mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 04:00:46 +02:00
13038 lines
No EOL
215 KiB
JSON
13038 lines
No EOL
215 KiB
JSON
{
|
|
"Accuracy": 73.5,
|
|
"Time": [
|
|
251.1431293306389,
|
|
6.082905259747748,
|
|
50390.90387408197
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.01,
|
|
"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": 4.355961799621582,
|
|
"val_loss": 2.245540142059326,
|
|
"acc": 20.13,
|
|
"time": 243.34380782599328,
|
|
"param": [
|
|
{
|
|
"p": 0.01793406903743744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041857168078422546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17013393342494965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045143015682697296,
|
|
"m": 0.7831797003746033
|
|
},
|
|
{
|
|
"p": 0.11879940330982208,
|
|
"m": 0.667741060256958
|
|
},
|
|
{
|
|
"p": 0.09680056571960449,
|
|
"m": 0.5767771005630493
|
|
},
|
|
{
|
|
"p": 0.023270944133400917,
|
|
"m": 0.9049341082572937
|
|
},
|
|
{
|
|
"p": 0.06013844534754753,
|
|
"m": 0.6819407343864441
|
|
},
|
|
{
|
|
"p": 0.024215131998062134,
|
|
"m": 0.4509983956813812
|
|
},
|
|
{
|
|
"p": 0.11070039868354797,
|
|
"m": 0.9042599201202393
|
|
},
|
|
{
|
|
"p": 0.059071704745292664,
|
|
"m": 0.5051592588424683
|
|
},
|
|
{
|
|
"p": 0.06729736179113388,
|
|
"m": 0.8784613013267517
|
|
},
|
|
{
|
|
"p": 0.05079825595021248,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11383960396051407,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.080829620361328,
|
|
"val_loss": 1.9425166845321655,
|
|
"acc": 29.08,
|
|
"time": 248.40915881295223,
|
|
"param": [
|
|
{
|
|
"p": 0.11052393913269043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09349929541349411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14101485908031464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006204196251928806,
|
|
"m": 0.8600053191184998
|
|
},
|
|
{
|
|
"p": 0.05397367849946022,
|
|
"m": 0.8183391094207764
|
|
},
|
|
{
|
|
"p": 0.13212108612060547,
|
|
"m": 0.5898754000663757
|
|
},
|
|
{
|
|
"p": 0.09706135094165802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09388116002082825,
|
|
"m": 0.8051878809928894
|
|
},
|
|
{
|
|
"p": 0.1320519596338272,
|
|
"m": 0.3590450584888458
|
|
},
|
|
{
|
|
"p": 0.06170348823070526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007139489171095192,
|
|
"m": 0.5316598415374756
|
|
},
|
|
{
|
|
"p": 0.06772002577781677,
|
|
"m": 0.9921850562095642
|
|
},
|
|
{
|
|
"p": 0.0007139489171095192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008817103691399097,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 3.917881965637207,
|
|
"val_loss": 1.596544623374939,
|
|
"acc": 40.02,
|
|
"time": 262.92739511898253,
|
|
"param": [
|
|
{
|
|
"p": 0.08835610747337341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053216416388750076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09277209639549255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033251091837882996,
|
|
"m": 0.8800654411315918
|
|
},
|
|
{
|
|
"p": 0.12176452577114105,
|
|
"m": 0.7222575545310974
|
|
},
|
|
{
|
|
"p": 0.07618959248065948,
|
|
"m": 0.5749042630195618
|
|
},
|
|
{
|
|
"p": 0.07196574658155441,
|
|
"m": 0.9592067003250122
|
|
},
|
|
{
|
|
"p": 0.06823311746120453,
|
|
"m": 0.8523580431938171
|
|
},
|
|
{
|
|
"p": 0.09108981490135193,
|
|
"m": 0.25756949186325073
|
|
},
|
|
{
|
|
"p": 0.10370528697967529,
|
|
"m": 0.9317610859870911
|
|
},
|
|
{
|
|
"p": 0.010658451355993748,
|
|
"m": 0.578203558921814
|
|
},
|
|
{
|
|
"p": 0.09000382572412491,
|
|
"m": 0.9980300664901733
|
|
},
|
|
{
|
|
"p": 0.024755503982305527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07403843104839325,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.3233842849731445,
|
|
"val_loss": 1.670652151107788,
|
|
"acc": 41.55,
|
|
"time": 243.1884406330064,
|
|
"param": [
|
|
{
|
|
"p": 0.0955970287322998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007177820079959929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12290233373641968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030146272853016853,
|
|
"m": 0.8385434150695801
|
|
},
|
|
{
|
|
"p": 0.13180534541606903,
|
|
"m": 0.7633218765258789
|
|
},
|
|
{
|
|
"p": 0.03746012970805168,
|
|
"m": 0.6178139448165894
|
|
},
|
|
{
|
|
"p": 0.07435773313045502,
|
|
"m": 0.8888955116271973
|
|
},
|
|
{
|
|
"p": 0.06853851675987244,
|
|
"m": 0.7605428695678711
|
|
},
|
|
{
|
|
"p": 0.09560488164424896,
|
|
"m": 0.2562529444694519
|
|
},
|
|
{
|
|
"p": 0.15116970241069794,
|
|
"m": 0.8453943133354187
|
|
},
|
|
{
|
|
"p": 0.015080101788043976,
|
|
"m": 0.6171333193778992
|
|
},
|
|
{
|
|
"p": 0.07839661091566086,
|
|
"m": 0.9653716683387756
|
|
},
|
|
{
|
|
"p": 0.02804267592728138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07018085569143295,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.384439468383789,
|
|
"val_loss": 1.4886062145233154,
|
|
"acc": 47.58,
|
|
"time": 257.6048402879969,
|
|
"param": [
|
|
{
|
|
"p": 0.07189150899648666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02264927141368389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16720572113990784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028604650869965553,
|
|
"m": 0.9599487781524658
|
|
},
|
|
{
|
|
"p": 0.09536973387002945,
|
|
"m": 0.6967430710792542
|
|
},
|
|
{
|
|
"p": 0.08668152987957001,
|
|
"m": 0.5804671049118042
|
|
},
|
|
{
|
|
"p": 0.050664324313402176,
|
|
"m": 0.8366199731826782
|
|
},
|
|
{
|
|
"p": 0.05311731994152069,
|
|
"m": 0.7592685222625732
|
|
},
|
|
{
|
|
"p": 0.06868412345647812,
|
|
"m": 0.2224302738904953
|
|
},
|
|
{
|
|
"p": 0.151534304022789,
|
|
"m": 0.7990233302116394
|
|
},
|
|
{
|
|
"p": 0.006746317725628614,
|
|
"m": 0.6560578942298889
|
|
},
|
|
{
|
|
"p": 0.1260218620300293,
|
|
"m": 0.9906200170516968
|
|
},
|
|
{
|
|
"p": 0.02372744120657444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04710197076201439,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.99874210357666,
|
|
"val_loss": 1.5137864351272583,
|
|
"acc": 46.2,
|
|
"time": 250.0827753120102,
|
|
"param": [
|
|
{
|
|
"p": 0.04994073882699013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013786572962999344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21842631697654724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01828182488679886,
|
|
"m": 0.8212234377861023
|
|
},
|
|
{
|
|
"p": 0.06228569895029068,
|
|
"m": 0.667930543422699
|
|
},
|
|
{
|
|
"p": 0.12655581533908844,
|
|
"m": 0.4967597424983978
|
|
},
|
|
{
|
|
"p": 0.06421204656362534,
|
|
"m": 0.8697638511657715
|
|
},
|
|
{
|
|
"p": 0.05737747624516487,
|
|
"m": 0.7078585028648376
|
|
},
|
|
{
|
|
"p": 0.043266382068395615,
|
|
"m": 0.3160530924797058
|
|
},
|
|
{
|
|
"p": 0.1474946141242981,
|
|
"m": 0.8473747968673706
|
|
},
|
|
{
|
|
"p": 0.007755996659398079,
|
|
"m": 0.7472205758094788
|
|
},
|
|
{
|
|
"p": 0.14925532042980194,
|
|
"m": 0.9581522941589355
|
|
},
|
|
{
|
|
"p": 0.019464625045657158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021896466612815857,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.305305004119873,
|
|
"val_loss": 1.3819900751113892,
|
|
"acc": 49.95,
|
|
"time": 242.52530385000864,
|
|
"param": [
|
|
{
|
|
"p": 0.036020565778017044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011893896386027336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22960101068019867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024267995730042458,
|
|
"m": 0.8465927243232727
|
|
},
|
|
{
|
|
"p": 0.04383232817053795,
|
|
"m": 0.7120212912559509
|
|
},
|
|
{
|
|
"p": 0.1346401572227478,
|
|
"m": 0.5608119368553162
|
|
},
|
|
{
|
|
"p": 0.06462644785642624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050390563905239105,
|
|
"m": 0.6955058574676514
|
|
},
|
|
{
|
|
"p": 0.03171224519610405,
|
|
"m": 0.29380449652671814
|
|
},
|
|
{
|
|
"p": 0.1678849309682846,
|
|
"m": 0.823236346244812
|
|
},
|
|
{
|
|
"p": 0.011349773965775967,
|
|
"m": 0.7551389932632446
|
|
},
|
|
{
|
|
"p": 0.1488891988992691,
|
|
"m": 0.9595920443534851
|
|
},
|
|
{
|
|
"p": 0.017628701403737068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027262164279818535,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 2.7917592525482178,
|
|
"val_loss": 1.336246132850647,
|
|
"acc": 53.47,
|
|
"time": 242.36603235197254,
|
|
"param": [
|
|
{
|
|
"p": 0.033881720155477524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007863877341151237,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23710846900939941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027653176337480545,
|
|
"m": 0.9073559045791626
|
|
},
|
|
{
|
|
"p": 0.03671542927622795,
|
|
"m": 0.762055516242981
|
|
},
|
|
{
|
|
"p": 0.13946588337421417,
|
|
"m": 0.5396667122840881
|
|
},
|
|
{
|
|
"p": 0.07383093982934952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04400545731186867,
|
|
"m": 0.658072292804718
|
|
},
|
|
{
|
|
"p": 0.02585342898964882,
|
|
"m": 0.3146555721759796
|
|
},
|
|
{
|
|
"p": 0.16354219615459442,
|
|
"m": 0.9157697558403015
|
|
},
|
|
{
|
|
"p": 0.014912287704646587,
|
|
"m": 0.8044841885566711
|
|
},
|
|
{
|
|
"p": 0.16355715692043304,
|
|
"m": 0.9944062232971191
|
|
},
|
|
{
|
|
"p": 0.016172578558325768,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015437317080795765,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.0246310234069824,
|
|
"val_loss": 1.3965903520584106,
|
|
"acc": 49.99,
|
|
"time": 248.95922754699131,
|
|
"param": [
|
|
{
|
|
"p": 0.03453250974416733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008608386851847172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23513200879096985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027944207191467285,
|
|
"m": 0.8145149946212769
|
|
},
|
|
{
|
|
"p": 0.023844681680202484,
|
|
"m": 0.7489045262336731
|
|
},
|
|
{
|
|
"p": 0.08532633632421494,
|
|
"m": 0.5866621732711792
|
|
},
|
|
{
|
|
"p": 0.047219663858413696,
|
|
"m": 0.9701901078224182
|
|
},
|
|
{
|
|
"p": 0.04979179799556732,
|
|
"m": 0.8101550340652466
|
|
},
|
|
{
|
|
"p": 0.026588620617985725,
|
|
"m": 0.3160705864429474
|
|
},
|
|
{
|
|
"p": 0.1374558061361313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012431412003934383,
|
|
"m": 0.8420289754867554
|
|
},
|
|
{
|
|
"p": 0.13025230169296265,
|
|
"m": 0.9691411852836609
|
|
},
|
|
{
|
|
"p": 0.017502376809716225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16336989402770996,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 3.058074951171875,
|
|
"val_loss": 1.3123801946640015,
|
|
"acc": 52.1,
|
|
"time": 229.48085408500629,
|
|
"param": [
|
|
{
|
|
"p": 0.03336723521351814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030636396259069443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22146983444690704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029996510595083237,
|
|
"m": 0.8476504683494568
|
|
},
|
|
{
|
|
"p": 0.043140728026628494,
|
|
"m": 0.7714516520500183
|
|
},
|
|
{
|
|
"p": 0.1111406609416008,
|
|
"m": 0.5976604223251343
|
|
},
|
|
{
|
|
"p": 0.038431815803050995,
|
|
"m": 0.9443219304084778
|
|
},
|
|
{
|
|
"p": 0.05731148645281792,
|
|
"m": 0.7764341831207275
|
|
},
|
|
{
|
|
"p": 0.026137998327612877,
|
|
"m": 0.3674027621746063
|
|
},
|
|
{
|
|
"p": 0.13480979204177856,
|
|
"m": 0.9018859267234802
|
|
},
|
|
{
|
|
"p": 0.01001229789108038,
|
|
"m": 0.7163511514663696
|
|
},
|
|
{
|
|
"p": 0.13889357447624207,
|
|
"m": 0.9657101035118103
|
|
},
|
|
{
|
|
"p": 0.015106858685612679,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10954482853412628,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.841871738433838,
|
|
"val_loss": 1.2418615818023682,
|
|
"acc": 56.05,
|
|
"time": 254.61895045998972,
|
|
"param": [
|
|
{
|
|
"p": 0.037882257252931595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013365890830755234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23405179381370544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02140624076128006,
|
|
"m": 0.7873316407203674
|
|
},
|
|
{
|
|
"p": 0.0164185781031847,
|
|
"m": 0.8043784499168396
|
|
},
|
|
{
|
|
"p": 0.08892606943845749,
|
|
"m": 0.6135132312774658
|
|
},
|
|
{
|
|
"p": 0.06911750137805939,
|
|
"m": 0.9682013392448425
|
|
},
|
|
{
|
|
"p": 0.06426217406988144,
|
|
"m": 0.9521832466125488
|
|
},
|
|
{
|
|
"p": 0.019910400733351707,
|
|
"m": 0.3752094507217407
|
|
},
|
|
{
|
|
"p": 0.1740504950284958,
|
|
"m": 0.8182831406593323
|
|
},
|
|
{
|
|
"p": 0.012402025982737541,
|
|
"m": 0.796772837638855
|
|
},
|
|
{
|
|
"p": 0.1661331057548523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016953393816947937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06512005627155304,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.648005247116089,
|
|
"val_loss": 1.1672011613845825,
|
|
"acc": 56.75,
|
|
"time": 246.5016597119975,
|
|
"param": [
|
|
{
|
|
"p": 0.036379795521497726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006324418820440769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24963665008544922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020639192312955856,
|
|
"m": 0.7582663297653198
|
|
},
|
|
{
|
|
"p": 0.016265220940113068,
|
|
"m": 0.7551267743110657
|
|
},
|
|
{
|
|
"p": 0.055589474737644196,
|
|
"m": 0.5921000838279724
|
|
},
|
|
{
|
|
"p": 0.07579391449689865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054242998361587524,
|
|
"m": 0.9287142753601074
|
|
},
|
|
{
|
|
"p": 0.0338815413415432,
|
|
"m": 0.3948062062263489
|
|
},
|
|
{
|
|
"p": 0.20081770420074463,
|
|
"m": 0.8082549571990967
|
|
},
|
|
{
|
|
"p": 0.01887260191142559,
|
|
"m": 0.6695314049720764
|
|
},
|
|
{
|
|
"p": 0.1786419004201889,
|
|
"m": 0.9792389273643494
|
|
},
|
|
{
|
|
"p": 0.014900152571499348,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03801446035504341,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 2.632359504699707,
|
|
"val_loss": 1.282251000404358,
|
|
"acc": 52.89,
|
|
"time": 249.42039449396543,
|
|
"param": [
|
|
{
|
|
"p": 0.03031613677740097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07032228261232376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23047295212745667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036619674414396286,
|
|
"m": 0.839433491230011
|
|
},
|
|
{
|
|
"p": 0.026031384244561195,
|
|
"m": 0.7723603248596191
|
|
},
|
|
{
|
|
"p": 0.03467375785112381,
|
|
"m": 0.597006618976593
|
|
},
|
|
{
|
|
"p": 0.06662598997354507,
|
|
"m": 0.8260373473167419
|
|
},
|
|
{
|
|
"p": 0.06334847211837769,
|
|
"m": 0.981402575969696
|
|
},
|
|
{
|
|
"p": 0.03209265321493149,
|
|
"m": 0.4094184339046478
|
|
},
|
|
{
|
|
"p": 0.1817806363105774,
|
|
"m": 0.9426864981651306
|
|
},
|
|
{
|
|
"p": 0.017079267650842667,
|
|
"m": 0.711466908454895
|
|
},
|
|
{
|
|
"p": 0.17989054322242737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011899692006409168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018846562132239342,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 2.3064746856689453,
|
|
"val_loss": 1.1033025979995728,
|
|
"acc": 58.7,
|
|
"time": 240.0850885810214,
|
|
"param": [
|
|
{
|
|
"p": 0.03729032725095749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035382069647312164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23812709748744965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03874587640166283,
|
|
"m": 0.7473008036613464
|
|
},
|
|
{
|
|
"p": 0.04743047058582306,
|
|
"m": 0.7833318114280701
|
|
},
|
|
{
|
|
"p": 0.03400764986872673,
|
|
"m": 0.5382999181747437
|
|
},
|
|
{
|
|
"p": 0.07761486619710922,
|
|
"m": 0.7677231431007385
|
|
},
|
|
{
|
|
"p": 0.052179526537656784,
|
|
"m": 0.992486298084259
|
|
},
|
|
{
|
|
"p": 0.029781976714730263,
|
|
"m": 0.4080326557159424
|
|
},
|
|
{
|
|
"p": 0.18800322711467743,
|
|
"m": 0.9649335145950317
|
|
},
|
|
{
|
|
"p": 0.013826058246195316,
|
|
"m": 0.5846917629241943
|
|
},
|
|
{
|
|
"p": 0.18288403749465942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019462568685412407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005264248698949814,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 2.373253107070923,
|
|
"val_loss": 1.214785099029541,
|
|
"acc": 58.0,
|
|
"time": 248.114712670038,
|
|
"param": [
|
|
{
|
|
"p": 0.037134766578674316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02542867697775364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23823349177837372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027268098667263985,
|
|
"m": 0.7388875484466553
|
|
},
|
|
{
|
|
"p": 0.04268744960427284,
|
|
"m": 0.8663219809532166
|
|
},
|
|
{
|
|
"p": 0.03369733691215515,
|
|
"m": 0.598845899105072
|
|
},
|
|
{
|
|
"p": 0.08720770478248596,
|
|
"m": 0.8050775527954102
|
|
},
|
|
{
|
|
"p": 0.05622423440217972,
|
|
"m": 0.8360818028450012
|
|
},
|
|
{
|
|
"p": 0.024719897657632828,
|
|
"m": 0.47701624035835266
|
|
},
|
|
{
|
|
"p": 0.1877269446849823,
|
|
"m": 0.90655118227005
|
|
},
|
|
{
|
|
"p": 0.016972320154309273,
|
|
"m": 0.7415616512298584
|
|
},
|
|
{
|
|
"p": 0.19057752192020416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019007574766874313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013114137575030327,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 2.1473467350006104,
|
|
"val_loss": 1.0038964748382568,
|
|
"acc": 60.2,
|
|
"time": 242.72405129298568,
|
|
"param": [
|
|
{
|
|
"p": 0.04064415395259857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01354210451245308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21466104686260223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032111797481775284,
|
|
"m": 0.6271443367004395
|
|
},
|
|
{
|
|
"p": 0.03047667071223259,
|
|
"m": 0.893186628818512
|
|
},
|
|
{
|
|
"p": 0.03508353233337402,
|
|
"m": 0.6355224847793579
|
|
},
|
|
{
|
|
"p": 0.08085929602384567,
|
|
"m": 0.7084600329399109
|
|
},
|
|
{
|
|
"p": 0.05752917006611824,
|
|
"m": 0.8125978708267212
|
|
},
|
|
{
|
|
"p": 0.03413178399205208,
|
|
"m": 0.47341805696487427
|
|
},
|
|
{
|
|
"p": 0.1938108652830124,
|
|
"m": 0.8705929517745972
|
|
},
|
|
{
|
|
"p": 0.020213719457387924,
|
|
"m": 0.8582497835159302
|
|
},
|
|
{
|
|
"p": 0.1902317851781845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01907242275774479,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03763158246874809,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 2.4047348499298096,
|
|
"val_loss": 1.0111873149871826,
|
|
"acc": 63.2,
|
|
"time": 252.5858876609709,
|
|
"param": [
|
|
{
|
|
"p": 0.03870927914977074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009462440386414528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23835742473602295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031968895345926285,
|
|
"m": 0.5266836881637573
|
|
},
|
|
{
|
|
"p": 0.03318873792886734,
|
|
"m": 0.7881037592887878
|
|
},
|
|
{
|
|
"p": 0.029921185225248337,
|
|
"m": 0.6944763660430908
|
|
},
|
|
{
|
|
"p": 0.0794072225689888,
|
|
"m": 0.8477564454078674
|
|
},
|
|
{
|
|
"p": 0.07997072488069534,
|
|
"m": 0.9018992185592651
|
|
},
|
|
{
|
|
"p": 0.02834116481244564,
|
|
"m": 0.5076550841331482
|
|
},
|
|
{
|
|
"p": 0.18584884703159332,
|
|
"m": 0.9082106947898865
|
|
},
|
|
{
|
|
"p": 0.017543256282806396,
|
|
"m": 0.8359183073043823
|
|
},
|
|
{
|
|
"p": 0.18538379669189453,
|
|
"m": 0.941041111946106
|
|
},
|
|
{
|
|
"p": 0.01773403212428093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024162959307432175,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 2.40059494972229,
|
|
"val_loss": 1.0854079723358154,
|
|
"acc": 61.01,
|
|
"time": 254.33792685397202,
|
|
"param": [
|
|
{
|
|
"p": 0.03980975225567818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010502133518457413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25847524404525757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037421565502882004,
|
|
"m": 0.5683512091636658
|
|
},
|
|
{
|
|
"p": 0.027019618079066277,
|
|
"m": 0.9182319641113281
|
|
},
|
|
{
|
|
"p": 0.036495596170425415,
|
|
"m": 0.7577370405197144
|
|
},
|
|
{
|
|
"p": 0.07956946641206741,
|
|
"m": 0.7784278988838196
|
|
},
|
|
{
|
|
"p": 0.07667049765586853,
|
|
"m": 0.9810826778411865
|
|
},
|
|
{
|
|
"p": 0.034323420375585556,
|
|
"m": 0.5255746841430664
|
|
},
|
|
{
|
|
"p": 0.1632225513458252,
|
|
"m": 0.9154621958732605
|
|
},
|
|
{
|
|
"p": 0.017697617411613464,
|
|
"m": 0.7679713368415833
|
|
},
|
|
{
|
|
"p": 0.18155966699123383,
|
|
"m": 0.9887946248054504
|
|
},
|
|
{
|
|
"p": 0.01852266862988472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01871027611196041,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7466963529586792,
|
|
"val_loss": 0.9919562935829163,
|
|
"acc": 63.2,
|
|
"time": 250.5636255919817,
|
|
"param": [
|
|
{
|
|
"p": 0.03524725139141083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010368699207901955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23009093105793,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035928934812545776,
|
|
"m": 0.6184053421020508
|
|
},
|
|
{
|
|
"p": 0.03528256714344025,
|
|
"m": 0.858332633972168
|
|
},
|
|
{
|
|
"p": 0.026445697993040085,
|
|
"m": 0.827388346195221
|
|
},
|
|
{
|
|
"p": 0.08466331660747528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223328202962875,
|
|
"m": 0.8842635750770569
|
|
},
|
|
{
|
|
"p": 0.04231911525130272,
|
|
"m": 0.5608647465705872
|
|
},
|
|
{
|
|
"p": 0.1892280876636505,
|
|
"m": 0.9527311325073242
|
|
},
|
|
{
|
|
"p": 0.017512092366814613,
|
|
"m": 0.7763634920120239
|
|
},
|
|
{
|
|
"p": 0.18451359868049622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021081242710351944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01508532464504242,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 2.193317174911499,
|
|
"val_loss": 1.0128748416900635,
|
|
"acc": 62.85,
|
|
"time": 252.80289528204594,
|
|
"param": [
|
|
{
|
|
"p": 0.034030377864837646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015950847417116165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24843858182430267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04105103760957718,
|
|
"m": 0.6323443651199341
|
|
},
|
|
{
|
|
"p": 0.02498202957212925,
|
|
"m": 0.75990891456604
|
|
},
|
|
{
|
|
"p": 0.02600589394569397,
|
|
"m": 0.8575348258018494
|
|
},
|
|
{
|
|
"p": 0.07976711541414261,
|
|
"m": 0.8780752420425415
|
|
},
|
|
{
|
|
"p": 0.0773014947772026,
|
|
"m": 0.8010947704315186
|
|
},
|
|
{
|
|
"p": 0.03853359818458557,
|
|
"m": 0.5815800428390503
|
|
},
|
|
{
|
|
"p": 0.170488640666008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01936250366270542,
|
|
"m": 0.6549179553985596
|
|
},
|
|
{
|
|
"p": 0.18657025694847107,
|
|
"m": 0.9986040592193604
|
|
},
|
|
{
|
|
"p": 0.022469302639365196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015048318542540073,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 2.2120447158813477,
|
|
"val_loss": 1.0542711019515991,
|
|
"acc": 63.76,
|
|
"time": 261.4901280979975,
|
|
"param": [
|
|
{
|
|
"p": 0.03482329845428467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010052574798464775,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24252831935882568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033088527619838715,
|
|
"m": 0.7361303567886353
|
|
},
|
|
{
|
|
"p": 0.029911627992987633,
|
|
"m": 0.7494522333145142
|
|
},
|
|
{
|
|
"p": 0.0341748408973217,
|
|
"m": 0.9242648482322693
|
|
},
|
|
{
|
|
"p": 0.07458146661520004,
|
|
"m": 0.9458532929420471
|
|
},
|
|
{
|
|
"p": 0.06456693261861801,
|
|
"m": 0.822026252746582
|
|
},
|
|
{
|
|
"p": 0.034741710871458054,
|
|
"m": 0.680419921875
|
|
},
|
|
{
|
|
"p": 0.1920386701822281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021685197949409485,
|
|
"m": 0.7498691082000732
|
|
},
|
|
{
|
|
"p": 0.18597635626792908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02213834412395954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019692134112119675,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 2.1576757431030273,
|
|
"val_loss": 1.0051531791687012,
|
|
"acc": 62.41,
|
|
"time": 250.25679595698602,
|
|
"param": [
|
|
{
|
|
"p": 0.037278030067682266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015768468379974365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2361495941877365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03459484875202179,
|
|
"m": 0.7681750655174255
|
|
},
|
|
{
|
|
"p": 0.031153172254562378,
|
|
"m": 0.7179580330848694
|
|
},
|
|
{
|
|
"p": 0.032630953937768936,
|
|
"m": 0.9662071466445923
|
|
},
|
|
{
|
|
"p": 0.08903948217630386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05516393482685089,
|
|
"m": 0.7923213243484497
|
|
},
|
|
{
|
|
"p": 0.03150857239961624,
|
|
"m": 0.6957689523696899
|
|
},
|
|
{
|
|
"p": 0.18664512038230896,
|
|
"m": 0.9628427624702454
|
|
},
|
|
{
|
|
"p": 0.01981954835355282,
|
|
"m": 0.7235570549964905
|
|
},
|
|
{
|
|
"p": 0.18883851170539856,
|
|
"m": 0.9994493722915649
|
|
},
|
|
{
|
|
"p": 0.020681796595454216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02072802372276783,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.796459674835205,
|
|
"val_loss": 0.9977542161941528,
|
|
"acc": 65.18,
|
|
"time": 250.10917278099805,
|
|
"param": [
|
|
{
|
|
"p": 0.0314885638654232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009861480444669724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23725852370262146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024555372074246407,
|
|
"m": 0.7435867190361023
|
|
},
|
|
{
|
|
"p": 0.03924218937754631,
|
|
"m": 0.7112326622009277
|
|
},
|
|
{
|
|
"p": 0.0374365858733654,
|
|
"m": 0.9392006397247314
|
|
},
|
|
{
|
|
"p": 0.0750812217593193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07994489371776581,
|
|
"m": 0.8965353965759277
|
|
},
|
|
{
|
|
"p": 0.03765370324254036,
|
|
"m": 0.7299913763999939
|
|
},
|
|
{
|
|
"p": 0.19594094157218933,
|
|
"m": 0.9991090893745422
|
|
},
|
|
{
|
|
"p": 0.017201026901602745,
|
|
"m": 0.7719177603721619
|
|
},
|
|
{
|
|
"p": 0.17751376330852509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012716416269540787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024105282500386238,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 2.172940731048584,
|
|
"val_loss": 1.0371100902557373,
|
|
"acc": 63.48,
|
|
"time": 244.29457577498397,
|
|
"param": [
|
|
{
|
|
"p": 0.03446878492832184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01621372438967228,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2324463576078415,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0342915803194046,
|
|
"m": 0.7666150331497192
|
|
},
|
|
{
|
|
"p": 0.038185860961675644,
|
|
"m": 0.6745977997779846
|
|
},
|
|
{
|
|
"p": 0.034388355910778046,
|
|
"m": 0.9200239777565002
|
|
},
|
|
{
|
|
"p": 0.09158794581890106,
|
|
"m": 0.9276055097579956
|
|
},
|
|
{
|
|
"p": 0.05772199109196663,
|
|
"m": 0.8516467809677124
|
|
},
|
|
{
|
|
"p": 0.03342719003558159,
|
|
"m": 0.713032603263855
|
|
},
|
|
{
|
|
"p": 0.19295932352542877,
|
|
"m": 0.9615975618362427
|
|
},
|
|
{
|
|
"p": 0.015452281571924686,
|
|
"m": 0.8535019159317017
|
|
},
|
|
{
|
|
"p": 0.1836165338754654,
|
|
"m": 0.9915128350257874
|
|
},
|
|
{
|
|
"p": 0.015557646751403809,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019682424142956734,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5801796913146973,
|
|
"val_loss": 1.055677890777588,
|
|
"acc": 66.08,
|
|
"time": 245.83278381900163,
|
|
"param": [
|
|
{
|
|
"p": 0.028154628351330757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01338228490203619,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2230764925479889,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03920736536383629,
|
|
"m": 0.8165648579597473
|
|
},
|
|
{
|
|
"p": 0.037466950714588165,
|
|
"m": 0.6505786180496216
|
|
},
|
|
{
|
|
"p": 0.021825918927788734,
|
|
"m": 0.9744226336479187
|
|
},
|
|
{
|
|
"p": 0.09042257070541382,
|
|
"m": 0.8990101218223572
|
|
},
|
|
{
|
|
"p": 0.07702740281820297,
|
|
"m": 0.8488510847091675
|
|
},
|
|
{
|
|
"p": 0.0435636043548584,
|
|
"m": 0.7721868753433228
|
|
},
|
|
{
|
|
"p": 0.18630534410476685,
|
|
"m": 0.8913040161132812
|
|
},
|
|
{
|
|
"p": 0.0007079888018779457,
|
|
"m": 0.9212324619293213
|
|
},
|
|
{
|
|
"p": 0.19392019510269165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019238268956542015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02570103295147419,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.6697444915771484,
|
|
"val_loss": 1.0641729831695557,
|
|
"acc": 63.36,
|
|
"time": 244.91339193400927,
|
|
"param": [
|
|
{
|
|
"p": 0.031103679910302162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014911627396941185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2231539487838745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021310478448867798,
|
|
"m": 0.8149712681770325
|
|
},
|
|
{
|
|
"p": 0.0353061780333519,
|
|
"m": 0.6275210380554199
|
|
},
|
|
{
|
|
"p": 0.03512429818511009,
|
|
"m": 0.998032808303833
|
|
},
|
|
{
|
|
"p": 0.08091705292463303,
|
|
"m": 0.8252028822898865
|
|
},
|
|
{
|
|
"p": 0.07397057861089706,
|
|
"m": 0.9951375722885132
|
|
},
|
|
{
|
|
"p": 0.03736022859811783,
|
|
"m": 0.837368905544281
|
|
},
|
|
{
|
|
"p": 0.1792040318250656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07230599224567413,
|
|
"m": 0.8813567161560059
|
|
},
|
|
{
|
|
"p": 0.16145744919776917,
|
|
"m": 0.9988948106765747
|
|
},
|
|
{
|
|
"p": 0.022128131240606308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011746368370950222,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.8549225330352783,
|
|
"val_loss": 1.079102873802185,
|
|
"acc": 65.32,
|
|
"time": 242.1591031809803,
|
|
"param": [
|
|
{
|
|
"p": 0.04080783948302269,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01948806270956993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24940548837184906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04482908174395561,
|
|
"m": 0.7935433387756348
|
|
},
|
|
{
|
|
"p": 0.02974924072623253,
|
|
"m": 0.5775347948074341
|
|
},
|
|
{
|
|
"p": 0.038389865309000015,
|
|
"m": 0.9532188773155212
|
|
},
|
|
{
|
|
"p": 0.05863970145583153,
|
|
"m": 0.8223413228988647
|
|
},
|
|
{
|
|
"p": 0.08400867879390717,
|
|
"m": 0.971565842628479
|
|
},
|
|
{
|
|
"p": 0.025557266548275948,
|
|
"m": 0.8042073249816895
|
|
},
|
|
{
|
|
"p": 0.17318196594715118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02184857800602913,
|
|
"m": 0.7347158789634705
|
|
},
|
|
{
|
|
"p": 0.1742943972349167,
|
|
"m": 0.9965505003929138
|
|
},
|
|
{
|
|
"p": 0.018300222232937813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021499624475836754,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.4407222270965576,
|
|
"val_loss": 1.0417652130126953,
|
|
"acc": 62.69,
|
|
"time": 251.4062140949536,
|
|
"param": [
|
|
{
|
|
"p": 0.037660904228687286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026868736371397972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23677970468997955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04654977470636368,
|
|
"m": 0.8352404832839966
|
|
},
|
|
{
|
|
"p": 0.03579527139663696,
|
|
"m": 0.5832670331001282
|
|
},
|
|
{
|
|
"p": 0.03026009164750576,
|
|
"m": 0.9888126850128174
|
|
},
|
|
{
|
|
"p": 0.07106280326843262,
|
|
"m": 0.9630163311958313
|
|
},
|
|
{
|
|
"p": 0.07308858633041382,
|
|
"m": 0.9527859687805176
|
|
},
|
|
{
|
|
"p": 0.035616807639598846,
|
|
"m": 0.8405159711837769
|
|
},
|
|
{
|
|
"p": 0.1790805459022522,
|
|
"m": 0.9951814413070679
|
|
},
|
|
{
|
|
"p": 0.009018070995807648,
|
|
"m": 0.7328940629959106
|
|
},
|
|
{
|
|
"p": 0.1728878915309906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02122660167515278,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024104198440909386,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.8866419792175293,
|
|
"val_loss": 1.0625267028808594,
|
|
"acc": 66.56,
|
|
"time": 254.4067883680109,
|
|
"param": [
|
|
{
|
|
"p": 0.03569537028670311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008129493333399296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21513263881206512,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036486368626356125,
|
|
"m": 0.9228076934814453
|
|
},
|
|
{
|
|
"p": 0.03837163373827934,
|
|
"m": 0.7222490906715393
|
|
},
|
|
{
|
|
"p": 0.02103276178240776,
|
|
"m": 0.9997934699058533
|
|
},
|
|
{
|
|
"p": 0.07695962488651276,
|
|
"m": 0.9856352210044861
|
|
},
|
|
{
|
|
"p": 0.08757016062736511,
|
|
"m": 0.9020542502403259
|
|
},
|
|
{
|
|
"p": 0.039381127804517746,
|
|
"m": 0.8463484048843384
|
|
},
|
|
{
|
|
"p": 0.1803756058216095,
|
|
"m": 0.9551002979278564
|
|
},
|
|
{
|
|
"p": 0.06930018961429596,
|
|
"m": 0.815422773361206
|
|
},
|
|
{
|
|
"p": 0.1631697565317154,
|
|
"m": 0.9984740018844604
|
|
},
|
|
{
|
|
"p": 0.017060907557606697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011334418319165707,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.6804026365280151,
|
|
"val_loss": 1.000159740447998,
|
|
"acc": 64.89,
|
|
"time": 256.2465066490113,
|
|
"param": [
|
|
{
|
|
"p": 0.03686702623963356,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06045873835682869,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23111653327941895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04190430790185928,
|
|
"m": 0.838388979434967
|
|
},
|
|
{
|
|
"p": 0.02756999433040619,
|
|
"m": 0.705043613910675
|
|
},
|
|
{
|
|
"p": 0.022446708753705025,
|
|
"m": 0.9404481649398804
|
|
},
|
|
{
|
|
"p": 0.06536480039358139,
|
|
"m": 0.8882959485054016
|
|
},
|
|
{
|
|
"p": 0.0737290233373642,
|
|
"m": 0.8607863187789917
|
|
},
|
|
{
|
|
"p": 0.03702387586236,
|
|
"m": 0.8608825206756592
|
|
},
|
|
{
|
|
"p": 0.18770916759967804,
|
|
"m": 0.9975617527961731
|
|
},
|
|
{
|
|
"p": 0.01872377283871174,
|
|
"m": 0.9318114519119263
|
|
},
|
|
{
|
|
"p": 0.16158238053321838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015559818595647812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01994393579661846,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.715887427330017,
|
|
"val_loss": 1.0700513124465942,
|
|
"acc": 66.66,
|
|
"time": 246.45843833201798,
|
|
"param": [
|
|
{
|
|
"p": 0.04013173654675484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013836758211255074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25308850407600403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034691039472818375,
|
|
"m": 0.7785751819610596
|
|
},
|
|
{
|
|
"p": 0.03514575958251953,
|
|
"m": 0.6488894820213318
|
|
},
|
|
{
|
|
"p": 0.024045655503869057,
|
|
"m": 0.8831836581230164
|
|
},
|
|
{
|
|
"p": 0.09298708289861679,
|
|
"m": 0.8208088278770447
|
|
},
|
|
{
|
|
"p": 0.08268624544143677,
|
|
"m": 0.8176214098930359
|
|
},
|
|
{
|
|
"p": 0.01567854918539524,
|
|
"m": 0.9507251381874084
|
|
},
|
|
{
|
|
"p": 0.1896611899137497,
|
|
"m": 0.986021101474762
|
|
},
|
|
{
|
|
"p": 0.00963645987212658,
|
|
"m": 0.8698123097419739
|
|
},
|
|
{
|
|
"p": 0.1782490760087967,
|
|
"m": 0.994767427444458
|
|
},
|
|
{
|
|
"p": 0.020518435165286064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00964339915663004,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.592864990234375,
|
|
"val_loss": 0.9484187364578247,
|
|
"acc": 66.6,
|
|
"time": 245.41788884304697,
|
|
"param": [
|
|
{
|
|
"p": 0.02977053076028824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011296567507088184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2289983332157135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043935809284448624,
|
|
"m": 0.8424733281135559
|
|
},
|
|
{
|
|
"p": 0.039608150720596313,
|
|
"m": 0.6318545937538147
|
|
},
|
|
{
|
|
"p": 0.03154611587524414,
|
|
"m": 0.8290121555328369
|
|
},
|
|
{
|
|
"p": 0.10013272613286972,
|
|
"m": 0.9423136711120605
|
|
},
|
|
{
|
|
"p": 0.08294061571359634,
|
|
"m": 0.9976259469985962
|
|
},
|
|
{
|
|
"p": 0.035489294677972794,
|
|
"m": 0.9944400191307068
|
|
},
|
|
{
|
|
"p": 0.19085457921028137,
|
|
"m": 0.9918068647384644
|
|
},
|
|
{
|
|
"p": 0.012281989678740501,
|
|
"m": 0.938671886920929
|
|
},
|
|
{
|
|
"p": 0.15508466958999634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016397150233387947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02166345715522766,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.5172425508499146,
|
|
"val_loss": 0.8274194002151489,
|
|
"acc": 68.12,
|
|
"time": 243.4559622920351,
|
|
"param": [
|
|
{
|
|
"p": 0.03730691969394684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012834258377552032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20218431949615479,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04210398346185684,
|
|
"m": 0.7971999645233154
|
|
},
|
|
{
|
|
"p": 0.038967669010162354,
|
|
"m": 0.4080362617969513
|
|
},
|
|
{
|
|
"p": 0.03260386735200882,
|
|
"m": 0.8617883920669556
|
|
},
|
|
{
|
|
"p": 0.08215019851922989,
|
|
"m": 0.9777089357376099
|
|
},
|
|
{
|
|
"p": 0.06030929833650589,
|
|
"m": 0.8786270022392273
|
|
},
|
|
{
|
|
"p": 0.03212856128811836,
|
|
"m": 0.9179568290710449
|
|
},
|
|
{
|
|
"p": 0.16122357547283173,
|
|
"m": 0.9641569256782532
|
|
},
|
|
{
|
|
"p": 0.00921357236802578,
|
|
"m": 0.9635890126228333
|
|
},
|
|
{
|
|
"p": 0.15233692526817322,
|
|
"m": 0.9985877871513367
|
|
},
|
|
{
|
|
"p": 0.11593781411647797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020699013024568558,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.3571425676345825,
|
|
"val_loss": 0.8946998119354248,
|
|
"acc": 67.27,
|
|
"time": 249.97215816896642,
|
|
"param": [
|
|
{
|
|
"p": 0.03234139829874039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011844312772154808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23528389632701874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032381821423769,
|
|
"m": 0.819508969783783
|
|
},
|
|
{
|
|
"p": 0.03803081065416336,
|
|
"m": 0.28985729813575745
|
|
},
|
|
{
|
|
"p": 0.01586311310529709,
|
|
"m": 0.8995888233184814
|
|
},
|
|
{
|
|
"p": 0.09744606912136078,
|
|
"m": 0.8799524307250977
|
|
},
|
|
{
|
|
"p": 0.077878437936306,
|
|
"m": 0.8320338129997253
|
|
},
|
|
{
|
|
"p": 0.03548910468816757,
|
|
"m": 0.9059790372848511
|
|
},
|
|
{
|
|
"p": 0.1980431079864502,
|
|
"m": 0.8775804042816162
|
|
},
|
|
{
|
|
"p": 0.007330985274165869,
|
|
"m": 0.9535224437713623
|
|
},
|
|
{
|
|
"p": 0.16942918300628662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02791709266602993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020720697939395905,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.6730830669403076,
|
|
"val_loss": 1.0845978260040283,
|
|
"acc": 67.22,
|
|
"time": 243.4355401910143,
|
|
"param": [
|
|
{
|
|
"p": 0.0357610359787941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004221072420477867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21162356436252594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036788299679756165,
|
|
"m": 0.8659034371376038
|
|
},
|
|
{
|
|
"p": 0.036175068467855453,
|
|
"m": 0.3516636788845062
|
|
},
|
|
{
|
|
"p": 0.11911891400814056,
|
|
"m": 0.8583154678344727
|
|
},
|
|
{
|
|
"p": 0.0794731006026268,
|
|
"m": 0.702485203742981
|
|
},
|
|
{
|
|
"p": 0.06665705889463425,
|
|
"m": 0.8865388631820679
|
|
},
|
|
{
|
|
"p": 0.037154290825128555,
|
|
"m": 0.8297167420387268
|
|
},
|
|
{
|
|
"p": 0.16429799795150757,
|
|
"m": 0.9205902814865112
|
|
},
|
|
{
|
|
"p": 0.010114891454577446,
|
|
"m": 0.9017361998558044
|
|
},
|
|
{
|
|
"p": 0.16109055280685425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009563660249114037,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027960484847426414,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.2369071245193481,
|
|
"val_loss": 0.764561116695404,
|
|
"acc": 67.85,
|
|
"time": 246.32624172896612,
|
|
"param": [
|
|
{
|
|
"p": 0.0343407541513443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010152225382626057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2378370463848114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035914789885282516,
|
|
"m": 0.6856364607810974
|
|
},
|
|
{
|
|
"p": 0.04433182626962662,
|
|
"m": 0.5052319169044495
|
|
},
|
|
{
|
|
"p": 0.024785885587334633,
|
|
"m": 0.7736823558807373
|
|
},
|
|
{
|
|
"p": 0.07902678847312927,
|
|
"m": 0.8452485203742981
|
|
},
|
|
{
|
|
"p": 0.08111898601055145,
|
|
"m": 0.7182785868644714
|
|
},
|
|
{
|
|
"p": 0.04139755666255951,
|
|
"m": 0.7485382556915283
|
|
},
|
|
{
|
|
"p": 0.18753200769424438,
|
|
"m": 0.943729817867279
|
|
},
|
|
{
|
|
"p": 0.0168356541544199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16867689788341522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013953681103885174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024095915257930756,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.7174378633499146,
|
|
"val_loss": 0.9510490894317627,
|
|
"acc": 67.69,
|
|
"time": 257.9279127190239,
|
|
"param": [
|
|
{
|
|
"p": 0.03693116828799248,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014991804026067257,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23240073025226593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045717574656009674,
|
|
"m": 0.6798892617225647
|
|
},
|
|
{
|
|
"p": 0.03651848062872887,
|
|
"m": 0.2866305708885193
|
|
},
|
|
{
|
|
"p": 0.013733761385083199,
|
|
"m": 0.7788615822792053
|
|
},
|
|
{
|
|
"p": 0.09259600192308426,
|
|
"m": 0.8061038851737976
|
|
},
|
|
{
|
|
"p": 0.08111634850502014,
|
|
"m": 0.9382129907608032
|
|
},
|
|
{
|
|
"p": 0.0373600609600544,
|
|
"m": 0.8338631391525269
|
|
},
|
|
{
|
|
"p": 0.18110822141170502,
|
|
"m": 0.9907914996147156
|
|
},
|
|
{
|
|
"p": 0.013777738437056541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17375719547271729,
|
|
"m": 0.9862740635871887
|
|
},
|
|
{
|
|
"p": 0.014819664880633354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025171300396323204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.6183077096939087,
|
|
"val_loss": 0.8999024629592896,
|
|
"acc": 68.81,
|
|
"time": 251.3613637679955,
|
|
"param": [
|
|
{
|
|
"p": 0.03763693571090698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013980032876133919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23457956314086914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03829672560095787,
|
|
"m": 0.7589693665504456
|
|
},
|
|
{
|
|
"p": 0.046795230358839035,
|
|
"m": 0.3195955753326416
|
|
},
|
|
{
|
|
"p": 0.017338965088129044,
|
|
"m": 0.7318900227546692
|
|
},
|
|
{
|
|
"p": 0.08050930500030518,
|
|
"m": 0.8162705898284912
|
|
},
|
|
{
|
|
"p": 0.08568350225687027,
|
|
"m": 0.9884204864501953
|
|
},
|
|
{
|
|
"p": 0.03602985292673111,
|
|
"m": 0.8729456067085266
|
|
},
|
|
{
|
|
"p": 0.1808951199054718,
|
|
"m": 0.9728476405143738
|
|
},
|
|
{
|
|
"p": 0.011961853131651878,
|
|
"m": 0.9695442318916321
|
|
},
|
|
{
|
|
"p": 0.17873114347457886,
|
|
"m": 0.9975541830062866
|
|
},
|
|
{
|
|
"p": 0.013787833973765373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02377398870885372,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.3471107482910156,
|
|
"val_loss": 0.8785635828971863,
|
|
"acc": 66.76,
|
|
"time": 253.1729047030094,
|
|
"param": [
|
|
{
|
|
"p": 0.035782039165496826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012549969367682934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2138720452785492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040430422872304916,
|
|
"m": 0.5986796021461487
|
|
},
|
|
{
|
|
"p": 0.044817689806222916,
|
|
"m": 0.20190460979938507
|
|
},
|
|
{
|
|
"p": 0.01408724207431078,
|
|
"m": 0.7537114024162292
|
|
},
|
|
{
|
|
"p": 0.09520483762025833,
|
|
"m": 0.8485645055770874
|
|
},
|
|
{
|
|
"p": 0.08965014666318893,
|
|
"m": 0.9994267225265503
|
|
},
|
|
{
|
|
"p": 0.04789544641971588,
|
|
"m": 0.7975021004676819
|
|
},
|
|
{
|
|
"p": 0.1880289614200592,
|
|
"m": 0.9882091879844666
|
|
},
|
|
{
|
|
"p": 0.016550764441490173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16283535957336426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011378058232367039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02691700868308544,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.4976918697357178,
|
|
"val_loss": 0.944125235080719,
|
|
"acc": 68.59,
|
|
"time": 254.35543121397495,
|
|
"param": [
|
|
{
|
|
"p": 0.037764500826597214,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014678750187158585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21348582208156586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04818717762827873,
|
|
"m": 0.7471861839294434
|
|
},
|
|
{
|
|
"p": 0.04518203064799309,
|
|
"m": 0.1547735333442688
|
|
},
|
|
{
|
|
"p": 0.0280479583889246,
|
|
"m": 0.7234412431716919
|
|
},
|
|
{
|
|
"p": 0.08155345171689987,
|
|
"m": 0.9738537669181824
|
|
},
|
|
{
|
|
"p": 0.08857384324073792,
|
|
"m": 0.8674144148826599
|
|
},
|
|
{
|
|
"p": 0.04316353052854538,
|
|
"m": 0.8658633232116699
|
|
},
|
|
{
|
|
"p": 0.18314602971076965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023837225511670113,
|
|
"m": 0.9772477149963379
|
|
},
|
|
{
|
|
"p": 0.16172723472118378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004143633879721165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026508694514632225,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.1048130989074707,
|
|
"val_loss": 0.9010404944419861,
|
|
"acc": 69.25,
|
|
"time": 244.83352743001888,
|
|
"param": [
|
|
{
|
|
"p": 0.034830644726753235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01204503234475851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21077245473861694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03896224498748779,
|
|
"m": 0.7297604084014893
|
|
},
|
|
{
|
|
"p": 0.03760460019111633,
|
|
"m": 0.11036346852779388
|
|
},
|
|
{
|
|
"p": 0.012607282027602196,
|
|
"m": 0.7453112602233887
|
|
},
|
|
{
|
|
"p": 0.09289997071027756,
|
|
"m": 0.792795717716217
|
|
},
|
|
{
|
|
"p": 0.09357157349586487,
|
|
"m": 0.804095447063446
|
|
},
|
|
{
|
|
"p": 0.04012532904744148,
|
|
"m": 0.8959057331085205
|
|
},
|
|
{
|
|
"p": 0.1818191111087799,
|
|
"m": 0.9953314661979675
|
|
},
|
|
{
|
|
"p": 0.015853827819228172,
|
|
"m": 0.981931209564209
|
|
},
|
|
{
|
|
"p": 0.18323537707328796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012294483371078968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03337803855538368,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.2289754152297974,
|
|
"val_loss": 0.9849579930305481,
|
|
"acc": 68.42,
|
|
"time": 253.65632372297114,
|
|
"param": [
|
|
{
|
|
"p": 0.04049612209200859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01596451923251152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22971022129058838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04562805965542793,
|
|
"m": 0.6769455671310425
|
|
},
|
|
{
|
|
"p": 0.03663691133260727,
|
|
"m": 0.2153414785861969
|
|
},
|
|
{
|
|
"p": 0.011550957337021828,
|
|
"m": 0.8040646910667419
|
|
},
|
|
{
|
|
"p": 0.08502029627561569,
|
|
"m": 0.9493523836135864
|
|
},
|
|
{
|
|
"p": 0.09327738732099533,
|
|
"m": 0.7336757779121399
|
|
},
|
|
{
|
|
"p": 0.04661450535058975,
|
|
"m": 0.7892091870307922
|
|
},
|
|
{
|
|
"p": 0.1797788143157959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004644733853638172,
|
|
"m": 0.8290963172912598
|
|
},
|
|
{
|
|
"p": 0.1700146198272705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013213369995355606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0274495892226696,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.0284594297409058,
|
|
"val_loss": 0.8695688247680664,
|
|
"acc": 68.97,
|
|
"time": 241.63946467201458,
|
|
"param": [
|
|
{
|
|
"p": 0.029159242287278175,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013791223987936974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23216040432453156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044219087809324265,
|
|
"m": 0.8642587661743164
|
|
},
|
|
{
|
|
"p": 0.04788438603281975,
|
|
"m": 0.2881176471710205
|
|
},
|
|
{
|
|
"p": 0.016941605135798454,
|
|
"m": 0.7495653629302979
|
|
},
|
|
{
|
|
"p": 0.0815672054886818,
|
|
"m": 0.8246371150016785
|
|
},
|
|
{
|
|
"p": 0.09328163415193558,
|
|
"m": 0.6895801424980164
|
|
},
|
|
{
|
|
"p": 0.04337141662836075,
|
|
"m": 0.7941054701805115
|
|
},
|
|
{
|
|
"p": 0.18366014957427979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009092853404581547,
|
|
"m": 0.8480859994888306
|
|
},
|
|
{
|
|
"p": 0.17095613479614258,
|
|
"m": 0.9997056722640991
|
|
},
|
|
{
|
|
"p": 0.012459849007427692,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02145485021173954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.9117968678474426,
|
|
"val_loss": 0.7421029210090637,
|
|
"acc": 69.18,
|
|
"time": 242.90048526402097,
|
|
"param": [
|
|
{
|
|
"p": 0.03282642737030983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016507906839251518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22852833569049835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04731157049536705,
|
|
"m": 0.8540210127830505
|
|
},
|
|
{
|
|
"p": 0.04139008745551109,
|
|
"m": 0.2542714774608612
|
|
},
|
|
{
|
|
"p": 0.014243025332689285,
|
|
"m": 0.7251989245414734
|
|
},
|
|
{
|
|
"p": 0.09514130651950836,
|
|
"m": 0.8203738331794739
|
|
},
|
|
{
|
|
"p": 0.07857472449541092,
|
|
"m": 0.57802414894104
|
|
},
|
|
{
|
|
"p": 0.037857796996831894,
|
|
"m": 0.8492366671562195
|
|
},
|
|
{
|
|
"p": 0.17881114780902863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013538813218474388,
|
|
"m": 0.8092716932296753
|
|
},
|
|
{
|
|
"p": 0.1683957576751709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014043093658983707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032830048352479935,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.2767819166183472,
|
|
"val_loss": 1.021527886390686,
|
|
"acc": 69.7,
|
|
"time": 248.14380258199526,
|
|
"param": [
|
|
{
|
|
"p": 0.039692897349596024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01970520243048668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2302783727645874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03927627578377724,
|
|
"m": 0.8445589542388916
|
|
},
|
|
{
|
|
"p": 0.045011863112449646,
|
|
"m": 0.29541468620300293
|
|
},
|
|
{
|
|
"p": 0.010113244876265526,
|
|
"m": 0.7227843403816223
|
|
},
|
|
{
|
|
"p": 0.10197057574987411,
|
|
"m": 0.9550464749336243
|
|
},
|
|
{
|
|
"p": 0.07189251482486725,
|
|
"m": 0.7402533888816833
|
|
},
|
|
{
|
|
"p": 0.03962225094437599,
|
|
"m": 0.7606704235076904
|
|
},
|
|
{
|
|
"p": 0.18612875044345856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011641138233244419,
|
|
"m": 0.7741276025772095
|
|
},
|
|
{
|
|
"p": 0.1609218865633011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013488037511706352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030257035046815872,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.4047144651412964,
|
|
"val_loss": 1.001755714416504,
|
|
"acc": 67.64,
|
|
"time": 248.19991718197707,
|
|
"param": [
|
|
{
|
|
"p": 0.03221980854868889,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009083821438252926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19687519967556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04056188091635704,
|
|
"m": 0.8685176968574524
|
|
},
|
|
{
|
|
"p": 0.04601288586854935,
|
|
"m": 0.23588089644908905
|
|
},
|
|
{
|
|
"p": 0.01526228990405798,
|
|
"m": 0.6683801412582397
|
|
},
|
|
{
|
|
"p": 0.08775673806667328,
|
|
"m": 0.9856225252151489
|
|
},
|
|
{
|
|
"p": 0.07995554059743881,
|
|
"m": 0.680130124092102
|
|
},
|
|
{
|
|
"p": 0.03952694684267044,
|
|
"m": 0.8088020086288452
|
|
},
|
|
{
|
|
"p": 0.17421753704547882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10385294258594513,
|
|
"m": 0.792534351348877
|
|
},
|
|
{
|
|
"p": 0.13657216727733612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012515307404100895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02558690868318081,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.9408818483352661,
|
|
"val_loss": 1.0787922143936157,
|
|
"acc": 69.81,
|
|
"time": 245.7112688299967,
|
|
"param": [
|
|
{
|
|
"p": 0.04014555737376213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011007498949766159,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21723924577236176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040260639041662216,
|
|
"m": 0.7542855739593506
|
|
},
|
|
{
|
|
"p": 0.044281985610723495,
|
|
"m": 0.24050648510456085
|
|
},
|
|
{
|
|
"p": 0.018862340599298477,
|
|
"m": 0.639625608921051
|
|
},
|
|
{
|
|
"p": 0.10115154087543488,
|
|
"m": 0.8488494753837585
|
|
},
|
|
{
|
|
"p": 0.08822628110647202,
|
|
"m": 0.6314826011657715
|
|
},
|
|
{
|
|
"p": 0.03464833274483681,
|
|
"m": 0.7793691754341125
|
|
},
|
|
{
|
|
"p": 0.18238000571727753,
|
|
"m": 0.9629905223846436
|
|
},
|
|
{
|
|
"p": 0.01764925941824913,
|
|
"m": 0.9157983064651489
|
|
},
|
|
{
|
|
"p": 0.15548844635486603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013937395066022873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03472151607275009,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.3509405851364136,
|
|
"val_loss": 0.875288724899292,
|
|
"acc": 70.36,
|
|
"time": 249.1106248300057,
|
|
"param": [
|
|
{
|
|
"p": 0.0372479110956192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01535927876830101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.23108965158462524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03951135650277138,
|
|
"m": 0.596969485282898
|
|
},
|
|
{
|
|
"p": 0.03806880861520767,
|
|
"m": 0.3254012167453766
|
|
},
|
|
{
|
|
"p": 0.017188873142004013,
|
|
"m": 0.6916314363479614
|
|
},
|
|
{
|
|
"p": 0.09767655283212662,
|
|
"m": 0.9268305897712708
|
|
},
|
|
{
|
|
"p": 0.09096206724643707,
|
|
"m": 0.7817820310592651
|
|
},
|
|
{
|
|
"p": 0.03369573503732681,
|
|
"m": 0.8672680258750916
|
|
},
|
|
{
|
|
"p": 0.1614517867565155,
|
|
"m": 0.9988560080528259
|
|
},
|
|
{
|
|
"p": 0.013168960809707642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1747165024280548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020031945779919624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029830604791641235,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.0317893028259277,
|
|
"val_loss": 0.968336820602417,
|
|
"acc": 68.62,
|
|
"time": 259.1419237240334,
|
|
"param": [
|
|
{
|
|
"p": 0.03516620397567749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007367451209574938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21573685109615326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05148647725582123,
|
|
"m": 0.6675461530685425
|
|
},
|
|
{
|
|
"p": 0.04173428565263748,
|
|
"m": 0.24582770466804504
|
|
},
|
|
{
|
|
"p": 0.017303459346294403,
|
|
"m": 0.6624200940132141
|
|
},
|
|
{
|
|
"p": 0.08790320158004761,
|
|
"m": 0.941241443157196
|
|
},
|
|
{
|
|
"p": 0.08390074968338013,
|
|
"m": 0.7771904468536377
|
|
},
|
|
{
|
|
"p": 0.04817609861493111,
|
|
"m": 0.7708798050880432
|
|
},
|
|
{
|
|
"p": 0.1923123151063919,
|
|
"m": 0.9930667877197266
|
|
},
|
|
{
|
|
"p": 0.01370235625654459,
|
|
"m": 0.9290788769721985
|
|
},
|
|
{
|
|
"p": 0.15966147184371948,
|
|
"m": 0.9920554161071777
|
|
},
|
|
{
|
|
"p": 0.014802408404648304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030746616423130035,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.208664894104004,
|
|
"val_loss": 0.9540854692459106,
|
|
"acc": 70.0,
|
|
"time": 256.5649329490261,
|
|
"param": [
|
|
{
|
|
"p": 0.020732395350933075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02026156336069107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20199088752269745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0453224740922451,
|
|
"m": 0.7488762736320496
|
|
},
|
|
{
|
|
"p": 0.04707887023687363,
|
|
"m": 0.1084003895521164
|
|
},
|
|
{
|
|
"p": 0.015437806025147438,
|
|
"m": 0.5944047570228577
|
|
},
|
|
{
|
|
"p": 0.08234969526529312,
|
|
"m": 0.9959082007408142
|
|
},
|
|
{
|
|
"p": 0.09643197059631348,
|
|
"m": 0.7860596179962158
|
|
},
|
|
{
|
|
"p": 0.05584828183054924,
|
|
"m": 0.8436813354492188
|
|
},
|
|
{
|
|
"p": 0.184359610080719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009571732021868229,
|
|
"m": 0.9016544818878174
|
|
},
|
|
{
|
|
"p": 0.172702819108963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015453614294528961,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03245828300714493,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.0819841623306274,
|
|
"val_loss": 0.7365719676017761,
|
|
"acc": 70.1,
|
|
"time": 245.26633391797077,
|
|
"param": [
|
|
{
|
|
"p": 0.041994281113147736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0209386944770813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22040532529354095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05181773379445076,
|
|
"m": 0.6098915934562683
|
|
},
|
|
{
|
|
"p": 0.02918577380478382,
|
|
"m": 0.10002289712429047
|
|
},
|
|
{
|
|
"p": 0.013638918288052082,
|
|
"m": 0.6858563423156738
|
|
},
|
|
{
|
|
"p": 0.07907073199748993,
|
|
"m": 0.8624567985534668
|
|
},
|
|
{
|
|
"p": 0.0839291587471962,
|
|
"m": 0.7313274145126343
|
|
},
|
|
{
|
|
"p": 0.050065115094184875,
|
|
"m": 0.9128259420394897
|
|
},
|
|
{
|
|
"p": 0.1685103476047516,
|
|
"m": 0.9857640862464905
|
|
},
|
|
{
|
|
"p": 0.01307743787765503,
|
|
"m": 0.9299994707107544
|
|
},
|
|
{
|
|
"p": 0.176832914352417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014863747172057629,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03566983342170715,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.0453826189041138,
|
|
"val_loss": 1.0483989715576172,
|
|
"acc": 68.94,
|
|
"time": 254.20286638801917,
|
|
"param": [
|
|
{
|
|
"p": 0.03948758542537689,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015869956463575363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21292825043201447,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05054573714733124,
|
|
"m": 0.7563367486000061
|
|
},
|
|
{
|
|
"p": 0.0484730489552021,
|
|
"m": 0.18098004162311554
|
|
},
|
|
{
|
|
"p": 0.02107785828411579,
|
|
"m": 0.7609308958053589
|
|
},
|
|
{
|
|
"p": 0.09266424924135208,
|
|
"m": 0.8182862997055054
|
|
},
|
|
{
|
|
"p": 0.09550663828849792,
|
|
"m": 0.806424081325531
|
|
},
|
|
{
|
|
"p": 0.05019376054406166,
|
|
"m": 0.9331645965576172
|
|
},
|
|
{
|
|
"p": 0.15387262403964996,
|
|
"m": 0.9855578541755676
|
|
},
|
|
{
|
|
"p": 0.012853852473199368,
|
|
"m": 0.9337192177772522
|
|
},
|
|
{
|
|
"p": 0.16700495779514313,
|
|
"m": 0.9991315007209778
|
|
},
|
|
{
|
|
"p": 0.010881696827709675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02863979898393154,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.281486988067627,
|
|
"val_loss": 1.0728726387023926,
|
|
"acc": 69.28,
|
|
"time": 243.56781178503297,
|
|
"param": [
|
|
{
|
|
"p": 0.040299490094184875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021820681169629097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18926168978214264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0338330902159214,
|
|
"m": 0.6915083527565002
|
|
},
|
|
{
|
|
"p": 0.050366755574941635,
|
|
"m": 0.28941473364830017
|
|
},
|
|
{
|
|
"p": 0.02689681202173233,
|
|
"m": 0.8171018362045288
|
|
},
|
|
{
|
|
"p": 0.10118350386619568,
|
|
"m": 0.7895810604095459
|
|
},
|
|
{
|
|
"p": 0.08755022287368774,
|
|
"m": 0.7133690714836121
|
|
},
|
|
{
|
|
"p": 0.04281218722462654,
|
|
"m": 0.8885911703109741
|
|
},
|
|
{
|
|
"p": 0.19213184714317322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014818917028605938,
|
|
"m": 0.8829200863838196
|
|
},
|
|
{
|
|
"p": 0.15262021124362946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014599968679249287,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031804606318473816,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.2377439737319946,
|
|
"val_loss": 1.0091679096221924,
|
|
"acc": 69.34,
|
|
"time": 242.91481907095294,
|
|
"param": [
|
|
{
|
|
"p": 0.04593995213508606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016182657331228256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19656974077224731,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05233541131019592,
|
|
"m": 0.687063992023468
|
|
},
|
|
{
|
|
"p": 0.05478118360042572,
|
|
"m": 0.351047158241272
|
|
},
|
|
{
|
|
"p": 0.017233334481716156,
|
|
"m": 0.8240337371826172
|
|
},
|
|
{
|
|
"p": 0.11602786183357239,
|
|
"m": 0.7988676428794861
|
|
},
|
|
{
|
|
"p": 0.08899703621864319,
|
|
"m": 0.5765026211738586
|
|
},
|
|
{
|
|
"p": 0.04163742810487747,
|
|
"m": 0.8048700094223022
|
|
},
|
|
{
|
|
"p": 0.15185914933681488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01962701976299286,
|
|
"m": 0.8193783164024353
|
|
},
|
|
{
|
|
"p": 0.15255241096019745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013293326832354069,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03296356275677681,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.9484482407569885,
|
|
"val_loss": 1.0228023529052734,
|
|
"acc": 70.45,
|
|
"time": 249.37020484398818,
|
|
"param": [
|
|
{
|
|
"p": 0.030906904488801956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013353172689676285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21804259717464447,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045900002121925354,
|
|
"m": 0.6477072238922119
|
|
},
|
|
{
|
|
"p": 0.0523088164627552,
|
|
"m": 0.20545518398284912
|
|
},
|
|
{
|
|
"p": 0.020164135843515396,
|
|
"m": 0.8004656434059143
|
|
},
|
|
{
|
|
"p": 0.09012557566165924,
|
|
"m": 0.8341688513755798
|
|
},
|
|
{
|
|
"p": 0.10730981081724167,
|
|
"m": 0.695205807685852
|
|
},
|
|
{
|
|
"p": 0.04751568287611008,
|
|
"m": 0.865699291229248
|
|
},
|
|
{
|
|
"p": 0.1447324901819229,
|
|
"m": 0.9594900608062744
|
|
},
|
|
{
|
|
"p": 0.013665927574038506,
|
|
"m": 0.7389744520187378
|
|
},
|
|
{
|
|
"p": 0.16631893813610077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01336231641471386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03629359230399132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.0873626470565796,
|
|
"val_loss": 0.926940381526947,
|
|
"acc": 69.57,
|
|
"time": 261.7119424220291,
|
|
"param": [
|
|
{
|
|
"p": 0.04014772176742554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017472349107265472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.196814626455307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05308571457862854,
|
|
"m": 0.7105782628059387
|
|
},
|
|
{
|
|
"p": 0.04583841934800148,
|
|
"m": 0.1861022263765335
|
|
},
|
|
{
|
|
"p": 0.018066052347421646,
|
|
"m": 0.8285840153694153
|
|
},
|
|
{
|
|
"p": 0.10547509789466858,
|
|
"m": 0.8684683442115784
|
|
},
|
|
{
|
|
"p": 0.09997401386499405,
|
|
"m": 0.7298254370689392
|
|
},
|
|
{
|
|
"p": 0.04240111634135246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17868590354919434,
|
|
"m": 0.9426789879798889
|
|
},
|
|
{
|
|
"p": 0.013388403691351414,
|
|
"m": 0.8303080797195435
|
|
},
|
|
{
|
|
"p": 0.1474957913160324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005129069089889526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03602566197514534,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.188176155090332,
|
|
"val_loss": 0.8804823756217957,
|
|
"acc": 69.16,
|
|
"time": 248.9770497289719,
|
|
"param": [
|
|
{
|
|
"p": 0.03985976055264473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019169114530086517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1897279918193817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05337859317660332,
|
|
"m": 0.8046252727508545
|
|
},
|
|
{
|
|
"p": 0.044732797890901566,
|
|
"m": 0.23201429843902588
|
|
},
|
|
{
|
|
"p": 0.015409867279231548,
|
|
"m": 0.8985822200775146
|
|
},
|
|
{
|
|
"p": 0.08922607451677322,
|
|
"m": 0.8821542263031006
|
|
},
|
|
{
|
|
"p": 0.10323497653007507,
|
|
"m": 0.7458328008651733
|
|
},
|
|
{
|
|
"p": 0.04256942495703697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1742052435874939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009034842252731323,
|
|
"m": 0.8784088492393494
|
|
},
|
|
{
|
|
"p": 0.12053454667329788,
|
|
"m": 0.9961934089660645
|
|
},
|
|
{
|
|
"p": 0.0604250393807888,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03849172964692116,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.04048490524292,
|
|
"val_loss": 0.8807008266448975,
|
|
"acc": 69.42,
|
|
"time": 247.67346720199566,
|
|
"param": [
|
|
{
|
|
"p": 0.04964069649577141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016913075000047684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20953497290611267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04069501534104347,
|
|
"m": 0.7515830993652344
|
|
},
|
|
{
|
|
"p": 0.046377092599868774,
|
|
"m": 0.23421187698841095
|
|
},
|
|
{
|
|
"p": 0.02295658551156521,
|
|
"m": 0.8978164792060852
|
|
},
|
|
{
|
|
"p": 0.09585875272750854,
|
|
"m": 0.7780123949050903
|
|
},
|
|
{
|
|
"p": 0.10037754476070404,
|
|
"m": 0.7337244153022766
|
|
},
|
|
{
|
|
"p": 0.04405435174703598,
|
|
"m": 0.8890922665596008
|
|
},
|
|
{
|
|
"p": 0.16928322613239288,
|
|
"m": 0.9884176850318909
|
|
},
|
|
{
|
|
"p": 0.010222157463431358,
|
|
"m": 0.9905733466148376
|
|
},
|
|
{
|
|
"p": 0.14930002391338348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010626016184687614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03416045010089874,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.8418524265289307,
|
|
"val_loss": 0.8675192594528198,
|
|
"acc": 70.23,
|
|
"time": 254.01042621396482,
|
|
"param": [
|
|
{
|
|
"p": 0.042712319642305374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015697605907917023,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20849266648292542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048486240208148956,
|
|
"m": 0.8098185062408447
|
|
},
|
|
{
|
|
"p": 0.05932939797639847,
|
|
"m": 0.20847377181053162
|
|
},
|
|
{
|
|
"p": 0.01512469258159399,
|
|
"m": 0.8049138784408569
|
|
},
|
|
{
|
|
"p": 0.09144913405179977,
|
|
"m": 0.7096849083900452
|
|
},
|
|
{
|
|
"p": 0.08623676747083664,
|
|
"m": 0.7068516612052917
|
|
},
|
|
{
|
|
"p": 0.039979759603738785,
|
|
"m": 0.9536892175674438
|
|
},
|
|
{
|
|
"p": 0.16617782413959503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013330195099115372,
|
|
"m": 0.938724935054779
|
|
},
|
|
{
|
|
"p": 0.17397168278694153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004168015439063311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03484375774860382,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.0633538961410522,
|
|
"val_loss": 0.8274136781692505,
|
|
"acc": 70.62,
|
|
"time": 240.13453913200647,
|
|
"param": [
|
|
{
|
|
"p": 0.032337527722120285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020526152104139328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20840999484062195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061614666134119034,
|
|
"m": 0.7485237121582031
|
|
},
|
|
{
|
|
"p": 0.05010686814785004,
|
|
"m": 0.2954288721084595
|
|
},
|
|
{
|
|
"p": 0.016900861635804176,
|
|
"m": 0.7399789690971375
|
|
},
|
|
{
|
|
"p": 0.09130515903234482,
|
|
"m": 0.7101103663444519
|
|
},
|
|
{
|
|
"p": 0.09247293323278427,
|
|
"m": 0.5740438103675842
|
|
},
|
|
{
|
|
"p": 0.051966242492198944,
|
|
"m": 0.9690742492675781
|
|
},
|
|
{
|
|
"p": 0.15534543991088867,
|
|
"m": 0.9626005291938782
|
|
},
|
|
{
|
|
"p": 0.009976151399314404,
|
|
"m": 0.9543060660362244
|
|
},
|
|
{
|
|
"p": 0.16383060812950134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006300242617726326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03890708088874817,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.8375775218009949,
|
|
"val_loss": 0.9239777326583862,
|
|
"acc": 70.29,
|
|
"time": 241.55404822702985,
|
|
"param": [
|
|
{
|
|
"p": 0.037049178034067154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015545180067420006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18617333471775055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059446144849061966,
|
|
"m": 0.7628477215766907
|
|
},
|
|
{
|
|
"p": 0.05730745941400528,
|
|
"m": 0.3999302387237549
|
|
},
|
|
{
|
|
"p": 0.017747703939676285,
|
|
"m": 0.806129515171051
|
|
},
|
|
{
|
|
"p": 0.10010392963886261,
|
|
"m": 0.6792131662368774
|
|
},
|
|
{
|
|
"p": 0.08804909139871597,
|
|
"m": 0.6700272560119629
|
|
},
|
|
{
|
|
"p": 0.054842785000801086,
|
|
"m": 0.9034423232078552
|
|
},
|
|
{
|
|
"p": 0.15370410680770874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015872661024332047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17220546305179596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00933430902659893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032618675380945206,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.2289745807647705,
|
|
"val_loss": 0.836337685585022,
|
|
"acc": 71.29,
|
|
"time": 245.39650774397887,
|
|
"param": [
|
|
{
|
|
"p": 0.04444016143679619,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017966829240322113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2117227166891098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04528968036174774,
|
|
"m": 0.5372909903526306
|
|
},
|
|
{
|
|
"p": 0.05172722414135933,
|
|
"m": 0.421515554189682
|
|
},
|
|
{
|
|
"p": 0.02050190046429634,
|
|
"m": 0.7799788117408752
|
|
},
|
|
{
|
|
"p": 0.10060065239667892,
|
|
"m": 0.7798572778701782
|
|
},
|
|
{
|
|
"p": 0.10191665589809418,
|
|
"m": 0.8202210068702698
|
|
},
|
|
{
|
|
"p": 0.0338984839618206,
|
|
"m": 0.861348569393158
|
|
},
|
|
{
|
|
"p": 0.1649986058473587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01379357185214758,
|
|
"m": 0.9734334349632263
|
|
},
|
|
{
|
|
"p": 0.1539909988641739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009174368344247341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029978152364492416,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.1629129648208618,
|
|
"val_loss": 0.8283241987228394,
|
|
"acc": 70.52,
|
|
"time": 257.5470076999627,
|
|
"param": [
|
|
{
|
|
"p": 0.04764043539762497,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0157777052372694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1922222524881363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048739396035671234,
|
|
"m": 0.5343852043151855
|
|
},
|
|
{
|
|
"p": 0.060975026339292526,
|
|
"m": 0.38627031445503235
|
|
},
|
|
{
|
|
"p": 0.016744984313845634,
|
|
"m": 0.7786464095115662
|
|
},
|
|
{
|
|
"p": 0.09507504105567932,
|
|
"m": 0.8720634579658508
|
|
},
|
|
{
|
|
"p": 0.07819706201553345,
|
|
"m": 0.7496760487556458
|
|
},
|
|
{
|
|
"p": 0.04211209714412689,
|
|
"m": 0.7755910754203796
|
|
},
|
|
{
|
|
"p": 0.1589772254228592,
|
|
"m": 0.9938971996307373
|
|
},
|
|
{
|
|
"p": 0.014727105386555195,
|
|
"m": 0.9707743525505066
|
|
},
|
|
{
|
|
"p": 0.1817542463541031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008494650945067406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03856286779046059,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.8965582251548767,
|
|
"val_loss": 0.8867695927619934,
|
|
"acc": 69.38,
|
|
"time": 251.86160817800555,
|
|
"param": [
|
|
{
|
|
"p": 0.03904805704951286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019146032631397247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2034248560667038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0437651164829731,
|
|
"m": 0.502804160118103
|
|
},
|
|
{
|
|
"p": 0.04139592871069908,
|
|
"m": 0.26507845520973206
|
|
},
|
|
{
|
|
"p": 0.024211378768086433,
|
|
"m": 0.7787756323814392
|
|
},
|
|
{
|
|
"p": 0.10679145157337189,
|
|
"m": 0.8992511630058289
|
|
},
|
|
{
|
|
"p": 0.08647064119577408,
|
|
"m": 0.6530466079711914
|
|
},
|
|
{
|
|
"p": 0.05207555368542671,
|
|
"m": 0.805492639541626
|
|
},
|
|
{
|
|
"p": 0.16523677110671997,
|
|
"m": 0.976648211479187
|
|
},
|
|
{
|
|
"p": 0.019305519759655,
|
|
"m": 0.9679758548736572
|
|
},
|
|
{
|
|
"p": 0.1484953761100769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007280795834958553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04335245490074158,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.8594774007797241,
|
|
"val_loss": 0.962915301322937,
|
|
"acc": 70.55,
|
|
"time": 247.18700776499463,
|
|
"param": [
|
|
{
|
|
"p": 0.0503140352666378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018541380763053894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17544519901275635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05587020143866539,
|
|
"m": 0.6228881478309631
|
|
},
|
|
{
|
|
"p": 0.043512117117643356,
|
|
"m": 0.10168799012899399
|
|
},
|
|
{
|
|
"p": 0.02139924094080925,
|
|
"m": 0.8567364811897278
|
|
},
|
|
{
|
|
"p": 0.1055431142449379,
|
|
"m": 0.8823437690734863
|
|
},
|
|
{
|
|
"p": 0.10132711380720139,
|
|
"m": 0.6631184220314026
|
|
},
|
|
{
|
|
"p": 0.05369586497545242,
|
|
"m": 0.8727790713310242
|
|
},
|
|
{
|
|
"p": 0.14281897246837616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016193442046642303,
|
|
"m": 0.9829658269882202
|
|
},
|
|
{
|
|
"p": 0.16337323188781738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008904008194804192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043062154203653336,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.092155933380127,
|
|
"val_loss": 0.8251360058784485,
|
|
"acc": 70.99,
|
|
"time": 245.53835121396696,
|
|
"param": [
|
|
{
|
|
"p": 0.03799276426434517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021636411547660828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18844333291053772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04371769726276398,
|
|
"m": 0.5443695187568665
|
|
},
|
|
{
|
|
"p": 0.05398883670568466,
|
|
"m": 0.24551457166671753
|
|
},
|
|
{
|
|
"p": 0.019986018538475037,
|
|
"m": 0.7959703803062439
|
|
},
|
|
{
|
|
"p": 0.08883842080831528,
|
|
"m": 0.6096274256706238
|
|
},
|
|
{
|
|
"p": 0.10372805595397949,
|
|
"m": 0.5664392709732056
|
|
},
|
|
{
|
|
"p": 0.053902287036180496,
|
|
"m": 0.9361734986305237
|
|
},
|
|
{
|
|
"p": 0.16511280834674835,
|
|
"m": 0.9907629489898682
|
|
},
|
|
{
|
|
"p": 0.015331070870161057,
|
|
"m": 0.8268025517463684
|
|
},
|
|
{
|
|
"p": 0.16212236881256104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008015724830329418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03718432039022446,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.0875256061553955,
|
|
"val_loss": 0.8967500925064087,
|
|
"acc": 70.29,
|
|
"time": 248.6372759800288,
|
|
"param": [
|
|
{
|
|
"p": 0.046184614300727844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034007564187049866,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17118728160858154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05477095767855644,
|
|
"m": 0.5506070852279663
|
|
},
|
|
{
|
|
"p": 0.041202206164598465,
|
|
"m": 0.24492648243904114
|
|
},
|
|
{
|
|
"p": 0.022549714893102646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09570873528718948,
|
|
"m": 0.5833700299263
|
|
},
|
|
{
|
|
"p": 0.09347327798604965,
|
|
"m": 0.7102189064025879
|
|
},
|
|
{
|
|
"p": 0.026126844808459282,
|
|
"m": 0.9034948945045471
|
|
},
|
|
{
|
|
"p": 0.1544657051563263,
|
|
"m": 0.9996336102485657
|
|
},
|
|
{
|
|
"p": 0.060016144067049026,
|
|
"m": 0.862140953540802
|
|
},
|
|
{
|
|
"p": 0.1422569751739502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011632826179265976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04641711711883545,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.9130262136459351,
|
|
"val_loss": 0.8842695951461792,
|
|
"acc": 70.83,
|
|
"time": 251.5442678660038,
|
|
"param": [
|
|
{
|
|
"p": 0.04912211000919342,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016636699438095093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19055142998695374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06453785300254822,
|
|
"m": 0.731502890586853
|
|
},
|
|
{
|
|
"p": 0.03273353725671768,
|
|
"m": 0.29349052906036377
|
|
},
|
|
{
|
|
"p": 0.025955386459827423,
|
|
"m": 0.9011552333831787
|
|
},
|
|
{
|
|
"p": 0.11112537235021591,
|
|
"m": 0.7080329060554504
|
|
},
|
|
{
|
|
"p": 0.09363141655921936,
|
|
"m": 0.6046178340911865
|
|
},
|
|
{
|
|
"p": 0.04577227309346199,
|
|
"m": 0.9365853667259216
|
|
},
|
|
{
|
|
"p": 0.14938488602638245,
|
|
"m": 0.9726606607437134
|
|
},
|
|
{
|
|
"p": 0.015412072651088238,
|
|
"m": 0.898720383644104
|
|
},
|
|
{
|
|
"p": 0.1532072275876999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013534433208405972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038395266979932785,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.9606435298919678,
|
|
"val_loss": 0.9567605257034302,
|
|
"acc": 70.45,
|
|
"time": 252.9422351079993,
|
|
"param": [
|
|
{
|
|
"p": 0.014925381168723106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01872590370476246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18746472895145416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06893585622310638,
|
|
"m": 0.6434934735298157
|
|
},
|
|
{
|
|
"p": 0.040371548384428024,
|
|
"m": 0.21815791726112366
|
|
},
|
|
{
|
|
"p": 0.02205955795943737,
|
|
"m": 0.8512324094772339
|
|
},
|
|
{
|
|
"p": 0.10583718121051788,
|
|
"m": 0.7493816018104553
|
|
},
|
|
{
|
|
"p": 0.10577808320522308,
|
|
"m": 0.6899260878562927
|
|
},
|
|
{
|
|
"p": 0.04382281005382538,
|
|
"m": 0.9249528646469116
|
|
},
|
|
{
|
|
"p": 0.1504727303981781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015178450383245945,
|
|
"m": 0.8556790351867676
|
|
},
|
|
{
|
|
"p": 0.1687132567167282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009938209317624569,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04777637869119644,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.7923730611801147,
|
|
"val_loss": 1.075828194618225,
|
|
"acc": 70.67,
|
|
"time": 253.7678027439979,
|
|
"param": [
|
|
{
|
|
"p": 0.045555341988801956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021530505269765854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18026487529277802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06499233841896057,
|
|
"m": 0.759026288986206
|
|
},
|
|
{
|
|
"p": 0.04361288622021675,
|
|
"m": 0.1972847431898117
|
|
},
|
|
{
|
|
"p": 0.013681392185389996,
|
|
"m": 0.8474315404891968
|
|
},
|
|
{
|
|
"p": 0.11041256040334702,
|
|
"m": 0.7132072448730469
|
|
},
|
|
{
|
|
"p": 0.09590312093496323,
|
|
"m": 0.651358962059021
|
|
},
|
|
{
|
|
"p": 0.054421715438365936,
|
|
"m": 0.962536633014679
|
|
},
|
|
{
|
|
"p": 0.1469019055366516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032071687281131744,
|
|
"m": 0.7896674275398254
|
|
},
|
|
{
|
|
"p": 0.14825084805488586,
|
|
"m": 0.9988008141517639
|
|
},
|
|
{
|
|
"p": 0.01343139261007309,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028969449922442436,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.77347731590271,
|
|
"val_loss": 0.9936941862106323,
|
|
"acc": 70.48,
|
|
"time": 249.230217334989,
|
|
"param": [
|
|
{
|
|
"p": 0.02782432734966278,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01765456795692444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1814878284931183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061078622937202454,
|
|
"m": 0.5896385908126831
|
|
},
|
|
{
|
|
"p": 0.054276254028081894,
|
|
"m": 0.21328173577785492
|
|
},
|
|
{
|
|
"p": 0.015459884889423847,
|
|
"m": 0.8866185545921326
|
|
},
|
|
{
|
|
"p": 0.11301267892122269,
|
|
"m": 0.7947717308998108
|
|
},
|
|
{
|
|
"p": 0.10486995428800583,
|
|
"m": 0.7383692860603333
|
|
},
|
|
{
|
|
"p": 0.05521756410598755,
|
|
"m": 0.8468717932701111
|
|
},
|
|
{
|
|
"p": 0.15384969115257263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011164243333041668,
|
|
"m": 0.7733485102653503
|
|
},
|
|
{
|
|
"p": 0.15907280147075653,
|
|
"m": 0.9976921677589417
|
|
},
|
|
{
|
|
"p": 0.009069183841347694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03596232831478119,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.7726511359214783,
|
|
"val_loss": 0.8497283458709717,
|
|
"acc": 70.02,
|
|
"time": 247.3526740790112,
|
|
"param": [
|
|
{
|
|
"p": 0.04825626686215401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023904096335172653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15579606592655182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0616772435605526,
|
|
"m": 0.6535165309906006
|
|
},
|
|
{
|
|
"p": 0.06723027676343918,
|
|
"m": 0.1776706725358963
|
|
},
|
|
{
|
|
"p": 0.02489531971514225,
|
|
"m": 0.7483108043670654
|
|
},
|
|
{
|
|
"p": 0.09678487479686737,
|
|
"m": 0.9007818102836609
|
|
},
|
|
{
|
|
"p": 0.0907737985253334,
|
|
"m": 0.6966769695281982
|
|
},
|
|
{
|
|
"p": 0.05559498444199562,
|
|
"m": 0.8949912786483765
|
|
},
|
|
{
|
|
"p": 0.16717156767845154,
|
|
"m": 0.9889863729476929
|
|
},
|
|
{
|
|
"p": 0.013252227567136288,
|
|
"m": 0.857999861240387
|
|
},
|
|
{
|
|
"p": 0.14659884572029114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01050548255443573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037558894604444504,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.150833010673523,
|
|
"val_loss": 0.9578070044517517,
|
|
"acc": 71.17,
|
|
"time": 256.43831406597747,
|
|
"param": [
|
|
{
|
|
"p": 0.038980498909950256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02218707650899887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1777053326368332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04919874295592308,
|
|
"m": 0.6858136057853699
|
|
},
|
|
{
|
|
"p": 0.05611502751708031,
|
|
"m": 0.1989457905292511
|
|
},
|
|
{
|
|
"p": 0.028776025399565697,
|
|
"m": 0.8047624230384827
|
|
},
|
|
{
|
|
"p": 0.11555290222167969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09561505168676376,
|
|
"m": 0.6385622620582581
|
|
},
|
|
{
|
|
"p": 0.0646810233592987,
|
|
"m": 0.9890096783638
|
|
},
|
|
{
|
|
"p": 0.15925870835781097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006946110515855253,
|
|
"m": 0.8756216168403625
|
|
},
|
|
{
|
|
"p": 0.1395363062620163,
|
|
"m": 0.999863862991333
|
|
},
|
|
{
|
|
"p": 0.012854952365159988,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038843654096126556,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.9067114591598511,
|
|
"val_loss": 0.9572503566741943,
|
|
"acc": 70.62,
|
|
"time": 247.688928425021,
|
|
"param": [
|
|
{
|
|
"p": 0.04449819400906563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0279241930693388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1859745979309082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06139858812093735,
|
|
"m": 0.7436833381652832
|
|
},
|
|
{
|
|
"p": 0.048707179725170135,
|
|
"m": 0.15733972191810608
|
|
},
|
|
{
|
|
"p": 0.019694149494171143,
|
|
"m": 0.7393385767936707
|
|
},
|
|
{
|
|
"p": 0.11469992995262146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07694897055625916,
|
|
"m": 0.5589480400085449
|
|
},
|
|
{
|
|
"p": 0.047893427312374115,
|
|
"m": 0.986266016960144
|
|
},
|
|
{
|
|
"p": 0.15826678276062012,
|
|
"m": 0.9440494775772095
|
|
},
|
|
{
|
|
"p": 0.013726689852774143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15047667920589447,
|
|
"m": 0.9975758790969849
|
|
},
|
|
{
|
|
"p": 0.009754768572747707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04003579914569855,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.2717479467391968,
|
|
"val_loss": 0.8407155871391296,
|
|
"acc": 70.97,
|
|
"time": 256.3369125269819,
|
|
"param": [
|
|
{
|
|
"p": 0.05109153687953949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02244574949145317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1883239895105362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06520815938711166,
|
|
"m": 0.7126678228378296
|
|
},
|
|
{
|
|
"p": 0.06765346974134445,
|
|
"m": 0.32723793387413025
|
|
},
|
|
{
|
|
"p": 0.024063628166913986,
|
|
"m": 0.7269266843795776
|
|
},
|
|
{
|
|
"p": 0.1119069755077362,
|
|
"m": 0.9093083739280701
|
|
},
|
|
{
|
|
"p": 0.11840002983808517,
|
|
"m": 0.6485630869865417
|
|
},
|
|
{
|
|
"p": 0.05080481991171837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12199117243289948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007989066652953625,
|
|
"m": 0.96555495262146
|
|
},
|
|
{
|
|
"p": 0.12351012229919434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010684729553759098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03592653572559357,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.8276532292366028,
|
|
"val_loss": 0.9130955338478088,
|
|
"acc": 71.0,
|
|
"time": 250.248480980983,
|
|
"param": [
|
|
{
|
|
"p": 0.05002015829086304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016798870638012886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18701054155826569,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047865353524684906,
|
|
"m": 0.7848561406135559
|
|
},
|
|
{
|
|
"p": 0.06755054742097855,
|
|
"m": 0.27768731117248535
|
|
},
|
|
{
|
|
"p": 0.0260926466435194,
|
|
"m": 0.6872701644897461
|
|
},
|
|
{
|
|
"p": 0.0906137153506279,
|
|
"m": 0.7279443740844727
|
|
},
|
|
{
|
|
"p": 0.11673253774642944,
|
|
"m": 0.617559552192688
|
|
},
|
|
{
|
|
"p": 0.05285970866680145,
|
|
"m": 0.9689012169837952
|
|
},
|
|
{
|
|
"p": 0.13209255039691925,
|
|
"m": 0.9914893507957458
|
|
},
|
|
{
|
|
"p": 0.008910509757697582,
|
|
"m": 0.9388570785522461
|
|
},
|
|
{
|
|
"p": 0.14923444390296936,
|
|
"m": 0.9969245791435242
|
|
},
|
|
{
|
|
"p": 0.010583280585706234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043635137379169464,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.6481704711914062,
|
|
"val_loss": 1.0188164710998535,
|
|
"acc": 70.86,
|
|
"time": 245.58117653196678,
|
|
"param": [
|
|
{
|
|
"p": 0.04454091563820839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02050861157476902,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1725289225578308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06841934472322464,
|
|
"m": 0.8038841485977173
|
|
},
|
|
{
|
|
"p": 0.05585446208715439,
|
|
"m": 0.14497123658657074
|
|
},
|
|
{
|
|
"p": 0.01885978691279888,
|
|
"m": 0.489094614982605
|
|
},
|
|
{
|
|
"p": 0.112762451171875,
|
|
"m": 0.6705203056335449
|
|
},
|
|
{
|
|
"p": 0.08750022947788239,
|
|
"m": 0.6313636302947998
|
|
},
|
|
{
|
|
"p": 0.06409303843975067,
|
|
"m": 0.9536380767822266
|
|
},
|
|
{
|
|
"p": 0.14312300086021423,
|
|
"m": 0.9907602071762085
|
|
},
|
|
{
|
|
"p": 0.010739189572632313,
|
|
"m": 0.8770361542701721
|
|
},
|
|
{
|
|
"p": 0.1502881944179535,
|
|
"m": 0.9997024536132812
|
|
},
|
|
{
|
|
"p": 0.013903680257499218,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036878157407045364,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.6611076593399048,
|
|
"val_loss": 0.8349144458770752,
|
|
"acc": 71.36,
|
|
"time": 254.91201891197124,
|
|
"param": [
|
|
{
|
|
"p": 0.04886225610971451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031094036996364594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18237456679344177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05872860550880432,
|
|
"m": 0.5679323077201843
|
|
},
|
|
{
|
|
"p": 0.04723275825381279,
|
|
"m": 0.11532887816429138
|
|
},
|
|
{
|
|
"p": 0.012797280214726925,
|
|
"m": 0.6881449818611145
|
|
},
|
|
{
|
|
"p": 0.0905110314488411,
|
|
"m": 0.7745547890663147
|
|
},
|
|
{
|
|
"p": 0.09309745579957962,
|
|
"m": 0.6364269256591797
|
|
},
|
|
{
|
|
"p": 0.061657410115003586,
|
|
"m": 0.8834453821182251
|
|
},
|
|
{
|
|
"p": 0.1653444468975067,
|
|
"m": 0.9890642762184143
|
|
},
|
|
{
|
|
"p": 0.006524269003421068,
|
|
"m": 0.742185652256012
|
|
},
|
|
{
|
|
"p": 0.159742072224617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01134760957211256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03068624623119831,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.8435385227203369,
|
|
"val_loss": 0.9457612633705139,
|
|
"acc": 71.1,
|
|
"time": 246.66637555597117,
|
|
"param": [
|
|
{
|
|
"p": 0.0476137138903141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02530723437666893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18651773035526276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05551391467452049,
|
|
"m": 0.5531005263328552
|
|
},
|
|
{
|
|
"p": 0.07497517764568329,
|
|
"m": 0.21285201609134674
|
|
},
|
|
{
|
|
"p": 0.026367681100964546,
|
|
"m": 0.549277663230896
|
|
},
|
|
{
|
|
"p": 0.10541297495365143,
|
|
"m": 0.7270450592041016
|
|
},
|
|
{
|
|
"p": 0.09835139662027359,
|
|
"m": 0.6444225311279297
|
|
},
|
|
{
|
|
"p": 0.05296625569462776,
|
|
"m": 0.894969642162323
|
|
},
|
|
{
|
|
"p": 0.1163233146071434,
|
|
"m": 0.9984374046325684
|
|
},
|
|
{
|
|
"p": 0.009836256504058838,
|
|
"m": 0.7357984781265259
|
|
},
|
|
{
|
|
"p": 0.15782694518566132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003226284636184573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03976109251379967,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.9015674591064453,
|
|
"val_loss": 0.9518048763275146,
|
|
"acc": 71.19,
|
|
"time": 274.49643009196734,
|
|
"param": [
|
|
{
|
|
"p": 0.03954964503645897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022928085178136826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15946198999881744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06532429903745651,
|
|
"m": 0.5066842436790466
|
|
},
|
|
{
|
|
"p": 0.06300901621580124,
|
|
"m": 0.2077893167734146
|
|
},
|
|
{
|
|
"p": 0.023650886490941048,
|
|
"m": 0.5222796201705933
|
|
},
|
|
{
|
|
"p": 0.10417990386486053,
|
|
"m": 0.5713318586349487
|
|
},
|
|
{
|
|
"p": 0.09977709501981735,
|
|
"m": 0.7744914889335632
|
|
},
|
|
{
|
|
"p": 0.05012139305472374,
|
|
"m": 0.9403069019317627
|
|
},
|
|
{
|
|
"p": 0.16522061824798584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0071159848012030125,
|
|
"m": 0.8019201755523682
|
|
},
|
|
{
|
|
"p": 0.14254538714885712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012432785704731941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044682931154966354,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.1390676498413086,
|
|
"val_loss": 1.04631769657135,
|
|
"acc": 69.95,
|
|
"time": 251.57822220597882,
|
|
"param": [
|
|
{
|
|
"p": 0.05140647292137146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021302474662661552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1508580446243286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06467662751674652,
|
|
"m": 0.4854767918586731
|
|
},
|
|
{
|
|
"p": 0.061648622155189514,
|
|
"m": 0.29847249388694763
|
|
},
|
|
{
|
|
"p": 0.022277362644672394,
|
|
"m": 0.5277398228645325
|
|
},
|
|
{
|
|
"p": 0.11439936608076096,
|
|
"m": 0.6002002954483032
|
|
},
|
|
{
|
|
"p": 0.09354118257761002,
|
|
"m": 0.6165205836296082
|
|
},
|
|
{
|
|
"p": 0.06771868467330933,
|
|
"m": 0.9497701525688171
|
|
},
|
|
{
|
|
"p": 0.15863551199436188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01139761134982109,
|
|
"m": 0.8589374423027039
|
|
},
|
|
{
|
|
"p": 0.13155107200145721,
|
|
"m": 0.9704812169075012
|
|
},
|
|
{
|
|
"p": 0.011999376118183136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03858758881688118,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.8436621427536011,
|
|
"val_loss": 0.6766989827156067,
|
|
"acc": 71.37,
|
|
"time": 242.1100024660118,
|
|
"param": [
|
|
{
|
|
"p": 0.05098355934023857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013948897831141949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1654675304889679,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05856708064675331,
|
|
"m": 0.7060140371322632
|
|
},
|
|
{
|
|
"p": 0.04535537213087082,
|
|
"m": 0.25966858863830566
|
|
},
|
|
{
|
|
"p": 0.030223963782191277,
|
|
"m": 0.46184495091438293
|
|
},
|
|
{
|
|
"p": 0.09487887471914291,
|
|
"m": 0.7185370326042175
|
|
},
|
|
{
|
|
"p": 0.09846898913383484,
|
|
"m": 0.6306101083755493
|
|
},
|
|
{
|
|
"p": 0.057140786200761795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14522813260555267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03753317892551422,
|
|
"m": 0.8966594934463501
|
|
},
|
|
{
|
|
"p": 0.15847092866897583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014552152715623379,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029180528596043587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.7834401726722717,
|
|
"val_loss": 0.9321395754814148,
|
|
"acc": 71.05,
|
|
"time": 254.8939084119629,
|
|
"param": [
|
|
{
|
|
"p": 0.04381656274199486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01879027485847473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18301258981227875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053850386291742325,
|
|
"m": 0.6586916446685791
|
|
},
|
|
{
|
|
"p": 0.056171055883169174,
|
|
"m": 0.18343816697597504
|
|
},
|
|
{
|
|
"p": 0.02995136007666588,
|
|
"m": 0.2963051199913025
|
|
},
|
|
{
|
|
"p": 0.10187521576881409,
|
|
"m": 0.7270205616950989
|
|
},
|
|
{
|
|
"p": 0.09870975464582443,
|
|
"m": 0.6260579228401184
|
|
},
|
|
{
|
|
"p": 0.056475915014743805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15142422914505005,
|
|
"m": 0.9934542775154114
|
|
},
|
|
{
|
|
"p": 0.006784625817090273,
|
|
"m": 0.8649978637695312
|
|
},
|
|
{
|
|
"p": 0.14630690217018127,
|
|
"m": 0.9913766980171204
|
|
},
|
|
{
|
|
"p": 0.01099518034607172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0418359749019146,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.9649387001991272,
|
|
"val_loss": 0.9137457013130188,
|
|
"acc": 71.89,
|
|
"time": 247.8630695180036,
|
|
"param": [
|
|
{
|
|
"p": 0.05245382338762283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024059413000941277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15877266228199005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05820704996585846,
|
|
"m": 0.6492601037025452
|
|
},
|
|
{
|
|
"p": 0.06050381809473038,
|
|
"m": 0.1181255355477333
|
|
},
|
|
{
|
|
"p": 0.028820732608437538,
|
|
"m": 0.14859692752361298
|
|
},
|
|
{
|
|
"p": 0.09859161823987961,
|
|
"m": 0.650341272354126
|
|
},
|
|
{
|
|
"p": 0.11615068465471268,
|
|
"m": 0.7431700229644775
|
|
},
|
|
{
|
|
"p": 0.06308626383543015,
|
|
"m": 0.9597533345222473
|
|
},
|
|
{
|
|
"p": 0.12703104317188263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004379550460726023,
|
|
"m": 0.9562209844589233
|
|
},
|
|
{
|
|
"p": 0.15191316604614258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008329309523105621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04770080745220184,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.947230339050293,
|
|
"val_loss": 0.8294663429260254,
|
|
"acc": 70.96,
|
|
"time": 251.84988228802104,
|
|
"param": [
|
|
{
|
|
"p": 0.04708234965801239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025733480229973793,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18218055367469788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050622474402189255,
|
|
"m": 0.5629163980484009
|
|
},
|
|
{
|
|
"p": 0.05788099020719528,
|
|
"m": 0.15189103782176971
|
|
},
|
|
{
|
|
"p": 0.02565133012831211,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.09637264907360077,
|
|
"m": 0.6252307891845703
|
|
},
|
|
{
|
|
"p": 0.10348863154649734,
|
|
"m": 0.7359181642532349
|
|
},
|
|
{
|
|
"p": 0.058062594383955,
|
|
"m": 0.9822741150856018
|
|
},
|
|
{
|
|
"p": 0.13579249382019043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008892698213458061,
|
|
"m": 0.9608375430107117
|
|
},
|
|
{
|
|
"p": 0.14606957137584686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016800813376903534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04536934196949005,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.832456111907959,
|
|
"val_loss": 0.9016486406326294,
|
|
"acc": 71.01,
|
|
"time": 254.97303942899453,
|
|
"param": [
|
|
{
|
|
"p": 0.056298814713954926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023549752309918404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1414170265197754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06077466160058975,
|
|
"m": 0.5298948287963867
|
|
},
|
|
{
|
|
"p": 0.06643067300319672,
|
|
"m": 0.14825314283370972
|
|
},
|
|
{
|
|
"p": 0.03365154564380646,
|
|
"m": 0.2152143269777298
|
|
},
|
|
{
|
|
"p": 0.07375795394182205,
|
|
"m": 0.6566579341888428
|
|
},
|
|
{
|
|
"p": 0.0964355394244194,
|
|
"m": 0.6933014392852783
|
|
},
|
|
{
|
|
"p": 0.058675192296504974,
|
|
"m": 0.8817734122276306
|
|
},
|
|
{
|
|
"p": 0.13866481184959412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017827726900577545,
|
|
"m": 0.9104103446006775
|
|
},
|
|
{
|
|
"p": 0.1590060293674469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021404599770903587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05210566148161888,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.050676941871643,
|
|
"val_loss": 0.9341838955879211,
|
|
"acc": 71.4,
|
|
"time": 250.007260236016,
|
|
"param": [
|
|
{
|
|
"p": 0.05863654613494873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02484830841422081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16010263562202454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06733033061027527,
|
|
"m": 0.5230436325073242
|
|
},
|
|
{
|
|
"p": 0.05092260241508484,
|
|
"m": 0.13038353621959686
|
|
},
|
|
{
|
|
"p": 0.029705042019486427,
|
|
"m": 0.13769420981407166
|
|
},
|
|
{
|
|
"p": 0.10948745161294937,
|
|
"m": 0.851992666721344
|
|
},
|
|
{
|
|
"p": 0.11607253551483154,
|
|
"m": 0.5854450464248657
|
|
},
|
|
{
|
|
"p": 0.057675037533044815,
|
|
"m": 0.892570436000824
|
|
},
|
|
{
|
|
"p": 0.15039849281311035,
|
|
"m": 0.9941567778587341
|
|
},
|
|
{
|
|
"p": 0.006150384433567524,
|
|
"m": 0.9830865263938904
|
|
},
|
|
{
|
|
"p": 0.11674606055021286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012148636393249035,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03977601230144501,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.8554970622062683,
|
|
"val_loss": 0.9430180191993713,
|
|
"acc": 71.01,
|
|
"time": 247.73965110699646,
|
|
"param": [
|
|
{
|
|
"p": 0.0379599891602993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02449117600917816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16378125548362732,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0699274018406868,
|
|
"m": 0.6375525593757629
|
|
},
|
|
{
|
|
"p": 0.06341661512851715,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02594095841050148,
|
|
"m": 0.2365100234746933
|
|
},
|
|
{
|
|
"p": 0.09819351881742477,
|
|
"m": 0.8951597213745117
|
|
},
|
|
{
|
|
"p": 0.09597764909267426,
|
|
"m": 0.6906952261924744
|
|
},
|
|
{
|
|
"p": 0.04595259204506874,
|
|
"m": 0.9453924894332886
|
|
},
|
|
{
|
|
"p": 0.11252158135175705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010595344007015228,
|
|
"m": 0.9953737258911133
|
|
},
|
|
{
|
|
"p": 0.12812252342700958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926162332296371,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04385770112276077,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.9119260311126709,
|
|
"val_loss": 0.93845534324646,
|
|
"acc": 71.32,
|
|
"time": 241.39353932102676,
|
|
"param": [
|
|
{
|
|
"p": 0.05907578766345978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017347589135169983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14707361161708832,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06733611226081848,
|
|
"m": 0.7590562701225281
|
|
},
|
|
{
|
|
"p": 0.06527982652187347,
|
|
"m": 0.20160795748233795
|
|
},
|
|
{
|
|
"p": 0.03216145560145378,
|
|
"m": 0.2257407307624817
|
|
},
|
|
{
|
|
"p": 0.11103970557451248,
|
|
"m": 0.7773019671440125
|
|
},
|
|
{
|
|
"p": 0.10349027067422867,
|
|
"m": 0.6097592711448669
|
|
},
|
|
{
|
|
"p": 0.057861264795064926,
|
|
"m": 0.9150793552398682
|
|
},
|
|
{
|
|
"p": 0.13566075265407562,
|
|
"m": 0.9925976395606995
|
|
},
|
|
{
|
|
"p": 0.009838742204010487,
|
|
"m": 0.8790897130966187
|
|
},
|
|
{
|
|
"p": 0.1415954828262329,
|
|
"m": 0.9979175329208374
|
|
},
|
|
{
|
|
"p": 0.00804208591580391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04419726878404617,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.8580083847045898,
|
|
"val_loss": 0.8197637796401978,
|
|
"acc": 70.85,
|
|
"time": 256.25226429704344,
|
|
"param": [
|
|
{
|
|
"p": 0.06429754942655563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01753036305308342,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1704077273607254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06353412568569183,
|
|
"m": 0.6826016902923584
|
|
},
|
|
{
|
|
"p": 0.06055879592895508,
|
|
"m": 0.40833425521850586
|
|
},
|
|
{
|
|
"p": 0.036541443318128586,
|
|
"m": 0.2121923565864563
|
|
},
|
|
{
|
|
"p": 0.09581929445266724,
|
|
"m": 0.7124399542808533
|
|
},
|
|
{
|
|
"p": 0.10177599638700485,
|
|
"m": 0.6656309366226196
|
|
},
|
|
{
|
|
"p": 0.05407446250319481,
|
|
"m": 0.8154363632202148
|
|
},
|
|
{
|
|
"p": 0.13440962135791779,
|
|
"m": 0.9666867852210999
|
|
},
|
|
{
|
|
"p": 0.0066925836727023125,
|
|
"m": 0.8629574775695801
|
|
},
|
|
{
|
|
"p": 0.13383769989013672,
|
|
"m": 0.997126042842865
|
|
},
|
|
{
|
|
"p": 0.011511716060340405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04900861531496048,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.4764864146709442,
|
|
"val_loss": 0.8944898247718811,
|
|
"acc": 71.89,
|
|
"time": 250.57722355198348,
|
|
"param": [
|
|
{
|
|
"p": 0.037946321070194244,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024293994531035423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1501048356294632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05338521674275398,
|
|
"m": 0.6863479614257812
|
|
},
|
|
{
|
|
"p": 0.05760333687067032,
|
|
"m": 0.21963998675346375
|
|
},
|
|
{
|
|
"p": 0.064146488904953,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.09847348928451538,
|
|
"m": 0.8049454092979431
|
|
},
|
|
{
|
|
"p": 0.10729434341192245,
|
|
"m": 0.6861643195152283
|
|
},
|
|
{
|
|
"p": 0.05946993827819824,
|
|
"m": 0.8450180292129517
|
|
},
|
|
{
|
|
"p": 0.13319888710975647,
|
|
"m": 0.9044601917266846
|
|
},
|
|
{
|
|
"p": 0.010509736835956573,
|
|
"m": 0.8654279708862305
|
|
},
|
|
{
|
|
"p": 0.14891541004180908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006095462944358587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04856257140636444,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.8677951097488403,
|
|
"val_loss": 1.0047944784164429,
|
|
"acc": 70.79,
|
|
"time": 249.27618087898009,
|
|
"param": [
|
|
{
|
|
"p": 0.0552184171974659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03153800219297409,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14919471740722656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07600537687540054,
|
|
"m": 0.7077846527099609
|
|
},
|
|
{
|
|
"p": 0.049256082624197006,
|
|
"m": 0.17196311056613922
|
|
},
|
|
{
|
|
"p": 0.016661511734128,
|
|
"m": 0.3053223192691803
|
|
},
|
|
{
|
|
"p": 0.08386986702680588,
|
|
"m": 0.8048438429832458
|
|
},
|
|
{
|
|
"p": 0.1079755425453186,
|
|
"m": 0.7481183409690857
|
|
},
|
|
{
|
|
"p": 0.06707250326871872,
|
|
"m": 0.9377841949462891
|
|
},
|
|
{
|
|
"p": 0.11907647550106049,
|
|
"m": 0.9691254496574402
|
|
},
|
|
{
|
|
"p": 0.013144760392606258,
|
|
"m": 0.9130962491035461
|
|
},
|
|
{
|
|
"p": 0.1406986117362976,
|
|
"m": 0.9890180230140686
|
|
},
|
|
{
|
|
"p": 0.03751778230071068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052770454436540604,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.8862291574478149,
|
|
"val_loss": 0.9808094501495361,
|
|
"acc": 70.45,
|
|
"time": 250.35334470699308,
|
|
"param": [
|
|
{
|
|
"p": 0.05179854482412338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020867900922894478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17192654311656952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051285531371831894,
|
|
"m": 0.675513744354248
|
|
},
|
|
{
|
|
"p": 0.0775332823395729,
|
|
"m": 0.19057106971740723
|
|
},
|
|
{
|
|
"p": 0.01405588909983635,
|
|
"m": 0.3429369330406189
|
|
},
|
|
{
|
|
"p": 0.10802367329597473,
|
|
"m": 0.5957183837890625
|
|
},
|
|
{
|
|
"p": 0.10713938623666763,
|
|
"m": 0.7470173239707947
|
|
},
|
|
{
|
|
"p": 0.0737956166267395,
|
|
"m": 0.9803902506828308
|
|
},
|
|
{
|
|
"p": 0.130079448223114,
|
|
"m": 0.9686347842216492
|
|
},
|
|
{
|
|
"p": 0.011079637333750725,
|
|
"m": 0.999984622001648
|
|
},
|
|
{
|
|
"p": 0.1226256862282753,
|
|
"m": 0.9981407523155212
|
|
},
|
|
{
|
|
"p": 0.009605989791452885,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050182897597551346,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.9983734488487244,
|
|
"val_loss": 0.9935078620910645,
|
|
"acc": 70.53,
|
|
"time": 248.29485624696827,
|
|
"param": [
|
|
{
|
|
"p": 0.043335556983947754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031479720026254654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1460321545600891,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06010174751281738,
|
|
"m": 0.6876356601715088
|
|
},
|
|
{
|
|
"p": 0.051292628049850464,
|
|
"m": 0.11459258198738098
|
|
},
|
|
{
|
|
"p": 0.01371049601584673,
|
|
"m": 0.29879146814346313
|
|
},
|
|
{
|
|
"p": 0.09540937840938568,
|
|
"m": 0.669967532157898
|
|
},
|
|
{
|
|
"p": 0.10642579197883606,
|
|
"m": 0.7267155647277832
|
|
},
|
|
{
|
|
"p": 0.06693475693464279,
|
|
"m": 0.8609371185302734
|
|
},
|
|
{
|
|
"p": 0.1366371065378189,
|
|
"m": 0.9549700021743774
|
|
},
|
|
{
|
|
"p": 0.02974497154355049,
|
|
"m": 0.9741171598434448
|
|
},
|
|
{
|
|
"p": 0.10996528714895248,
|
|
"m": 0.9873720407485962
|
|
},
|
|
{
|
|
"p": 0.0555989108979702,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05333137884736061,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.7514714598655701,
|
|
"val_loss": 1.01665461063385,
|
|
"acc": 71.19,
|
|
"time": 251.3861858479795,
|
|
"param": [
|
|
{
|
|
"p": 0.06114991754293442,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02195087820291519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1714886575937271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06992924958467484,
|
|
"m": 0.7860524654388428
|
|
},
|
|
{
|
|
"p": 0.053066276013851166,
|
|
"m": 0.19944092631340027
|
|
},
|
|
{
|
|
"p": 0.012390521354973316,
|
|
"m": 0.26129844784736633
|
|
},
|
|
{
|
|
"p": 0.09618853032588959,
|
|
"m": 0.5774394869804382
|
|
},
|
|
{
|
|
"p": 0.1138572096824646,
|
|
"m": 0.8796687722206116
|
|
},
|
|
{
|
|
"p": 0.05641821026802063,
|
|
"m": 0.9519294500350952
|
|
},
|
|
{
|
|
"p": 0.14382711052894592,
|
|
"m": 0.9712179899215698
|
|
},
|
|
{
|
|
"p": 0.012485051527619362,
|
|
"m": 0.9832477569580078
|
|
},
|
|
{
|
|
"p": 0.120508573949337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0066018011420965195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06013796105980873,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.8547852635383606,
|
|
"val_loss": 0.9945739507675171,
|
|
"acc": 71.89,
|
|
"time": 248.00381641997956,
|
|
"param": [
|
|
{
|
|
"p": 0.05440818890929222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026163794100284576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16365665197372437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07562743127346039,
|
|
"m": 0.6799390912055969
|
|
},
|
|
{
|
|
"p": 0.07233895361423492,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019729848951101303,
|
|
"m": 0.25810423493385315
|
|
},
|
|
{
|
|
"p": 0.10573077946901321,
|
|
"m": 0.7480937838554382
|
|
},
|
|
{
|
|
"p": 0.11727678030729294,
|
|
"m": 0.7675109505653381
|
|
},
|
|
{
|
|
"p": 0.06746780127286911,
|
|
"m": 0.954563558101654
|
|
},
|
|
{
|
|
"p": 0.11519160121679306,
|
|
"m": 0.9591797590255737
|
|
},
|
|
{
|
|
"p": 0.013140580616891384,
|
|
"m": 0.956840991973877
|
|
},
|
|
{
|
|
"p": 0.1121562123298645,
|
|
"m": 0.9993912577629089
|
|
},
|
|
{
|
|
"p": 0.003930798266083002,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05318058654665947,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.0186659097671509,
|
|
"val_loss": 0.7822439670562744,
|
|
"acc": 70.92,
|
|
"time": 250.2255816840334,
|
|
"param": [
|
|
{
|
|
"p": 0.047384366393089294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022423245012760162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15820513665676117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07086304575204849,
|
|
"m": 0.7553784251213074
|
|
},
|
|
{
|
|
"p": 0.053473714739084244,
|
|
"m": 0.23187050223350525
|
|
},
|
|
{
|
|
"p": 0.013315905816853046,
|
|
"m": 0.25771722197532654
|
|
},
|
|
{
|
|
"p": 0.11842942237854004,
|
|
"m": 0.7143126130104065
|
|
},
|
|
{
|
|
"p": 0.10419028252363205,
|
|
"m": 0.8478975296020508
|
|
},
|
|
{
|
|
"p": 0.048581089824438095,
|
|
"m": 0.9305540919303894
|
|
},
|
|
{
|
|
"p": 0.13555462658405304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012178465723991394,
|
|
"m": 0.9153955578804016
|
|
},
|
|
{
|
|
"p": 0.15955819189548492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004265615716576576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05157690867781639,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1576576232910156,
|
|
"val_loss": 0.871760904788971,
|
|
"acc": 71.47,
|
|
"time": 248.4422702199663,
|
|
"param": [
|
|
{
|
|
"p": 0.05903082713484764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026941606774926186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1662297248840332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03663251921534538,
|
|
"m": 0.7853817939758301
|
|
},
|
|
{
|
|
"p": 0.07190006971359253,
|
|
"m": 0.13604208827018738
|
|
},
|
|
{
|
|
"p": 0.02851647138595581,
|
|
"m": 0.3711777329444885
|
|
},
|
|
{
|
|
"p": 0.0964185893535614,
|
|
"m": 0.6640599370002747
|
|
},
|
|
{
|
|
"p": 0.10832449793815613,
|
|
"m": 0.8830898404121399
|
|
},
|
|
{
|
|
"p": 0.0710228979587555,
|
|
"m": 0.9756274223327637
|
|
},
|
|
{
|
|
"p": 0.14494717121124268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013636069372296333,
|
|
"m": 0.944429874420166
|
|
},
|
|
{
|
|
"p": 0.11059511452913284,
|
|
"m": 0.9832133054733276
|
|
},
|
|
{
|
|
"p": 0.002680031582713127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06312443315982819,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.49193868041038513,
|
|
"val_loss": 1.0645190477371216,
|
|
"acc": 71.52,
|
|
"time": 250.18713423301233,
|
|
"param": [
|
|
{
|
|
"p": 0.060916606336832047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023374510928988457,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13657037913799286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05715852603316307,
|
|
"m": 0.7104759216308594
|
|
},
|
|
{
|
|
"p": 0.05217071250081062,
|
|
"m": 0.14622852206230164
|
|
},
|
|
{
|
|
"p": 0.02463754266500473,
|
|
"m": 0.3579164445400238
|
|
},
|
|
{
|
|
"p": 0.11728199571371078,
|
|
"m": 0.8454933166503906
|
|
},
|
|
{
|
|
"p": 0.10582593828439713,
|
|
"m": 0.8896634578704834
|
|
},
|
|
{
|
|
"p": 0.07963588088750839,
|
|
"m": 0.9680706262588501
|
|
},
|
|
{
|
|
"p": 0.1415649950504303,
|
|
"m": 0.9047374725341797
|
|
},
|
|
{
|
|
"p": 0.0028094968292862177,
|
|
"m": 0.9053415060043335
|
|
},
|
|
{
|
|
"p": 0.14215856790542603,
|
|
"m": 0.978795051574707
|
|
},
|
|
{
|
|
"p": 0.00654692854732275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049347952008247375,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.0341278314590454,
|
|
"val_loss": 0.8185617923736572,
|
|
"acc": 70.95,
|
|
"time": 249.18821575900074,
|
|
"param": [
|
|
{
|
|
"p": 0.06078006327152252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029717857018113136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15296518802642822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07242055982351303,
|
|
"m": 0.7141220569610596
|
|
},
|
|
{
|
|
"p": 0.0638027936220169,
|
|
"m": 0.31112295389175415
|
|
},
|
|
{
|
|
"p": 0.015672167763113976,
|
|
"m": 0.21474692225456238
|
|
},
|
|
{
|
|
"p": 0.1072932630777359,
|
|
"m": 0.8910572528839111
|
|
},
|
|
{
|
|
"p": 0.12113150209188461,
|
|
"m": 0.9332377314567566
|
|
},
|
|
{
|
|
"p": 0.04719796031713486,
|
|
"m": 0.9242019057273865
|
|
},
|
|
{
|
|
"p": 0.12641632556915283,
|
|
"m": 0.9565262794494629
|
|
},
|
|
{
|
|
"p": 0.012186638079583645,
|
|
"m": 0.8528772592544556
|
|
},
|
|
{
|
|
"p": 0.12834598124027252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009593169204890728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05247657001018524,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.8744755983352661,
|
|
"val_loss": 0.8633817434310913,
|
|
"acc": 72.14,
|
|
"time": 253.33160303300247,
|
|
"param": [
|
|
{
|
|
"p": 0.055142831057310104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0308308657258749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11889967322349548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0676499530673027,
|
|
"m": 0.673369824886322
|
|
},
|
|
{
|
|
"p": 0.0834837406873703,
|
|
"m": 0.35289430618286133
|
|
},
|
|
{
|
|
"p": 0.03006129153072834,
|
|
"m": 0.22465327382087708
|
|
},
|
|
{
|
|
"p": 0.11772486567497253,
|
|
"m": 0.9344797134399414
|
|
},
|
|
{
|
|
"p": 0.09769149124622345,
|
|
"m": 0.8621219992637634
|
|
},
|
|
{
|
|
"p": 0.06581971049308777,
|
|
"m": 0.8513485789299011
|
|
},
|
|
{
|
|
"p": 0.13066332042217255,
|
|
"m": 0.8219913244247437
|
|
},
|
|
{
|
|
"p": 0.012649888172745705,
|
|
"m": 0.9366306662559509
|
|
},
|
|
{
|
|
"p": 0.12276221066713333,
|
|
"m": 0.9465765357017517
|
|
},
|
|
{
|
|
"p": 0.01444439310580492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05217574164271355,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.9617206454277039,
|
|
"val_loss": 0.7786877155303955,
|
|
"acc": 71.92,
|
|
"time": 247.59232678700937,
|
|
"param": [
|
|
{
|
|
"p": 0.06417887657880783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03493744134902954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1630862057209015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07776014506816864,
|
|
"m": 0.6605541706085205
|
|
},
|
|
{
|
|
"p": 0.06291259080171585,
|
|
"m": 0.30196115374565125
|
|
},
|
|
{
|
|
"p": 0.007251752074807882,
|
|
"m": 0.21571679413318634
|
|
},
|
|
{
|
|
"p": 0.12933765351772308,
|
|
"m": 0.8755117058753967
|
|
},
|
|
{
|
|
"p": 0.07134561985731125,
|
|
"m": 0.7946388125419617
|
|
},
|
|
{
|
|
"p": 0.07134107500314713,
|
|
"m": 0.9117943048477173
|
|
},
|
|
{
|
|
"p": 0.11577297747135162,
|
|
"m": 0.9326327443122864
|
|
},
|
|
{
|
|
"p": 0.01258422527462244,
|
|
"m": 0.9126988649368286
|
|
},
|
|
{
|
|
"p": 0.13251496851444244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00989775825291872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04707871377468109,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.8691146969795227,
|
|
"val_loss": 0.896764874458313,
|
|
"acc": 71.88,
|
|
"time": 253.79828918498242,
|
|
"param": [
|
|
{
|
|
"p": 0.07493186742067337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02401062101125717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12687702476978302,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06271009147167206,
|
|
"m": 0.6044300198554993
|
|
},
|
|
{
|
|
"p": 0.07825740426778793,
|
|
"m": 0.323108971118927
|
|
},
|
|
{
|
|
"p": 0.026227610185742378,
|
|
"m": 0.3041764795780182
|
|
},
|
|
{
|
|
"p": 0.11819561570882797,
|
|
"m": 0.8219426870346069
|
|
},
|
|
{
|
|
"p": 0.10881537944078445,
|
|
"m": 0.6332202553749084
|
|
},
|
|
{
|
|
"p": 0.0566655695438385,
|
|
"m": 0.9089701175689697
|
|
},
|
|
{
|
|
"p": 0.14701160788536072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01169650163501501,
|
|
"m": 0.9681504964828491
|
|
},
|
|
{
|
|
"p": 0.10444631427526474,
|
|
"m": 0.9986706376075745
|
|
},
|
|
{
|
|
"p": 0.006363012827932835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053791385143995285,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.7061672210693359,
|
|
"val_loss": 0.7792270183563232,
|
|
"acc": 71.4,
|
|
"time": 253.8107379609719,
|
|
"param": [
|
|
{
|
|
"p": 0.05360754206776619,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02540099434554577,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12871016561985016,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059347037225961685,
|
|
"m": 0.6397945880889893
|
|
},
|
|
{
|
|
"p": 0.06824978440999985,
|
|
"m": 0.10528761893510818
|
|
},
|
|
{
|
|
"p": 0.01956244558095932,
|
|
"m": 0.37574872374534607
|
|
},
|
|
{
|
|
"p": 0.10991048812866211,
|
|
"m": 0.9252390265464783
|
|
},
|
|
{
|
|
"p": 0.0905098021030426,
|
|
"m": 0.5898147225379944
|
|
},
|
|
{
|
|
"p": 0.07026611268520355,
|
|
"m": 0.8874015212059021
|
|
},
|
|
{
|
|
"p": 0.10293053090572357,
|
|
"m": 0.9979202151298523
|
|
},
|
|
{
|
|
"p": 0.01051868312060833,
|
|
"m": 0.8682963848114014
|
|
},
|
|
{
|
|
"p": 0.10087715834379196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11130788177251816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04880121722817421,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.8649372458457947,
|
|
"val_loss": 0.8110494613647461,
|
|
"acc": 71.04,
|
|
"time": 251.42447784199612,
|
|
"param": [
|
|
{
|
|
"p": 0.06584705412387848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025203021243214607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1382969170808792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06828512996435165,
|
|
"m": 0.7347546219825745
|
|
},
|
|
{
|
|
"p": 0.06165091320872307,
|
|
"m": 0.1504797339439392
|
|
},
|
|
{
|
|
"p": 0.02946542203426361,
|
|
"m": 0.3299400508403778
|
|
},
|
|
{
|
|
"p": 0.11402878165245056,
|
|
"m": 0.8524237275123596
|
|
},
|
|
{
|
|
"p": 0.10045557469129562,
|
|
"m": 0.6301035284996033
|
|
},
|
|
{
|
|
"p": 0.0719192773103714,
|
|
"m": 0.7443404197692871
|
|
},
|
|
{
|
|
"p": 0.12195159494876862,
|
|
"m": 0.9694982171058655
|
|
},
|
|
{
|
|
"p": 0.012806602753698826,
|
|
"m": 0.8871927857398987
|
|
},
|
|
{
|
|
"p": 0.12742456793785095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009115396998822689,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05354974418878555,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.0589436292648315,
|
|
"val_loss": 0.9284092783927917,
|
|
"acc": 71.65,
|
|
"time": 254.64247486001113,
|
|
"param": [
|
|
{
|
|
"p": 0.06548290699720383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032174862921237946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1406712681055069,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05671583488583565,
|
|
"m": 0.6616050004959106
|
|
},
|
|
{
|
|
"p": 0.07733739912509918,
|
|
"m": 0.1739853471517563
|
|
},
|
|
{
|
|
"p": 0.013875910080969334,
|
|
"m": 0.3485889136791229
|
|
},
|
|
{
|
|
"p": 0.10453374683856964,
|
|
"m": 0.8945866227149963
|
|
},
|
|
{
|
|
"p": 0.11132214963436127,
|
|
"m": 0.6518814563751221
|
|
},
|
|
{
|
|
"p": 0.06853718310594559,
|
|
"m": 0.7421202063560486
|
|
},
|
|
{
|
|
"p": 0.11710614711046219,
|
|
"m": 0.8947064280509949
|
|
},
|
|
{
|
|
"p": 0.0052209049463272095,
|
|
"m": 0.9138070344924927
|
|
},
|
|
{
|
|
"p": 0.14019374549388885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007682717405259609,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05914527550339699,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.9607824683189392,
|
|
"val_loss": 0.802859902381897,
|
|
"acc": 71.47,
|
|
"time": 256.46021527796984,
|
|
"param": [
|
|
{
|
|
"p": 0.06009896099567413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020718902349472046,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11906209588050842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06994438171386719,
|
|
"m": 0.5677149295806885
|
|
},
|
|
{
|
|
"p": 0.06524031609296799,
|
|
"m": 0.17073427140712738
|
|
},
|
|
{
|
|
"p": 0.020867599174380302,
|
|
"m": 0.2998062074184418
|
|
},
|
|
{
|
|
"p": 0.11582477390766144,
|
|
"m": 0.9873073101043701
|
|
},
|
|
{
|
|
"p": 0.10691239684820175,
|
|
"m": 0.638553261756897
|
|
},
|
|
{
|
|
"p": 0.07319838553667068,
|
|
"m": 0.8086625933647156
|
|
},
|
|
{
|
|
"p": 0.12900224328041077,
|
|
"m": 0.9069213271141052
|
|
},
|
|
{
|
|
"p": 0.011804538778960705,
|
|
"m": 0.9754629731178284
|
|
},
|
|
{
|
|
"p": 0.14220134913921356,
|
|
"m": 0.9612235426902771
|
|
},
|
|
{
|
|
"p": 0.006645173765718937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058478858321905136,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.9945658445358276,
|
|
"val_loss": 0.927098274230957,
|
|
"acc": 71.26,
|
|
"time": 251.30893224297324,
|
|
"param": [
|
|
{
|
|
"p": 0.07027605175971985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03286304324865341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14461912214756012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06355082243680954,
|
|
"m": 0.6094906330108643
|
|
},
|
|
{
|
|
"p": 0.09828436374664307,
|
|
"m": 0.30657926201820374
|
|
},
|
|
{
|
|
"p": 0.019060270860791206,
|
|
"m": 0.22280415892601013
|
|
},
|
|
{
|
|
"p": 0.1090908944606781,
|
|
"m": 0.9405884146690369
|
|
},
|
|
{
|
|
"p": 0.09862617403268814,
|
|
"m": 0.6852658987045288
|
|
},
|
|
{
|
|
"p": 0.0674663782119751,
|
|
"m": 0.7462340593338013
|
|
},
|
|
{
|
|
"p": 0.08383166790008545,
|
|
"m": 0.9959222078323364
|
|
},
|
|
{
|
|
"p": 0.01681400090456009,
|
|
"m": 0.8466930985450745
|
|
},
|
|
{
|
|
"p": 0.13215531408786774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008420121856033802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054941821843385696,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.7065263390541077,
|
|
"val_loss": 0.8381808400154114,
|
|
"acc": 71.06,
|
|
"time": 249.98394579900196,
|
|
"param": [
|
|
{
|
|
"p": 0.06262350082397461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034657251089811325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13530367612838745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051847781985998154,
|
|
"m": 0.5877860188484192
|
|
},
|
|
{
|
|
"p": 0.08319494873285294,
|
|
"m": 0.17797814309597015
|
|
},
|
|
{
|
|
"p": 0.026586880907416344,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0822058692574501,
|
|
"m": 0.9439190030097961
|
|
},
|
|
{
|
|
"p": 0.1294589787721634,
|
|
"m": 0.8078687191009521
|
|
},
|
|
{
|
|
"p": 0.0713614672422409,
|
|
"m": 0.8194032311439514
|
|
},
|
|
{
|
|
"p": 0.14809511601924896,
|
|
"m": 0.9591547250747681
|
|
},
|
|
{
|
|
"p": 0.00956154428422451,
|
|
"m": 0.829908013343811
|
|
},
|
|
{
|
|
"p": 0.10443764179944992,
|
|
"m": 0.9308034181594849
|
|
},
|
|
{
|
|
"p": 0.007954418659210205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05271093547344208,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.1312386989593506,
|
|
"val_loss": 0.8571176528930664,
|
|
"acc": 71.81,
|
|
"time": 260.0356565400143,
|
|
"param": [
|
|
{
|
|
"p": 0.07846110314130783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025562534108757973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15149149298667908,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08399225771427155,
|
|
"m": 0.7073391675949097
|
|
},
|
|
{
|
|
"p": 0.08618427067995071,
|
|
"m": 0.303829550743103
|
|
},
|
|
{
|
|
"p": 0.01450201217085123,
|
|
"m": 0.14710810780525208
|
|
},
|
|
{
|
|
"p": 0.09288061410188675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10029442608356476,
|
|
"m": 0.8225015997886658
|
|
},
|
|
{
|
|
"p": 0.07897915691137314,
|
|
"m": 0.8353463411331177
|
|
},
|
|
{
|
|
"p": 0.09680698066949844,
|
|
"m": 0.9413204789161682
|
|
},
|
|
{
|
|
"p": 0.014296597801148891,
|
|
"m": 0.89055997133255
|
|
},
|
|
{
|
|
"p": 0.11227808147668839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009140671230852604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055129777640104294,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.48188504576683044,
|
|
"val_loss": 0.8359063267707825,
|
|
"acc": 71.64,
|
|
"time": 250.19493241800228,
|
|
"param": [
|
|
{
|
|
"p": 0.07396639138460159,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029047749936580658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1317317932844162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06767985969781876,
|
|
"m": 0.6995069980621338
|
|
},
|
|
{
|
|
"p": 0.0682053193449974,
|
|
"m": 0.2768373191356659
|
|
},
|
|
{
|
|
"p": 0.011128932237625122,
|
|
"m": 0.10142212361097336
|
|
},
|
|
{
|
|
"p": 0.10759779065847397,
|
|
"m": 0.9170800447463989
|
|
},
|
|
{
|
|
"p": 0.1039653941988945,
|
|
"m": 0.7012913227081299
|
|
},
|
|
{
|
|
"p": 0.08056172728538513,
|
|
"m": 0.855838418006897
|
|
},
|
|
{
|
|
"p": 0.137516587972641,
|
|
"m": 0.9696678519248962
|
|
},
|
|
{
|
|
"p": 0.013839527033269405,
|
|
"m": 0.8203261494636536
|
|
},
|
|
{
|
|
"p": 0.11159758269786835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0069011179730296135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056260183453559875,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.008849024772644,
|
|
"val_loss": 0.8772583603858948,
|
|
"acc": 71.08,
|
|
"time": 250.8173846200225,
|
|
"param": [
|
|
{
|
|
"p": 0.042910318821668625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03879980742931366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11050824820995331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0664178654551506,
|
|
"m": 0.5997603535652161
|
|
},
|
|
{
|
|
"p": 0.07196712493896484,
|
|
"m": 0.18565510213375092
|
|
},
|
|
{
|
|
"p": 0.026325900107622147,
|
|
"m": 0.17051962018013
|
|
},
|
|
{
|
|
"p": 0.08735068887472153,
|
|
"m": 0.9678841233253479
|
|
},
|
|
{
|
|
"p": 0.1116735190153122,
|
|
"m": 0.6934618949890137
|
|
},
|
|
{
|
|
"p": 0.06646022945642471,
|
|
"m": 0.7775533199310303
|
|
},
|
|
{
|
|
"p": 0.13490454852581024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01699647307395935,
|
|
"m": 0.8451125621795654
|
|
},
|
|
{
|
|
"p": 0.11669392883777618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05329270288348198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0556987039744854,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.8155773878097534,
|
|
"val_loss": 0.8180915713310242,
|
|
"acc": 71.66,
|
|
"time": 259.21874920802657,
|
|
"param": [
|
|
{
|
|
"p": 0.04132316634058952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03345959261059761,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13941927254199982,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056590382009744644,
|
|
"m": 0.5292928218841553
|
|
},
|
|
{
|
|
"p": 0.09184075891971588,
|
|
"m": 0.21287117898464203
|
|
},
|
|
{
|
|
"p": 0.033611346036195755,
|
|
"m": 0.14714425802230835
|
|
},
|
|
{
|
|
"p": 0.11311374604701996,
|
|
"m": 0.9494949579238892
|
|
},
|
|
{
|
|
"p": 0.07886340469121933,
|
|
"m": 0.7811253070831299
|
|
},
|
|
{
|
|
"p": 0.0552482046186924,
|
|
"m": 0.9058965444564819
|
|
},
|
|
{
|
|
"p": 0.13070422410964966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009904509410262108,
|
|
"m": 0.9609333276748657
|
|
},
|
|
{
|
|
"p": 0.1342862844467163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014499136246740818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06713584065437317,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.1228845119476318,
|
|
"val_loss": 0.8878023624420166,
|
|
"acc": 71.45,
|
|
"time": 246.17769255000167,
|
|
"param": [
|
|
{
|
|
"p": 0.045200563967227936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0323544479906559,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10705167055130005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126837968826294,
|
|
"m": 0.5955727100372314
|
|
},
|
|
{
|
|
"p": 0.049796655774116516,
|
|
"m": 0.21971818804740906
|
|
},
|
|
{
|
|
"p": 0.15597857534885406,
|
|
"m": 0.289405882358551
|
|
},
|
|
{
|
|
"p": 0.09791837632656097,
|
|
"m": 0.8352634906768799
|
|
},
|
|
{
|
|
"p": 0.10330785810947418,
|
|
"m": 0.8401222229003906
|
|
},
|
|
{
|
|
"p": 0.07017392665147781,
|
|
"m": 0.9698315858840942
|
|
},
|
|
{
|
|
"p": 0.08933448791503906,
|
|
"m": 0.9933533668518066
|
|
},
|
|
{
|
|
"p": 0.00875716470181942,
|
|
"m": 0.9186219573020935
|
|
},
|
|
{
|
|
"p": 0.1006714403629303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003808641107752919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0643777996301651,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.7953144311904907,
|
|
"val_loss": 0.9593386054039001,
|
|
"acc": 72.72,
|
|
"time": 251.9914191570133,
|
|
"param": [
|
|
{
|
|
"p": 0.05842169001698494,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028590647503733635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1314002424478531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07901182025671005,
|
|
"m": 0.708929181098938
|
|
},
|
|
{
|
|
"p": 0.08937424421310425,
|
|
"m": 0.20647269487380981
|
|
},
|
|
{
|
|
"p": 0.01904592104256153,
|
|
"m": 0.3599240183830261
|
|
},
|
|
{
|
|
"p": 0.11615537852048874,
|
|
"m": 0.8973885178565979
|
|
},
|
|
{
|
|
"p": 0.10662198811769485,
|
|
"m": 0.7301743626594543
|
|
},
|
|
{
|
|
"p": 0.0752829983830452,
|
|
"m": 0.9381751418113708
|
|
},
|
|
{
|
|
"p": 0.11629179120063782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006884935428388417,
|
|
"m": 0.902519702911377
|
|
},
|
|
{
|
|
"p": 0.11853417009115219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004086168482899666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05649443343281746,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.0125256776809692,
|
|
"val_loss": 0.9267627000808716,
|
|
"acc": 71.52,
|
|
"time": 254.11739562900038,
|
|
"param": [
|
|
{
|
|
"p": 0.05027681961655617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03490371257066727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14006401598453522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07069078832864761,
|
|
"m": 0.7120958566665649
|
|
},
|
|
{
|
|
"p": 0.07676408439874649,
|
|
"m": 0.23347735404968262
|
|
},
|
|
{
|
|
"p": 0.018851567059755325,
|
|
"m": 0.4283430278301239
|
|
},
|
|
{
|
|
"p": 0.113591268658638,
|
|
"m": 0.7992256283760071
|
|
},
|
|
{
|
|
"p": 0.09921618551015854,
|
|
"m": 0.7087821364402771
|
|
},
|
|
{
|
|
"p": 0.0809258222579956,
|
|
"m": 0.9597046971321106
|
|
},
|
|
{
|
|
"p": 0.11558552831411362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007493489421904087,
|
|
"m": 0.866016149520874
|
|
},
|
|
{
|
|
"p": 0.12940941751003265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011249381117522717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05097796395421028,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0754531621932983,
|
|
"val_loss": 0.8204537630081177,
|
|
"acc": 72.09,
|
|
"time": 252.1451182369492,
|
|
"param": [
|
|
{
|
|
"p": 0.0699499323964119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0316721647977829,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13574495911598206,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07584749907255173,
|
|
"m": 0.7096809148788452
|
|
},
|
|
{
|
|
"p": 0.07229626923799515,
|
|
"m": 0.2862302362918854
|
|
},
|
|
{
|
|
"p": 0.016217049211263657,
|
|
"m": 0.43292227387428284
|
|
},
|
|
{
|
|
"p": 0.11145497113466263,
|
|
"m": 0.7540196776390076
|
|
},
|
|
{
|
|
"p": 0.10645106434822083,
|
|
"m": 0.6104417443275452
|
|
},
|
|
{
|
|
"p": 0.06971658766269684,
|
|
"m": 0.9655425548553467
|
|
},
|
|
{
|
|
"p": 0.10383831709623337,
|
|
"m": 0.9944413900375366
|
|
},
|
|
{
|
|
"p": 0.004860808607190847,
|
|
"m": 0.8983655571937561
|
|
},
|
|
{
|
|
"p": 0.1058579683303833,
|
|
"m": 0.998193621635437
|
|
},
|
|
{
|
|
"p": 0.029012668877840042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06707969307899475,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.9304251074790955,
|
|
"val_loss": 0.9007848501205444,
|
|
"acc": 72.4,
|
|
"time": 256.252531651,
|
|
"param": [
|
|
{
|
|
"p": 0.041273437440395355,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03186890855431557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13853833079338074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06605736166238785,
|
|
"m": 0.581774115562439
|
|
},
|
|
{
|
|
"p": 0.08143623173236847,
|
|
"m": 0.24867290258407593
|
|
},
|
|
{
|
|
"p": 0.01717602275311947,
|
|
"m": 0.4691844582557678
|
|
},
|
|
{
|
|
"p": 0.09877291321754456,
|
|
"m": 0.8182966113090515
|
|
},
|
|
{
|
|
"p": 0.10836508125066757,
|
|
"m": 0.5744177103042603
|
|
},
|
|
{
|
|
"p": 0.06114410609006882,
|
|
"m": 0.9048334956169128
|
|
},
|
|
{
|
|
"p": 0.13672302663326263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017361454665660858,
|
|
"m": 0.9935125112533569
|
|
},
|
|
{
|
|
"p": 0.12769751250743866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006811890285462141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06677369028329849,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.5766670107841492,
|
|
"val_loss": 0.9292570948600769,
|
|
"acc": 71.94,
|
|
"time": 250.82425656699343,
|
|
"param": [
|
|
{
|
|
"p": 0.06768817454576492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035997211933135986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1451644003391266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08614552021026611,
|
|
"m": 0.6233684420585632
|
|
},
|
|
{
|
|
"p": 0.05788589268922806,
|
|
"m": 0.20926450192928314
|
|
},
|
|
{
|
|
"p": 0.013181961141526699,
|
|
"m": 0.18877935409545898
|
|
},
|
|
{
|
|
"p": 0.10634037852287292,
|
|
"m": 0.8432465195655823
|
|
},
|
|
{
|
|
"p": 0.09594360738992691,
|
|
"m": 0.6579946875572205
|
|
},
|
|
{
|
|
"p": 0.06505455821752548,
|
|
"m": 0.8310743570327759
|
|
},
|
|
{
|
|
"p": 0.12034871429204941,
|
|
"m": 0.9909080266952515
|
|
},
|
|
{
|
|
"p": 0.011059775948524475,
|
|
"m": 0.8928530216217041
|
|
},
|
|
{
|
|
"p": 0.12246769666671753,
|
|
"m": 0.9965754747390747
|
|
},
|
|
{
|
|
"p": 0.0006985389045439661,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07202361524105072,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.7989971041679382,
|
|
"val_loss": 0.9613809585571289,
|
|
"acc": 71.77,
|
|
"time": 256.01643906597747,
|
|
"param": [
|
|
{
|
|
"p": 0.058553241193294525,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03477548807859421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13746018707752228,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08635228872299194,
|
|
"m": 0.5692657232284546
|
|
},
|
|
{
|
|
"p": 0.08297935873270035,
|
|
"m": 0.21576708555221558
|
|
},
|
|
{
|
|
"p": 0.01425936259329319,
|
|
"m": 0.12388181686401367
|
|
},
|
|
{
|
|
"p": 0.10665512084960938,
|
|
"m": 0.7169663310050964
|
|
},
|
|
{
|
|
"p": 0.11532031744718552,
|
|
"m": 0.8020829558372498
|
|
},
|
|
{
|
|
"p": 0.06750653684139252,
|
|
"m": 0.8502165079116821
|
|
},
|
|
{
|
|
"p": 0.13368792831897736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010299715213477612,
|
|
"m": 0.9945275783538818
|
|
},
|
|
{
|
|
"p": 0.08525332063436508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006676280405372381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06022080406546593,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.6720532178878784,
|
|
"val_loss": 0.8484045267105103,
|
|
"acc": 71.41,
|
|
"time": 254.12214465800207,
|
|
"param": [
|
|
{
|
|
"p": 0.06368272006511688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034434810280799866,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11345388740301132,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09221608191728592,
|
|
"m": 0.6246382594108582
|
|
},
|
|
{
|
|
"p": 0.08998411148786545,
|
|
"m": 0.32042327523231506
|
|
},
|
|
{
|
|
"p": 0.0007017743191681802,
|
|
"m": 0.14771398901939392
|
|
},
|
|
{
|
|
"p": 0.13195648789405823,
|
|
"m": 0.882771372795105
|
|
},
|
|
{
|
|
"p": 0.11811770498752594,
|
|
"m": 0.800854504108429
|
|
},
|
|
{
|
|
"p": 0.07594609260559082,
|
|
"m": 0.7859873175621033
|
|
},
|
|
{
|
|
"p": 0.08706622570753098,
|
|
"m": 0.9777021408081055
|
|
},
|
|
{
|
|
"p": 0.01195664145052433,
|
|
"m": 0.9540740847587585
|
|
},
|
|
{
|
|
"p": 0.10701929777860641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006956949830055237,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06650733202695847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.8341544270515442,
|
|
"val_loss": 0.8366409540176392,
|
|
"acc": 71.9,
|
|
"time": 238.50643529597437,
|
|
"param": [
|
|
{
|
|
"p": 0.07774616777896881,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0389423631131649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13761895895004272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07241275161504745,
|
|
"m": 0.6483504772186279
|
|
},
|
|
{
|
|
"p": 0.04996433109045029,
|
|
"m": 0.18993157148361206
|
|
},
|
|
{
|
|
"p": 0.017181986942887306,
|
|
"m": 0.2527012526988983
|
|
},
|
|
{
|
|
"p": 0.12197665870189667,
|
|
"m": 0.8571621775627136
|
|
},
|
|
{
|
|
"p": 0.10763213783502579,
|
|
"m": 0.6534668803215027
|
|
},
|
|
{
|
|
"p": 0.06056298688054085,
|
|
"m": 0.8531959652900696
|
|
},
|
|
{
|
|
"p": 0.11605046689510345,
|
|
"m": 0.9542717337608337
|
|
},
|
|
{
|
|
"p": 0.0006961461622267962,
|
|
"m": 0.9018453359603882
|
|
},
|
|
{
|
|
"p": 0.11693470180034637,
|
|
"m": 0.9996230006217957
|
|
},
|
|
{
|
|
"p": 0.007832399569451809,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0744478851556778,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.6056954860687256,
|
|
"val_loss": 0.9050676226615906,
|
|
"acc": 71.25,
|
|
"time": 254.29996682197088,
|
|
"param": [
|
|
{
|
|
"p": 0.06159375607967377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04281837120652199,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16923481225967407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08585803955793381,
|
|
"m": 0.8218073844909668
|
|
},
|
|
{
|
|
"p": 0.09225588291883469,
|
|
"m": 0.309270977973938
|
|
},
|
|
{
|
|
"p": 0.013226443901658058,
|
|
"m": 0.2895459830760956
|
|
},
|
|
{
|
|
"p": 0.02751636877655983,
|
|
"m": 0.8697337508201599
|
|
},
|
|
{
|
|
"p": 0.10139569640159607,
|
|
"m": 0.6578782796859741
|
|
},
|
|
{
|
|
"p": 0.08104559034109116,
|
|
"m": 0.863277018070221
|
|
},
|
|
{
|
|
"p": 0.12098920345306396,
|
|
"m": 0.9941072463989258
|
|
},
|
|
{
|
|
"p": 0.008022838272154331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1281406730413437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008163029327988625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059739306569099426,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.1876091957092285,
|
|
"val_loss": 0.8176113963127136,
|
|
"acc": 71.34,
|
|
"time": 265.40195823897375,
|
|
"param": [
|
|
{
|
|
"p": 0.0480048805475235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03996245190501213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11422853171825409,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06572522222995758,
|
|
"m": 0.8679266571998596
|
|
},
|
|
{
|
|
"p": 0.0941028743982315,
|
|
"m": 0.4933825731277466
|
|
},
|
|
{
|
|
"p": 0.01882345974445343,
|
|
"m": 0.4256698191165924
|
|
},
|
|
{
|
|
"p": 0.09190285950899124,
|
|
"m": 0.9715201258659363
|
|
},
|
|
{
|
|
"p": 0.12303146719932556,
|
|
"m": 0.7671515941619873
|
|
},
|
|
{
|
|
"p": 0.07708459347486496,
|
|
"m": 0.8905225992202759
|
|
},
|
|
{
|
|
"p": 0.11916869878768921,
|
|
"m": 0.9934411644935608
|
|
},
|
|
{
|
|
"p": 0.008510496467351913,
|
|
"m": 0.9118231534957886
|
|
},
|
|
{
|
|
"p": 0.12359591573476791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008782904595136642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06707556545734406,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.106589913368225,
|
|
"val_loss": 0.9717264175415039,
|
|
"acc": 71.65,
|
|
"time": 256.9441760709742,
|
|
"param": [
|
|
{
|
|
"p": 0.06923237442970276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026191402226686478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12112415581941605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09015960991382599,
|
|
"m": 0.8563665747642517
|
|
},
|
|
{
|
|
"p": 0.08593615889549255,
|
|
"m": 0.4408663809299469
|
|
},
|
|
{
|
|
"p": 0.01471775583922863,
|
|
"m": 0.39975205063819885
|
|
},
|
|
{
|
|
"p": 0.10513276606798172,
|
|
"m": 0.9455971717834473
|
|
},
|
|
{
|
|
"p": 0.11110999435186386,
|
|
"m": 0.7827305197715759
|
|
},
|
|
{
|
|
"p": 0.07748250663280487,
|
|
"m": 0.8597691655158997
|
|
},
|
|
{
|
|
"p": 0.10577625781297684,
|
|
"m": 0.9753322601318359
|
|
},
|
|
{
|
|
"p": 0.009352856315672398,
|
|
"m": 0.9007174968719482
|
|
},
|
|
{
|
|
"p": 0.1151943951845169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007983258925378323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06060650199651718,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.9425526261329651,
|
|
"val_loss": 0.9192556738853455,
|
|
"acc": 71.47,
|
|
"time": 258.7535782789928,
|
|
"param": [
|
|
{
|
|
"p": 0.07067272067070007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03133641928434372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12208087742328644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07312365621328354,
|
|
"m": 0.7126334309577942
|
|
},
|
|
{
|
|
"p": 0.09133812040090561,
|
|
"m": 0.4808233976364136
|
|
},
|
|
{
|
|
"p": 0.0153376879170537,
|
|
"m": 0.35620254278182983
|
|
},
|
|
{
|
|
"p": 0.10615420341491699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10517003387212753,
|
|
"m": 0.7874945402145386
|
|
},
|
|
{
|
|
"p": 0.08392484486103058,
|
|
"m": 0.879731297492981
|
|
},
|
|
{
|
|
"p": 0.11680425703525543,
|
|
"m": 0.9307132363319397
|
|
},
|
|
{
|
|
"p": 0.015050122514367104,
|
|
"m": 0.8796783685684204
|
|
},
|
|
{
|
|
"p": 0.09967842698097229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009069551713764668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06025908514857292,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.097833514213562,
|
|
"val_loss": 0.8607228994369507,
|
|
"acc": 71.14,
|
|
"time": 253.80964652705006,
|
|
"param": [
|
|
{
|
|
"p": 0.055213090032339096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03627953305840492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15235018730163574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09421495348215103,
|
|
"m": 0.7611275315284729
|
|
},
|
|
{
|
|
"p": 0.08895931392908096,
|
|
"m": 0.3979213535785675
|
|
},
|
|
{
|
|
"p": 0.008145660161972046,
|
|
"m": 0.4172913730144501
|
|
},
|
|
{
|
|
"p": 0.10180919617414474,
|
|
"m": 0.9355931282043457
|
|
},
|
|
{
|
|
"p": 0.10143855214118958,
|
|
"m": 0.7006546258926392
|
|
},
|
|
{
|
|
"p": 0.07017749547958374,
|
|
"m": 0.9302197098731995
|
|
},
|
|
{
|
|
"p": 0.11570689082145691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010383480228483677,
|
|
"m": 0.8761003613471985
|
|
},
|
|
{
|
|
"p": 0.09555844962596893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004459446296095848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06530367583036423,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.3140908479690552,
|
|
"val_loss": 0.9003638029098511,
|
|
"acc": 72.09,
|
|
"time": 261.5308509860188,
|
|
"param": [
|
|
{
|
|
"p": 0.0707508996129036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04551476240158081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1452338546514511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07594425231218338,
|
|
"m": 0.7972553372383118
|
|
},
|
|
{
|
|
"p": 0.08801893889904022,
|
|
"m": 0.26709190011024475
|
|
},
|
|
{
|
|
"p": 0.01474679820239544,
|
|
"m": 0.4189642369747162
|
|
},
|
|
{
|
|
"p": 0.09738217294216156,
|
|
"m": 0.8826519846916199
|
|
},
|
|
{
|
|
"p": 0.07272256165742874,
|
|
"m": 0.679311990737915
|
|
},
|
|
{
|
|
"p": 0.08122655004262924,
|
|
"m": 0.9555854797363281
|
|
},
|
|
{
|
|
"p": 0.10708211362361908,
|
|
"m": 0.9897336363792419
|
|
},
|
|
{
|
|
"p": 0.009351367130875587,
|
|
"m": 0.8575321435928345
|
|
},
|
|
{
|
|
"p": 0.11238011717796326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008659505285322666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07098621129989624,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.00034761428833,
|
|
"val_loss": 0.8509294390678406,
|
|
"acc": 72.07,
|
|
"time": 249.0189357260242,
|
|
"param": [
|
|
{
|
|
"p": 0.05310644581913948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03948719799518585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11558325588703156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0829615667462349,
|
|
"m": 0.7865980863571167
|
|
},
|
|
{
|
|
"p": 0.08503705263137817,
|
|
"m": 0.28037041425704956
|
|
},
|
|
{
|
|
"p": 0.06212316453456879,
|
|
"m": 0.41964980959892273
|
|
},
|
|
{
|
|
"p": 0.08598271012306213,
|
|
"m": 0.998964250087738
|
|
},
|
|
{
|
|
"p": 0.10558103770017624,
|
|
"m": 0.6820957064628601
|
|
},
|
|
{
|
|
"p": 0.0547843873500824,
|
|
"m": 0.8942767977714539
|
|
},
|
|
{
|
|
"p": 0.1217692494392395,
|
|
"m": 0.9517723917961121
|
|
},
|
|
{
|
|
"p": 0.009417171590030193,
|
|
"m": 0.9685498476028442
|
|
},
|
|
{
|
|
"p": 0.11530254036188126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035562715493142605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06530793756246567,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.9338374137878418,
|
|
"val_loss": 0.9924197793006897,
|
|
"acc": 71.51,
|
|
"time": 251.0092198740458,
|
|
"param": [
|
|
{
|
|
"p": 0.05520883575081825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0457889698445797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12955491244792938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05461294576525688,
|
|
"m": 0.7018218040466309
|
|
},
|
|
{
|
|
"p": 0.0494563989341259,
|
|
"m": 0.18304014205932617
|
|
},
|
|
{
|
|
"p": 0.011037915013730526,
|
|
"m": 0.4436715543270111
|
|
},
|
|
{
|
|
"p": 0.10862285643815994,
|
|
"m": 0.9179608225822449
|
|
},
|
|
{
|
|
"p": 0.09605768322944641,
|
|
"m": 0.6514235734939575
|
|
},
|
|
{
|
|
"p": 0.06851202249526978,
|
|
"m": 0.8535547852516174
|
|
},
|
|
{
|
|
"p": 0.08597653359174728,
|
|
"m": 0.9553769826889038
|
|
},
|
|
{
|
|
"p": 0.007561226841062307,
|
|
"m": 0.9655787944793701
|
|
},
|
|
{
|
|
"p": 0.10271089524030685,
|
|
"m": 0.9986046552658081
|
|
},
|
|
{
|
|
"p": 0.11105368286371231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07384517043828964,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.6853635311126709,
|
|
"val_loss": 0.7964527010917664,
|
|
"acc": 71.88,
|
|
"time": 248.407754483982,
|
|
"param": [
|
|
{
|
|
"p": 0.06090695783495903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029222162440419197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1296907216310501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07828856259584427,
|
|
"m": 0.7257933020591736
|
|
},
|
|
{
|
|
"p": 0.06748951226472855,
|
|
"m": 0.14665935933589935
|
|
},
|
|
{
|
|
"p": 0.006527486722916365,
|
|
"m": 0.40643665194511414
|
|
},
|
|
{
|
|
"p": 0.07832129299640656,
|
|
"m": 0.9741841554641724
|
|
},
|
|
{
|
|
"p": 0.11075394600629807,
|
|
"m": 0.7511768937110901
|
|
},
|
|
{
|
|
"p": 0.07481629401445389,
|
|
"m": 0.8036611080169678
|
|
},
|
|
{
|
|
"p": 0.138540580868721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00848464760929346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1362917572259903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00588448578491807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07478153705596924,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.9644163846969604,
|
|
"val_loss": 1.0234590768814087,
|
|
"acc": 72.5,
|
|
"time": 251.2533089570352,
|
|
"param": [
|
|
{
|
|
"p": 0.061819642782211304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08482847362756729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11798972636461258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06508201360702515,
|
|
"m": 0.842068612575531
|
|
},
|
|
{
|
|
"p": 0.0832461416721344,
|
|
"m": 0.2051919400691986
|
|
},
|
|
{
|
|
"p": 0.002911550458520651,
|
|
"m": 0.41107502579689026
|
|
},
|
|
{
|
|
"p": 0.08658771961927414,
|
|
"m": 0.9894592761993408
|
|
},
|
|
{
|
|
"p": 0.10017533600330353,
|
|
"m": 0.6599859595298767
|
|
},
|
|
{
|
|
"p": 0.0739164650440216,
|
|
"m": 0.7664489150047302
|
|
},
|
|
{
|
|
"p": 0.12259706109762192,
|
|
"m": 0.9775501489639282
|
|
},
|
|
{
|
|
"p": 0.004521916154772043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12326982617378235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007062014192342758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06599213927984238,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.9867369532585144,
|
|
"val_loss": 0.9262270331382751,
|
|
"acc": 72.48,
|
|
"time": 250.00508938601706,
|
|
"param": [
|
|
{
|
|
"p": 0.07480329275131226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019366107881069183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.130400151014328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06881722062826157,
|
|
"m": 0.7892988920211792
|
|
},
|
|
{
|
|
"p": 0.09053889662027359,
|
|
"m": 0.2945810854434967
|
|
},
|
|
{
|
|
"p": 0.007594398222863674,
|
|
"m": 0.46305638551712036
|
|
},
|
|
{
|
|
"p": 0.09264449030160904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10622922331094742,
|
|
"m": 0.6440203785896301
|
|
},
|
|
{
|
|
"p": 0.06803920120000839,
|
|
"m": 0.9006578326225281
|
|
},
|
|
{
|
|
"p": 0.11370331794023514,
|
|
"m": 0.9244826436042786
|
|
},
|
|
{
|
|
"p": 0.00921541266143322,
|
|
"m": 0.9271504878997803
|
|
},
|
|
{
|
|
"p": 0.1331724226474762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010139583609998226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07533625513315201,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.1519181728363037,
|
|
"val_loss": 0.7877298593521118,
|
|
"acc": 72.27,
|
|
"time": 247.81435479497304,
|
|
"param": [
|
|
{
|
|
"p": 0.08960282802581787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012420055456459522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12732303142547607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09087661653757095,
|
|
"m": 0.7402119636535645
|
|
},
|
|
{
|
|
"p": 0.0999007448554039,
|
|
"m": 0.32577773928642273
|
|
},
|
|
{
|
|
"p": 0.007694436237215996,
|
|
"m": 0.48406052589416504
|
|
},
|
|
{
|
|
"p": 0.08928991854190826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09351103007793427,
|
|
"m": 0.6322548985481262
|
|
},
|
|
{
|
|
"p": 0.08812161535024643,
|
|
"m": 0.9742276072502136
|
|
},
|
|
{
|
|
"p": 0.12272665649652481,
|
|
"m": 0.8732150197029114
|
|
},
|
|
{
|
|
"p": 0.0019275103695690632,
|
|
"m": 0.9262655377388
|
|
},
|
|
{
|
|
"p": 0.10245145857334137,
|
|
"m": 0.9975110292434692
|
|
},
|
|
{
|
|
"p": 0.004355612210929394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06979840248823166,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.8434166312217712,
|
|
"val_loss": 0.8171258568763733,
|
|
"acc": 72.68,
|
|
"time": 246.26478729897644,
|
|
"param": [
|
|
{
|
|
"p": 0.08212977647781372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02130505070090294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12957416474819183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0825972929596901,
|
|
"m": 0.8145409822463989
|
|
},
|
|
{
|
|
"p": 0.07648266851902008,
|
|
"m": 0.2676545977592468
|
|
},
|
|
{
|
|
"p": 0.04146508499979973,
|
|
"m": 0.490445613861084
|
|
},
|
|
{
|
|
"p": 0.08763626217842102,
|
|
"m": 0.9926486611366272
|
|
},
|
|
{
|
|
"p": 0.1017087772488594,
|
|
"m": 0.702653169631958
|
|
},
|
|
{
|
|
"p": 0.06737835705280304,
|
|
"m": 0.998771607875824
|
|
},
|
|
{
|
|
"p": 0.11477182805538177,
|
|
"m": 0.6658366918563843
|
|
},
|
|
{
|
|
"p": 0.007309542037546635,
|
|
"m": 0.9269911050796509
|
|
},
|
|
{
|
|
"p": 0.11717042326927185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00845357682555914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06201718747615814,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.6674403548240662,
|
|
"val_loss": 0.8280603885650635,
|
|
"acc": 72.78,
|
|
"time": 250.38706161797745,
|
|
"param": [
|
|
{
|
|
"p": 0.08690913766622543,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01947813481092453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13551950454711914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09081636369228363,
|
|
"m": 0.7767228484153748
|
|
},
|
|
{
|
|
"p": 0.08224250376224518,
|
|
"m": 0.19539743661880493
|
|
},
|
|
{
|
|
"p": 0.006518927868455648,
|
|
"m": 0.4207683801651001
|
|
},
|
|
{
|
|
"p": 0.10087667405605316,
|
|
"m": 0.9921165108680725
|
|
},
|
|
{
|
|
"p": 0.10971374064683914,
|
|
"m": 0.669013261795044
|
|
},
|
|
{
|
|
"p": 0.04977767542004585,
|
|
"m": 0.8888442516326904
|
|
},
|
|
{
|
|
"p": 0.1180558130145073,
|
|
"m": 0.7631083130836487
|
|
},
|
|
{
|
|
"p": 0.009467102587223053,
|
|
"m": 0.9442631006240845
|
|
},
|
|
{
|
|
"p": 0.11005522310733795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008978189900517464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159112393856049,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.8428121209144592,
|
|
"val_loss": 0.8668054342269897,
|
|
"acc": 72.69,
|
|
"time": 240.19599689997267,
|
|
"param": [
|
|
{
|
|
"p": 0.07155315577983856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021679449826478958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12162460386753082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07243980467319489,
|
|
"m": 0.7653274536132812
|
|
},
|
|
{
|
|
"p": 0.08879631757736206,
|
|
"m": 0.22690428793430328
|
|
},
|
|
{
|
|
"p": 0.000684392056427896,
|
|
"m": 0.4911133348941803
|
|
},
|
|
{
|
|
"p": 0.10495909303426743,
|
|
"m": 0.9690386056900024
|
|
},
|
|
{
|
|
"p": 0.10226655751466751,
|
|
"m": 0.5679322481155396
|
|
},
|
|
{
|
|
"p": 0.07699398696422577,
|
|
"m": 0.9421848654747009
|
|
},
|
|
{
|
|
"p": 0.10671412944793701,
|
|
"m": 0.8495693802833557
|
|
},
|
|
{
|
|
"p": 0.004789017606526613,
|
|
"m": 0.9478424191474915
|
|
},
|
|
{
|
|
"p": 0.13053034245967865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00986848771572113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08710064738988876,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.0658901929855347,
|
|
"val_loss": 0.9578436613082886,
|
|
"acc": 72.82,
|
|
"time": 240.772309728025,
|
|
"param": [
|
|
{
|
|
"p": 0.06670166552066803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018569771200418472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12583176791667938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10898368060588837,
|
|
"m": 0.7219260334968567
|
|
},
|
|
{
|
|
"p": 0.0887332484126091,
|
|
"m": 0.21055053174495697
|
|
},
|
|
{
|
|
"p": 0.0070539736188948154,
|
|
"m": 0.4381687641143799
|
|
},
|
|
{
|
|
"p": 0.10389485955238342,
|
|
"m": 0.9886789321899414
|
|
},
|
|
{
|
|
"p": 0.09224703907966614,
|
|
"m": 0.48229023814201355
|
|
},
|
|
{
|
|
"p": 0.07559125125408173,
|
|
"m": 0.9257349967956543
|
|
},
|
|
{
|
|
"p": 0.10035638511180878,
|
|
"m": 0.7881066799163818
|
|
},
|
|
{
|
|
"p": 0.0006920874584466219,
|
|
"m": 0.8922531604766846
|
|
},
|
|
{
|
|
"p": 0.13273680210113525,
|
|
"m": 0.9823017716407776
|
|
},
|
|
{
|
|
"p": 0.007457951083779335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114948332309723,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.8491995334625244,
|
|
"val_loss": 0.912182629108429,
|
|
"acc": 72.79,
|
|
"time": 246.11301696300507,
|
|
"param": [
|
|
{
|
|
"p": 0.07979045063257217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019852839410305023,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12229704856872559,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05832372233271599,
|
|
"m": 0.8787673711776733
|
|
},
|
|
{
|
|
"p": 0.07605099678039551,
|
|
"m": 0.22724314033985138
|
|
},
|
|
{
|
|
"p": 0.11042257398366928,
|
|
"m": 0.5130301713943481
|
|
},
|
|
{
|
|
"p": 0.10553997755050659,
|
|
"m": 0.9992108941078186
|
|
},
|
|
{
|
|
"p": 0.0872909277677536,
|
|
"m": 0.5175144076347351
|
|
},
|
|
{
|
|
"p": 0.07674634456634521,
|
|
"m": 0.9162948727607727
|
|
},
|
|
{
|
|
"p": 0.10059601068496704,
|
|
"m": 0.9403231143951416
|
|
},
|
|
{
|
|
"p": 0.006105831358581781,
|
|
"m": 0.7681549787521362
|
|
},
|
|
{
|
|
"p": 0.08559770882129669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008102456107735634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06328309327363968,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.9186750650405884,
|
|
"val_loss": 0.9702820777893066,
|
|
"acc": 73.21,
|
|
"time": 254.79029594996246,
|
|
"param": [
|
|
{
|
|
"p": 0.07879909127950668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024075284600257874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14501777291297913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08426091820001602,
|
|
"m": 0.6170934438705444
|
|
},
|
|
{
|
|
"p": 0.08096142113208771,
|
|
"m": 0.13432013988494873
|
|
},
|
|
{
|
|
"p": 0.006561281159520149,
|
|
"m": 0.3916155993938446
|
|
},
|
|
{
|
|
"p": 0.10023858398199081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10666198283433914,
|
|
"m": 0.6561691761016846
|
|
},
|
|
{
|
|
"p": 0.0882771760225296,
|
|
"m": 0.6699886918067932
|
|
},
|
|
{
|
|
"p": 0.09273858368396759,
|
|
"m": 0.9519405961036682
|
|
},
|
|
{
|
|
"p": 0.005481430795043707,
|
|
"m": 0.8010534644126892
|
|
},
|
|
{
|
|
"p": 0.11788118630647659,
|
|
"m": 0.9884759783744812
|
|
},
|
|
{
|
|
"p": 0.008910231292247772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060134995728731155,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.6050934791564941,
|
|
"val_loss": 0.9846426248550415,
|
|
"acc": 71.74,
|
|
"time": 254.83796850900399,
|
|
"param": [
|
|
{
|
|
"p": 0.07832834124565125,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01826976053416729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1291995644569397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07524457573890686,
|
|
"m": 0.6623247861862183
|
|
},
|
|
{
|
|
"p": 0.08636315166950226,
|
|
"m": 0.1501300185918808
|
|
},
|
|
{
|
|
"p": 0.006884170230478048,
|
|
"m": 0.5225296020507812
|
|
},
|
|
{
|
|
"p": 0.10408587008714676,
|
|
"m": 0.8283891081809998
|
|
},
|
|
{
|
|
"p": 0.10316193848848343,
|
|
"m": 0.6928268074989319
|
|
},
|
|
{
|
|
"p": 0.09115958213806152,
|
|
"m": 0.673244297504425
|
|
},
|
|
{
|
|
"p": 0.11865349858999252,
|
|
"m": 0.9848580360412598
|
|
},
|
|
{
|
|
"p": 0.010106954723596573,
|
|
"m": 0.8385960459709167
|
|
},
|
|
{
|
|
"p": 0.09080744534730911,
|
|
"m": 0.9978746175765991
|
|
},
|
|
{
|
|
"p": 0.010465582832694054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07726944237947464,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.4859700202941895,
|
|
"val_loss": 0.6887579560279846,
|
|
"acc": 72.2,
|
|
"time": 240.57886109198444,
|
|
"param": [
|
|
{
|
|
"p": 0.07087486982345581,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019267749041318893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10993306338787079,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08414003252983093,
|
|
"m": 0.6686059236526489
|
|
},
|
|
{
|
|
"p": 0.11189977079629898,
|
|
"m": 0.35985109210014343
|
|
},
|
|
{
|
|
"p": 0.009509816765785217,
|
|
"m": 0.5025063753128052
|
|
},
|
|
{
|
|
"p": 0.07904437929391861,
|
|
"m": 0.7360804677009583
|
|
},
|
|
{
|
|
"p": 0.12017954140901566,
|
|
"m": 0.8275476098060608
|
|
},
|
|
{
|
|
"p": 0.07537233084440231,
|
|
"m": 0.6354571580886841
|
|
},
|
|
{
|
|
"p": 0.09689436852931976,
|
|
"m": 0.9906684160232544
|
|
},
|
|
{
|
|
"p": 0.0006870686775073409,
|
|
"m": 0.8598490953445435
|
|
},
|
|
{
|
|
"p": 0.1165015920996666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012018906883895397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09367655217647552,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.935909628868103,
|
|
"val_loss": 0.8795381188392639,
|
|
"acc": 71.09,
|
|
"time": 244.85678961401572,
|
|
"param": [
|
|
{
|
|
"p": 0.06995216012001038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02110941894352436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12251020222902298,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08841173350811005,
|
|
"m": 0.6739780902862549
|
|
},
|
|
{
|
|
"p": 0.0910208523273468,
|
|
"m": 0.31623587012290955
|
|
},
|
|
{
|
|
"p": 0.0068679205141961575,
|
|
"m": 0.47783881425857544
|
|
},
|
|
{
|
|
"p": 0.0714363157749176,
|
|
"m": 0.8014946579933167
|
|
},
|
|
{
|
|
"p": 0.1197068840265274,
|
|
"m": 0.867046594619751
|
|
},
|
|
{
|
|
"p": 0.094434455037117,
|
|
"m": 0.5554153323173523
|
|
},
|
|
{
|
|
"p": 0.0587189756333828,
|
|
"m": 0.998430073261261
|
|
},
|
|
{
|
|
"p": 0.027028322219848633,
|
|
"m": 0.8861104846000671
|
|
},
|
|
{
|
|
"p": 0.1398525983095169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008007977157831192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08094218373298645,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.9153313040733337,
|
|
"val_loss": 0.7930687665939331,
|
|
"acc": 72.93,
|
|
"time": 250.6590227059787,
|
|
"param": [
|
|
{
|
|
"p": 0.07474018633365631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015779869630932808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11955893039703369,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07004808634519577,
|
|
"m": 0.7126318216323853
|
|
},
|
|
{
|
|
"p": 0.08315309882164001,
|
|
"m": 0.1742148995399475
|
|
},
|
|
{
|
|
"p": 0.007445571944117546,
|
|
"m": 0.4970630705356598
|
|
},
|
|
{
|
|
"p": 0.11751745641231537,
|
|
"m": 0.8475003838539124
|
|
},
|
|
{
|
|
"p": 0.1206468790769577,
|
|
"m": 0.8124076724052429
|
|
},
|
|
{
|
|
"p": 0.06907697767019272,
|
|
"m": 0.5900763273239136
|
|
},
|
|
{
|
|
"p": 0.10722799599170685,
|
|
"m": 0.920727550983429
|
|
},
|
|
{
|
|
"p": 0.008110150694847107,
|
|
"m": 0.9580155611038208
|
|
},
|
|
{
|
|
"p": 0.1183089166879654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008626474067568779,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07975943386554718,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.9776210188865662,
|
|
"val_loss": 0.922625720500946,
|
|
"acc": 72.68,
|
|
"time": 246.37974582699826,
|
|
"param": [
|
|
{
|
|
"p": 0.06140362471342087,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016722774133086205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1310226321220398,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06730692833662033,
|
|
"m": 0.7936179041862488
|
|
},
|
|
{
|
|
"p": 0.09358543902635574,
|
|
"m": 0.23431278765201569
|
|
},
|
|
{
|
|
"p": 0.009306884370744228,
|
|
"m": 0.4338071048259735
|
|
},
|
|
{
|
|
"p": 0.09187953919172287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0970599576830864,
|
|
"m": 0.757804274559021
|
|
},
|
|
{
|
|
"p": 0.08149664849042892,
|
|
"m": 0.7245658040046692
|
|
},
|
|
{
|
|
"p": 0.1004248559474945,
|
|
"m": 0.9827997088432312
|
|
},
|
|
{
|
|
"p": 0.007997754029929638,
|
|
"m": 0.9814696907997131
|
|
},
|
|
{
|
|
"p": 0.1270889788866043,
|
|
"m": 0.9694035649299622
|
|
},
|
|
{
|
|
"p": 0.02078096941113472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09392308443784714,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.7061067223548889,
|
|
"val_loss": 1.0540143251419067,
|
|
"acc": 71.58,
|
|
"time": 245.69220703304745,
|
|
"param": [
|
|
{
|
|
"p": 0.0623406320810318,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012980458326637745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12239575386047363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08691614866256714,
|
|
"m": 0.7333278656005859
|
|
},
|
|
{
|
|
"p": 0.08076023310422897,
|
|
"m": 0.17972156405448914
|
|
},
|
|
{
|
|
"p": 0.012627705931663513,
|
|
"m": 0.4621635377407074
|
|
},
|
|
{
|
|
"p": 0.10190887004137039,
|
|
"m": 0.9940334558486938
|
|
},
|
|
{
|
|
"p": 0.11716490983963013,
|
|
"m": 0.8264827132225037
|
|
},
|
|
{
|
|
"p": 0.08927273005247116,
|
|
"m": 0.7967287302017212
|
|
},
|
|
{
|
|
"p": 0.09207845479249954,
|
|
"m": 0.9431549310684204
|
|
},
|
|
{
|
|
"p": 0.03259008750319481,
|
|
"m": 0.9538275599479675
|
|
},
|
|
{
|
|
"p": 0.1234651580452919,
|
|
"m": 0.9744352698326111
|
|
},
|
|
{
|
|
"p": 0.007605367805808783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05789344012737274,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.0748001337051392,
|
|
"val_loss": 0.9703576564788818,
|
|
"acc": 72.62,
|
|
"time": 246.1605382609996,
|
|
"param": [
|
|
{
|
|
"p": 0.04695321246981621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022951709106564522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12064538896083832,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09006170183420181,
|
|
"m": 0.720897912979126
|
|
},
|
|
{
|
|
"p": 0.10605137795209885,
|
|
"m": 0.24929910898208618
|
|
},
|
|
{
|
|
"p": 0.009548073634505272,
|
|
"m": 0.5294303894042969
|
|
},
|
|
{
|
|
"p": 0.11483348906040192,
|
|
"m": 0.93752521276474
|
|
},
|
|
{
|
|
"p": 0.10921037942171097,
|
|
"m": 0.7705478072166443
|
|
},
|
|
{
|
|
"p": 0.031101802363991737,
|
|
"m": 0.9047917723655701
|
|
},
|
|
{
|
|
"p": 0.13282664120197296,
|
|
"m": 0.8625024557113647
|
|
},
|
|
{
|
|
"p": 0.00071670301258564,
|
|
"m": 0.9167439341545105
|
|
},
|
|
{
|
|
"p": 0.12264829874038696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005588327534496784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08686290681362152,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.122337818145752,
|
|
"val_loss": 0.9091961979866028,
|
|
"acc": 71.24,
|
|
"time": 248.69503024499863,
|
|
"param": [
|
|
{
|
|
"p": 0.07979080826044083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027070607990026474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14030073583126068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07396507263183594,
|
|
"m": 0.7032597661018372
|
|
},
|
|
{
|
|
"p": 0.05166906490921974,
|
|
"m": 0.3644494414329529
|
|
},
|
|
{
|
|
"p": 0.03561079129576683,
|
|
"m": 0.5292069315910339
|
|
},
|
|
{
|
|
"p": 0.0960020124912262,
|
|
"m": 0.9940128922462463
|
|
},
|
|
{
|
|
"p": 0.11883385479450226,
|
|
"m": 0.859136700630188
|
|
},
|
|
{
|
|
"p": 0.060113102197647095,
|
|
"m": 0.8330618143081665
|
|
},
|
|
{
|
|
"p": 0.1069856807589531,
|
|
"m": 0.8926278352737427
|
|
},
|
|
{
|
|
"p": 0.008904772810637951,
|
|
"m": 0.9839754104614258
|
|
},
|
|
{
|
|
"p": 0.12597209215164185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013002101331949234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06177927926182747,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.7850881218910217,
|
|
"val_loss": 0.9503334164619446,
|
|
"acc": 72.51,
|
|
"time": 258.1064736749977,
|
|
"param": [
|
|
{
|
|
"p": 0.0579899400472641,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018706444650888443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13648605346679688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0939699038863182,
|
|
"m": 0.7103438377380371
|
|
},
|
|
{
|
|
"p": 0.08784199506044388,
|
|
"m": 0.3214486539363861
|
|
},
|
|
{
|
|
"p": 0.011325237341225147,
|
|
"m": 0.7176533341407776
|
|
},
|
|
{
|
|
"p": 0.09830571711063385,
|
|
"m": 0.9966489672660828
|
|
},
|
|
{
|
|
"p": 0.09181121736764908,
|
|
"m": 0.7912737727165222
|
|
},
|
|
{
|
|
"p": 0.06589772552251816,
|
|
"m": 0.9188985824584961
|
|
},
|
|
{
|
|
"p": 0.08613919466733932,
|
|
"m": 0.7772143483161926
|
|
},
|
|
{
|
|
"p": 0.004603298846632242,
|
|
"m": 0.9948505163192749
|
|
},
|
|
{
|
|
"p": 0.09078420698642731,
|
|
"m": 0.996635377407074
|
|
},
|
|
{
|
|
"p": 0.0898134633898735,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06632555276155472,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.8216910362243652,
|
|
"val_loss": 0.9134721755981445,
|
|
"acc": 71.74,
|
|
"time": 252.3769748630002,
|
|
"param": [
|
|
{
|
|
"p": 0.06484083831310272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017810869961977005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.114084891974926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08721841871738434,
|
|
"m": 0.6453188061714172
|
|
},
|
|
{
|
|
"p": 0.09920348972082138,
|
|
"m": 0.34319496154785156
|
|
},
|
|
{
|
|
"p": 0.012094358913600445,
|
|
"m": 0.7147561311721802
|
|
},
|
|
{
|
|
"p": 0.13222137093544006,
|
|
"m": 0.9494038820266724
|
|
},
|
|
{
|
|
"p": 0.12054392695426941,
|
|
"m": 0.7318016886711121
|
|
},
|
|
{
|
|
"p": 0.10515757650136948,
|
|
"m": 0.9185181856155396
|
|
},
|
|
{
|
|
"p": 0.07572226226329803,
|
|
"m": 0.9282336831092834
|
|
},
|
|
{
|
|
"p": 0.0030826579313725233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066871225833893,
|
|
"m": 0.9473336935043335
|
|
},
|
|
{
|
|
"p": 0.007135214749723673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09021542221307755,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.9084764719009399,
|
|
"val_loss": 0.996292233467102,
|
|
"acc": 71.69,
|
|
"time": 255.1680404820363,
|
|
"param": [
|
|
{
|
|
"p": 0.05745065584778786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017176678404211998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12629058957099915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07373577356338501,
|
|
"m": 0.6981838345527649
|
|
},
|
|
{
|
|
"p": 0.08926708251237869,
|
|
"m": 0.3168646991252899
|
|
},
|
|
{
|
|
"p": 0.009502741508185863,
|
|
"m": 0.9302859306335449
|
|
},
|
|
{
|
|
"p": 0.10691916942596436,
|
|
"m": 0.992106020450592
|
|
},
|
|
{
|
|
"p": 0.08767000585794449,
|
|
"m": 0.6345847249031067
|
|
},
|
|
{
|
|
"p": 0.07683587074279785,
|
|
"m": 0.7785919308662415
|
|
},
|
|
{
|
|
"p": 0.1267329901456833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01024547591805458,
|
|
"m": 0.9687696099281311
|
|
},
|
|
{
|
|
"p": 0.1291937381029129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013116811402142048,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07586248219013214,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 1.1979986429214478,
|
|
"val_loss": 0.8894107937812805,
|
|
"acc": 72.49,
|
|
"time": 244.2151399809518,
|
|
"param": [
|
|
{
|
|
"p": 0.08024802058935165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019424257799983025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11815521121025085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07903190702199936,
|
|
"m": 0.6592680811882019
|
|
},
|
|
{
|
|
"p": 0.10089649260044098,
|
|
"m": 0.26626336574554443
|
|
},
|
|
{
|
|
"p": 0.014020995236933231,
|
|
"m": 0.9735601544380188
|
|
},
|
|
{
|
|
"p": 0.09444956481456757,
|
|
"m": 0.9941577315330505
|
|
},
|
|
{
|
|
"p": 0.0909036174416542,
|
|
"m": 0.7348213195800781
|
|
},
|
|
{
|
|
"p": 0.05875929445028305,
|
|
"m": 0.9712123274803162
|
|
},
|
|
{
|
|
"p": 0.11755494773387909,
|
|
"m": 0.9995768666267395
|
|
},
|
|
{
|
|
"p": 0.007315340451896191,
|
|
"m": 0.9430527091026306
|
|
},
|
|
{
|
|
"p": 0.08871970325708389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03985874727368355,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09066186100244522,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.9866192936897278,
|
|
"val_loss": 0.9150610566139221,
|
|
"acc": 71.86,
|
|
"time": 252.08057002001442,
|
|
"param": [
|
|
{
|
|
"p": 0.08577899634838104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01305371057242155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13304436206817627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08318053930997849,
|
|
"m": 0.6356067061424255
|
|
},
|
|
{
|
|
"p": 0.07061920315027237,
|
|
"m": 0.26321303844451904
|
|
},
|
|
{
|
|
"p": 0.011484496295452118,
|
|
"m": 0.9992585778236389
|
|
},
|
|
{
|
|
"p": 0.10037852078676224,
|
|
"m": 0.9728703498840332
|
|
},
|
|
{
|
|
"p": 0.10190776735544205,
|
|
"m": 0.7778958678245544
|
|
},
|
|
{
|
|
"p": 0.09460248053073883,
|
|
"m": 0.9861739873886108
|
|
},
|
|
{
|
|
"p": 0.11574707180261612,
|
|
"m": 0.9863472580909729
|
|
},
|
|
{
|
|
"p": 0.012080834247171879,
|
|
"m": 0.9499823451042175
|
|
},
|
|
{
|
|
"p": 0.07888884097337723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007683418225497007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09154976159334183,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.7571544051170349,
|
|
"val_loss": 0.9131066203117371,
|
|
"acc": 72.06,
|
|
"time": 251.93127078696853,
|
|
"param": [
|
|
{
|
|
"p": 0.08317553251981735,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033108074218034744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1158515214920044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08807475119829178,
|
|
"m": 0.6227145195007324
|
|
},
|
|
{
|
|
"p": 0.07811882346868515,
|
|
"m": 0.14263176918029785
|
|
},
|
|
{
|
|
"p": 0.01078307069838047,
|
|
"m": 0.9839723110198975
|
|
},
|
|
{
|
|
"p": 0.11970443278551102,
|
|
"m": 0.9076264500617981
|
|
},
|
|
{
|
|
"p": 0.1276925504207611,
|
|
"m": 0.8169736266136169
|
|
},
|
|
{
|
|
"p": 0.06968077272176743,
|
|
"m": 0.8862805366516113
|
|
},
|
|
{
|
|
"p": 0.059317491948604584,
|
|
"m": 0.9056673049926758
|
|
},
|
|
{
|
|
"p": 0.014083814807236195,
|
|
"m": 0.8996394276618958
|
|
},
|
|
{
|
|
"p": 0.09618113189935684,
|
|
"m": 0.9891695380210876
|
|
},
|
|
{
|
|
"p": 0.0042840722016990185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09994406998157501,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.7924553155899048,
|
|
"val_loss": 0.7395681738853455,
|
|
"acc": 72.9,
|
|
"time": 248.68449884204892,
|
|
"param": [
|
|
{
|
|
"p": 0.0894433930516243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026577021926641464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12328871339559555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11612776666879654,
|
|
"m": 0.6398671269416809
|
|
},
|
|
{
|
|
"p": 0.07917425781488419,
|
|
"m": 0.20200540125370026
|
|
},
|
|
{
|
|
"p": 0.010416154749691486,
|
|
"m": 0.9792683124542236
|
|
},
|
|
{
|
|
"p": 0.08870908617973328,
|
|
"m": 0.8702396750450134
|
|
},
|
|
{
|
|
"p": 0.09941528737545013,
|
|
"m": 0.6485061049461365
|
|
},
|
|
{
|
|
"p": 0.06496665626764297,
|
|
"m": 0.9200941324234009
|
|
},
|
|
{
|
|
"p": 0.07668770104646683,
|
|
"m": 0.9333823323249817
|
|
},
|
|
{
|
|
"p": 0.018753696233034134,
|
|
"m": 0.9941198229789734
|
|
},
|
|
{
|
|
"p": 0.1049828976392746,
|
|
"m": 0.9810467958450317
|
|
},
|
|
{
|
|
"p": 0.011354591697454453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09010276198387146,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 1.0062954425811768,
|
|
"val_loss": 0.7416338324546814,
|
|
"acc": 71.83,
|
|
"time": 258.8614846839919,
|
|
"param": [
|
|
{
|
|
"p": 0.08775369077920914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024633126333355904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1250303089618683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09565463662147522,
|
|
"m": 0.5871268510818481
|
|
},
|
|
{
|
|
"p": 0.09473726153373718,
|
|
"m": 0.3452215790748596
|
|
},
|
|
{
|
|
"p": 0.009317699819803238,
|
|
"m": 0.97911536693573
|
|
},
|
|
{
|
|
"p": 0.09758925437927246,
|
|
"m": 0.8013893365859985
|
|
},
|
|
{
|
|
"p": 0.08823170512914658,
|
|
"m": 0.6498028635978699
|
|
},
|
|
{
|
|
"p": 0.08864098787307739,
|
|
"m": 0.9384248852729797
|
|
},
|
|
{
|
|
"p": 0.09595188498497009,
|
|
"m": 0.9171492457389832
|
|
},
|
|
{
|
|
"p": 0.001883756136521697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08707533031702042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010268944315612316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0932314470410347,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.8305453658103943,
|
|
"val_loss": 0.9282440543174744,
|
|
"acc": 72.62,
|
|
"time": 246.18100187298842,
|
|
"param": [
|
|
{
|
|
"p": 0.0969717800617218,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027219241484999657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1241617500782013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08092660456895828,
|
|
"m": 0.660730242729187
|
|
},
|
|
{
|
|
"p": 0.08415752649307251,
|
|
"m": 0.27428895235061646
|
|
},
|
|
{
|
|
"p": 0.009173719212412834,
|
|
"m": 0.9934054613113403
|
|
},
|
|
{
|
|
"p": 0.0972018614411354,
|
|
"m": 0.82734614610672
|
|
},
|
|
{
|
|
"p": 0.09807729721069336,
|
|
"m": 0.7326100468635559
|
|
},
|
|
{
|
|
"p": 0.07889991998672485,
|
|
"m": 0.9185066819190979
|
|
},
|
|
{
|
|
"p": 0.09016154706478119,
|
|
"m": 0.9955804347991943
|
|
},
|
|
{
|
|
"p": 0.007757693529129028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10387354344129562,
|
|
"m": 0.9994347095489502
|
|
},
|
|
{
|
|
"p": 0.007470143958926201,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09394750744104385,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.9829913973808289,
|
|
"val_loss": 0.8312169313430786,
|
|
"acc": 72.92,
|
|
"time": 249.32442614395404,
|
|
"param": [
|
|
{
|
|
"p": 0.08304101973772049,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02423856034874916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11396202445030212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07833162695169449,
|
|
"m": 0.6090825796127319
|
|
},
|
|
{
|
|
"p": 0.10001020133495331,
|
|
"m": 0.2858870327472687
|
|
},
|
|
{
|
|
"p": 0.010916631668806076,
|
|
"m": 0.8896217346191406
|
|
},
|
|
{
|
|
"p": 0.10987870395183563,
|
|
"m": 0.8102104663848877
|
|
},
|
|
{
|
|
"p": 0.11750923097133636,
|
|
"m": 0.7808108329772949
|
|
},
|
|
{
|
|
"p": 0.08564157038927078,
|
|
"m": 0.9507904648780823
|
|
},
|
|
{
|
|
"p": 0.08341745287179947,
|
|
"m": 0.9357907772064209
|
|
},
|
|
{
|
|
"p": 0.0037301795091480017,
|
|
"m": 0.8940393328666687
|
|
},
|
|
{
|
|
"p": 0.07611275464296341,
|
|
"m": 0.9932934045791626
|
|
},
|
|
{
|
|
"p": 0.014515012502670288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0986950546503067,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.8244118094444275,
|
|
"val_loss": 0.6992054581642151,
|
|
"acc": 73.37,
|
|
"time": 249.67859376198612,
|
|
"param": [
|
|
{
|
|
"p": 0.08294442296028137,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02744963951408863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13396917283535004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11487312614917755,
|
|
"m": 0.7834981083869934
|
|
},
|
|
{
|
|
"p": 0.09786763042211533,
|
|
"m": 0.1921856552362442
|
|
},
|
|
{
|
|
"p": 0.0030534907709807158,
|
|
"m": 0.9186386466026306
|
|
},
|
|
{
|
|
"p": 0.017292074859142303,
|
|
"m": 0.768275797367096
|
|
},
|
|
{
|
|
"p": 0.09429489821195602,
|
|
"m": 0.7125005125999451
|
|
},
|
|
{
|
|
"p": 0.09156795591115952,
|
|
"m": 0.9339191913604736
|
|
},
|
|
{
|
|
"p": 0.10279969125986099,
|
|
"m": 0.9473676085472107
|
|
},
|
|
{
|
|
"p": 0.003211101284250617,
|
|
"m": 0.9243990182876587
|
|
},
|
|
{
|
|
"p": 0.1263064742088318,
|
|
"m": 0.9653449654579163
|
|
},
|
|
{
|
|
"p": 0.0006950999377295375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10367518663406372,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 1.274853229522705,
|
|
"val_loss": 1.002373218536377,
|
|
"acc": 72.76,
|
|
"time": 245.06452480400912,
|
|
"param": [
|
|
{
|
|
"p": 0.0898212417960167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022315246984362602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.131707563996315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10413677245378494,
|
|
"m": 0.6708106994628906
|
|
},
|
|
{
|
|
"p": 0.1000763401389122,
|
|
"m": 0.38025614619255066
|
|
},
|
|
{
|
|
"p": 0.013123358599841595,
|
|
"m": 0.8079021573066711
|
|
},
|
|
{
|
|
"p": 0.021818405017256737,
|
|
"m": 0.7984850406646729
|
|
},
|
|
{
|
|
"p": 0.09932165592908859,
|
|
"m": 0.6372715830802917
|
|
},
|
|
{
|
|
"p": 0.07195150852203369,
|
|
"m": 0.89798903465271
|
|
},
|
|
{
|
|
"p": 0.10983998328447342,
|
|
"m": 0.9088498950004578
|
|
},
|
|
{
|
|
"p": 0.00971951987594366,
|
|
"m": 0.900532603263855
|
|
},
|
|
{
|
|
"p": 0.11642497777938843,
|
|
"m": 0.994211733341217
|
|
},
|
|
{
|
|
"p": 0.009580353274941444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10016310960054398,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.900539755821228,
|
|
"val_loss": 1.044081687927246,
|
|
"acc": 73.08,
|
|
"time": 250.96177319000708,
|
|
"param": [
|
|
{
|
|
"p": 0.07848872244358063,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018570326268672943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14408646523952484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09165985137224197,
|
|
"m": 0.6912241578102112
|
|
},
|
|
{
|
|
"p": 0.0998954251408577,
|
|
"m": 0.3518657982349396
|
|
},
|
|
{
|
|
"p": 0.01787443645298481,
|
|
"m": 0.596180260181427
|
|
},
|
|
{
|
|
"p": 0.024536846205592155,
|
|
"m": 0.8129222989082336
|
|
},
|
|
{
|
|
"p": 0.11606422811746597,
|
|
"m": 0.6845551133155823
|
|
},
|
|
{
|
|
"p": 0.08513928204774857,
|
|
"m": 0.9145473837852478
|
|
},
|
|
{
|
|
"p": 0.10605990141630173,
|
|
"m": 0.9419702291488647
|
|
},
|
|
{
|
|
"p": 0.008235711604356766,
|
|
"m": 0.9396677613258362
|
|
},
|
|
{
|
|
"p": 0.09646190702915192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004761634860187769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10816523432731628,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 1.1437550783157349,
|
|
"val_loss": 0.7875004410743713,
|
|
"acc": 72.81,
|
|
"time": 264.24242333404254,
|
|
"param": [
|
|
{
|
|
"p": 0.09663636982440948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029225874692201614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1266673356294632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10077081620693207,
|
|
"m": 0.6843322515487671
|
|
},
|
|
{
|
|
"p": 0.09180356562137604,
|
|
"m": 0.31107258796691895
|
|
},
|
|
{
|
|
"p": 0.00954132154583931,
|
|
"m": 0.3761243522167206
|
|
},
|
|
{
|
|
"p": 0.020889563485980034,
|
|
"m": 0.8162979483604431
|
|
},
|
|
{
|
|
"p": 0.11316251754760742,
|
|
"m": 0.7151105999946594
|
|
},
|
|
{
|
|
"p": 0.0623110756278038,
|
|
"m": 0.9005918502807617
|
|
},
|
|
{
|
|
"p": 0.11866550892591476,
|
|
"m": 0.9990127682685852
|
|
},
|
|
{
|
|
"p": 0.009336903691291809,
|
|
"m": 0.9982364773750305
|
|
},
|
|
{
|
|
"p": 0.10239360481500626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010955505073070526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10763999074697495,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.7771406173706055,
|
|
"val_loss": 0.8180227279663086,
|
|
"acc": 72.52,
|
|
"time": 257.65406121703563,
|
|
"param": [
|
|
{
|
|
"p": 0.07507391273975372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030728694051504135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12579640746116638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10033480077981949,
|
|
"m": 0.5360221862792969
|
|
},
|
|
{
|
|
"p": 0.12070322036743164,
|
|
"m": 0.36682963371276855
|
|
},
|
|
{
|
|
"p": 0.0027025348972529173,
|
|
"m": 0.3746677041053772
|
|
},
|
|
{
|
|
"p": 0.017074836418032646,
|
|
"m": 0.8377832770347595
|
|
},
|
|
{
|
|
"p": 0.11647757887840271,
|
|
"m": 0.6362246870994568
|
|
},
|
|
{
|
|
"p": 0.09358043968677521,
|
|
"m": 0.9639492034912109
|
|
},
|
|
{
|
|
"p": 0.09547533094882965,
|
|
"m": 0.9867675304412842
|
|
},
|
|
{
|
|
"p": 0.008158660493791103,
|
|
"m": 0.9532706141471863
|
|
},
|
|
{
|
|
"p": 0.10656078159809113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015226934105157852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09210581332445145,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.45221784710884094,
|
|
"val_loss": 0.7344871163368225,
|
|
"acc": 72.95,
|
|
"time": 265.02588385902345,
|
|
"param": [
|
|
{
|
|
"p": 0.0929633378982544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026198411360383034,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1176975816488266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11416582018136978,
|
|
"m": 0.642497718334198
|
|
},
|
|
{
|
|
"p": 0.10590419173240662,
|
|
"m": 0.3285708427429199
|
|
},
|
|
{
|
|
"p": 0.006639913190156221,
|
|
"m": 0.4223485589027405
|
|
},
|
|
{
|
|
"p": 0.022426828742027283,
|
|
"m": 0.851558268070221
|
|
},
|
|
{
|
|
"p": 0.11083630472421646,
|
|
"m": 0.7173394560813904
|
|
},
|
|
{
|
|
"p": 0.09296715259552002,
|
|
"m": 0.8722375631332397
|
|
},
|
|
{
|
|
"p": 0.09583920240402222,
|
|
"m": 0.9908744692802429
|
|
},
|
|
{
|
|
"p": 0.013006013818085194,
|
|
"m": 0.9015313386917114
|
|
},
|
|
{
|
|
"p": 0.10264210402965546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008712389506399632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09000078588724136,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.8101479411125183,
|
|
"val_loss": 1.0768418312072754,
|
|
"acc": 73.03,
|
|
"time": 256.2326997179771,
|
|
"param": [
|
|
{
|
|
"p": 0.06882975995540619,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03437411040067673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12549947202205658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1197604164481163,
|
|
"m": 0.8677595853805542
|
|
},
|
|
{
|
|
"p": 0.09817389398813248,
|
|
"m": 0.19208288192749023
|
|
},
|
|
{
|
|
"p": 0.008032691664993763,
|
|
"m": 0.5165563225746155
|
|
},
|
|
{
|
|
"p": 0.019242791458964348,
|
|
"m": 0.8654876947402954
|
|
},
|
|
{
|
|
"p": 0.12294993549585342,
|
|
"m": 0.6993640661239624
|
|
},
|
|
{
|
|
"p": 0.08531348407268524,
|
|
"m": 0.6798185110092163
|
|
},
|
|
{
|
|
"p": 0.10152360796928406,
|
|
"m": 0.9462705850601196
|
|
},
|
|
{
|
|
"p": 0.011581426486372948,
|
|
"m": 0.8882793188095093
|
|
},
|
|
{
|
|
"p": 0.08743208646774292,
|
|
"m": 0.9627398252487183
|
|
},
|
|
{
|
|
"p": 0.014286767691373825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1029994934797287,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.8405628204345703,
|
|
"val_loss": 0.7146021127700806,
|
|
"acc": 72.7,
|
|
"time": 260.657358817989,
|
|
"param": [
|
|
{
|
|
"p": 0.10295741260051727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02901265025138855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1280408650636673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10726124793291092,
|
|
"m": 0.7883482575416565
|
|
},
|
|
{
|
|
"p": 0.09271157532930374,
|
|
"m": 0.20085996389389038
|
|
},
|
|
{
|
|
"p": 0.009685257449746132,
|
|
"m": 0.5727788805961609
|
|
},
|
|
{
|
|
"p": 0.013392586261034012,
|
|
"m": 0.9327409863471985
|
|
},
|
|
{
|
|
"p": 0.12590347230434418,
|
|
"m": 0.7501299381256104
|
|
},
|
|
{
|
|
"p": 0.0833166092634201,
|
|
"m": 0.7076736092567444
|
|
},
|
|
{
|
|
"p": 0.08896534144878387,
|
|
"m": 0.8358677625656128
|
|
},
|
|
{
|
|
"p": 0.006226122844964266,
|
|
"m": 0.9433631896972656
|
|
},
|
|
{
|
|
"p": 0.11552669107913971,
|
|
"m": 0.9972527623176575
|
|
},
|
|
{
|
|
"p": 0.007430828642100096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0895693227648735,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.9985354542732239,
|
|
"val_loss": 0.9044350385665894,
|
|
"acc": 72.16,
|
|
"time": 248.57173732999945,
|
|
"param": [
|
|
{
|
|
"p": 0.09805496037006378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03587145358324051,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12431315332651138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08623415231704712,
|
|
"m": 0.784152090549469
|
|
},
|
|
{
|
|
"p": 0.09341218322515488,
|
|
"m": 0.2167121022939682
|
|
},
|
|
{
|
|
"p": 0.0721232071518898,
|
|
"m": 0.34248682856559753
|
|
},
|
|
{
|
|
"p": 0.017087049782276154,
|
|
"m": 0.9640651941299438
|
|
},
|
|
{
|
|
"p": 0.09758315235376358,
|
|
"m": 0.6997689008712769
|
|
},
|
|
{
|
|
"p": 0.09416960924863815,
|
|
"m": 0.8869091272354126
|
|
},
|
|
{
|
|
"p": 0.0890241488814354,
|
|
"m": 0.8968132734298706
|
|
},
|
|
{
|
|
"p": 0.008106875233352184,
|
|
"m": 0.9540573954582214
|
|
},
|
|
{
|
|
"p": 0.07395106554031372,
|
|
"m": 0.997660219669342
|
|
},
|
|
{
|
|
"p": 0.0080867949873209,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10198216885328293,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.8967912197113037,
|
|
"val_loss": 0.7525723576545715,
|
|
"acc": 72.52,
|
|
"time": 255.5464486060082,
|
|
"param": [
|
|
{
|
|
"p": 0.08517125248908997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03234973922371864,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13895024359226227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10268376767635345,
|
|
"m": 0.731745183467865
|
|
},
|
|
{
|
|
"p": 0.10383272916078568,
|
|
"m": 0.22173917293548584
|
|
},
|
|
{
|
|
"p": 0.0013560077641159296,
|
|
"m": 0.2698313295841217
|
|
},
|
|
{
|
|
"p": 0.009273141622543335,
|
|
"m": 0.9888296723365784
|
|
},
|
|
{
|
|
"p": 0.10607145726680756,
|
|
"m": 0.7996177673339844
|
|
},
|
|
{
|
|
"p": 0.09348800033330917,
|
|
"m": 0.9133185744285583
|
|
},
|
|
{
|
|
"p": 0.08884070068597794,
|
|
"m": 0.8147194385528564
|
|
},
|
|
{
|
|
"p": 0.01388948131352663,
|
|
"m": 0.9887387156486511
|
|
},
|
|
{
|
|
"p": 0.11802932620048523,
|
|
"m": 0.9648269414901733
|
|
},
|
|
{
|
|
"p": 0.011608758941292763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09445538371801376,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.43686872720718384,
|
|
"val_loss": 0.8908731937408447,
|
|
"acc": 73.5,
|
|
"time": 258.13306320202537,
|
|
"param": [
|
|
{
|
|
"p": 0.08855807036161423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030502628535032272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10565174371004105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09526810795068741,
|
|
"m": 0.807346522808075
|
|
},
|
|
{
|
|
"p": 0.12304583936929703,
|
|
"m": 0.2974343001842499
|
|
},
|
|
{
|
|
"p": 0.005780843086540699,
|
|
"m": 0.3110755681991577
|
|
},
|
|
{
|
|
"p": 0.023935144767165184,
|
|
"m": 0.9633938074111938
|
|
},
|
|
{
|
|
"p": 0.10310991108417511,
|
|
"m": 0.7276086211204529
|
|
},
|
|
{
|
|
"p": 0.0753929540514946,
|
|
"m": 0.8721193075180054
|
|
},
|
|
{
|
|
"p": 0.10406242311000824,
|
|
"m": 0.9119743704795837
|
|
},
|
|
{
|
|
"p": 0.018211105838418007,
|
|
"m": 0.9045990109443665
|
|
},
|
|
{
|
|
"p": 0.10482620447874069,
|
|
"m": 0.951294481754303
|
|
},
|
|
{
|
|
"p": 0.017362080514431,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10429292917251587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.7681793570518494,
|
|
"val_loss": 0.9095742106437683,
|
|
"acc": 72.96,
|
|
"time": 247.2294213779969,
|
|
"param": [
|
|
{
|
|
"p": 0.08696775883436203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0278224665671587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1463828831911087,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.118439219892025,
|
|
"m": 0.7224060297012329
|
|
},
|
|
{
|
|
"p": 0.07492664456367493,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.004258098546415567,
|
|
"m": 0.27212080359458923
|
|
},
|
|
{
|
|
"p": 0.015978895127773285,
|
|
"m": 0.9660352468490601
|
|
},
|
|
{
|
|
"p": 0.12332364916801453,
|
|
"m": 0.7488353848457336
|
|
},
|
|
{
|
|
"p": 0.07795828580856323,
|
|
"m": 0.896163284778595
|
|
},
|
|
{
|
|
"p": 0.10087912529706955,
|
|
"m": 0.8724359273910522
|
|
},
|
|
{
|
|
"p": 0.00932007934898138,
|
|
"m": 0.904296875
|
|
},
|
|
{
|
|
"p": 0.10433316975831985,
|
|
"m": 0.998227059841156
|
|
},
|
|
{
|
|
"p": 0.010818650014698505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.098591148853302,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.9502931833267212,
|
|
"val_loss": 0.9804845452308655,
|
|
"acc": 72.53,
|
|
"time": 257.1263929680572,
|
|
"param": [
|
|
{
|
|
"p": 0.09991972148418427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022373510524630547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11935430765151978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12759120762348175,
|
|
"m": 0.7495424747467041
|
|
},
|
|
{
|
|
"p": 0.11003798246383667,
|
|
"m": 0.17592698335647583
|
|
},
|
|
{
|
|
"p": 0.00993482954800129,
|
|
"m": 0.25882911682128906
|
|
},
|
|
{
|
|
"p": 0.0165642648935318,
|
|
"m": 0.994000256061554
|
|
},
|
|
{
|
|
"p": 0.11826744675636292,
|
|
"m": 0.6050795316696167
|
|
},
|
|
{
|
|
"p": 0.08320757746696472,
|
|
"m": 0.9718977808952332
|
|
},
|
|
{
|
|
"p": 0.07350084185600281,
|
|
"m": 0.9969564080238342
|
|
},
|
|
{
|
|
"p": 0.010146589949727058,
|
|
"m": 0.9496233463287354
|
|
},
|
|
{
|
|
"p": 0.10469594597816467,
|
|
"m": 0.9959332942962646
|
|
},
|
|
{
|
|
"p": 0.0006978813325986266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10370779782533646,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.5760680437088013,
|
|
"val_loss": 0.9180888533592224,
|
|
"acc": 73.01,
|
|
"time": 246.69133200700162,
|
|
"param": [
|
|
{
|
|
"p": 0.07202286273241043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02849043533205986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11265041679143906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10664653778076172,
|
|
"m": 0.7406589388847351
|
|
},
|
|
{
|
|
"p": 0.08047662675380707,
|
|
"m": 0.196295365691185
|
|
},
|
|
{
|
|
"p": 0.009614378213882446,
|
|
"m": 0.19333040714263916
|
|
},
|
|
{
|
|
"p": 0.032857201993465424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10241452604532242,
|
|
"m": 0.5845512747764587
|
|
},
|
|
{
|
|
"p": 0.0818849578499794,
|
|
"m": 0.9691600203514099
|
|
},
|
|
{
|
|
"p": 0.11052990704774857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011919200420379639,
|
|
"m": 0.9846761226654053
|
|
},
|
|
{
|
|
"p": 0.10774073749780655,
|
|
"m": 0.9245873093605042
|
|
},
|
|
{
|
|
"p": 0.03344935551285744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10930288583040237,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.7727018594741821,
|
|
"val_loss": 0.9283791184425354,
|
|
"acc": 72.41,
|
|
"time": 253.85996771301143,
|
|
"param": [
|
|
{
|
|
"p": 0.09987864643335342,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03710612282156944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14428213238716125,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09188898652791977,
|
|
"m": 0.6514716744422913
|
|
},
|
|
{
|
|
"p": 0.08359911292791367,
|
|
"m": 0.12998463213443756
|
|
},
|
|
{
|
|
"p": 0.005514624062925577,
|
|
"m": 0.1036895290017128
|
|
},
|
|
{
|
|
"p": 0.01744786649942398,
|
|
"m": 0.9372953176498413
|
|
},
|
|
{
|
|
"p": 0.09709632396697998,
|
|
"m": 0.6802916526794434
|
|
},
|
|
{
|
|
"p": 0.10221967101097107,
|
|
"m": 0.9707971811294556
|
|
},
|
|
{
|
|
"p": 0.08709359169006348,
|
|
"m": 0.8632729053497314
|
|
},
|
|
{
|
|
"p": 0.004784558899700642,
|
|
"m": 0.9250692129135132
|
|
},
|
|
{
|
|
"p": 0.1213003620505333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00559995835646987,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10218808054924011,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.5956594347953796,
|
|
"val_loss": 1.0051339864730835,
|
|
"acc": 71.6,
|
|
"time": 251.02517550595803,
|
|
"param": [
|
|
{
|
|
"p": 0.10788502544164658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0396563746035099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12960569560527802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09499491751194,
|
|
"m": 0.7616720199584961
|
|
},
|
|
{
|
|
"p": 0.11410778015851974,
|
|
"m": 0.22803132236003876
|
|
},
|
|
{
|
|
"p": 0.008702611550688744,
|
|
"m": 0.10419345647096634
|
|
},
|
|
{
|
|
"p": 0.01730622723698616,
|
|
"m": 0.9320152401924133
|
|
},
|
|
{
|
|
"p": 0.10055377334356308,
|
|
"m": 0.7277505397796631
|
|
},
|
|
{
|
|
"p": 0.08382546156644821,
|
|
"m": 0.8570433855056763
|
|
},
|
|
{
|
|
"p": 0.10486839711666107,
|
|
"m": 0.8491798639297485
|
|
},
|
|
{
|
|
"p": 0.022224051877856255,
|
|
"m": 0.784637987613678
|
|
},
|
|
{
|
|
"p": 0.08516709506511688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006989381276071072,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08411324769258499,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.9976810216903687,
|
|
"val_loss": 0.977992594242096,
|
|
"acc": 71.24,
|
|
"time": 251.11482268298278,
|
|
"param": [
|
|
{
|
|
"p": 0.09526513516902924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03341030701994896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11949669569730759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11553361266851425,
|
|
"m": 0.8225951194763184
|
|
},
|
|
{
|
|
"p": 0.09994052350521088,
|
|
"m": 0.19209252297878265
|
|
},
|
|
{
|
|
"p": 0.011286058463156223,
|
|
"m": 0.1903378963470459
|
|
},
|
|
{
|
|
"p": 0.0216525848954916,
|
|
"m": 0.8762663006782532
|
|
},
|
|
{
|
|
"p": 0.09017766267061234,
|
|
"m": 0.8482252359390259
|
|
},
|
|
{
|
|
"p": 0.08114678412675858,
|
|
"m": 0.9952547550201416
|
|
},
|
|
{
|
|
"p": 0.10614994913339615,
|
|
"m": 0.7792890667915344
|
|
},
|
|
{
|
|
"p": 0.006556298583745956,
|
|
"m": 0.8034684062004089
|
|
},
|
|
{
|
|
"p": 0.10719344019889832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0040212771855294704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10816963016986847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 1.150496482849121,
|
|
"val_loss": 0.7350196838378906,
|
|
"acc": 73.34,
|
|
"time": 260.0340533860144,
|
|
"param": [
|
|
{
|
|
"p": 0.08292720466852188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02461402118206024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12488063424825668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0905098244547844,
|
|
"m": 0.7757246494293213
|
|
},
|
|
{
|
|
"p": 0.11283702403306961,
|
|
"m": 0.32196593284606934
|
|
},
|
|
{
|
|
"p": 0.011337419971823692,
|
|
"m": 0.37267330288887024
|
|
},
|
|
{
|
|
"p": 0.0183673445135355,
|
|
"m": 0.8612465262413025
|
|
},
|
|
{
|
|
"p": 0.08182285726070404,
|
|
"m": 0.8200870752334595
|
|
},
|
|
{
|
|
"p": 0.08413107693195343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09768372029066086,
|
|
"m": 0.883064866065979
|
|
},
|
|
{
|
|
"p": 0.010185735300183296,
|
|
"m": 0.8600937128067017
|
|
},
|
|
{
|
|
"p": 0.09897907078266144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051477231085300446,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11024680733680725,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 1.1930848360061646,
|
|
"val_loss": 0.8079088926315308,
|
|
"acc": 73.16,
|
|
"time": 248.06645258900244,
|
|
"param": [
|
|
{
|
|
"p": 0.08998726308345795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03014661930501461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12734362483024597,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09190328419208527,
|
|
"m": 0.7425104379653931
|
|
},
|
|
{
|
|
"p": 0.0998229831457138,
|
|
"m": 0.36496058106422424
|
|
},
|
|
{
|
|
"p": 0.015037587843835354,
|
|
"m": 0.3821435272693634
|
|
},
|
|
{
|
|
"p": 0.019651716575026512,
|
|
"m": 0.8671964406967163
|
|
},
|
|
{
|
|
"p": 0.11227915436029434,
|
|
"m": 0.882358968257904
|
|
},
|
|
{
|
|
"p": 0.09825250506401062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1034078523516655,
|
|
"m": 0.9762961864471436
|
|
},
|
|
{
|
|
"p": 0.007252405397593975,
|
|
"m": 0.9710710048675537
|
|
},
|
|
{
|
|
"p": 0.1132364422082901,
|
|
"m": 0.9959399700164795
|
|
},
|
|
{
|
|
"p": 0.002500733593478799,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08917783200740814,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.8854719400405884,
|
|
"val_loss": 0.7677004337310791,
|
|
"acc": 72.55,
|
|
"time": 248.86454715102445,
|
|
"param": [
|
|
{
|
|
"p": 0.07593052089214325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04288409650325775,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12880350649356842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08937039971351624,
|
|
"m": 0.6646491289138794
|
|
},
|
|
{
|
|
"p": 0.12111260741949081,
|
|
"m": 0.27615582942962646
|
|
},
|
|
{
|
|
"p": 0.010481989942491055,
|
|
"m": 0.3113418221473694
|
|
},
|
|
{
|
|
"p": 0.02632700838148594,
|
|
"m": 0.7348626852035522
|
|
},
|
|
{
|
|
"p": 0.07385195791721344,
|
|
"m": 0.7145640850067139
|
|
},
|
|
{
|
|
"p": 0.097483329474926,
|
|
"m": 0.9345460534095764
|
|
},
|
|
{
|
|
"p": 0.11344008892774582,
|
|
"m": 0.9687917232513428
|
|
},
|
|
{
|
|
"p": 0.0068649970926344395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12307766079902649,
|
|
"m": 0.9950425028800964
|
|
},
|
|
{
|
|
"p": 0.006129847373813391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08424197882413864,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.6818180680274963,
|
|
"val_loss": 0.8103930354118347,
|
|
"acc": 72.31,
|
|
"time": 252.10267252102494,
|
|
"param": [
|
|
{
|
|
"p": 0.10601824522018433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026675768196582794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12285488843917847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10476063191890717,
|
|
"m": 0.6804575324058533
|
|
},
|
|
{
|
|
"p": 0.09651555866003036,
|
|
"m": 0.168053537607193
|
|
},
|
|
{
|
|
"p": 0.0050812349654734135,
|
|
"m": 0.2983596622943878
|
|
},
|
|
{
|
|
"p": 0.02320314571261406,
|
|
"m": 0.7826095819473267
|
|
},
|
|
{
|
|
"p": 0.09509984403848648,
|
|
"m": 0.7624751329421997
|
|
},
|
|
{
|
|
"p": 0.10674367100000381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0799880251288414,
|
|
"m": 0.9977243542671204
|
|
},
|
|
{
|
|
"p": 0.007394305430352688,
|
|
"m": 0.9129855632781982
|
|
},
|
|
{
|
|
"p": 0.1130160465836525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0044965376146137714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10815225541591644,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.7847713232040405,
|
|
"val_loss": 1.0624727010726929,
|
|
"acc": 71.41,
|
|
"time": 258.0614636070095,
|
|
"param": [
|
|
{
|
|
"p": 0.09000071883201599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042855583131313324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11673137545585632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09601394832134247,
|
|
"m": 0.7561636567115784
|
|
},
|
|
{
|
|
"p": 0.09825672209262848,
|
|
"m": 0.15691478550434113
|
|
},
|
|
{
|
|
"p": 0.002245554933324456,
|
|
"m": 0.27329689264297485
|
|
},
|
|
{
|
|
"p": 0.05468771606683731,
|
|
"m": 0.7198489904403687
|
|
},
|
|
{
|
|
"p": 0.11839936673641205,
|
|
"m": 0.8117905855178833
|
|
},
|
|
{
|
|
"p": 0.08393102884292603,
|
|
"m": 0.9883314967155457
|
|
},
|
|
{
|
|
"p": 0.06608706712722778,
|
|
"m": 0.9927719235420227
|
|
},
|
|
{
|
|
"p": 0.009588935412466526,
|
|
"m": 0.8918623924255371
|
|
},
|
|
{
|
|
"p": 0.10004078596830368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006029942072927952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11513134837150574,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 1.0533808469772339,
|
|
"val_loss": 0.7594665884971619,
|
|
"acc": 72.54,
|
|
"time": 260.4918316830299,
|
|
"param": [
|
|
{
|
|
"p": 0.09365547448396683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038627274334430695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12784028053283691,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09744224697351456,
|
|
"m": 0.694787323474884
|
|
},
|
|
{
|
|
"p": 0.08353689312934875,
|
|
"m": 0.21216803789138794
|
|
},
|
|
{
|
|
"p": 0.011033233255147934,
|
|
"m": 0.5308336019515991
|
|
},
|
|
{
|
|
"p": 0.01187861803919077,
|
|
"m": 0.7206541299819946
|
|
},
|
|
{
|
|
"p": 0.1093389093875885,
|
|
"m": 0.7446591854095459
|
|
},
|
|
{
|
|
"p": 0.09936870634555817,
|
|
"m": 0.9296494722366333
|
|
},
|
|
{
|
|
"p": 0.10286436975002289,
|
|
"m": 0.971454381942749
|
|
},
|
|
{
|
|
"p": 0.0006974218413233757,
|
|
"m": 0.8865051865577698
|
|
},
|
|
{
|
|
"p": 0.10644005984067917,
|
|
"m": 0.9666725993156433
|
|
},
|
|
{
|
|
"p": 0.0006974218413233757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11657911539077759,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.9305068850517273,
|
|
"val_loss": 0.8794301748275757,
|
|
"acc": 72.29,
|
|
"time": 247.88019026903203,
|
|
"param": [
|
|
{
|
|
"p": 0.0838332548737526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03330428525805473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13088560104370117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10658343136310577,
|
|
"m": 0.7331070303916931
|
|
},
|
|
{
|
|
"p": 0.09759023785591125,
|
|
"m": 0.10197991877794266
|
|
},
|
|
{
|
|
"p": 0.00981698464602232,
|
|
"m": 0.5622043609619141
|
|
},
|
|
{
|
|
"p": 0.015024579130113125,
|
|
"m": 0.7544397115707397
|
|
},
|
|
{
|
|
"p": 0.11072862148284912,
|
|
"m": 0.7138590216636658
|
|
},
|
|
{
|
|
"p": 0.1010504737496376,
|
|
"m": 0.9278304576873779
|
|
},
|
|
{
|
|
"p": 0.08428916335105896,
|
|
"m": 0.9757654070854187
|
|
},
|
|
{
|
|
"p": 0.009134544059634209,
|
|
"m": 0.9083385467529297
|
|
},
|
|
{
|
|
"p": 0.10618624836206436,
|
|
"m": 0.9993472695350647
|
|
},
|
|
{
|
|
"p": 0.005862918682396412,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10570967942476273,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.9613891243934631,
|
|
"val_loss": 0.9177708625793457,
|
|
"acc": 73.12,
|
|
"time": 254.21760276699206,
|
|
"param": [
|
|
{
|
|
"p": 0.08424198627471924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03264525905251503,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13403600454330444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1184038445353508,
|
|
"m": 0.7223042249679565
|
|
},
|
|
{
|
|
"p": 0.10979491472244263,
|
|
"m": 0.24104896187782288
|
|
},
|
|
{
|
|
"p": 0.0117057329043746,
|
|
"m": 0.508367657661438
|
|
},
|
|
{
|
|
"p": 0.016949601471424103,
|
|
"m": 0.8457409143447876
|
|
},
|
|
{
|
|
"p": 0.08153657615184784,
|
|
"m": 0.5981565117835999
|
|
},
|
|
{
|
|
"p": 0.09170424193143845,
|
|
"m": 0.8645445108413696
|
|
},
|
|
{
|
|
"p": 0.07811633497476578,
|
|
"m": 0.988483726978302
|
|
},
|
|
{
|
|
"p": 0.009572544135153294,
|
|
"m": 0.9004818797111511
|
|
},
|
|
{
|
|
"p": 0.10378547757863998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015355498529970646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1121518611907959,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.8716541528701782,
|
|
"val_loss": 0.90406334400177,
|
|
"acc": 73.18,
|
|
"time": 253.78098132100422,
|
|
"param": [
|
|
{
|
|
"p": 0.0765376165509224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03962503746151924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12979720532894135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10878521203994751,
|
|
"m": 0.6451813578605652
|
|
},
|
|
{
|
|
"p": 0.0911988615989685,
|
|
"m": 0.1368171125650406
|
|
},
|
|
{
|
|
"p": 0.05233260616660118,
|
|
"m": 0.5471204519271851
|
|
},
|
|
{
|
|
"p": 0.01590295135974884,
|
|
"m": 0.8512519598007202
|
|
},
|
|
{
|
|
"p": 0.07821483910083771,
|
|
"m": 0.6997590661048889
|
|
},
|
|
{
|
|
"p": 0.09699007123708725,
|
|
"m": 0.9722972512245178
|
|
},
|
|
{
|
|
"p": 0.08022796362638474,
|
|
"m": 0.9989376068115234
|
|
},
|
|
{
|
|
"p": 0.008933807723224163,
|
|
"m": 0.9028676152229309
|
|
},
|
|
{
|
|
"p": 0.11110417544841766,
|
|
"m": 0.9993759989738464
|
|
},
|
|
{
|
|
"p": 0.007210812531411648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10313881933689117,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 1.0954293012619019,
|
|
"val_loss": 1.049505591392517,
|
|
"acc": 73.0,
|
|
"time": 245.44420910201734,
|
|
"param": [
|
|
{
|
|
"p": 0.06356074661016464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024053530767560005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11351249366998672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07495515793561935,
|
|
"m": 0.6460237503051758
|
|
},
|
|
{
|
|
"p": 0.088206946849823,
|
|
"m": 0.20935149490833282
|
|
},
|
|
{
|
|
"p": 0.006299154832959175,
|
|
"m": 0.6448510885238647
|
|
},
|
|
{
|
|
"p": 0.12751197814941406,
|
|
"m": 0.8891068696975708
|
|
},
|
|
{
|
|
"p": 0.07760283350944519,
|
|
"m": 0.7255268692970276
|
|
},
|
|
{
|
|
"p": 0.0865885466337204,
|
|
"m": 0.9759248495101929
|
|
},
|
|
{
|
|
"p": 0.11031883209943771,
|
|
"m": 0.9980376958847046
|
|
},
|
|
{
|
|
"p": 0.005817526485770941,
|
|
"m": 0.9187986850738525
|
|
},
|
|
{
|
|
"p": 0.09334084391593933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0046013896353542805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12363003939390182,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 1.033492088317871,
|
|
"val_loss": 0.8933157920837402,
|
|
"acc": 72.92,
|
|
"time": 253.4381054789992,
|
|
"param": [
|
|
{
|
|
"p": 0.07727514207363129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035700611770153046,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13330744206905365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10314742475748062,
|
|
"m": 0.686252236366272
|
|
},
|
|
{
|
|
"p": 0.1092400923371315,
|
|
"m": 0.20638202130794525
|
|
},
|
|
{
|
|
"p": 0.001143176923505962,
|
|
"m": 0.6132258772850037
|
|
},
|
|
{
|
|
"p": 0.010261096991598606,
|
|
"m": 0.9811719655990601
|
|
},
|
|
{
|
|
"p": 0.1101761981844902,
|
|
"m": 0.715214729309082
|
|
},
|
|
{
|
|
"p": 0.10360574722290039,
|
|
"m": 0.9928061366081238
|
|
},
|
|
{
|
|
"p": 0.08699309080839157,
|
|
"m": 0.9468008279800415
|
|
},
|
|
{
|
|
"p": 0.009528827853500843,
|
|
"m": 0.8884745836257935
|
|
},
|
|
{
|
|
"p": 0.107389897108078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00685691786929965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10537438094615936,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 1.1656913757324219,
|
|
"val_loss": 0.803489625453949,
|
|
"acc": 73.14,
|
|
"time": 249.13630766200367,
|
|
"param": [
|
|
{
|
|
"p": 0.11442757397890091,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042585503309965134,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1258217841386795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10813966393470764,
|
|
"m": 0.874733567237854
|
|
},
|
|
{
|
|
"p": 0.09777546674013138,
|
|
"m": 0.2970930337905884
|
|
},
|
|
{
|
|
"p": 0.0006870804354548454,
|
|
"m": 0.6276414394378662
|
|
},
|
|
{
|
|
"p": 0.0006870804354548454,
|
|
"m": 0.9650530219078064
|
|
},
|
|
{
|
|
"p": 0.11997870355844498,
|
|
"m": 0.7773151397705078
|
|
},
|
|
{
|
|
"p": 0.08473561704158783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11138498783111572,
|
|
"m": 0.9783291220664978
|
|
},
|
|
{
|
|
"p": 0.01602070964872837,
|
|
"m": 0.9777452945709229
|
|
},
|
|
{
|
|
"p": 0.09754855185747147,
|
|
"m": 0.9928296804428101
|
|
},
|
|
{
|
|
"p": 0.007643386721611023,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07256384938955307,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.9804204702377319,
|
|
"val_loss": 0.9024660587310791,
|
|
"acc": 72.95,
|
|
"time": 248.87562251102645,
|
|
"param": [
|
|
{
|
|
"p": 0.08595218509435654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03013506345450878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12014209479093552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10437366366386414,
|
|
"m": 0.8218348622322083
|
|
},
|
|
{
|
|
"p": 0.08899730443954468,
|
|
"m": 0.34913769364356995
|
|
},
|
|
{
|
|
"p": 0.009609997272491455,
|
|
"m": 0.7268276214599609
|
|
},
|
|
{
|
|
"p": 0.007349726278334856,
|
|
"m": 0.9765322208404541
|
|
},
|
|
{
|
|
"p": 0.11510919034481049,
|
|
"m": 0.8270533084869385
|
|
},
|
|
{
|
|
"p": 0.08562976866960526,
|
|
"m": 0.998062252998352
|
|
},
|
|
{
|
|
"p": 0.08940976113080978,
|
|
"m": 0.9930824637413025
|
|
},
|
|
{
|
|
"p": 0.012618009932339191,
|
|
"m": 0.9654374718666077
|
|
},
|
|
{
|
|
"p": 0.1276061236858368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007098551373928785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1159685030579567,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 1.1247252225875854,
|
|
"val_loss": 0.9299777150154114,
|
|
"acc": 72.7,
|
|
"time": 262.55926385102794,
|
|
"param": [
|
|
{
|
|
"p": 0.0507563091814518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0375034436583519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14879927039146423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09654263406991959,
|
|
"m": 0.7864726185798645
|
|
},
|
|
{
|
|
"p": 0.08666543662548065,
|
|
"m": 0.2903655171394348
|
|
},
|
|
{
|
|
"p": 0.016803612932562828,
|
|
"m": 0.7558442950248718
|
|
},
|
|
{
|
|
"p": 0.005463041365146637,
|
|
"m": 0.9689565896987915
|
|
},
|
|
{
|
|
"p": 0.10983970016241074,
|
|
"m": 0.781264066696167
|
|
},
|
|
{
|
|
"p": 0.09893080592155457,
|
|
"m": 0.987657368183136
|
|
},
|
|
{
|
|
"p": 0.10012993961572647,
|
|
"m": 0.8847812414169312
|
|
},
|
|
{
|
|
"p": 0.0066953254863619804,
|
|
"m": 0.9936153888702393
|
|
},
|
|
{
|
|
"p": 0.10455463081598282,
|
|
"m": 0.9988146424293518
|
|
},
|
|
{
|
|
"p": 0.00841708667576313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12889890372753143,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 1.151281714439392,
|
|
"val_loss": 0.8699062466621399,
|
|
"acc": 72.45,
|
|
"time": 256.05341104703257,
|
|
"param": [
|
|
{
|
|
"p": 0.09695816040039062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04382217675447464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13990870118141174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11041329056024551,
|
|
"m": 0.7794790267944336
|
|
},
|
|
{
|
|
"p": 0.08233113586902618,
|
|
"m": 0.2882204055786133
|
|
},
|
|
{
|
|
"p": 0.003686543321236968,
|
|
"m": 0.7710343599319458
|
|
},
|
|
{
|
|
"p": 0.011192741803824902,
|
|
"m": 0.9669647812843323
|
|
},
|
|
{
|
|
"p": 0.11939527094364166,
|
|
"m": 0.7049076557159424
|
|
},
|
|
{
|
|
"p": 0.1049363911151886,
|
|
"m": 0.956515908241272
|
|
},
|
|
{
|
|
"p": 0.07249300926923752,
|
|
"m": 0.9998021125793457
|
|
},
|
|
{
|
|
"p": 0.027068989351391792,
|
|
"m": 0.913979172706604
|
|
},
|
|
{
|
|
"p": 0.07821942865848541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035695224069058895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10600459575653076,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.9513567686080933,
|
|
"val_loss": 0.8931795358657837,
|
|
"acc": 72.52,
|
|
"time": 258.82548645097995,
|
|
"param": [
|
|
{
|
|
"p": 0.1011291965842247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029300149530172348,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11713465303182602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10854563862085342,
|
|
"m": 0.7435050010681152
|
|
},
|
|
{
|
|
"p": 0.0759115070104599,
|
|
"m": 0.16582924127578735
|
|
},
|
|
{
|
|
"p": 0.00984197948127985,
|
|
"m": 0.7588768601417542
|
|
},
|
|
{
|
|
"p": 0.006247673183679581,
|
|
"m": 0.9721659421920776
|
|
},
|
|
{
|
|
"p": 0.11651953309774399,
|
|
"m": 0.6028856039047241
|
|
},
|
|
{
|
|
"p": 0.10436475276947021,
|
|
"m": 0.9992163181304932
|
|
},
|
|
{
|
|
"p": 0.11210918426513672,
|
|
"m": 0.9687535762786865
|
|
},
|
|
{
|
|
"p": 0.008192650973796844,
|
|
"m": 0.9056610465049744
|
|
},
|
|
{
|
|
"p": 0.09782028198242188,
|
|
"m": 0.9489185214042664
|
|
},
|
|
{
|
|
"p": 0.0026618291158229113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1102210208773613,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.904459536075592,
|
|
"val_loss": 0.7836434245109558,
|
|
"acc": 72.96,
|
|
"time": 259.34114362398395,
|
|
"param": [
|
|
{
|
|
"p": 0.08100471645593643,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02687103860080242,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09788422286510468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10018705576658249,
|
|
"m": 0.8671408891677856
|
|
},
|
|
{
|
|
"p": 0.10811393707990646,
|
|
"m": 0.25135454535484314
|
|
},
|
|
{
|
|
"p": 0.010764014907181263,
|
|
"m": 0.7835036516189575
|
|
},
|
|
{
|
|
"p": 0.08525171130895615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081922747194767,
|
|
"m": 0.6069043874740601
|
|
},
|
|
{
|
|
"p": 0.09024115651845932,
|
|
"m": 0.9939337968826294
|
|
},
|
|
{
|
|
"p": 0.0828145444393158,
|
|
"m": 0.9858636856079102
|
|
},
|
|
{
|
|
"p": 0.01065176073461771,
|
|
"m": 0.9086650013923645
|
|
},
|
|
{
|
|
"p": 0.11260583251714706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008084139786660671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10360312461853027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 1.1883389949798584,
|
|
"val_loss": 0.7449699640274048,
|
|
"acc": 72.35,
|
|
"time": 261.55949283298105,
|
|
"param": [
|
|
{
|
|
"p": 0.09906014055013657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024691706523299217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14767925441265106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09748251736164093,
|
|
"m": 0.8090494275093079
|
|
},
|
|
{
|
|
"p": 0.11260746419429779,
|
|
"m": 0.33642446994781494
|
|
},
|
|
{
|
|
"p": 0.0019170728046447039,
|
|
"m": 0.7499603629112244
|
|
},
|
|
{
|
|
"p": 0.006557355634868145,
|
|
"m": 0.9929938316345215
|
|
},
|
|
{
|
|
"p": 0.12937937676906586,
|
|
"m": 0.7477487921714783
|
|
},
|
|
{
|
|
"p": 0.1161564514040947,
|
|
"m": 0.9423274397850037
|
|
},
|
|
{
|
|
"p": 0.07133479416370392,
|
|
"m": 0.9836336374282837
|
|
},
|
|
{
|
|
"p": 0.009640051051974297,
|
|
"m": 0.8513606786727905
|
|
},
|
|
{
|
|
"p": 0.07451967895030975,
|
|
"m": 0.9962401986122131
|
|
},
|
|
{
|
|
"p": 0.006797198671847582,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1021769717335701,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 1.0763229131698608,
|
|
"val_loss": 0.9575204849243164,
|
|
"acc": 73.28,
|
|
"time": 257.2676656069816,
|
|
"param": [
|
|
{
|
|
"p": 0.11486972123384476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03867703303694725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1324504166841507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11408849060535431,
|
|
"m": 0.8629274368286133
|
|
},
|
|
{
|
|
"p": 0.10088933259248734,
|
|
"m": 0.20430505275726318
|
|
},
|
|
{
|
|
"p": 0.009079020470380783,
|
|
"m": 0.6933690309524536
|
|
},
|
|
{
|
|
"p": 0.001179798156954348,
|
|
"m": 0.9406817555427551
|
|
},
|
|
{
|
|
"p": 0.09032922238111496,
|
|
"m": 0.6649650931358337
|
|
},
|
|
{
|
|
"p": 0.10625073313713074,
|
|
"m": 0.9404816031455994
|
|
},
|
|
{
|
|
"p": 0.09308907389640808,
|
|
"m": 0.9993560314178467
|
|
},
|
|
{
|
|
"p": 0.006549715530127287,
|
|
"m": 0.777229905128479
|
|
},
|
|
{
|
|
"p": 0.08734529465436935,
|
|
"m": 0.9573370218276978
|
|
},
|
|
{
|
|
"p": 0.008043370209634304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09715870767831802,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.8956538438796997,
|
|
"val_loss": 0.727850615978241,
|
|
"acc": 73.02,
|
|
"time": 267.7394154309877,
|
|
"param": [
|
|
{
|
|
"p": 0.08480033278465271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05231024697422981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12666945159435272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10708783566951752,
|
|
"m": 0.8421673774719238
|
|
},
|
|
{
|
|
"p": 0.10623324662446976,
|
|
"m": 0.13773588836193085
|
|
},
|
|
{
|
|
"p": 0.011854162439703941,
|
|
"m": 0.7539125084877014
|
|
},
|
|
{
|
|
"p": 0.0009853873634710908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08674989640712738,
|
|
"m": 0.7251792550086975
|
|
},
|
|
{
|
|
"p": 0.10721156001091003,
|
|
"m": 0.8441206812858582
|
|
},
|
|
{
|
|
"p": 0.0683007687330246,
|
|
"m": 0.9661833643913269
|
|
},
|
|
{
|
|
"p": 0.012742591090500355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1215333342552185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010144191794097424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10337693244218826,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 1.2121851444244385,
|
|
"val_loss": 0.8408954739570618,
|
|
"acc": 72.74,
|
|
"time": 254.45177613198757,
|
|
"param": [
|
|
{
|
|
"p": 0.08646697551012039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03660234808921814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11860166490077972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10608900338411331,
|
|
"m": 0.6992141008377075
|
|
},
|
|
{
|
|
"p": 0.09234143793582916,
|
|
"m": 0.24906793236732483
|
|
},
|
|
{
|
|
"p": 0.028847381472587585,
|
|
"m": 0.6922661662101746
|
|
},
|
|
{
|
|
"p": 0.00428526196628809,
|
|
"m": 0.9977629780769348
|
|
},
|
|
{
|
|
"p": 0.09878789633512497,
|
|
"m": 0.793415904045105
|
|
},
|
|
{
|
|
"p": 0.11538821458816528,
|
|
"m": 0.9001572728157043
|
|
},
|
|
{
|
|
"p": 0.08122318238019943,
|
|
"m": 0.9458438754081726
|
|
},
|
|
{
|
|
"p": 0.012860332615673542,
|
|
"m": 0.9785923957824707
|
|
},
|
|
{
|
|
"p": 0.10031529515981674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007115334738045931,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11107569187879562,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.8721178770065308,
|
|
"val_loss": 0.7719548940658569,
|
|
"acc": 72.61,
|
|
"time": 252.64048368000658,
|
|
"param": [
|
|
{
|
|
"p": 0.09372550249099731,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05025847256183624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13868370652198792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08306016772985458,
|
|
"m": 0.689324140548706
|
|
},
|
|
{
|
|
"p": 0.09919764846563339,
|
|
"m": 0.2058161497116089
|
|
},
|
|
{
|
|
"p": 0.010741629637777805,
|
|
"m": 0.6850125193595886
|
|
},
|
|
{
|
|
"p": 0.009665344841778278,
|
|
"m": 0.9393910765647888
|
|
},
|
|
{
|
|
"p": 0.09379393607378006,
|
|
"m": 0.7112459540367126
|
|
},
|
|
{
|
|
"p": 0.10482862591743469,
|
|
"m": 0.9148821830749512
|
|
},
|
|
{
|
|
"p": 0.07812599837779999,
|
|
"m": 0.9225764870643616
|
|
},
|
|
{
|
|
"p": 0.007250410970300436,
|
|
"m": 0.9841158390045166
|
|
},
|
|
{
|
|
"p": 0.09547356516122818,
|
|
"m": 0.9915515780448914
|
|
},
|
|
{
|
|
"p": 0.03264244645833969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10255257785320282,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.775606095790863,
|
|
"val_loss": 1.084847331047058,
|
|
"acc": 72.35,
|
|
"time": 251.40155657200376,
|
|
"param": [
|
|
{
|
|
"p": 0.08354299515485764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04039756953716278,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13667042553424835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10324537754058838,
|
|
"m": 0.6555505990982056
|
|
},
|
|
{
|
|
"p": 0.11493190377950668,
|
|
"m": 0.30177998542785645
|
|
},
|
|
{
|
|
"p": 0.006729149725288153,
|
|
"m": 0.7153526544570923
|
|
},
|
|
{
|
|
"p": 0.0006907052593305707,
|
|
"m": 0.9096537232398987
|
|
},
|
|
{
|
|
"p": 0.10389893501996994,
|
|
"m": 0.7044930458068848
|
|
},
|
|
{
|
|
"p": 0.0976204127073288,
|
|
"m": 0.9474183917045593
|
|
},
|
|
{
|
|
"p": 0.10791456699371338,
|
|
"m": 0.8990055918693542
|
|
},
|
|
{
|
|
"p": 0.01596570387482643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08032991737127304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009346242994070053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09871599078178406,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.7833185791969299,
|
|
"val_loss": 0.9887028932571411,
|
|
"acc": 71.99,
|
|
"time": 263.5806265720166,
|
|
"param": [
|
|
{
|
|
"p": 0.10429862141609192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04392130672931671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08596980571746826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08440838754177094,
|
|
"m": 0.5713415741920471
|
|
},
|
|
{
|
|
"p": 0.08687255531549454,
|
|
"m": 0.22808720171451569
|
|
},
|
|
{
|
|
"p": 0.012607821263372898,
|
|
"m": 0.8288832902908325
|
|
},
|
|
{
|
|
"p": 0.0053892433643341064,
|
|
"m": 0.8775835037231445
|
|
},
|
|
{
|
|
"p": 0.09536126255989075,
|
|
"m": 0.8516227602958679
|
|
},
|
|
{
|
|
"p": 0.11595173180103302,
|
|
"m": 0.9234359264373779
|
|
},
|
|
{
|
|
"p": 0.10259415209293365,
|
|
"m": 0.930931806564331
|
|
},
|
|
{
|
|
"p": 0.010353581979870796,
|
|
"m": 0.9876630902290344
|
|
},
|
|
{
|
|
"p": 0.11514460295438766,
|
|
"m": 0.9935740828514099
|
|
},
|
|
{
|
|
"p": 0.015199445188045502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12192745506763458,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 200,
|
|
"train_loss": 1.229508876800537,
|
|
"val_loss": 0.9269940257072449,
|
|
"acc": 72.21,
|
|
"time": 258.76295956602553,
|
|
"param": [
|
|
{
|
|
"p": 0.10344207286834717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0525108277797699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11043751984834671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09835279732942581,
|
|
"m": 0.7814846038818359
|
|
},
|
|
{
|
|
"p": 0.08336882293224335,
|
|
"m": 0.18897488713264465
|
|
},
|
|
{
|
|
"p": 0.009206736460328102,
|
|
"m": 0.9210861325263977
|
|
},
|
|
{
|
|
"p": 0.016596784815192223,
|
|
"m": 0.8296871185302734
|
|
},
|
|
{
|
|
"p": 0.10152706503868103,
|
|
"m": 0.8208268284797668
|
|
},
|
|
{
|
|
"p": 0.10424168407917023,
|
|
"m": 0.865926206111908
|
|
},
|
|
{
|
|
"p": 0.07911935448646545,
|
|
"m": 0.9721941351890564
|
|
},
|
|
{
|
|
"p": 0.012077776715159416,
|
|
"m": 0.9731921553611755
|
|
},
|
|
{
|
|
"p": 0.09074381738901138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007860294543206692,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13051441311836243,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |