AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
213 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 74.49,
"Time": [
352.739693008055,
31.0303052956712,
70709.74778322001
],
"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": 4.274742126464844,
"val_loss": 2.2536377906799316,
"acc": 16.95,
"time": 404.047101086,
"param": [
{
"p": 0.08479496091604233,
"m": 0.5
},
{
"p": 0.053044311702251434,
"m": 0.5
},
{
"p": 0.08011096715927124,
"m": 0.5
},
{
"p": 0.05969429016113281,
"m": 0.6714856624603271
},
{
"p": 0.05979451537132263,
"m": 0.426089882850647
},
{
"p": 0.08863646537065506,
"m": 0.5503188371658325
},
{
"p": 0.08804316073656082,
"m": 0.9200077056884766
},
{
"p": 0.08449060469865799,
"m": 0.6651329398155212
},
{
"p": 0.07253603637218475,
"m": 0.633466362953186
},
{
"p": 0.07169527560472488,
"m": 0.8717485666275024
},
{
"p": 0.0526682585477829,
"m": 0.5985877513885498
},
{
"p": 0.09680408984422684,
"m": 0.897788941860199
},
{
"p": 0.06716623902320862,
"m": 0.5
},
{
"p": 0.04052083566784859,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 3.5851387977600098,
"val_loss": 1.8210848569869995,
"acc": 34.47,
"time": 388.58020142000004,
"param": [
{
"p": 0.0965610146522522,
"m": 0.5
},
{
"p": 0.07029073685407639,
"m": 0.5
},
{
"p": 0.12141017615795135,
"m": 0.5
},
{
"p": 0.08806505054235458,
"m": 0.70030677318573
},
{
"p": 0.037798915058374405,
"m": 0.2976994514465332
},
{
"p": 0.08406763523817062,
"m": 0.4353315830230713
},
{
"p": 0.08140762895345688,
"m": 0.9322711229324341
},
{
"p": 0.11261547356843948,
"m": 0.7646084427833557
},
{
"p": 0.02824457734823227,
"m": 0.6892029643058777
},
{
"p": 0.07627318799495697,
"m": 0.8905998468399048
},
{
"p": 0.009383810684084892,
"m": 0.5834825038909912
},
{
"p": 0.1151648461818695,
"m": 1.0
},
{
"p": 0.07798373699188232,
"m": 0.5
},
{
"p": 0.0007331387605518103,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.92787766456604,
"val_loss": 1.745700716972351,
"acc": 36.19,
"time": 390.669826802,
"param": [
{
"p": 0.06499090790748596,
"m": 0.5
},
{
"p": 0.000716740672942251,
"m": 0.5
},
{
"p": 0.14202728867530823,
"m": 0.5
},
{
"p": 0.06127246096730232,
"m": 0.6058633327484131
},
{
"p": 0.04437495023012161,
"m": 0.3498690128326416
},
{
"p": 0.1072881668806076,
"m": 0.3896314799785614
},
{
"p": 0.09343671053647995,
"m": 0.7811115384101868
},
{
"p": 0.08836358785629272,
"m": 0.7542752027511597
},
{
"p": 0.05662224069237709,
"m": 0.6777530908584595
},
{
"p": 0.09613444656133652,
"m": 0.841501772403717
},
{
"p": 0.049336470663547516,
"m": 0.6638058423995972
},
{
"p": 0.11393779516220093,
"m": 0.9578733444213867
},
{
"p": 0.08078142255544662,
"m": 0.5
},
{
"p": 0.000716740672942251,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.48286771774292,
"val_loss": 1.7171001434326172,
"acc": 42.16,
"time": 383.24245677700014,
"param": [
{
"p": 0.06873565912246704,
"m": 0.5
},
{
"p": 0.0007114725885912776,
"m": 0.5
},
{
"p": 0.20799624919891357,
"m": 0.5
},
{
"p": 0.00127832917496562,
"m": 0.6093001365661621
},
{
"p": 0.06917445361614227,
"m": 0.14873597025871277
},
{
"p": 0.09727728366851807,
"m": 0.41742417216300964
},
{
"p": 0.1219804435968399,
"m": 0.8215124011039734
},
{
"p": 0.03779667988419533,
"m": 0.6479946970939636
},
{
"p": 0.016694914549589157,
"m": 0.7173566818237305
},
{
"p": 0.11893732845783234,
"m": 0.8197994828224182
},
{
"p": 0.006928413175046444,
"m": 0.7135998010635376
},
{
"p": 0.17343583703041077,
"m": 0.9982103705406189
},
{
"p": 0.07834138721227646,
"m": 0.5
},
{
"p": 0.0007114725885912776,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.1083922386169434,
"val_loss": 1.4428119659423828,
"acc": 47.43,
"time": 386.28181654700006,
"param": [
{
"p": 0.09351714700460434,
"m": 0.5
},
{
"p": 0.0007206045556813478,
"m": 0.5
},
{
"p": 0.14374302327632904,
"m": 0.5
},
{
"p": 0.04566717892885208,
"m": 0.5300966501235962
},
{
"p": 0.06751982867717743,
"m": 0.1462896168231964
},
{
"p": 0.05385695770382881,
"m": 0.35523340106010437
},
{
"p": 0.08862362802028656,
"m": 0.756422221660614
},
{
"p": 0.10625471919775009,
"m": 0.6578109860420227
},
{
"p": 0.07233366370201111,
"m": 0.7109141945838928
},
{
"p": 0.058437928557395935,
"m": 0.8427004218101501
},
{
"p": 0.05439628288149834,
"m": 0.6766247153282166
},
{
"p": 0.11138460785150528,
"m": 0.9886682033538818
},
{
"p": 0.10282374918460846,
"m": 0.5
},
{
"p": 0.0007206045556813478,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.4349169731140137,
"val_loss": 1.483422875404358,
"acc": 47.73,
"time": 384.3759907440001,
"param": [
{
"p": 0.12219419330358505,
"m": 0.5
},
{
"p": 0.0007065890240482986,
"m": 0.5
},
{
"p": 0.10144083946943283,
"m": 0.5
},
{
"p": 0.08508307486772537,
"m": 0.4907684922218323
},
{
"p": 0.06535577028989792,
"m": 0.14802567660808563
},
{
"p": 0.06625296175479889,
"m": 0.47347843647003174
},
{
"p": 0.09672698378562927,
"m": 0.7537546157836914
},
{
"p": 0.06505168229341507,
"m": 0.7529143691062927
},
{
"p": 0.05648604407906532,
"m": 0.7719007730484009
},
{
"p": 0.0571318082511425,
"m": 0.8487252593040466
},
{
"p": 0.04439876601099968,
"m": 0.6918507218360901
},
{
"p": 0.11307903379201889,
"m": 0.9900479316711426
},
{
"p": 0.12538568675518036,
"m": 0.5
},
{
"p": 0.0007065890240482986,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 3.3402373790740967,
"val_loss": 1.3959414958953857,
"acc": 51.59,
"time": 384.77723596999977,
"param": [
{
"p": 0.10739467293024063,
"m": 0.5
},
{
"p": 0.0007136536296457052,
"m": 0.5
},
{
"p": 0.1000235304236412,
"m": 0.5
},
{
"p": 0.08792339265346527,
"m": 0.645862340927124
},
{
"p": 0.0675625428557396,
"m": 0.16738571226596832
},
{
"p": 0.08263544738292694,
"m": 0.5012889504432678
},
{
"p": 0.07820775359869003,
"m": 0.7255740761756897
},
{
"p": 0.04314197599887848,
"m": 0.8101673722267151
},
{
"p": 0.057021040469408035,
"m": 0.7951454520225525
},
{
"p": 0.09216788411140442,
"m": 0.9405269622802734
},
{
"p": 0.04273219406604767,
"m": 0.6657294631004333
},
{
"p": 0.11163969337940216,
"m": 1.0
},
{
"p": 0.11472288519144058,
"m": 0.5
},
{
"p": 0.014113418757915497,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 3.1678571701049805,
"val_loss": 1.3627102375030518,
"acc": 51.38,
"time": 381.74536956099973,
"param": [
{
"p": 0.0973631739616394,
"m": 0.5
},
{
"p": 0.0007042241049930453,
"m": 0.5
},
{
"p": 0.10557402670383453,
"m": 0.5
},
{
"p": 0.08734448254108429,
"m": 0.46335268020629883
},
{
"p": 0.06539255380630493,
"m": 0.1841246336698532
},
{
"p": 0.062123097479343414,
"m": 0.5438491702079773
},
{
"p": 0.10530228912830353,
"m": 0.7696171402931213
},
{
"p": 0.07417523115873337,
"m": 0.8555646538734436
},
{
"p": 0.06181815639138222,
"m": 0.7855345010757446
},
{
"p": 0.08614517748355865,
"m": 0.8790590763092041
},
{
"p": 0.02711334452033043,
"m": 0.6856498718261719
},
{
"p": 0.1149810180068016,
"m": 0.9936869740486145
},
{
"p": 0.11125887930393219,
"m": 0.5
},
{
"p": 0.0007042241049930453,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 2.700070381164551,
"val_loss": 1.351711630821228,
"acc": 53.18,
"time": 389.18593956099994,
"param": [
{
"p": 0.09857942909002304,
"m": 0.5
},
{
"p": 0.00458863191306591,
"m": 0.5
},
{
"p": 0.09397296607494354,
"m": 0.5
},
{
"p": 0.08935495465993881,
"m": 0.6298224925994873
},
{
"p": 0.06141505762934685,
"m": 0.10822243243455887
},
{
"p": 0.020177463069558144,
"m": 0.5439261198043823
},
{
"p": 0.10693736374378204,
"m": 0.7301433086395264
},
{
"p": 0.09883210062980652,
"m": 0.8367938995361328
},
{
"p": 0.048664841800928116,
"m": 0.7719814777374268
},
{
"p": 0.11348603665828705,
"m": 0.8490803837776184
},
{
"p": 0.04683474078774452,
"m": 0.7273606657981873
},
{
"p": 0.14109066128730774,
"m": 1.0
},
{
"p": 0.05892925336956978,
"m": 0.5
},
{
"p": 0.017136478796601295,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.7213287353515625,
"val_loss": 1.3842297792434692,
"acc": 53.13,
"time": 386.08790973700025,
"param": [
{
"p": 0.100202776491642,
"m": 0.5
},
{
"p": 0.026307055726647377,
"m": 0.5
},
{
"p": 0.10395518690347672,
"m": 0.5
},
{
"p": 0.08234032243490219,
"m": 0.6991912126541138
},
{
"p": 0.09398341923952103,
"m": 0.11915773898363113
},
{
"p": 0.03627721220254898,
"m": 0.6216716766357422
},
{
"p": 0.09169662743806839,
"m": 0.7533559799194336
},
{
"p": 0.06754006445407867,
"m": 0.7329817414283752
},
{
"p": 0.07456822693347931,
"m": 0.8376591205596924
},
{
"p": 0.07627788186073303,
"m": 0.8320519924163818
},
{
"p": 0.03158069774508476,
"m": 0.8743776082992554
},
{
"p": 0.11548560112714767,
"m": 0.986522376537323
},
{
"p": 0.09907856583595276,
"m": 0.5
},
{
"p": 0.0007064415840432048,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.5776987075805664,
"val_loss": 1.0994460582733154,
"acc": 55.84,
"time": 392.19964996899944,
"param": [
{
"p": 0.11595334112644196,
"m": 0.5
},
{
"p": 0.015441972762346268,
"m": 0.5
},
{
"p": 0.11180348694324493,
"m": 0.5
},
{
"p": 0.0393378883600235,
"m": 0.5278976559638977
},
{
"p": 0.10991456359624863,
"m": 0.10531824827194214
},
{
"p": 0.030941937118768692,
"m": 0.6551136374473572
},
{
"p": 0.1237822100520134,
"m": 0.6377983093261719
},
{
"p": 0.0898544043302536,
"m": 0.8870705366134644
},
{
"p": 0.002456727670505643,
"m": 0.9400292038917542
},
{
"p": 0.07923605293035507,
"m": 0.876808762550354
},
{
"p": 0.047952041029930115,
"m": 0.7899672389030457
},
{
"p": 0.08874279260635376,
"m": 0.9418258666992188
},
{
"p": 0.14387379586696625,
"m": 0.5
},
{
"p": 0.0007086723926477134,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.9255714416503906,
"val_loss": 1.2760545015335083,
"acc": 55.85,
"time": 394.7979997809998,
"param": [
{
"p": 0.1013120785355568,
"m": 0.5
},
{
"p": 0.0007046348182484508,
"m": 0.5
},
{
"p": 0.09212058037519455,
"m": 0.5
},
{
"p": 0.04430163651704788,
"m": 0.5560626983642578
},
{
"p": 0.06802059710025787,
"m": 0.14136923849582672
},
{
"p": 0.06177784875035286,
"m": 0.7197341322898865
},
{
"p": 0.09493909031152725,
"m": 0.7900568842887878
},
{
"p": 0.0815722718834877,
"m": 0.8688666224479675
},
{
"p": 0.0738765224814415,
"m": 0.9025034308433533
},
{
"p": 0.07320261746644974,
"m": 0.870710015296936
},
{
"p": 0.059325095266103745,
"m": 0.6518204808235168
},
{
"p": 0.11931560933589935,
"m": 0.9865411520004272
},
{
"p": 0.1288267970085144,
"m": 0.5
},
{
"p": 0.0007046348182484508,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 3.168457508087158,
"val_loss": 1.1514021158218384,
"acc": 58.28,
"time": 391.17257764399983,
"param": [
{
"p": 0.10946395993232727,
"m": 0.5
},
{
"p": 0.03499123081564903,
"m": 0.5
},
{
"p": 0.08073042333126068,
"m": 0.5
},
{
"p": 0.07405801862478256,
"m": 0.6531005501747131
},
{
"p": 0.07131864130496979,
"m": 0.14308543503284454
},
{
"p": 0.02713465690612793,
"m": 0.8617994785308838
},
{
"p": 0.08977051079273224,
"m": 0.7761480212211609
},
{
"p": 0.08005869388580322,
"m": 1.0
},
{
"p": 0.08733242750167847,
"m": 0.962718665599823
},
{
"p": 0.052097976207733154,
"m": 0.8194903135299683
},
{
"p": 0.048947691917419434,
"m": 0.7033029794692993
},
{
"p": 0.1266818791627884,
"m": 0.9991098046302795
},
{
"p": 0.11671734601259232,
"m": 0.5
},
{
"p": 0.0006966190412640572,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.8709006309509277,
"val_loss": 1.1224836111068726,
"acc": 59.27,
"time": 396.9375806960006,
"param": [
{
"p": 0.10791321098804474,
"m": 0.5
},
{
"p": 0.01835036091506481,
"m": 0.5
},
{
"p": 0.12411245703697205,
"m": 0.5
},
{
"p": 0.06408324092626572,
"m": 0.6131114363670349
},
{
"p": 0.0939418151974678,
"m": 0.1427357941865921
},
{
"p": 0.0628538727760315,
"m": 0.8262490034103394
},
{
"p": 0.07073399424552917,
"m": 0.7357810139656067
},
{
"p": 0.07301098853349686,
"m": 0.9316689968109131
},
{
"p": 0.038544464856386185,
"m": 0.877727210521698
},
{
"p": 0.0603543259203434,
"m": 0.852083146572113
},
{
"p": 0.09070485830307007,
"m": 0.7657181024551392
},
{
"p": 0.10200536251068115,
"m": 0.9939175844192505
},
{
"p": 0.08878343552350998,
"m": 0.5
},
{
"p": 0.00460761459544301,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.5063717365264893,
"val_loss": 1.1590697765350342,
"acc": 58.74,
"time": 378.9998182339996,
"param": [
{
"p": 0.11221465468406677,
"m": 0.5
},
{
"p": 0.0007078967755660415,
"m": 0.5
},
{
"p": 0.07737378031015396,
"m": 0.5
},
{
"p": 0.08884664624929428,
"m": 0.6113136410713196
},
{
"p": 0.07815708965063095,
"m": 0.15009698271751404
},
{
"p": 0.010501975193619728,
"m": 0.8465461134910583
},
{
"p": 0.10408958792686462,
"m": 0.6875448226928711
},
{
"p": 0.07935460656881332,
"m": 0.8590239882469177
},
{
"p": 0.06581038236618042,
"m": 0.9220038056373596
},
{
"p": 0.08896300196647644,
"m": 0.8270561695098877
},
{
"p": 0.08083071559667587,
"m": 0.8038321137428284
},
{
"p": 0.10796239972114563,
"m": 1.0
},
{
"p": 0.1033802330493927,
"m": 0.5
},
{
"p": 0.0018069669604301453,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.5213189125061035,
"val_loss": 1.1580005884170532,
"acc": 60.97,
"time": 396.01793289499983,
"param": [
{
"p": 0.09728844463825226,
"m": 0.5
},
{
"p": 0.0015072691021487117,
"m": 0.5
},
{
"p": 0.08679225295782089,
"m": 0.5
},
{
"p": 0.07325420528650284,
"m": 0.6528221964836121
},
{
"p": 0.08548040688037872,
"m": 0.10571885854005814
},
{
"p": 0.05156494677066803,
"m": 0.8298388719558716
},
{
"p": 0.10066089779138565,
"m": 0.788439154624939
},
{
"p": 0.08190944045782089,
"m": 0.8463447690010071
},
{
"p": 0.05976557359099388,
"m": 0.7996959090232849
},
{
"p": 0.058652859181165695,
"m": 0.7868661880493164
},
{
"p": 0.0668080747127533,
"m": 0.7845192551612854
},
{
"p": 0.11129753291606903,
"m": 0.9362043738365173
},
{
"p": 0.09799937903881073,
"m": 0.5
},
{
"p": 0.027018776163458824,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.4340929985046387,
"val_loss": 1.1124074459075928,
"acc": 61.76,
"time": 375.0859322059996,
"param": [
{
"p": 0.09570422023534775,
"m": 0.5
},
{
"p": 0.011662440374493599,
"m": 0.5
},
{
"p": 0.08885093033313751,
"m": 0.5
},
{
"p": 0.054485905915498734,
"m": 0.7307646870613098
},
{
"p": 0.07936138659715652,
"m": 0.17357386648654938
},
{
"p": 0.048220302909612656,
"m": 0.8414109945297241
},
{
"p": 0.10300850123167038,
"m": 0.8717557191848755
},
{
"p": 0.08705361187458038,
"m": 0.8535820245742798
},
{
"p": 0.07913454622030258,
"m": 0.7879812121391296
},
{
"p": 0.0904398262500763,
"m": 0.810539960861206
},
{
"p": 0.053699422627687454,
"m": 0.7838752269744873
},
{
"p": 0.10749833285808563,
"m": 0.9347907900810242
},
{
"p": 0.09839912503957748,
"m": 0.5
},
{
"p": 0.0024812687188386917,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.8013129234313965,
"val_loss": 1.2468198537826538,
"acc": 57.02,
"time": 370.846465564,
"param": [
{
"p": 0.10345225781202316,
"m": 0.5
},
{
"p": 0.0006970281829126179,
"m": 0.5
},
{
"p": 0.07858791202306747,
"m": 0.5
},
{
"p": 0.07929973304271698,
"m": 0.7870827913284302
},
{
"p": 0.08023163676261902,
"m": 0.14314399659633636
},
{
"p": 0.06862258166074753,
"m": 0.8002627491950989
},
{
"p": 0.06048529967665672,
"m": 0.9977124333381653
},
{
"p": 0.08006621897220612,
"m": 0.8256799578666687
},
{
"p": 0.07327817380428314,
"m": 0.808814287185669
},
{
"p": 0.07245636731386185,
"m": 0.8352755308151245
},
{
"p": 0.06953433901071548,
"m": 0.7455529570579529
},
{
"p": 0.09982787817716599,
"m": 0.9932824373245239
},
{
"p": 0.1078503429889679,
"m": 0.5
},
{
"p": 0.02561017870903015,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.598606824874878,
"val_loss": 1.1065621376037598,
"acc": 62.19,
"time": 393.8375755730003,
"param": [
{
"p": 0.10368384420871735,
"m": 0.5
},
{
"p": 0.008096214383840561,
"m": 0.5
},
{
"p": 0.10124651342630386,
"m": 0.5
},
{
"p": 0.07202643901109695,
"m": 0.8669302463531494
},
{
"p": 0.07056401669979095,
"m": 0.11785522848367691
},
{
"p": 0.019692396745085716,
"m": 0.7295354008674622
},
{
"p": 0.08794724196195602,
"m": 0.9651901721954346
},
{
"p": 0.08501917868852615,
"m": 0.8001031279563904
},
{
"p": 0.07747875899076462,
"m": 0.8566547632217407
},
{
"p": 0.07095158845186234,
"m": 0.9827277064323425
},
{
"p": 0.07816778868436813,
"m": 0.7179092168807983
},
{
"p": 0.10998723655939102,
"m": 0.9682133793830872
},
{
"p": 0.11092560738325119,
"m": 0.5
},
{
"p": 0.004213225562125444,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.43648624420166,
"val_loss": 1.176766037940979,
"acc": 62.11,
"time": 389.1099695460007,
"param": [
{
"p": 0.10235018283128738,
"m": 0.5
},
{
"p": 0.0007039115880616009,
"m": 0.5
},
{
"p": 0.10918103903532028,
"m": 0.5
},
{
"p": 0.07392075657844543,
"m": 0.8826375603675842
},
{
"p": 0.08383039385080338,
"m": 0.1650477647781372
},
{
"p": 0.0429811105132103,
"m": 0.7969010472297668
},
{
"p": 0.06678742170333862,
"m": 0.9055792093276978
},
{
"p": 0.08481257408857346,
"m": 0.7653887867927551
},
{
"p": 0.07996272295713425,
"m": 0.8348047733306885
},
{
"p": 0.08749482035636902,
"m": 0.9564861059188843
},
{
"p": 0.07276218384504318,
"m": 0.7062516212463379
},
{
"p": 0.09556867927312851,
"m": 0.9804485440254211
},
{
"p": 0.09874208271503448,
"m": 0.5
},
{
"p": 0.0009019596036523581,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.6687707901000977,
"val_loss": 0.9620763659477234,
"acc": 63.4,
"time": 373.9841549069997,
"param": [
{
"p": 0.09399533271789551,
"m": 0.5
},
{
"p": 0.022522397339344025,
"m": 0.5
},
{
"p": 0.08056049048900604,
"m": 0.5
},
{
"p": 0.07560073584318161,
"m": 0.9771672487258911
},
{
"p": 0.07436411082744598,
"m": 0.3287692666053772
},
{
"p": 0.059383805841207504,
"m": 0.7753325700759888
},
{
"p": 0.08853868395090103,
"m": 0.9786848425865173
},
{
"p": 0.08492404967546463,
"m": 0.8889570832252502
},
{
"p": 0.0820724293589592,
"m": 0.8567532300949097
},
{
"p": 0.06982357800006866,
"m": 0.9240381121635437
},
{
"p": 0.05920924246311188,
"m": 0.6445626616477966
},
{
"p": 0.0897994413971901,
"m": 1.0
},
{
"p": 0.09638116508722305,
"m": 0.5
},
{
"p": 0.022824537009000778,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.318340301513672,
"val_loss": 1.1361654996871948,
"acc": 64.43,
"time": 381.9631260019996,
"param": [
{
"p": 0.1219518855214119,
"m": 0.5
},
{
"p": 0.02917628362774849,
"m": 0.5
},
{
"p": 0.08080194890499115,
"m": 0.5
},
{
"p": 0.0767703652381897,
"m": 0.9432125687599182
},
{
"p": 0.06698988378047943,
"m": 0.27813345193862915
},
{
"p": 0.03108048625290394,
"m": 0.7631884813308716
},
{
"p": 0.07529088109731674,
"m": 0.9365045428276062
},
{
"p": 0.0779704749584198,
"m": 0.9191256761550903
},
{
"p": 0.07271604984998703,
"m": 0.8286417126655579
},
{
"p": 0.0853286162018776,
"m": 0.9389505982398987
},
{
"p": 0.05954283848404884,
"m": 0.6336279511451721
},
{
"p": 0.10670838505029678,
"m": 0.9750997424125671
},
{
"p": 0.10164190828800201,
"m": 0.5
},
{
"p": 0.014030102640390396,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.1740407943725586,
"val_loss": 1.1083858013153076,
"acc": 64.0,
"time": 394.319594822,
"param": [
{
"p": 0.09172993898391724,
"m": 0.5
},
{
"p": 0.018015675246715546,
"m": 0.5
},
{
"p": 0.08575804531574249,
"m": 0.5
},
{
"p": 0.06170487776398659,
"m": 0.906833291053772
},
{
"p": 0.05692133679986,
"m": 0.26526737213134766
},
{
"p": 0.04568978026509285,
"m": 0.7004124522209167
},
{
"p": 0.08328989893198013,
"m": 0.9803773164749146
},
{
"p": 0.07498478889465332,
"m": 0.8928907513618469
},
{
"p": 0.09055717289447784,
"m": 0.8744214177131653
},
{
"p": 0.08457238227128983,
"m": 0.9372946619987488
},
{
"p": 0.0791177749633789,
"m": 0.685373067855835
},
{
"p": 0.09807772189378738,
"m": 1.0
},
{
"p": 0.10991939902305603,
"m": 0.5
},
{
"p": 0.019661199301481247,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.241252899169922,
"val_loss": 0.9988153576850891,
"acc": 61.7,
"time": 399.93497603499964,
"param": [
{
"p": 0.09637097269296646,
"m": 0.5
},
{
"p": 0.02493903413414955,
"m": 0.5
},
{
"p": 0.07551722973585129,
"m": 0.5
},
{
"p": 0.06169505789875984,
"m": 0.8770244121551514
},
{
"p": 0.08929465711116791,
"m": 0.21146900951862335
},
{
"p": 0.0328364372253418,
"m": 0.636938214302063
},
{
"p": 0.1060446947813034,
"m": 0.9314150214195251
},
{
"p": 0.07250097393989563,
"m": 0.8873805999755859
},
{
"p": 0.07993066310882568,
"m": 0.8894164562225342
},
{
"p": 0.09134649485349655,
"m": 1.0
},
{
"p": 0.053831614553928375,
"m": 0.7269211411476135
},
{
"p": 0.09522662311792374,
"m": 0.9762616157531738
},
{
"p": 0.11976062506437302,
"m": 0.5
},
{
"p": 0.0007050157873891294,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.0608088970184326,
"val_loss": 1.0071237087249756,
"acc": 61.91,
"time": 395.7866628390002,
"param": [
{
"p": 0.07199976593255997,
"m": 0.5
},
{
"p": 0.041299864649772644,
"m": 0.5
},
{
"p": 0.08539649844169617,
"m": 0.5
},
{
"p": 0.06540784984827042,
"m": 0.8489952683448792
},
{
"p": 0.0913398414850235,
"m": 0.10000000149011612
},
{
"p": 0.04247986525297165,
"m": 0.5387645363807678
},
{
"p": 0.07724521309137344,
"m": 0.8810431361198425
},
{
"p": 0.08456878364086151,
"m": 0.8255158066749573
},
{
"p": 0.07524463534355164,
"m": 0.952566921710968
},
{
"p": 0.080980084836483,
"m": 0.9528919458389282
},
{
"p": 0.08689023554325104,
"m": 0.7336130738258362
},
{
"p": 0.0884605273604393,
"m": 0.9806028008460999
},
{
"p": 0.08771196752786636,
"m": 0.5
},
{
"p": 0.02097490429878235,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 2.548734664916992,
"val_loss": 1.0562214851379395,
"acc": 63.51,
"time": 387.2693154469998,
"param": [
{
"p": 0.08589357137680054,
"m": 0.5
},
{
"p": 0.03928982838988304,
"m": 0.5
},
{
"p": 0.07422587275505066,
"m": 0.5
},
{
"p": 0.07650309056043625,
"m": 0.9425790905952454
},
{
"p": 0.08322664350271225,
"m": 0.15768937766551971
},
{
"p": 0.06068258360028267,
"m": 0.6099528670310974
},
{
"p": 0.07762635499238968,
"m": 0.896827220916748
},
{
"p": 0.08244266360998154,
"m": 0.9192094206809998
},
{
"p": 0.05200031399726868,
"m": 0.9986932277679443
},
{
"p": 0.07251770049333572,
"m": 0.9759258031845093
},
{
"p": 0.08841944485902786,
"m": 0.8040145635604858
},
{
"p": 0.09446558356285095,
"m": 1.0
},
{
"p": 0.09311936050653458,
"m": 0.5
},
{
"p": 0.019586920738220215,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.340874671936035,
"val_loss": 0.961968183517456,
"acc": 65.09,
"time": 390.9184310929995,
"param": [
{
"p": 0.09230148047208786,
"m": 0.5
},
{
"p": 0.03569834679365158,
"m": 0.5
},
{
"p": 0.08993040025234222,
"m": 0.5
},
{
"p": 0.07811974734067917,
"m": 0.9468187093734741
},
{
"p": 0.08000210672616959,
"m": 0.14337533712387085
},
{
"p": 0.06442318111658096,
"m": 0.6059969663619995
},
{
"p": 0.0596480593085289,
"m": 0.890932023525238
},
{
"p": 0.08242662996053696,
"m": 0.9581677913665771
},
{
"p": 0.05443291738629341,
"m": 0.9393078088760376
},
{
"p": 0.07251998782157898,
"m": 0.9786432981491089
},
{
"p": 0.07998599857091904,
"m": 0.8902093768119812
},
{
"p": 0.11705448478460312,
"m": 0.9935831427574158
},
{
"p": 0.08972132951021194,
"m": 0.5
},
{
"p": 0.003735325997695327,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.158710241317749,
"val_loss": 0.8830076456069946,
"acc": 67.06,
"time": 391.87536112199996,
"param": [
{
"p": 0.07358360290527344,
"m": 0.5
},
{
"p": 0.019113458693027496,
"m": 0.5
},
{
"p": 0.0854324921965599,
"m": 0.5
},
{
"p": 0.0628032237291336,
"m": 0.9507418870925903
},
{
"p": 0.0785229429602623,
"m": 0.10000000149011612
},
{
"p": 0.05129513889551163,
"m": 0.6959673166275024
},
{
"p": 0.08566121757030487,
"m": 0.9948862195014954
},
{
"p": 0.09074924886226654,
"m": 0.9867842197418213
},
{
"p": 0.05805743485689163,
"m": 0.9583994746208191
},
{
"p": 0.09186366200447083,
"m": 0.9470310211181641
},
{
"p": 0.0955968052148819,
"m": 1.0
},
{
"p": 0.10079718381166458,
"m": 0.9973635673522949
},
{
"p": 0.08793307095766068,
"m": 0.5
},
{
"p": 0.01859056018292904,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 2.4040236473083496,
"val_loss": 0.9967250227928162,
"acc": 66.23,
"time": 408.8785602959997,
"param": [
{
"p": 0.09799794107675552,
"m": 0.5
},
{
"p": 0.02452259324491024,
"m": 0.5
},
{
"p": 0.10039828717708588,
"m": 0.5
},
{
"p": 0.04300161451101303,
"m": 0.8999907970428467
},
{
"p": 0.09055217355489731,
"m": 0.2342926412820816
},
{
"p": 0.046852193772792816,
"m": 0.6790715456008911
},
{
"p": 0.06480356305837631,
"m": 1.0
},
{
"p": 0.08478350937366486,
"m": 0.9957670569419861
},
{
"p": 0.07667934894561768,
"m": 0.857358992099762
},
{
"p": 0.06574375182390213,
"m": 1.0
},
{
"p": 0.07467213273048401,
"m": 0.9351626038551331
},
{
"p": 0.09403252601623535,
"m": 0.9977505207061768
},
{
"p": 0.1103518083691597,
"m": 0.5
},
{
"p": 0.025608589872717857,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 2.138155698776245,
"val_loss": 0.9684833288192749,
"acc": 65.72,
"time": 383.6455222929999,
"param": [
{
"p": 0.07071968913078308,
"m": 0.5
},
{
"p": 0.011577247641980648,
"m": 0.5
},
{
"p": 0.06927057355642319,
"m": 0.5
},
{
"p": 0.06521997600793839,
"m": 0.9232669472694397
},
{
"p": 0.09786469489336014,
"m": 0.20957022905349731
},
{
"p": 0.039690107107162476,
"m": 0.6971803307533264
},
{
"p": 0.0913892388343811,
"m": 0.9957290887832642
},
{
"p": 0.08465252816677094,
"m": 1.0
},
{
"p": 0.08260884881019592,
"m": 0.9086866974830627
},
{
"p": 0.08280086517333984,
"m": 0.9946842789649963
},
{
"p": 0.08379755914211273,
"m": 0.9720253944396973
},
{
"p": 0.09778862446546555,
"m": 1.0
},
{
"p": 0.10953713208436966,
"m": 0.5
},
{
"p": 0.013082876801490784,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 1.908494234085083,
"val_loss": 0.9094803929328918,
"acc": 67.04,
"time": 393.482099072,
"param": [
{
"p": 0.10428543388843536,
"m": 0.5
},
{
"p": 0.013637269847095013,
"m": 0.5
},
{
"p": 0.07126002758741379,
"m": 0.5
},
{
"p": 0.06663119792938232,
"m": 1.0
},
{
"p": 0.08766302466392517,
"m": 0.33296599984169006
},
{
"p": 0.0440390408039093,
"m": 0.696938157081604
},
{
"p": 0.08968508243560791,
"m": 1.0
},
{
"p": 0.061931364238262177,
"m": 0.9341826438903809
},
{
"p": 0.09705671668052673,
"m": 0.7909084558486938
},
{
"p": 0.0652373805642128,
"m": 1.0
},
{
"p": 0.09047877788543701,
"m": 0.7761597633361816
},
{
"p": 0.09271586686372757,
"m": 0.9828702211380005
},
{
"p": 0.11276071518659592,
"m": 0.5
},
{
"p": 0.0026179789565503597,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.1378133296966553,
"val_loss": 0.9091712236404419,
"acc": 66.39,
"time": 390.8836578980008,
"param": [
{
"p": 0.11934826523065567,
"m": 0.5
},
{
"p": 0.004359615035355091,
"m": 0.5
},
{
"p": 0.10044816136360168,
"m": 0.5
},
{
"p": 0.07741328328847885,
"m": 0.967663049697876
},
{
"p": 0.0675148293375969,
"m": 0.306715726852417
},
{
"p": 0.05404309555888176,
"m": 0.7745407819747925
},
{
"p": 0.07329602539539337,
"m": 0.9038953185081482
},
{
"p": 0.07490650564432144,
"m": 0.8554747700691223
},
{
"p": 0.0749264732003212,
"m": 0.8324674963951111
},
{
"p": 0.08499947935342789,
"m": 1.0
},
{
"p": 0.06941302120685577,
"m": 0.8341233134269714
},
{
"p": 0.0921459048986435,
"m": 1.0
},
{
"p": 0.09677980840206146,
"m": 0.5
},
{
"p": 0.01040560845285654,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.8989887237548828,
"val_loss": 0.851250946521759,
"acc": 67.62,
"time": 372.25883030800105,
"param": [
{
"p": 0.11606495082378387,
"m": 0.5
},
{
"p": 0.013940475881099701,
"m": 0.5
},
{
"p": 0.09203439205884933,
"m": 0.5
},
{
"p": 0.06826277077198029,
"m": 0.9658350944519043
},
{
"p": 0.06233692914247513,
"m": 0.38205376267433167
},
{
"p": 0.04955444484949112,
"m": 0.7128220796585083
},
{
"p": 0.06939856708049774,
"m": 0.8508438467979431
},
{
"p": 0.05802204832434654,
"m": 0.807319164276123
},
{
"p": 0.08330371975898743,
"m": 0.8596801161766052
},
{
"p": 0.09407104551792145,
"m": 1.0
},
{
"p": 0.0944933220744133,
"m": 0.8559122681617737
},
{
"p": 0.08648201823234558,
"m": 0.9371931552886963
},
{
"p": 0.11133571714162827,
"m": 0.5
},
{
"p": 0.0006996517186053097,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 1.7364882230758667,
"val_loss": 1.0573168992996216,
"acc": 66.06,
"time": 394.1803475969991,
"param": [
{
"p": 0.10506060719490051,
"m": 0.5
},
{
"p": 0.012715548276901245,
"m": 0.5
},
{
"p": 0.09281349182128906,
"m": 0.5
},
{
"p": 0.058530665934085846,
"m": 0.971542477607727
},
{
"p": 0.058617956936359406,
"m": 0.34110233187675476
},
{
"p": 0.06216560676693916,
"m": 0.6998388767242432
},
{
"p": 0.08742233365774155,
"m": 0.8532209992408752
},
{
"p": 0.08432012051343918,
"m": 0.9509369134902954
},
{
"p": 0.08666929602622986,
"m": 0.8554450869560242
},
{
"p": 0.09034235030412674,
"m": 0.9435749650001526
},
{
"p": 0.07595663517713547,
"m": 0.8903546333312988
},
{
"p": 0.09614042937755585,
"m": 0.951643168926239
},
{
"p": 0.0790245309472084,
"m": 0.5
},
{
"p": 0.010220382362604141,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 2.1705780029296875,
"val_loss": 1.0230903625488281,
"acc": 66.49,
"time": 387.42267204699965,
"param": [
{
"p": 0.09405960142612457,
"m": 0.5
},
{
"p": 0.028204137459397316,
"m": 0.5
},
{
"p": 0.0719136893749237,
"m": 0.5
},
{
"p": 0.08890725672245026,
"m": 0.9146538972854614
},
{
"p": 0.06850066035985947,
"m": 0.2931937277317047
},
{
"p": 0.049233026802539825,
"m": 0.9203354716300964
},
{
"p": 0.06803400069475174,
"m": 0.7427954077720642
},
{
"p": 0.05734269320964813,
"m": 0.9516956806182861
},
{
"p": 0.07880283892154694,
"m": 0.786625862121582
},
{
"p": 0.08276863396167755,
"m": 0.9970003962516785
},
{
"p": 0.08492875844240189,
"m": 0.8286938071250916
},
{
"p": 0.1013968288898468,
"m": 0.94101482629776
},
{
"p": 0.10036302357912064,
"m": 0.5
},
{
"p": 0.025544865056872368,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.903011679649353,
"val_loss": 0.8913612365722656,
"acc": 67.21,
"time": 357.0604026109995,
"param": [
{
"p": 0.1038859635591507,
"m": 0.5
},
{
"p": 0.0006968367379158735,
"m": 0.5
},
{
"p": 0.10683739930391312,
"m": 0.5
},
{
"p": 0.044762179255485535,
"m": 0.9654484987258911
},
{
"p": 0.07260145246982574,
"m": 0.38352280855178833
},
{
"p": 0.003598385490477085,
"m": 0.8761429786682129
},
{
"p": 0.12273702770471573,
"m": 0.8813632726669312
},
{
"p": 0.08062447607517242,
"m": 0.9793496131896973
},
{
"p": 0.08581574261188507,
"m": 0.8349701166152954
},
{
"p": 0.09078368544578552,
"m": 0.9887487292289734
},
{
"p": 0.0857916846871376,
"m": 0.816510021686554
},
{
"p": 0.07511591911315918,
"m": 0.9118919372558594
},
{
"p": 0.08982297778129578,
"m": 0.5
},
{
"p": 0.03692622110247612,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.8028430938720703,
"val_loss": 0.8775864839553833,
"acc": 68.1,
"time": 369.8302812740003,
"param": [
{
"p": 0.10090650618076324,
"m": 0.5
},
{
"p": 0.014729630202054977,
"m": 0.5
},
{
"p": 0.08616238087415695,
"m": 0.5
},
{
"p": 0.07838241755962372,
"m": 1.0
},
{
"p": 0.04378676414489746,
"m": 0.34274473786354065
},
{
"p": 0.05985058471560478,
"m": 0.8606436252593994
},
{
"p": 0.07628029584884644,
"m": 0.8035103678703308
},
{
"p": 0.09467198699712753,
"m": 1.0
},
{
"p": 0.08890663087368011,
"m": 0.8175163269042969
},
{
"p": 0.07188984006643295,
"m": 0.9622362852096558
},
{
"p": 0.07752149552106857,
"m": 0.8776645660400391
},
{
"p": 0.07527457177639008,
"m": 0.9439224600791931
},
{
"p": 0.10417386144399643,
"m": 0.5
},
{
"p": 0.027463139966130257,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 1.8572288751602173,
"val_loss": 0.9740427732467651,
"acc": 67.44,
"time": 375.0240569990001,
"param": [
{
"p": 0.08834438025951385,
"m": 0.5
},
{
"p": 0.03969954326748848,
"m": 0.5
},
{
"p": 0.0772620439529419,
"m": 0.5
},
{
"p": 0.0716647207736969,
"m": 0.9265577793121338
},
{
"p": 0.07690892368555069,
"m": 0.2673030495643616
},
{
"p": 0.04541591554880142,
"m": 0.8592773675918579
},
{
"p": 0.07649543136358261,
"m": 0.8065117001533508
},
{
"p": 0.07644585520029068,
"m": 0.9124691486358643
},
{
"p": 0.08648749440908432,
"m": 0.9295937418937683
},
{
"p": 0.08677419275045395,
"m": 1.0
},
{
"p": 0.07256744056940079,
"m": 1.0
},
{
"p": 0.06953509896993637,
"m": 1.0
},
{
"p": 0.11351126432418823,
"m": 0.5
},
{
"p": 0.018887681886553764,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 1.9219880104064941,
"val_loss": 0.9353793263435364,
"acc": 68.02,
"time": 400.29616910599907,
"param": [
{
"p": 0.07807138562202454,
"m": 0.5
},
{
"p": 0.029691634699702263,
"m": 0.5
},
{
"p": 0.08615833520889282,
"m": 0.5
},
{
"p": 0.08395835012197495,
"m": 0.8687384128570557
},
{
"p": 0.06712961941957474,
"m": 0.21616140007972717
},
{
"p": 0.07873629778623581,
"m": 0.8036090731620789
},
{
"p": 0.09220235049724579,
"m": 0.7904398441314697
},
{
"p": 0.06234637647867203,
"m": 0.8645894527435303
},
{
"p": 0.0773816853761673,
"m": 0.8986982703208923
},
{
"p": 0.07127772271633148,
"m": 0.9299454092979431
},
{
"p": 0.0702097937464714,
"m": 0.9778897762298584
},
{
"p": 0.07752282172441483,
"m": 0.9992296099662781
},
{
"p": 0.08915175497531891,
"m": 0.5
},
{
"p": 0.03616192564368248,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 1.8067995309829712,
"val_loss": 1.0048682689666748,
"acc": 67.98,
"time": 393.0625131609995,
"param": [
{
"p": 0.09467802196741104,
"m": 0.5
},
{
"p": 0.05890562757849693,
"m": 0.5
},
{
"p": 0.08975882083177567,
"m": 0.5
},
{
"p": 0.07901537418365479,
"m": 0.8921552300453186
},
{
"p": 0.06510638445615768,
"m": 0.3387305736541748
},
{
"p": 0.04018237441778183,
"m": 0.8484832048416138
},
{
"p": 0.07263350486755371,
"m": 0.9035189151763916
},
{
"p": 0.055502355098724365,
"m": 0.8425266742706299
},
{
"p": 0.06968467682600021,
"m": 0.8250706791877747
},
{
"p": 0.06806814670562744,
"m": 0.7977255582809448
},
{
"p": 0.07118083536624908,
"m": 0.9217191338539124
},
{
"p": 0.10688391327857971,
"m": 1.0
},
{
"p": 0.1046614870429039,
"m": 0.5
},
{
"p": 0.023738451302051544,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.7593929767608643,
"val_loss": 0.9571498036384583,
"acc": 67.91,
"time": 373.02621765000004,
"param": [
{
"p": 0.10292814671993256,
"m": 0.5
},
{
"p": 0.038112230598926544,
"m": 0.5
},
{
"p": 0.0513262115418911,
"m": 0.5
},
{
"p": 0.09431274980306625,
"m": 0.8156083822250366
},
{
"p": 0.03894194960594177,
"m": 0.32290196418762207
},
{
"p": 0.06340205669403076,
"m": 0.8577798008918762
},
{
"p": 0.08599421381950378,
"m": 0.9810163974761963
},
{
"p": 0.07676964998245239,
"m": 0.7878017425537109
},
{
"p": 0.08218506723642349,
"m": 0.8074160814285278
},
{
"p": 0.10232854634523392,
"m": 0.8471829891204834
},
{
"p": 0.06105395033955574,
"m": 0.9007049202919006
},
{
"p": 0.08424554765224457,
"m": 1.0
},
{
"p": 0.09063129127025604,
"m": 0.5
},
{
"p": 0.02776840701699257,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 2.07306170463562,
"val_loss": 1.0356223583221436,
"acc": 67.06,
"time": 396.2694263989997,
"param": [
{
"p": 0.0833468809723854,
"m": 0.5
},
{
"p": 0.023677509278059006,
"m": 0.5
},
{
"p": 0.0666116327047348,
"m": 0.5
},
{
"p": 0.07126306742429733,
"m": 0.8586521148681641
},
{
"p": 0.07160675525665283,
"m": 0.2263137400150299
},
{
"p": 0.052515022456645966,
"m": 0.7993210554122925
},
{
"p": 0.0803457647562027,
"m": 0.9329949021339417
},
{
"p": 0.09812934696674347,
"m": 0.7999823093414307
},
{
"p": 0.08639683574438095,
"m": 0.8851006627082825
},
{
"p": 0.09465975314378738,
"m": 0.9250533580780029
},
{
"p": 0.08055311441421509,
"m": 0.9478466510772705
},
{
"p": 0.09073988348245621,
"m": 1.0
},
{
"p": 0.09297183901071548,
"m": 0.5
},
{
"p": 0.0071825552731752396,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 1.8465533256530762,
"val_loss": 0.954830527305603,
"acc": 68.49,
"time": 386.28738511499796,
"param": [
{
"p": 0.09546715021133423,
"m": 0.5
},
{
"p": 0.04386638477444649,
"m": 0.5
},
{
"p": 0.05822944641113281,
"m": 0.5
},
{
"p": 0.087155781686306,
"m": 0.8118607401847839
},
{
"p": 0.07678523659706116,
"m": 0.21836747229099274
},
{
"p": 0.053895141929388046,
"m": 0.8146138191223145
},
{
"p": 0.07850493490695953,
"m": 0.9968927502632141
},
{
"p": 0.0869244635105133,
"m": 0.99278724193573
},
{
"p": 0.07485108077526093,
"m": 0.8778207302093506
},
{
"p": 0.07301948219537735,
"m": 0.8642362356185913
},
{
"p": 0.039224427193403244,
"m": 0.9369224905967712
},
{
"p": 0.0956822857260704,
"m": 0.9997583031654358
},
{
"p": 0.090804323554039,
"m": 0.5
},
{
"p": 0.04558984190225601,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.5917960405349731,
"val_loss": 0.815826952457428,
"acc": 68.72,
"time": 383.38005260499995,
"param": [
{
"p": 0.07427486032247543,
"m": 0.5
},
{
"p": 0.029085814952850342,
"m": 0.5
},
{
"p": 0.10571754723787308,
"m": 0.5
},
{
"p": 0.07652431726455688,
"m": 0.7469053864479065
},
{
"p": 0.048555370420217514,
"m": 0.2991960346698761
},
{
"p": 0.028658205643296242,
"m": 0.8128539323806763
},
{
"p": 0.09827317297458649,
"m": 0.9845319986343384
},
{
"p": 0.0698862224817276,
"m": 0.9132601618766785
},
{
"p": 0.09426973760128021,
"m": 0.8555545210838318
},
{
"p": 0.07376417517662048,
"m": 0.9395056962966919
},
{
"p": 0.07748039066791534,
"m": 0.9183557629585266
},
{
"p": 0.10041692107915878,
"m": 1.0
},
{
"p": 0.10767395049333572,
"m": 0.5
},
{
"p": 0.015419317409396172,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 2.018049716949463,
"val_loss": 0.7798577547073364,
"acc": 69.04,
"time": 366.9204432330007,
"param": [
{
"p": 0.11280148476362228,
"m": 0.5
},
{
"p": 0.0340040884912014,
"m": 0.5
},
{
"p": 0.0684664323925972,
"m": 0.5
},
{
"p": 0.050611868500709534,
"m": 0.775772750377655
},
{
"p": 0.08234909176826477,
"m": 0.2687782645225525
},
{
"p": 0.03782662749290466,
"m": 0.8429611921310425
},
{
"p": 0.10718973726034164,
"m": 0.9953551888465881
},
{
"p": 0.0956776887178421,
"m": 0.9033843278884888
},
{
"p": 0.067937932908535,
"m": 0.9652071595191956
},
{
"p": 0.08398552238941193,
"m": 0.9121683239936829
},
{
"p": 0.057225342839956284,
"m": 0.9118122458457947
},
{
"p": 0.09016084671020508,
"m": 0.9617667198181152
},
{
"p": 0.07684747874736786,
"m": 0.5
},
{
"p": 0.03491586074233055,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 1.4849987030029297,
"val_loss": 0.9735567569732666,
"acc": 68.25,
"time": 401.5624202209983,
"param": [
{
"p": 0.07523776590824127,
"m": 0.5
},
{
"p": 0.022568820044398308,
"m": 0.5
},
{
"p": 0.08725854009389877,
"m": 0.5
},
{
"p": 0.0663871020078659,
"m": 0.9308362007141113
},
{
"p": 0.07071728259325027,
"m": 0.2836064398288727
},
{
"p": 0.04998995363712311,
"m": 0.8452327847480774
},
{
"p": 0.10899638384580612,
"m": 0.9452793002128601
},
{
"p": 0.08857237547636032,
"m": 0.7519980669021606
},
{
"p": 0.054440051317214966,
"m": 0.9617047309875488
},
{
"p": 0.08671808987855911,
"m": 0.9760863184928894
},
{
"p": 0.08309143036603928,
"m": 1.0
},
{
"p": 0.08008372038602829,
"m": 0.9698132276535034
},
{
"p": 0.09085692465305328,
"m": 0.5
},
{
"p": 0.035081613808870316,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 2.016282558441162,
"val_loss": 0.9347242116928101,
"acc": 67.96,
"time": 383.54716889700285,
"param": [
{
"p": 0.09512481838464737,
"m": 0.5
},
{
"p": 0.037371423095464706,
"m": 0.5
},
{
"p": 0.08032617717981339,
"m": 0.5
},
{
"p": 0.07692842185497284,
"m": 1.0
},
{
"p": 0.06917019188404083,
"m": 0.10000000149011612
},
{
"p": 0.049104172736406326,
"m": 0.9544104933738708
},
{
"p": 0.08729781210422516,
"m": 0.874245285987854
},
{
"p": 0.061291422694921494,
"m": 0.9556776285171509
},
{
"p": 0.07026901841163635,
"m": 1.0
},
{
"p": 0.08788544684648514,
"m": 0.9346246719360352
},
{
"p": 0.06403995305299759,
"m": 0.9970201849937439
},
{
"p": 0.10935185104608536,
"m": 0.9792290925979614
},
{
"p": 0.09114523231983185,
"m": 0.5
},
{
"p": 0.020694125443696976,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 1.6000226736068726,
"val_loss": 0.8032084703445435,
"acc": 68.47,
"time": 393.50466961599886,
"param": [
{
"p": 0.09398990124464035,
"m": 0.5
},
{
"p": 0.03856581822037697,
"m": 0.5
},
{
"p": 0.08909176290035248,
"m": 0.5
},
{
"p": 0.057617880403995514,
"m": 0.9852561950683594
},
{
"p": 0.06071547046303749,
"m": 0.1725320667028427
},
{
"p": 0.03618743270635605,
"m": 0.9841915369033813
},
{
"p": 0.08654259890317917,
"m": 0.7947577238082886
},
{
"p": 0.061996717005968094,
"m": 0.967430055141449
},
{
"p": 0.0897563099861145,
"m": 0.9948686957359314
},
{
"p": 0.08724857866764069,
"m": 0.9940491318702698
},
{
"p": 0.07957622408866882,
"m": 0.9671279788017273
},
{
"p": 0.08946788311004639,
"m": 0.9990023970603943
},
{
"p": 0.09073595702648163,
"m": 0.5
},
{
"p": 0.03850744292140007,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.68312668800354,
"val_loss": 0.9446537494659424,
"acc": 68.27,
"time": 389.1569157800004,
"param": [
{
"p": 0.08213136345148087,
"m": 0.5
},
{
"p": 0.04020412638783455,
"m": 0.5
},
{
"p": 0.08112632483243942,
"m": 0.5
},
{
"p": 0.057295702397823334,
"m": 0.9866420030593872
},
{
"p": 0.0816587582230568,
"m": 0.29318666458129883
},
{
"p": 0.0077012041583657265,
"m": 0.9865236878395081
},
{
"p": 0.08370834589004517,
"m": 0.8702969551086426
},
{
"p": 0.0748981386423111,
"m": 0.9912024736404419
},
{
"p": 0.08268404006958008,
"m": 0.9974945187568665
},
{
"p": 0.09385179728269577,
"m": 0.9568756222724915
},
{
"p": 0.07102114707231522,
"m": 0.9926450252532959
},
{
"p": 0.09895893186330795,
"m": 1.0
},
{
"p": 0.0968608632683754,
"m": 0.5
},
{
"p": 0.047899212688207626,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.7152042388916016,
"val_loss": 0.9325894117355347,
"acc": 68.05,
"time": 391.29166312099915,
"param": [
{
"p": 0.07088865339756012,
"m": 0.5
},
{
"p": 0.0499366819858551,
"m": 0.5
},
{
"p": 0.09071515500545502,
"m": 0.5
},
{
"p": 0.07242553681135178,
"m": 0.8969004154205322
},
{
"p": 0.0558130219578743,
"m": 0.3192344903945923
},
{
"p": 0.05898251757025719,
"m": 0.9371938705444336
},
{
"p": 0.08574950695037842,
"m": 0.9510705471038818
},
{
"p": 0.07276870310306549,
"m": 0.8934915661811829
},
{
"p": 0.08431485295295715,
"m": 0.9944510459899902
},
{
"p": 0.07049045711755753,
"m": 0.9890080690383911
},
{
"p": 0.0804980918765068,
"m": 1.0
},
{
"p": 0.10151134431362152,
"m": 1.0
},
{
"p": 0.06400830298662186,
"m": 0.5
},
{
"p": 0.04189706966280937,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.1649186611175537,
"val_loss": 0.9720673561096191,
"acc": 69.3,
"time": 378.1175377840009,
"param": [
{
"p": 0.10354859381914139,
"m": 0.5
},
{
"p": 0.04990071430802345,
"m": 0.5
},
{
"p": 0.056675996631383896,
"m": 0.5
},
{
"p": 0.060660894960165024,
"m": 0.8892859220504761
},
{
"p": 0.09214811027050018,
"m": 0.4280056357383728
},
{
"p": 0.0018555931746959686,
"m": 0.9360275864601135
},
{
"p": 0.0841585174202919,
"m": 0.9018951654434204
},
{
"p": 0.06988392025232315,
"m": 0.9011484980583191
},
{
"p": 0.07765039056539536,
"m": 0.9993965029716492
},
{
"p": 0.09217569231987,
"m": 0.984064519405365
},
{
"p": 0.09974010288715363,
"m": 0.9568486213684082
},
{
"p": 0.09880658984184265,
"m": 1.0
},
{
"p": 0.1121002733707428,
"m": 0.5
},
{
"p": 0.0006946839275769889,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 1.8463823795318604,
"val_loss": 0.9092288613319397,
"acc": 68.57,
"time": 359.8668802630018,
"param": [
{
"p": 0.08898515999317169,
"m": 0.5
},
{
"p": 0.04124017059803009,
"m": 0.5
},
{
"p": 0.10337033122777939,
"m": 0.5
},
{
"p": 0.06746691465377808,
"m": 0.8543895483016968
},
{
"p": 0.05448615550994873,
"m": 0.2612704932689667
},
{
"p": 0.04940641298890114,
"m": 0.8356673121452332
},
{
"p": 0.07392697781324387,
"m": 0.9332705736160278
},
{
"p": 0.06439188867807388,
"m": 0.8833445906639099
},
{
"p": 0.08113257586956024,
"m": 0.9257988929748535
},
{
"p": 0.09448187053203583,
"m": 0.9984930753707886
},
{
"p": 0.06976912170648575,
"m": 0.8892886638641357
},
{
"p": 0.09389001876115799,
"m": 1.0
},
{
"p": 0.08825365453958511,
"m": 0.5
},
{
"p": 0.029198821634054184,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.5695607662200928,
"val_loss": 0.8902190327644348,
"acc": 70.21,
"time": 397.4026889459965,
"param": [
{
"p": 0.09449586272239685,
"m": 0.5
},
{
"p": 0.03464485704898834,
"m": 0.5
},
{
"p": 0.07796775549650192,
"m": 0.5
},
{
"p": 0.06300943344831467,
"m": 0.9231714606285095
},
{
"p": 0.039299678057432175,
"m": 0.2683822810649872
},
{
"p": 0.036734044551849365,
"m": 0.786819577217102
},
{
"p": 0.0804595947265625,
"m": 0.9360473155975342
},
{
"p": 0.09104028344154358,
"m": 0.9830848574638367
},
{
"p": 0.09230943024158478,
"m": 0.9743227958679199
},
{
"p": 0.09222140163183212,
"m": 0.916317880153656
},
{
"p": 0.07189375162124634,
"m": 0.9294424653053284
},
{
"p": 0.10160370916128159,
"m": 0.9763103127479553
},
{
"p": 0.09873292595148087,
"m": 0.5
},
{
"p": 0.02558729611337185,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 1.4527442455291748,
"val_loss": 0.9277178645133972,
"acc": 68.33,
"time": 401.41229923599894,
"param": [
{
"p": 0.06204618141055107,
"m": 0.5
},
{
"p": 0.05634666979312897,
"m": 0.5
},
{
"p": 0.09187478572130203,
"m": 0.5
},
{
"p": 0.07583364099264145,
"m": 0.9892908334732056
},
{
"p": 0.06109852343797684,
"m": 0.19832102954387665
},
{
"p": 0.055223092436790466,
"m": 0.6064399480819702
},
{
"p": 0.09379258006811142,
"m": 0.9607779383659363
},
{
"p": 0.07626605778932571,
"m": 0.8615712523460388
},
{
"p": 0.06623220443725586,
"m": 0.9982701539993286
},
{
"p": 0.08470356464385986,
"m": 1.0
},
{
"p": 0.07134082913398743,
"m": 0.9273599982261658
},
{
"p": 0.08831655234098434,
"m": 1.0
},
{
"p": 0.11623015999794006,
"m": 0.5
},
{
"p": 0.0006950631504878402,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 1.6786845922470093,
"val_loss": 0.8674517869949341,
"acc": 69.33,
"time": 380.3738066850019,
"param": [
{
"p": 0.09145630896091461,
"m": 0.5
},
{
"p": 0.023768769577145576,
"m": 0.5
},
{
"p": 0.08866026997566223,
"m": 0.5
},
{
"p": 0.05618448182940483,
"m": 0.9571282863616943
},
{
"p": 0.062355879694223404,
"m": 0.21032041311264038
},
{
"p": 0.047681622207164764,
"m": 0.6051315665245056
},
{
"p": 0.07457525283098221,
"m": 1.0
},
{
"p": 0.103025883436203,
"m": 0.8074485063552856
},
{
"p": 0.0841260701417923,
"m": 1.0
},
{
"p": 0.07694657146930695,
"m": 1.0
},
{
"p": 0.07129952311515808,
"m": 0.8773266673088074
},
{
"p": 0.10360334813594818,
"m": 1.0
},
{
"p": 0.09011977165937424,
"m": 0.5
},
{
"p": 0.02619624324142933,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.7067785263061523,
"val_loss": 0.8865208625793457,
"acc": 67.82,
"time": 374.1181981139998,
"param": [
{
"p": 0.08744166046380997,
"m": 0.5
},
{
"p": 0.019956598058342934,
"m": 0.5
},
{
"p": 0.07335236668586731,
"m": 0.5
},
{
"p": 0.06179174780845642,
"m": 0.9678218364715576
},
{
"p": 0.06764945387840271,
"m": 0.22890135645866394
},
{
"p": 0.04429159313440323,
"m": 0.49286991357803345
},
{
"p": 0.0833561047911644,
"m": 0.904273509979248
},
{
"p": 0.08383733034133911,
"m": 0.7794157266616821
},
{
"p": 0.09011299908161163,
"m": 0.9800171852111816
},
{
"p": 0.09157625585794449,
"m": 0.9809677600860596
},
{
"p": 0.06300166994333267,
"m": 0.8998907804489136
},
{
"p": 0.09046116471290588,
"m": 1.0
},
{
"p": 0.09459798038005829,
"m": 0.5
},
{
"p": 0.04857314005494118,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.6987522840499878,
"val_loss": 0.7626711130142212,
"acc": 69.39,
"time": 384.5406142690008,
"param": [
{
"p": 0.09762634336948395,
"m": 0.5
},
{
"p": 0.012022506445646286,
"m": 0.5
},
{
"p": 0.07230782508850098,
"m": 0.5
},
{
"p": 0.07323785126209259,
"m": 0.8875173926353455
},
{
"p": 0.09324640780687332,
"m": 0.3098365366458893
},
{
"p": 0.060619041323661804,
"m": 0.6875858902931213
},
{
"p": 0.098687082529068,
"m": 0.8781817555427551
},
{
"p": 0.062253475189208984,
"m": 0.7414005398750305
},
{
"p": 0.07066617906093597,
"m": 1.0
},
{
"p": 0.06812145560979843,
"m": 1.0
},
{
"p": 0.0840485543012619,
"m": 0.9535720944404602
},
{
"p": 0.09063098579645157,
"m": 0.994697093963623
},
{
"p": 0.0728437751531601,
"m": 0.5
},
{
"p": 0.043688464909791946,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 1.4641143083572388,
"val_loss": 0.8767512440681458,
"acc": 68.24,
"time": 382.511709331,
"param": [
{
"p": 0.10193265974521637,
"m": 0.5
},
{
"p": 0.05103663355112076,
"m": 0.5
},
{
"p": 0.09347808361053467,
"m": 0.5
},
{
"p": 0.057361241430044174,
"m": 0.9413554072380066
},
{
"p": 0.07534237951040268,
"m": 0.38207095861434937
},
{
"p": 0.044108688831329346,
"m": 0.6776899099349976
},
{
"p": 0.07831639796495438,
"m": 0.8795743584632874
},
{
"p": 0.09439002722501755,
"m": 0.7638642191886902
},
{
"p": 0.08908689022064209,
"m": 0.9368494749069214
},
{
"p": 0.0652628242969513,
"m": 0.9927395582199097
},
{
"p": 0.060000333935022354,
"m": 0.9483108520507812
},
{
"p": 0.062304574996232986,
"m": 1.0
},
{
"p": 0.09142887592315674,
"m": 0.5
},
{
"p": 0.03595036268234253,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 1.5948171615600586,
"val_loss": 0.7577856183052063,
"acc": 70.69,
"time": 384.3008975420016,
"param": [
{
"p": 0.08247257769107819,
"m": 0.5
},
{
"p": 0.03235546872019768,
"m": 0.5
},
{
"p": 0.07944399118423462,
"m": 0.5
},
{
"p": 0.07785161584615707,
"m": 0.8715014457702637
},
{
"p": 0.09067333489656448,
"m": 0.3415891230106354
},
{
"p": 0.03644330054521561,
"m": 0.5654745697975159
},
{
"p": 0.06396515667438507,
"m": 0.9493070244789124
},
{
"p": 0.084283746778965,
"m": 0.9664329290390015
},
{
"p": 0.06331602483987808,
"m": 0.9976757764816284
},
{
"p": 0.07174614816904068,
"m": 0.9923676252365112
},
{
"p": 0.08558876812458038,
"m": 0.9839224815368652
},
{
"p": 0.09276075661182404,
"m": 1.0
},
{
"p": 0.11856213212013245,
"m": 0.5
},
{
"p": 0.02053699642419815,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.5248620510101318,
"val_loss": 0.9622700810432434,
"acc": 69.58,
"time": 372.0329309430017,
"param": [
{
"p": 0.103946253657341,
"m": 0.5
},
{
"p": 0.03508313000202179,
"m": 0.5
},
{
"p": 0.07763814926147461,
"m": 0.5
},
{
"p": 0.07793272286653519,
"m": 0.9903510808944702
},
{
"p": 0.07479190081357956,
"m": 0.3575247526168823
},
{
"p": 0.062192801386117935,
"m": 0.48250046372413635
},
{
"p": 0.0649871975183487,
"m": 0.8875057101249695
},
{
"p": 0.07658480107784271,
"m": 0.9817695617675781
},
{
"p": 0.09394197911024094,
"m": 1.0
},
{
"p": 0.10612833499908447,
"m": 1.0
},
{
"p": 0.04161873087286949,
"m": 0.9561411142349243
},
{
"p": 0.07193757593631744,
"m": 1.0
},
{
"p": 0.07993388175964355,
"m": 0.5
},
{
"p": 0.03328259289264679,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.665207028388977,
"val_loss": 0.9140582084655762,
"acc": 70.19,
"time": 380.11281616400083,
"param": [
{
"p": 0.09125175327062607,
"m": 0.5
},
{
"p": 0.030475987121462822,
"m": 0.5
},
{
"p": 0.06369474530220032,
"m": 0.5
},
{
"p": 0.08362980931997299,
"m": 0.8348526358604431
},
{
"p": 0.05553198233246803,
"m": 0.34022998809814453
},
{
"p": 0.060898881405591965,
"m": 0.4831325113773346
},
{
"p": 0.07670321315526962,
"m": 1.0
},
{
"p": 0.08356449753046036,
"m": 1.0
},
{
"p": 0.07791490852832794,
"m": 0.9713592529296875
},
{
"p": 0.0828891322016716,
"m": 1.0
},
{
"p": 0.10444781929254532,
"m": 1.0
},
{
"p": 0.09044954180717468,
"m": 0.9692041277885437
},
{
"p": 0.0978534147143364,
"m": 0.5
},
{
"p": 0.0006943166954442859,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.5237939357757568,
"val_loss": 0.8898908495903015,
"acc": 69.47,
"time": 389.88918684300006,
"param": [
{
"p": 0.08948424458503723,
"m": 0.5
},
{
"p": 0.023380650207400322,
"m": 0.5
},
{
"p": 0.07344314455986023,
"m": 0.5
},
{
"p": 0.07296095043420792,
"m": 0.8994106650352478
},
{
"p": 0.08417635411024094,
"m": 0.2938942015171051
},
{
"p": 0.05071403458714485,
"m": 0.37975698709487915
},
{
"p": 0.0745697095990181,
"m": 1.0
},
{
"p": 0.0711711198091507,
"m": 0.9769583940505981
},
{
"p": 0.08182366192340851,
"m": 0.9653874039649963
},
{
"p": 0.062121450901031494,
"m": 0.9548167586326599
},
{
"p": 0.09229700267314911,
"m": 1.0
},
{
"p": 0.08809678256511688,
"m": 1.0
},
{
"p": 0.0895758643746376,
"m": 0.5
},
{
"p": 0.046185027807950974,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.4708337783813477,
"val_loss": 0.8617066740989685,
"acc": 69.95,
"time": 381.48900237199996,
"param": [
{
"p": 0.11188174784183502,
"m": 0.5
},
{
"p": 0.03415847569704056,
"m": 0.5
},
{
"p": 0.1038493812084198,
"m": 0.5
},
{
"p": 0.06411367654800415,
"m": 0.9985617399215698
},
{
"p": 0.03930210322141647,
"m": 0.28443968296051025
},
{
"p": 0.07064123451709747,
"m": 0.26056259870529175
},
{
"p": 0.07990741729736328,
"m": 0.9251304864883423
},
{
"p": 0.08980700373649597,
"m": 0.9956555366516113
},
{
"p": 0.062493033707141876,
"m": 0.9248006939888
},
{
"p": 0.06147094443440437,
"m": 1.0
},
{
"p": 0.08180521428585052,
"m": 0.9973867535591125
},
{
"p": 0.10042638331651688,
"m": 0.999382495880127
},
{
"p": 0.06754326075315475,
"m": 0.5
},
{
"p": 0.03260008245706558,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 1.7859396934509277,
"val_loss": 0.8612764477729797,
"acc": 69.75,
"time": 388.9019745520018,
"param": [
{
"p": 0.10275157541036606,
"m": 0.5
},
{
"p": 0.02952648513019085,
"m": 0.5
},
{
"p": 0.0760299414396286,
"m": 0.5
},
{
"p": 0.09175500273704529,
"m": 0.9990146160125732
},
{
"p": 0.05513492599129677,
"m": 0.3535071313381195
},
{
"p": 0.07235822081565857,
"m": 0.3167794644832611
},
{
"p": 0.057371098548173904,
"m": 0.97972172498703
},
{
"p": 0.09148123115301132,
"m": 0.8857105374336243
},
{
"p": 0.06329816579818726,
"m": 0.9719559550285339
},
{
"p": 0.06749150902032852,
"m": 0.9939743280410767
},
{
"p": 0.09692157059907913,
"m": 0.9793018102645874
},
{
"p": 0.08822289854288101,
"m": 0.9907487034797668
},
{
"p": 0.0865950658917427,
"m": 0.5
},
{
"p": 0.021062327548861504,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.6608325242996216,
"val_loss": 0.8781875967979431,
"acc": 70.7,
"time": 384.43822398200064,
"param": [
{
"p": 0.09244123101234436,
"m": 0.5
},
{
"p": 0.039112742990255356,
"m": 0.5
},
{
"p": 0.08325659483671188,
"m": 0.5
},
{
"p": 0.05495113879442215,
"m": 0.9996107220649719
},
{
"p": 0.08507116883993149,
"m": 0.29620838165283203
},
{
"p": 0.059235453605651855,
"m": 0.4067603051662445
},
{
"p": 0.0887078270316124,
"m": 0.9867060780525208
},
{
"p": 0.06683070212602615,
"m": 0.9513035416603088
},
{
"p": 0.07645883411169052,
"m": 1.0
},
{
"p": 0.0776417925953865,
"m": 1.0
},
{
"p": 0.04954758659005165,
"m": 0.9559030532836914
},
{
"p": 0.09684715420007706,
"m": 0.9886967539787292
},
{
"p": 0.08572354167699814,
"m": 0.5
},
{
"p": 0.04417434334754944,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 1.9529353380203247,
"val_loss": 0.9001554250717163,
"acc": 70.48,
"time": 381.4783812070018,
"param": [
{
"p": 0.0863259956240654,
"m": 0.5
},
{
"p": 0.03190077096223831,
"m": 0.5
},
{
"p": 0.0677652433514595,
"m": 0.5
},
{
"p": 0.06301891058683395,
"m": 0.9362990856170654
},
{
"p": 0.0808672308921814,
"m": 0.38953128457069397
},
{
"p": 0.06912630796432495,
"m": 0.41355231404304504
},
{
"p": 0.08239846676588058,
"m": 1.0
},
{
"p": 0.08949137479066849,
"m": 0.9419326186180115
},
{
"p": 0.06984160095453262,
"m": 0.9990071058273315
},
{
"p": 0.06890014559030533,
"m": 1.0
},
{
"p": 0.06934403628110886,
"m": 0.9849191308021545
},
{
"p": 0.09294670075178146,
"m": 0.9940024614334106
},
{
"p": 0.08887221664190292,
"m": 0.5
},
{
"p": 0.039200957864522934,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.1902384757995605,
"val_loss": 0.90174400806427,
"acc": 69.99,
"time": 404.1249748850023,
"param": [
{
"p": 0.09043874591588974,
"m": 0.5
},
{
"p": 0.04598532244563103,
"m": 0.5
},
{
"p": 0.07654386758804321,
"m": 0.5
},
{
"p": 0.0635923519730568,
"m": 0.962492048740387
},
{
"p": 0.04999973252415657,
"m": 0.3609004020690918
},
{
"p": 0.05399138480424881,
"m": 0.27520450949668884
},
{
"p": 0.08087277412414551,
"m": 1.0
},
{
"p": 0.07756325602531433,
"m": 0.960750162601471
},
{
"p": 0.07320880144834518,
"m": 1.0
},
{
"p": 0.09845463186502457,
"m": 1.0
},
{
"p": 0.08471038937568665,
"m": 0.9612398743629456
},
{
"p": 0.09332113713026047,
"m": 1.0
},
{
"p": 0.10244966298341751,
"m": 0.5
},
{
"p": 0.008867938071489334,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.5479875802993774,
"val_loss": 0.8943157196044922,
"acc": 70.79,
"time": 394.67000711999935,
"param": [
{
"p": 0.09392540156841278,
"m": 0.5
},
{
"p": 0.029475081712007523,
"m": 0.5
},
{
"p": 0.09260668605566025,
"m": 0.5
},
{
"p": 0.06316808611154556,
"m": 0.9106991291046143
},
{
"p": 0.06376491487026215,
"m": 0.3808826506137848
},
{
"p": 0.07431095093488693,
"m": 0.353496789932251
},
{
"p": 0.08580562472343445,
"m": 1.0
},
{
"p": 0.08170319348573685,
"m": 0.8924608826637268
},
{
"p": 0.0881718099117279,
"m": 0.9970161318778992
},
{
"p": 0.08219015598297119,
"m": 0.9857341647148132
},
{
"p": 0.04217638820409775,
"m": 0.8193114995956421
},
{
"p": 0.08055097609758377,
"m": 1.0
},
{
"p": 0.10197194665670395,
"m": 0.5
},
{
"p": 0.0201787818223238,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 1.725522756576538,
"val_loss": 0.8405543565750122,
"acc": 70.85,
"time": 384.5569672849997,
"param": [
{
"p": 0.09606116265058517,
"m": 0.5
},
{
"p": 0.04000156745314598,
"m": 0.5
},
{
"p": 0.07161504775285721,
"m": 0.5
},
{
"p": 0.05826405808329582,
"m": 0.9237344861030579
},
{
"p": 0.08831227570772171,
"m": 0.35565948486328125
},
{
"p": 0.07796214520931244,
"m": 0.512097179889679
},
{
"p": 0.06386567652225494,
"m": 0.9838511347770691
},
{
"p": 0.07053998112678528,
"m": 0.9292542934417725
},
{
"p": 0.09033021330833435,
"m": 0.9405881762504578
},
{
"p": 0.06211676076054573,
"m": 0.946649968624115
},
{
"p": 0.07916231453418732,
"m": 0.9293050765991211
},
{
"p": 0.0873851403594017,
"m": 0.9869818091392517
},
{
"p": 0.08396829664707184,
"m": 0.5
},
{
"p": 0.030415352433919907,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.6619205474853516,
"val_loss": 0.8292414546012878,
"acc": 71.49,
"time": 392.9572946750013,
"param": [
{
"p": 0.09125823527574539,
"m": 0.5
},
{
"p": 0.006143684033304453,
"m": 0.5
},
{
"p": 0.09199000895023346,
"m": 0.5
},
{
"p": 0.05851193144917488,
"m": 0.9211816787719727
},
{
"p": 0.09214692562818527,
"m": 0.4204043745994568
},
{
"p": 0.06762471795082092,
"m": 0.4872625470161438
},
{
"p": 0.05685579404234886,
"m": 1.0
},
{
"p": 0.08760751038789749,
"m": 0.9120939373970032
},
{
"p": 0.09868087619543076,
"m": 0.9025298953056335
},
{
"p": 0.0888562798500061,
"m": 1.0
},
{
"p": 0.06110456585884094,
"m": 0.9863755106925964
},
{
"p": 0.07107094675302505,
"m": 1.0
},
{
"p": 0.08515715599060059,
"m": 0.5
},
{
"p": 0.04299147427082062,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.6241971254348755,
"val_loss": 0.9203020334243774,
"acc": 70.6,
"time": 379.3848634019996,
"param": [
{
"p": 0.06489785015583038,
"m": 0.5
},
{
"p": 0.047773297876119614,
"m": 0.5
},
{
"p": 0.0938749760389328,
"m": 0.5
},
{
"p": 0.06251487880945206,
"m": 0.9808197617530823
},
{
"p": 0.047883886843919754,
"m": 0.431907057762146
},
{
"p": 0.06848745048046112,
"m": 0.5242438912391663
},
{
"p": 0.09230376034975052,
"m": 0.9722306132316589
},
{
"p": 0.0799645185470581,
"m": 0.999085009098053
},
{
"p": 0.06463859230279922,
"m": 0.8635692000389099
},
{
"p": 0.09739094227552414,
"m": 1.0
},
{
"p": 0.05975805222988129,
"m": 0.9970716834068298
},
{
"p": 0.08436758071184158,
"m": 1.0
},
{
"p": 0.08502485603094101,
"m": 0.5
},
{
"p": 0.0511193685233593,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 1.483689785003662,
"val_loss": 0.8727790117263794,
"acc": 71.42,
"time": 396.71913737700015,
"param": [
{
"p": 0.10914671421051025,
"m": 0.5
},
{
"p": 0.04047822579741478,
"m": 0.5
},
{
"p": 0.09210383147001266,
"m": 0.5
},
{
"p": 0.06579730659723282,
"m": 0.9963114261627197
},
{
"p": 0.06207502633333206,
"m": 0.3787074387073517
},
{
"p": 0.04777509719133377,
"m": 0.6138191223144531
},
{
"p": 0.037578288465738297,
"m": 0.981227457523346
},
{
"p": 0.06552482396364212,
"m": 1.0
},
{
"p": 0.09559022635221481,
"m": 0.9076085686683655
},
{
"p": 0.0836324542760849,
"m": 0.9882439970970154
},
{
"p": 0.0583752878010273,
"m": 0.9557432532310486
},
{
"p": 0.10240449011325836,
"m": 1.0
},
{
"p": 0.10577486455440521,
"m": 0.5
},
{
"p": 0.033743370324373245,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.5820879936218262,
"val_loss": 0.8981031179428101,
"acc": 70.38,
"time": 373.80173387000104,
"param": [
{
"p": 0.09116309881210327,
"m": 0.5
},
{
"p": 0.044615115970373154,
"m": 0.5
},
{
"p": 0.07660602778196335,
"m": 0.5
},
{
"p": 0.05673012137413025,
"m": 0.9265600442886353
},
{
"p": 0.06956718862056732,
"m": 0.33968549966812134
},
{
"p": 0.06076158955693245,
"m": 0.6046468019485474
},
{
"p": 0.050257910043001175,
"m": 0.9786455631256104
},
{
"p": 0.0919552892446518,
"m": 0.9657344222068787
},
{
"p": 0.05787532404065132,
"m": 0.8856170177459717
},
{
"p": 0.10506142675876617,
"m": 1.0
},
{
"p": 0.07605921477079391,
"m": 1.0
},
{
"p": 0.08163231611251831,
"m": 1.0
},
{
"p": 0.11528655141592026,
"m": 0.5
},
{
"p": 0.022428929805755615,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.691027045249939,
"val_loss": 0.8921200633049011,
"acc": 71.45,
"time": 395.2209665730006,
"param": [
{
"p": 0.1121111735701561,
"m": 0.5
},
{
"p": 0.014664195477962494,
"m": 0.5
},
{
"p": 0.09899097681045532,
"m": 0.5
},
{
"p": 0.0692063421010971,
"m": 0.940117359161377
},
{
"p": 0.046190086752176285,
"m": 0.41414886713027954
},
{
"p": 0.04566105455160141,
"m": 0.5666292309761047
},
{
"p": 0.07245051860809326,
"m": 1.0
},
{
"p": 0.09062909334897995,
"m": 0.9576416611671448
},
{
"p": 0.10556959360837936,
"m": 0.92469722032547
},
{
"p": 0.0858444795012474,
"m": 0.9463626742362976
},
{
"p": 0.024032529443502426,
"m": 0.9787725806236267
},
{
"p": 0.08964511007070541,
"m": 1.0
},
{
"p": 0.11297761648893356,
"m": 0.5
},
{
"p": 0.0320272296667099,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.6856378316879272,
"val_loss": 1.0124212503433228,
"acc": 71.39,
"time": 372.430170181,
"param": [
{
"p": 0.0887407511472702,
"m": 0.5
},
{
"p": 0.039513226598501205,
"m": 0.5
},
{
"p": 0.08023016899824142,
"m": 0.5
},
{
"p": 0.06424547731876373,
"m": 0.915422797203064
},
{
"p": 0.05932122841477394,
"m": 0.3966416120529175
},
{
"p": 0.08104635030031204,
"m": 0.5199747681617737
},
{
"p": 0.08701983839273453,
"m": 0.9424425363540649
},
{
"p": 0.06730762124061584,
"m": 0.8181448578834534
},
{
"p": 0.07478772848844528,
"m": 0.9945802092552185
},
{
"p": 0.09166809916496277,
"m": 0.9428502321243286
},
{
"p": 0.07090674340724945,
"m": 1.0
},
{
"p": 0.08097650855779648,
"m": 1.0
},
{
"p": 0.07876380532979965,
"m": 0.5
},
{
"p": 0.035472385585308075,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 1.1210551261901855,
"val_loss": 0.8436666131019592,
"acc": 71.89,
"time": 403.41304664100244,
"param": [
{
"p": 0.10816843062639236,
"m": 0.5
},
{
"p": 0.004630681127309799,
"m": 0.5
},
{
"p": 0.07837346196174622,
"m": 0.5
},
{
"p": 0.09700090438127518,
"m": 0.994060754776001
},
{
"p": 0.11137744784355164,
"m": 0.3317562937736511
},
{
"p": 0.045716170221567154,
"m": 0.45320960879325867
},
{
"p": 0.07603311538696289,
"m": 0.7996160984039307
},
{
"p": 0.078658826649189,
"m": 0.8574025630950928
},
{
"p": 0.10531456768512726,
"m": 0.9997428059577942
},
{
"p": 0.04832744225859642,
"m": 1.0
},
{
"p": 0.07878172397613525,
"m": 0.8904460072517395
},
{
"p": 0.0902794599533081,
"m": 1.0
},
{
"p": 0.07664406299591064,
"m": 0.5
},
{
"p": 0.0006937982398085296,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.501427412033081,
"val_loss": 0.8623214364051819,
"acc": 71.08,
"time": 394.02744355699906,
"param": [
{
"p": 0.08146972954273224,
"m": 0.5
},
{
"p": 0.04366431385278702,
"m": 0.5
},
{
"p": 0.080622099339962,
"m": 0.5
},
{
"p": 0.05757374316453934,
"m": 0.9666405320167542
},
{
"p": 0.06717867404222488,
"m": 0.19224701821804047
},
{
"p": 0.08706594258546829,
"m": 0.4240519404411316
},
{
"p": 0.07171280682086945,
"m": 0.803059458732605
},
{
"p": 0.061771806329488754,
"m": 0.7495675086975098
},
{
"p": 0.09659286588430405,
"m": 1.0
},
{
"p": 0.08541332930326462,
"m": 0.868963897228241
},
{
"p": 0.05796581134200096,
"m": 0.8641277551651001
},
{
"p": 0.07737763226032257,
"m": 1.0
},
{
"p": 0.09705359488725662,
"m": 0.5
},
{
"p": 0.03453763946890831,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.5850111246109009,
"val_loss": 0.8137781620025635,
"acc": 71.48,
"time": 403.01863696000146,
"param": [
{
"p": 0.07250666618347168,
"m": 0.5
},
{
"p": 0.04391847550868988,
"m": 0.5
},
{
"p": 0.08475805819034576,
"m": 0.5
},
{
"p": 0.05649355798959732,
"m": 0.8785415887832642
},
{
"p": 0.07600011676549911,
"m": 0.28354060649871826
},
{
"p": 0.06396622955799103,
"m": 0.3496008813381195
},
{
"p": 0.08078820258378983,
"m": 0.9824222922325134
},
{
"p": 0.06824442744255066,
"m": 1.0
},
{
"p": 0.09173059463500977,
"m": 1.0
},
{
"p": 0.08081644773483276,
"m": 0.9307436943054199
},
{
"p": 0.0649605393409729,
"m": 0.8529174327850342
},
{
"p": 0.11842182278633118,
"m": 0.9642834067344666
},
{
"p": 0.06731219589710236,
"m": 0.5
},
{
"p": 0.030082589015364647,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.4629192352294922,
"val_loss": 0.7924549579620361,
"acc": 70.56,
"time": 403.8300159069986,
"param": [
{
"p": 0.09530940651893616,
"m": 0.5
},
{
"p": 0.0366160050034523,
"m": 0.5
},
{
"p": 0.08220798522233963,
"m": 0.5
},
{
"p": 0.06885182112455368,
"m": 0.7618056535720825
},
{
"p": 0.06748930364847183,
"m": 0.2550249993801117
},
{
"p": 0.06402821838855743,
"m": 0.31210580468177795
},
{
"p": 0.06939183920621872,
"m": 0.9666579365730286
},
{
"p": 0.07285245507955551,
"m": 0.9954770803451538
},
{
"p": 0.08170761913061142,
"m": 0.9330202341079712
},
{
"p": 0.08169394731521606,
"m": 0.8323044180870056
},
{
"p": 0.07614541053771973,
"m": 0.7863978743553162
},
{
"p": 0.07258806377649307,
"m": 1.0
},
{
"p": 0.07816823571920395,
"m": 0.5
},
{
"p": 0.052949730306863785,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 1.3787016868591309,
"val_loss": 0.8576604723930359,
"acc": 70.74,
"time": 390.7371554240017,
"param": [
{
"p": 0.10940873622894287,
"m": 0.5
},
{
"p": 0.04659320041537285,
"m": 0.5
},
{
"p": 0.09260227531194687,
"m": 0.5
},
{
"p": 0.04872172325849533,
"m": 0.6810030341148376
},
{
"p": 0.08795531094074249,
"m": 0.14494888484477997
},
{
"p": 0.039859604090452194,
"m": 0.4718850553035736
},
{
"p": 0.09875116497278214,
"m": 0.9715757966041565
},
{
"p": 0.057097338140010834,
"m": 1.0
},
{
"p": 0.09087274968624115,
"m": 0.9882617592811584
},
{
"p": 0.06957142055034637,
"m": 0.9928095936775208
},
{
"p": 0.061238620430231094,
"m": 0.7133187055587769
},
{
"p": 0.0832904502749443,
"m": 1.0
},
{
"p": 0.08423919230699539,
"m": 0.5
},
{
"p": 0.02979813888669014,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.4619009494781494,
"val_loss": 0.7888673543930054,
"acc": 70.75,
"time": 379.1961332480023,
"param": [
{
"p": 0.07051292061805725,
"m": 0.5
},
{
"p": 0.046136416494846344,
"m": 0.5
},
{
"p": 0.08846849948167801,
"m": 0.5
},
{
"p": 0.07538161426782608,
"m": 0.759645938873291
},
{
"p": 0.08087158203125,
"m": 0.26272469758987427
},
{
"p": 0.05477692186832428,
"m": 0.4353767931461334
},
{
"p": 0.06919901072978973,
"m": 0.9737752079963684
},
{
"p": 0.044826433062553406,
"m": 0.9898840188980103
},
{
"p": 0.0899771973490715,
"m": 0.9267506003379822
},
{
"p": 0.09724878519773483,
"m": 1.0
},
{
"p": 0.08937188237905502,
"m": 0.7724782824516296
},
{
"p": 0.0831219032406807,
"m": 1.0
},
{
"p": 0.07586397230625153,
"m": 0.5
},
{
"p": 0.0342429056763649,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.627346158027649,
"val_loss": 0.8595672845840454,
"acc": 71.13,
"time": 402.1037402030015,
"param": [
{
"p": 0.08765911310911179,
"m": 0.5
},
{
"p": 0.032300326973199844,
"m": 0.5
},
{
"p": 0.07906881719827652,
"m": 0.5
},
{
"p": 0.05253177508711815,
"m": 0.756821870803833
},
{
"p": 0.054655659943819046,
"m": 0.24084581434726715
},
{
"p": 0.07301921397447586,
"m": 0.4894861578941345
},
{
"p": 0.06716351956129074,
"m": 0.9567564129829407
},
{
"p": 0.09996562451124191,
"m": 0.9125391244888306
},
{
"p": 0.08133535832166672,
"m": 0.99815434217453
},
{
"p": 0.07642222195863724,
"m": 0.9754568338394165
},
{
"p": 0.08725754171609879,
"m": 0.8458737730979919
},
{
"p": 0.0896945670247078,
"m": 0.9960148930549622
},
{
"p": 0.08511398732662201,
"m": 0.5
},
{
"p": 0.0338122621178627,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.3319662809371948,
"val_loss": 0.7572081685066223,
"acc": 72.37,
"time": 401.0205004119998,
"param": [
{
"p": 0.09558672457933426,
"m": 0.5
},
{
"p": 0.028416981920599937,
"m": 0.5
},
{
"p": 0.0881868377327919,
"m": 0.5
},
{
"p": 0.0758645087480545,
"m": 0.8593509793281555
},
{
"p": 0.06237143278121948,
"m": 0.22661906480789185
},
{
"p": 0.04468056187033653,
"m": 0.5677432417869568
},
{
"p": 0.08810952305793762,
"m": 0.8471699953079224
},
{
"p": 0.08294478058815002,
"m": 0.9637438654899597
},
{
"p": 0.06678582727909088,
"m": 0.943114161491394
},
{
"p": 0.07808779180049896,
"m": 0.9933632612228394
},
{
"p": 0.09107344597578049,
"m": 0.991599440574646
},
{
"p": 0.07526271045207977,
"m": 1.0
},
{
"p": 0.09469570964574814,
"m": 0.5
},
{
"p": 0.02793319895863533,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.3948817253112793,
"val_loss": 0.8682484030723572,
"acc": 70.93,
"time": 369.8272429259996,
"param": [
{
"p": 0.08348741382360458,
"m": 0.5
},
{
"p": 0.020446471869945526,
"m": 0.5
},
{
"p": 0.09826384484767914,
"m": 0.5
},
{
"p": 0.06233963370323181,
"m": 0.8963552713394165
},
{
"p": 0.0486309789121151,
"m": 0.445840984582901
},
{
"p": 0.029227986931800842,
"m": 0.5646478533744812
},
{
"p": 0.07815057784318924,
"m": 0.9903779029846191
},
{
"p": 0.07647228986024857,
"m": 0.971339762210846
},
{
"p": 0.07560818642377853,
"m": 0.9994875192642212
},
{
"p": 0.09028643369674683,
"m": 1.0
},
{
"p": 0.08479330688714981,
"m": 0.9683098196983337
},
{
"p": 0.09300808608531952,
"m": 1.0
},
{
"p": 0.1027815192937851,
"m": 0.5
},
{
"p": 0.05650333687663078,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 1.2981948852539062,
"val_loss": 0.9127620458602905,
"acc": 72.19,
"time": 341.9094031059976,
"param": [
{
"p": 0.09533364325761795,
"m": 0.5
},
{
"p": 0.04151399806141853,
"m": 0.5
},
{
"p": 0.08136823028326035,
"m": 0.5
},
{
"p": 0.0695565789937973,
"m": 0.9244874715805054
},
{
"p": 0.06410814821720123,
"m": 0.4451967775821686
},
{
"p": 0.04970637708902359,
"m": 0.6187562346458435
},
{
"p": 0.07797961682081223,
"m": 0.9895923733711243
},
{
"p": 0.09894988685846329,
"m": 0.9195836186408997
},
{
"p": 0.08156760036945343,
"m": 0.9950042366981506
},
{
"p": 0.07368117570877075,
"m": 0.9845317006111145
},
{
"p": 0.08834457397460938,
"m": 0.9823218584060669
},
{
"p": 0.09265664219856262,
"m": 0.9915726184844971
},
{
"p": 0.0845542922616005,
"m": 0.5
},
{
"p": 0.0006792269414290786,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.3904166221618652,
"val_loss": 0.8208029270172119,
"acc": 71.54,
"time": 327.8015378869968,
"param": [
{
"p": 0.08729270100593567,
"m": 0.5
},
{
"p": 0.053879979997873306,
"m": 0.5
},
{
"p": 0.09694994986057281,
"m": 0.5
},
{
"p": 0.071416474878788,
"m": 0.9413271546363831
},
{
"p": 0.052754536271095276,
"m": 0.46859943866729736
},
{
"p": 0.04977065697312355,
"m": 0.6184188723564148
},
{
"p": 0.07450231909751892,
"m": 1.0
},
{
"p": 0.04084022343158722,
"m": 0.9337283372879028
},
{
"p": 0.07472345232963562,
"m": 1.0
},
{
"p": 0.08946911245584488,
"m": 0.936907172203064
},
{
"p": 0.07323900610208511,
"m": 0.9967857599258423
},
{
"p": 0.07262580096721649,
"m": 1.0
},
{
"p": 0.10827472805976868,
"m": 0.5
},
{
"p": 0.054260995239019394,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 1.5191617012023926,
"val_loss": 0.8813285231590271,
"acc": 70.07,
"time": 318.4168241160005,
"param": [
{
"p": 0.09338068217039108,
"m": 0.5
},
{
"p": 0.04309872165322304,
"m": 0.5
},
{
"p": 0.0845063179731369,
"m": 0.5
},
{
"p": 0.08105605095624924,
"m": 0.8391528725624084
},
{
"p": 0.0713137835264206,
"m": 0.4725971221923828
},
{
"p": 0.07173112779855728,
"m": 0.44937121868133545
},
{
"p": 0.06086776405572891,
"m": 0.8944092988967896
},
{
"p": 0.07040388137102127,
"m": 0.987803041934967
},
{
"p": 0.0862608253955841,
"m": 1.0
},
{
"p": 0.07886243611574173,
"m": 1.0
},
{
"p": 0.0554819256067276,
"m": 0.8629446029663086
},
{
"p": 0.08001773804426193,
"m": 1.0
},
{
"p": 0.07678940147161484,
"m": 0.5
},
{
"p": 0.04622931778430939,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.6133675575256348,
"val_loss": 0.9304110407829285,
"acc": 72.31,
"time": 316.22708663999947,
"param": [
{
"p": 0.09057529270648956,
"m": 0.5
},
{
"p": 0.0046713342890143394,
"m": 0.5
},
{
"p": 0.09308314323425293,
"m": 0.5
},
{
"p": 0.06082978472113609,
"m": 0.8380331993103027
},
{
"p": 0.09406228363513947,
"m": 0.539924144744873
},
{
"p": 0.05439689755439758,
"m": 0.4660610556602478
},
{
"p": 0.08717217296361923,
"m": 0.792944073677063
},
{
"p": 0.0767902359366417,
"m": 0.9213557243347168
},
{
"p": 0.09628842025995255,
"m": 0.9996405839920044
},
{
"p": 0.09065932780504227,
"m": 1.0
},
{
"p": 0.05280127003788948,
"m": 0.9053404927253723
},
{
"p": 0.06190060079097748,
"m": 1.0
},
{
"p": 0.08922053873538971,
"m": 0.5
},
{
"p": 0.047548770904541016,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.7060420513153076,
"val_loss": 0.9967865347862244,
"acc": 70.56,
"time": 333.94166926899925,
"param": [
{
"p": 0.10759672522544861,
"m": 0.5
},
{
"p": 0.047974761575460434,
"m": 0.5
},
{
"p": 0.07298947870731354,
"m": 0.5
},
{
"p": 0.07155770063400269,
"m": 0.8735963106155396
},
{
"p": 0.061217471957206726,
"m": 0.533677875995636
},
{
"p": 0.05956627428531647,
"m": 0.4122971296310425
},
{
"p": 0.07869146019220352,
"m": 0.9602587223052979
},
{
"p": 0.06747088581323624,
"m": 0.8676543831825256
},
{
"p": 0.09270024299621582,
"m": 0.9285818934440613
},
{
"p": 0.07915560156106949,
"m": 0.99041348695755
},
{
"p": 0.08265680819749832,
"m": 0.842438817024231
},
{
"p": 0.07621210813522339,
"m": 0.9940889477729797
},
{
"p": 0.06131025776267052,
"m": 0.5
},
{
"p": 0.040900249034166336,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.7291542291641235,
"val_loss": 0.7943881750106812,
"acc": 71.24,
"time": 332.78682950899383,
"param": [
{
"p": 0.08175435662269592,
"m": 0.5
},
{
"p": 0.040683019906282425,
"m": 0.5
},
{
"p": 0.0937025174498558,
"m": 0.5
},
{
"p": 0.07529691606760025,
"m": 0.876128613948822
},
{
"p": 0.0647464394569397,
"m": 0.45474857091903687
},
{
"p": 0.04269964247941971,
"m": 0.5433902144432068
},
{
"p": 0.05926928296685219,
"m": 0.9938689470291138
},
{
"p": 0.07227615267038345,
"m": 0.8011009097099304
},
{
"p": 0.08059946447610855,
"m": 0.8838167786598206
},
{
"p": 0.08276178687810898,
"m": 1.0
},
{
"p": 0.09210068732500076,
"m": 0.9050437211990356
},
{
"p": 0.08245761692523956,
"m": 1.0
},
{
"p": 0.09663375467061996,
"m": 0.5
},
{
"p": 0.03501834720373154,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.3515585660934448,
"val_loss": 0.8427703976631165,
"acc": 70.44,
"time": 330.32219247800094,
"param": [
{
"p": 0.08760420978069305,
"m": 0.5
},
{
"p": 0.053517650812864304,
"m": 0.5
},
{
"p": 0.08156444132328033,
"m": 0.5
},
{
"p": 0.08375328034162521,
"m": 0.9628227949142456
},
{
"p": 0.08251259475946426,
"m": 0.466563880443573
},
{
"p": 0.03572554886341095,
"m": 0.5079089999198914
},
{
"p": 0.07393717765808105,
"m": 0.9781823754310608
},
{
"p": 0.07807091623544693,
"m": 0.879950225353241
},
{
"p": 0.07020699232816696,
"m": 0.9731998443603516
},
{
"p": 0.07318681478500366,
"m": 1.0
},
{
"p": 0.06913647055625916,
"m": 0.8667330145835876
},
{
"p": 0.09166060388088226,
"m": 1.0
},
{
"p": 0.08322159200906754,
"m": 0.5
},
{
"p": 0.03590176999568939,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.7251843214035034,
"val_loss": 0.8146272301673889,
"acc": 71.89,
"time": 332.436198868003,
"param": [
{
"p": 0.1041911318898201,
"m": 0.5
},
{
"p": 0.04161794111132622,
"m": 0.5
},
{
"p": 0.08666832745075226,
"m": 0.5
},
{
"p": 0.06872640550136566,
"m": 0.9950855374336243
},
{
"p": 0.06241817772388458,
"m": 0.39493098855018616
},
{
"p": 0.05017774552106857,
"m": 0.5632663369178772
},
{
"p": 0.07344648987054825,
"m": 1.0
},
{
"p": 0.06446486711502075,
"m": 0.9689863920211792
},
{
"p": 0.07085574418306351,
"m": 0.9991928935050964
},
{
"p": 0.08515966683626175,
"m": 0.998015820980072
},
{
"p": 0.07399895787239075,
"m": 0.9606140851974487
},
{
"p": 0.0726778507232666,
"m": 1.0
},
{
"p": 0.0874924510717392,
"m": 0.5
},
{
"p": 0.05810427665710449,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.9532675743103027,
"val_loss": 0.8422707915306091,
"acc": 72.29,
"time": 339.93320094799856,
"param": [
{
"p": 0.10368163883686066,
"m": 0.5
},
{
"p": 0.008761811070144176,
"m": 0.5
},
{
"p": 0.08161097019910812,
"m": 0.5
},
{
"p": 0.06163064390420914,
"m": 0.9047605991363525
},
{
"p": 0.03766255080699921,
"m": 0.3188495337963104
},
{
"p": 0.06375255435705185,
"m": 0.5816826820373535
},
{
"p": 0.09404028207063675,
"m": 0.9855638742446899
},
{
"p": 0.08045686036348343,
"m": 0.9588510394096375
},
{
"p": 0.054234493523836136,
"m": 0.9377630352973938
},
{
"p": 0.07797769457101822,
"m": 1.0
},
{
"p": 0.07286114245653152,
"m": 1.0
},
{
"p": 0.09925143420696259,
"m": 1.0
},
{
"p": 0.1177033931016922,
"m": 0.5
},
{
"p": 0.04637461155653,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.1483525037765503,
"val_loss": 0.8537196516990662,
"acc": 72.18,
"time": 325.61094258999947,
"param": [
{
"p": 0.08635241538286209,
"m": 0.5
},
{
"p": 0.03623244911432266,
"m": 0.5
},
{
"p": 0.07241487503051758,
"m": 0.5
},
{
"p": 0.0775773823261261,
"m": 0.9766826629638672
},
{
"p": 0.05985488370060921,
"m": 0.2775605618953705
},
{
"p": 0.05683767423033714,
"m": 0.5421030521392822
},
{
"p": 0.08060747385025024,
"m": 0.9238228797912598
},
{
"p": 0.07058093696832657,
"m": 0.8602815270423889
},
{
"p": 0.09156996756792068,
"m": 0.8429410457611084
},
{
"p": 0.0890786424279213,
"m": 0.9977253079414368
},
{
"p": 0.07343827933073044,
"m": 0.9386237859725952
},
{
"p": 0.09646956622600555,
"m": 1.0
},
{
"p": 0.10138244181871414,
"m": 0.5
},
{
"p": 0.007603010628372431,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 1.242011547088623,
"val_loss": 0.9256903529167175,
"acc": 72.41,
"time": 323.9851822739947,
"param": [
{
"p": 0.07256963104009628,
"m": 0.5
},
{
"p": 0.006415800657123327,
"m": 0.5
},
{
"p": 0.07886946946382523,
"m": 0.5
},
{
"p": 0.08642604202032089,
"m": 0.9712902903556824
},
{
"p": 0.08056101202964783,
"m": 0.20584864914417267
},
{
"p": 0.06959212571382523,
"m": 0.6070945262908936
},
{
"p": 0.07042831927537918,
"m": 0.934150755405426
},
{
"p": 0.05505476891994476,
"m": 0.7732416987419128
},
{
"p": 0.07025763392448425,
"m": 0.868498682975769
},
{
"p": 0.10009021311998367,
"m": 0.9466208815574646
},
{
"p": 0.08080573379993439,
"m": 0.8925777077674866
},
{
"p": 0.10619453340768814,
"m": 1.0
},
{
"p": 0.10530634969472885,
"m": 0.5
},
{
"p": 0.01742839440703392,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.5298925638198853,
"val_loss": 0.8149963021278381,
"acc": 72.2,
"time": 331.3375642129977,
"param": [
{
"p": 0.07101684808731079,
"m": 0.5
},
{
"p": 0.027428291738033295,
"m": 0.5
},
{
"p": 0.09546907991170883,
"m": 0.5
},
{
"p": 0.08488233387470245,
"m": 0.9021304845809937
},
{
"p": 0.07420997321605682,
"m": 0.3363538086414337
},
{
"p": 0.06000293418765068,
"m": 0.6417856216430664
},
{
"p": 0.09004712104797363,
"m": 0.9755527973175049
},
{
"p": 0.07857941836118698,
"m": 0.7844498157501221
},
{
"p": 0.08762143552303314,
"m": 0.9191887378692627
},
{
"p": 0.06544005870819092,
"m": 0.9371002316474915
},
{
"p": 0.07554341852664948,
"m": 0.9468421936035156
},
{
"p": 0.06740802526473999,
"m": 1.0
},
{
"p": 0.0987621620297432,
"m": 0.5
},
{
"p": 0.02358885668218136,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.7030876874923706,
"val_loss": 0.7652365565299988,
"acc": 72.47,
"time": 333.90217865600425,
"param": [
{
"p": 0.10418449342250824,
"m": 0.5
},
{
"p": 0.03560754284262657,
"m": 0.5
},
{
"p": 0.07675294578075409,
"m": 0.5
},
{
"p": 0.08707968145608902,
"m": 0.9969678521156311
},
{
"p": 0.06785145401954651,
"m": 0.3747164309024811
},
{
"p": 0.05160750821232796,
"m": 0.6915567517280579
},
{
"p": 0.05509228631854057,
"m": 0.9276456832885742
},
{
"p": 0.08461548388004303,
"m": 0.8472714424133301
},
{
"p": 0.07524243742227554,
"m": 0.999938428401947
},
{
"p": 0.07001249492168427,
"m": 0.9871494174003601
},
{
"p": 0.0730450376868248,
"m": 0.938513457775116
},
{
"p": 0.08718397468328476,
"m": 1.0
},
{
"p": 0.07938424497842789,
"m": 0.5
},
{
"p": 0.05234037712216377,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.6975146532058716,
"val_loss": 0.8248937129974365,
"acc": 72.31,
"time": 345.5181215940029,
"param": [
{
"p": 0.09750061482191086,
"m": 0.5
},
{
"p": 0.05180218443274498,
"m": 0.5
},
{
"p": 0.074728824198246,
"m": 0.5
},
{
"p": 0.06555544584989548,
"m": 0.9421715140342712
},
{
"p": 0.06685789674520493,
"m": 0.44666746258735657
},
{
"p": 0.05392180010676384,
"m": 0.6319419741630554
},
{
"p": 0.0957334116101265,
"m": 0.9185118675231934
},
{
"p": 0.059514403343200684,
"m": 0.977877140045166
},
{
"p": 0.080318383872509,
"m": 0.9681950807571411
},
{
"p": 0.0631607249379158,
"m": 1.0
},
{
"p": 0.08222310990095139,
"m": 0.9076063632965088
},
{
"p": 0.08638546615839005,
"m": 1.0
},
{
"p": 0.08357489854097366,
"m": 0.5
},
{
"p": 0.03872287645936012,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.5318679809570312,
"val_loss": 0.8753449320793152,
"acc": 72.07,
"time": 327.70450331600296,
"param": [
{
"p": 0.09726843982934952,
"m": 0.5
},
{
"p": 0.05267969146370888,
"m": 0.5
},
{
"p": 0.078689344227314,
"m": 0.5
},
{
"p": 0.08234675228595734,
"m": 0.998677670955658
},
{
"p": 0.0560036338865757,
"m": 0.4497774839401245
},
{
"p": 0.061269719153642654,
"m": 0.679253339767456
},
{
"p": 0.0660422146320343,
"m": 0.792636513710022
},
{
"p": 0.03829255327582359,
"m": 0.9591790437698364
},
{
"p": 0.04637889564037323,
"m": 0.8779811263084412
},
{
"p": 0.09281092882156372,
"m": 1.0
},
{
"p": 0.08039267361164093,
"m": 0.8672927021980286
},
{
"p": 0.09972572326660156,
"m": 1.0
},
{
"p": 0.11665341258049011,
"m": 0.5
},
{
"p": 0.03144599497318268,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.6028811931610107,
"val_loss": 0.8399750590324402,
"acc": 72.0,
"time": 327.61875197199697,
"param": [
{
"p": 0.11065898835659027,
"m": 0.5
},
{
"p": 0.0006901875603944063,
"m": 0.5
},
{
"p": 0.09175843745470047,
"m": 0.5
},
{
"p": 0.09440000355243683,
"m": 0.9934871792793274
},
{
"p": 0.05327878147363663,
"m": 0.5310187339782715
},
{
"p": 0.05098620057106018,
"m": 0.6449504494667053
},
{
"p": 0.08343227952718735,
"m": 0.8898836970329285
},
{
"p": 0.07532542198896408,
"m": 1.0
},
{
"p": 0.07130768150091171,
"m": 0.9292065501213074
},
{
"p": 0.07202675938606262,
"m": 1.0
},
{
"p": 0.07903116196393967,
"m": 0.922950267791748
},
{
"p": 0.09453942626714706,
"m": 1.0
},
{
"p": 0.09686952084302902,
"m": 0.5
},
{
"p": 0.025695135816931725,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.3819502592086792,
"val_loss": 0.7561532855033875,
"acc": 72.32,
"time": 334.0234910030049,
"param": [
{
"p": 0.11317041516304016,
"m": 0.5
},
{
"p": 0.02917788363993168,
"m": 0.5
},
{
"p": 0.06476336717605591,
"m": 0.5
},
{
"p": 0.08990679681301117,
"m": 0.9943072199821472
},
{
"p": 0.04761232063174248,
"m": 0.5942345857620239
},
{
"p": 0.07933949679136276,
"m": 0.5164960026741028
},
{
"p": 0.09477341920137405,
"m": 0.9766951203346252
},
{
"p": 0.07257093489170074,
"m": 0.8987253904342651
},
{
"p": 0.07933912426233292,
"m": 0.8496628999710083
},
{
"p": 0.08781813085079193,
"m": 0.9864237308502197
},
{
"p": 0.07636114209890366,
"m": 0.9244142770767212
},
{
"p": 0.08198683708906174,
"m": 1.0
},
{
"p": 0.06967437267303467,
"m": 0.5
},
{
"p": 0.013505727052688599,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.4260398149490356,
"val_loss": 0.7632331848144531,
"acc": 72.53,
"time": 327.1476653810023,
"param": [
{
"p": 0.0848526731133461,
"m": 0.5
},
{
"p": 0.0286483746021986,
"m": 0.5
},
{
"p": 0.09552697837352753,
"m": 0.5
},
{
"p": 0.07585907727479935,
"m": 0.9866605401039124
},
{
"p": 0.07498686015605927,
"m": 0.5810405611991882
},
{
"p": 0.053111445158720016,
"m": 0.5525006055831909
},
{
"p": 0.08555836230516434,
"m": 0.9675509929656982
},
{
"p": 0.07712027430534363,
"m": 0.8275577425956726
},
{
"p": 0.09624673426151276,
"m": 0.806769847869873
},
{
"p": 0.07451443374156952,
"m": 1.0
},
{
"p": 0.08748464286327362,
"m": 0.9853013157844543
},
{
"p": 0.06570416688919067,
"m": 1.0
},
{
"p": 0.09968537837266922,
"m": 0.5
},
{
"p": 0.0007006441592238843,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.486910343170166,
"val_loss": 0.8634392023086548,
"acc": 72.85,
"time": 350.55247545999737,
"param": [
{
"p": 0.07020100206136703,
"m": 0.5
},
{
"p": 0.03243261203169823,
"m": 0.5
},
{
"p": 0.0603521466255188,
"m": 0.5
},
{
"p": 0.06926450878381729,
"m": 0.9477304816246033
},
{
"p": 0.06949621438980103,
"m": 0.6645848155021667
},
{
"p": 0.04090207442641258,
"m": 0.6050593852996826
},
{
"p": 0.08720292896032333,
"m": 0.9525511860847473
},
{
"p": 0.08764353394508362,
"m": 0.8528100848197937
},
{
"p": 0.06412666290998459,
"m": 0.903201699256897
},
{
"p": 0.10462190210819244,
"m": 1.0
},
{
"p": 0.09844085574150085,
"m": 1.0
},
{
"p": 0.07972145825624466,
"m": 0.9777041673660278
},
{
"p": 0.10174786299467087,
"m": 0.5
},
{
"p": 0.03384621441364288,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.2674989700317383,
"val_loss": 0.7428987622261047,
"acc": 72.51,
"time": 344.5253263640043,
"param": [
{
"p": 0.08364097774028778,
"m": 0.5
},
{
"p": 0.0327376127243042,
"m": 0.5
},
{
"p": 0.0755716934800148,
"m": 0.5
},
{
"p": 0.05281073600053787,
"m": 0.8816995024681091
},
{
"p": 0.04640961065888405,
"m": 0.6303658485412598
},
{
"p": 0.04834996908903122,
"m": 0.606119692325592
},
{
"p": 0.1005525216460228,
"m": 1.0
},
{
"p": 0.08901992440223694,
"m": 0.9616838097572327
},
{
"p": 0.07924098521471024,
"m": 0.9567163586616516
},
{
"p": 0.06508100777864456,
"m": 0.9960913062095642
},
{
"p": 0.0979316383600235,
"m": 0.9104837775230408
},
{
"p": 0.10324040800333023,
"m": 1.0
},
{
"p": 0.08340498059988022,
"m": 0.5
},
{
"p": 0.0420079380273819,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.6428556442260742,
"val_loss": 0.8267337679862976,
"acc": 72.06,
"time": 311.9151339270029,
"param": [
{
"p": 0.09386865794658661,
"m": 0.5
},
{
"p": 0.017792101949453354,
"m": 0.5
},
{
"p": 0.0932222530245781,
"m": 0.5
},
{
"p": 0.04752587899565697,
"m": 0.8127167820930481
},
{
"p": 0.05643324926495552,
"m": 0.628808319568634
},
{
"p": 0.06492044031620026,
"m": 0.6854922771453857
},
{
"p": 0.08399072289466858,
"m": 1.0
},
{
"p": 0.09550048410892487,
"m": 0.9209154844284058
},
{
"p": 0.09330008924007416,
"m": 0.8810784220695496
},
{
"p": 0.0690811425447464,
"m": 0.9541211128234863
},
{
"p": 0.0818571150302887,
"m": 0.8308746814727783
},
{
"p": 0.08589915931224823,
"m": 1.0
},
{
"p": 0.08743016421794891,
"m": 0.5
},
{
"p": 0.029178548604249954,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.501758337020874,
"val_loss": 0.6873024702072144,
"acc": 71.86,
"time": 329.08891234199837,
"param": [
{
"p": 0.08201353251934052,
"m": 0.5
},
{
"p": 0.019155101850628853,
"m": 0.5
},
{
"p": 0.10046243667602539,
"m": 0.5
},
{
"p": 0.04741102084517479,
"m": 0.8500008583068848
},
{
"p": 0.04360742121934891,
"m": 0.6130731701850891
},
{
"p": 0.06303466111421585,
"m": 0.7019244432449341
},
{
"p": 0.08255068957805634,
"m": 1.0
},
{
"p": 0.0754842683672905,
"m": 0.8789585828781128
},
{
"p": 0.0999087542295456,
"m": 0.8040366172790527
},
{
"p": 0.0921851322054863,
"m": 0.9888860583305359
},
{
"p": 0.08147987723350525,
"m": 0.8316401243209839
},
{
"p": 0.07997985929250717,
"m": 0.9999460577964783
},
{
"p": 0.09755553305149078,
"m": 0.5
},
{
"p": 0.03517163172364235,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.2511261701583862,
"val_loss": 0.7023325562477112,
"acc": 72.77,
"time": 345.81618176399934,
"param": [
{
"p": 0.05005596950650215,
"m": 0.5
},
{
"p": 0.006985870655626059,
"m": 0.5
},
{
"p": 0.09339628368616104,
"m": 0.5
},
{
"p": 0.08554655313491821,
"m": 0.8717733025550842
},
{
"p": 0.037129972130060196,
"m": 0.5868793725967407
},
{
"p": 0.020036038011312485,
"m": 0.6764278411865234
},
{
"p": 0.08985242247581482,
"m": 0.939476728439331
},
{
"p": 0.1045975610613823,
"m": 0.8759528994560242
},
{
"p": 0.07768911868333817,
"m": 0.7350395321846008
},
{
"p": 0.0611395463347435,
"m": 1.0
},
{
"p": 0.10506093502044678,
"m": 0.9192134141921997
},
{
"p": 0.10564675182104111,
"m": 1.0
},
{
"p": 0.11306171119213104,
"m": 0.5
},
{
"p": 0.04980117455124855,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.2202616930007935,
"val_loss": 0.8451406359672546,
"acc": 71.75,
"time": 335.1499345420016,
"param": [
{
"p": 0.0691884234547615,
"m": 0.5
},
{
"p": 0.032952021807432175,
"m": 0.5
},
{
"p": 0.08101416379213333,
"m": 0.5
},
{
"p": 0.07268766313791275,
"m": 0.6985172629356384
},
{
"p": 0.05984722450375557,
"m": 0.44105657935142517
},
{
"p": 0.05343489348888397,
"m": 0.7800539135932922
},
{
"p": 0.08964420855045319,
"m": 0.973878026008606
},
{
"p": 0.08486820012331009,
"m": 0.9660711288452148
},
{
"p": 0.0761139914393425,
"m": 0.8154156804084778
},
{
"p": 0.08044099807739258,
"m": 0.9878526926040649
},
{
"p": 0.07844389230012894,
"m": 0.9984087944030762
},
{
"p": 0.08598987013101578,
"m": 1.0
},
{
"p": 0.0928567573428154,
"m": 0.5
},
{
"p": 0.04251764714717865,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.3673765659332275,
"val_loss": 0.896230161190033,
"acc": 71.69,
"time": 346.57003255600284,
"param": [
{
"p": 0.08615019917488098,
"m": 0.5
},
{
"p": 0.038640666753053665,
"m": 0.5
},
{
"p": 0.08081217855215073,
"m": 0.5
},
{
"p": 0.06307335197925568,
"m": 0.723784327507019
},
{
"p": 0.0784880518913269,
"m": 0.4441812038421631
},
{
"p": 0.059119731187820435,
"m": 0.6859426498413086
},
{
"p": 0.06282255053520203,
"m": 0.9088900089263916
},
{
"p": 0.08148875087499619,
"m": 0.9025508165359497
},
{
"p": 0.07945159822702408,
"m": 0.6967893242835999
},
{
"p": 0.10762034356594086,
"m": 0.984344482421875
},
{
"p": 0.08061651140451431,
"m": 1.0
},
{
"p": 0.0924205556511879,
"m": 1.0
},
{
"p": 0.08481032401323318,
"m": 0.5
},
{
"p": 0.0044853282161056995,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.6506431102752686,
"val_loss": 0.8310847282409668,
"acc": 72.27,
"time": 321.77092507199995,
"param": [
{
"p": 0.10139990597963333,
"m": 0.5
},
{
"p": 0.03331463038921356,
"m": 0.5
},
{
"p": 0.08707056194543839,
"m": 0.5
},
{
"p": 0.07795696705579758,
"m": 0.8819776773452759
},
{
"p": 0.046442944556474686,
"m": 0.4925190508365631
},
{
"p": 0.05669219791889191,
"m": 0.7440677881240845
},
{
"p": 0.08985444158315659,
"m": 0.9394688606262207
},
{
"p": 0.08591113984584808,
"m": 0.9764519333839417
},
{
"p": 0.06609704345464706,
"m": 0.8266175389289856
},
{
"p": 0.055426593869924545,
"m": 0.9898528456687927
},
{
"p": 0.07541593909263611,
"m": 1.0
},
{
"p": 0.08323285728693008,
"m": 1.0
},
{
"p": 0.103907510638237,
"m": 0.5
},
{
"p": 0.0372772254049778,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.544175386428833,
"val_loss": 0.8500882983207703,
"acc": 71.68,
"time": 322.7234544489984,
"param": [
{
"p": 0.10307756066322327,
"m": 0.5
},
{
"p": 0.04615948721766472,
"m": 0.5
},
{
"p": 0.07610537111759186,
"m": 0.5
},
{
"p": 0.07106833159923553,
"m": 0.8620070815086365
},
{
"p": 0.061207499355077744,
"m": 0.49389174580574036
},
{
"p": 0.04465055093169212,
"m": 0.7227598428726196
},
{
"p": 0.09686530381441116,
"m": 0.917791485786438
},
{
"p": 0.03350720554590225,
"m": 0.9674273729324341
},
{
"p": 0.08502839505672455,
"m": 0.7930758595466614
},
{
"p": 0.052685175091028214,
"m": 1.0
},
{
"p": 0.08135991543531418,
"m": 0.8309190273284912
},
{
"p": 0.10804649442434311,
"m": 1.0
},
{
"p": 0.11295640468597412,
"m": 0.5
},
{
"p": 0.027282223105430603,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.1999667882919312,
"val_loss": 0.963426947593689,
"acc": 72.23,
"time": 330.88487354300014,
"param": [
{
"p": 0.08350072801113129,
"m": 0.5
},
{
"p": 0.03442247211933136,
"m": 0.5
},
{
"p": 0.07711812108755112,
"m": 0.5
},
{
"p": 0.06869399547576904,
"m": 0.8532062768936157
},
{
"p": 0.0733412355184555,
"m": 0.4245952069759369
},
{
"p": 0.0608675554394722,
"m": 0.7584011554718018
},
{
"p": 0.07104801386594772,
"m": 0.8459360599517822
},
{
"p": 0.060211602598428726,
"m": 0.9087848663330078
},
{
"p": 0.07753589749336243,
"m": 0.781928539276123
},
{
"p": 0.07492290437221527,
"m": 0.98579341173172
},
{
"p": 0.0951254814863205,
"m": 0.8626002669334412
},
{
"p": 0.08963168412446976,
"m": 1.0
},
{
"p": 0.07457451522350311,
"m": 0.5
},
{
"p": 0.0590057410299778,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.435483455657959,
"val_loss": 0.727256715297699,
"acc": 73.0,
"time": 321.1714114839997,
"param": [
{
"p": 0.07707900553941727,
"m": 0.5
},
{
"p": 0.06622873991727829,
"m": 0.5
},
{
"p": 0.08811269700527191,
"m": 0.5
},
{
"p": 0.06104437634348869,
"m": 0.736611008644104
},
{
"p": 0.062305331230163574,
"m": 0.23334693908691406
},
{
"p": 0.03848844766616821,
"m": 0.8408610820770264
},
{
"p": 0.08583685010671616,
"m": 0.7998902201652527
},
{
"p": 0.07890525460243225,
"m": 0.814163327217102
},
{
"p": 0.06115254387259483,
"m": 0.9441589117050171
},
{
"p": 0.06935624778270721,
"m": 0.9904176592826843
},
{
"p": 0.0833962932229042,
"m": 0.8373464345932007
},
{
"p": 0.08691617101430893,
"m": 1.0
},
{
"p": 0.07646287977695465,
"m": 0.5
},
{
"p": 0.064715176820755,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.4147305488586426,
"val_loss": 0.8283934593200684,
"acc": 72.83,
"time": 313.00915279000037,
"param": [
{
"p": 0.08550138026475906,
"m": 0.5
},
{
"p": 0.0486767552793026,
"m": 0.5
},
{
"p": 0.07715051621198654,
"m": 0.5
},
{
"p": 0.06090305745601654,
"m": 0.7431156635284424
},
{
"p": 0.07472428679466248,
"m": 0.2816251218318939
},
{
"p": 0.04968956857919693,
"m": 0.7642284631729126
},
{
"p": 0.09667874872684479,
"m": 0.859718918800354
},
{
"p": 0.0947013571858406,
"m": 0.7226805090904236
},
{
"p": 0.07583492249250412,
"m": 0.7901113033294678
},
{
"p": 0.06681720167398453,
"m": 1.0
},
{
"p": 0.07781253755092621,
"m": 0.7545077204704285
},
{
"p": 0.08529762923717499,
"m": 1.0
},
{
"p": 0.058946892619132996,
"m": 0.5
},
{
"p": 0.04726526141166687,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.4941487312316895,
"val_loss": 0.6143668293952942,
"acc": 71.99,
"time": 335.4964904880035,
"param": [
{
"p": 0.07181882858276367,
"m": 0.5
},
{
"p": 0.05131101235747337,
"m": 0.5
},
{
"p": 0.07341097295284271,
"m": 0.5
},
{
"p": 0.06613177061080933,
"m": 0.8089476227760315
},
{
"p": 0.04908580705523491,
"m": 0.33921006321907043
},
{
"p": 0.06002553179860115,
"m": 0.7802037000656128
},
{
"p": 0.0812465250492096,
"m": 0.8957780599594116
},
{
"p": 0.08721894770860672,
"m": 0.8294422626495361
},
{
"p": 0.08481290191411972,
"m": 0.8204471468925476
},
{
"p": 0.07466700673103333,
"m": 0.968078076839447
},
{
"p": 0.07861793041229248,
"m": 0.7155995965003967
},
{
"p": 0.08471705764532089,
"m": 0.9927703738212585
},
{
"p": 0.08970165997743607,
"m": 0.5
},
{
"p": 0.04723401367664337,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.22830069065094,
"val_loss": 0.8248381614685059,
"acc": 72.93,
"time": 337.9032092139969,
"param": [
{
"p": 0.09323149919509888,
"m": 0.5
},
{
"p": 0.0006927232607267797,
"m": 0.5
},
{
"p": 0.09891865402460098,
"m": 0.5
},
{
"p": 0.0791398212313652,
"m": 0.8280259966850281
},
{
"p": 0.06614340841770172,
"m": 0.31610506772994995
},
{
"p": 0.054944608360528946,
"m": 0.8160971403121948
},
{
"p": 0.09318846464157104,
"m": 0.8589792847633362
},
{
"p": 0.052596867084503174,
"m": 0.8134453892707825
},
{
"p": 0.06228023022413254,
"m": 0.867619514465332
},
{
"p": 0.10342542827129364,
"m": 1.0
},
{
"p": 0.07919196039438248,
"m": 0.7813165187835693
},
{
"p": 0.08589574694633484,
"m": 1.0
},
{
"p": 0.10702048987150192,
"m": 0.5
},
{
"p": 0.023330235853791237,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.0938148498535156,
"val_loss": 0.642600417137146,
"acc": 72.82,
"time": 340.6190254789981,
"param": [
{
"p": 0.084928497672081,
"m": 0.5
},
{
"p": 0.009699614718556404,
"m": 0.5
},
{
"p": 0.08185174316167831,
"m": 0.5
},
{
"p": 0.02737058512866497,
"m": 0.8690077662467957
},
{
"p": 0.0749894455075264,
"m": 0.25863754749298096
},
{
"p": 0.034048330038785934,
"m": 0.6609195470809937
},
{
"p": 0.08980479836463928,
"m": 0.9728740453720093
},
{
"p": 0.11078734695911407,
"m": 0.8700867891311646
},
{
"p": 0.09238159656524658,
"m": 0.9247956275939941
},
{
"p": 0.08012181520462036,
"m": 0.9682921171188354
},
{
"p": 0.09907887130975723,
"m": 0.8734211325645447
},
{
"p": 0.08390259742736816,
"m": 1.0
},
{
"p": 0.09329313039779663,
"m": 0.5
},
{
"p": 0.03774155676364899,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.5391212701797485,
"val_loss": 0.8451927900314331,
"acc": 70.36,
"time": 328.95612506999896,
"param": [
{
"p": 0.08785156160593033,
"m": 0.5
},
{
"p": 0.04479856416583061,
"m": 0.5
},
{
"p": 0.0804552435874939,
"m": 0.5
},
{
"p": 0.09082307666540146,
"m": 0.7976104021072388
},
{
"p": 0.047326140105724335,
"m": 0.2548755407333374
},
{
"p": 0.06197042390704155,
"m": 0.6211977005004883
},
{
"p": 0.06471271067857742,
"m": 0.8277382254600525
},
{
"p": 0.06694304198026657,
"m": 0.9751147627830505
},
{
"p": 0.07296058535575867,
"m": 0.8940325975418091
},
{
"p": 0.08720770478248596,
"m": 0.9882012009620667
},
{
"p": 0.06344754248857498,
"m": 0.8123094439506531
},
{
"p": 0.07424239069223404,
"m": 1.0
},
{
"p": 0.09517394006252289,
"m": 0.5
},
{
"p": 0.06208711862564087,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.0533909797668457,
"val_loss": 0.7760220170021057,
"acc": 71.9,
"time": 311.7712083480001,
"param": [
{
"p": 0.11650937795639038,
"m": 0.5
},
{
"p": 0.0006936819991096854,
"m": 0.5
},
{
"p": 0.09570681303739548,
"m": 0.5
},
{
"p": 0.04252558946609497,
"m": 0.8610367774963379
},
{
"p": 0.08812183886766434,
"m": 0.10000000149011612
},
{
"p": 0.09101227670907974,
"m": 0.43740394711494446
},
{
"p": 0.09337053447961807,
"m": 0.9749801754951477
},
{
"p": 0.06719721853733063,
"m": 0.9382771849632263
},
{
"p": 0.08562976121902466,
"m": 0.8383434414863586
},
{
"p": 0.06187702342867851,
"m": 0.862932026386261
},
{
"p": 0.10822484642267227,
"m": 0.7328631281852722
},
{
"p": 0.034333135932683945,
"m": 1.0
},
{
"p": 0.08935707807540894,
"m": 0.5
},
{
"p": 0.025440847501158714,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.1691898107528687,
"val_loss": 0.8630436062812805,
"acc": 72.86,
"time": 321.011521086999,
"param": [
{
"p": 0.08294754475355148,
"m": 0.5
},
{
"p": 0.018728049471974373,
"m": 0.5
},
{
"p": 0.049466654658317566,
"m": 0.5
},
{
"p": 0.08088764548301697,
"m": 0.9664673805236816
},
{
"p": 0.060144342482089996,
"m": 0.1623372733592987
},
{
"p": 0.08663129806518555,
"m": 0.4528523087501526
},
{
"p": 0.06538911908864975,
"m": 0.9987422227859497
},
{
"p": 0.07266324013471603,
"m": 0.7922983169555664
},
{
"p": 0.07588618993759155,
"m": 0.8864730596542358
},
{
"p": 0.08151574432849884,
"m": 1.0
},
{
"p": 0.08952972292900085,
"m": 0.7745590209960938
},
{
"p": 0.10133487731218338,
"m": 1.0
},
{
"p": 0.07399685680866241,
"m": 0.5
},
{
"p": 0.06087877228856087,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.166345477104187,
"val_loss": 0.7549692988395691,
"acc": 72.61,
"time": 327.55334771300113,
"param": [
{
"p": 0.08570338785648346,
"m": 0.5
},
{
"p": 0.03360854089260101,
"m": 0.5
},
{
"p": 0.09001859277486801,
"m": 0.5
},
{
"p": 0.06214020401239395,
"m": 0.9523171186447144
},
{
"p": 0.0844096839427948,
"m": 0.2519189119338989
},
{
"p": 0.059234313666820526,
"m": 0.5656992197036743
},
{
"p": 0.07544165849685669,
"m": 0.9976311922073364
},
{
"p": 0.06029024347662926,
"m": 0.994688868522644
},
{
"p": 0.08381526172161102,
"m": 0.8917394876480103
},
{
"p": 0.07822305709123611,
"m": 0.9627985954284668
},
{
"p": 0.06676779687404633,
"m": 0.8785558938980103
},
{
"p": 0.09070838242769241,
"m": 0.9831385612487793
},
{
"p": 0.09094935655593872,
"m": 0.5
},
{
"p": 0.038689516484737396,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.2789700031280518,
"val_loss": 0.843255341053009,
"acc": 72.67,
"time": 337.4937100629977,
"param": [
{
"p": 0.06629029661417007,
"m": 0.5
},
{
"p": 0.03760763630270958,
"m": 0.5
},
{
"p": 0.06650153547525406,
"m": 0.5
},
{
"p": 0.06991308182477951,
"m": 0.8378458023071289
},
{
"p": 0.08109680563211441,
"m": 0.2006288468837738
},
{
"p": 0.05805468186736107,
"m": 0.6464953422546387
},
{
"p": 0.09712578356266022,
"m": 1.0
},
{
"p": 0.09386784583330154,
"m": 0.9848150014877319
},
{
"p": 0.06918016821146011,
"m": 0.8390753865242004
},
{
"p": 0.07339349389076233,
"m": 0.8314214944839478
},
{
"p": 0.06823334842920303,
"m": 0.8506286144256592
},
{
"p": 0.08667787909507751,
"m": 1.0
},
{
"p": 0.07053098827600479,
"m": 0.5
},
{
"p": 0.061526473611593246,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.3883253335952759,
"val_loss": 0.824224591255188,
"acc": 72.47,
"time": 345.60534113599715,
"param": [
{
"p": 0.11079750955104828,
"m": 0.5
},
{
"p": 0.03486281633377075,
"m": 0.5
},
{
"p": 0.06264771521091461,
"m": 0.5
},
{
"p": 0.05974955856800079,
"m": 0.9280396699905396
},
{
"p": 0.05364376679062843,
"m": 0.2045958787202835
},
{
"p": 0.03524593636393547,
"m": 0.697577178478241
},
{
"p": 0.07399173825979233,
"m": 0.9908300042152405
},
{
"p": 0.06532413512468338,
"m": 0.998794436454773
},
{
"p": 0.07576030492782593,
"m": 0.8468645811080933
},
{
"p": 0.09667755663394928,
"m": 0.7684186697006226
},
{
"p": 0.09784849733114243,
"m": 0.8627657890319824
},
{
"p": 0.08333287388086319,
"m": 1.0
},
{
"p": 0.11576443165540695,
"m": 0.5
},
{
"p": 0.03435313329100609,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 1.2261962890625,
"val_loss": 0.8605744242668152,
"acc": 73.66,
"time": 327.15784740700474,
"param": [
{
"p": 0.09930157661437988,
"m": 0.5
},
{
"p": 0.04860152304172516,
"m": 0.5
},
{
"p": 0.0893193855881691,
"m": 0.5
},
{
"p": 0.05013234168291092,
"m": 0.9949771761894226
},
{
"p": 0.07597760856151581,
"m": 0.2034573256969452
},
{
"p": 0.04416155815124512,
"m": 0.6877172589302063
},
{
"p": 0.07608842104673386,
"m": 0.9899645447731018
},
{
"p": 0.07561776041984558,
"m": 0.9344276785850525
},
{
"p": 0.09391798079013824,
"m": 0.9233478307723999
},
{
"p": 0.08566512167453766,
"m": 0.853498101234436
},
{
"p": 0.08363299071788788,
"m": 0.9206022620201111
},
{
"p": 0.08964025974273682,
"m": 1.0
},
{
"p": 0.07325400412082672,
"m": 0.5
},
{
"p": 0.014689617790281773,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.4016828536987305,
"val_loss": 0.8413866758346558,
"acc": 72.12,
"time": 314.3342484099994,
"param": [
{
"p": 0.09170466661453247,
"m": 0.5
},
{
"p": 0.050195612013339996,
"m": 0.5
},
{
"p": 0.08193047344684601,
"m": 0.5
},
{
"p": 0.062262844294309616,
"m": 0.9454450011253357
},
{
"p": 0.06501244008541107,
"m": 0.2758108973503113
},
{
"p": 0.06027509644627571,
"m": 0.6477348208427429
},
{
"p": 0.06219501048326492,
"m": 0.9546279907226562
},
{
"p": 0.0705006867647171,
"m": 0.8827330470085144
},
{
"p": 0.06870750337839127,
"m": 0.8698058128356934
},
{
"p": 0.0811576098203659,
"m": 1.0
},
{
"p": 0.07230736315250397,
"m": 0.9227087497711182
},
{
"p": 0.08852353692054749,
"m": 1.0
},
{
"p": 0.08737415075302124,
"m": 0.5
},
{
"p": 0.057853009551763535,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.2229976654052734,
"val_loss": 0.7036542296409607,
"acc": 72.59,
"time": 329.63624692099984,
"param": [
{
"p": 0.06903178244829178,
"m": 0.5
},
{
"p": 0.016003811731934547,
"m": 0.5
},
{
"p": 0.09983913600444794,
"m": 0.5
},
{
"p": 0.07305562496185303,
"m": 1.0
},
{
"p": 0.08239557594060898,
"m": 0.301954060792923
},
{
"p": 0.055049020797014236,
"m": 0.6065050959587097
},
{
"p": 0.0748036727309227,
"m": 0.9490022659301758
},
{
"p": 0.09396977722644806,
"m": 0.8537184000015259
},
{
"p": 0.061756134033203125,
"m": 0.9431010484695435
},
{
"p": 0.10141538083553314,
"m": 1.0
},
{
"p": 0.07752135396003723,
"m": 0.9993350505828857
},
{
"p": 0.07869923859834671,
"m": 0.9987369775772095
},
{
"p": 0.07658492773771286,
"m": 0.5
},
{
"p": 0.03987455368041992,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.166550636291504,
"val_loss": 0.8407419919967651,
"acc": 72.77,
"time": 320.0867272220057,
"param": [
{
"p": 0.10373295098543167,
"m": 0.5
},
{
"p": 0.0249316468834877,
"m": 0.5
},
{
"p": 0.06725513190031052,
"m": 0.5
},
{
"p": 0.06358017027378082,
"m": 0.9602272510528564
},
{
"p": 0.06321188062429428,
"m": 0.308393657207489
},
{
"p": 0.027471285313367844,
"m": 0.636649489402771
},
{
"p": 0.08784354478120804,
"m": 0.9752654433250427
},
{
"p": 0.09088820964097977,
"m": 0.8262954354286194
},
{
"p": 0.08510614186525345,
"m": 0.8816622495651245
},
{
"p": 0.09105180203914642,
"m": 1.0
},
{
"p": 0.07331527769565582,
"m": 0.951626181602478
},
{
"p": 0.07645098119974136,
"m": 1.0
},
{
"p": 0.10561835765838623,
"m": 0.5
},
{
"p": 0.039542678743600845,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 1.5794975757598877,
"val_loss": 0.7383944988250732,
"acc": 73.24,
"time": 308.2244251759985,
"param": [
{
"p": 0.09545537084341049,
"m": 0.5
},
{
"p": 0.03652717545628548,
"m": 0.5
},
{
"p": 0.060859642922878265,
"m": 0.5
},
{
"p": 0.06066809967160225,
"m": 0.9834907054901123
},
{
"p": 0.07639527320861816,
"m": 0.15890240669250488
},
{
"p": 0.07016022503376007,
"m": 0.6742193102836609
},
{
"p": 0.09100666642189026,
"m": 0.9638437628746033
},
{
"p": 0.06840724498033524,
"m": 0.9236130714416504
},
{
"p": 0.08051296323537827,
"m": 0.8890958428382874
},
{
"p": 0.08067000657320023,
"m": 1.0
},
{
"p": 0.05372226983308792,
"m": 0.9083558917045593
},
{
"p": 0.08785557746887207,
"m": 1.0
},
{
"p": 0.08416467159986496,
"m": 0.5
},
{
"p": 0.053594790399074554,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.3361672163009644,
"val_loss": 0.9307273030281067,
"acc": 72.1,
"time": 325.1062741650021,
"param": [
{
"p": 0.0930558368563652,
"m": 0.5
},
{
"p": 0.025266427546739578,
"m": 0.5
},
{
"p": 0.10505849123001099,
"m": 0.5
},
{
"p": 0.07752567529678345,
"m": 0.9981759786605835
},
{
"p": 0.09126914292573929,
"m": 0.25505074858665466
},
{
"p": 0.04248582571744919,
"m": 0.7128065824508667
},
{
"p": 0.0846334919333458,
"m": 0.9421237111091614
},
{
"p": 0.04619362950325012,
"m": 0.9769834876060486
},
{
"p": 0.0822141095995903,
"m": 0.9274646639823914
},
{
"p": 0.08102352172136307,
"m": 0.9678728580474854
},
{
"p": 0.06768953800201416,
"m": 0.9628458023071289
},
{
"p": 0.074132539331913,
"m": 0.9986155033111572
},
{
"p": 0.09718858450651169,
"m": 0.5
},
{
"p": 0.0322631374001503,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.3856773376464844,
"val_loss": 0.7880345582962036,
"acc": 72.63,
"time": 318.78804834699986,
"param": [
{
"p": 0.09324823319911957,
"m": 0.5
},
{
"p": 0.0394386351108551,
"m": 0.5
},
{
"p": 0.0816018283367157,
"m": 0.5
},
{
"p": 0.05333353951573372,
"m": 0.8930526375770569
},
{
"p": 0.08723332732915878,
"m": 0.45655301213264465
},
{
"p": 0.03552723675966263,
"m": 0.7299749851226807
},
{
"p": 0.06378918141126633,
"m": 0.9305092096328735
},
{
"p": 0.0586373433470726,
"m": 0.9728125929832458
},
{
"p": 0.08577438443899155,
"m": 1.0
},
{
"p": 0.08129681646823883,
"m": 1.0
},
{
"p": 0.07652880251407623,
"m": 0.9712665677070618
},
{
"p": 0.09977469593286514,
"m": 1.0
},
{
"p": 0.09564757347106934,
"m": 0.5
},
{
"p": 0.048168398439884186,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.3202730417251587,
"val_loss": 0.7378546595573425,
"acc": 73.08,
"time": 302.67340138599684,
"param": [
{
"p": 0.08002721518278122,
"m": 0.5
},
{
"p": 0.04159120097756386,
"m": 0.5
},
{
"p": 0.06540901213884354,
"m": 0.5
},
{
"p": 0.07179301232099533,
"m": 0.9050583243370056
},
{
"p": 0.06567738950252533,
"m": 0.39510223269462585
},
{
"p": 0.06101140007376671,
"m": 0.8014122843742371
},
{
"p": 0.07963753491640091,
"m": 0.940285861492157
},
{
"p": 0.07845252007246017,
"m": 0.9959271550178528
},
{
"p": 0.07246086746454239,
"m": 0.9193359017372131
},
{
"p": 0.06876570731401443,
"m": 0.9613680243492126
},
{
"p": 0.08182286471128464,
"m": 0.8709450364112854
},
{
"p": 0.06883752346038818,
"m": 1.0
},
{
"p": 0.10653850436210632,
"m": 0.5
},
{
"p": 0.057975221425294876,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.5161794424057007,
"val_loss": 0.7337058186531067,
"acc": 72.89,
"time": 340.77573964399926,
"param": [
{
"p": 0.09310775250196457,
"m": 0.5
},
{
"p": 0.03817446157336235,
"m": 0.5
},
{
"p": 0.1013813242316246,
"m": 0.5
},
{
"p": 0.025371812283992767,
"m": 0.7793866991996765
},
{
"p": 0.08027279376983643,
"m": 0.4116364121437073
},
{
"p": 0.058503203094005585,
"m": 0.6832839250564575
},
{
"p": 0.0811089277267456,
"m": 0.8739863038063049
},
{
"p": 0.052596766501665115,
"m": 0.9105424880981445
},
{
"p": 0.08451154083013535,
"m": 0.8370599746704102
},
{
"p": 0.09187982976436615,
"m": 0.9136006832122803
},
{
"p": 0.0732201486825943,
"m": 0.8297361731529236
},
{
"p": 0.08238624781370163,
"m": 1.0
},
{
"p": 0.08060930669307709,
"m": 0.5
},
{
"p": 0.056875813752412796,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.0290167331695557,
"val_loss": 0.8899190425872803,
"acc": 73.34,
"time": 324.06181089099846,
"param": [
{
"p": 0.10842166095972061,
"m": 0.5
},
{
"p": 0.0006800928968004882,
"m": 0.5
},
{
"p": 0.08469447493553162,
"m": 0.5
},
{
"p": 0.07926486432552338,
"m": 0.7024420499801636
},
{
"p": 0.06903276592493057,
"m": 0.2859068512916565
},
{
"p": 0.040169768035411835,
"m": 0.7128899693489075
},
{
"p": 0.08442479372024536,
"m": 0.8454074263572693
},
{
"p": 0.07318950444459915,
"m": 0.974216639995575
},
{
"p": 0.09748412668704987,
"m": 0.736552357673645
},
{
"p": 0.08372229337692261,
"m": 0.9849851131439209
},
{
"p": 0.10395069420337677,
"m": 0.8699381351470947
},
{
"p": 0.05907278507947922,
"m": 0.9912469387054443
},
{
"p": 0.10150531679391861,
"m": 0.5
},
{
"p": 0.014386840164661407,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.200506329536438,
"val_loss": 0.9023952484130859,
"acc": 73.28,
"time": 331.98583861899533,
"param": [
{
"p": 0.06662995368242264,
"m": 0.5
},
{
"p": 0.030756844207644463,
"m": 0.5
},
{
"p": 0.07657308131456375,
"m": 0.5
},
{
"p": 0.09477686882019043,
"m": 0.8137839436531067
},
{
"p": 0.09009131044149399,
"m": 0.2924990653991699
},
{
"p": 0.06938234716653824,
"m": 0.7147974371910095
},
{
"p": 0.07629060000181198,
"m": 0.9108420014381409
},
{
"p": 0.09567198902368546,
"m": 0.8777816295623779
},
{
"p": 0.07687436789274216,
"m": 0.6947653889656067
},
{
"p": 0.08302129060029984,
"m": 1.0
},
{
"p": 0.05559092015028,
"m": 0.9751186370849609
},
{
"p": 0.08979910612106323,
"m": 1.0
},
{
"p": 0.07012119889259338,
"m": 0.5
},
{
"p": 0.024420103058218956,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.496950626373291,
"val_loss": 0.8595057725906372,
"acc": 72.15,
"time": 343.3933624389974,
"param": [
{
"p": 0.07633589208126068,
"m": 0.5
},
{
"p": 0.04989374428987503,
"m": 0.5
},
{
"p": 0.09250583499670029,
"m": 0.5
},
{
"p": 0.0630764588713646,
"m": 0.9687702059745789
},
{
"p": 0.08689719438552856,
"m": 0.3371056020259857
},
{
"p": 0.046969518065452576,
"m": 0.5228151679039001
},
{
"p": 0.0792129635810852,
"m": 0.9984608888626099
},
{
"p": 0.05460424721240997,
"m": 0.8206075429916382
},
{
"p": 0.08476831763982773,
"m": 0.8113335967063904
},
{
"p": 0.07645861804485321,
"m": 0.9949209690093994
},
{
"p": 0.08331436663866043,
"m": 1.0
},
{
"p": 0.07569018751382828,
"m": 1.0
},
{
"p": 0.0843806266784668,
"m": 0.5
},
{
"p": 0.0458921454846859,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.270711898803711,
"val_loss": 0.7046383023262024,
"acc": 73.21,
"time": 349.7971737400003,
"param": [
{
"p": 0.0772130936384201,
"m": 0.5
},
{
"p": 0.023624084889888763,
"m": 0.5
},
{
"p": 0.09619886428117752,
"m": 0.5
},
{
"p": 0.06956101208925247,
"m": 0.9179418683052063
},
{
"p": 0.08397098630666733,
"m": 0.443276047706604
},
{
"p": 0.06453344225883484,
"m": 0.4561767578125
},
{
"p": 0.0726645439863205,
"m": 1.0
},
{
"p": 0.06745918095111847,
"m": 0.8339111804962158
},
{
"p": 0.09022583812475204,
"m": 0.8904069662094116
},
{
"p": 0.07799999415874481,
"m": 0.9569136500358582
},
{
"p": 0.0410638302564621,
"m": 0.9714106321334839
},
{
"p": 0.09486128389835358,
"m": 1.0
},
{
"p": 0.107632577419281,
"m": 0.5
},
{
"p": 0.03299130126833916,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.513720154762268,
"val_loss": 1.0380812883377075,
"acc": 72.92,
"time": 332.8465791810013,
"param": [
{
"p": 0.06946980953216553,
"m": 0.5
},
{
"p": 0.046906258910894394,
"m": 0.5
},
{
"p": 0.08148101717233658,
"m": 0.5
},
{
"p": 0.07624886929988861,
"m": 0.8033115863800049
},
{
"p": 0.08340293914079666,
"m": 0.3784187436103821
},
{
"p": 0.053473372012376785,
"m": 0.4419666826725006
},
{
"p": 0.07973749935626984,
"m": 0.973890483379364
},
{
"p": 0.07114287465810776,
"m": 0.824182391166687
},
{
"p": 0.08915549516677856,
"m": 0.8028090596199036
},
{
"p": 0.06840277463197708,
"m": 0.9856189489364624
},
{
"p": 0.08582108467817307,
"m": 0.946837842464447
},
{
"p": 0.10156369209289551,
"m": 1.0
},
{
"p": 0.04885971546173096,
"m": 0.5
},
{
"p": 0.044334638863801956,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.336490273475647,
"val_loss": 0.8112255930900574,
"acc": 73.8,
"time": 325.3594946490048,
"param": [
{
"p": 0.09651374071836472,
"m": 0.5
},
{
"p": 0.044071782380342484,
"m": 0.5
},
{
"p": 0.08238974958658218,
"m": 0.5
},
{
"p": 0.06210905686020851,
"m": 0.7322129011154175
},
{
"p": 0.05503472685813904,
"m": 0.3228956162929535
},
{
"p": 0.055599842220544815,
"m": 0.20307785272598267
},
{
"p": 0.08311855047941208,
"m": 0.9782031178474426
},
{
"p": 0.059236280620098114,
"m": 0.8824848532676697
},
{
"p": 0.07517720758914948,
"m": 0.8107303977012634
},
{
"p": 0.07574516534805298,
"m": 0.9996249079704285
},
{
"p": 0.08917166292667389,
"m": 1.0
},
{
"p": 0.084332175552845,
"m": 1.0
},
{
"p": 0.08412494510412216,
"m": 0.5
},
{
"p": 0.053375087678432465,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.2413406372070312,
"val_loss": 0.8142613768577576,
"acc": 73.6,
"time": 328.6248149730018,
"param": [
{
"p": 0.09224199503660202,
"m": 0.5
},
{
"p": 0.0419449657201767,
"m": 0.5
},
{
"p": 0.07018766552209854,
"m": 0.5
},
{
"p": 0.08220137655735016,
"m": 0.7488098740577698
},
{
"p": 0.054157864302396774,
"m": 0.38554948568344116
},
{
"p": 0.0688987746834755,
"m": 0.24302105605602264
},
{
"p": 0.057803619652986526,
"m": 0.9390228390693665
},
{
"p": 0.05505989491939545,
"m": 0.7412964701652527
},
{
"p": 0.07413145899772644,
"m": 0.8010815978050232
},
{
"p": 0.07401449978351593,
"m": 0.9855573177337646
},
{
"p": 0.08393878489732742,
"m": 0.9621716141700745
},
{
"p": 0.09959733486175537,
"m": 1.0
},
{
"p": 0.09553361684083939,
"m": 0.5
},
{
"p": 0.0502881184220314,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.3089042901992798,
"val_loss": 0.852270245552063,
"acc": 72.66,
"time": 310.4830882259994,
"param": [
{
"p": 0.07994568347930908,
"m": 0.5
},
{
"p": 0.049578212201595306,
"m": 0.5
},
{
"p": 0.06874396651983261,
"m": 0.5
},
{
"p": 0.0711054727435112,
"m": 0.7978537678718567
},
{
"p": 0.04994065314531326,
"m": 0.3616577982902527
},
{
"p": 0.0600595660507679,
"m": 0.32407692074775696
},
{
"p": 0.09222017973661423,
"m": 1.0
},
{
"p": 0.07077189534902573,
"m": 0.8047626614570618
},
{
"p": 0.09327215701341629,
"m": 0.8229644298553467
},
{
"p": 0.08243115246295929,
"m": 1.0
},
{
"p": 0.06896023452281952,
"m": 0.8498452305793762
},
{
"p": 0.07647628337144852,
"m": 1.0
},
{
"p": 0.09377247840166092,
"m": 0.5
},
{
"p": 0.0427219532430172,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.14348304271698,
"val_loss": 0.7873318195343018,
"acc": 72.51,
"time": 322.8022354919958,
"param": [
{
"p": 0.08571475744247437,
"m": 0.5
},
{
"p": 0.036614883691072464,
"m": 0.5
},
{
"p": 0.08475281298160553,
"m": 0.5
},
{
"p": 0.08003124594688416,
"m": 0.8771517872810364
},
{
"p": 0.07426746189594269,
"m": 0.26377594470977783
},
{
"p": 0.06967231631278992,
"m": 0.3565030097961426
},
{
"p": 0.07448092103004456,
"m": 0.9522314071655273
},
{
"p": 0.03295694291591644,
"m": 0.796992838382721
},
{
"p": 0.07531243562698364,
"m": 0.9694315791130066
},
{
"p": 0.08665712922811508,
"m": 1.0
},
{
"p": 0.0807742178440094,
"m": 0.9554938673973083
},
{
"p": 0.08339293301105499,
"m": 0.9998202919960022
},
{
"p": 0.09307181090116501,
"m": 0.5
},
{
"p": 0.042300209403038025,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.1511754989624023,
"val_loss": 0.9022799730300903,
"acc": 73.15,
"time": 335.3476629559955,
"param": [
{
"p": 0.08118926733732224,
"m": 0.5
},
{
"p": 0.032214000821113586,
"m": 0.5
},
{
"p": 0.09316268563270569,
"m": 0.5
},
{
"p": 0.07035030424594879,
"m": 0.8480022549629211
},
{
"p": 0.042420320212841034,
"m": 0.3085225522518158
},
{
"p": 0.07802896946668625,
"m": 0.3528216779232025
},
{
"p": 0.09017817676067352,
"m": 0.9849422574043274
},
{
"p": 0.06788003444671631,
"m": 0.8058682084083557
},
{
"p": 0.08587055653333664,
"m": 0.9429441690444946
},
{
"p": 0.06971129775047302,
"m": 1.0
},
{
"p": 0.0732709988951683,
"m": 0.8436599969863892
},
{
"p": 0.09128060936927795,
"m": 1.0
},
{
"p": 0.08952819555997849,
"m": 0.5
},
{
"p": 0.03491447865962982,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.1433675289154053,
"val_loss": 0.9010581970214844,
"acc": 72.93,
"time": 321.85612650700205,
"param": [
{
"p": 0.08733457326889038,
"m": 0.5
},
{
"p": 0.04838097468018532,
"m": 0.5
},
{
"p": 0.08767151087522507,
"m": 0.5
},
{
"p": 0.07182777673006058,
"m": 0.714735209941864
},
{
"p": 0.08430590480566025,
"m": 0.1674572229385376
},
{
"p": 0.06113722547888756,
"m": 0.46454256772994995
},
{
"p": 0.06556759774684906,
"m": 0.8058104515075684
},
{
"p": 0.08548836410045624,
"m": 0.767622172832489
},
{
"p": 0.07800773531198502,
"m": 0.89678555727005
},
{
"p": 0.06754244118928909,
"m": 0.9998928904533386
},
{
"p": 0.07131830602884293,
"m": 0.7276711463928223
},
{
"p": 0.07293746620416641,
"m": 0.999423086643219
},
{
"p": 0.08385100960731506,
"m": 0.5
},
{
"p": 0.03462902083992958,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.4395618438720703,
"val_loss": 0.7978469133377075,
"acc": 72.59,
"time": 326.5279076030056,
"param": [
{
"p": 0.06662863492965698,
"m": 0.5
},
{
"p": 0.06401152163743973,
"m": 0.5
},
{
"p": 0.0858747586607933,
"m": 0.5
},
{
"p": 0.049057889729738235,
"m": 0.6334377527236938
},
{
"p": 0.07355615496635437,
"m": 0.21209804713726044
},
{
"p": 0.06477013975381851,
"m": 0.5637179017066956
},
{
"p": 0.0880984291434288,
"m": 0.9934433102607727
},
{
"p": 0.06858863681554794,
"m": 0.858999490737915
},
{
"p": 0.08800894021987915,
"m": 0.859099268913269
},
{
"p": 0.07137209922075272,
"m": 1.0
},
{
"p": 0.07722625881433487,
"m": 0.885229766368866
},
{
"p": 0.07377395033836365,
"m": 1.0
},
{
"p": 0.0800839439034462,
"m": 0.5
},
{
"p": 0.04894861951470375,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.4449878931045532,
"val_loss": 0.8603726029396057,
"acc": 72.73,
"time": 336.4093272950049,
"param": [
{
"p": 0.0733092799782753,
"m": 0.5
},
{
"p": 0.06646963953971863,
"m": 0.5
},
{
"p": 0.08733225613832474,
"m": 0.5
},
{
"p": 0.06381761282682419,
"m": 0.5579999685287476
},
{
"p": 0.077889584004879,
"m": 0.1595705896615982
},
{
"p": 0.054351020604372025,
"m": 0.5992958545684814
},
{
"p": 0.07374991476535797,
"m": 0.9561241865158081
},
{
"p": 0.06804117560386658,
"m": 0.9945263266563416
},
{
"p": 0.06612235307693481,
"m": 0.8125261068344116
},
{
"p": 0.10058094561100006,
"m": 1.0
},
{
"p": 0.058308135718107224,
"m": 0.8155016899108887
},
{
"p": 0.07041599601507187,
"m": 1.0
},
{
"p": 0.07549183070659637,
"m": 0.5
},
{
"p": 0.0641203299164772,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.163953423500061,
"val_loss": 0.753398597240448,
"acc": 73.35,
"time": 330.0854552480014,
"param": [
{
"p": 0.09326982498168945,
"m": 0.5
},
{
"p": 0.05238249525427818,
"m": 0.5
},
{
"p": 0.08287566155195236,
"m": 0.5
},
{
"p": 0.05563536286354065,
"m": 0.6267951726913452
},
{
"p": 0.0850558653473854,
"m": 0.4273446798324585
},
{
"p": 0.06813695281744003,
"m": 0.4804651141166687
},
{
"p": 0.0920749381184578,
"m": 0.9902331829071045
},
{
"p": 0.06247981637716293,
"m": 1.0
},
{
"p": 0.07672179490327835,
"m": 0.7715889811515808
},
{
"p": 0.05918123200535774,
"m": 0.9983706474304199
},
{
"p": 0.06945299357175827,
"m": 0.8196306824684143
},
{
"p": 0.08199261128902435,
"m": 1.0
},
{
"p": 0.08790356665849686,
"m": 0.5
},
{
"p": 0.03283694386482239,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.0358328819274902,
"val_loss": 0.9718669652938843,
"acc": 73.03,
"time": 318.4271280699977,
"param": [
{
"p": 0.07977637648582458,
"m": 0.5
},
{
"p": 0.02527819573879242,
"m": 0.5
},
{
"p": 0.07932601869106293,
"m": 0.5
},
{
"p": 0.06667148321866989,
"m": 0.6524728536605835
},
{
"p": 0.07068707048892975,
"m": 0.3600926101207733
},
{
"p": 0.07670780271291733,
"m": 0.31485986709594727
},
{
"p": 0.07196226716041565,
"m": 1.0
},
{
"p": 0.0755559504032135,
"m": 0.9843733310699463
},
{
"p": 0.08997737616300583,
"m": 0.7132083177566528
},
{
"p": 0.08385301381349564,
"m": 0.9896355271339417
},
{
"p": 0.06689976900815964,
"m": 0.728927731513977
},
{
"p": 0.08009148389101028,
"m": 1.0
},
{
"p": 0.07978521287441254,
"m": 0.5
},
{
"p": 0.05342788249254227,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.4719563722610474,
"val_loss": 0.8048208951950073,
"acc": 71.61,
"time": 324.28369530299824,
"param": [
{
"p": 0.09369008243083954,
"m": 0.5
},
{
"p": 0.06364358961582184,
"m": 0.5
},
{
"p": 0.08233135938644409,
"m": 0.5
},
{
"p": 0.06893733888864517,
"m": 0.6611713171005249
},
{
"p": 0.06826817244291306,
"m": 0.3113235533237457
},
{
"p": 0.04572859779000282,
"m": 0.3545311391353607
},
{
"p": 0.08385280519723892,
"m": 1.0
},
{
"p": 0.06173821538686752,
"m": 0.9790970683097839
},
{
"p": 0.0552314817905426,
"m": 0.8216124176979065
},
{
"p": 0.07910380512475967,
"m": 0.9807325005531311
},
{
"p": 0.08558947592973709,
"m": 0.7705697417259216
},
{
"p": 0.07154343277215958,
"m": 0.9988229870796204
},
{
"p": 0.07890791445970535,
"m": 0.5
},
{
"p": 0.061433788388967514,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.2785638570785522,
"val_loss": 0.7658313512802124,
"acc": 73.08,
"time": 322.45658719499625,
"param": [
{
"p": 0.08850142359733582,
"m": 0.5
},
{
"p": 0.03827719762921333,
"m": 0.5
},
{
"p": 0.10398682206869125,
"m": 0.5
},
{
"p": 0.050653621554374695,
"m": 0.8278492093086243
},
{
"p": 0.06640690565109253,
"m": 0.39600589871406555
},
{
"p": 0.05708550661802292,
"m": 0.35804036259651184
},
{
"p": 0.07058938592672348,
"m": 0.9857430458068848
},
{
"p": 0.04168806970119476,
"m": 0.8848281502723694
},
{
"p": 0.06564852595329285,
"m": 0.8604782223701477
},
{
"p": 0.0820438414812088,
"m": 0.9910635352134705
},
{
"p": 0.0644664615392685,
"m": 0.7456495761871338
},
{
"p": 0.10451629757881165,
"m": 1.0
},
{
"p": 0.10088308900594711,
"m": 0.5
},
{
"p": 0.06525285542011261,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.256518006324768,
"val_loss": 0.7195600867271423,
"acc": 73.42,
"time": 351.05568763200426,
"param": [
{
"p": 0.11437244713306427,
"m": 0.5
},
{
"p": 0.01995142549276352,
"m": 0.5
},
{
"p": 0.08536037057638168,
"m": 0.5
},
{
"p": 0.07576199620962143,
"m": 0.8213091492652893
},
{
"p": 0.06816913932561874,
"m": 0.3733949661254883
},
{
"p": 0.07621622085571289,
"m": 0.27503904700279236
},
{
"p": 0.05279283598065376,
"m": 0.9742172360420227
},
{
"p": 0.07508597522974014,
"m": 0.8047740459442139
},
{
"p": 0.05826191231608391,
"m": 0.7576280236244202
},
{
"p": 0.03216776251792908,
"m": 0.9557783603668213
},
{
"p": 0.09477292746305466,
"m": 0.7866814732551575
},
{
"p": 0.09264412522315979,
"m": 1.0
},
{
"p": 0.09327062219381332,
"m": 0.5
},
{
"p": 0.061172302812337875,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 1.2820192575454712,
"val_loss": 0.8398977518081665,
"acc": 72.24,
"time": 337.58156226100255,
"param": [
{
"p": 0.09986753761768341,
"m": 0.5
},
{
"p": 0.012660568580031395,
"m": 0.5
},
{
"p": 0.06595735996961594,
"m": 0.5
},
{
"p": 0.09894858300685883,
"m": 0.8557876944541931
},
{
"p": 0.06834586709737778,
"m": 0.4163036048412323
},
{
"p": 0.04299713671207428,
"m": 0.33068984746932983
},
{
"p": 0.07495694607496262,
"m": 0.9909759759902954
},
{
"p": 0.06120920181274414,
"m": 0.8211489915847778
},
{
"p": 0.0980331301689148,
"m": 0.6680616140365601
},
{
"p": 0.06620009243488312,
"m": 0.9746965765953064
},
{
"p": 0.07062523812055588,
"m": 0.7972000241279602
},
{
"p": 0.07841181755065918,
"m": 1.0
},
{
"p": 0.07244689017534256,
"m": 0.5
},
{
"p": 0.08933960646390915,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.168318510055542,
"val_loss": 0.7200881838798523,
"acc": 72.27,
"time": 336.85617324499617,
"param": [
{
"p": 0.07822877913713455,
"m": 0.5
},
{
"p": 0.05019384250044823,
"m": 0.5
},
{
"p": 0.07871381938457489,
"m": 0.5
},
{
"p": 0.07734476029872894,
"m": 0.8845037817955017
},
{
"p": 0.06373567879199982,
"m": 0.28301337361335754
},
{
"p": 0.04903370141983032,
"m": 0.21433815360069275
},
{
"p": 0.05853821709752083,
"m": 1.0
},
{
"p": 0.09373027831315994,
"m": 0.7917495369911194
},
{
"p": 0.09247900545597076,
"m": 0.5713188052177429
},
{
"p": 0.07512906193733215,
"m": 0.9196253418922424
},
{
"p": 0.048889707773923874,
"m": 0.8274688124656677
},
{
"p": 0.08753200620412827,
"m": 1.0
},
{
"p": 0.08632083237171173,
"m": 0.5
},
{
"p": 0.0601302869617939,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.1187983751296997,
"val_loss": 0.7541804909706116,
"acc": 73.98,
"time": 319.66824495100445,
"param": [
{
"p": 0.09503327310085297,
"m": 0.5
},
{
"p": 0.04409116506576538,
"m": 0.5
},
{
"p": 0.07718291133642197,
"m": 0.5
},
{
"p": 0.0471411794424057,
"m": 0.8558328747749329
},
{
"p": 0.08522593230009079,
"m": 0.2645241618156433
},
{
"p": 0.06047018617391586,
"m": 0.10000000149011612
},
{
"p": 0.07901247590780258,
"m": 1.0
},
{
"p": 0.06921567767858505,
"m": 0.8545953035354614
},
{
"p": 0.07742942124605179,
"m": 0.5279780030250549
},
{
"p": 0.06495834141969681,
"m": 0.9420003294944763
},
{
"p": 0.060671620070934296,
"m": 0.7947255373001099
},
{
"p": 0.08304662257432938,
"m": 0.9997811317443848
},
{
"p": 0.09672176837921143,
"m": 0.5
},
{
"p": 0.059799354523420334,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.1902663707733154,
"val_loss": 0.7335626482963562,
"acc": 72.73,
"time": 312.08784377700067,
"param": [
{
"p": 0.09258011728525162,
"m": 0.5
},
{
"p": 0.05003316327929497,
"m": 0.5
},
{
"p": 0.09541957825422287,
"m": 0.5
},
{
"p": 0.050365153700113297,
"m": 0.8370795249938965
},
{
"p": 0.03541501984000206,
"m": 0.19584141671657562
},
{
"p": 0.06517244130373001,
"m": 0.28570878505706787
},
{
"p": 0.08243568241596222,
"m": 0.9973135590553284
},
{
"p": 0.06275089085102081,
"m": 0.7823238372802734
},
{
"p": 0.10960986465215683,
"m": 0.6003418564796448
},
{
"p": 0.08833809196949005,
"m": 0.9481499791145325
},
{
"p": 0.07863906770944595,
"m": 0.8089988231658936
},
{
"p": 0.0627497136592865,
"m": 1.0
},
{
"p": 0.07682487368583679,
"m": 0.5
},
{
"p": 0.04966636002063751,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.0968772172927856,
"val_loss": 0.784048318862915,
"acc": 72.98,
"time": 315.6593714260016,
"param": [
{
"p": 0.07894035428762436,
"m": 0.5
},
{
"p": 0.036265358328819275,
"m": 0.5
},
{
"p": 0.0755864754319191,
"m": 0.5
},
{
"p": 0.07934007793664932,
"m": 0.6771051287651062
},
{
"p": 0.0648060217499733,
"m": 0.29105815291404724
},
{
"p": 0.06287786364555359,
"m": 0.3274954557418823
},
{
"p": 0.07760028541088104,
"m": 0.9789479970932007
},
{
"p": 0.07574518024921417,
"m": 0.7761872410774231
},
{
"p": 0.0873197615146637,
"m": 0.4981614053249359
},
{
"p": 0.06402745097875595,
"m": 0.8541954159736633
},
{
"p": 0.08002057671546936,
"m": 0.8144922256469727
},
{
"p": 0.08925856649875641,
"m": 1.0
},
{
"p": 0.07198235392570496,
"m": 0.5
},
{
"p": 0.05622968077659607,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 0.947021484375,
"val_loss": 0.787112295627594,
"acc": 72.32,
"time": 334.6380078889997,
"param": [
{
"p": 0.10293073207139969,
"m": 0.5
},
{
"p": 0.06470225751399994,
"m": 0.5
},
{
"p": 0.08823943138122559,
"m": 0.5
},
{
"p": 0.06645175069570541,
"m": 0.7436108589172363
},
{
"p": 0.05639117211103439,
"m": 0.46808409690856934
},
{
"p": 0.07512078434228897,
"m": 0.352437824010849
},
{
"p": 0.08048452436923981,
"m": 0.9604156613349915
},
{
"p": 0.06004849076271057,
"m": 0.7450531721115112
},
{
"p": 0.07998094707727432,
"m": 0.6067025661468506
},
{
"p": 0.06324566155672073,
"m": 0.8049388527870178
},
{
"p": 0.06996965408325195,
"m": 0.8453619480133057
},
{
"p": 0.06363373249769211,
"m": 1.0
},
{
"p": 0.06982650607824326,
"m": 0.5
},
{
"p": 0.05897438898682594,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 1.201514720916748,
"val_loss": 0.7440001368522644,
"acc": 73.84,
"time": 331.3926235309991,
"param": [
{
"p": 0.09112292528152466,
"m": 0.5
},
{
"p": 0.0325201153755188,
"m": 0.5
},
{
"p": 0.06882309913635254,
"m": 0.5
},
{
"p": 0.06269370764493942,
"m": 0.6990568041801453
},
{
"p": 0.06258393079042435,
"m": 0.27034616470336914
},
{
"p": 0.05168581381440163,
"m": 0.4697250425815582
},
{
"p": 0.05965029075741768,
"m": 0.8493437170982361
},
{
"p": 0.08414934575557709,
"m": 0.8856857419013977
},
{
"p": 0.07505433261394501,
"m": 0.7244057059288025
},
{
"p": 0.07996944338083267,
"m": 0.867751955986023
},
{
"p": 0.09450942277908325,
"m": 0.8471091985702515
},
{
"p": 0.09236495941877365,
"m": 1.0
},
{
"p": 0.08331658691167831,
"m": 0.5
},
{
"p": 0.06155596673488617,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.1454466581344604,
"val_loss": 0.7060077786445618,
"acc": 72.81,
"time": 326.8060744450049,
"param": [
{
"p": 0.08800461888313293,
"m": 0.5
},
{
"p": 0.030397461727261543,
"m": 0.5
},
{
"p": 0.05380037799477577,
"m": 0.5
},
{
"p": 0.06884144991636276,
"m": 0.7488945722579956
},
{
"p": 0.08394917845726013,
"m": 0.20459632575511932
},
{
"p": 0.026383426040410995,
"m": 0.37574002146720886
},
{
"p": 0.0864538699388504,
"m": 0.8762978911399841
},
{
"p": 0.07975491881370544,
"m": 0.9743556380271912
},
{
"p": 0.05775776505470276,
"m": 0.7138382196426392
},
{
"p": 0.08774637430906296,
"m": 0.9789209961891174
},
{
"p": 0.08896858245134354,
"m": 0.8744353652000427
},
{
"p": 0.08319419622421265,
"m": 1.0
},
{
"p": 0.1036381721496582,
"m": 0.5
},
{
"p": 0.06110970675945282,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.1707721948623657,
"val_loss": 0.9213820099830627,
"acc": 71.98,
"time": 326.07018061700364,
"param": [
{
"p": 0.07695437222719193,
"m": 0.5
},
{
"p": 0.045978300273418427,
"m": 0.5
},
{
"p": 0.07852034270763397,
"m": 0.5
},
{
"p": 0.06605479121208191,
"m": 0.7929553389549255
},
{
"p": 0.048494335263967514,
"m": 0.1823086142539978
},
{
"p": 0.046317268162965775,
"m": 0.3002221882343292
},
{
"p": 0.07789884507656097,
"m": 0.8331249356269836
},
{
"p": 0.08455662429332733,
"m": 0.7368799448013306
},
{
"p": 0.08339852839708328,
"m": 0.781565248966217
},
{
"p": 0.07216636091470718,
"m": 0.9978222846984863
},
{
"p": 0.08865652978420258,
"m": 0.8526102304458618
},
{
"p": 0.08704958856105804,
"m": 1.0
},
{
"p": 0.09714314341545105,
"m": 0.5
},
{
"p": 0.046810876578092575,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.344140887260437,
"val_loss": 0.8309375643730164,
"acc": 72.15,
"time": 329.74772185099573,
"param": [
{
"p": 0.07432352751493454,
"m": 0.5
},
{
"p": 0.054301366209983826,
"m": 0.5
},
{
"p": 0.07792510092258453,
"m": 0.5
},
{
"p": 0.0753682479262352,
"m": 0.820058286190033
},
{
"p": 0.047282036393880844,
"m": 0.3128988444805145
},
{
"p": 0.07629218697547913,
"m": 0.2536318004131317
},
{
"p": 0.09105370938777924,
"m": 0.8171578049659729
},
{
"p": 0.06557287275791168,
"m": 0.6608068943023682
},
{
"p": 0.07402987778186798,
"m": 0.8897021412849426
},
{
"p": 0.07444646954536438,
"m": 0.9630676507949829
},
{
"p": 0.08344322443008423,
"m": 0.8480603694915771
},
{
"p": 0.0692301094532013,
"m": 0.9972308278083801
},
{
"p": 0.07601689547300339,
"m": 0.5
},
{
"p": 0.06071444973349571,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.3626042604446411,
"val_loss": 0.8840277791023254,
"acc": 72.68,
"time": 318.409529690005,
"param": [
{
"p": 0.08725397288799286,
"m": 0.5
},
{
"p": 0.05365293100476265,
"m": 0.5
},
{
"p": 0.07063019275665283,
"m": 0.5
},
{
"p": 0.07764722406864166,
"m": 0.8901910781860352
},
{
"p": 0.04731856286525726,
"m": 0.44425448775291443
},
{
"p": 0.06271625310182571,
"m": 0.25073596835136414
},
{
"p": 0.05621905252337456,
"m": 0.9223390221595764
},
{
"p": 0.08287309110164642,
"m": 0.6443243622779846
},
{
"p": 0.06238873302936554,
"m": 0.9501137733459473
},
{
"p": 0.09728233516216278,
"m": 0.9978448748588562
},
{
"p": 0.06909213215112686,
"m": 0.7460365295410156
},
{
"p": 0.09387439489364624,
"m": 1.0
},
{
"p": 0.07649663835763931,
"m": 0.5
},
{
"p": 0.06255455315113068,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.3747754096984863,
"val_loss": 0.7846180200576782,
"acc": 73.4,
"time": 315.15353995699843,
"param": [
{
"p": 0.08013755828142166,
"m": 0.5
},
{
"p": 0.03754185512661934,
"m": 0.5
},
{
"p": 0.09478535503149033,
"m": 0.5
},
{
"p": 0.0692383423447609,
"m": 0.9679175019264221
},
{
"p": 0.07217690348625183,
"m": 0.4779011309146881
},
{
"p": 0.060821812599897385,
"m": 0.2776731252670288
},
{
"p": 0.07219855487346649,
"m": 0.9791132211685181
},
{
"p": 0.08076161891222,
"m": 0.8897126913070679
},
{
"p": 0.07949451357126236,
"m": 0.9456092715263367
},
{
"p": 0.07776346802711487,
"m": 0.8859986662864685
},
{
"p": 0.06841696798801422,
"m": 0.820513129234314
},
{
"p": 0.07143868505954742,
"m": 0.9954021573066711
},
{
"p": 0.08434703946113586,
"m": 0.5
},
{
"p": 0.05087727680802345,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 1.6090914011001587,
"val_loss": 0.741438090801239,
"acc": 72.73,
"time": 315.84085512700403,
"param": [
{
"p": 0.07877158373594284,
"m": 0.5
},
{
"p": 0.06667131185531616,
"m": 0.5
},
{
"p": 0.08715905249118805,
"m": 0.5
},
{
"p": 0.07313086837530136,
"m": 0.973915696144104
},
{
"p": 0.07440745085477829,
"m": 0.5945519208908081
},
{
"p": 0.06185990944504738,
"m": 0.4017934501171112
},
{
"p": 0.05945629999041557,
"m": 0.9585360884666443
},
{
"p": 0.05311303958296776,
"m": 0.886909544467926
},
{
"p": 0.05382215604186058,
"m": 0.9965934753417969
},
{
"p": 0.0708625316619873,
"m": 0.9594559073448181
},
{
"p": 0.08134803920984268,
"m": 0.7981476783752441
},
{
"p": 0.08666474372148514,
"m": 1.0
},
{
"p": 0.08622400462627411,
"m": 0.5
},
{
"p": 0.06650890409946442,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.3039042949676514,
"val_loss": 0.7709726691246033,
"acc": 73.38,
"time": 325.3476846170015,
"param": [
{
"p": 0.07938484102487564,
"m": 0.5
},
{
"p": 0.04874112457036972,
"m": 0.5
},
{
"p": 0.09493891149759293,
"m": 0.5
},
{
"p": 0.0795801430940628,
"m": 0.8968798518180847
},
{
"p": 0.0642707422375679,
"m": 0.5343760251998901
},
{
"p": 0.056804291903972626,
"m": 0.3949054479598999
},
{
"p": 0.06783056259155273,
"m": 1.0
},
{
"p": 0.0663512721657753,
"m": 0.8567175269126892
},
{
"p": 0.07349669933319092,
"m": 0.951842725276947
},
{
"p": 0.06659304350614548,
"m": 1.0
},
{
"p": 0.08738656342029572,
"m": 0.8400993943214417
},
{
"p": 0.06854618340730667,
"m": 1.0
},
{
"p": 0.09248384088277817,
"m": 0.5
},
{
"p": 0.0535917654633522,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.4222031831741333,
"val_loss": 0.8278049826622009,
"acc": 72.54,
"time": 327.6555722829944,
"param": [
{
"p": 0.07993746548891068,
"m": 0.5
},
{
"p": 0.05325619503855705,
"m": 0.5
},
{
"p": 0.09703095257282257,
"m": 0.5
},
{
"p": 0.05680032819509506,
"m": 0.8903214335441589
},
{
"p": 0.05574563518166542,
"m": 0.5952947735786438
},
{
"p": 0.0684170126914978,
"m": 0.40942487120628357
},
{
"p": 0.08204393833875656,
"m": 1.0
},
{
"p": 0.07526076585054398,
"m": 0.8519274592399597
},
{
"p": 0.05838451534509659,
"m": 0.942448079586029
},
{
"p": 0.08733697980642319,
"m": 0.9673800468444824
},
{
"p": 0.07287099212408066,
"m": 0.9557408094406128
},
{
"p": 0.0803523138165474,
"m": 1.0
},
{
"p": 0.08952287584543228,
"m": 0.5
},
{
"p": 0.04304000362753868,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.1347715854644775,
"val_loss": 0.8585036396980286,
"acc": 72.46,
"time": 318.37838739700237,
"param": [
{
"p": 0.10793834924697876,
"m": 0.5
},
{
"p": 0.05539705976843834,
"m": 0.5
},
{
"p": 0.08298465609550476,
"m": 0.5
},
{
"p": 0.08357729017734528,
"m": 0.9848911762237549
},
{
"p": 0.05948906019330025,
"m": 0.5463640689849854
},
{
"p": 0.055641915649175644,
"m": 0.3604704737663269
},
{
"p": 0.06790630519390106,
"m": 0.9814062118530273
},
{
"p": 0.06304392963647842,
"m": 0.9894204139709473
},
{
"p": 0.06568593531847,
"m": 0.8893564343452454
},
{
"p": 0.07051760703325272,
"m": 0.9140833020210266
},
{
"p": 0.07237665355205536,
"m": 1.0
},
{
"p": 0.07067887485027313,
"m": 1.0
},
{
"p": 0.08850926160812378,
"m": 0.5
},
{
"p": 0.05625319108366966,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.1539947986602783,
"val_loss": 0.9201186299324036,
"acc": 72.68,
"time": 330.2709750219947,
"param": [
{
"p": 0.07821295410394669,
"m": 0.5
},
{
"p": 0.05008029192686081,
"m": 0.5
},
{
"p": 0.09264139086008072,
"m": 0.5
},
{
"p": 0.060008421540260315,
"m": 0.9582201838493347
},
{
"p": 0.053700536489486694,
"m": 0.5136417746543884
},
{
"p": 0.07188096642494202,
"m": 0.38835951685905457
},
{
"p": 0.05655507370829582,
"m": 0.8943204879760742
},
{
"p": 0.09361416846513748,
"m": 0.9873151779174805
},
{
"p": 0.07145098596811295,
"m": 0.9106324911117554
},
{
"p": 0.07069575041532516,
"m": 0.987736165523529
},
{
"p": 0.07801222056150436,
"m": 1.0
},
{
"p": 0.09386740624904633,
"m": 1.0
},
{
"p": 0.07303179055452347,
"m": 0.5
},
{
"p": 0.05624808371067047,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.545056700706482,
"val_loss": 0.9219969511032104,
"acc": 73.25,
"time": 327.5520222269988,
"param": [
{
"p": 0.08830078691244125,
"m": 0.5
},
{
"p": 0.05080617219209671,
"m": 0.5
},
{
"p": 0.06728637218475342,
"m": 0.5
},
{
"p": 0.07347472757101059,
"m": 0.99615877866745
},
{
"p": 0.07037562131881714,
"m": 0.5291085243225098
},
{
"p": 0.06056542694568634,
"m": 0.5325714945793152
},
{
"p": 0.0720946416258812,
"m": 0.9541833400726318
},
{
"p": 0.0775860846042633,
"m": 1.0
},
{
"p": 0.08547927439212799,
"m": 0.9128063917160034
},
{
"p": 0.08097641170024872,
"m": 1.0
},
{
"p": 0.061912089586257935,
"m": 0.9543555378913879
},
{
"p": 0.05849205330014229,
"m": 1.0
},
{
"p": 0.08861103653907776,
"m": 0.5
},
{
"p": 0.06403933465480804,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.4181387424468994,
"val_loss": 0.7853718996047974,
"acc": 72.68,
"time": 330.5297992000051,
"param": [
{
"p": 0.0984886959195137,
"m": 0.5
},
{
"p": 0.04514218121767044,
"m": 0.5
},
{
"p": 0.08188659697771072,
"m": 0.5
},
{
"p": 0.08341938257217407,
"m": 0.9804764986038208
},
{
"p": 0.06396589428186417,
"m": 0.5169281959533691
},
{
"p": 0.060208067297935486,
"m": 0.5593101978302002
},
{
"p": 0.06865023821592331,
"m": 0.9267154932022095
},
{
"p": 0.06521636247634888,
"m": 1.0
},
{
"p": 0.0981416255235672,
"m": 0.914661705493927
},
{
"p": 0.06282038241624832,
"m": 1.0
},
{
"p": 0.07216847687959671,
"m": 0.8364284634590149
},
{
"p": 0.0956646054983139,
"m": 1.0
},
{
"p": 0.07343880087137222,
"m": 0.5
},
{
"p": 0.030788643285632133,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.2202341556549072,
"val_loss": 0.8000732064247131,
"acc": 72.77,
"time": 333.2790167860003,
"param": [
{
"p": 0.07401036471128464,
"m": 0.5
},
{
"p": 0.028051121160387993,
"m": 0.5
},
{
"p": 0.08527003973722458,
"m": 0.5
},
{
"p": 0.07290726900100708,
"m": 0.990706205368042
},
{
"p": 0.0795382559299469,
"m": 0.516424298286438
},
{
"p": 0.09085192531347275,
"m": 0.492074191570282
},
{
"p": 0.07249049097299576,
"m": 0.9078588485717773
},
{
"p": 0.08048973232507706,
"m": 0.9852522611618042
},
{
"p": 0.07187510281801224,
"m": 0.9909822940826416
},
{
"p": 0.07230733335018158,
"m": 0.9775352478027344
},
{
"p": 0.07012182474136353,
"m": 0.8507434129714966
},
{
"p": 0.08320015668869019,
"m": 1.0
},
{
"p": 0.07899238914251328,
"m": 0.5
},
{
"p": 0.03989400342106819,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.3017141819000244,
"val_loss": 0.7813205122947693,
"acc": 73.88,
"time": 322.11034894699696,
"param": [
{
"p": 0.08681092411279678,
"m": 0.5
},
{
"p": 0.012966783717274666,
"m": 0.5
},
{
"p": 0.08991892635822296,
"m": 0.5
},
{
"p": 0.06606943905353546,
"m": 0.9859012961387634
},
{
"p": 0.07136713713407516,
"m": 0.4482712745666504
},
{
"p": 0.07106193900108337,
"m": 0.5423886179924011
},
{
"p": 0.07879389822483063,
"m": 0.9083932638168335
},
{
"p": 0.08046172559261322,
"m": 1.0
},
{
"p": 0.08094202727079391,
"m": 0.8708001971244812
},
{
"p": 0.06299008429050446,
"m": 1.0
},
{
"p": 0.08039652556180954,
"m": 0.8474175930023193
},
{
"p": 0.094991534948349,
"m": 1.0
},
{
"p": 0.07704862952232361,
"m": 0.5
},
{
"p": 0.0461805984377861,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.2378448247909546,
"val_loss": 0.827738881111145,
"acc": 72.45,
"time": 324.4513423460012,
"param": [
{
"p": 0.08121838420629501,
"m": 0.5
},
{
"p": 0.04437730088829994,
"m": 0.5
},
{
"p": 0.07657153159379959,
"m": 0.5
},
{
"p": 0.070161834359169,
"m": 0.9508902430534363
},
{
"p": 0.07368709146976471,
"m": 0.3959900140762329
},
{
"p": 0.06521392613649368,
"m": 0.5385220050811768
},
{
"p": 0.08168628811836243,
"m": 0.9104273915290833
},
{
"p": 0.07220921665430069,
"m": 0.9966591000556946
},
{
"p": 0.06906995922327042,
"m": 0.9381916522979736
},
{
"p": 0.0725933089852333,
"m": 0.9910114407539368
},
{
"p": 0.08508170396089554,
"m": 0.8501310348510742
},
{
"p": 0.06460323929786682,
"m": 1.0
},
{
"p": 0.08576257526874542,
"m": 0.5
},
{
"p": 0.05776362493634224,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 1.2659598588943481,
"val_loss": 0.7523019909858704,
"acc": 73.68,
"time": 329.6707871990002,
"param": [
{
"p": 0.07185760140419006,
"m": 0.5
},
{
"p": 0.03499062359333038,
"m": 0.5
},
{
"p": 0.07521044462919235,
"m": 0.5
},
{
"p": 0.07751148194074631,
"m": 0.8956003189086914
},
{
"p": 0.07315601408481598,
"m": 0.41188743710517883
},
{
"p": 0.07890386879444122,
"m": 0.5695863366127014
},
{
"p": 0.09527789056301117,
"m": 1.0
},
{
"p": 0.07606413960456848,
"m": 0.9726652503013611
},
{
"p": 0.06800063699483871,
"m": 0.9471204876899719
},
{
"p": 0.08312354981899261,
"m": 1.0
},
{
"p": 0.07276157289743423,
"m": 0.8662580251693726
},
{
"p": 0.07377446442842484,
"m": 0.9915900826454163
},
{
"p": 0.07961194217205048,
"m": 0.5
},
{
"p": 0.03975570946931839,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.3740637302398682,
"val_loss": 0.688959002494812,
"acc": 73.8,
"time": 335.54834363100235,
"param": [
{
"p": 0.09632508456707001,
"m": 0.5
},
{
"p": 0.05020513758063316,
"m": 0.5
},
{
"p": 0.07082483917474747,
"m": 0.5
},
{
"p": 0.06818139553070068,
"m": 0.7944228053092957
},
{
"p": 0.07901176810264587,
"m": 0.45520421862602234
},
{
"p": 0.057460542768239975,
"m": 0.6547821760177612
},
{
"p": 0.06737399101257324,
"m": 0.995479941368103
},
{
"p": 0.07504412531852722,
"m": 1.0
},
{
"p": 0.0875723585486412,
"m": 0.9389715790748596
},
{
"p": 0.06940760463476181,
"m": 1.0
},
{
"p": 0.06064997613430023,
"m": 0.9323080778121948
},
{
"p": 0.0830262154340744,
"m": 1.0
},
{
"p": 0.0910177007317543,
"m": 0.5
},
{
"p": 0.043899279087781906,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 1.0611817836761475,
"val_loss": 0.7007037997245789,
"acc": 73.71,
"time": 324.6607362990035,
"param": [
{
"p": 0.1081492230296135,
"m": 0.5
},
{
"p": 0.01640108786523342,
"m": 0.5
},
{
"p": 0.05485653504729271,
"m": 0.5
},
{
"p": 0.06864987313747406,
"m": 0.8392127752304077
},
{
"p": 0.07832401245832443,
"m": 0.4295787811279297
},
{
"p": 0.055473681539297104,
"m": 0.6794202923774719
},
{
"p": 0.08483891934156418,
"m": 0.9158747792243958
},
{
"p": 0.05578077211976051,
"m": 0.9757527112960815
},
{
"p": 0.09025624394416809,
"m": 0.8180814981460571
},
{
"p": 0.09702138602733612,
"m": 0.9522146582603455
},
{
"p": 0.10464680939912796,
"m": 0.998201310634613
},
{
"p": 0.07763443887233734,
"m": 1.0
},
{
"p": 0.10726803541183472,
"m": 0.5
},
{
"p": 0.0006988949608057737,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 1.3596022129058838,
"val_loss": 0.883987307548523,
"acc": 73.4,
"time": 323.00093645599554,
"param": [
{
"p": 0.09039623290300369,
"m": 0.5
},
{
"p": 0.05196316912770271,
"m": 0.5
},
{
"p": 0.08493214100599289,
"m": 0.5
},
{
"p": 0.068913035094738,
"m": 0.9635951519012451
},
{
"p": 0.06882122904062271,
"m": 0.4668720066547394
},
{
"p": 0.05952306464314461,
"m": 0.6187587976455688
},
{
"p": 0.059118594974279404,
"m": 0.9294338822364807
},
{
"p": 0.04751018434762955,
"m": 0.9868931174278259
},
{
"p": 0.07186473906040192,
"m": 0.961100161075592
},
{
"p": 0.07738339900970459,
"m": 0.9413868188858032
},
{
"p": 0.08736272901296616,
"m": 0.9407206773757935
},
{
"p": 0.0904519110918045,
"m": 1.0
},
{
"p": 0.09063974022865295,
"m": 0.5
},
{
"p": 0.05111989006400108,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.3330409526824951,
"val_loss": 0.7291786670684814,
"acc": 73.36,
"time": 317.9546961390006,
"param": [
{
"p": 0.08443522453308105,
"m": 0.5
},
{
"p": 0.05518525838851929,
"m": 0.5
},
{
"p": 0.08844432979822159,
"m": 0.5
},
{
"p": 0.06137683987617493,
"m": 0.931374192237854
},
{
"p": 0.056881383061409,
"m": 0.3751711845397949
},
{
"p": 0.06952919065952301,
"m": 0.6162307858467102
},
{
"p": 0.07317895442247391,
"m": 1.0
},
{
"p": 0.08524218201637268,
"m": 0.9843671321868896
},
{
"p": 0.06638527661561966,
"m": 0.8349052667617798
},
{
"p": 0.06695075333118439,
"m": 1.0
},
{
"p": 0.08264023810625076,
"m": 0.8747315406799316
},
{
"p": 0.0833127424120903,
"m": 1.0
},
{
"p": 0.07745151966810226,
"m": 0.5
},
{
"p": 0.04898611083626747,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.1172577142715454,
"val_loss": 0.771844744682312,
"acc": 73.37,
"time": 324.34767354700307,
"param": [
{
"p": 0.07121940702199936,
"m": 0.5
},
{
"p": 0.05202752351760864,
"m": 0.5
},
{
"p": 0.08293306827545166,
"m": 0.5
},
{
"p": 0.07646636664867401,
"m": 0.8591126799583435
},
{
"p": 0.08915114402770996,
"m": 0.42597267031669617
},
{
"p": 0.04123959317803383,
"m": 0.6058948040008545
},
{
"p": 0.08737479895353317,
"m": 0.999927282333374
},
{
"p": 0.07199659198522568,
"m": 0.9581744074821472
},
{
"p": 0.0852382704615593,
"m": 0.7693483829498291
},
{
"p": 0.05753577500581741,
"m": 0.9863908886909485
},
{
"p": 0.062464866787195206,
"m": 0.8451665639877319
},
{
"p": 0.09416985511779785,
"m": 1.0
},
{
"p": 0.08813301473855972,
"m": 0.5
},
{
"p": 0.0400497131049633,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.3975493907928467,
"val_loss": 0.7673728466033936,
"acc": 74.23,
"time": 347.0348662270044,
"param": [
{
"p": 0.07978221029043198,
"m": 0.5
},
{
"p": 0.036105550825595856,
"m": 0.5
},
{
"p": 0.09890010207891464,
"m": 0.5
},
{
"p": 0.07408199459314346,
"m": 1.0
},
{
"p": 0.06854318827390671,
"m": 0.41695401072502136
},
{
"p": 0.04221610724925995,
"m": 0.6619666814804077
},
{
"p": 0.07801259309053421,
"m": 0.981061577796936
},
{
"p": 0.06437663733959198,
"m": 0.8768638968467712
},
{
"p": 0.0810588151216507,
"m": 0.792485773563385
},
{
"p": 0.08388694375753403,
"m": 0.9885994791984558
},
{
"p": 0.06344576179981232,
"m": 0.8019997477531433
},
{
"p": 0.10030113160610199,
"m": 1.0
},
{
"p": 0.07798457145690918,
"m": 0.5
},
{
"p": 0.05130438506603241,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.1937730312347412,
"val_loss": 0.7645933032035828,
"acc": 73.89,
"time": 331.72290429599525,
"param": [
{
"p": 0.09108053892850876,
"m": 0.5
},
{
"p": 0.06034278869628906,
"m": 0.5
},
{
"p": 0.08616997301578522,
"m": 0.5
},
{
"p": 0.0795435905456543,
"m": 0.9536759853363037
},
{
"p": 0.08420884609222412,
"m": 0.37442684173583984
},
{
"p": 0.04215880110859871,
"m": 0.7332742214202881
},
{
"p": 0.09159750491380692,
"m": 1.0
},
{
"p": 0.0675758570432663,
"m": 0.929351806640625
},
{
"p": 0.06922632455825806,
"m": 0.7874923944473267
},
{
"p": 0.0488077811896801,
"m": 1.0
},
{
"p": 0.06668010354042053,
"m": 0.8179255127906799
},
{
"p": 0.09101491421461105,
"m": 1.0
},
{
"p": 0.0651605948805809,
"m": 0.5
},
{
"p": 0.0564323253929615,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.3053730726242065,
"val_loss": 0.7263705730438232,
"acc": 73.56,
"time": 318.1907452899977,
"param": [
{
"p": 0.07652300596237183,
"m": 0.5
},
{
"p": 0.0560389868915081,
"m": 0.5
},
{
"p": 0.08716719597578049,
"m": 0.5
},
{
"p": 0.060097768902778625,
"m": 0.9858260154724121
},
{
"p": 0.06298836320638657,
"m": 0.4133983850479126
},
{
"p": 0.054292961955070496,
"m": 0.7158079147338867
},
{
"p": 0.09256599098443985,
"m": 0.9974019527435303
},
{
"p": 0.06752945482730865,
"m": 0.9622906446456909
},
{
"p": 0.0781155452132225,
"m": 0.7991730570793152
},
{
"p": 0.07116945087909698,
"m": 1.0
},
{
"p": 0.07449066638946533,
"m": 0.7133932113647461
},
{
"p": 0.08435434103012085,
"m": 1.0
},
{
"p": 0.08666880428791046,
"m": 0.5
},
{
"p": 0.04799754545092583,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 1.251133918762207,
"val_loss": 0.792291522026062,
"acc": 73.74,
"time": 327.869071270994,
"param": [
{
"p": 0.07572109252214432,
"m": 0.5
},
{
"p": 0.048022545874118805,
"m": 0.5
},
{
"p": 0.07343679666519165,
"m": 0.5
},
{
"p": 0.07099083811044693,
"m": 0.9438161253929138
},
{
"p": 0.0813465267419815,
"m": 0.33759063482284546
},
{
"p": 0.06626120209693909,
"m": 0.6673601865768433
},
{
"p": 0.0887313112616539,
"m": 1.0
},
{
"p": 0.06738151609897614,
"m": 0.9241453409194946
},
{
"p": 0.09165167063474655,
"m": 0.7880576848983765
},
{
"p": 0.06530287116765976,
"m": 0.9588837027549744
},
{
"p": 0.08472505211830139,
"m": 0.7853986024856567
},
{
"p": 0.09041241556406021,
"m": 1.0
},
{
"p": 0.06472181528806686,
"m": 0.5
},
{
"p": 0.031294237822294235,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.3956379890441895,
"val_loss": 0.8975433111190796,
"acc": 73.28,
"time": 326.31390740799543,
"param": [
{
"p": 0.0953931212425232,
"m": 0.5
},
{
"p": 0.025395799428224564,
"m": 0.5
},
{
"p": 0.10112074762582779,
"m": 0.5
},
{
"p": 0.06565417349338531,
"m": 0.9895762801170349
},
{
"p": 0.053697578608989716,
"m": 0.4136902987957001
},
{
"p": 0.0675048828125,
"m": 0.7211741209030151
},
{
"p": 0.09248951077461243,
"m": 0.9830405712127686
},
{
"p": 0.06017099693417549,
"m": 0.8815581798553467
},
{
"p": 0.060526687651872635,
"m": 0.9866830706596375
},
{
"p": 0.08823525905609131,
"m": 0.9802771210670471
},
{
"p": 0.09475544095039368,
"m": 0.8358439803123474
},
{
"p": 0.05408976972103119,
"m": 1.0
},
{
"p": 0.10810114443302155,
"m": 0.5
},
{
"p": 0.032864928245544434,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.4099725484848022,
"val_loss": 0.8659894466400146,
"acc": 73.06,
"time": 320.0550502190017,
"param": [
{
"p": 0.0803333967924118,
"m": 0.5
},
{
"p": 0.05496847629547119,
"m": 0.5
},
{
"p": 0.1003546342253685,
"m": 0.5
},
{
"p": 0.08408453315496445,
"m": 0.8866284489631653
},
{
"p": 0.04805648326873779,
"m": 0.3358762264251709
},
{
"p": 0.05892205610871315,
"m": 0.6731399893760681
},
{
"p": 0.07090152055025101,
"m": 1.0
},
{
"p": 0.07506252825260162,
"m": 0.8499507308006287
},
{
"p": 0.06556946039199829,
"m": 0.9240767359733582
},
{
"p": 0.06651118397712708,
"m": 0.9872112274169922
},
{
"p": 0.07068619877099991,
"m": 0.7545201182365417
},
{
"p": 0.06791630387306213,
"m": 0.9742273688316345
},
{
"p": 0.07883789390325546,
"m": 0.5
},
{
"p": 0.0777953565120697,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.3490527868270874,
"val_loss": 0.662162184715271,
"acc": 72.99,
"time": 312.5495441450039,
"param": [
{
"p": 0.05517929047346115,
"m": 0.5
},
{
"p": 0.04485271871089935,
"m": 0.5
},
{
"p": 0.11353577673435211,
"m": 0.5
},
{
"p": 0.057801004499197006,
"m": 0.9328980445861816
},
{
"p": 0.0780828595161438,
"m": 0.17791467905044556
},
{
"p": 0.06890732049942017,
"m": 0.5821977853775024
},
{
"p": 0.06186870113015175,
"m": 0.9098436832427979
},
{
"p": 0.060408759862184525,
"m": 0.8073084950447083
},
{
"p": 0.10224298387765884,
"m": 0.8670775890350342
},
{
"p": 0.06932936608791351,
"m": 0.9853407740592957
},
{
"p": 0.08129227161407471,
"m": 0.6859825253486633
},
{
"p": 0.06696263700723648,
"m": 1.0
},
{
"p": 0.08375932276248932,
"m": 0.5
},
{
"p": 0.055776890367269516,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.154793381690979,
"val_loss": 0.6986066102981567,
"acc": 74.15,
"time": 324.31003222799336,
"param": [
{
"p": 0.07110800594091415,
"m": 0.5
},
{
"p": 0.04521733894944191,
"m": 0.5
},
{
"p": 0.09347950667142868,
"m": 0.5
},
{
"p": 0.06909382343292236,
"m": 0.9248802661895752
},
{
"p": 0.06770054250955582,
"m": 0.2676742970943451
},
{
"p": 0.03804493322968483,
"m": 0.5818737149238586
},
{
"p": 0.05521554872393608,
"m": 0.9596796035766602
},
{
"p": 0.04562583565711975,
"m": 0.9881889224052429
},
{
"p": 0.07702265679836273,
"m": 0.727064847946167
},
{
"p": 0.09028502553701401,
"m": 0.8578960299491882
},
{
"p": 0.10216497629880905,
"m": 0.7009296417236328
},
{
"p": 0.0875328779220581,
"m": 1.0
},
{
"p": 0.1026378870010376,
"m": 0.5
},
{
"p": 0.054871007800102234,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.174641489982605,
"val_loss": 0.8626441955566406,
"acc": 73.08,
"time": 325.13594222199754,
"param": [
{
"p": 0.06173756346106529,
"m": 0.5
},
{
"p": 0.01991996169090271,
"m": 0.5
},
{
"p": 0.0828436017036438,
"m": 0.5
},
{
"p": 0.06683479249477386,
"m": 0.9013643860816956
},
{
"p": 0.0776694267988205,
"m": 0.30361562967300415
},
{
"p": 0.03954854980111122,
"m": 0.5621311664581299
},
{
"p": 0.08169393986463547,
"m": 0.9283170104026794
},
{
"p": 0.09151942282915115,
"m": 1.0
},
{
"p": 0.07450109720230103,
"m": 0.7526922821998596
},
{
"p": 0.08914079517126083,
"m": 0.9990907907485962
},
{
"p": 0.060880210250616074,
"m": 0.8193250298500061
},
{
"p": 0.09286364912986755,
"m": 1.0
},
{
"p": 0.08172248303890228,
"m": 0.5
},
{
"p": 0.07912452518939972,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 1.1182676553726196,
"val_loss": 0.7661116123199463,
"acc": 74.49,
"time": 331.8528964379948,
"param": [
{
"p": 0.07447928190231323,
"m": 0.5
},
{
"p": 0.06976854801177979,
"m": 0.5
},
{
"p": 0.07802319526672363,
"m": 0.5
},
{
"p": 0.07348716259002686,
"m": 0.913094699382782
},
{
"p": 0.06120377033948898,
"m": 0.23367846012115479
},
{
"p": 0.079195536673069,
"m": 0.53042072057724
},
{
"p": 0.07484028488397598,
"m": 0.8619906902313232
},
{
"p": 0.07508824020624161,
"m": 1.0
},
{
"p": 0.07068854570388794,
"m": 0.7630087733268738
},
{
"p": 0.0520896315574646,
"m": 0.9856406450271606
},
{
"p": 0.0992041528224945,
"m": 0.7343865633010864
},
{
"p": 0.07088898867368698,
"m": 1.0
},
{
"p": 0.09720253199338913,
"m": 0.5
},
{
"p": 0.023840026929974556,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 1.4561645984649658,
"val_loss": 0.7876605987548828,
"acc": 73.27,
"time": 329.40248776100634,
"param": [
{
"p": 0.05075843259692192,
"m": 0.5
},
{
"p": 0.03952539339661598,
"m": 0.5
},
{
"p": 0.09455102682113647,
"m": 0.5
},
{
"p": 0.07182339578866959,
"m": 0.9833360314369202
},
{
"p": 0.07138493657112122,
"m": 0.36953628063201904
},
{
"p": 0.06502179056406021,
"m": 0.46387529373168945
},
{
"p": 0.08834041655063629,
"m": 0.944301962852478
},
{
"p": 0.06923490762710571,
"m": 0.9973966479301453
},
{
"p": 0.0778527483344078,
"m": 0.7331768870353699
},
{
"p": 0.07215475291013718,
"m": 1.0
},
{
"p": 0.060561321675777435,
"m": 0.8240036964416504
},
{
"p": 0.07806327193975449,
"m": 1.0
},
{
"p": 0.10451491922140121,
"m": 0.5
},
{
"p": 0.05621271952986717,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.6477015018463135,
"val_loss": 0.7417117357254028,
"acc": 73.95,
"time": 330.76268022200384,
"param": [
{
"p": 0.08654830604791641,
"m": 0.5
},
{
"p": 0.05571364238858223,
"m": 0.5
},
{
"p": 0.07902249693870544,
"m": 0.5
},
{
"p": 0.05651051551103592,
"m": 0.9970847964286804
},
{
"p": 0.08202382922172546,
"m": 0.23393723368644714
},
{
"p": 0.06432818621397018,
"m": 0.49067431688308716
},
{
"p": 0.0807001143693924,
"m": 0.9957117438316345
},
{
"p": 0.05835895240306854,
"m": 0.9950659871101379
},
{
"p": 0.06534832715988159,
"m": 0.7100496888160706
},
{
"p": 0.05951464921236038,
"m": 0.993641197681427
},
{
"p": 0.0767202377319336,
"m": 0.7466884255409241
},
{
"p": 0.09155559539794922,
"m": 0.9940477013587952
},
{
"p": 0.07973311841487885,
"m": 0.5
},
{
"p": 0.0639219805598259,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.3088183403015137,
"val_loss": 0.7117195725440979,
"acc": 72.87,
"time": 312.17035747799673,
"param": [
{
"p": 0.05347547307610512,
"m": 0.5
},
{
"p": 0.02587658166885376,
"m": 0.5
},
{
"p": 0.09424889087677002,
"m": 0.5
},
{
"p": 0.09035938233137131,
"m": 0.8390987515449524
},
{
"p": 0.07539598643779755,
"m": 0.10000000149011612
},
{
"p": 0.06033644452691078,
"m": 0.4547947645187378
},
{
"p": 0.04871828109025955,
"m": 0.9083913564682007
},
{
"p": 0.0652613639831543,
"m": 0.9261767864227295
},
{
"p": 0.08806966990232468,
"m": 0.6745434403419495
},
{
"p": 0.06529261916875839,
"m": 0.9938763380050659
},
{
"p": 0.041508350521326065,
"m": 0.7566255927085876
},
{
"p": 0.11228552460670471,
"m": 1.0
},
{
"p": 0.09921012073755264,
"m": 0.5
},
{
"p": 0.07996128499507904,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 0.942341148853302,
"val_loss": 0.8019741177558899,
"acc": 73.1,
"time": 336.4434551070008,
"param": [
{
"p": 0.0834219679236412,
"m": 0.5
},
{
"p": 0.05162050575017929,
"m": 0.5
},
{
"p": 0.08593302220106125,
"m": 0.5
},
{
"p": 0.07098014652729034,
"m": 0.99671471118927
},
{
"p": 0.08679201453924179,
"m": 0.27684617042541504
},
{
"p": 0.03792843967676163,
"m": 0.5226284265518188
},
{
"p": 0.0623636431992054,
"m": 0.9966512322425842
},
{
"p": 0.057265620678663254,
"m": 0.8385552763938904
},
{
"p": 0.08947998285293579,
"m": 0.6008990406990051
},
{
"p": 0.06342808902263641,
"m": 0.9958230257034302
},
{
"p": 0.08422640711069107,
"m": 0.7007408738136292
},
{
"p": 0.09458837658166885,
"m": 1.0
},
{
"p": 0.08756851404905319,
"m": 0.5
},
{
"p": 0.04440326243638992,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 1.28617262840271,
"val_loss": 0.7324990630149841,
"acc": 73.44,
"time": 323.1346181659901,
"param": [
{
"p": 0.10224838554859161,
"m": 0.5
},
{
"p": 0.044929925352334976,
"m": 0.5
},
{
"p": 0.07011181116104126,
"m": 0.5
},
{
"p": 0.06723662465810776,
"m": 0.846805989742279
},
{
"p": 0.06081479787826538,
"m": 0.36931875348091125
},
{
"p": 0.06216110661625862,
"m": 0.4248034656047821
},
{
"p": 0.07138421386480331,
"m": 0.9243871569633484
},
{
"p": 0.062138598412275314,
"m": 0.9039639830589294
},
{
"p": 0.09754954278469086,
"m": 0.6140527725219727
},
{
"p": 0.07700920850038528,
"m": 0.9489157199859619
},
{
"p": 0.06881927698850632,
"m": 0.7367076277732849
},
{
"p": 0.0884980782866478,
"m": 1.0
},
{
"p": 0.06461790204048157,
"m": 0.5
},
{
"p": 0.06248042359948158,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.2299518585205078,
"val_loss": 0.7301836609840393,
"acc": 73.3,
"time": 321.87007379300485,
"param": [
{
"p": 0.07704775035381317,
"m": 0.5
},
{
"p": 0.06979288905858994,
"m": 0.5
},
{
"p": 0.07909407466650009,
"m": 0.5
},
{
"p": 0.06788896024227142,
"m": 0.7225146889686584
},
{
"p": 0.08076433092355728,
"m": 0.23422522842884064
},
{
"p": 0.07445326447486877,
"m": 0.3115287125110626
},
{
"p": 0.08036307245492935,
"m": 0.9631091356277466
},
{
"p": 0.06485719233751297,
"m": 0.8285974264144897
},
{
"p": 0.0725349560379982,
"m": 0.623389720916748
},
{
"p": 0.05403779819607735,
"m": 0.9539374113082886
},
{
"p": 0.09212321788072586,
"m": 0.8254242539405823
},
{
"p": 0.06668128818273544,
"m": 0.9799816012382507
},
{
"p": 0.07056453078985214,
"m": 0.5
},
{
"p": 0.04979665204882622,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 0.9637548327445984,
"val_loss": 0.7511298060417175,
"acc": 73.99,
"time": 319.3006020249886,
"param": [
{
"p": 0.06255830824375153,
"m": 0.5
},
{
"p": 0.01094901654869318,
"m": 0.5
},
{
"p": 0.09590047597885132,
"m": 0.5
},
{
"p": 0.08309829235076904,
"m": 0.6426714658737183
},
{
"p": 0.08414604514837265,
"m": 0.3640337288379669
},
{
"p": 0.09866039454936981,
"m": 0.15923938155174255
},
{
"p": 0.07529538124799728,
"m": 0.997771680355072
},
{
"p": 0.012636976316571236,
"m": 0.7942410111427307
},
{
"p": 0.0802127942442894,
"m": 0.7106088399887085
},
{
"p": 0.0826464295387268,
"m": 0.9938927888870239
},
{
"p": 0.08767372369766235,
"m": 0.8982921242713928
},
{
"p": 0.09361843019723892,
"m": 1.0
},
{
"p": 0.08152888715267181,
"m": 0.5
},
{
"p": 0.051074959337711334,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 1.5057930946350098,
"val_loss": 0.806365966796875,
"acc": 73.6,
"time": 320.27703784299956,
"param": [
{
"p": 0.08234976977109909,
"m": 0.5
},
{
"p": 0.05431653931736946,
"m": 0.5
},
{
"p": 0.07744874805212021,
"m": 0.5
},
{
"p": 0.06302106380462646,
"m": 0.9033137559890747
},
{
"p": 0.06812144070863724,
"m": 0.45053961873054504
},
{
"p": 0.06531772762537003,
"m": 0.309156209230423
},
{
"p": 0.07674621790647507,
"m": 0.9464777112007141
},
{
"p": 0.06689164787530899,
"m": 0.783284068107605
},
{
"p": 0.06844208389520645,
"m": 0.9726484417915344
},
{
"p": 0.08466572314500809,
"m": 1.0
},
{
"p": 0.06936607509851456,
"m": 0.723702609539032
},
{
"p": 0.08449476212263107,
"m": 0.9940534234046936
},
{
"p": 0.07319096475839615,
"m": 0.5
},
{
"p": 0.06562720239162445,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.1034244298934937,
"val_loss": 0.9113870859146118,
"acc": 73.61,
"time": 339.1099258149916,
"param": [
{
"p": 0.08341900259256363,
"m": 0.5
},
{
"p": 0.03622441366314888,
"m": 0.5
},
{
"p": 0.07493135333061218,
"m": 0.5
},
{
"p": 0.08276723325252533,
"m": 0.8722137808799744
},
{
"p": 0.0637495368719101,
"m": 0.2418542504310608
},
{
"p": 0.07587321102619171,
"m": 0.24194419384002686
},
{
"p": 0.06362998485565186,
"m": 0.9691690802574158
},
{
"p": 0.09038478136062622,
"m": 0.867355465888977
},
{
"p": 0.08929204940795898,
"m": 0.9916085004806519
},
{
"p": 0.05695698410272598,
"m": 0.9999896287918091
},
{
"p": 0.055161625146865845,
"m": 0.7815645933151245
},
{
"p": 0.0714697614312172,
"m": 1.0
},
{
"p": 0.1057422086596489,
"m": 0.5
},
{
"p": 0.050397876650094986,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 0.9471016526222229,
"val_loss": 0.777096688747406,
"acc": 73.62,
"time": 336.65155687800143,
"param": [
{
"p": 0.08763734996318817,
"m": 0.5
},
{
"p": 0.02658730372786522,
"m": 0.5
},
{
"p": 0.09483566880226135,
"m": 0.5
},
{
"p": 0.07774367928504944,
"m": 0.8390398621559143
},
{
"p": 0.07608580589294434,
"m": 0.2583540678024292
},
{
"p": 0.07321774214506149,
"m": 0.16019387543201447
},
{
"p": 0.07703451067209244,
"m": 0.9573644995689392
},
{
"p": 0.06546306610107422,
"m": 0.8549249768257141
},
{
"p": 0.07465378940105438,
"m": 0.8447061777114868
},
{
"p": 0.09088907390832901,
"m": 0.9704529047012329
},
{
"p": 0.05480074882507324,
"m": 0.8480451107025146
},
{
"p": 0.08761295676231384,
"m": 1.0
},
{
"p": 0.07347950339317322,
"m": 0.5
},
{
"p": 0.03995872288942337,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.4734089374542236,
"val_loss": 0.7925911545753479,
"acc": 73.09,
"time": 315.40022771399526,
"param": [
{
"p": 0.07132748514413834,
"m": 0.5
},
{
"p": 0.05570108816027641,
"m": 0.5
},
{
"p": 0.08501175045967102,
"m": 0.5
},
{
"p": 0.06587863713502884,
"m": 0.7579710483551025
},
{
"p": 0.06407129764556885,
"m": 0.20789606869220734
},
{
"p": 0.04369048774242401,
"m": 0.10227014869451523
},
{
"p": 0.09220903366804123,
"m": 1.0
},
{
"p": 0.08350374549627304,
"m": 0.8682863712310791
},
{
"p": 0.07066495716571808,
"m": 0.9775624871253967
},
{
"p": 0.04500383883714676,
"m": 1.0
},
{
"p": 0.06625676155090332,
"m": 0.8625587224960327
},
{
"p": 0.10143213719129562,
"m": 1.0
},
{
"p": 0.07222668081521988,
"m": 0.5
},
{
"p": 0.08302203565835953,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.0543200969696045,
"val_loss": 0.9491744637489319,
"acc": 72.32,
"time": 323.86287003599864,
"param": [
{
"p": 0.08959588408470154,
"m": 0.5
},
{
"p": 0.050614602863788605,
"m": 0.5
},
{
"p": 0.08328008651733398,
"m": 0.5
},
{
"p": 0.08479632437229156,
"m": 0.8291773200035095
},
{
"p": 0.06997143477201462,
"m": 0.3096368908882141
},
{
"p": 0.0702393427491188,
"m": 0.159234419465065
},
{
"p": 0.08873669803142548,
"m": 1.0
},
{
"p": 0.06741391867399216,
"m": 0.8631383776664734
},
{
"p": 0.06615469604730606,
"m": 0.9485506415367126
},
{
"p": 0.05511021614074707,
"m": 0.9945088624954224
},
{
"p": 0.06783296167850494,
"m": 0.9529163241386414
},
{
"p": 0.08313996344804764,
"m": 1.0
},
{
"p": 0.07895545661449432,
"m": 0.5
},
{
"p": 0.04415842890739441,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink