
"p": 0.07689553499221802,
|
|
"m": 0.8783053755760193
|
|
},
|
|
{
|
|
"p": 0.003242859151214361,
|
|
"m": 0.12424524128437042
|
|
},
|
|
{
|
|
"p": 0.048284199088811874,
|
|
"m": 0.14626024663448334
|
|
},
|
|
{
|
|
"p": 0.029067877680063248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10472213476896286,
|
|
"m": 0.10930652171373367
|
|
},
|
|
{
|
|
"p": 0.000714025751221925,
|
|
"m": 0.45601686835289
|
|
},
|
|
{
|
|
"p": 0.054670270532369614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012387231923639774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.31655600666999817,
|
|
"val_loss": 0.944506049156189,
|
|
"acc": 82.7,
|
|
"time": 216.76376814802643,
|
|
"param": [
|
|
{
|
|
"p": 0.0070809246972203255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009659264236688614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14171059429645538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01609015464782715,
|
|
"m": 0.8268845677375793
|
|
},
|
|
{
|
|
"p": 0.0628679096698761,
|
|
"m": 0.7834892272949219
|
|
},
|
|
{
|
|
"p": 0.3226545453071594,
|
|
"m": 0.44894376397132874
|
|
},
|
|
{
|
|
"p": 0.051508329808712006,
|
|
"m": 0.9198208451271057
|
|
},
|
|
{
|
|
"p": 0.10524012893438339,
|
|
"m": 0.20836950838565826
|
|
},
|
|
{
|
|
"p": 0.05873485282063484,
|
|
"m": 0.10935084521770477
|
|
},
|
|
{
|
|
"p": 0.01842816360294819,
|
|
"m": 0.9181646704673767
|
|
},
|
|
{
|
|
"p": 0.06341108679771423,
|
|
"m": 0.10767120122909546
|
|
},
|
|
{
|
|
"p": 0.08266433328390121,
|
|
"m": 0.4286424219608307
|
|
},
|
|
{
|
|
"p": 0.03374358266592026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026206128299236298,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.22433209419250488,
|
|
"val_loss": 0.8451336026191711,
|
|
"acc": 81.82,
|
|
"time": 212.70904359500855,
|
|
"param": [
|
|
{
|
|
"p": 0.0015377496602013707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02844487875699997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11112017929553986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017293432727456093,
|
|
"m": 0.8129423260688782
|
|
},
|
|
{
|
|
"p": 0.000714647292625159,
|
|
"m": 0.6541398167610168
|
|
},
|
|
{
|
|
"p": 0.3259124755859375,
|
|
"m": 0.47038084268569946
|
|
},
|
|
{
|
|
"p": 0.04317247495055199,
|
|
"m": 0.8245745301246643
|
|
},
|
|
{
|
|
"p": 0.07741819322109222,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08406170457601547,
|
|
"m": 0.2711866497993469
|
|
},
|
|
{
|
|
"p": 0.0258677676320076,
|
|
"m": 0.9565342664718628
|
|
},
|
|
{
|
|
"p": 0.04840723052620888,
|
|
"m": 0.1056382954120636
|
|
},
|
|
{
|
|
"p": 0.19930587708950043,
|
|
"m": 0.17335116863250732
|
|
},
|
|
{
|
|
"p": 0.02705332264304161,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009689987637102604,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.46780961751937866,
|
|
"val_loss": 0.9598906636238098,
|
|
"acc": 82.34,
|
|
"time": 215.8146320739761,
|
|
"param": [
|
|
{
|
|
"p": 0.022276686504483223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024889538064599037,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08338218927383423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024780578911304474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14076107740402222,
|
|
"m": 0.5300542712211609
|
|
},
|
|
{
|
|
"p": 0.3352787494659424,
|
|
"m": 0.6872299313545227
|
|
},
|
|
{
|
|
"p": 0.032060060650110245,
|
|
"m": 0.651164174079895
|
|
},
|
|
{
|
|
"p": 0.05213219299912453,
|
|
"m": 0.1422080099582672
|
|
},
|
|
{
|
|
"p": 0.06663447618484497,
|
|
"m": 0.3497413396835327
|
|
},
|
|
{
|
|
"p": 0.028626184910535812,
|
|
"m": 0.9764637351036072
|
|
},
|
|
{
|
|
"p": 0.03687261790037155,
|
|
"m": 0.10293146967887878
|
|
},
|
|
{
|
|
"p": 0.13030727207660675,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02128859981894493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007098218775354326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.6836658120155334,
|
|
"val_loss": 0.7747603058815002,
|
|
"acc": 82.56,
|
|
"time": 211.3654047199525,
|
|
"param": [
|
|
{
|
|
"p": 0.008838838897645473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03019358403980732,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06761415302753448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019168859347701073,
|
|
"m": 0.9624016880989075
|
|
},
|
|
{
|
|
"p": 0.1117691919207573,
|
|
"m": 0.566482663154602
|
|
},
|
|
{
|
|
"p": 0.3404395580291748,
|
|
"m": 0.7326940298080444
|
|
},
|
|
{
|
|
"p": 0.0647423192858696,
|
|
"m": 0.6969420313835144
|
|
},
|
|
{
|
|
"p": 0.04115473851561546,
|
|
"m": 0.20721335709095
|
|
},
|
|
{
|
|
"p": 0.06404224783182144,
|
|
"m": 0.32671016454696655
|
|
},
|
|
{
|
|
"p": 0.027222460135817528,
|
|
"m": 0.8795739412307739
|
|
},
|
|
{
|
|
"p": 0.029971960932016373,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.10305799543857574,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01897501014173031,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.072809137403965,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.28887614607810974,
|
|
"val_loss": 1.0617727041244507,
|
|
"acc": 81.27,
|
|
"time": 216.6428863479523,
|
|
"param": [
|
|
{
|
|
"p": 0.016308948397636414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028025293722748756,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12474775314331055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026708398014307022,
|
|
"m": 0.9827570915222168
|
|
},
|
|
{
|
|
"p": 0.08626075088977814,
|
|
"m": 0.5317854285240173
|
|
},
|
|
{
|
|
"p": 0.36744874715805054,
|
|
"m": 0.7102005481719971
|
|
},
|
|
{
|
|
"p": 0.06807689368724823,
|
|
"m": 0.8689890503883362
|
|
},
|
|
{
|
|
"p": 0.03406989201903343,
|
|
"m": 0.25118234753608704
|
|
},
|
|
{
|
|
"p": 0.0412016436457634,
|
|
"m": 0.3306675851345062
|
|
},
|
|
{
|
|
"p": 0.02399306744337082,
|
|
"m": 0.9253932237625122
|
|
},
|
|
{
|
|
"p": 0.02665584720671177,
|
|
"m": 0.10130266100168228
|
|
},
|
|
{
|
|
"p": 0.07941321283578873,
|
|
"m": 0.13940973579883575
|
|
},
|
|
{
|
|
"p": 0.020048150792717934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05704127252101898,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.44371435046195984,
|
|
"val_loss": 0.8068783283233643,
|
|
"acc": 81.78,
|
|
"time": 217.0502463009907,
|
|
"param": [
|
|
{
|
|
"p": 0.017308026552200317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027332866564393044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14984354376792908,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01769302599132061,
|
|
"m": 0.9567091464996338
|
|
},
|
|
{
|
|
"p": 0.0819520652294159,
|
|
"m": 0.5249910950660706
|
|
},
|
|
{
|
|
"p": 0.355349600315094,
|
|
"m": 0.6131079792976379
|
|
},
|
|
{
|
|
"p": 0.08304012566804886,
|
|
"m": 0.9743324518203735
|
|
},
|
|
{
|
|
"p": 0.036709025502204895,
|
|
"m": 0.11863981932401657
|
|
},
|
|
{
|
|
"p": 0.026248818263411522,
|
|
"m": 0.3609212040901184
|
|
},
|
|
{
|
|
"p": 0.024754269048571587,
|
|
"m": 0.8927040696144104
|
|
},
|
|
{
|
|
"p": 0.029572589322924614,
|
|
"m": 0.11238279193639755
|
|
},
|
|
{
|
|
"p": 0.07488740980625153,
|
|
"m": 0.19402454793453217
|
|
},
|
|
{
|
|
"p": 0.020394114777445793,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05491456761956215,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.3412168025970459,
|
|
"val_loss": 1.0333515405654907,
|
|
"acc": 82.06,
|
|
"time": 215.85972363397013,
|
|
"param": [
|
|
{
|
|
"p": 0.00873560830950737,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023922042921185493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13960368931293488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022211750969290733,
|
|
"m": 0.9845796227455139
|
|
},
|
|
{
|
|
"p": 0.06120731309056282,
|
|
"m": 0.6573134660720825
|
|
},
|
|
{
|
|
"p": 0.3947216272354126,
|
|
"m": 0.6009964346885681
|
|
},
|
|
{
|
|
"p": 0.07425698637962341,
|
|
"m": 0.9734103679656982
|
|
},
|
|
{
|
|
"p": 0.033643610775470734,
|
|
"m": 0.10961351543664932
|
|
},
|
|
{
|
|
"p": 0.06178724020719528,
|
|
"m": 0.3315064013004303
|
|
},
|
|
{
|
|
"p": 0.03972594812512398,
|
|
"m": 0.9058330655097961
|
|
},
|
|
{
|
|
"p": 0.02161817066371441,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.056040674448013306,
|
|
"m": 0.18890248239040375
|
|
},
|
|
{
|
|
"p": 0.020728101953864098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0417972169816494,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.4722190797328949,
|
|
"val_loss": 1.1769224405288696,
|
|
"acc": 82.15,
|
|
"time": 213.5881214250112,
|
|
"param": [
|
|
{
|
|
"p": 0.0007132352329790592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024335676804184914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14966832101345062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023391202092170715,
|
|
"m": 0.9887648224830627
|
|
},
|
|
{
|
|
"p": 0.051409538835287094,
|
|
"m": 0.5391259789466858
|
|
},
|
|
{
|
|
"p": 0.4404124319553375,
|
|
"m": 0.6490513682365417
|
|
},
|
|
{
|
|
"p": 0.05533523112535477,
|
|
"m": 0.9110117554664612
|
|
},
|
|
{
|
|
"p": 0.027644680812954903,
|
|
"m": 0.10999694466590881
|
|
},
|
|
{
|
|
"p": 0.06919791549444199,
|
|
"m": 0.2863912284374237
|
|
},
|
|
{
|
|
"p": 0.0342811718583107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02131775952875614,
|
|
"m": 0.1274125874042511
|
|
},
|
|
{
|
|
"p": 0.04623560979962349,
|
|
"m": 0.24025800824165344
|
|
},
|
|
{
|
|
"p": 0.021112894639372826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0349443294107914,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.24582235515117645,
|
|
"val_loss": 1.0055711269378662,
|
|
"acc": 82.42,
|
|
"time": 209.7458170830505,
|
|
"param": [
|
|
{
|
|
"p": 0.22833526134490967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02172461897134781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10704393684864044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02419416233897209,
|
|
"m": 0.9147265553474426
|
|
},
|
|
{
|
|
"p": 0.036219146102666855,
|
|
"m": 0.49963560700416565
|
|
},
|
|
{
|
|
"p": 0.35098403692245483,
|
|
"m": 0.7135197520256042
|
|
},
|
|
{
|
|
"p": 0.060293663293123245,
|
|
"m": 0.946272611618042
|
|
},
|
|
{
|
|
"p": 0.02542254701256752,
|
|
"m": 0.12279912829399109
|
|
},
|
|
{
|
|
"p": 0.03286036476492882,
|
|
"m": 0.2722454071044922
|
|
},
|
|
{
|
|
"p": 0.026953084394335747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018390925601124763,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031078169122338295,
|
|
"m": 0.2988260090351105
|
|
},
|
|
{
|
|
"p": 0.016004789620637894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020495271310210228,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.4685904085636139,
|
|
"val_loss": 0.7074321508407593,
|
|
"acc": 82.3,
|
|
"time": 210.62573217099998,
|
|
"param": [
|
|
{
|
|
"p": 0.17305444180965424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020197121426463127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1392296403646469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021483533084392548,
|
|
"m": 0.8265675902366638
|
|
},
|
|
{
|
|
"p": 0.027049705386161804,
|
|
"m": 0.49090996384620667
|
|
},
|
|
{
|
|
"p": 0.3755824565887451,
|
|
"m": 0.7439860701560974
|
|
},
|
|
{
|
|
"p": 0.06320081651210785,
|
|
"m": 0.9369167685508728
|
|
},
|
|
{
|
|
"p": 0.027531739324331284,
|
|
"m": 0.15926072001457214
|
|
},
|
|
{
|
|
"p": 0.04580089449882507,
|
|
"m": 0.20672214031219482
|
|
},
|
|
{
|
|
"p": 0.029648665338754654,
|
|
"m": 0.995689332485199
|
|
},
|
|
{
|
|
"p": 0.018589936196804047,
|
|
"m": 0.14456811547279358
|
|
},
|
|
{
|
|
"p": 0.02265189029276371,
|
|
"m": 0.30827245116233826
|
|
},
|
|
{
|
|
"p": 0.015932993963360786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020046059042215347,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.5861353874206543,
|
|
"val_loss": 0.7005478739738464,
|
|
"acc": 82.37,
|
|
"time": 211.81691811198834,
|
|
"param": [
|
|
{
|
|
"p": 0.14262054860591888,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015330376103520393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14583447575569153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021467724815011024,
|
|
"m": 0.7577853798866272
|
|
},
|
|
{
|
|
"p": 0.023908166214823723,
|
|
"m": 0.5264940857887268
|
|
},
|
|
{
|
|
"p": 0.40889760851860046,
|
|
"m": 0.8151989579200745
|
|
},
|
|
{
|
|
"p": 0.05149054527282715,
|
|
"m": 0.7875375151634216
|
|
},
|
|
{
|
|
"p": 0.027997544035315514,
|
|
"m": 0.17664776742458344
|
|
},
|
|
{
|
|
"p": 0.06629227101802826,
|
|
"m": 0.10419359803199768
|
|
},
|
|
{
|
|
"p": 0.03649461269378662,
|
|
"m": 0.9447199702262878
|
|
},
|
|
{
|
|
"p": 0.012799925170838833,
|
|
"m": 0.17890296876430511
|
|
},
|
|
{
|
|
"p": 0.017696121707558632,
|
|
"m": 0.30352532863616943
|
|
},
|
|
{
|
|
"p": 0.010246888734400272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018923204392194748,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.6162343621253967,
|
|
"val_loss": 1.042511224746704,
|
|
"acc": 82.04,
|
|
"time": 213.99953987298068,
|
|
"param": [
|
|
{
|
|
"p": 0.1092083752155304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02609589323401451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16488154232501984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022277461364865303,
|
|
"m": 0.7340406179428101
|
|
},
|
|
{
|
|
"p": 0.019785301759839058,
|
|
"m": 0.6021238565444946
|
|
},
|
|
{
|
|
"p": 0.40474164485931396,
|
|
"m": 0.759816586971283
|
|
},
|
|
{
|
|
"p": 0.053255584090948105,
|
|
"m": 0.7948116064071655
|
|
},
|
|
{
|
|
"p": 0.016285646706819534,
|
|
"m": 0.15183572471141815
|
|
},
|
|
{
|
|
"p": 0.08275271207094193,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.038858529180288315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01738974079489708,
|
|
"m": 0.14232566952705383
|
|
},
|
|
{
|
|
"p": 0.01371079683303833,
|
|
"m": 0.2647768259048462
|
|
},
|
|
{
|
|
"p": 0.014519311487674713,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016237474977970123,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.3558505177497864,
|
|
"val_loss": 0.9006838798522949,
|
|
"acc": 81.98,
|
|
"time": 213.18086397298612,
|
|
"param": [
|
|
{
|
|
"p": 0.07746405899524689,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026827523484826088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11142302304506302,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02334149368107319,
|
|
"m": 0.7920646071434021
|
|
},
|
|
{
|
|
"p": 0.020313164219260216,
|
|
"m": 0.633513867855072
|
|
},
|
|
{
|
|
"p": 0.31967586278915405,
|
|
"m": 0.7614602446556091
|
|
},
|
|
{
|
|
"p": 0.04002945497632027,
|
|
"m": 0.8239902257919312
|
|
},
|
|
{
|
|
"p": 0.224239781498909,
|
|
"m": 0.1169448047876358
|
|
},
|
|
{
|
|
"p": 0.07496830821037292,
|
|
"m": 0.1011933833360672
|
|
},
|
|
{
|
|
"p": 0.028218312188982964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014224987477064133,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.005732118152081966,
|
|
"m": 0.23279394209384918
|
|
},
|
|
{
|
|
"p": 0.01162085123360157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021921072155237198,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.6130354404449463,
|
|
"val_loss": 0.6443036198616028,
|
|
"acc": 82.31,
|
|
"time": 214.58529094501864,
|
|
"param": [
|
|
{
|
|
"p": 0.06459146738052368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02428160235285759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09825188666582108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018791785463690758,
|
|
"m": 0.7279750108718872
|
|
},
|
|
{
|
|
"p": 0.014232862740755081,
|
|
"m": 0.6183114051818848
|
|
},
|
|
{
|
|
"p": 0.3771732449531555,
|
|
"m": 0.7778480052947998
|
|
},
|
|
{
|
|
"p": 0.06227051839232445,
|
|
"m": 0.8388526439666748
|
|
},
|
|
{
|
|
"p": 0.22500558197498322,
|
|
"m": 0.30947455763816833
|
|
},
|
|
{
|
|
"p": 0.03718366473913193,
|
|
"m": 0.15152934193611145
|
|
},
|
|
{
|
|
"p": 0.011256295256316662,
|
|
"m": 0.9811753630638123
|
|
},
|
|
{
|
|
"p": 0.022217297926545143,
|
|
"m": 0.11683499813079834
|
|
},
|
|
{
|
|
"p": 0.01386253908276558,
|
|
"m": 0.2682265043258667
|
|
},
|
|
{
|
|
"p": 0.013603772968053818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017277410253882408,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.1710766553878784,
|
|
"val_loss": 0.7901085615158081,
|
|
"acc": 82.03,
|
|
"time": 216.70158095099032,
|
|
"param": [
|
|
{
|
|
"p": 0.04324335232377052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023418104276061058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1387103796005249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02233262173831463,
|
|
"m": 0.6508990526199341
|
|
},
|
|
{
|
|
"p": 0.01805645041167736,
|
|
"m": 0.6212412714958191
|
|
},
|
|
{
|
|
"p": 0.4169579744338989,
|
|
"m": 0.8812564611434937
|
|
},
|
|
{
|
|
"p": 0.05577757954597473,
|
|
"m": 0.7033658027648926
|
|
},
|
|
{
|
|
"p": 0.15249358117580414,
|
|
"m": 0.1605360358953476
|
|
},
|
|
{
|
|
"p": 0.03785361349582672,
|
|
"m": 0.15722590684890747
|
|
},
|
|
{
|
|
"p": 0.035069748759269714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016489408910274506,
|
|
"m": 0.16378100216388702
|
|
},
|
|
{
|
|
"p": 0.011481591500341892,
|
|
"m": 0.25077304244041443
|
|
},
|
|
{
|
|
"p": 0.01457202434539795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013543596491217613,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.7016339302062988,
|
|
"val_loss": 1.0335288047790527,
|
|
"acc": 82.46,
|
|
"time": 216.42344637808856,
|
|
"param": [
|
|
{
|
|
"p": 0.03669232875108719,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031100105494260788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11775273829698563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02356441132724285,
|
|
"m": 0.48917195200920105
|
|
},
|
|
{
|
|
"p": 0.017829718068242073,
|
|
"m": 0.5680155754089355
|
|
},
|
|
{
|
|
"p": 0.446488618850708,
|
|
"m": 0.8124787211418152
|
|
},
|
|
{
|
|
"p": 0.05807468667626381,
|
|
"m": 0.6849052309989929
|
|
},
|
|
{
|
|
"p": 0.12526346743106842,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05904950946569443,
|
|
"m": 0.21521717309951782
|
|
},
|
|
{
|
|
"p": 0.03295265883207321,
|
|
"m": 0.8958362936973572
|
|
},
|
|
{
|
|
"p": 0.010740233585238457,
|
|
"m": 0.13178807497024536
|
|
},
|
|
{
|
|
"p": 0.013491307385265827,
|
|
"m": 0.20590046048164368
|
|
},
|
|
{
|
|
"p": 0.012939798645675182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014060466550290585,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.4946209490299225,
|
|
"val_loss": 0.7133706212043762,
|
|
"acc": 82.44,
|
|
"time": 218.21384151501115,
|
|
"param": [
|
|
{
|
|
"p": 0.02913610264658928,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02512729912996292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1569547951221466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021788861602544785,
|
|
"m": 0.40155693888664246
|
|
},
|
|
{
|
|
"p": 0.01590457558631897,
|
|
"m": 0.5998282432556152
|
|
},
|
|
{
|
|
"p": 0.45729750394821167,
|
|
"m": 0.6855912208557129
|
|
},
|
|
{
|
|
"p": 0.06001618131995201,
|
|
"m": 0.636844277381897
|
|
},
|
|
{
|
|
"p": 0.09712377190589905,
|
|
"m": 0.11943639814853668
|
|
},
|
|
{
|
|
"p": 0.05188342183828354,
|
|
"m": 0.2015264332294464
|
|
},
|
|
{
|
|
"p": 0.03849852457642555,
|
|
"m": 0.9930763244628906
|
|
},
|
|
{
|
|
"p": 0.0007122635142877698,
|
|
"m": 0.13129490613937378
|
|
},
|
|
{
|
|
"p": 0.014815935865044594,
|
|
"m": 0.21148040890693665
|
|
},
|
|
{
|
|
"p": 0.011804725043475628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018935920670628548,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |