AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-18TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json
root f657a9f989 Final result brutus
2019-12-04 09:55:28 -05:00

12180 lines
No EOL
200 KiB
JSON
Raw Blame History

{
"Accuracy": 72.99,
"Time": [
229.59011197815494,
39.16681445788736
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.300568103790283,
"val_loss": 2.2845585346221924,
"acc": 19.34,
"time": 218.1703571670223,
"param": [
{
"p": 0.06513366103172302,
"m": 1.0
},
{
"p": 0.08385857194662094,
"m": 1.0
},
{
"p": 0.07435082644224167,
"m": 1.0
},
{
"p": 0.08007854223251343,
"m": 0.9948944449424744
},
{
"p": 0.0441136509180069,
"m": 1.0
},
{
"p": 0.07143814861774445,
"m": 0.9980252981185913
},
{
"p": 0.049705542623996735,
"m": 1.0
},
{
"p": 0.052373841404914856,
"m": 0.992941677570343
},
{
"p": 0.07860968261957169,
"m": 1.0
},
{
"p": 0.05276436358690262,
"m": 1.0
},
{
"p": 0.06213577464222908,
"m": 0.9993844032287598
},
{
"p": 0.03972422704100609,
"m": 0.9974517226219177
},
{
"p": 0.07532112300395966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06495368480682373,
"m": 1.0
},
{
"p": 0.038816869258880615,
"m": 0.9961495399475098
},
{
"p": 0.03467937186360359,
"m": 0.9729160666465759
},
{
"p": 0.03194209933280945,
"m": 0.9640671610832214
}
]
},
{
"epoch": 2,
"train_loss": 2.273683786392212,
"val_loss": 2.1186840534210205,
"acc": 20.75,
"time": 218.45024153101258,
"param": [
{
"p": 0.07441229373216629,
"m": 1.0
},
{
"p": 0.06736902892589569,
"m": 1.0
},
{
"p": 0.06367083638906479,
"m": 1.0
},
{
"p": 0.07429871708154678,
"m": 1.0
},
{
"p": 0.062330376356840134,
"m": 0.7091305255889893
},
{
"p": 0.057888664305210114,
"m": 0.6083539724349976
},
{
"p": 0.07279735058546066,
"m": 0.9754570722579956
},
{
"p": 0.008770628832280636,
"m": 0.9307900071144104
},
{
"p": 0.03227690979838371,
"m": 0.9894344806671143
},
{
"p": 0.06667780876159668,
"m": 1.0
},
{
"p": 0.07172902673482895,
"m": 0.9993168711662292
},
{
"p": 0.07691283524036407,
"m": 0.9824467301368713
},
{
"p": 0.06458407640457153,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07511528581380844,
"m": 0.8420637249946594
},
{
"p": 0.053942933678627014,
"m": 0.8672236800193787
},
{
"p": 0.041923776268959045,
"m": 0.9047380685806274
},
{
"p": 0.03529942035675049,
"m": 0.9364266991615295
}
]
},
{
"epoch": 3,
"train_loss": 2.1888585090637207,
"val_loss": 2.040699005126953,
"acc": 28.17,
"time": 258.6711970960023,
"param": [
{
"p": 0.06297199428081512,
"m": 1.0
},
{
"p": 0.06025131046772003,
"m": 1.0
},
{
"p": 0.06531251966953278,
"m": 1.0
},
{
"p": 0.050712212920188904,
"m": 0.9901208281517029
},
{
"p": 0.04632888361811638,
"m": 0.6703227162361145
},
{
"p": 0.07701441645622253,
"m": 0.516007125377655
},
{
"p": 0.05271458625793457,
"m": 0.9571202993392944
},
{
"p": 0.0753408819437027,
"m": 0.894716739654541
},
{
"p": 0.06458621472120285,
"m": 1.0
},
{
"p": 0.055867716670036316,
"m": 0.8968126773834229
},
{
"p": 0.04941099137067795,
"m": 1.0
},
{
"p": 0.05496353283524513,
"m": 0.8768463134765625
},
{
"p": 0.05426975339651108,
"m": 1.0
},
{
"p": 0.0013776352861896157,
"m": 1.0
},
{
"p": 0.06641227751970291,
"m": 0.6333766579627991
},
{
"p": 0.06631036102771759,
"m": 0.7664940357208252
},
{
"p": 0.04834394529461861,
"m": 0.9217897653579712
},
{
"p": 0.04781077057123184,
"m": 0.787339448928833
}
]
},
{
"epoch": 4,
"train_loss": 2.1193761825561523,
"val_loss": 1.9504204988479614,
"acc": 30.4,
"time": 224.52122042397968,
"param": [
{
"p": 0.08461697399616241,
"m": 1.0
},
{
"p": 0.03507661074399948,
"m": 1.0
},
{
"p": 0.060523249208927155,
"m": 1.0
},
{
"p": 0.04997723177075386,
"m": 0.8254027366638184
},
{
"p": 0.1036287322640419,
"m": 0.7839275598526001
},
{
"p": 0.05835533142089844,
"m": 0.4733486473560333
},
{
"p": 0.08654093742370605,
"m": 0.9896820187568665
},
{
"p": 0.10883753001689911,
"m": 0.9703533053398132
},
{
"p": 0.0,
"m": 0.9694191217422485
},
{
"p": 0.04068361222743988,
"m": 0.8079959154129028
},
{
"p": 0.06890475749969482,
"m": 0.9998657703399658
},
{
"p": 0.05231639742851257,
"m": 0.9972232580184937
},
{
"p": 0.02700781263411045,
"m": 1.0
},
{
"p": 0.06853286921977997,
"m": 1.0
},
{
"p": 0.05062174052000046,
"m": 0.6217129826545715
},
{
"p": 0.06525333970785141,
"m": 0.8573017716407776
},
{
"p": 0.00210399879142642,
"m": 0.8361485004425049
},
{
"p": 0.03701889514923096,
"m": 0.8795086741447449
}
]
},
{
"epoch": 5,
"train_loss": 2.074462890625,
"val_loss": 1.8919661045074463,
"acc": 33.91,
"time": 219.4551890650764,
"param": [
{
"p": 0.039140522480010986,
"m": 1.0
},
{
"p": 0.048840656876564026,
"m": 1.0
},
{
"p": 0.07435335218906403,
"m": 1.0
},
{
"p": 0.0163445882499218,
"m": 0.9065817594528198
},
{
"p": 0.058916378766298294,
"m": 0.7352876663208008
},
{
"p": 0.09042531996965408,
"m": 0.5645577311515808
},
{
"p": 0.046771321445703506,
"m": 1.0
},
{
"p": 0.098066046833992,
"m": 0.9910029768943787
},
{
"p": 0.057859960943460464,
"m": 0.9963616132736206
},
{
"p": 0.08668925613164902,
"m": 0.5865990519523621
},
{
"p": 0.04115140810608864,
"m": 1.0
},
{
"p": 0.042815450578927994,
"m": 0.9974926710128784
},
{
"p": 0.05004573613405228,
"m": 1.0
},
{
"p": 0.03519537299871445,
"m": 1.0
},
{
"p": 0.03370584174990654,
"m": 0.6115614771842957
},
{
"p": 0.12744095921516418,
"m": 1.0
},
{
"p": 0.03380100056529045,
"m": 0.8318526744842529
},
{
"p": 0.018436767160892487,
"m": 0.9638147950172424
}
]
},
{
"epoch": 6,
"train_loss": 2.0158097743988037,
"val_loss": 1.8882430791854858,
"acc": 34.14,
"time": 226.8627889440395,
"param": [
{
"p": 0.05405517667531967,
"m": 1.0
},
{
"p": 0.05551128461956978,
"m": 1.0
},
{
"p": 0.08346790075302124,
"m": 1.0
},
{
"p": 0.03927881270647049,
"m": 0.961108922958374
},
{
"p": 0.08705922961235046,
"m": 0.5135706663131714
},
{
"p": 0.044341955333948135,
"m": 0.49478551745414734
},
{
"p": 0.10850881040096283,
"m": 0.9710522890090942
},
{
"p": 0.03964866325259209,
"m": 0.9276320934295654
},
{
"p": 0.09454632550477982,
"m": 1.0
},
{
"p": 0.0744754746556282,
"m": 0.4843639135360718
},
{
"p": 0.09522174298763275,
"m": 1.0
},
{
"p": 0.03544890135526657,
"m": 0.9974136352539062
},
{
"p": 0.032681211829185486,
"m": 1.0
},
{
"p": 0.012863028794527054,
"m": 1.0
},
{
"p": 0.024939777329564095,
"m": 0.5544100403785706
},
{
"p": 0.06265450268983841,
"m": 0.9862114787101746
},
{
"p": 0.027818424627184868,
"m": 0.8394802808761597
},
{
"p": 0.027478856965899467,
"m": 0.99214768409729
}
]
},
{
"epoch": 7,
"train_loss": 1.8734561204910278,
"val_loss": 1.7368535995483398,
"acc": 36.9,
"time": 225.4612672459334,
"param": [
{
"p": 0.1099543496966362,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05816676840186119,
"m": 1.0
},
{
"p": 0.0025014204438775778,
"m": 0.9843401908874512
},
{
"p": 0.041658852249383926,
"m": 0.530403733253479
},
{
"p": 0.06236085668206215,
"m": 0.5162490010261536
},
{
"p": 0.00017758859030436724,
"m": 0.929077684879303
},
{
"p": 0.1306232213973999,
"m": 1.0
},
{
"p": 0.0965893566608429,
"m": 0.9797142744064331
},
{
"p": 0.1182473823428154,
"m": 0.41295796632766724
},
{
"p": 0.018266892060637474,
"m": 0.9627212882041931
},
{
"p": 0.0006625917740166187,
"m": 0.9983691573143005
},
{
"p": 0.17911261320114136,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05697336047887802,
"m": 0.6264277696609497
},
{
"p": 0.11729704588651657,
"m": 0.9871301054954529
},
{
"p": 0.007010696455836296,
"m": 0.7856892943382263
},
{
"p": 0.00039692461723461747,
"m": 0.9751948118209839
}
]
},
{
"epoch": 8,
"train_loss": 2.1273746490478516,
"val_loss": 1.7756160497665405,
"acc": 39.83,
"time": 220.83490356302354,
"param": [
{
"p": 0.09284476190805435,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0016061394708231091,
"m": 1.0
},
{
"p": 0.1473071277141571,
"m": 0.8424426317214966
},
{
"p": 0.01462670136243105,
"m": 0.8291086554527283
},
{
"p": 0.0,
"m": 0.5287846922874451
},
{
"p": 0.015485474839806557,
"m": 0.9531158208847046
},
{
"p": 0.07946788519620895,
"m": 1.0
},
{
"p": 0.05582113564014435,
"m": 0.6671087741851807
},
{
"p": 0.12571360170841217,
"m": 0.5094521045684814
},
{
"p": 0.05111435055732727,
"m": 0.9543414115905762
},
{
"p": 0.06320587545633316,
"m": 0.9958283305168152
},
{
"p": 0.21922355890274048,
"m": 1.0
},
{
"p": 0.007339580915868282,
"m": 1.0
},
{
"p": 0.01455600094050169,
"m": 0.8440805673599243
},
{
"p": 0.10996942222118378,
"m": 0.9907023310661316
},
{
"p": 0.0,
"m": 0.48649805784225464
},
{
"p": 0.0017183448653668165,
"m": 0.9532328248023987
}
]
},
{
"epoch": 9,
"train_loss": 1.8421920537948608,
"val_loss": 1.8145464658737183,
"acc": 39.88,
"time": 222.7990616169991,
"param": [
{
"p": 0.07548239827156067,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0012790700420737267,
"m": 1.0
},
{
"p": 0.09583345055580139,
"m": 0.989912748336792
},
{
"p": 0.03933895006775856,
"m": 0.6165609955787659
},
{
"p": 0.023659825325012207,
"m": 0.40586280822753906
},
{
"p": 0.09523157775402069,
"m": 0.8693523406982422
},
{
"p": 0.06130979210138321,
"m": 1.0
},
{
"p": 0.09931503236293793,
"m": 0.7464722990989685
},
{
"p": 0.098089799284935,
"m": 0.47314631938934326
},
{
"p": 0.04794055595993996,
"m": 0.9980735182762146
},
{
"p": 0.04833352193236351,
"m": 1.0
},
{
"p": 0.1245734915137291,
"m": 1.0
},
{
"p": 0.05102971941232681,
"m": 1.0
},
{
"p": 0.041391126811504364,
"m": 0.8251227140426636
},
{
"p": 0.0953124612569809,
"m": 0.9986392259597778
},
{
"p": 0.0004837466694880277,
"m": 0.3815346360206604
},
{
"p": 0.0013954376336187124,
"m": 0.8966564536094666
}
]
},
{
"epoch": 10,
"train_loss": 1.8876125812530518,
"val_loss": 1.5792579650878906,
"acc": 43.28,
"time": 212.3255323880585,
"param": [
{
"p": 0.12487123906612396,
"m": 1.0
},
{
"p": 0.026001248508691788,
"m": 1.0
},
{
"p": 0.039574019610881805,
"m": 1.0
},
{
"p": 0.022944020107388496,
"m": 0.6980835795402527
},
{
"p": 0.06287223845720291,
"m": 0.6179876923561096
},
{
"p": 0.059326741844415665,
"m": 0.6311684846878052
},
{
"p": 0.0922272577881813,
"m": 0.9871894717216492
},
{
"p": 0.0024478461127728224,
"m": 0.9849230051040649
},
{
"p": 0.06328479945659637,
"m": 0.6283373236656189
},
{
"p": 0.10503596067428589,
"m": 0.47870364785194397
},
{
"p": 0.06820838898420334,
"m": 0.9170264005661011
},
{
"p": 0.03464870899915695,
"m": 0.8959615230560303
},
{
"p": 0.1021004319190979,
"m": 1.0
},
{
"p": 0.04349882900714874,
"m": 1.0
},
{
"p": 0.03935600817203522,
"m": 1.0
},
{
"p": 0.07582520693540573,
"m": 0.9108574986457825
},
{
"p": 0.011216633953154087,
"m": 0.2370406985282898
},
{
"p": 0.026560423895716667,
"m": 0.925235390663147
}
]
},
{
"epoch": 11,
"train_loss": 1.7903238534927368,
"val_loss": 1.6246589422225952,
"acc": 43.35,
"time": 225.30037879699375,
"param": [
{
"p": 0.08575764298439026,
"m": 1.0
},
{
"p": 0.031860243529081345,
"m": 1.0
},
{
"p": 0.07876743376255035,
"m": 1.0
},
{
"p": 0.05209563300013542,
"m": 0.9244765043258667
},
{
"p": 0.060781653970479965,
"m": 0.5942010283470154
},
{
"p": 0.03718535229563713,
"m": 0.7502537369728088
},
{
"p": 0.06842783093452454,
"m": 0.8020240664482117
},
{
"p": 0.09441442042589188,
"m": 0.8031989336013794
},
{
"p": 0.045223455876111984,
"m": 0.6858858466148376
},
{
"p": 0.05092201381921768,
"m": 0.5993195176124573
},
{
"p": 0.08444355428218842,
"m": 0.9629586338996887
},
{
"p": 0.05416131019592285,
"m": 0.9145867824554443
},
{
"p": 0.05645917356014252,
"m": 1.0
},
{
"p": 0.002007695147767663,
"m": 1.0
},
{
"p": 0.05974327772855759,
"m": 0.9550936818122864
},
{
"p": 0.09488606452941895,
"m": 0.8238160610198975
},
{
"p": 0.017437495291233063,
"m": 0.31286928057670593
},
{
"p": 0.025425808504223824,
"m": 0.7853338122367859
}
]
},
{
"epoch": 12,
"train_loss": 1.8287235498428345,
"val_loss": 1.5915406942367554,
"acc": 44.24,
"time": 217.80803817207925,
"param": [
{
"p": 0.07385555654764175,
"m": 1.0
},
{
"p": 0.0603795051574707,
"m": 1.0
},
{
"p": 0.061028458178043365,
"m": 1.0
},
{
"p": 0.053456246852874756,
"m": 0.8958374857902527
},
{
"p": 0.038242947310209274,
"m": 0.354365736246109
},
{
"p": 0.00888944324105978,
"m": 0.9163910746574402
},
{
"p": 0.04893287643790245,
"m": 0.8064146041870117
},
{
"p": 0.05876694247126579,
"m": 1.0
},
{
"p": 0.09672048687934875,
"m": 0.7855697274208069
},
{
"p": 0.04688480496406555,
"m": 0.5158132910728455
},
{
"p": 0.07886587083339691,
"m": 1.0
},
{
"p": 0.08115062117576599,
"m": 0.9978915452957153
},
{
"p": 0.08593883365392685,
"m": 1.0
},
{
"p": 0.014156581833958626,
"m": 1.0
},
{
"p": 0.0703226774930954,
"m": 0.9473317265510559
},
{
"p": 0.04972836375236511,
"m": 0.8475679755210876
},
{
"p": 0.04842827096581459,
"m": 0.504969596862793
},
{
"p": 0.024251557886600494,
"m": 0.7337045073509216
}
]
},
{
"epoch": 13,
"train_loss": 2.0038113594055176,
"val_loss": 1.581809639930725,
"acc": 45.61,
"time": 223.37972819595598,
"param": [
{
"p": 0.04989094287157059,
"m": 1.0
},
{
"p": 0.0338454432785511,
"m": 1.0
},
{
"p": 0.03494735807180405,
"m": 1.0
},
{
"p": 0.056697335094213486,
"m": 0.9303105473518372
},
{
"p": 0.046604204922914505,
"m": 0.5069034099578857
},
{
"p": 0.0,
"m": 0.9119748473167419
},
{
"p": 0.08137256652116776,
"m": 0.8873929381370544
},
{
"p": 0.02143348567187786,
"m": 0.9980981945991516
},
{
"p": 0.0841708555817604,
"m": 0.8804528117179871
},
{
"p": 0.04658888652920723,
"m": 0.6047852635383606
},
{
"p": 0.06890032440423965,
"m": 0.9793166518211365
},
{
"p": 0.12123242765665054,
"m": 1.0
},
{
"p": 0.07441965490579605,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1281764954328537,
"m": 1.0
},
{
"p": 0.14843341708183289,
"m": 0.8923576474189758
},
{
"p": 0.003286706516519189,
"m": 0.36810043454170227
},
{
"p": 0.0,
"m": 0.49653467535972595
}
]
},
{
"epoch": 14,
"train_loss": 1.8909531831741333,
"val_loss": 1.5234365463256836,
"acc": 45.42,
"time": 224.9411899560364,
"param": [
{
"p": 0.052498798817396164,
"m": 1.0
},
{
"p": 0.057018671184778214,
"m": 1.0
},
{
"p": 0.08656233549118042,
"m": 1.0
},
{
"p": 0.037309881299734116,
"m": 0.9018401503562927
},
{
"p": 0.05526955798268318,
"m": 0.664515495300293
},
{
"p": 0.044200312346220016,
"m": 1.0
},
{
"p": 0.04023488983511925,
"m": 0.9760563373565674
},
{
"p": 0.05455224961042404,
"m": 1.0
},
{
"p": 0.07131025195121765,
"m": 0.9870036840438843
},
{
"p": 0.025119489058852196,
"m": 0.5959290266036987
},
{
"p": 0.08270429819822311,
"m": 0.9194458723068237
},
{
"p": 0.04454741254448891,
"m": 0.9856564998626709
},
{
"p": 0.09106597304344177,
"m": 1.0
},
{
"p": 0.00980338267982006,
"m": 1.0
},
{
"p": 0.08606047928333282,
"m": 0.9581432342529297
},
{
"p": 0.0735902264714241,
"m": 0.9137205481529236
},
{
"p": 0.06700524687767029,
"m": 0.5305489897727966
},
{
"p": 0.02114660106599331,
"m": 0.6805939078330994
}
]
},
{
"epoch": 15,
"train_loss": 1.807769775390625,
"val_loss": 1.5356817245483398,
"acc": 47.37,
"time": 220.48345032101497,
"param": [
{
"p": 0.0772547647356987,
"m": 1.0
},
{
"p": 0.03746486455202103,
"m": 1.0
},
{
"p": 0.07114288955926895,
"m": 1.0
},
{
"p": 0.06443760544061661,
"m": 0.8629800081253052
},
{
"p": 0.015366093255579472,
"m": 0.6929041743278503
},
{
"p": 0.04759100824594498,
"m": 0.9892429709434509
},
{
"p": 0.06296882778406143,
"m": 0.9550889730453491
},
{
"p": 0.06972629576921463,
"m": 0.9323728084564209
},
{
"p": 0.07287311553955078,
"m": 0.9866688251495361
},
{
"p": 0.05210679769515991,
"m": 0.6393694281578064
},
{
"p": 0.06729093194007874,
"m": 0.9725595116615295
},
{
"p": 0.048448625952005386,
"m": 1.0
},
{
"p": 0.05888625606894493,
"m": 1.0
},
{
"p": 0.052019283175468445,
"m": 1.0
},
{
"p": 0.0408492274582386,
"m": 0.939591109752655
},
{
"p": 0.08761220425367355,
"m": 0.9907035231590271
},
{
"p": 0.04565226659178734,
"m": 0.5279712677001953
},
{
"p": 0.028309058398008347,
"m": 0.6425964832305908
}
]
},
{
"epoch": 16,
"train_loss": 1.6041003465652466,
"val_loss": 1.5617116689682007,
"acc": 45.62,
"time": 224.5233120030025,
"param": [
{
"p": 0.08155423402786255,
"m": 1.0
},
{
"p": 0.05672242492437363,
"m": 1.0
},
{
"p": 0.07344874739646912,
"m": 1.0
},
{
"p": 0.05135277286171913,
"m": 0.8566245436668396
},
{
"p": 0.04280300810933113,
"m": 0.7156777381896973
},
{
"p": 0.06158197298645973,
"m": 0.9829647541046143
},
{
"p": 0.062035441398620605,
"m": 0.8433051705360413
},
{
"p": 0.047795992344617844,
"m": 1.0
},
{
"p": 0.021213917061686516,
"m": 0.9240656495094299
},
{
"p": 0.061138980090618134,
"m": 0.6758991479873657
},
{
"p": 0.07849783450365067,
"m": 0.9757355451583862
},
{
"p": 0.06397609412670135,
"m": 1.0
},
{
"p": 0.09758739173412323,
"m": 1.0
},
{
"p": 0.016882261261343956,
"m": 1.0
},
{
"p": 0.04076649993658066,
"m": 0.9722914099693298
},
{
"p": 0.08502277731895447,
"m": 1.0
},
{
"p": 0.029967376962304115,
"m": 0.5333619117736816
},
{
"p": 0.027652250602841377,
"m": 0.6268901228904724
}
]
},
{
"epoch": 17,
"train_loss": 1.78549063205719,
"val_loss": 1.4871352910995483,
"acc": 46.61,
"time": 215.78209959995002,
"param": [
{
"p": 0.07081213593482971,
"m": 1.0
},
{
"p": 0.05195275694131851,
"m": 1.0
},
{
"p": 0.05800545960664749,
"m": 1.0
},
{
"p": 0.0571809746325016,
"m": 0.8859325647354126
},
{
"p": 0.0721757560968399,
"m": 0.6897415518760681
},
{
"p": 0.05084880068898201,
"m": 0.9333663582801819
},
{
"p": 0.0636410266160965,
"m": 0.8341267704963684
},
{
"p": 0.06198018044233322,
"m": 1.0
},
{
"p": 0.042221952229738235,
"m": 1.0
},
{
"p": 0.04494830593466759,
"m": 0.5764981508255005
},
{
"p": 0.06295492500066757,
"m": 1.0
},
{
"p": 0.07355326414108276,
"m": 0.9740161299705505
},
{
"p": 0.040073834359645844,
"m": 1.0
},
{
"p": 0.028346605598926544,
"m": 1.0
},
{
"p": 0.05213194712996483,
"m": 0.905198872089386
},
{
"p": 0.08802837133407593,
"m": 1.0
},
{
"p": 0.04487840458750725,
"m": 0.5381548404693604
},
{
"p": 0.036265384405851364,
"m": 0.6727365255355835
}
]
},
{
"epoch": 18,
"train_loss": 1.6819438934326172,
"val_loss": 1.4340729713439941,
"acc": 49.97,
"time": 224.5296487880405,
"param": [
{
"p": 0.06858053058385849,
"m": 1.0
},
{
"p": 0.04279842972755432,
"m": 1.0
},
{
"p": 0.08656362444162369,
"m": 1.0
},
{
"p": 0.027363309636712074,
"m": 0.9715912938117981
},
{
"p": 0.029121994972229004,
"m": 0.6563141345977783
},
{
"p": 0.05830244719982147,
"m": 0.8801358342170715
},
{
"p": 0.08744379132986069,
"m": 0.8189572691917419
},
{
"p": 0.06945226341485977,
"m": 0.8999131321907043
},
{
"p": 0.08210302889347076,
"m": 1.0
},
{
"p": 0.05430150777101517,
"m": 0.4959145784378052
},
{
"p": 0.059676386415958405,
"m": 0.9818176031112671
},
{
"p": 0.0766759142279625,
"m": 0.9662739038467407
},
{
"p": 0.07497952878475189,
"m": 1.0
},
{
"p": 0.01892356388270855,
"m": 1.0
},
{
"p": 0.03145020827651024,
"m": 0.7337273955345154
},
{
"p": 0.07428780943155289,
"m": 0.9984447956085205
},
{
"p": 0.0332818329334259,
"m": 0.568825900554657
},
{
"p": 0.02469385601580143,
"m": 0.731342077255249
}
]
},
{
"epoch": 19,
"train_loss": 1.6909408569335938,
"val_loss": 1.4421560764312744,
"acc": 51.34,
"time": 209.6620086140465,
"param": [
{
"p": 0.06612437218427658,
"m": 1.0
},
{
"p": 0.047385066747665405,
"m": 1.0
},
{
"p": 0.06208840385079384,
"m": 1.0
},
{
"p": 0.056740425527095795,
"m": 0.9798274040222168
},
{
"p": 0.03507149964570999,
"m": 0.6726582050323486
},
{
"p": 0.026046033948659897,
"m": 0.9524462819099426
},
{
"p": 0.05741142854094505,
"m": 0.8509780168533325
},
{
"p": 0.05308263376355171,
"m": 1.0
},
{
"p": 0.060544926673173904,
"m": 1.0
},
{
"p": 0.07602578401565552,
"m": 0.5113523006439209
},
{
"p": 0.06214097887277603,
"m": 1.0
},
{
"p": 0.058762986212968826,
"m": 1.0
},
{
"p": 0.05653824284672737,
"m": 1.0
},
{
"p": 0.04040974751114845,
"m": 1.0
},
{
"p": 0.08493392169475555,
"m": 0.8846708536148071
},
{
"p": 0.07142899185419083,
"m": 0.9814498424530029
},
{
"p": 0.053065020591020584,
"m": 0.6549803614616394
},
{
"p": 0.03219950944185257,
"m": 0.8296940922737122
}
]
},
{
"epoch": 20,
"train_loss": 1.8734194040298462,
"val_loss": 1.4119423627853394,
"acc": 50.87,
"time": 222.34796142706182,
"param": [
{
"p": 0.07969865947961807,
"m": 1.0
},
{
"p": 0.04019596427679062,
"m": 1.0
},
{
"p": 0.07395592331886292,
"m": 1.0
},
{
"p": 0.057760708034038544,
"m": 0.921730637550354
},
{
"p": 0.03861651569604874,
"m": 0.5737240314483643
},
{
"p": 0.05918245017528534,
"m": 0.9918277859687805
},
{
"p": 0.062365587800741196,
"m": 0.8838391304016113
},
{
"p": 0.05569157376885414,
"m": 0.9988083243370056
},
{
"p": 0.06451582908630371,
"m": 1.0
},
{
"p": 0.07627108693122864,
"m": 0.45305392146110535
},
{
"p": 0.06863332539796829,
"m": 0.9925087690353394
},
{
"p": 0.0556630976498127,
"m": 1.0
},
{
"p": 0.0584377758204937,
"m": 1.0
},
{
"p": 0.03350541368126869,
"m": 1.0
},
{
"p": 0.05169830843806267,
"m": 0.9347639679908752
},
{
"p": 0.06403394788503647,
"m": 1.0
},
{
"p": 0.02686409279704094,
"m": 0.7273935675621033
},
{
"p": 0.03290973976254463,
"m": 0.8803097009658813
}
]
},
{
"epoch": 21,
"train_loss": 1.695844054222107,
"val_loss": 1.340760588645935,
"acc": 52.96,
"time": 214.7158312209649,
"param": [
{
"p": 0.0634152740240097,
"m": 1.0
},
{
"p": 0.022220822051167488,
"m": 1.0
},
{
"p": 0.06226707622408867,
"m": 1.0
},
{
"p": 0.03924848884344101,
"m": 0.8857606053352356
},
{
"p": 0.04402758181095123,
"m": 0.6725693941116333
},
{
"p": 0.05216106399893761,
"m": 0.9015945792198181
},
{
"p": 0.07231801748275757,
"m": 0.9355223178863525
},
{
"p": 0.06172854080796242,
"m": 1.0
},
{
"p": 0.04770221561193466,
"m": 1.0
},
{
"p": 0.0647319108247757,
"m": 0.48837897181510925
},
{
"p": 0.06435572355985641,
"m": 0.9936234354972839
},
{
"p": 0.07394877821207047,
"m": 1.0
},
{
"p": 0.07262376695871353,
"m": 1.0
},
{
"p": 0.045884959399700165,
"m": 1.0
},
{
"p": 0.054446738213300705,
"m": 0.9732250571250916
},
{
"p": 0.0947565883398056,
"m": 1.0
},
{
"p": 0.029910728335380554,
"m": 0.6783688068389893
},
{
"p": 0.03425169363617897,
"m": 0.793387234210968
}
]
},
{
"epoch": 22,
"train_loss": 1.8054052591323853,
"val_loss": 1.3168703317642212,
"acc": 52.12,
"time": 220.72863449004944,
"param": [
{
"p": 0.07666945457458496,
"m": 1.0
},
{
"p": 0.03783464431762695,
"m": 1.0
},
{
"p": 0.07375102490186691,
"m": 1.0
},
{
"p": 0.03706156089901924,
"m": 0.9360002875328064
},
{
"p": 0.053373534232378006,
"m": 0.7531322240829468
},
{
"p": 0.06154146045446396,
"m": 0.9381712079048157
},
{
"p": 0.06373263895511627,
"m": 0.9841034412384033
},
{
"p": 0.06509871780872345,
"m": 1.0
},
{
"p": 0.06983569264411926,
"m": 0.9979576468467712
},
{
"p": 0.049141328781843185,
"m": 0.42480742931365967
},
{
"p": 0.06081609055399895,
"m": 1.0
},
{
"p": 0.06021098047494888,
"m": 1.0
},
{
"p": 0.06745116412639618,
"m": 1.0
},
{
"p": 0.02298692613840103,
"m": 1.0
},
{
"p": 0.047532789409160614,
"m": 0.8337358832359314
},
{
"p": 0.06904551386833191,
"m": 0.9953565001487732
},
{
"p": 0.041804682463407516,
"m": 0.7432762980461121
},
{
"p": 0.0421118438243866,
"m": 0.8703411221504211
}
]
},
{
"epoch": 23,
"train_loss": 1.6225591897964478,
"val_loss": 1.3664305210113525,
"acc": 49.29,
"time": 220.28185361402575,
"param": [
{
"p": 0.05580490082502365,
"m": 1.0
},
{
"p": 0.05557934194803238,
"m": 1.0
},
{
"p": 0.05743091553449631,
"m": 1.0
},
{
"p": 0.06487254798412323,
"m": 0.9404119849205017
},
{
"p": 0.045025378465652466,
"m": 0.7716678977012634
},
{
"p": 0.04372256621718407,
"m": 0.9606065154075623
},
{
"p": 0.049998845905065536,
"m": 0.998476505279541
},
{
"p": 0.04520148038864136,
"m": 0.9981033802032471
},
{
"p": 0.07971350848674774,
"m": 1.0
},
{
"p": 0.06081847473978996,
"m": 0.4735051989555359
},
{
"p": 0.06461336463689804,
"m": 0.9976366758346558
},
{
"p": 0.0656777173280716,
"m": 0.9916433095932007
},
{
"p": 0.06506191194057465,
"m": 1.0
},
{
"p": 0.042980778962373734,
"m": 1.0
},
{
"p": 0.08771899342536926,
"m": 0.8319920301437378
},
{
"p": 0.05132197588682175,
"m": 0.9842748045921326
},
{
"p": 0.02874697744846344,
"m": 0.7649854421615601
},
{
"p": 0.03571031242609024,
"m": 0.8554854989051819
}
]
},
{
"epoch": 24,
"train_loss": 1.691922664642334,
"val_loss": 1.3693101406097412,
"acc": 55.03,
"time": 214.53755977703258,
"param": [
{
"p": 0.07116827368736267,
"m": 1.0
},
{
"p": 0.040288642048835754,
"m": 1.0
},
{
"p": 0.07990781962871552,
"m": 1.0
},
{
"p": 0.0668097585439682,
"m": 0.9648788571357727
},
{
"p": 0.03472777083516121,
"m": 0.7024422883987427
},
{
"p": 0.04727550968527794,
"m": 0.9519476294517517
},
{
"p": 0.041290219873189926,
"m": 0.924932062625885
},
{
"p": 0.06484171003103256,
"m": 0.9942823052406311
},
{
"p": 0.048258040100336075,
"m": 0.9966652989387512
},
{
"p": 0.05863450467586517,
"m": 0.4996599555015564
},
{
"p": 0.07909376919269562,
"m": 1.0
},
{
"p": 0.06322503834962845,
"m": 1.0
},
{
"p": 0.06224279850721359,
"m": 1.0
},
{
"p": 0.06405320018529892,
"m": 1.0
},
{
"p": 0.055161718279123306,
"m": 0.7742518782615662
},
{
"p": 0.06530606001615524,
"m": 0.9992379546165466
},
{
"p": 0.032903704792261124,
"m": 0.7410152554512024
},
{
"p": 0.024811403825879097,
"m": 0.8542423248291016
}
]
},
{
"epoch": 25,
"train_loss": 1.8239022493362427,
"val_loss": 1.409615159034729,
"acc": 51.98,
"time": 218.98548173392192,
"param": [
{
"p": 0.06921245902776718,
"m": 1.0
},
{
"p": 0.030108317732810974,
"m": 1.0
},
{
"p": 0.07733123749494553,
"m": 1.0
},
{
"p": 0.04601825773715973,
"m": 0.9678233861923218
},
{
"p": 0.030407169833779335,
"m": 0.7852599620819092
},
{
"p": 0.0473320335149765,
"m": 0.9677528142929077
},
{
"p": 0.04729936271905899,
"m": 1.0
},
{
"p": 0.060994118452072144,
"m": 0.9644116163253784
},
{
"p": 0.05009392648935318,
"m": 0.9797067046165466
},
{
"p": 0.07131516933441162,
"m": 0.5571495890617371
},
{
"p": 0.047238852828741074,
"m": 1.0
},
{
"p": 0.07689791917800903,
"m": 1.0
},
{
"p": 0.06147845461964607,
"m": 1.0
},
{
"p": 0.04762931168079376,
"m": 1.0
},
{
"p": 0.06854591518640518,
"m": 0.8619902729988098
},
{
"p": 0.0867253839969635,
"m": 1.0
},
{
"p": 0.042324747890233994,
"m": 0.7564938068389893
},
{
"p": 0.0390474833548069,
"m": 0.8748893141746521
}
]
},
{
"epoch": 26,
"train_loss": 1.600475788116455,
"val_loss": 1.4588024616241455,
"acc": 51.68,
"time": 224.54338905902114,
"param": [
{
"p": 0.082327701151371,
"m": 1.0
},
{
"p": 0.017715618014335632,
"m": 1.0
},
{
"p": 0.10327810049057007,
"m": 1.0
},
{
"p": 0.08495433628559113,
"m": 0.9041926264762878
},
{
"p": 0.006148307118564844,
"m": 0.695850133895874
},
{
"p": 0.06387760490179062,
"m": 1.0
},
{
"p": 0.04150615260004997,
"m": 0.8814179301261902
},
{
"p": 0.02581156976521015,
"m": 0.907283365726471
},
{
"p": 0.07310590147972107,
"m": 1.0
},
{
"p": 0.08668484538793564,
"m": 0.5073058009147644
},
{
"p": 0.05013097822666168,
"m": 0.9232810735702515
},
{
"p": 0.04331587627530098,
"m": 1.0
},
{
"p": 0.09257055819034576,
"m": 1.0
},
{
"p": 0.029100507497787476,
"m": 1.0
},
{
"p": 0.05502844229340553,
"m": 0.8295391201972961
},
{
"p": 0.07296952605247498,
"m": 1.0
},
{
"p": 0.037977028638124466,
"m": 0.7886328101158142
},
{
"p": 0.03349689394235611,
"m": 0.9035770297050476
}
]
},
{
"epoch": 27,
"train_loss": 1.8213698863983154,
"val_loss": 1.315422773361206,
"acc": 54.28,
"time": 240.0251886449987,
"param": [
{
"p": 0.0625845342874527,
"m": 1.0
},
{
"p": 0.04207334667444229,
"m": 1.0
},
{
"p": 0.06865584850311279,
"m": 1.0
},
{
"p": 0.06909877061843872,
"m": 0.9460410475730896
},
{
"p": 0.04537057504057884,
"m": 0.8350146412849426
},
{
"p": 0.042346157133579254,
"m": 0.9579958319664001
},
{
"p": 0.06200551986694336,
"m": 0.816315233707428
},
{
"p": 0.060126982629299164,
"m": 0.9921562671661377
},
{
"p": 0.05936197564005852,
"m": 0.9973602890968323
},
{
"p": 0.0648186206817627,
"m": 0.5269749760627747
},
{
"p": 0.06896806508302689,
"m": 1.0
},
{
"p": 0.05576452240347862,
"m": 1.0
},
{
"p": 0.08444448560476303,
"m": 1.0
},
{
"p": 0.04877111315727234,
"m": 1.0
},
{
"p": 0.0628434494137764,
"m": 0.8445638418197632
},
{
"p": 0.050452861934900284,
"m": 1.0
},
{
"p": 0.02732747048139572,
"m": 0.7675644159317017
},
{
"p": 0.024985654279589653,
"m": 0.9728301167488098
}
]
},
{
"epoch": 28,
"train_loss": 1.7265456914901733,
"val_loss": 1.2987117767333984,
"acc": 55.03,
"time": 297.6066563130589,
"param": [
{
"p": 0.08718203753232956,
"m": 1.0
},
{
"p": 0.038569625467061996,
"m": 1.0
},
{
"p": 0.08005265891551971,
"m": 1.0
},
{
"p": 0.047730039805173874,
"m": 0.948631227016449
},
{
"p": 0.0021937827114015818,
"m": 0.9186795353889465
},
{
"p": 0.045363761484622955,
"m": 0.970758855342865
},
{
"p": 0.050948530435562134,
"m": 0.9549106955528259
},
{
"p": 0.0821569561958313,
"m": 1.0
},
{
"p": 0.07411092519760132,
"m": 0.996422529220581
},
{
"p": 0.05992412939667702,
"m": 0.6012775301933289
},
{
"p": 0.08361328393220901,
"m": 1.0
},
{
"p": 0.05840855464339256,
"m": 0.9985637664794922
},
{
"p": 0.08616257458925247,
"m": 1.0
},
{
"p": 0.02874486893415451,
"m": 1.0
},
{
"p": 0.05754000321030617,
"m": 0.8203026056289673
},
{
"p": 0.07278814911842346,
"m": 1.0
},
{
"p": 0.031677331775426865,
"m": 0.7822018265724182
},
{
"p": 0.012832753360271454,
"m": 0.8978766202926636
}
]
},
{
"epoch": 29,
"train_loss": 1.699100136756897,
"val_loss": 1.3848183155059814,
"acc": 57.62,
"time": 232.7403377169976,
"param": [
{
"p": 0.08706823736429214,
"m": 1.0
},
{
"p": 0.03378114476799965,
"m": 1.0
},
{
"p": 0.059700533747673035,
"m": 1.0
},
{
"p": 0.04470742493867874,
"m": 1.0
},
{
"p": 0.03395742550492287,
"m": 1.0
},
{
"p": 0.04792699217796326,
"m": 0.9987054467201233
},
{
"p": 0.06239160895347595,
"m": 1.0
},
{
"p": 0.07073648273944855,
"m": 1.0
},
{
"p": 0.05874722823500633,
"m": 1.0
},
{
"p": 0.04593346267938614,
"m": 0.5834681987762451
},
{
"p": 0.060158487409353256,
"m": 0.9751186370849609
},
{
"p": 0.06913574784994125,
"m": 1.0
},
{
"p": 0.0771762803196907,
"m": 1.0
},
{
"p": 0.061512526124715805,
"m": 1.0
},
{
"p": 0.07685486972332001,
"m": 0.9621534943580627
},
{
"p": 0.04887519031763077,
"m": 0.978295624256134
},
{
"p": 0.03456539288163185,
"m": 0.8128098845481873
},
{
"p": 0.02677098847925663,
"m": 0.8568156957626343
}
]
},
{
"epoch": 30,
"train_loss": 1.6069549322128296,
"val_loss": 1.2513618469238281,
"acc": 55.63,
"time": 451.5299021929968,
"param": [
{
"p": 0.07701022177934647,
"m": 1.0
},
{
"p": 0.04562302678823471,
"m": 1.0
},
{
"p": 0.054478343576192856,
"m": 1.0
},
{
"p": 0.06230652332305908,
"m": 0.9469407796859741
},
{
"p": 0.03762240707874298,
"m": 0.9663145542144775
},
{
"p": 0.05835156887769699,
"m": 0.9262101650238037
},
{
"p": 0.02232130616903305,
"m": 0.9605710506439209
},
{
"p": 0.05966151878237724,
"m": 0.9570621252059937
},
{
"p": 0.08390594273805618,
"m": 0.9997232556343079
},
{
"p": 0.06296400725841522,
"m": 0.6300337314605713
},
{
"p": 0.0717242881655693,
"m": 1.0
},
{
"p": 0.06833044439554214,
"m": 1.0
},
{
"p": 0.08092235773801804,
"m": 1.0
},
{
"p": 0.046761587262153625,
"m": 1.0
},
{
"p": 0.05429506301879883,
"m": 0.9955824613571167
},
{
"p": 0.09037034958600998,
"m": 1.0
},
{
"p": 0.017932960763573647,
"m": 0.8057145476341248
},
{
"p": 0.005418157204985619,
"m": 0.7382596731185913
}
]
},
{
"epoch": 31,
"train_loss": 1.5569918155670166,
"val_loss": 1.3076133728027344,
"acc": 56.37,
"time": 429.76080919697415,
"param": [
{
"p": 0.08235137164592743,
"m": 1.0
},
{
"p": 0.06298989057540894,
"m": 1.0
},
{
"p": 0.08345979452133179,
"m": 1.0
},
{
"p": 0.06324192136526108,
"m": 0.9392960667610168
},
{
"p": 0.035310838371515274,
"m": 0.9856083989143372
},
{
"p": 0.014524556696414948,
"m": 0.9313769936561584
},
{
"p": 0.06182563304901123,
"m": 0.9732688069343567
},
{
"p": 0.07509441673755646,
"m": 1.0
},
{
"p": 0.06927552074193954,
"m": 0.9993286728858948
},
{
"p": 0.049865756183862686,
"m": 0.5595643520355225
},
{
"p": 0.06452927738428116,
"m": 0.9983171820640564
},
{
"p": 0.06634794920682907,
"m": 1.0
},
{
"p": 0.0652766302227974,
"m": 1.0
},
{
"p": 0.04090910032391548,
"m": 1.0
},
{
"p": 0.06101939454674721,
"m": 0.9532492160797119
},
{
"p": 0.06597743928432465,
"m": 1.0
},
{
"p": 0.015592028386890888,
"m": 0.8037191033363342
},
{
"p": 0.02240847423672676,
"m": 0.7075989842414856
}
]
},
{
"epoch": 32,
"train_loss": 1.8253672122955322,
"val_loss": 1.2305197715759277,
"acc": 57.67,
"time": 226.34881040407345,
"param": [
{
"p": 0.06769705563783646,
"m": 1.0
},
{
"p": 0.05276500806212425,
"m": 1.0
},
{
"p": 0.07547885924577713,
"m": 1.0
},
{
"p": 0.07113350182771683,
"m": 1.0
},
{
"p": 0.048550769686698914,
"m": 0.9323585629463196
},
{
"p": 0.03684273734688759,
"m": 0.8644283413887024
},
{
"p": 0.043266523629426956,
"m": 0.8581156730651855
},
{
"p": 0.08206959813833237,
"m": 1.0
},
{
"p": 0.06777413189411163,
"m": 1.0
},
{
"p": 0.03659125789999962,
"m": 0.5989983081817627
},
{
"p": 0.05924391746520996,
"m": 1.0
},
{
"p": 0.0651017278432846,
"m": 1.0
},
{
"p": 0.07468246668577194,
"m": 1.0
},
{
"p": 0.04850057139992714,
"m": 1.0
},
{
"p": 0.03887263312935829,
"m": 0.9881603121757507
},
{
"p": 0.05646222457289696,
"m": 0.9641793966293335
},
{
"p": 0.046249259263277054,
"m": 0.8387566208839417
},
{
"p": 0.028717689216136932,
"m": 0.711490273475647
}
]
},
{
"epoch": 33,
"train_loss": 1.6374413967132568,
"val_loss": 1.210005760192871,
"acc": 57.05,
"time": 456.54455365100875,
"param": [
{
"p": 0.07295771688222885,
"m": 1.0
},
{
"p": 0.03666887804865837,
"m": 1.0
},
{
"p": 0.05533929169178009,
"m": 1.0
},
{
"p": 0.05723263695836067,
"m": 1.0
},
{
"p": 0.04626354202628136,
"m": 0.9632323384284973
},
{
"p": 0.06298640370368958,
"m": 0.792153000831604
},
{
"p": 0.04872466251254082,
"m": 0.993830680847168
},
{
"p": 0.056639041751623154,
"m": 0.9873265624046326
},
{
"p": 0.08007777482271194,
"m": 1.0
},
{
"p": 0.06931455433368683,
"m": 0.5674413442611694
},
{
"p": 0.06932808458805084,
"m": 0.994648277759552
},
{
"p": 0.05147300288081169,
"m": 1.0
},
{
"p": 0.06357455998659134,
"m": 1.0
},
{
"p": 0.048054806888103485,
"m": 1.0
},
{
"p": 0.05272622033953667,
"m": 0.9401072263717651
},
{
"p": 0.06020168215036392,
"m": 0.999250590801239
},
{
"p": 0.03301500901579857,
"m": 0.8756865859031677
},
{
"p": 0.03542206436395645,
"m": 0.8613987565040588
}
]
},
{
"epoch": 34,
"train_loss": 1.6841176748275757,
"val_loss": 1.2521215677261353,
"acc": 58.04,
"time": 325.477038084995,
"param": [
{
"p": 0.05153162404894829,
"m": 1.0
},
{
"p": 0.03817625716328621,
"m": 1.0
},
{
"p": 0.05968189984560013,
"m": 1.0
},
{
"p": 0.05530032142996788,
"m": 0.9853376150131226
},
{
"p": 0.04602580517530441,
"m": 0.762723982334137
},
{
"p": 0.06081409007310867,
"m": 0.7877859473228455
},
{
"p": 0.05657298490405083,
"m": 0.9320148825645447
},
{
"p": 0.06106982007622719,
"m": 0.9420821666717529
},
{
"p": 0.06778024137020111,
"m": 1.0
},
{
"p": 0.06280867010354996,
"m": 0.5251670479774475
},
{
"p": 0.06646797060966492,
"m": 1.0
},
{
"p": 0.07231491059064865,
"m": 0.9347429871559143
},
{
"p": 0.05063939467072487,
"m": 1.0
},
{
"p": 0.04600062593817711,
"m": 1.0
},
{
"p": 0.05687902495265007,
"m": 0.9991880655288696
},
{
"p": 0.05758523568511009,
"m": 0.9750316143035889
},
{
"p": 0.053915835916996,
"m": 0.8939415812492371
},
{
"p": 0.0364353246986866,
"m": 0.9422967433929443
}
]
},
{
"epoch": 35,
"train_loss": 1.5669163465499878,
"val_loss": 1.2192275524139404,
"acc": 58.75,
"time": 226.21563242306001,
"param": [
{
"p": 0.0520905964076519,
"m": 1.0
},
{
"p": 0.06616809964179993,
"m": 1.0
},
{
"p": 0.05280281603336334,
"m": 1.0
},
{
"p": 0.04577711597084999,
"m": 0.9398139715194702
},
{
"p": 0.05707594007253647,
"m": 0.8414103388786316
},
{
"p": 0.04749460145831108,
"m": 0.9396188259124756
},
{
"p": 0.057541411370038986,
"m": 0.8737640976905823
},
{
"p": 0.07795707881450653,
"m": 0.9545178413391113
},
{
"p": 0.07235947251319885,
"m": 1.0
},
{
"p": 0.0540936253964901,
"m": 0.6127436757087708
},
{
"p": 0.060616906732320786,
"m": 1.0
},
{
"p": 0.04934486746788025,
"m": 1.0
},
{
"p": 0.05229399353265762,
"m": 1.0
},
{
"p": 0.06559424847364426,
"m": 1.0
},
{
"p": 0.05344109237194061,
"m": 0.9616925716400146
},
{
"p": 0.06871877610683441,
"m": 1.0
},
{
"p": 0.02144721895456314,
"m": 0.9033523201942444
},
{
"p": 0.04518219828605652,
"m": 0.8830819129943848
}
]
},
{
"epoch": 36,
"train_loss": 1.570485234260559,
"val_loss": 1.235417366027832,
"acc": 56.24,
"time": 223.58192516397685,
"param": [
{
"p": 0.060974035412073135,
"m": 1.0
},
{
"p": 0.03866184130311012,
"m": 1.0
},
{
"p": 0.043560758233070374,
"m": 1.0
},
{
"p": 0.03134218603372574,
"m": 0.9062690138816833
},
{
"p": 0.0634123682975769,
"m": 0.851588785648346
},
{
"p": 0.047849103808403015,
"m": 0.9719133973121643
},
{
"p": 0.07302691042423248,
"m": 0.979245126247406
},
{
"p": 0.05583290010690689,
"m": 0.9184364676475525
},
{
"p": 0.07973530143499374,
"m": 1.0
},
{
"p": 0.0684845969080925,
"m": 0.5897677540779114
},
{
"p": 0.050351571291685104,
"m": 1.0
},
{
"p": 0.05374704301357269,
"m": 1.0
},
{
"p": 0.05612877756357193,
"m": 1.0
},
{
"p": 0.024955501779913902,
"m": 1.0
},
{
"p": 0.056505560874938965,
"m": 0.9532384872436523
},
{
"p": 0.09147661924362183,
"m": 1.0
},
{
"p": 0.05499573051929474,
"m": 0.9244412779808044
},
{
"p": 0.0489591583609581,
"m": 0.8130852580070496
}
]
},
{
"epoch": 37,
"train_loss": 1.5218666791915894,
"val_loss": 1.178442120552063,
"acc": 59.08,
"time": 224.78381517902017,
"param": [
{
"p": 0.07461882382631302,
"m": 1.0
},
{
"p": 0.03095846250653267,
"m": 1.0
},
{
"p": 0.05574273318052292,
"m": 1.0
},
{
"p": 0.054781749844551086,
"m": 0.9449288845062256
},
{
"p": 0.04927473142743111,
"m": 0.9540592432022095
},
{
"p": 0.05802642181515694,
"m": 0.9128198027610779
},
{
"p": 0.034128159284591675,
"m": 0.9543370008468628
},
{
"p": 0.050822410732507706,
"m": 0.9530556797981262
},
{
"p": 0.08069602400064468,
"m": 1.0
},
{
"p": 0.06799478083848953,
"m": 0.5848447680473328
},
{
"p": 0.06035371869802475,
"m": 1.0
},
{
"p": 0.06821935623884201,
"m": 1.0
},
{
"p": 0.06947264820337296,
"m": 1.0
},
{
"p": 0.05291714519262314,
"m": 1.0
},
{
"p": 0.04955146834254265,
"m": 0.9173933863639832
},
{
"p": 0.07516035437583923,
"m": 1.0
},
{
"p": 0.039541710168123245,
"m": 0.8752918243408203
},
{
"p": 0.027739284560084343,
"m": 0.7894098162651062
}
]
},
{
"epoch": 38,
"train_loss": 1.5307042598724365,
"val_loss": 1.2723366022109985,
"acc": 58.79,
"time": 458.85756097198464,
"param": [
{
"p": 0.06632326543331146,
"m": 1.0
},
{
"p": 0.04145151004195213,
"m": 1.0
},
{
"p": 0.06312345713376999,
"m": 1.0
},
{
"p": 0.05090167000889778,
"m": 0.9182384610176086
},
{
"p": 0.03701593354344368,
"m": 0.9196248054504395
},
{
"p": 0.0485922209918499,
"m": 0.8119310736656189
},
{
"p": 0.07010172307491302,
"m": 0.9635255336761475
},
{
"p": 0.06200714409351349,
"m": 1.0
},
{
"p": 0.0600789450109005,
"m": 0.992011308670044
},
{
"p": 0.05806354805827141,
"m": 0.6669509410858154
},
{
"p": 0.05490044504404068,
"m": 1.0
},
{
"p": 0.07047442346811295,
"m": 1.0
},
{
"p": 0.04716099798679352,
"m": 1.0
},
{
"p": 0.06861083954572678,
"m": 1.0
},
{
"p": 0.0633653998374939,
"m": 0.9324026703834534
},
{
"p": 0.07302626967430115,
"m": 1.0
},
{
"p": 0.04294025897979736,
"m": 0.839693009853363
},
{
"p": 0.021861927583813667,
"m": 0.8020461201667786
}
]
},
{
"epoch": 39,
"train_loss": 1.6191564798355103,
"val_loss": 1.1079342365264893,
"acc": 58.36,
"time": 321.25285981595516,
"param": [
{
"p": 0.06876395642757416,
"m": 1.0
},
{
"p": 0.03828798606991768,
"m": 1.0
},
{
"p": 0.07437505573034286,
"m": 1.0
},
{
"p": 0.04501903057098389,
"m": 0.8901660442352295
},
{
"p": 0.05536716803908348,
"m": 0.9818782210350037
},
{
"p": 0.07290903478860855,
"m": 0.7416120767593384
},
{
"p": 0.039896562695503235,
"m": 0.9108415246009827
},
{
"p": 0.04402921721339226,
"m": 0.9591501355171204
},
{
"p": 0.06725268065929413,
"m": 1.0
},
{
"p": 0.06865814328193665,
"m": 0.6520984172821045
},
{
"p": 0.0572972297668457,
"m": 1.0
},
{
"p": 0.047204792499542236,
"m": 1.0
},
{
"p": 0.056217093020677567,
"m": 1.0
},
{
"p": 0.054865896701812744,
"m": 1.0
},
{
"p": 0.05161523446440697,
"m": 0.8244113922119141
},
{
"p": 0.05817118287086487,
"m": 1.0
},
{
"p": 0.04308502376079559,
"m": 0.7698134779930115
},
{
"p": 0.05698466673493385,
"m": 0.8514723777770996
}
]
},
{
"epoch": 40,
"train_loss": 1.5512032508850098,
"val_loss": 1.1192173957824707,
"acc": 59.88,
"time": 224.30661089299247,
"param": [
{
"p": 0.06740752607584,
"m": 1.0
},
{
"p": 0.0414373055100441,
"m": 1.0
},
{
"p": 0.05948260426521301,
"m": 1.0
},
{
"p": 0.04102883115410805,
"m": 0.8678582906723022
},
{
"p": 0.05455484986305237,
"m": 1.0
},
{
"p": 0.07159110903739929,
"m": 0.7435572147369385
},
{
"p": 0.049018897116184235,
"m": 0.9978146553039551
},
{
"p": 0.06294654309749603,
"m": 0.9725064039230347
},
{
"p": 0.08621791005134583,
"m": 1.0
},
{
"p": 0.07088170945644379,
"m": 0.6082894802093506
},
{
"p": 0.056856848299503326,
"m": 0.9920243620872498
},
{
"p": 0.051281385123729706,
"m": 1.0
},
{
"p": 0.06333138048648834,
"m": 1.0
},
{
"p": 0.046752192080020905,
"m": 1.0
},
{
"p": 0.05460722744464874,
"m": 0.8911983966827393
},
{
"p": 0.078606978058815,
"m": 1.0
},
{
"p": 0.04120444133877754,
"m": 0.6883535981178284
},
{
"p": 0.0027922377921640873,
"m": 0.6943447589874268
}
]
},
{
"epoch": 41,
"train_loss": 1.5521531105041504,
"val_loss": 1.206817626953125,
"acc": 59.28,
"time": 224.3302349000005,
"param": [
{
"p": 0.08157288283109665,
"m": 1.0
},
{
"p": 0.028617391362786293,
"m": 1.0
},
{
"p": 0.08564049750566483,
"m": 1.0
},
{
"p": 0.05927377939224243,
"m": 0.8147498965263367
},
{
"p": 0.01435853447765112,
"m": 0.9460607767105103
},
{
"p": 0.049151673913002014,
"m": 0.8939351439476013
},
{
"p": 0.049880266189575195,
"m": 0.935576856136322
},
{
"p": 0.07767803966999054,
"m": 0.8805733323097229
},
{
"p": 0.04250812157988548,
"m": 0.9968311190605164
},
{
"p": 0.07462826371192932,
"m": 0.703214704990387
},
{
"p": 0.0678827166557312,
"m": 0.9967303276062012
},
{
"p": 0.06275153905153275,
"m": 1.0
},
{
"p": 0.07538240402936935,
"m": 1.0
},
{
"p": 0.015987003222107887,
"m": 1.0
},
{
"p": 0.06519491970539093,
"m": 0.9302672743797302
},
{
"p": 0.08541816473007202,
"m": 1.0
},
{
"p": 0.03264431282877922,
"m": 0.5084950923919678
},
{
"p": 0.03142945095896721,
"m": 0.6334304213523865
}
]
},
{
"epoch": 42,
"train_loss": 1.6320722103118896,
"val_loss": 1.1137735843658447,
"acc": 59.76,
"time": 213.780248196912,
"param": [
{
"p": 0.08428801596164703,
"m": 1.0
},
{
"p": 0.04426072910428047,
"m": 1.0
},
{
"p": 0.0404360294342041,
"m": 1.0
},
{
"p": 0.036399804055690765,
"m": 0.8678789138793945
},
{
"p": 0.032187748700380325,
"m": 0.9733306169509888
},
{
"p": 0.08683779090642929,
"m": 0.9149705767631531
},
{
"p": 0.04812508821487427,
"m": 1.0
},
{
"p": 0.06674505770206451,
"m": 0.8282627463340759
},
{
"p": 0.05522998794913292,
"m": 1.0
},
{
"p": 0.05264812707901001,
"m": 0.6661887168884277
},
{
"p": 0.05431834235787392,
"m": 0.9618697762489319
},
{
"p": 0.06984079629182816,
"m": 1.0
},
{
"p": 0.08409315347671509,
"m": 1.0
},
{
"p": 0.0746876522898674,
"m": 1.0
},
{
"p": 0.05556245148181915,
"m": 0.9207196831703186
},
{
"p": 0.052537258714437485,
"m": 0.9994475245475769
},
{
"p": 0.023375999182462692,
"m": 0.533734917640686
},
{
"p": 0.038426000624895096,
"m": 0.5140034556388855
}
]
},
{
"epoch": 43,
"train_loss": 1.4959343671798706,
"val_loss": 1.2931852340698242,
"acc": 60.46,
"time": 216.80418617709074,
"param": [
{
"p": 0.06419377774000168,
"m": 1.0
},
{
"p": 0.037321723997592926,
"m": 1.0
},
{
"p": 0.06968944519758224,
"m": 1.0
},
{
"p": 0.04322739690542221,
"m": 0.925609290599823
},
{
"p": 0.05962266027927399,
"m": 0.9227343797683716
},
{
"p": 0.04710720106959343,
"m": 0.9244948029518127
},
{
"p": 0.04581987112760544,
"m": 0.9738419651985168
},
{
"p": 0.040038276463747025,
"m": 0.8733624219894409
},
{
"p": 0.05911391228437424,
"m": 1.0
},
{
"p": 0.07145079225301743,
"m": 0.688468337059021
},
{
"p": 0.06756215542554855,
"m": 1.0
},
{
"p": 0.0669834166765213,
"m": 0.996951162815094
},
{
"p": 0.07787363976240158,
"m": 1.0
},
{
"p": 0.05168924108147621,
"m": 1.0
},
{
"p": 0.05822066590189934,
"m": 0.9727736115455627
},
{
"p": 0.045747071504592896,
"m": 0.9971950650215149
},
{
"p": 0.03498462215065956,
"m": 0.543984055519104
},
{
"p": 0.05935417115688324,
"m": 0.515430212020874
}
]
},
{
"epoch": 44,
"train_loss": 1.6630831956863403,
"val_loss": 1.1415201425552368,
"acc": 60.97,
"time": 219.88341481005773,
"param": [
{
"p": 0.05174591392278671,
"m": 1.0
},
{
"p": 0.06424618512392044,
"m": 1.0
},
{
"p": 0.0680607408285141,
"m": 1.0
},
{
"p": 0.06143634766340256,
"m": 0.8990924954414368
},
{
"p": 0.01805170439183712,
"m": 0.914584219455719
},
{
"p": 0.05290098488330841,
"m": 0.9684674739837646
},
{
"p": 0.05357348173856735,
"m": 1.0
},
{
"p": 0.07009008526802063,
"m": 0.940155029296875
},
{
"p": 0.07481871545314789,
"m": 1.0
},
{
"p": 0.07206246256828308,
"m": 0.6955046653747559
},
{
"p": 0.0523783415555954,
"m": 1.0
},
{
"p": 0.058329589664936066,
"m": 0.9970846772193909
},
{
"p": 0.05451541021466255,
"m": 1.0
},
{
"p": 0.04742375388741493,
"m": 1.0
},
{
"p": 0.06612945348024368,
"m": 1.0
},
{
"p": 0.05706489458680153,
"m": 0.9643318057060242
},
{
"p": 0.039672087877988815,
"m": 0.5002772212028503
},
{
"p": 0.03749976307153702,
"m": 0.43064433336257935
}
]
},
{
"epoch": 45,
"train_loss": 1.4930901527404785,
"val_loss": 1.149474024772644,
"acc": 59.2,
"time": 221.79478400596417,
"param": [
{
"p": 0.048541098833084106,
"m": 1.0
},
{
"p": 0.02708618715405464,
"m": 1.0
},
{
"p": 0.04094988852739334,
"m": 1.0
},
{
"p": 0.06837707757949829,
"m": 0.8302992582321167
},
{
"p": 0.03649826720356941,
"m": 0.9058835506439209
},
{
"p": 0.042473502457141876,
"m": 1.0
},
{
"p": 0.06118648126721382,
"m": 1.0
},
{
"p": 0.06801005452871323,
"m": 0.9893845319747925
},
{
"p": 0.04758309945464134,
"m": 0.9982115030288696
},
{
"p": 0.06943236291408539,
"m": 0.7215545177459717
},
{
"p": 0.07030574232339859,
"m": 0.9980056881904602
},
{
"p": 0.04360942170023918,
"m": 0.9966105222702026
},
{
"p": 0.07758928090333939,
"m": 1.0
},
{
"p": 0.0541507825255394,
"m": 1.0
},
{
"p": 0.08603732287883759,
"m": 0.9986051321029663
},
{
"p": 0.061809223145246506,
"m": 0.9982662200927734
},
{
"p": 0.04907114431262016,
"m": 0.3223576247692108
},
{
"p": 0.047289155423641205,
"m": 0.5882041454315186
}
]
},
{
"epoch": 46,
"train_loss": 1.7110036611557007,
"val_loss": 1.1663637161254883,
"acc": 60.98,
"time": 216.19426865002606,
"param": [
{
"p": 0.08847247809171677,
"m": 1.0
},
{
"p": 0.041340745985507965,
"m": 1.0
},
{
"p": 0.06492665410041809,
"m": 1.0
},
{
"p": 0.06869825720787048,
"m": 0.9725266695022583
},
{
"p": 0.05362648516893387,
"m": 0.8704745173454285
},
{
"p": 0.05087389424443245,
"m": 0.931606650352478
},
{
"p": 0.038279686123132706,
"m": 0.9840459227561951
},
{
"p": 0.04933793470263481,
"m": 0.939900815486908
},
{
"p": 0.07060962170362473,
"m": 1.0
},
{
"p": 0.06141912564635277,
"m": 0.7362396121025085
},
{
"p": 0.04755465313792229,
"m": 0.9805741906166077
},
{
"p": 0.0521598681807518,
"m": 1.0
},
{
"p": 0.06091281399130821,
"m": 1.0
},
{
"p": 0.04891108721494675,
"m": 1.0
},
{
"p": 0.07244198024272919,
"m": 0.9978604912757874
},
{
"p": 0.06550208479166031,
"m": 1.0
},
{
"p": 0.025320766493678093,
"m": 0.3141317665576935
},
{
"p": 0.03961194306612015,
"m": 0.5735241770744324
}
]
},
{
"epoch": 47,
"train_loss": 1.5729604959487915,
"val_loss": 1.126230239868164,
"acc": 61.5,
"time": 225.21113504399545,
"param": [
{
"p": 0.05711310729384422,
"m": 1.0
},
{
"p": 0.045256633311510086,
"m": 1.0
},
{
"p": 0.07393013685941696,
"m": 1.0
},
{
"p": 0.05076291784644127,
"m": 0.8582693338394165
},
{
"p": 0.05680624023079872,
"m": 0.9425219893455505
},
{
"p": 0.05814484506845474,
"m": 0.9956055283546448
},
{
"p": 0.0508541613817215,
"m": 0.8643871545791626
},
{
"p": 0.041278496384620667,
"m": 0.9490594863891602
},
{
"p": 0.05545638129115105,
"m": 0.9932560920715332
},
{
"p": 0.06336503475904465,
"m": 0.7806724905967712
},
{
"p": 0.07344143092632294,
"m": 1.0
},
{
"p": 0.05423374101519585,
"m": 0.9929640293121338
},
{
"p": 0.05108176916837692,
"m": 1.0
},
{
"p": 0.05051686614751816,
"m": 1.0
},
{
"p": 0.04158523678779602,
"m": 0.9049175977706909
},
{
"p": 0.058022260665893555,
"m": 0.9922348856925964
},
{
"p": 0.0718223825097084,
"m": 0.2665584087371826
},
{
"p": 0.046328358352184296,
"m": 0.5851470232009888
}
]
},
{
"epoch": 48,
"train_loss": 1.4486298561096191,
"val_loss": 1.2181501388549805,
"acc": 60.99,
"time": 224.68351268500555,
"param": [
{
"p": 0.05771453306078911,
"m": 1.0
},
{
"p": 0.056636691093444824,
"m": 1.0
},
{
"p": 0.06385460495948792,
"m": 1.0
},
{
"p": 0.04827569052577019,
"m": 0.7524923086166382
},
{
"p": 0.039892010390758514,
"m": 0.9669249653816223
},
{
"p": 0.04535140469670296,
"m": 0.951086163520813
},
{
"p": 0.039503443986177444,
"m": 0.8077928423881531
},
{
"p": 0.07192794233560562,
"m": 0.9996131658554077
},
{
"p": 0.06563777476549149,
"m": 0.9916651248931885
},
{
"p": 0.05480131879448891,
"m": 0.7485163807868958
},
{
"p": 0.05784233286976814,
"m": 0.9995281100273132
},
{
"p": 0.06674689799547195,
"m": 1.0
},
{
"p": 0.0535726323723793,
"m": 1.0
},
{
"p": 0.052836209535598755,
"m": 1.0
},
{
"p": 0.06000043824315071,
"m": 0.8484883308410645
},
{
"p": 0.055149417370557785,
"m": 1.0
},
{
"p": 0.06164512410759926,
"m": 0.4566744863986969
},
{
"p": 0.04861152544617653,
"m": 0.5891562104225159
}
]
},
{
"epoch": 49,
"train_loss": 1.4691790342330933,
"val_loss": 1.1785528659820557,
"acc": 62.13,
"time": 229.70487481402233,
"param": [
{
"p": 0.07890980690717697,
"m": 1.0
},
{
"p": 0.041871145367622375,
"m": 1.0
},
{
"p": 0.07502440363168716,
"m": 1.0
},
{
"p": 0.04108667001128197,
"m": 0.8803578019142151
},
{
"p": 0.05480276793241501,
"m": 0.9638691544532776
},
{
"p": 0.05784623697400093,
"m": 0.9171605110168457
},
{
"p": 0.06710288673639297,
"m": 0.937691330909729
},
{
"p": 0.03835974633693695,
"m": 0.9897830486297607
},
{
"p": 0.053333040326833725,
"m": 0.9957485795021057
},
{
"p": 0.049808960407972336,
"m": 0.7136765122413635
},
{
"p": 0.04969331994652748,
"m": 0.9728646874427795
},
{
"p": 0.06111191585659981,
"m": 0.9977755546569824
},
{
"p": 0.06046941876411438,
"m": 1.0
},
{
"p": 0.00852268747985363,
"m": 1.0
},
{
"p": 0.06906680762767792,
"m": 1.0
},
{
"p": 0.09336021542549133,
"m": 1.0
},
{
"p": 0.033019356429576874,
"m": 0.5157673954963684
},
{
"p": 0.06661060452461243,
"m": 0.5130184292793274
}
]
},
{
"epoch": 50,
"train_loss": 1.3011142015457153,
"val_loss": 0.9741679430007935,
"acc": 63.17,
"time": 213.55345989204943,
"param": [
{
"p": 0.04911613091826439,
"m": 1.0
},
{
"p": 0.05448069050908089,
"m": 1.0
},
{
"p": 0.10422220081090927,
"m": 1.0
},
{
"p": 0.05013969540596008,
"m": 0.9389581680297852
},
{
"p": 0.06759221851825714,
"m": 0.9447420239448547
},
{
"p": 0.05808000639081001,
"m": 0.9397035837173462
},
{
"p": 0.025145400315523148,
"m": 0.9829089045524597
},
{
"p": 0.06546757370233536,
"m": 0.9960508346557617
},
{
"p": 0.052437957376241684,
"m": 1.0
},
{
"p": 0.04741399362683296,
"m": 0.6393898129463196
},
{
"p": 0.06165175139904022,
"m": 1.0
},
{
"p": 0.0451275110244751,
"m": 1.0
},
{
"p": 0.07525113970041275,
"m": 1.0
},
{
"p": 0.04300989210605621,
"m": 1.0
},
{
"p": 0.058757323771715164,
"m": 0.9182561635971069
},
{
"p": 0.06863562017679214,
"m": 0.9766367077827454
},
{
"p": 0.0365336574614048,
"m": 0.4797665476799011
},
{
"p": 0.036937277764081955,
"m": 0.6311407685279846
}
]
},
{
"epoch": 51,
"train_loss": 1.406774878501892,
"val_loss": 1.0946509838104248,
"acc": 62.06,
"time": 222.86880321102217,
"param": [
{
"p": 0.06684447824954987,
"m": 1.0
},
{
"p": 0.0507739819586277,
"m": 1.0
},
{
"p": 0.06324491649866104,
"m": 1.0
},
{
"p": 0.06595621258020401,
"m": 0.9470003247261047
},
{
"p": 0.0426180474460125,
"m": 0.7577440142631531
},
{
"p": 0.041179463267326355,
"m": 0.9721165895462036
},
{
"p": 0.04498431459069252,
"m": 0.9830232858657837
},
{
"p": 0.08088922500610352,
"m": 0.8937923312187195
},
{
"p": 0.05202513560652733,
"m": 1.0
},
{
"p": 0.053948208689689636,
"m": 0.6287897825241089
},
{
"p": 0.06873640418052673,
"m": 1.0
},
{
"p": 0.057526230812072754,
"m": 1.0
},
{
"p": 0.05494055151939392,
"m": 1.0
},
{
"p": 0.03989826887845993,
"m": 1.0
},
{
"p": 0.06860390305519104,
"m": 0.9301297068595886
},
{
"p": 0.05078914016485214,
"m": 1.0
},
{
"p": 0.05497816205024719,
"m": 0.5277302861213684
},
{
"p": 0.04206341505050659,
"m": 0.761418879032135
}
]
},
{
"epoch": 52,
"train_loss": 1.6002532243728638,
"val_loss": 1.088355541229248,
"acc": 62.34,
"time": 218.87089431809727,
"param": [
{
"p": 0.06559740006923676,
"m": 1.0
},
{
"p": 0.05518126115202904,
"m": 1.0
},
{
"p": 0.0617733858525753,
"m": 1.0
},
{
"p": 0.04400205612182617,
"m": 0.9445525407791138
},
{
"p": 0.061322618275880814,
"m": 0.6521023511886597
},
{
"p": 0.05222085490822792,
"m": 1.0
},
{
"p": 0.07195289433002472,
"m": 1.0
},
{
"p": 0.04083925485610962,
"m": 1.0
},
{
"p": 0.059143003076314926,
"m": 0.9919292330741882
},
{
"p": 0.057103052735328674,
"m": 0.6693087220191956
},
{
"p": 0.04126616194844246,
"m": 1.0
},
{
"p": 0.046434685587882996,
"m": 1.0
},
{
"p": 0.07217522710561752,
"m": 1.0
},
{
"p": 0.05407518148422241,
"m": 1.0
},
{
"p": 0.05213816836476326,
"m": 1.0
},
{
"p": 0.08449476212263107,
"m": 1.0
},
{
"p": 0.04290313273668289,
"m": 0.491227924823761
},
{
"p": 0.037376973778009415,
"m": 0.69190514087677
}
]
},
{
"epoch": 53,
"train_loss": 1.4968409538269043,
"val_loss": 1.0327372550964355,
"acc": 63.54,
"time": 222.44430115597788,
"param": [
{
"p": 0.07800759375095367,
"m": 1.0
},
{
"p": 0.05398102104663849,
"m": 1.0
},
{
"p": 0.053647931665182114,
"m": 1.0
},
{
"p": 0.06037139147520065,
"m": 0.9305519461631775
},
{
"p": 0.07709747552871704,
"m": 0.7426807284355164
},
{
"p": 0.037227414548397064,
"m": 0.9631156325340271
},
{
"p": 0.06375128030776978,
"m": 1.0
},
{
"p": 0.03354470059275627,
"m": 0.9233016967773438
},
{
"p": 0.075204998254776,
"m": 0.9956528544425964
},
{
"p": 0.05617652088403702,
"m": 0.6510273218154907
},
{
"p": 0.06387180835008621,
"m": 0.9989466667175293
},
{
"p": 0.04853769764304161,
"m": 0.9996461272239685
},
{
"p": 0.06748230010271072,
"m": 1.0
},
{
"p": 0.03307002782821655,
"m": 1.0
},
{
"p": 0.05914892256259918,
"m": 1.0
},
{
"p": 0.06418353319168091,
"m": 1.0
},
{
"p": 0.03250837326049805,
"m": 0.5318018198013306
},
{
"p": 0.04218693822622299,
"m": 0.6880685687065125
}
]
},
{
"epoch": 54,
"train_loss": 1.5135406255722046,
"val_loss": 1.1359440088272095,
"acc": 62.62,
"time": 226.78405421797652,
"param": [
{
"p": 0.04587336629629135,
"m": 1.0
},
{
"p": 0.05400867015123367,
"m": 1.0
},
{
"p": 0.06665679812431335,
"m": 1.0
},
{
"p": 0.05317823961377144,
"m": 0.9249405860900879
},
{
"p": 0.04359409213066101,
"m": 0.711678147315979
},
{
"p": 0.05855007469654083,
"m": 0.8319822549819946
},
{
"p": 0.03785062953829765,
"m": 0.9437175393104553
},
{
"p": 0.061124708503484726,
"m": 0.7924496531486511
},
{
"p": 0.05559582635760307,
"m": 1.0
},
{
"p": 0.0773761197924614,
"m": 0.5360299944877625
},
{
"p": 0.06057915464043617,
"m": 1.0
},
{
"p": 0.06053420156240463,
"m": 0.9983610510826111
},
{
"p": 0.0674622431397438,
"m": 1.0
},
{
"p": 0.033663276582956314,
"m": 1.0
},
{
"p": 0.0629030093550682,
"m": 0.964693546295166
},
{
"p": 0.06258086115121841,
"m": 0.9986302852630615
},
{
"p": 0.04884544387459755,
"m": 0.644451916217804
},
{
"p": 0.04962315782904625,
"m": 0.7739281058311462
}
]
},
{
"epoch": 55,
"train_loss": 1.4810479879379272,
"val_loss": 1.1418710947036743,
"acc": 61.05,
"time": 224.8110878020525,
"param": [
{
"p": 0.07099040597677231,
"m": 1.0
},
{
"p": 0.04182152450084686,
"m": 1.0
},
{
"p": 0.050093263387680054,
"m": 1.0
},
{
"p": 0.06343766301870346,
"m": 1.0
},
{
"p": 0.06573755294084549,
"m": 0.5297573804855347
},
{
"p": 0.05541788786649704,
"m": 0.7687400579452515
},
{
"p": 0.057737309485673904,
"m": 0.8772318959236145
},
{
"p": 0.05595377832651138,
"m": 0.6921399235725403
},
{
"p": 0.05561787262558937,
"m": 0.996131956577301
},
{
"p": 0.06001952663064003,
"m": 0.6135359406471252
},
{
"p": 0.06284061819314957,
"m": 1.0
},
{
"p": 0.06168635934591293,
"m": 1.0
},
{
"p": 0.05555465444922447,
"m": 1.0
},
{
"p": 0.034475527703762054,
"m": 1.0
},
{
"p": 0.06919478625059128,
"m": 1.0
},
{
"p": 0.050881970673799515,
"m": 1.0
},
{
"p": 0.04590465500950813,
"m": 0.7428526878356934
},
{
"p": 0.042634543031454086,
"m": 0.6856514811515808
}
]
},
{
"epoch": 56,
"train_loss": 1.5319063663482666,
"val_loss": 1.1650772094726562,
"acc": 62.25,
"time": 222.63797751802485,
"param": [
{
"p": 0.060784175992012024,
"m": 1.0
},
{
"p": 0.030832571908831596,
"m": 1.0
},
{
"p": 0.056203991174697876,
"m": 1.0
},
{
"p": 0.047614604234695435,
"m": 0.9991963505744934
},
{
"p": 0.057999175041913986,
"m": 0.6544569730758667
},
{
"p": 0.07824330776929855,
"m": 0.6761088967323303
},
{
"p": 0.07951952517032623,
"m": 0.909663736820221
},
{
"p": 0.07304609566926956,
"m": 0.7551136016845703
},
{
"p": 0.049614179879426956,
"m": 0.9911330938339233
},
{
"p": 0.04921863228082657,
"m": 0.6098315715789795
},
{
"p": 0.07171525806188583,
"m": 1.0
},
{
"p": 0.06742384284734726,
"m": 1.0
},
{
"p": 0.07000836730003357,
"m": 1.0
},
{
"p": 0.04523470252752304,
"m": 1.0
},
{
"p": 0.0802231878042221,
"m": 0.9920526146888733
},
{
"p": 0.05673012137413025,
"m": 0.9956970810890198
},
{
"p": 0.02558819204568863,
"m": 0.7296863794326782
},
{
"p": 0.0,
"m": 0.6478173136711121
}
]
},
{
"epoch": 57,
"train_loss": 1.4228848218917847,
"val_loss": 1.0550930500030518,
"acc": 63.85,
"time": 225.26478950690944,
"param": [
{
"p": 0.0630539283156395,
"m": 1.0
},
{
"p": 0.04443187266588211,
"m": 1.0
},
{
"p": 0.07096659392118454,
"m": 1.0
},
{
"p": 0.04237482324242592,
"m": 0.9622219204902649
},
{
"p": 0.033455740660429,
"m": 0.7535675764083862
},
{
"p": 0.06862733513116837,
"m": 0.6378821134567261
},
{
"p": 0.05431852117180824,
"m": 0.9071958661079407
},
{
"p": 0.059640828520059586,
"m": 0.7507951259613037
},
{
"p": 0.08427581191062927,
"m": 0.9901486039161682
},
{
"p": 0.051126282662153244,
"m": 0.733588695526123
},
{
"p": 0.061472807079553604,
"m": 1.0
},
{
"p": 0.05167562887072563,
"m": 1.0
},
{
"p": 0.05415673926472664,
"m": 1.0
},
{
"p": 0.04089217633008957,
"m": 1.0
},
{
"p": 0.06132381036877632,
"m": 0.9677796959877014
},
{
"p": 0.064003586769104,
"m": 1.0
},
{
"p": 0.04510845988988876,
"m": 0.7589373588562012
},
{
"p": 0.049095045775175095,
"m": 0.6427794694900513
}
]
},
{
"epoch": 58,
"train_loss": 1.5403499603271484,
"val_loss": 0.9623393416404724,
"acc": 64.87,
"time": 214.3271834650077,
"param": [
{
"p": 0.06806022673845291,
"m": 1.0
},
{
"p": 0.05788420885801315,
"m": 1.0
},
{
"p": 0.07827942073345184,
"m": 1.0
},
{
"p": 0.04641970992088318,
"m": 0.8919249773025513
},
{
"p": 0.06051836535334587,
"m": 0.8936057090759277
},
{
"p": 0.03198075667023659,
"m": 0.7014617919921875
},
{
"p": 0.03053482621908188,
"m": 0.9148895144462585
},
{
"p": 0.0751415267586708,
"m": 0.77753084897995
},
{
"p": 0.06879223138093948,
"m": 1.0
},
{
"p": 0.06410655379295349,
"m": 0.7863054275512695
},
{
"p": 0.06185389682650566,
"m": 1.0
},
{
"p": 0.0742499902844429,
"m": 1.0
},
{
"p": 0.06502924859523773,
"m": 1.0
},
{
"p": 0.03233509510755539,
"m": 1.0
},
{
"p": 0.028392937034368515,
"m": 1.0
},
{
"p": 0.08703942596912384,
"m": 0.9884602427482605
},
{
"p": 0.04517916217446327,
"m": 0.7763407230377197
},
{
"p": 0.024202339351177216,
"m": 0.5754368901252747
}
]
},
{
"epoch": 59,
"train_loss": 1.519625186920166,
"val_loss": 0.9690689444541931,
"acc": 63.26,
"time": 219.9511894530151,
"param": [
{
"p": 0.042990777641534805,
"m": 1.0
},
{
"p": 0.049102749675512314,
"m": 1.0
},
{
"p": 0.08955444395542145,
"m": 1.0
},
{
"p": 0.0709398165345192,
"m": 0.842449426651001
},
{
"p": 0.013606664724647999,
"m": 0.7970986366271973
},
{
"p": 0.07311546802520752,
"m": 0.8537206053733826
},
{
"p": 0.06482920795679092,
"m": 0.9963977336883545
},
{
"p": 0.08018931746482849,
"m": 0.7776720523834229
},
{
"p": 0.06846832484006882,
"m": 1.0
},
{
"p": 0.06837782263755798,
"m": 0.7837919592857361
},
{
"p": 0.06544466316699982,
"m": 0.9898569583892822
},
{
"p": 0.06278463453054428,
"m": 1.0
},
{
"p": 0.0708630383014679,
"m": 1.0
},
{
"p": 0.040374357253313065,
"m": 1.0
},
{
"p": 0.03992963954806328,
"m": 0.9660667777061462
},
{
"p": 0.049182020127773285,
"m": 1.0
},
{
"p": 0.016453733667731285,
"m": 0.7897664904594421
},
{
"p": 0.03379331901669502,
"m": 0.6211708784103394
}
]
},
{
"epoch": 60,
"train_loss": 1.445894479751587,
"val_loss": 1.034191370010376,
"acc": 64.58,
"time": 225.72861112991814,
"param": [
{
"p": 0.06361979991197586,
"m": 1.0
},
{
"p": 0.04190214350819588,
"m": 1.0
},
{
"p": 0.05565374717116356,
"m": 1.0
},
{
"p": 0.030910536646842957,
"m": 0.7394120693206787
},
{
"p": 0.0514913834631443,
"m": 0.8635684251785278
},
{
"p": 0.07008925825357437,
"m": 0.8312986493110657
},
{
"p": 0.012994070537388325,
"m": 0.9954888820648193
},
{
"p": 0.07302165031433105,
"m": 0.7031660079956055
},
{
"p": 0.0488191694021225,
"m": 0.9993133544921875
},
{
"p": 0.09005586057901382,
"m": 0.7664419412612915
},
{
"p": 0.08608449995517731,
"m": 1.0
},
{
"p": 0.06479298323392868,
"m": 1.0
},
{
"p": 0.06006026640534401,
"m": 1.0
},
{
"p": 0.07537024468183517,
"m": 1.0
},
{
"p": 0.054233964532613754,
"m": 0.959462583065033
},
{
"p": 0.06499067693948746,
"m": 0.9987307786941528
},
{
"p": 0.019986698403954506,
"m": 0.7337709069252014
},
{
"p": 0.03592289239168167,
"m": 0.601553201675415
}
]
},
{
"epoch": 61,
"train_loss": 1.3916914463043213,
"val_loss": 0.9978417754173279,
"acc": 64.61,
"time": 219.02720142609905,
"param": [
{
"p": 0.0683874860405922,
"m": 1.0
},
{
"p": 0.06379449367523193,
"m": 1.0
},
{
"p": 0.069183848798275,
"m": 1.0
},
{
"p": 0.06861915439367294,
"m": 0.6538082361221313
},
{
"p": 0.03604323789477348,
"m": 0.8611356019973755
},
{
"p": 0.06322182714939117,
"m": 0.7223033308982849
},
{
"p": 0.03955285623669624,
"m": 0.9330495595932007
},
{
"p": 0.05793359875679016,
"m": 0.6426477432250977
},
{
"p": 0.052534449845552444,
"m": 0.9991900324821472
},
{
"p": 0.06112316623330116,
"m": 0.7797181010246277
},
{
"p": 0.03317568451166153,
"m": 0.9725084900856018
},
{
"p": 0.06214131787419319,
"m": 1.0
},
{
"p": 0.06738129258155823,
"m": 1.0
},
{
"p": 0.020107224583625793,
"m": 1.0
},
{
"p": 0.05953815206885338,
"m": 0.9237644076347351
},
{
"p": 0.06565149873495102,
"m": 1.0
},
{
"p": 0.059340134263038635,
"m": 0.664084792137146
},
{
"p": 0.05227058008313179,
"m": 0.5876845121383667
}
]
},
{
"epoch": 62,
"train_loss": 1.5091445446014404,
"val_loss": 1.0085736513137817,
"acc": 65.47,
"time": 225.09119683597237,
"param": [
{
"p": 0.07255041599273682,
"m": 1.0
},
{
"p": 0.06366696953773499,
"m": 1.0
},
{
"p": 0.05518866330385208,
"m": 1.0
},
{
"p": 0.050824183970689774,
"m": 0.6295304298400879
},
{
"p": 0.05787681043148041,
"m": 0.7958961129188538
},
{
"p": 0.05618252605199814,
"m": 0.683966338634491
},
{
"p": 0.049037687480449677,
"m": 1.0
},
{
"p": 0.0679979994893074,
"m": 0.518157958984375
},
{
"p": 0.051896825432777405,
"m": 1.0
},
{
"p": 0.05417543649673462,
"m": 0.764417290687561
},
{
"p": 0.05641396716237068,
"m": 1.0
},
{
"p": 0.06168055906891823,
"m": 1.0
},
{
"p": 0.053641997277736664,
"m": 1.0
},
{
"p": 0.05206921324133873,
"m": 1.0
},
{
"p": 0.061158813536167145,
"m": 0.9681388139724731
},
{
"p": 0.07012450695037842,
"m": 1.0
},
{
"p": 0.029427798464894295,
"m": 0.756109356880188
},
{
"p": 0.036085743457078934,
"m": 0.7255446910858154
}
]
},
{
"epoch": 63,
"train_loss": 1.5298409461975098,
"val_loss": 1.041636347770691,
"acc": 64.31,
"time": 214.02120545890648,
"param": [
{
"p": 0.05518244206905365,
"m": 1.0
},
{
"p": 0.037067756056785583,
"m": 1.0
},
{
"p": 0.06699380278587341,
"m": 1.0
},
{
"p": 0.057453058660030365,
"m": 0.7360662817955017
},
{
"p": 0.04935937374830246,
"m": 0.8313892483711243
},
{
"p": 0.05197865143418312,
"m": 0.763684868812561
},
{
"p": 0.05032645910978317,
"m": 0.8888282179832458
},
{
"p": 0.05766014754772186,
"m": 0.5955213904380798
},
{
"p": 0.0624886192381382,
"m": 1.0
},
{
"p": 0.0731782391667366,
"m": 0.8135724663734436
},
{
"p": 0.05845959484577179,
"m": 1.0
},
{
"p": 0.05289258435368538,
"m": 1.0
},
{
"p": 0.061471953988075256,
"m": 1.0
},
{
"p": 0.05207578465342522,
"m": 1.0
},
{
"p": 0.06786380708217621,
"m": 0.9783341288566589
},
{
"p": 0.06802591681480408,
"m": 1.0
},
{
"p": 0.03589005768299103,
"m": 0.7792791724205017
},
{
"p": 0.04163167625665665,
"m": 0.7609080076217651
}
]
},
{
"epoch": 64,
"train_loss": 1.4059749841690063,
"val_loss": 1.1752883195877075,
"acc": 62.94,
"time": 216.19592904602177,
"param": [
{
"p": 0.06771358847618103,
"m": 1.0
},
{
"p": 0.06938569247722626,
"m": 1.0
},
{
"p": 0.04485001415014267,
"m": 1.0
},
{
"p": 0.05420825630426407,
"m": 0.6706604957580566
},
{
"p": 0.05562484636902809,
"m": 0.860777735710144
},
{
"p": 0.06250125169754028,
"m": 0.6953920125961304
},
{
"p": 0.05177804455161095,
"m": 0.9406225085258484
},
{
"p": 0.07141199707984924,
"m": 0.4686613380908966
},
{
"p": 0.05197635293006897,
"m": 1.0
},
{
"p": 0.05578119307756424,
"m": 0.7657542824745178
},
{
"p": 0.06008395552635193,
"m": 1.0
},
{
"p": 0.07058501243591309,
"m": 1.0
},
{
"p": 0.061964794993400574,
"m": 1.0
},
{
"p": 0.05114825814962387,
"m": 1.0
},
{
"p": 0.05768513306975365,
"m": 0.9632779955863953
},
{
"p": 0.037067096680402756,
"m": 0.9701768159866333
},
{
"p": 0.04203644394874573,
"m": 0.8410778641700745
},
{
"p": 0.03419802337884903,
"m": 0.8131276369094849
}
]
},
{
"epoch": 65,
"train_loss": 1.584108829498291,
"val_loss": 0.8908558487892151,
"acc": 63.58,
"time": 221.37764875695575,
"param": [
{
"p": 0.03823336958885193,
"m": 1.0
},
{
"p": 0.05554890260100365,
"m": 1.0
},
{
"p": 0.06304191052913666,
"m": 1.0
},
{
"p": 0.06049865856766701,
"m": 0.7005590796470642
},
{
"p": 0.04317154362797737,
"m": 0.8791247606277466
},
{
"p": 0.04671929404139519,
"m": 0.7652531266212463
},
{
"p": 0.0334598645567894,
"m": 1.0
},
{
"p": 0.0647464171051979,
"m": 0.45277467370033264
},
{
"p": 0.08021257817745209,
"m": 1.0
},
{
"p": 0.04404545575380325,
"m": 0.7678853869438171
},
{
"p": 0.047466058284044266,
"m": 1.0
},
{
"p": 0.07108740508556366,
"m": 0.9872677326202393
},
{
"p": 0.0801711454987526,
"m": 1.0
},
{
"p": 0.05822603404521942,
"m": 1.0
},
{
"p": 0.05730036273598671,
"m": 1.0
},
{
"p": 0.06188444420695305,
"m": 0.9252132177352905
},
{
"p": 0.04613170772790909,
"m": 0.8684292435646057
},
{
"p": 0.04805478826165199,
"m": 0.9518116116523743
}
]
},
{
"epoch": 66,
"train_loss": 1.6045637130737305,
"val_loss": 0.9351117014884949,
"acc": 66.22,
"time": 222.6672763680108,
"param": [
{
"p": 0.04934583976864815,
"m": 1.0
},
{
"p": 0.048893265426158905,
"m": 1.0
},
{
"p": 0.0767582431435585,
"m": 1.0
},
{
"p": 0.050853896886110306,
"m": 0.7487547397613525
},
{
"p": 0.05301446467638016,
"m": 0.9994602799415588
},
{
"p": 0.03149595484137535,
"m": 0.8063567280769348
},
{
"p": 0.07288412004709244,
"m": 0.9205836653709412
},
{
"p": 0.05670781806111336,
"m": 0.5311688780784607
},
{
"p": 0.04871820658445358,
"m": 1.0
},
{
"p": 0.06434107571840286,
"m": 0.9324328899383545
},
{
"p": 0.048227280378341675,
"m": 1.0
},
{
"p": 0.06135473772883415,
"m": 1.0
},
{
"p": 0.04903677478432655,
"m": 1.0
},
{
"p": 0.06320880353450775,
"m": 1.0
},
{
"p": 0.08378221094608307,
"m": 1.0
},
{
"p": 0.04350868985056877,
"m": 1.0
},
{
"p": 0.04252961277961731,
"m": 0.8400502800941467
},
{
"p": 0.05533900111913681,
"m": 0.9800013303756714
}
]
},
{
"epoch": 67,
"train_loss": 1.5441763401031494,
"val_loss": 0.9107466340065002,
"acc": 65.61,
"time": 228.21329586498905,
"param": [
{
"p": 0.057252462953329086,
"m": 1.0
},
{
"p": 0.028986869379878044,
"m": 1.0
},
{
"p": 0.06163091957569122,
"m": 1.0
},
{
"p": 0.05482767894864082,
"m": 0.6937128305435181
},
{
"p": 0.05164333060383797,
"m": 0.9144803881645203
},
{
"p": 0.04778669774532318,
"m": 0.8476281762123108
},
{
"p": 0.06542360782623291,
"m": 0.9312064051628113
},
{
"p": 0.06503650546073914,
"m": 0.6622924208641052
},
{
"p": 0.07828937470912933,
"m": 0.9991710782051086
},
{
"p": 0.05158274620771408,
"m": 0.9244164824485779
},
{
"p": 0.0607382096350193,
"m": 0.99666428565979
},
{
"p": 0.06271208822727203,
"m": 1.0
},
{
"p": 0.06605008989572525,
"m": 1.0
},
{
"p": 0.051624543964862823,
"m": 1.0
},
{
"p": 0.07070576399564743,
"m": 1.0
},
{
"p": 0.04542803391814232,
"m": 0.9948306679725647
},
{
"p": 0.03223712369799614,
"m": 0.85166335105896
},
{
"p": 0.04804382845759392,
"m": 0.9283819198608398
}
]
},
{
"epoch": 68,
"train_loss": 1.5728219747543335,
"val_loss": 0.9286859631538391,
"acc": 65.9,
"time": 226.96151886601,
"param": [
{
"p": 0.06533551961183548,
"m": 1.0
},
{
"p": 0.041095517575740814,
"m": 1.0
},
{
"p": 0.05808592587709427,
"m": 1.0
},
{
"p": 0.04043013975024223,
"m": 0.6533862352371216
},
{
"p": 0.029557717964053154,
"m": 0.992640495300293
},
{
"p": 0.058967817574739456,
"m": 0.8350105881690979
},
{
"p": 0.06587392836809158,
"m": 0.9912680387496948
},
{
"p": 0.05284979194402695,
"m": 0.7705451250076294
},
{
"p": 0.063438780605793,
"m": 1.0
},
{
"p": 0.05027604103088379,
"m": 0.9133754372596741
},
{
"p": 0.06808587908744812,
"m": 1.0
},
{
"p": 0.05762307345867157,
"m": 1.0
},
{
"p": 0.06389982998371124,
"m": 1.0
},
{
"p": 0.04638635367155075,
"m": 1.0
},
{
"p": 0.04833096265792847,
"m": 0.9179456233978271
},
{
"p": 0.08209093660116196,
"m": 0.9444330930709839
},
{
"p": 0.04326370730996132,
"m": 0.9312924742698669
},
{
"p": 0.06440819054841995,
"m": 0.9743922352790833
}
]
},
{
"epoch": 69,
"train_loss": 1.5324987173080444,
"val_loss": 1.084817886352539,
"acc": 65.04,
"time": 217.56494204199407,
"param": [
{
"p": 0.06963345408439636,
"m": 1.0
},
{
"p": 0.049673113971948624,
"m": 1.0
},
{
"p": 0.06424224376678467,
"m": 1.0
},
{
"p": 0.03936479985713959,
"m": 0.6320115327835083
},
{
"p": 0.0500396192073822,
"m": 0.9476394057273865
},
{
"p": 0.05393480509519577,
"m": 0.8123611807823181
},
{
"p": 0.045976925641298294,
"m": 0.8667681217193604
},
{
"p": 0.06294035166501999,
"m": 0.8406733274459839
},
{
"p": 0.06781581789255142,
"m": 1.0
},
{
"p": 0.0725652277469635,
"m": 0.9240081310272217
},
{
"p": 0.0600799098610878,
"m": 1.0
},
{
"p": 0.05199034512042999,
"m": 1.0
},
{
"p": 0.059210121631622314,
"m": 1.0
},
{
"p": 0.046963997185230255,
"m": 1.0
},
{
"p": 0.06041809916496277,
"m": 0.9736803770065308
},
{
"p": 0.055993832647800446,
"m": 0.9255966544151306
},
{
"p": 0.05630049481987953,
"m": 0.9237655997276306
},
{
"p": 0.03285696730017662,
"m": 0.9004614949226379
}
]
},
{
"epoch": 70,
"train_loss": 1.4115227460861206,
"val_loss": 0.9457463622093201,
"acc": 64.61,
"time": 223.34435298701283,
"param": [
{
"p": 0.06255314499139786,
"m": 1.0
},
{
"p": 0.04332834854722023,
"m": 1.0
},
{
"p": 0.052299585193395615,
"m": 1.0
},
{
"p": 0.04901433363556862,
"m": 0.6555339097976685
},
{
"p": 0.06095898523926735,
"m": 0.958389163017273
},
{
"p": 0.06978250294923782,
"m": 0.7103821635246277
},
{
"p": 0.05932198464870453,
"m": 0.9067386984825134
},
{
"p": 0.05785844847559929,
"m": 0.903692364692688
},
{
"p": 0.06165791302919388,
"m": 0.9925452470779419
},
{
"p": 0.058522723615169525,
"m": 0.812678873538971
},
{
"p": 0.05580086633563042,
"m": 0.999396562576294
},
{
"p": 0.05931491032242775,
"m": 1.0
},
{
"p": 0.0716373473405838,
"m": 1.0
},
{
"p": 0.04914803057909012,
"m": 1.0
},
{
"p": 0.05907781049609184,
"m": 0.9366738796234131
},
{
"p": 0.06286745518445969,
"m": 1.0
},
{
"p": 0.03166775032877922,
"m": 0.9151546955108643
},
{
"p": 0.03518791124224663,
"m": 0.8811052441596985
}
]
},
{
"epoch": 71,
"train_loss": 1.4787499904632568,
"val_loss": 0.9972120523452759,
"acc": 66.15,
"time": 222.7913410459878,
"param": [
{
"p": 0.05382414162158966,
"m": 1.0
},
{
"p": 0.05382494255900383,
"m": 1.0
},
{
"p": 0.06832347810268402,
"m": 1.0
},
{
"p": 0.06203451380133629,
"m": 0.645596981048584
},
{
"p": 0.05652402713894844,
"m": 0.9272236227989197
},
{
"p": 0.06565484404563904,
"m": 0.8036572337150574
},
{
"p": 0.04827965795993805,
"m": 0.8083288073539734
},
{
"p": 0.04533134773373604,
"m": 0.9134793877601624
},
{
"p": 0.056146394461393356,
"m": 1.0
},
{
"p": 0.049672141671180725,
"m": 0.8520190119743347
},
{
"p": 0.06394904106855392,
"m": 1.0
},
{
"p": 0.07093506306409836,
"m": 0.9756397604942322
},
{
"p": 0.04043840616941452,
"m": 1.0
},
{
"p": 0.04255206882953644,
"m": 1.0
},
{
"p": 0.06921495497226715,
"m": 0.8853724002838135
},
{
"p": 0.06791152060031891,
"m": 0.9828746914863586
},
{
"p": 0.044931743294000626,
"m": 0.9058060646057129
},
{
"p": 0.04045173525810242,
"m": 0.968691885471344
}
]
},
{
"epoch": 72,
"train_loss": 1.4993953704833984,
"val_loss": 1.0798360109329224,
"acc": 61.55,
"time": 220.40574482805096,
"param": [
{
"p": 0.08035352826118469,
"m": 1.0
},
{
"p": 0.05222858116030693,
"m": 1.0
},
{
"p": 0.04092627391219139,
"m": 1.0
},
{
"p": 0.044246573001146317,
"m": 0.576273500919342
},
{
"p": 0.034362826496362686,
"m": 0.8314879536628723
},
{
"p": 0.08628319203853607,
"m": 0.6877616047859192
},
{
"p": 0.02739160694181919,
"m": 0.8442845940589905
},
{
"p": 0.061707887798547745,
"m": 0.880901575088501
},
{
"p": 0.07887696474790573,
"m": 0.9761125445365906
},
{
"p": 0.05909048020839691,
"m": 0.7472335696220398
},
{
"p": 0.06636437028646469,
"m": 0.9726367592811584
},
{
"p": 0.08060329407453537,
"m": 1.0
},
{
"p": 0.06547381728887558,
"m": 1.0
},
{
"p": 0.0257890522480011,
"m": 1.0
},
{
"p": 0.0574476383626461,
"m": 0.9270648956298828
},
{
"p": 0.09600988775491714,
"m": 1.0
},
{
"p": 0.038687996566295624,
"m": 0.9177942276000977
},
{
"p": 0.004155977629125118,
"m": 0.9679338932037354
}
]
},
{
"epoch": 73,
"train_loss": 1.4243932962417603,
"val_loss": 1.0610889196395874,
"acc": 65.82,
"time": 217.98338992404751,
"param": [
{
"p": 0.08585242927074432,
"m": 1.0
},
{
"p": 0.034048810601234436,
"m": 1.0
},
{
"p": 0.06084790825843811,
"m": 1.0
},
{
"p": 0.040589697659015656,
"m": 0.6854690313339233
},
{
"p": 0.03386450186371803,
"m": 0.9041433930397034
},
{
"p": 0.0525008849799633,
"m": 0.635330080986023
},
{
"p": 0.044319164007902145,
"m": 0.8447938561439514
},
{
"p": 0.06394018232822418,
"m": 0.9511282444000244
},
{
"p": 0.05936034023761749,
"m": 0.9976197481155396
},
{
"p": 0.07622184604406357,
"m": 0.7999023795127869
},
{
"p": 0.07770425081253052,
"m": 1.0
},
{
"p": 0.05431436374783516,
"m": 1.0
},
{
"p": 0.06940772384405136,
"m": 1.0
},
{
"p": 0.02905876375734806,
"m": 1.0
},
{
"p": 0.06987885385751724,
"m": 0.9986924529075623
},
{
"p": 0.06484473496675491,
"m": 1.0
},
{
"p": 0.05579013377428055,
"m": 0.9569040536880493
},
{
"p": 0.027455592527985573,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.410960078239441,
"val_loss": 0.9617022275924683,
"acc": 64.54,
"time": 224.71949499403127,
"param": [
{
"p": 0.07962372153997421,
"m": 1.0
},
{
"p": 0.034729842096567154,
"m": 1.0
},
{
"p": 0.06028652936220169,
"m": 1.0
},
{
"p": 0.05794190987944603,
"m": 0.6767675280570984
},
{
"p": 0.05906173959374428,
"m": 0.8711572885513306
},
{
"p": 0.028469089418649673,
"m": 0.7304314970970154
},
{
"p": 0.05211949720978737,
"m": 0.8456898331642151
},
{
"p": 0.04421290382742882,
"m": 0.8540899753570557
},
{
"p": 0.0292875487357378,
"m": 0.973839282989502
},
{
"p": 0.07073552906513214,
"m": 0.7495529055595398
},
{
"p": 0.11151637881994247,
"m": 1.0
},
{
"p": 0.06423208117485046,
"m": 1.0
},
{
"p": 0.06419284641742706,
"m": 1.0
},
{
"p": 0.011501294560730457,
"m": 1.0
},
{
"p": 0.07556437700986862,
"m": 0.947631299495697
},
{
"p": 0.07639249414205551,
"m": 1.0
},
{
"p": 0.045616693794727325,
"m": 0.9050331711769104
},
{
"p": 0.03451551869511604,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.3159879446029663,
"val_loss": 0.8778764009475708,
"acc": 67.29,
"time": 219.89344210503623,
"param": [
{
"p": 0.06737468391656876,
"m": 1.0
},
{
"p": 0.05654367059469223,
"m": 1.0
},
{
"p": 0.055475663393735886,
"m": 1.0
},
{
"p": 0.045973364263772964,
"m": 0.6702267527580261
},
{
"p": 0.033982232213020325,
"m": 0.8720735907554626
},
{
"p": 0.06826723366975784,
"m": 0.7896611094474792
},
{
"p": 0.04845310375094414,
"m": 0.8669679164886475
},
{
"p": 0.06540114432573318,
"m": 0.7282541394233704
},
{
"p": 0.07573198527097702,
"m": 0.9946500062942505
},
{
"p": 0.06665166467428207,
"m": 0.719492495059967
},
{
"p": 0.06337746977806091,
"m": 1.0
},
{
"p": 0.06959281116724014,
"m": 1.0
},
{
"p": 0.05225041136145592,
"m": 1.0
},
{
"p": 0.06425455957651138,
"m": 1.0
},
{
"p": 0.03557964414358139,
"m": 0.7939009070396423
},
{
"p": 0.07793964445590973,
"m": 1.0
},
{
"p": 0.02304537408053875,
"m": 0.8023582696914673
},
{
"p": 0.03010541945695877,
"m": 0.9424204230308533
}
]
},
{
"epoch": 76,
"train_loss": 1.3241223096847534,
"val_loss": 0.9675585627555847,
"acc": 65.24,
"time": 219.36752286402043,
"param": [
{
"p": 0.06898853182792664,
"m": 1.0
},
{
"p": 0.04184019938111305,
"m": 1.0
},
{
"p": 0.0479683019220829,
"m": 1.0
},
{
"p": 0.027504460886120796,
"m": 0.6245582103729248
},
{
"p": 0.07223720848560333,
"m": 0.7709786295890808
},
{
"p": 0.05849634110927582,
"m": 0.7420709729194641
},
{
"p": 0.038009241223335266,
"m": 0.8019370436668396
},
{
"p": 0.06289621442556381,
"m": 0.6789611577987671
},
{
"p": 0.054772526025772095,
"m": 0.9984497427940369
},
{
"p": 0.05820830538868904,
"m": 0.7431010007858276
},
{
"p": 0.06627003103494644,
"m": 1.0
},
{
"p": 0.07358453422784805,
"m": 1.0
},
{
"p": 0.06944979727268219,
"m": 1.0
},
{
"p": 0.04192272201180458,
"m": 1.0
},
{
"p": 0.056448910385370255,
"m": 0.9804405570030212
},
{
"p": 0.06596687436103821,
"m": 1.0
},
{
"p": 0.027335114777088165,
"m": 0.8214462399482727
},
{
"p": 0.06810061633586884,
"m": 0.8812555074691772
}
]
},
{
"epoch": 77,
"train_loss": 1.2792408466339111,
"val_loss": 0.9031311869621277,
"acc": 67.5,
"time": 218.25117097597104,
"param": [
{
"p": 0.0757761225104332,
"m": 1.0
},
{
"p": 0.05103744566440582,
"m": 1.0
},
{
"p": 0.08040226995944977,
"m": 1.0
},
{
"p": 0.05153968557715416,
"m": 0.6937737464904785
},
{
"p": 0.03584699705243111,
"m": 0.8276044726371765
},
{
"p": 0.05624185875058174,
"m": 0.6937674283981323
},
{
"p": 0.02970593422651291,
"m": 0.6231871247291565
},
{
"p": 0.06355572491884232,
"m": 0.596222460269928
},
{
"p": 0.055879637598991394,
"m": 1.0
},
{
"p": 0.03750254958868027,
"m": 0.8521644473075867
},
{
"p": 0.049231093376874924,
"m": 0.9455622434616089
},
{
"p": 0.08083509653806686,
"m": 1.0
},
{
"p": 0.05679342523217201,
"m": 1.0
},
{
"p": 0.05977807939052582,
"m": 1.0
},
{
"p": 0.043803565204143524,
"m": 0.9673417210578918
},
{
"p": 0.08082981407642365,
"m": 0.9992138147354126
},
{
"p": 0.05417460575699806,
"m": 0.771518349647522
},
{
"p": 0.037066105753183365,
"m": 0.8194832801818848
}
]
},
{
"epoch": 78,
"train_loss": 1.3785111904144287,
"val_loss": 0.9389045238494873,
"acc": 66.98,
"time": 218.9046975550009,
"param": [
{
"p": 0.07004916667938232,
"m": 1.0
},
{
"p": 0.0692475363612175,
"m": 1.0
},
{
"p": 0.07447904348373413,
"m": 1.0
},
{
"p": 0.029474984854459763,
"m": 0.6239023804664612
},
{
"p": 0.03359600901603699,
"m": 0.8105003237724304
},
{
"p": 0.03433643653988838,
"m": 0.7450809478759766
},
{
"p": 0.055282190442085266,
"m": 0.5912538170814514
},
{
"p": 0.06215054914355278,
"m": 0.5162333846092224
},
{
"p": 0.08472134172916412,
"m": 0.9963256120681763
},
{
"p": 0.03983822464942932,
"m": 0.7872325778007507
},
{
"p": 0.05244000256061554,
"m": 1.0
},
{
"p": 0.05505194514989853,
"m": 0.9858349561691284
},
{
"p": 0.047549325972795486,
"m": 1.0
},
{
"p": 0.052463382482528687,
"m": 1.0
},
{
"p": 0.048774559050798416,
"m": 0.9238549470901489
},
{
"p": 0.0837416797876358,
"m": 0.9694369435310364
},
{
"p": 0.0528130941092968,
"m": 0.7497453093528748
},
{
"p": 0.05399037525057793,
"m": 0.8456647992134094
}
]
},
{
"epoch": 79,
"train_loss": 1.5450692176818848,
"val_loss": 0.9203492403030396,
"acc": 67.41,
"time": 223.59131788404193,
"param": [
{
"p": 0.060390934348106384,
"m": 1.0
},
{
"p": 0.061592020094394684,
"m": 1.0
},
{
"p": 0.0605526939034462,
"m": 1.0
},
{
"p": 0.06381147354841232,
"m": 0.6271334290504456
},
{
"p": 0.03422199934720993,
"m": 0.6946242451667786
},
{
"p": 0.0745893344283104,
"m": 0.6398417353630066
},
{
"p": 0.056041087955236435,
"m": 0.7149651646614075
},
{
"p": 0.04409005492925644,
"m": 0.5781365036964417
},
{
"p": 0.059257086366415024,
"m": 0.9903312921524048
},
{
"p": 0.04840077459812164,
"m": 0.8534134030342102
},
{
"p": 0.05737680941820145,
"m": 1.0
},
{
"p": 0.06935727596282959,
"m": 0.9959658980369568
},
{
"p": 0.07446794211864471,
"m": 1.0
},
{
"p": 0.04881640151143074,
"m": 1.0
},
{
"p": 0.05620730295777321,
"m": 0.9906271696090698
},
{
"p": 0.04227204620838165,
"m": 1.0
},
{
"p": 0.055327340960502625,
"m": 0.6529628038406372
},
{
"p": 0.033227454870939255,
"m": 0.7841722965240479
}
]
},
{
"epoch": 80,
"train_loss": 1.4744343757629395,
"val_loss": 0.9434345364570618,
"acc": 66.97,
"time": 223.53505830501672,
"param": [
{
"p": 0.05232053995132446,
"m": 1.0
},
{
"p": 0.06164040416479111,
"m": 1.0
},
{
"p": 0.05169842764735222,
"m": 1.0
},
{
"p": 0.06256354600191116,
"m": 0.6497587561607361
},
{
"p": 0.05462167412042618,
"m": 0.6462038159370422
},
{
"p": 0.07184001803398132,
"m": 0.6191267967224121
},
{
"p": 0.05251334235072136,
"m": 0.6896053552627563
},
{
"p": 0.045933082699775696,
"m": 0.7294743657112122
},
{
"p": 0.07412916421890259,
"m": 1.0
},
{
"p": 0.06014617905020714,
"m": 0.9283047914505005
},
{
"p": 0.06575115770101547,
"m": 1.0
},
{
"p": 0.05741019919514656,
"m": 1.0
},
{
"p": 0.045364685356616974,
"m": 1.0
},
{
"p": 0.029047267511487007,
"m": 1.0
},
{
"p": 0.07744097709655762,
"m": 1.0
},
{
"p": 0.07710085064172745,
"m": 0.9812934398651123
},
{
"p": 0.02486482262611389,
"m": 0.7088583707809448
},
{
"p": 0.03561374917626381,
"m": 0.8207816481590271
}
]
},
{
"epoch": 81,
"train_loss": 1.5964035987854004,
"val_loss": 0.9720399975776672,
"acc": 67.88,
"time": 225.68433016189374,
"param": [
{
"p": 0.058223579078912735,
"m": 1.0
},
{
"p": 0.01973847672343254,
"m": 1.0
},
{
"p": 0.06734193116426468,
"m": 1.0
},
{
"p": 0.040232859551906586,
"m": 0.5577183961868286
},
{
"p": 0.06171441823244095,
"m": 0.676339864730835
},
{
"p": 0.06353742629289627,
"m": 0.7168740034103394
},
{
"p": 0.05681134760379791,
"m": 0.7120991349220276
},
{
"p": 0.05350586771965027,
"m": 0.7102785706520081
},
{
"p": 0.07600275427103043,
"m": 1.0
},
{
"p": 0.06961803138256073,
"m": 0.9649898409843445
},
{
"p": 0.07380390167236328,
"m": 1.0
},
{
"p": 0.05992938578128815,
"m": 1.0
},
{
"p": 0.06231365725398064,
"m": 1.0
},
{
"p": 0.03812054544687271,
"m": 1.0
},
{
"p": 0.06143219769001007,
"m": 0.969275951385498
},
{
"p": 0.06544762849807739,
"m": 1.0
},
{
"p": 0.03925244137644768,
"m": 0.6583489179611206
},
{
"p": 0.03297354280948639,
"m": 0.8061246275901794
}
]
},
{
"epoch": 82,
"train_loss": 1.3605819940567017,
"val_loss": 0.7953950762748718,
"acc": 67.61,
"time": 224.62243651796598,
"param": [
{
"p": 0.06128217279911041,
"m": 1.0
},
{
"p": 0.04390380159020424,
"m": 1.0
},
{
"p": 0.06372512131929398,
"m": 1.0
},
{
"p": 0.05308748409152031,
"m": 0.6154599189758301
},
{
"p": 0.07756888121366501,
"m": 0.6622964143753052
},
{
"p": 0.048718467354774475,
"m": 0.7392922043800354
},
{
"p": 0.06697650998830795,
"m": 0.6290813684463501
},
{
"p": 0.06072245165705681,
"m": 0.7355009317398071
},
{
"p": 0.06310462951660156,
"m": 1.0
},
{
"p": 0.0477394238114357,
"m": 0.959712028503418
},
{
"p": 0.0489506833255291,
"m": 1.0
},
{
"p": 0.053904253989458084,
"m": 0.9955629706382751
},
{
"p": 0.06323052942752838,
"m": 1.0
},
{
"p": 0.04586208239197731,
"m": 1.0
},
{
"p": 0.0635136142373085,
"m": 0.9660661220550537
},
{
"p": 0.06481669098138809,
"m": 1.0
},
{
"p": 0.04293295741081238,
"m": 0.7274659276008606
},
{
"p": 0.0299602709710598,
"m": 0.8868069648742676
}
]
},
{
"epoch": 83,
"train_loss": 1.3659218549728394,
"val_loss": 0.9306460618972778,
"acc": 68.36,
"time": 219.84914150298573,
"param": [
{
"p": 0.07588133215904236,
"m": 1.0
},
{
"p": 0.048845551908016205,
"m": 1.0
},
{
"p": 0.0507863350212574,
"m": 1.0
},
{
"p": 0.06517857313156128,
"m": 0.6442692875862122
},
{
"p": 0.05735991150140762,
"m": 0.5624406337738037
},
{
"p": 0.049258481711149216,
"m": 0.8209257125854492
},
{
"p": 0.055250827223062515,
"m": 0.7379738688468933
},
{
"p": 0.047929540276527405,
"m": 0.8771211504936218
},
{
"p": 0.0588330402970314,
"m": 1.0
},
{
"p": 0.042278990149497986,
"m": 0.9718208312988281
},
{
"p": 0.04434450343251228,
"m": 0.9533209204673767
},
{
"p": 0.06297639012336731,
"m": 1.0
},
{
"p": 0.08142410218715668,
"m": 1.0
},
{
"p": 0.04980982467532158,
"m": 1.0
},
{
"p": 0.07571292668581009,
"m": 0.9126728177070618
},
{
"p": 0.06215459108352661,
"m": 0.9896727204322815
},
{
"p": 0.03799736499786377,
"m": 0.7781434655189514
},
{
"p": 0.033977609127759933,
"m": 0.9649491310119629
}
]
},
{
"epoch": 84,
"train_loss": 1.3801308870315552,
"val_loss": 0.9393473267555237,
"acc": 66.95,
"time": 215.41954503802117,
"param": [
{
"p": 0.048272352665662766,
"m": 1.0
},
{
"p": 0.048674993216991425,
"m": 1.0
},
{
"p": 0.07054843008518219,
"m": 1.0
},
{
"p": 0.07972843199968338,
"m": 0.6791136264801025
},
{
"p": 0.04330636188387871,
"m": 0.5608893036842346
},
{
"p": 0.045947883278131485,
"m": 0.7467697858810425
},
{
"p": 0.027798954397439957,
"m": 0.7215048670768738
},
{
"p": 0.06243927404284477,
"m": 0.8079620003700256
},
{
"p": 0.07404771447181702,
"m": 0.9977396726608276
},
{
"p": 0.07626596838235855,
"m": 0.902208149433136
},
{
"p": 0.05774763226509094,
"m": 1.0
},
{
"p": 0.07709276676177979,
"m": 0.999358594417572
},
{
"p": 0.05852542445063591,
"m": 1.0
},
{
"p": 0.04298272356390953,
"m": 1.0
},
{
"p": 0.036177437752485275,
"m": 0.9585279226303101
},
{
"p": 0.0430271290242672,
"m": 0.9823009371757507
},
{
"p": 0.06590015441179276,
"m": 0.8093790411949158
},
{
"p": 0.04151636362075806,
"m": 0.9698408842086792
}
]
},
{
"epoch": 85,
"train_loss": 1.1616060733795166,
"val_loss": 0.9506435990333557,
"acc": 67.5,
"time": 213.49698924506083,
"param": [
{
"p": 0.049547865986824036,
"m": 1.0
},
{
"p": 0.059260595589876175,
"m": 1.0
},
{
"p": 0.05138690024614334,
"m": 1.0
},
{
"p": 0.05753070116043091,
"m": 0.7192626595497131
},
{
"p": 0.06409966200590134,
"m": 0.5354570746421814
},
{
"p": 0.04605809971690178,
"m": 0.8047511577606201
},
{
"p": 0.05149064585566521,
"m": 0.8324809670448303
},
{
"p": 0.05827838554978371,
"m": 0.8228294253349304
},
{
"p": 0.06290320307016373,
"m": 1.0
},
{
"p": 0.06478380411863327,
"m": 0.8637742400169373
},
{
"p": 0.0538024827837944,
"m": 0.9526829123497009
},
{
"p": 0.048392076045274734,
"m": 1.0
},
{
"p": 0.06118427962064743,
"m": 1.0
},
{
"p": 0.053105007857084274,
"m": 1.0
},
{
"p": 0.05768314749002457,
"m": 0.6287311911582947
},
{
"p": 0.0628105029463768,
"m": 1.0
},
{
"p": 0.04815654456615448,
"m": 0.8060083985328674
},
{
"p": 0.04952598735690117,
"m": 0.9300913214683533
}
]
},
{
"epoch": 86,
"train_loss": 1.406496524810791,
"val_loss": 1.0574177503585815,
"acc": 67.8,
"time": 217.48302112997044,
"param": [
{
"p": 0.06200641766190529,
"m": 1.0
},
{
"p": 0.04201434925198555,
"m": 1.0
},
{
"p": 0.060021933168172836,
"m": 1.0
},
{
"p": 0.06195070967078209,
"m": 0.8041619658470154
},
{
"p": 0.061609044671058655,
"m": 0.5494646430015564
},
{
"p": 0.057686664164066315,
"m": 0.9043734073638916
},
{
"p": 0.03886201232671738,
"m": 0.8613647818565369
},
{
"p": 0.05991917476058006,
"m": 0.7701951265335083
},
{
"p": 0.07579590380191803,
"m": 1.0
},
{
"p": 0.05951016768813133,
"m": 0.896649956703186
},
{
"p": 0.03669542446732521,
"m": 1.0
},
{
"p": 0.07911583036184311,
"m": 1.0
},
{
"p": 0.05716899409890175,
"m": 1.0
},
{
"p": 0.04147456958889961,
"m": 1.0
},
{
"p": 0.06598412990570068,
"m": 0.8349820375442505
},
{
"p": 0.05885481461882591,
"m": 1.0
},
{
"p": 0.031676098704338074,
"m": 0.7400079965591431
},
{
"p": 0.04965375363826752,
"m": 0.8885540962219238
}
]
},
{
"epoch": 87,
"train_loss": 1.3608802556991577,
"val_loss": 0.9842432141304016,
"acc": 68.47,
"time": 223.49305350903887,
"param": [
{
"p": 0.051040228456258774,
"m": 1.0
},
{
"p": 0.04625827819108963,
"m": 1.0
},
{
"p": 0.06857930123806,
"m": 1.0
},
{
"p": 0.062142264097929,
"m": 0.8072863221168518
},
{
"p": 0.06169339641928673,
"m": 0.5681748390197754
},
{
"p": 0.05785708501935005,
"m": 0.9326633810997009
},
{
"p": 0.033722635358572006,
"m": 0.8421825766563416
},
{
"p": 0.058257170021533966,
"m": 0.8915427327156067
},
{
"p": 0.06512987613677979,
"m": 1.0
},
{
"p": 0.0534585639834404,
"m": 0.9306507110595703
},
{
"p": 0.05234147235751152,
"m": 1.0
},
{
"p": 0.06570485979318619,
"m": 1.0
},
{
"p": 0.0584404282271862,
"m": 1.0
},
{
"p": 0.06825970113277435,
"m": 1.0
},
{
"p": 0.06489297747612,
"m": 0.8106594085693359
},
{
"p": 0.0617014579474926,
"m": 1.0
},
{
"p": 0.03052143193781376,
"m": 0.7510628700256348
},
{
"p": 0.03999892994761467,
"m": 0.8714805245399475
}
]
},
{
"epoch": 88,
"train_loss": 1.440030813217163,
"val_loss": 0.9107878804206848,
"acc": 68.24,
"time": 222.50362798001152,
"param": [
{
"p": 0.05555238947272301,
"m": 1.0
},
{
"p": 0.04447508230805397,
"m": 1.0
},
{
"p": 0.05938657000660896,
"m": 1.0
},
{
"p": 0.0547320693731308,
"m": 0.8283218741416931
},
{
"p": 0.07063712179660797,
"m": 0.548298716545105
},
{
"p": 0.04329758882522583,
"m": 0.9420300126075745
},
{
"p": 0.06308991461992264,
"m": 0.8219146132469177
},
{
"p": 0.05979513004422188,
"m": 0.8712610006332397
},
{
"p": 0.04920761287212372,
"m": 0.9922746419906616
},
{
"p": 0.06992178410291672,
"m": 0.8156538605690002
},
{
"p": 0.0594184547662735,
"m": 1.0
},
{
"p": 0.052781276404857635,
"m": 1.0
},
{
"p": 0.08089651167392731,
"m": 1.0
},
{
"p": 0.06634901463985443,
"m": 1.0
},
{
"p": 0.05328134819865227,
"m": 0.8438214659690857
},
{
"p": 0.04114223271608353,
"m": 0.9837917685508728
},
{
"p": 0.05587439984083176,
"m": 0.779572069644928
},
{
"p": 0.020161451771855354,
"m": 0.8084776997566223
}
]
},
{
"epoch": 89,
"train_loss": 1.3726226091384888,
"val_loss": 0.9242597222328186,
"acc": 68.68,
"time": 226.96339473791886,
"param": [
{
"p": 0.07845322042703629,
"m": 1.0
},
{
"p": 0.05178920552134514,
"m": 1.0
},
{
"p": 0.06024970859289169,
"m": 1.0
},
{
"p": 0.05917271599173546,
"m": 0.8766139149665833
},
{
"p": 0.06671115010976791,
"m": 0.5915125608444214
},
{
"p": 0.03338417410850525,
"m": 0.9398247599601746
},
{
"p": 0.033530041575431824,
"m": 0.9417254328727722
},
{
"p": 0.0720941498875618,
"m": 0.9786354899406433
},
{
"p": 0.05003134533762932,
"m": 0.9966830015182495
},
{
"p": 0.06478364765644073,
"m": 0.791592001914978
},
{
"p": 0.06048720329999924,
"m": 1.0
},
{
"p": 0.06304541230201721,
"m": 0.9921813011169434
},
{
"p": 0.06563059985637665,
"m": 1.0
},
{
"p": 0.05405682697892189,
"m": 1.0
},
{
"p": 0.03377308323979378,
"m": 0.9042264819145203
},
{
"p": 0.06737163662910461,
"m": 0.9957179427146912
},
{
"p": 0.0453486293554306,
"m": 0.8209868669509888
},
{
"p": 0.04008728265762329,
"m": 0.9390451908111572
}
]
},
{
"epoch": 90,
"train_loss": 1.4160338640213013,
"val_loss": 0.8757410049438477,
"acc": 67.67,
"time": 221.19572701107245,
"param": [
{
"p": 0.06443946808576584,
"m": 1.0
},
{
"p": 0.04946481063961983,
"m": 1.0
},
{
"p": 0.06294378638267517,
"m": 1.0
},
{
"p": 0.06109354645013809,
"m": 0.7462385296821594
},
{
"p": 0.06814403086900711,
"m": 0.5947670340538025
},
{
"p": 0.03352239355444908,
"m": 0.8952392935752869
},
{
"p": 0.05600620433688164,
"m": 0.9714822173118591
},
{
"p": 0.04898416996002197,
"m": 0.9373465776443481
},
{
"p": 0.05163384974002838,
"m": 1.0
},
{
"p": 0.0629146620631218,
"m": 0.7634726762771606
},
{
"p": 0.06604798883199692,
"m": 1.0
},
{
"p": 0.07009028643369675,
"m": 1.0
},
{
"p": 0.07654155790805817,
"m": 1.0
},
{
"p": 0.04653558507561684,
"m": 1.0
},
{
"p": 0.054868727922439575,
"m": 0.9516196846961975
},
{
"p": 0.05883641541004181,
"m": 1.0
},
{
"p": 0.04457244277000427,
"m": 0.8322616815567017
},
{
"p": 0.023360127583146095,
"m": 0.9877992868423462
}
]
},
{
"epoch": 91,
"train_loss": 1.2738527059555054,
"val_loss": 0.9953358173370361,
"acc": 68.63,
"time": 213.27966562996153,
"param": [
{
"p": 0.06585323065519333,
"m": 1.0
},
{
"p": 0.05182994529604912,
"m": 1.0
},
{
"p": 0.0533713698387146,
"m": 1.0
},
{
"p": 0.05902785062789917,
"m": 0.6719672679901123
},
{
"p": 0.05073746666312218,
"m": 0.6252816319465637
},
{
"p": 0.07084091752767563,
"m": 0.8559580445289612
},
{
"p": 0.06109073385596275,
"m": 0.8707650899887085
},
{
"p": 0.05086790397763252,
"m": 0.8486747741699219
},
{
"p": 0.05884459987282753,
"m": 1.0
},
{
"p": 0.0688067302107811,
"m": 0.6545721888542175
},
{
"p": 0.04183783009648323,
"m": 1.0
},
{
"p": 0.06503584235906601,
"m": 1.0
},
{
"p": 0.06954184919595718,
"m": 1.0
},
{
"p": 0.02216149866580963,
"m": 1.0
},
{
"p": 0.05451749265193939,
"m": 0.9618658423423767
},
{
"p": 0.06773974001407623,
"m": 1.0
},
{
"p": 0.0538436621427536,
"m": 0.9263160228729248
},
{
"p": 0.0340513177216053,
"m": 0.9971882700920105
}
]
},
{
"epoch": 92,
"train_loss": 1.410485863685608,
"val_loss": 0.8660889863967896,
"acc": 68.99,
"time": 222.34279230597895,
"param": [
{
"p": 0.05658666789531708,
"m": 1.0
},
{
"p": 0.03223475068807602,
"m": 1.0
},
{
"p": 0.06546693295240402,
"m": 1.0
},
{
"p": 0.054693546146154404,
"m": 0.7122994661331177
},
{
"p": 0.07544540613889694,
"m": 0.47359925508499146
},
{
"p": 0.05267958715558052,
"m": 0.7793207764625549
},
{
"p": 0.05655983090400696,
"m": 0.9304711222648621
},
{
"p": 0.055556148290634155,
"m": 0.8915892839431763
},
{
"p": 0.05958933383226395,
"m": 1.0
},
{
"p": 0.05607370287179947,
"m": 0.7055332064628601
},
{
"p": 0.06745520979166031,
"m": 1.0
},
{
"p": 0.060304224491119385,
"m": 1.0
},
{
"p": 0.053787510842084885,
"m": 1.0
},
{
"p": 0.06429917365312576,
"m": 1.0
},
{
"p": 0.03978091850876808,
"m": 0.9987773299217224
},
{
"p": 0.05372079834342003,
"m": 1.0
},
{
"p": 0.04492086172103882,
"m": 0.8330916166305542
},
{
"p": 0.0508454367518425,
"m": 0.9466173052787781
}
]
},
{
"epoch": 93,
"train_loss": 1.3767058849334717,
"val_loss": 0.9025994539260864,
"acc": 68.4,
"time": 223.36560981196817,
"param": [
{
"p": 0.05954873934388161,
"m": 1.0
},
{
"p": 0.08038860559463501,
"m": 1.0
},
{
"p": 0.0654960572719574,
"m": 1.0
},
{
"p": 0.0706041231751442,
"m": 0.6796820759773254
},
{
"p": 0.037767183035612106,
"m": 0.5162973403930664
},
{
"p": 0.061383962631225586,
"m": 0.7043397426605225
},
{
"p": 0.05220042169094086,
"m": 1.0
},
{
"p": 0.05738651379942894,
"m": 0.8995616436004639
},
{
"p": 0.05103183910250664,
"m": 1.0
},
{
"p": 0.05232100188732147,
"m": 0.7863335609436035
},
{
"p": 0.06112731248140335,
"m": 1.0
},
{
"p": 0.07614442706108093,
"m": 0.9740003943443298
},
{
"p": 0.04861326515674591,
"m": 1.0
},
{
"p": 0.051676634699106216,
"m": 1.0
},
{
"p": 0.055558111518621445,
"m": 0.9883638620376587
},
{
"p": 0.04811529442667961,
"m": 1.0
},
{
"p": 0.0363602451980114,
"m": 0.9443615078926086
},
{
"p": 0.03427620604634285,
"m": 0.949213981628418
}
]
},
{
"epoch": 94,
"train_loss": 1.2124987840652466,
"val_loss": 0.8737174272537231,
"acc": 68.54,
"time": 222.52294457203243,
"param": [
{
"p": 0.06252406537532806,
"m": 1.0
},
{
"p": 0.06165836378931999,
"m": 1.0
},
{
"p": 0.04006616026163101,
"m": 1.0
},
{
"p": 0.07752281427383423,
"m": 0.6690894365310669
},
{
"p": 0.06392660737037659,
"m": 0.5053094029426575
},
{
"p": 0.057357367128133774,
"m": 0.7594775557518005
},
{
"p": 0.027435973286628723,
"m": 0.9901270866394043
},
{
"p": 0.07098853588104248,
"m": 0.9071113467216492
},
{
"p": 0.05798962339758873,
"m": 0.9991791248321533
},
{
"p": 0.054717276245355606,
"m": 0.700930655002594
},
{
"p": 0.07280351966619492,
"m": 1.0
},
{
"p": 0.03151140362024307,
"m": 0.9854691028594971
},
{
"p": 0.07587967067956924,
"m": 1.0
},
{
"p": 0.05982045829296112,
"m": 1.0
},
{
"p": 0.06219629570841789,
"m": 0.9324819445610046
},
{
"p": 0.05031904578208923,
"m": 0.9738019108772278
},
{
"p": 0.012455560266971588,
"m": 0.9902663230895996
},
{
"p": 0.06082726642489433,
"m": 0.9783638119697571
}
]
},
{
"epoch": 95,
"train_loss": 1.3976941108703613,
"val_loss": 1.0064650774002075,
"acc": 67.23,
"time": 227.4864636900602,
"param": [
{
"p": 0.066801056265831,
"m": 1.0
},
{
"p": 0.02971808612346649,
"m": 1.0
},
{
"p": 0.06677640229463577,
"m": 1.0
},
{
"p": 0.05181724950671196,
"m": 0.7112107276916504
},
{
"p": 0.04528301954269409,
"m": 0.3987782597541809
},
{
"p": 0.06527870893478394,
"m": 0.6960206627845764
},
{
"p": 0.05920249596238136,
"m": 0.8823692202568054
},
{
"p": 0.033078648149967194,
"m": 0.901151716709137
},
{
"p": 0.04817211627960205,
"m": 0.9841995239257812
},
{
"p": 0.043262556195259094,
"m": 0.8271398544311523
},
{
"p": 0.086609847843647,
"m": 0.9982590675354004
},
{
"p": 0.04415684938430786,
"m": 1.0
},
{
"p": 0.07521570473909378,
"m": 1.0
},
{
"p": 0.023879719898104668,
"m": 1.0
},
{
"p": 0.06038856878876686,
"m": 0.9968579411506653
},
{
"p": 0.08083285391330719,
"m": 1.0
},
{
"p": 0.06361394375562668,
"m": 0.9619410037994385
},
{
"p": 0.05591220781207085,
"m": 0.906663715839386
}
]
},
{
"epoch": 96,
"train_loss": 1.3380450010299683,
"val_loss": 0.8735169768333435,
"acc": 69.55,
"time": 212.0528594889911,
"param": [
{
"p": 0.06629763543605804,
"m": 1.0
},
{
"p": 0.05359366908669472,
"m": 1.0
},
{
"p": 0.05470982566475868,
"m": 1.0
},
{
"p": 0.03842587023973465,
"m": 0.6567345261573792
},
{
"p": 0.05062755197286606,
"m": 0.3935305178165436
},
{
"p": 0.050107214599847794,
"m": 0.583798348903656
},
{
"p": 0.05860134959220886,
"m": 0.9369171857833862
},
{
"p": 0.05174621194601059,
"m": 0.9335609078407288
},
{
"p": 0.05235922709107399,
"m": 1.0
},
{
"p": 0.050152916461229324,
"m": 0.7404590249061584
},
{
"p": 0.06551085412502289,
"m": 1.0
},
{
"p": 0.06293369829654694,
"m": 1.0
},
{
"p": 0.04798062890768051,
"m": 1.0
},
{
"p": 0.05755285173654556,
"m": 1.0
},
{
"p": 0.06652110815048218,
"m": 0.996763288974762
},
{
"p": 0.05919784680008888,
"m": 0.9717332124710083
},
{
"p": 0.05051226168870926,
"m": 0.9987600445747375
},
{
"p": 0.06316933780908585,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.4261975288391113,
"val_loss": 0.8798204660415649,
"acc": 69.3,
"time": 212.8384614570532,
"param": [
{
"p": 0.05734771117568016,
"m": 1.0
},
{
"p": 0.040244296193122864,
"m": 1.0
},
{
"p": 0.027987264096736908,
"m": 1.0
},
{
"p": 0.07161182165145874,
"m": 0.7608721852302551
},
{
"p": 0.07183149456977844,
"m": 0.3529405891895294
},
{
"p": 0.05091690644621849,
"m": 0.6534020304679871
},
{
"p": 0.03797696903347969,
"m": 1.0
},
{
"p": 0.05799718201160431,
"m": 0.93092942237854
},
{
"p": 0.05358477681875229,
"m": 1.0
},
{
"p": 0.05661960318684578,
"m": 0.7690356969833374
},
{
"p": 0.08547993004322052,
"m": 0.9943574666976929
},
{
"p": 0.058839816600084305,
"m": 0.993937611579895
},
{
"p": 0.06791441142559052,
"m": 1.0
},
{
"p": 0.047743041068315506,
"m": 1.0
},
{
"p": 0.06494826823472977,
"m": 0.9456368088722229
},
{
"p": 0.07360389083623886,
"m": 0.999186098575592
},
{
"p": 0.03908633068203926,
"m": 1.0
},
{
"p": 0.036266207695007324,
"m": 0.9514620304107666
}
]
},
{
"epoch": 98,
"train_loss": 1.2382137775421143,
"val_loss": 0.8625956773757935,
"acc": 69.31,
"time": 223.3414597150404,
"param": [
{
"p": 0.06040433421730995,
"m": 1.0
},
{
"p": 0.03639518842101097,
"m": 1.0
},
{
"p": 0.06331105530261993,
"m": 1.0
},
{
"p": 0.0476994626224041,
"m": 0.6713269948959351
},
{
"p": 0.06875760853290558,
"m": 0.5361047983169556
},
{
"p": 0.048657290637493134,
"m": 0.577448844909668
},
{
"p": 0.06581315398216248,
"m": 0.919910192489624
},
{
"p": 0.032302867621183395,
"m": 0.9330757856369019
},
{
"p": 0.05943883955478668,
"m": 1.0
},
{
"p": 0.05370967462658882,
"m": 0.8678234219551086
},
{
"p": 0.07489009201526642,
"m": 1.0
},
{
"p": 0.04873444139957428,
"m": 0.996552050113678
},
{
"p": 0.0937051996588707,
"m": 1.0
},
{
"p": 0.07071474194526672,
"m": 1.0
},
{
"p": 0.062261659651994705,
"m": 0.9844083786010742
},
{
"p": 0.04403724893927574,
"m": 1.0
},
{
"p": 0.0512850321829319,
"m": 0.9889583587646484
},
{
"p": 0.017882132902741432,
"m": 0.8777182698249817
}
]
},
{
"epoch": 99,
"train_loss": 1.1538559198379517,
"val_loss": 0.9224787950515747,
"acc": 67.72,
"time": 223.50619736895896,
"param": [
{
"p": 0.047803934663534164,
"m": 1.0
},
{
"p": 0.05474996194243431,
"m": 1.0
},
{
"p": 0.05244829133152962,
"m": 1.0
},
{
"p": 0.04639199376106262,
"m": 0.6156602501869202
},
{
"p": 0.05542987957596779,
"m": 0.4834059476852417
},
{
"p": 0.060068242251873016,
"m": 0.594203531742096
},
{
"p": 0.06944501399993896,
"m": 0.948671281337738
},
{
"p": 0.05657673999667168,
"m": 0.871708333492279
},
{
"p": 0.057491157203912735,
"m": 1.0
},
{
"p": 0.04985397309064865,
"m": 0.7333396077156067
},
{
"p": 0.05349595472216606,
"m": 1.0
},
{
"p": 0.06002878025174141,
"m": 1.0
},
{
"p": 0.043815627694129944,
"m": 1.0
},
{
"p": 0.07033687829971313,
"m": 1.0
},
{
"p": 0.06248980015516281,
"m": 0.9149957299232483
},
{
"p": 0.06148010119795799,
"m": 1.0
},
{
"p": 0.053098805248737335,
"m": 1.0
},
{
"p": 0.044994890689849854,
"m": 0.8532785177230835
}
]
},
{
"epoch": 100,
"train_loss": 1.3726692199707031,
"val_loss": 0.8898987174034119,
"acc": 67.26,
"time": 221.36146364395972,
"param": [
{
"p": 0.0665455013513565,
"m": 1.0
},
{
"p": 0.04685978963971138,
"m": 1.0
},
{
"p": 0.07657386362552643,
"m": 1.0
},
{
"p": 0.06123669072985649,
"m": 0.6468221545219421
},
{
"p": 0.05631179362535477,
"m": 0.41021478176116943
},
{
"p": 0.03420828655362129,
"m": 0.5989646315574646
},
{
"p": 0.05863708630204201,
"m": 0.9843621850013733
},
{
"p": 0.059207987040281296,
"m": 0.8096632957458496
},
{
"p": 0.05792788043618202,
"m": 0.9506199955940247
},
{
"p": 0.05739418789744377,
"m": 0.7295888662338257
},
{
"p": 0.07380741834640503,
"m": 1.0
},
{
"p": 0.05786163732409477,
"m": 0.9971333146095276
},
{
"p": 0.07026352733373642,
"m": 1.0
},
{
"p": 0.04450429230928421,
"m": 1.0
},
{
"p": 0.04662679135799408,
"m": 0.929228663444519
},
{
"p": 0.04804333299398422,
"m": 0.9946051239967346
},
{
"p": 0.024976281449198723,
"m": 0.9844015836715698
},
{
"p": 0.05901370570063591,
"m": 0.8460394740104675
}
]
},
{
"epoch": 101,
"train_loss": 1.2282562255859375,
"val_loss": 0.9028726816177368,
"acc": 68.58,
"time": 215.4504521850031,
"param": [
{
"p": 0.05562504753470421,
"m": 1.0
},
{
"p": 0.04385831207036972,
"m": 1.0
},
{
"p": 0.061412956565618515,
"m": 1.0
},
{
"p": 0.04940010607242584,
"m": 0.6619126796722412
},
{
"p": 0.03220610320568085,
"m": 0.4944772720336914
},
{
"p": 0.05154125392436981,
"m": 0.5793405175209045
},
{
"p": 0.07175298035144806,
"m": 1.0
},
{
"p": 0.0658385306596756,
"m": 0.8900561332702637
},
{
"p": 0.03898615017533302,
"m": 0.9975976347923279
},
{
"p": 0.05969846248626709,
"m": 0.7411584854125977
},
{
"p": 0.07283621281385422,
"m": 0.997223973274231
},
{
"p": 0.07728208601474762,
"m": 1.0
},
{
"p": 0.0830061137676239,
"m": 1.0
},
{
"p": 0.07251182198524475,
"m": 1.0
},
{
"p": 0.04597883298993111,
"m": 1.0
},
{
"p": 0.0416535921394825,
"m": 1.0
},
{
"p": 0.03912118077278137,
"m": 0.9971935153007507
},
{
"p": 0.037290334701538086,
"m": 0.8700467944145203
}
]
},
{
"epoch": 102,
"train_loss": 1.3581472635269165,
"val_loss": 0.8614077568054199,
"acc": 69.42,
"time": 226.36922407895327,
"param": [
{
"p": 0.05978403985500336,
"m": 1.0
},
{
"p": 0.05206017196178436,
"m": 1.0
},
{
"p": 0.041767287999391556,
"m": 1.0
},
{
"p": 0.05333096534013748,
"m": 0.655978798866272
},
{
"p": 0.07100941240787506,
"m": 0.3962404131889343
},
{
"p": 0.055590350180864334,
"m": 0.6051406860351562
},
{
"p": 0.05920395255088806,
"m": 1.0
},
{
"p": 0.04664325341582298,
"m": 0.9139707684516907
},
{
"p": 0.05138196796178818,
"m": 1.0
},
{
"p": 0.04571029171347618,
"m": 0.7643862366676331
},
{
"p": 0.06002116948366165,
"m": 1.0
},
{
"p": 0.06944061070680618,
"m": 0.9928642511367798
},
{
"p": 0.051265086978673935,
"m": 1.0
},
{
"p": 0.07001316547393799,
"m": 1.0
},
{
"p": 0.04477410390973091,
"m": 0.9940428733825684
},
{
"p": 0.07152824848890305,
"m": 1.0
},
{
"p": 0.04991500824689865,
"m": 0.9867883920669556
},
{
"p": 0.046561017632484436,
"m": 0.8363640308380127
}
]
},
{
"epoch": 103,
"train_loss": 1.1760139465332031,
"val_loss": 0.7760432362556458,
"acc": 70.02,
"time": 225.66309442790225,
"param": [
{
"p": 0.05982586741447449,
"m": 1.0
},
{
"p": 0.046063825488090515,
"m": 1.0
},
{
"p": 0.063517726957798,
"m": 1.0
},
{
"p": 0.04019192233681679,
"m": 0.6511681079864502
},
{
"p": 0.06213149055838585,
"m": 0.5270059108734131
},
{
"p": 0.05846070870757103,
"m": 0.4837579131126404
},
{
"p": 0.043688878417015076,
"m": 0.9092546701431274
},
{
"p": 0.04974246770143509,
"m": 0.9434671998023987
},
{
"p": 0.05730392411351204,
"m": 0.9991717338562012
},
{
"p": 0.06371522694826126,
"m": 0.7791357636451721
},
{
"p": 0.06082639843225479,
"m": 1.0
},
{
"p": 0.05079863965511322,
"m": 1.0
},
{
"p": 0.0765785351395607,
"m": 1.0
},
{
"p": 0.0614069327712059,
"m": 1.0
},
{
"p": 0.06361961364746094,
"m": 0.9264515042304993
},
{
"p": 0.05362888425588608,
"m": 0.9813529849052429
},
{
"p": 0.04687569662928581,
"m": 0.9932178258895874
},
{
"p": 0.04162327200174332,
"m": 0.7561154365539551
}
]
},
{
"epoch": 104,
"train_loss": 1.3300701379776,
"val_loss": 0.834889829158783,
"acc": 70.79,
"time": 226.9369725220604,
"param": [
{
"p": 0.04269061237573624,
"m": 1.0
},
{
"p": 0.023811208084225655,
"m": 1.0
},
{
"p": 0.07117070257663727,
"m": 1.0
},
{
"p": 0.05254971608519554,
"m": 0.6016907095909119
},
{
"p": 0.03799296170473099,
"m": 0.5988031029701233
},
{
"p": 0.0614229291677475,
"m": 0.5760067105293274
},
{
"p": 0.0646136999130249,
"m": 0.80733722448349
},
{
"p": 0.06880174577236176,
"m": 0.9241935014724731
},
{
"p": 0.08401568979024887,
"m": 1.0
},
{
"p": 0.06208300217986107,
"m": 0.8515561819076538
},
{
"p": 0.07117780297994614,
"m": 0.9991955757141113
},
{
"p": 0.04572482779622078,
"m": 0.9977148175239563
},
{
"p": 0.044573377817869186,
"m": 1.0
},
{
"p": 0.06913396716117859,
"m": 1.0
},
{
"p": 0.05574566498398781,
"m": 0.9493215084075928
},
{
"p": 0.06291811168193817,
"m": 0.9923778176307678
},
{
"p": 0.046365633606910706,
"m": 1.0
},
{
"p": 0.035208333283662796,
"m": 0.6732906699180603
}
]
},
{
"epoch": 105,
"train_loss": 1.3998059034347534,
"val_loss": 0.8840377330780029,
"acc": 70.25,
"time": 222.06433781096712,
"param": [
{
"p": 0.07703296840190887,
"m": 1.0
},
{
"p": 0.05312399938702583,
"m": 1.0
},
{
"p": 0.04328608885407448,
"m": 1.0
},
{
"p": 0.047944579273462296,
"m": 0.6508850455284119
},
{
"p": 0.03976703807711601,
"m": 0.5833488702774048
},
{
"p": 0.05158507451415062,
"m": 0.5106017589569092
},
{
"p": 0.061975378543138504,
"m": 0.7832409143447876
},
{
"p": 0.052404094487428665,
"m": 0.8230004906654358
},
{
"p": 0.06679363548755646,
"m": 1.0
},
{
"p": 0.06944256275892258,
"m": 0.7845548987388611
},
{
"p": 0.04167374223470688,
"m": 1.0
},
{
"p": 0.07618645578622818,
"m": 1.0
},
{
"p": 0.07751204073429108,
"m": 1.0
},
{
"p": 0.057117972522974014,
"m": 1.0
},
{
"p": 0.04793179780244827,
"m": 0.9972755312919617
},
{
"p": 0.04612749442458153,
"m": 1.0
},
{
"p": 0.03294801339507103,
"m": 0.8645337224006653
},
{
"p": 0.057147108018398285,
"m": 0.6359104514122009
}
]
},
{
"epoch": 106,
"train_loss": 1.165404200553894,
"val_loss": 1.0369149446487427,
"acc": 70.16,
"time": 222.29140364693012,
"param": [
{
"p": 0.06010102480649948,
"m": 1.0
},
{
"p": 0.05600332096219063,
"m": 1.0
},
{
"p": 0.052087295800447464,
"m": 1.0
},
{
"p": 0.05594227835536003,
"m": 0.677176833152771
},
{
"p": 0.07005328685045242,
"m": 0.5431365370750427
},
{
"p": 0.05879606306552887,
"m": 0.46850281953811646
},
{
"p": 0.05377144366502762,
"m": 0.9412844181060791
},
{
"p": 0.055719465017318726,
"m": 0.8705753087997437
},
{
"p": 0.05270213633775711,
"m": 0.9811497330665588
},
{
"p": 0.0654606744647026,
"m": 0.9020799398422241
},
{
"p": 0.05691961944103241,
"m": 0.987878143787384
},
{
"p": 0.06415116786956787,
"m": 0.9990075826644897
},
{
"p": 0.05254834145307541,
"m": 1.0
},
{
"p": 0.06096969544887543,
"m": 1.0
},
{
"p": 0.03886587917804718,
"m": 1.0
},
{
"p": 0.06387477368116379,
"m": 1.0
},
{
"p": 0.046461764723062515,
"m": 0.825825035572052
},
{
"p": 0.035571709275245667,
"m": 0.572300910949707
}
]
},
{
"epoch": 107,
"train_loss": 1.3036913871765137,
"val_loss": 1.0085045099258423,
"acc": 68.26,
"time": 225.80590211495291,
"param": [
{
"p": 0.055246055126190186,
"m": 1.0
},
{
"p": 0.04321868717670441,
"m": 1.0
},
{
"p": 0.061374831944704056,
"m": 1.0
},
{
"p": 0.048561397939920425,
"m": 0.5579451322555542
},
{
"p": 0.04890745133161545,
"m": 0.5847061276435852
},
{
"p": 0.06409917771816254,
"m": 0.532870352268219
},
{
"p": 0.06633666157722473,
"m": 0.8454379439353943
},
{
"p": 0.07488151639699936,
"m": 0.8548756241798401
},
{
"p": 0.059045370668172836,
"m": 1.0
},
{
"p": 0.05783175677061081,
"m": 0.8050283789634705
},
{
"p": 0.06429082900285721,
"m": 1.0
},
{
"p": 0.05288131535053253,
"m": 1.0
},
{
"p": 0.0505671501159668,
"m": 1.0
},
{
"p": 0.06270033866167068,
"m": 1.0
},
{
"p": 0.059338249266147614,
"m": 1.0
},
{
"p": 0.06216220557689667,
"m": 0.995337724685669
},
{
"p": 0.024197718128561974,
"m": 0.7608568072319031
},
{
"p": 0.04435941204428673,
"m": 0.7077624797821045
}
]
},
{
"epoch": 108,
"train_loss": 1.1577739715576172,
"val_loss": 1.0307950973510742,
"acc": 69.02,
"time": 214.77813204703853,
"param": [
{
"p": 0.08718295395374298,
"m": 1.0
},
{
"p": 0.06357838958501816,
"m": 1.0
},
{
"p": 0.06521496176719666,
"m": 1.0
},
{
"p": 0.017183423042297363,
"m": 0.6512405276298523
},
{
"p": 0.041798315942287445,
"m": 0.5581884384155273
},
{
"p": 0.0746806338429451,
"m": 0.4946688115596771
},
{
"p": 0.048789188265800476,
"m": 0.8843804597854614
},
{
"p": 0.04792017489671707,
"m": 0.9056427478790283
},
{
"p": 0.04214095324277878,
"m": 0.9995594620704651
},
{
"p": 0.07662046700716019,
"m": 0.9355211853981018
},
{
"p": 0.06567211449146271,
"m": 1.0
},
{
"p": 0.07445405423641205,
"m": 1.0
},
{
"p": 0.08517500013113022,
"m": 1.0
},
{
"p": 0.0469140000641346,
"m": 1.0
},
{
"p": 0.036737505346536636,
"m": 0.8764810562133789
},
{
"p": 0.05729192867875099,
"m": 0.9997148513793945
},
{
"p": 0.06864583492279053,
"m": 0.8141332268714905
},
{
"p": 0.0,
"m": 0.6775491833686829
}
]
},
{
"epoch": 109,
"train_loss": 1.1300872564315796,
"val_loss": 0.8231212496757507,
"acc": 70.16,
"time": 215.61701222194824,
"param": [
{
"p": 0.06823021918535233,
"m": 1.0
},
{
"p": 0.043863434344530106,
"m": 1.0
},
{
"p": 0.055107682943344116,
"m": 1.0
},
{
"p": 0.06960928440093994,
"m": 0.6536547541618347
},
{
"p": 0.06570417433977127,
"m": 0.42925354838371277
},
{
"p": 0.05084255337715149,
"m": 0.56441330909729
},
{
"p": 0.05741829797625542,
"m": 0.9760193824768066
},
{
"p": 0.05243787541985512,
"m": 0.7798374891281128
},
{
"p": 0.05276466906070709,
"m": 1.0
},
{
"p": 0.07120415568351746,
"m": 0.9627202153205872
},
{
"p": 0.05553489550948143,
"m": 0.9957180023193359
},
{
"p": 0.06535261869430542,
"m": 0.9783836007118225
},
{
"p": 0.0618840828537941,
"m": 1.0
},
{
"p": 0.07287824153900146,
"m": 1.0
},
{
"p": 0.04891155660152435,
"m": 0.9759209752082825
},
{
"p": 0.06598561257123947,
"m": 0.9750807285308838
},
{
"p": 0.020899789407849312,
"m": 0.6625617742538452
},
{
"p": 0.021370772272348404,
"m": 0.6681778430938721
}
]
},
{
"epoch": 110,
"train_loss": 1.2882697582244873,
"val_loss": 0.863253653049469,
"acc": 70.9,
"time": 226.458335525007,
"param": [
{
"p": 0.06596209853887558,
"m": 1.0
},
{
"p": 0.037941690534353256,
"m": 1.0
},
{
"p": 0.06968844681978226,
"m": 1.0
},
{
"p": 0.052866380661726,
"m": 0.6855754256248474
},
{
"p": 0.0642288476228714,
"m": 0.4325364828109741
},
{
"p": 0.0704892948269844,
"m": 0.5793924927711487
},
{
"p": 0.03980760648846626,
"m": 0.9988057613372803
},
{
"p": 0.07714442908763885,
"m": 0.8500543832778931
},
{
"p": 0.05239405110478401,
"m": 0.9512678384780884
},
{
"p": 0.04184123873710632,
"m": 0.8881749510765076
},
{
"p": 0.0582636259496212,
"m": 1.0
},
{
"p": 0.05931854620575905,
"m": 1.0
},
{
"p": 0.05232573300600052,
"m": 1.0
},
{
"p": 0.04193640127778053,
"m": 1.0
},
{
"p": 0.03755475580692291,
"m": 1.0
},
{
"p": 0.06271376460790634,
"m": 0.9717469811439514
},
{
"p": 0.049446869641542435,
"m": 0.7194297313690186
},
{
"p": 0.0660761371254921,
"m": 0.7876918315887451
}
]
},
{
"epoch": 111,
"train_loss": 1.1813440322875977,
"val_loss": 0.824483335018158,
"acc": 69.48,
"time": 215.91127442696597,
"param": [
{
"p": 0.06601344048976898,
"m": 1.0
},
{
"p": 0.04787013307213783,
"m": 1.0
},
{
"p": 0.06264577060937881,
"m": 1.0
},
{
"p": 0.0777948647737503,
"m": 0.6790117025375366
},
{
"p": 0.048535026609897614,
"m": 0.5400151610374451
},
{
"p": 0.08042898774147034,
"m": 0.5408889055252075
},
{
"p": 0.03127903863787651,
"m": 0.9617015719413757
},
{
"p": 0.0477433018386364,
"m": 0.7150428295135498
},
{
"p": 0.05082644522190094,
"m": 0.9432788491249084
},
{
"p": 0.06210366263985634,
"m": 0.9118631482124329
},
{
"p": 0.04933985322713852,
"m": 0.9603056907653809
},
{
"p": 0.05813835188746452,
"m": 0.9998075366020203
},
{
"p": 0.06887394189834595,
"m": 1.0
},
{
"p": 0.018772026523947716,
"m": 1.0
},
{
"p": 0.06146882474422455,
"m": 0.9065269231796265
},
{
"p": 0.0706852376461029,
"m": 0.9797938466072083
},
{
"p": 0.050078134983778,
"m": 0.7146417498588562
},
{
"p": 0.04740292578935623,
"m": 0.8013157248497009
}
]
},
{
"epoch": 112,
"train_loss": 1.2253111600875854,
"val_loss": 0.8612012267112732,
"acc": 70.1,
"time": 219.96683426597156,
"param": [
{
"p": 0.08143671602010727,
"m": 1.0
},
{
"p": 0.04736035689711571,
"m": 1.0
},
{
"p": 0.0570378415286541,
"m": 1.0
},
{
"p": 0.061508193612098694,
"m": 0.7117328643798828
},
{
"p": 0.04286738112568855,
"m": 0.6709488034248352
},
{
"p": 0.0689082145690918,
"m": 0.6433647871017456
},
{
"p": 0.07202903926372528,
"m": 0.9704437851905823
},
{
"p": 0.0462036207318306,
"m": 0.7562245726585388
},
{
"p": 0.0577051118016243,
"m": 0.9835056662559509
},
{
"p": 0.05085235834121704,
"m": 0.751471757888794
},
{
"p": 0.054954513907432556,
"m": 0.9548248052597046
},
{
"p": 0.06907292455434799,
"m": 1.0
},
{
"p": 0.06792981177568436,
"m": 1.0
},
{
"p": 0.04860491305589676,
"m": 1.0
},
{
"p": 0.045198675245046616,
"m": 0.8702439665794373
},
{
"p": 0.03605323284864426,
"m": 1.0
},
{
"p": 0.038943901658058167,
"m": 0.7577171921730042
},
{
"p": 0.053333304822444916,
"m": 0.8019565343856812
}
]
},
{
"epoch": 113,
"train_loss": 1.1042476892471313,
"val_loss": 0.8424580097198486,
"acc": 70.74,
"time": 215.54829845007043,
"param": [
{
"p": 0.06843008100986481,
"m": 1.0
},
{
"p": 0.03601715341210365,
"m": 1.0
},
{
"p": 0.05691764876246452,
"m": 1.0
},
{
"p": 0.07404512166976929,
"m": 0.6220152378082275
},
{
"p": 0.07306546717882156,
"m": 0.6606189012527466
},
{
"p": 0.05133354663848877,
"m": 0.677506148815155
},
{
"p": 0.03820232301950455,
"m": 0.9465048313140869
},
{
"p": 0.07396619021892548,
"m": 0.8489746451377869
},
{
"p": 0.05157668888568878,
"m": 1.0
},
{
"p": 0.057809796184301376,
"m": 0.7261353135108948
},
{
"p": 0.06955526024103165,
"m": 1.0
},
{
"p": 0.06262630224227905,
"m": 1.0
},
{
"p": 0.04622146487236023,
"m": 1.0
},
{
"p": 0.05529514700174332,
"m": 1.0
},
{
"p": 0.05838196352124214,
"m": 0.8270155191421509
},
{
"p": 0.0720738098025322,
"m": 0.9957931637763977
},
{
"p": 0.03125397115945816,
"m": 0.83549964427948
},
{
"p": 0.023228181526064873,
"m": 0.8227214217185974
}
]
},
{
"epoch": 114,
"train_loss": 1.3929531574249268,
"val_loss": 0.8384639620780945,
"acc": 71.04,
"time": 219.01377455203328,
"param": [
{
"p": 0.07190067321062088,
"m": 1.0
},
{
"p": 0.03875882923603058,
"m": 1.0
},
{
"p": 0.048894014209508896,
"m": 1.0
},
{
"p": 0.04197647050023079,
"m": 0.45563510060310364
},
{
"p": 0.04148125275969505,
"m": 0.6718688607215881
},
{
"p": 0.05115891993045807,
"m": 0.6066772937774658
},
{
"p": 0.052687596529722214,
"m": 0.9561582803726196
},
{
"p": 0.06690584123134613,
"m": 0.9345758557319641
},
{
"p": 0.05632806941866875,
"m": 1.0
},
{
"p": 0.06038863956928253,
"m": 0.7000442147254944
},
{
"p": 0.05926651507616043,
"m": 1.0
},
{
"p": 0.06623519212007523,
"m": 1.0
},
{
"p": 0.03604282811284065,
"m": 1.0
},
{
"p": 0.0796714797616005,
"m": 1.0
},
{
"p": 0.06679589301347733,
"m": 0.7717411518096924
},
{
"p": 0.08121643960475922,
"m": 0.9844354391098022
},
{
"p": 0.04049297049641609,
"m": 0.79335618019104
},
{
"p": 0.03979843482375145,
"m": 0.8041215538978577
}
]
},
{
"epoch": 115,
"train_loss": 1.2684388160705566,
"val_loss": 0.8126619458198547,
"acc": 69.63,
"time": 222.94764732103795,
"param": [
{
"p": 0.05132032558321953,
"m": 1.0
},
{
"p": 0.061313655227422714,
"m": 1.0
},
{
"p": 0.06896913051605225,
"m": 1.0
},
{
"p": 0.062350425869226456,
"m": 0.4541984498500824
},
{
"p": 0.0495898574590683,
"m": 0.6077222228050232
},
{
"p": 0.05178017169237137,
"m": 0.6532424092292786
},
{
"p": 0.05016503855586052,
"m": 0.9145421385765076
},
{
"p": 0.06643729656934738,
"m": 0.9852010607719421
},
{
"p": 0.05074295401573181,
"m": 1.0
},
{
"p": 0.06369973719120026,
"m": 0.8505369424819946
},
{
"p": 0.06440144032239914,
"m": 0.9875999689102173
},
{
"p": 0.061438314616680145,
"m": 0.9903439283370972
},
{
"p": 0.03959741070866585,
"m": 1.0
},
{
"p": 0.04729223996400833,
"m": 1.0
},
{
"p": 0.06554397940635681,
"m": 0.6673860549926758
},
{
"p": 0.05529225245118141,
"m": 1.0
},
{
"p": 0.03931326046586037,
"m": 0.7587590217590332
},
{
"p": 0.05075250566005707,
"m": 0.782805860042572
}
]
},
{
"epoch": 116,
"train_loss": 1.1225122213363647,
"val_loss": 0.914189875125885,
"acc": 69.47,
"time": 219.08212683792226,
"param": [
{
"p": 0.06952755898237228,
"m": 1.0
},
{
"p": 0.07021543383598328,
"m": 1.0
},
{
"p": 0.05117303505539894,
"m": 1.0
},
{
"p": 0.052150145173072815,
"m": 0.41292718052864075
},
{
"p": 0.050936419516801834,
"m": 0.5849713087081909
},
{
"p": 0.0320904478430748,
"m": 0.7031152248382568
},
{
"p": 0.06673429161310196,
"m": 0.8496496677398682
},
{
"p": 0.06450474262237549,
"m": 0.9241036772727966
},
{
"p": 0.028803834691643715,
"m": 0.9679454565048218
},
{
"p": 0.06053682416677475,
"m": 0.8897061944007874
},
{
"p": 0.07975048571825027,
"m": 0.9754436612129211
},
{
"p": 0.04934092238545418,
"m": 1.0
},
{
"p": 0.0716540515422821,
"m": 1.0
},
{
"p": 0.061897967010736465,
"m": 1.0
},
{
"p": 0.03012702241539955,
"m": 0.5907142758369446
},
{
"p": 0.07052389532327652,
"m": 0.9929900765419006
},
{
"p": 0.045206937938928604,
"m": 0.7945416569709778
},
{
"p": 0.044826023280620575,
"m": 0.7585517168045044
}
]
},
{
"epoch": 117,
"train_loss": 1.2315315008163452,
"val_loss": 0.9551848769187927,
"acc": 71.43,
"time": 218.02469915500842,
"param": [
{
"p": 0.04122932255268097,
"m": 1.0
},
{
"p": 0.04863113909959793,
"m": 1.0
},
{
"p": 0.06419341266155243,
"m": 1.0
},
{
"p": 0.06943660229444504,
"m": 0.4110294282436371
},
{
"p": 0.06083045154809952,
"m": 0.4626613259315491
},
{
"p": 0.06896218657493591,
"m": 0.7567907571792603
},
{
"p": 0.050632793456315994,
"m": 0.8275220990180969
},
{
"p": 0.04768719524145126,
"m": 0.956260085105896
},
{
"p": 0.04415442422032356,
"m": 0.9970505833625793
},
{
"p": 0.04666685685515404,
"m": 0.8773989677429199
},
{
"p": 0.08177478611469269,
"m": 0.9982660412788391
},
{
"p": 0.06088091805577278,
"m": 0.9987783432006836
},
{
"p": 0.06522726267576218,
"m": 1.0
},
{
"p": 0.05680995434522629,
"m": 1.0
},
{
"p": 0.05093587934970856,
"m": 0.4748205840587616
},
{
"p": 0.05043886601924896,
"m": 0.9873872995376587
},
{
"p": 0.04798239469528198,
"m": 0.9192206859588623
},
{
"p": 0.04352552443742752,
"m": 0.7361071705818176
}
]
},
{
"epoch": 118,
"train_loss": 0.9614288210868835,
"val_loss": 0.8467403650283813,
"acc": 70.79,
"time": 216.46336538693868,
"param": [
{
"p": 0.053823359310626984,
"m": 1.0
},
{
"p": 0.04627186805009842,
"m": 1.0
},
{
"p": 0.03482072427868843,
"m": 1.0
},
{
"p": 0.040569908916950226,
"m": 0.430359423160553
},
{
"p": 0.05999670922756195,
"m": 0.3889867663383484
},
{
"p": 0.04319126904010773,
"m": 0.8476602435112
},
{
"p": 0.047111235558986664,
"m": 0.7854331135749817
},
{
"p": 0.05279991775751114,
"m": 0.9464765787124634
},
{
"p": 0.0584493950009346,
"m": 0.9537003040313721
},
{
"p": 0.05596541985869408,
"m": 0.8265983462333679
},
{
"p": 0.060117755085229874,
"m": 1.0
},
{
"p": 0.07834837585687637,
"m": 1.0
},
{
"p": 0.060450728982686996,
"m": 1.0
},
{
"p": 0.06710173189640045,
"m": 1.0
},
{
"p": 0.06988391280174255,
"m": 0.5469303131103516
},
{
"p": 0.0741071030497551,
"m": 1.0
},
{
"p": 0.045240916311740875,
"m": 0.9450965523719788
},
{
"p": 0.05174956098198891,
"m": 0.7449602484703064
}
]
},
{
"epoch": 119,
"train_loss": 1.5159310102462769,
"val_loss": 0.9056848287582397,
"acc": 71.47,
"time": 214.16234165302012,
"param": [
{
"p": 0.08086324483156204,
"m": 1.0
},
{
"p": 0.0713484063744545,
"m": 1.0
},
{
"p": 0.05773201212286949,
"m": 1.0
},
{
"p": 0.06171942874789238,
"m": 0.3519571125507355
},
{
"p": 0.05382729321718216,
"m": 0.526095449924469
},
{
"p": 0.03833131492137909,
"m": 0.8787407875061035
},
{
"p": 0.065666563808918,
"m": 0.7146908640861511
},
{
"p": 0.02038859762251377,
"m": 0.9036471247673035
},
{
"p": 0.04748494550585747,
"m": 1.0
},
{
"p": 0.05129695683717728,
"m": 0.7946312427520752
},
{
"p": 0.0782088041305542,
"m": 1.0
},
{
"p": 0.050193678587675095,
"m": 0.999679684638977
},
{
"p": 0.058633118867874146,
"m": 1.0
},
{
"p": 0.04878634214401245,
"m": 1.0
},
{
"p": 0.06623263657093048,
"m": 0.43387940526008606
},
{
"p": 0.07019507884979248,
"m": 0.9847003817558289
},
{
"p": 0.04349319264292717,
"m": 0.9313322305679321
},
{
"p": 0.03559831902384758,
"m": 0.7646026015281677
}
]
},
{
"epoch": 120,
"train_loss": 1.3972625732421875,
"val_loss": 0.759781539440155,
"acc": 72.1,
"time": 217.72343724698294,
"param": [
{
"p": 0.052904434502124786,
"m": 1.0
},
{
"p": 0.06029627099633217,
"m": 1.0
},
{
"p": 0.0681128054857254,
"m": 1.0
},
{
"p": 0.05594205856323242,
"m": 0.4989188313484192
},
{
"p": 0.03418609872460365,
"m": 0.5196210145950317
},
{
"p": 0.04162660241127014,
"m": 0.8436877727508545
},
{
"p": 0.04534132033586502,
"m": 0.7497952580451965
},
{
"p": 0.05978567153215408,
"m": 0.8499795794487
},
{
"p": 0.0548204742372036,
"m": 1.0
},
{
"p": 0.0637107565999031,
"m": 0.9449692964553833
},
{
"p": 0.06340878456830978,
"m": 0.9972313046455383
},
{
"p": 0.07852840423583984,
"m": 0.984846293926239
},
{
"p": 0.04290713742375374,
"m": 1.0
},
{
"p": 0.05419629439711571,
"m": 1.0
},
{
"p": 0.06151711568236351,
"m": 0.7789488434791565
},
{
"p": 0.055543072521686554,
"m": 1.0
},
{
"p": 0.06108460947871208,
"m": 0.9868102669715881
},
{
"p": 0.046088121831417084,
"m": 0.6918913125991821
}
]
},
{
"epoch": 121,
"train_loss": 1.2451822757720947,
"val_loss": 0.7488388419151306,
"acc": 70.56,
"time": 211.3918963021133,
"param": [
{
"p": 0.05608539655804634,
"m": 1.0
},
{
"p": 0.04421834275126457,
"m": 1.0
},
{
"p": 0.05579901486635208,
"m": 1.0
},
{
"p": 0.041896652430295944,
"m": 0.5003367066383362
},
{
"p": 0.07761250436306,
"m": 0.5617957711219788
},
{
"p": 0.06839060038328171,
"m": 0.8696528077125549
},
{
"p": 0.059377849102020264,
"m": 0.7310714721679688
},
{
"p": 0.03987139090895653,
"m": 0.8636395931243896
},
{
"p": 0.0560079850256443,
"m": 1.0
},
{
"p": 0.05317593738436699,
"m": 0.9780632257461548
},
{
"p": 0.058236513286828995,
"m": 0.9998999834060669
},
{
"p": 0.06849651783704758,
"m": 0.9796683192253113
},
{
"p": 0.06786411255598068,
"m": 1.0
},
{
"p": 0.04457228630781174,
"m": 1.0
},
{
"p": 0.05896622687578201,
"m": 0.9322561025619507
},
{
"p": 0.04527585208415985,
"m": 0.9980073571205139
},
{
"p": 0.03791464865207672,
"m": 1.0
},
{
"p": 0.06623827666044235,
"m": 0.716401994228363
}
]
},
{
"epoch": 122,
"train_loss": 1.2731037139892578,
"val_loss": 0.8593854308128357,
"acc": 71.12,
"time": 219.52837847196497,
"param": [
{
"p": 0.07176166027784348,
"m": 1.0
},
{
"p": 0.031412769109010696,
"m": 1.0
},
{
"p": 0.053271543234586716,
"m": 1.0
},
{
"p": 0.07163145393133163,
"m": 0.5974217057228088
},
{
"p": 0.0612984299659729,
"m": 0.6240805387496948
},
{
"p": 0.026224123314023018,
"m": 0.9359824061393738
},
{
"p": 0.06461934745311737,
"m": 0.9435231685638428
},
{
"p": 0.06652835011482239,
"m": 0.8638955354690552
},
{
"p": 0.05514106526970863,
"m": 1.0
},
{
"p": 0.0655030831694603,
"m": 0.9648914337158203
},
{
"p": 0.05022236332297325,
"m": 0.999565839767456
},
{
"p": 0.06142312288284302,
"m": 1.0
},
{
"p": 0.06167231872677803,
"m": 1.0
},
{
"p": 0.06801150739192963,
"m": 1.0
},
{
"p": 0.05080804601311684,
"m": 0.8556884527206421
},
{
"p": 0.08067284524440765,
"m": 1.0
},
{
"p": 0.02863980084657669,
"m": 0.9582159519195557
},
{
"p": 0.031158071011304855,
"m": 0.7631884217262268
}
]
},
{
"epoch": 123,
"train_loss": 1.3000532388687134,
"val_loss": 0.8873249292373657,
"acc": 71.25,
"time": 214.0733710930217,
"param": [
{
"p": 0.05513012409210205,
"m": 1.0
},
{
"p": 0.048024408519268036,
"m": 1.0
},
{
"p": 0.04503298178315163,
"m": 1.0
},
{
"p": 0.05618863180279732,
"m": 0.5273715257644653
},
{
"p": 0.059993088245391846,
"m": 0.5181450843811035
},
{
"p": 0.05204502493143082,
"m": 0.9560016989707947
},
{
"p": 0.04881499335169792,
"m": 0.861385703086853
},
{
"p": 0.046104226261377335,
"m": 0.791422426700592
},
{
"p": 0.05801655352115631,
"m": 1.0
},
{
"p": 0.07372394949197769,
"m": 0.8547918200492859
},
{
"p": 0.05275048688054085,
"m": 1.0
},
{
"p": 0.06322203576564789,
"m": 1.0
},
{
"p": 0.06656986474990845,
"m": 1.0
},
{
"p": 0.07719118148088455,
"m": 1.0
},
{
"p": 0.05851539596915245,
"m": 0.8211342096328735
},
{
"p": 0.0526379756629467,
"m": 0.999666154384613
},
{
"p": 0.02226688712835312,
"m": 0.9315124154090881
},
{
"p": 0.06377209722995758,
"m": 0.7693357467651367
}
]
},
{
"epoch": 124,
"train_loss": 1.2697666883468628,
"val_loss": 0.8463351726531982,
"acc": 71.65,
"time": 224.7898600640474,
"param": [
{
"p": 0.06757565587759018,
"m": 1.0
},
{
"p": 0.03078625164926052,
"m": 1.0
},
{
"p": 0.0624992810189724,
"m": 1.0
},
{
"p": 0.05895841494202614,
"m": 0.5318989753723145
},
{
"p": 0.0435442291200161,
"m": 0.5670249462127686
},
{
"p": 0.04985027015209198,
"m": 0.9362863898277283
},
{
"p": 0.04370226338505745,
"m": 0.69163578748703
},
{
"p": 0.06014217063784599,
"m": 0.7134194374084473
},
{
"p": 0.048670247197151184,
"m": 0.998960554599762
},
{
"p": 0.06906478106975555,
"m": 0.985084593296051
},
{
"p": 0.07190369814634323,
"m": 1.0
},
{
"p": 0.06538383662700653,
"m": 1.0
},
{
"p": 0.06034289300441742,
"m": 1.0
},
{
"p": 0.04267686605453491,
"m": 1.0
},
{
"p": 0.07142085582017899,
"m": 0.8103039860725403
},
{
"p": 0.062055569142103195,
"m": 1.0
},
{
"p": 0.0383790098130703,
"m": 0.9131549596786499
},
{
"p": 0.053043849766254425,
"m": 0.733938455581665
}
]
},
{
"epoch": 125,
"train_loss": 1.1604564189910889,
"val_loss": 0.7288479804992676,
"acc": 71.38,
"time": 226.43422877404373,
"param": [
{
"p": 0.09548524767160416,
"m": 1.0
},
{
"p": 0.0415194034576416,
"m": 1.0
},
{
"p": 0.05723726749420166,
"m": 1.0
},
{
"p": 0.05571068450808525,
"m": 0.6420732140541077
},
{
"p": 0.047606270760297775,
"m": 0.6582898497581482
},
{
"p": 0.05557633191347122,
"m": 0.9648037552833557
},
{
"p": 0.056169796735048294,
"m": 0.8171967267990112
},
{
"p": 0.04721961170434952,
"m": 0.7835518717765808
},
{
"p": 0.06837572902441025,
"m": 1.0
},
{
"p": 0.043744027614593506,
"m": 0.9606468081474304
},
{
"p": 0.06566783785820007,
"m": 0.9902015328407288
},
{
"p": 0.07777681946754456,
"m": 1.0
},
{
"p": 0.06897055357694626,
"m": 1.0
},
{
"p": 0.03883339837193489,
"m": 1.0
},
{
"p": 0.04149540886282921,
"m": 0.8629839420318604
},
{
"p": 0.03675228729844093,
"m": 0.9660214185714722
},
{
"p": 0.03357424959540367,
"m": 0.892653226852417
},
{
"p": 0.0682850256562233,
"m": 0.7714507579803467
}
]
},
{
"epoch": 126,
"train_loss": 1.3173822164535522,
"val_loss": 0.8711603879928589,
"acc": 70.85,
"time": 217.58128851198126,
"param": [
{
"p": 0.06235750392079353,
"m": 1.0
},
{
"p": 0.041173506528139114,
"m": 1.0
},
{
"p": 0.09267811477184296,
"m": 1.0
},
{
"p": 0.051567841321229935,
"m": 0.6050779223442078
},
{
"p": 0.037031061947345734,
"m": 0.6640846133232117
},
{
"p": 0.022777089849114418,
"m": 0.9179664254188538
},
{
"p": 0.05503576248884201,
"m": 0.7757841348648071
},
{
"p": 0.05458863079547882,
"m": 0.8595566749572754
},
{
"p": 0.07032842934131622,
"m": 0.999213457107544
},
{
"p": 0.059255313128232956,
"m": 0.9889624714851379
},
{
"p": 0.05979301035404205,
"m": 0.9982516765594482
},
{
"p": 0.08431218564510345,
"m": 1.0
},
{
"p": 0.04139416292309761,
"m": 1.0
},
{
"p": 0.042870838195085526,
"m": 1.0
},
{
"p": 0.042298901826143265,
"m": 0.9911013841629028
},
{
"p": 0.07104699313640594,
"m": 0.9932196736335754
},
{
"p": 0.058090753853321075,
"m": 0.7930381298065186
},
{
"p": 0.05339983478188515,
"m": 0.6215726733207703
}
]
},
{
"epoch": 127,
"train_loss": 1.4129793643951416,
"val_loss": 0.8576655983924866,
"acc": 71.15,
"time": 214.85731559304986,
"param": [
{
"p": 0.06778247654438019,
"m": 1.0
},
{
"p": 0.06305097043514252,
"m": 1.0
},
{
"p": 0.07047054916620255,
"m": 1.0
},
{
"p": 0.0432589054107666,
"m": 0.33714020252227783
},
{
"p": 0.04644041135907173,
"m": 0.6243600249290466
},
{
"p": 0.059688784182071686,
"m": 0.875335156917572
},
{
"p": 0.047679122537374496,
"m": 0.6379947066307068
},
{
"p": 0.053511619567871094,
"m": 0.7285088300704956
},
{
"p": 0.058003731071949005,
"m": 0.9951371550559998
},
{
"p": 0.06768418103456497,
"m": 0.8437620997428894
},
{
"p": 0.060689620673656464,
"m": 0.9801679253578186
},
{
"p": 0.05799757316708565,
"m": 1.0
},
{
"p": 0.05466189235448837,
"m": 1.0
},
{
"p": 0.039130114018917084,
"m": 1.0
},
{
"p": 0.043746575713157654,
"m": 0.9487653374671936
},
{
"p": 0.06618203967809677,
"m": 1.0
},
{
"p": 0.04736755043268204,
"m": 0.590552568435669
},
{
"p": 0.05265388637781143,
"m": 0.5912032723426819
}
]
},
{
"epoch": 128,
"train_loss": 1.4320199489593506,
"val_loss": 0.8249444961547852,
"acc": 71.98,
"time": 220.7473934139125,
"param": [
{
"p": 0.06718648970127106,
"m": 1.0
},
{
"p": 0.062910296022892,
"m": 1.0
},
{
"p": 0.038127969950437546,
"m": 1.0
},
{
"p": 0.06524976342916489,
"m": 0.4045655429363251
},
{
"p": 0.06076832860708237,
"m": 0.5723802447319031
},
{
"p": 0.05432151257991791,
"m": 0.8809701204299927
},
{
"p": 0.041865650564432144,
"m": 0.7788450121879578
},
{
"p": 0.05559984967112541,
"m": 0.7711726427078247
},
{
"p": 0.05414819344878197,
"m": 1.0
},
{
"p": 0.06791195273399353,
"m": 0.8878881931304932
},
{
"p": 0.06554801017045975,
"m": 0.9912261962890625
},
{
"p": 0.05022016167640686,
"m": 1.0
},
{
"p": 0.05617333576083183,
"m": 1.0
},
{
"p": 0.058551229536533356,
"m": 1.0
},
{
"p": 0.06929853558540344,
"m": 0.8962462544441223
},
{
"p": 0.05589275434613228,
"m": 1.0
},
{
"p": 0.039746496826410294,
"m": 0.6985705494880676
},
{
"p": 0.03647943586111069,
"m": 0.6773553490638733
}
]
},
{
"epoch": 129,
"train_loss": 1.173228144645691,
"val_loss": 0.759289026260376,
"acc": 71.2,
"time": 210.8723079309566,
"param": [
{
"p": 0.05520160496234894,
"m": 1.0
},
{
"p": 0.03933044150471687,
"m": 1.0
},
{
"p": 0.05930658429861069,
"m": 1.0
},
{
"p": 0.06597419828176498,
"m": 0.5181511044502258
},
{
"p": 0.06841371953487396,
"m": 0.700800359249115
},
{
"p": 0.05141928046941757,
"m": 0.8886541128158569
},
{
"p": 0.054764896631240845,
"m": 0.7776025533676147
},
{
"p": 0.061666108667850494,
"m": 0.7484094500541687
},
{
"p": 0.04726538062095642,
"m": 0.9660753607749939
},
{
"p": 0.05570761859416962,
"m": 0.9267169237136841
},
{
"p": 0.06721550226211548,
"m": 0.9682352542877197
},
{
"p": 0.04788192734122276,
"m": 1.0
},
{
"p": 0.05981691926717758,
"m": 1.0
},
{
"p": 0.05949360504746437,
"m": 1.0
},
{
"p": 0.048742130398750305,
"m": 0.8479273319244385
},
{
"p": 0.05524507537484169,
"m": 1.0
},
{
"p": 0.05058293417096138,
"m": 0.4948219954967499
},
{
"p": 0.05197206139564514,
"m": 0.54649418592453
}
]
},
{
"epoch": 130,
"train_loss": 1.269232153892517,
"val_loss": 0.7842962741851807,
"acc": 71.27,
"time": 216.29192699096166,
"param": [
{
"p": 0.06858300417661667,
"m": 1.0
},
{
"p": 0.03741317242383957,
"m": 1.0
},
{
"p": 0.06125105917453766,
"m": 1.0
},
{
"p": 0.050635289400815964,
"m": 0.5569151043891907
},
{
"p": 0.04126102477312088,
"m": 0.7463616728782654
},
{
"p": 0.0644567608833313,
"m": 0.9000775814056396
},
{
"p": 0.050820693373680115,
"m": 0.8735025525093079
},
{
"p": 0.06843124330043793,
"m": 0.750515341758728
},
{
"p": 0.04740291088819504,
"m": 0.9751518964767456
},
{
"p": 0.06886453181505203,
"m": 0.897736668586731
},
{
"p": 0.05067392811179161,
"m": 0.9957572817802429
},
{
"p": 0.08326656371355057,
"m": 0.9685426950454712
},
{
"p": 0.057431623339653015,
"m": 1.0
},
{
"p": 0.041928909718990326,
"m": 1.0
},
{
"p": 0.04548822343349457,
"m": 0.795253574848175
},
{
"p": 0.06270869821310043,
"m": 0.9760347008705139
},
{
"p": 0.048817649483680725,
"m": 0.3850812613964081
},
{
"p": 0.05056476965546608,
"m": 0.560390055179596
}
]
},
{
"epoch": 131,
"train_loss": 1.1549568176269531,
"val_loss": 0.7712942957878113,
"acc": 70.89,
"time": 219.1581597100012,
"param": [
{
"p": 0.06316307932138443,
"m": 1.0
},
{
"p": 0.045034658163785934,
"m": 1.0
},
{
"p": 0.05347253754734993,
"m": 1.0
},
{
"p": 0.04574022442102432,
"m": 0.6437225341796875
},
{
"p": 0.04911712184548378,
"m": 0.7383117079734802
},
{
"p": 0.06481662392616272,
"m": 0.854435384273529
},
{
"p": 0.05702869966626167,
"m": 0.97076416015625
},
{
"p": 0.05510498210787773,
"m": 0.8164116740226746
},
{
"p": 0.058069586753845215,
"m": 1.0
},
{
"p": 0.068104587495327,
"m": 0.9438136219978333
},
{
"p": 0.06520780920982361,
"m": 0.9641146659851074
},
{
"p": 0.0454164519906044,
"m": 1.0
},
{
"p": 0.05424439534544945,
"m": 1.0
},
{
"p": 0.05123971030116081,
"m": 1.0
},
{
"p": 0.056199122220277786,
"m": 0.8069357872009277
},
{
"p": 0.0673871859908104,
"m": 1.0
},
{
"p": 0.053304273635149,
"m": 0.5589708089828491
},
{
"p": 0.04734892398118973,
"m": 0.6301481127738953
}
]
},
{
"epoch": 132,
"train_loss": 1.1226059198379517,
"val_loss": 0.7290502190589905,
"acc": 71.57,
"time": 224.45642653899267,
"param": [
{
"p": 0.050054892897605896,
"m": 1.0
},
{
"p": 0.029205944389104843,
"m": 1.0
},
{
"p": 0.06307532638311386,
"m": 1.0
},
{
"p": 0.06275030970573425,
"m": 0.6338396668434143
},
{
"p": 0.043513063341379166,
"m": 0.7563241124153137
},
{
"p": 0.05774281546473503,
"m": 0.6939597129821777
},
{
"p": 0.0514606349170208,
"m": 0.8933406472206116
},
{
"p": 0.07323802262544632,
"m": 0.7483277916908264
},
{
"p": 0.07373135536909103,
"m": 1.0
},
{
"p": 0.05629413202404976,
"m": 1.0
},
{
"p": 0.07057315111160278,
"m": 1.0
},
{
"p": 0.05660448968410492,
"m": 1.0
},
{
"p": 0.08139505237340927,
"m": 1.0
},
{
"p": 0.031082136556506157,
"m": 1.0
},
{
"p": 0.05930427834391594,
"m": 0.7648080587387085
},
{
"p": 0.06288973242044449,
"m": 1.0
},
{
"p": 0.043635692447423935,
"m": 0.5989105105400085
},
{
"p": 0.0334489680826664,
"m": 0.5755249261856079
}
]
},
{
"epoch": 133,
"train_loss": 1.1980459690093994,
"val_loss": 0.8189301490783691,
"acc": 71.64,
"time": 220.85305449389853,
"param": [
{
"p": 0.059171635657548904,
"m": 1.0
},
{
"p": 0.047433700412511826,
"m": 1.0
},
{
"p": 0.06317015737295151,
"m": 1.0
},
{
"p": 0.05657995864748955,
"m": 0.7058065533638
},
{
"p": 0.04578957334160805,
"m": 0.7558386921882629
},
{
"p": 0.05664348974823952,
"m": 0.7842496037483215
},
{
"p": 0.06411795318126678,
"m": 0.908234715461731
},
{
"p": 0.04564134031534195,
"m": 0.77728670835495
},
{
"p": 0.068612240254879,
"m": 0.9509135484695435
},
{
"p": 0.05296343192458153,
"m": 0.9199399352073669
},
{
"p": 0.07183381170034409,
"m": 0.9995641112327576
},
{
"p": 0.05477316677570343,
"m": 1.0
},
{
"p": 0.06229953467845917,
"m": 1.0
},
{
"p": 0.055913377553224564,
"m": 1.0
},
{
"p": 0.048358432948589325,
"m": 0.7386838793754578
},
{
"p": 0.04664129018783569,
"m": 0.9928407669067383
},
{
"p": 0.051905982196331024,
"m": 0.6296708583831787
},
{
"p": 0.048150915652513504,
"m": 0.5336668491363525
}
]
},
{
"epoch": 134,
"train_loss": 1.3755362033843994,
"val_loss": 0.8847212791442871,
"acc": 71.0,
"time": 225.74600324896164,
"param": [
{
"p": 0.05456977337598801,
"m": 1.0
},
{
"p": 0.05607038363814354,
"m": 1.0
},
{
"p": 0.06375988572835922,
"m": 1.0
},
{
"p": 0.046572811901569366,
"m": 0.6526416540145874
},
{
"p": 0.04906502738595009,
"m": 0.7750072479248047
},
{
"p": 0.05908120796084404,
"m": 0.8591638207435608
},
{
"p": 0.04286637902259827,
"m": 0.9241315722465515
},
{
"p": 0.057054463773965836,
"m": 0.7657003402709961
},
{
"p": 0.0706501454114914,
"m": 1.0
},
{
"p": 0.06853971630334854,
"m": 0.7600735425949097
},
{
"p": 0.07242590934038162,
"m": 1.0
},
{
"p": 0.08890888839960098,
"m": 1.0
},
{
"p": 0.066373310983181,
"m": 1.0
},
{
"p": 0.035401374101638794,
"m": 1.0
},
{
"p": 0.03760833293199539,
"m": 0.7899009585380554
},
{
"p": 0.0445474348962307,
"m": 0.994135320186615
},
{
"p": 0.044480469077825546,
"m": 0.8343608975410461
},
{
"p": 0.04202444851398468,
"m": 0.6721452474594116
}
]
},
{
"epoch": 135,
"train_loss": 1.4498753547668457,
"val_loss": 0.819076657295227,
"acc": 70.97,
"time": 215.57199050404597,
"param": [
{
"p": 0.06326300650835037,
"m": 1.0
},
{
"p": 0.04740236699581146,
"m": 1.0
},
{
"p": 0.06646834313869476,
"m": 1.0
},
{
"p": 0.055298399180173874,
"m": 0.588275134563446
},
{
"p": 0.053381722420454025,
"m": 0.7611761093139648
},
{
"p": 0.05305628851056099,
"m": 0.7969196438789368
},
{
"p": 0.04235605522990227,
"m": 0.9026646018028259
},
{
"p": 0.06016014888882637,
"m": 0.8043164014816284
},
{
"p": 0.053039729595184326,
"m": 1.0
},
{
"p": 0.046860624104738235,
"m": 0.7876589298248291
},
{
"p": 0.05703342705965042,
"m": 1.0
},
{
"p": 0.04900622367858887,
"m": 1.0
},
{
"p": 0.06558851152658463,
"m": 1.0
},
{
"p": 0.061222296208143234,
"m": 1.0
},
{
"p": 0.07824286073446274,
"m": 0.9398443698883057
},
{
"p": 0.04843878000974655,
"m": 0.9885640740394592
},
{
"p": 0.04680755361914635,
"m": 0.7961612939834595
},
{
"p": 0.05237356945872307,
"m": 0.6866130828857422
}
]
},
{
"epoch": 136,
"train_loss": 0.9708134531974792,
"val_loss": 0.7655242681503296,
"acc": 70.83,
"time": 221.9671765419189,
"param": [
{
"p": 0.06492520868778229,
"m": 1.0
},
{
"p": 0.031875476241111755,
"m": 1.0
},
{
"p": 0.06969285011291504,
"m": 1.0
},
{
"p": 0.02858288772404194,
"m": 0.5036066174507141
},
{
"p": 0.04954281076788902,
"m": 0.67808598279953
},
{
"p": 0.05753353238105774,
"m": 0.6766619682312012
},
{
"p": 0.05173256993293762,
"m": 0.9497474431991577
},
{
"p": 0.033503733575344086,
"m": 0.8256394267082214
},
{
"p": 0.07121366262435913,
"m": 1.0
},
{
"p": 0.0909869596362114,
"m": 0.8839523792266846
},
{
"p": 0.07017804682254791,
"m": 0.9945284724235535
},
{
"p": 0.03457271680235863,
"m": 0.9980855584144592
},
{
"p": 0.05837588384747505,
"m": 1.0
},
{
"p": 0.06072790548205376,
"m": 1.0
},
{
"p": 0.07072172313928604,
"m": 1.0
},
{
"p": 0.07128850370645523,
"m": 0.9996737837791443
},
{
"p": 0.03544997051358223,
"m": 0.7525653839111328
},
{
"p": 0.04909549281001091,
"m": 0.7747704386711121
}
]
},
{
"epoch": 137,
"train_loss": 1.3670458793640137,
"val_loss": 0.9722881317138672,
"acc": 70.66,
"time": 238.73786366195418,
"param": [
{
"p": 0.0558864027261734,
"m": 1.0
},
{
"p": 0.06141955778002739,
"m": 1.0
},
{
"p": 0.04799717664718628,
"m": 1.0
},
{
"p": 0.07181628048419952,
"m": 0.45214203000068665
},
{
"p": 0.05431300401687622,
"m": 0.6676052808761597
},
{
"p": 0.05426686257123947,
"m": 0.7609826326370239
},
{
"p": 0.05199672654271126,
"m": 0.9901649355888367
},
{
"p": 0.07734624296426773,
"m": 0.821387529373169
},
{
"p": 0.05446568503975868,
"m": 0.9996417164802551
},
{
"p": 0.053247708827257156,
"m": 0.8937429189682007
},
{
"p": 0.07634628564119339,
"m": 1.0
},
{
"p": 0.053226783871650696,
"m": 0.9995040893554688
},
{
"p": 0.06207182630896568,
"m": 1.0
},
{
"p": 0.05197817459702492,
"m": 1.0
},
{
"p": 0.06054624542593956,
"m": 0.9009314179420471
},
{
"p": 0.06812237203121185,
"m": 1.0
},
{
"p": 0.02988358587026596,
"m": 0.7044519782066345
},
{
"p": 0.015069104731082916,
"m": 0.7726965546607971
}
]
},
{
"epoch": 138,
"train_loss": 0.9825350642204285,
"val_loss": 0.7534351348876953,
"acc": 70.35,
"time": 228.0870539789321,
"param": [
{
"p": 0.07237192988395691,
"m": 1.0
},
{
"p": 0.04364914074540138,
"m": 1.0
},
{
"p": 0.056745465844869614,
"m": 1.0
},
{
"p": 0.046603672206401825,
"m": 0.4224245250225067
},
{
"p": 0.051452890038490295,
"m": 0.63217693567276
},
{
"p": 0.061126839369535446,
"m": 0.7251054048538208
},
{
"p": 0.05414692685008049,
"m": 0.9731061458587646
},
{
"p": 0.04429100826382637,
"m": 0.7101911306381226
},
{
"p": 0.060501836240291595,
"m": 0.9984968304634094
},
{
"p": 0.05060102045536041,
"m": 0.9996232986450195
},
{
"p": 0.04462623968720436,
"m": 0.9901725649833679
},
{
"p": 0.04949980601668358,
"m": 0.9992080926895142
},
{
"p": 0.06663500517606735,
"m": 1.0
},
{
"p": 0.04880400374531746,
"m": 1.0
},
{
"p": 0.058386076241731644,
"m": 0.969951868057251
},
{
"p": 0.07907033711671829,
"m": 0.9943507313728333
},
{
"p": 0.06562298536300659,
"m": 0.6846345067024231
},
{
"p": 0.0458647757768631,
"m": 0.6110720634460449
}
]
},
{
"epoch": 139,
"train_loss": 1.272351861000061,
"val_loss": 0.7559042572975159,
"acc": 72.56,
"time": 229.30323421990033,
"param": [
{
"p": 0.06385722756385803,
"m": 1.0
},
{
"p": 0.04398896545171738,
"m": 1.0
},
{
"p": 0.04035404697060585,
"m": 1.0
},
{
"p": 0.06402331590652466,
"m": 0.39956367015838623
},
{
"p": 0.045409128069877625,
"m": 0.7549203038215637
},
{
"p": 0.05101246386766434,
"m": 0.6570285558700562
},
{
"p": 0.04889308661222458,
"m": 0.9909511804580688
},
{
"p": 0.06800461560487747,
"m": 0.6253920197486877
},
{
"p": 0.06517954170703888,
"m": 0.9864398837089539
},
{
"p": 0.06486666947603226,
"m": 0.9966130256652832
},
{
"p": 0.05263496935367584,
"m": 1.0
},
{
"p": 0.06761068105697632,
"m": 1.0
},
{
"p": 0.07589422911405563,
"m": 1.0
},
{
"p": 0.05602879449725151,
"m": 1.0
},
{
"p": 0.05977187678217888,
"m": 1.0
},
{
"p": 0.06573497503995895,
"m": 1.0
},
{
"p": 0.028993533924221992,
"m": 0.6686733365058899
},
{
"p": 0.03774192929267883,
"m": 0.693256139755249
}
]
},
{
"epoch": 140,
"train_loss": 1.166428804397583,
"val_loss": 0.6950000524520874,
"acc": 71.86,
"time": 219.80780302803032,
"param": [
{
"p": 0.045105740427970886,
"m": 1.0
},
{
"p": 0.03307041898369789,
"m": 1.0
},
{
"p": 0.070384182035923,
"m": 1.0
},
{
"p": 0.07084280252456665,
"m": 0.48977088928222656
},
{
"p": 0.06921491026878357,
"m": 0.7321125268936157
},
{
"p": 0.05768769979476929,
"m": 0.6587334275245667
},
{
"p": 0.053884077817201614,
"m": 0.964482843875885
},
{
"p": 0.058842919766902924,
"m": 0.6289487481117249
},
{
"p": 0.05243163928389549,
"m": 0.9885507822036743
},
{
"p": 0.06484241038560867,
"m": 0.9329537153244019
},
{
"p": 0.0641128197312355,
"m": 1.0
},
{
"p": 0.06735081970691681,
"m": 0.9981021881103516
},
{
"p": 0.04321742802858353,
"m": 1.0
},
{
"p": 0.04518570750951767,
"m": 1.0
},
{
"p": 0.06065620481967926,
"m": 1.0
},
{
"p": 0.06924986094236374,
"m": 1.0
},
{
"p": 0.04370244964957237,
"m": 0.5944629907608032
},
{
"p": 0.030217859894037247,
"m": 0.7151579856872559
}
]
},
{
"epoch": 141,
"train_loss": 1.1403597593307495,
"val_loss": 0.8029694557189941,
"acc": 72.2,
"time": 210.28454773896374,
"param": [
{
"p": 0.06818452477455139,
"m": 1.0
},
{
"p": 0.052536725997924805,
"m": 1.0
},
{
"p": 0.08710736781358719,
"m": 1.0
},
{
"p": 0.05310492962598801,
"m": 0.47799447178840637
},
{
"p": 0.023562122136354446,
"m": 0.7877964377403259
},
{
"p": 0.05669212341308594,
"m": 0.5045225620269775
},
{
"p": 0.050763390958309174,
"m": 0.9984456300735474
},
{
"p": 0.056016549468040466,
"m": 0.6755257248878479
},
{
"p": 0.06131264939904213,
"m": 0.9993269443511963
},
{
"p": 0.045311857014894485,
"m": 0.9181895852088928
},
{
"p": 0.049777328968048096,
"m": 0.8679013252258301
},
{
"p": 0.0564923994243145,
"m": 1.0
},
{
"p": 0.06547658145427704,
"m": 1.0
},
{
"p": 0.032119572162628174,
"m": 1.0
},
{
"p": 0.10023035854101181,
"m": 0.9859710931777954
},
{
"p": 0.06162741780281067,
"m": 0.9735792875289917
},
{
"p": 0.035655442625284195,
"m": 0.5763621926307678
},
{
"p": 0.04402873292565346,
"m": 0.7266750335693359
}
]
},
{
"epoch": 142,
"train_loss": 1.1241799592971802,
"val_loss": 0.8529841303825378,
"acc": 71.23,
"time": 220.96401580201928,
"param": [
{
"p": 0.045579493045806885,
"m": 1.0
},
{
"p": 0.06020139530301094,
"m": 1.0
},
{
"p": 0.06979816406965256,
"m": 1.0
},
{
"p": 0.0473020039498806,
"m": 0.43352755904197693
},
{
"p": 0.050417590886354446,
"m": 0.8569889664649963
},
{
"p": 0.08003874123096466,
"m": 0.6954005360603333
},
{
"p": 0.039305128157138824,
"m": 0.9116981029510498
},
{
"p": 0.06733176112174988,
"m": 0.6027601361274719
},
{
"p": 0.06671012192964554,
"m": 1.0
},
{
"p": 0.04550386592745781,
"m": 0.9834379553794861
},
{
"p": 0.051688313484191895,
"m": 1.0
},
{
"p": 0.05367576703429222,
"m": 1.0
},
{
"p": 0.06088080629706383,
"m": 1.0
},
{
"p": 0.04568158835172653,
"m": 1.0
},
{
"p": 0.03621606156229973,
"m": 0.7924410700798035
},
{
"p": 0.07926641404628754,
"m": 1.0
},
{
"p": 0.05082310736179352,
"m": 0.6878193020820618
},
{
"p": 0.04957956820726395,
"m": 0.8164200782775879
}
]
},
{
"epoch": 143,
"train_loss": 1.2257421016693115,
"val_loss": 0.9055799245834351,
"acc": 72.0,
"time": 225.07309179299045,
"param": [
{
"p": 0.058803852647542953,
"m": 1.0
},
{
"p": 0.05957286059856415,
"m": 1.0
},
{
"p": 0.07636439800262451,
"m": 1.0
},
{
"p": 0.05352477356791496,
"m": 0.4642680585384369
},
{
"p": 0.047865163534879684,
"m": 0.7123914361000061
},
{
"p": 0.04511972889304161,
"m": 0.9125173091888428
},
{
"p": 0.03549278900027275,
"m": 0.8489215970039368
},
{
"p": 0.059844210743904114,
"m": 0.677426815032959
},
{
"p": 0.060239244252443314,
"m": 0.9530581831932068
},
{
"p": 0.06598667055368423,
"m": 0.8966628909111023
},
{
"p": 0.0817054957151413,
"m": 0.9936439394950867
},
{
"p": 0.043464068323373795,
"m": 1.0
},
{
"p": 0.057485394179821014,
"m": 1.0
},
{
"p": 0.053721096366643906,
"m": 1.0
},
{
"p": 0.03426292538642883,
"m": 0.7581433653831482
},
{
"p": 0.0707724392414093,
"m": 1.0
},
{
"p": 0.05139372497797012,
"m": 0.679047703742981
},
{
"p": 0.044381074607372284,
"m": 0.6925016641616821
}
]
},
{
"epoch": 144,
"train_loss": 1.1386164426803589,
"val_loss": 0.9116705060005188,
"acc": 72.48,
"time": 235.4943495800253,
"param": [
{
"p": 0.055393755435943604,
"m": 1.0
},
{
"p": 0.07542765140533447,
"m": 1.0
},
{
"p": 0.081488236784935,
"m": 1.0
},
{
"p": 0.05101669579744339,
"m": 0.2869654893875122
},
{
"p": 0.05457444489002228,
"m": 0.6385217905044556
},
{
"p": 0.022714735940098763,
"m": 0.8695823550224304
},
{
"p": 0.07668381929397583,
"m": 0.7465566992759705
},
{
"p": 0.03730214387178421,
"m": 0.6920936703681946
},
{
"p": 0.06134727597236633,
"m": 0.9296981692314148
},
{
"p": 0.04154602065682411,
"m": 0.8313947319984436
},
{
"p": 0.05830962583422661,
"m": 0.9937075972557068
},
{
"p": 0.020349176600575447,
"m": 1.0
},
{
"p": 0.08401180058717728,
"m": 1.0
},
{
"p": 0.03475748375058174,
"m": 1.0
},
{
"p": 0.08380641788244247,
"m": 0.7285359501838684
},
{
"p": 0.07928512245416641,
"m": 1.0
},
{
"p": 0.04305059462785721,
"m": 0.7582421898841858
},
{
"p": 0.03893507272005081,
"m": 0.8352057337760925
}
]
},
{
"epoch": 145,
"train_loss": 1.256493330001831,
"val_loss": 0.77359938621521,
"acc": 72.99,
"time": 229.56345312600024,
"param": [
{
"p": 0.057703062891960144,
"m": 1.0
},
{
"p": 0.06675070524215698,
"m": 1.0
},
{
"p": 0.07857256382703781,
"m": 1.0
},
{
"p": 0.058221179991960526,
"m": 0.21365021169185638
},
{
"p": 0.04410161077976227,
"m": 0.528931200504303
},
{
"p": 0.050126947462558746,
"m": 0.9119293689727783
},
{
"p": 0.03776310011744499,
"m": 0.9373720288276672
},
{
"p": 0.05799354612827301,
"m": 0.6956075429916382
},
{
"p": 0.051610417664051056,
"m": 1.0
},
{
"p": 0.06873232871294022,
"m": 0.920163094997406
},
{
"p": 0.06544423848390579,
"m": 1.0
},
{
"p": 0.039963919669389725,
"m": 1.0
},
{
"p": 0.06411561369895935,
"m": 1.0
},
{
"p": 0.04093007743358612,
"m": 1.0
},
{
"p": 0.054293837398290634,
"m": 0.7333970665931702
},
{
"p": 0.07017150521278381,
"m": 0.9840031862258911
},
{
"p": 0.06110606715083122,
"m": 0.7719112634658813
},
{
"p": 0.03239933028817177,
"m": 0.8532960414886475
}
]
},
{
"epoch": 146,
"train_loss": 0.9559520483016968,
"val_loss": 0.7620618343353271,
"acc": 72.6,
"time": 219.21823605906684,
"param": [
{
"p": 0.05286261439323425,
"m": 1.0
},
{
"p": 0.05573992058634758,
"m": 1.0
},
{
"p": 0.05412022024393082,
"m": 1.0
},
{
"p": 0.06144279986619949,
"m": 0.22836601734161377
},
{
"p": 0.021314239129424095,
"m": 0.4423134922981262
},
{
"p": 0.04315071180462837,
"m": 0.8735174536705017
},
{
"p": 0.07611947506666183,
"m": 0.942278265953064
},
{
"p": 0.04975489154458046,
"m": 0.8338003158569336
},
{
"p": 0.07865595072507858,
"m": 0.9926497340202332
},
{
"p": 0.07862313836812973,
"m": 0.936007022857666
},
{
"p": 0.05430988222360611,
"m": 0.9958488345146179
},
{
"p": 0.07162179797887802,
"m": 1.0
},
{
"p": 0.06079076603055,
"m": 1.0
},
{
"p": 0.06585581600666046,
"m": 1.0
},
{
"p": 0.0674406886100769,
"m": 0.7265504002571106
},
{
"p": 0.04860561713576317,
"m": 1.0
},
{
"p": 0.054367341101169586,
"m": 0.7569049000740051
},
{
"p": 0.005224098451435566,
"m": 0.8104622960090637
}
]
},
{
"epoch": 147,
"train_loss": 1.2636651992797852,
"val_loss": 0.7854554653167725,
"acc": 72.72,
"time": 221.7841599760577,
"param": [
{
"p": 0.056544944643974304,
"m": 1.0
},
{
"p": 0.0330469012260437,
"m": 1.0
},
{
"p": 0.05267252400517464,
"m": 1.0
},
{
"p": 0.04538433998823166,
"m": 0.3827788829803467
},
{
"p": 0.06549736857414246,
"m": 0.3069758713245392
},
{
"p": 0.05718933045864105,
"m": 0.8481183648109436
},
{
"p": 0.04961385577917099,
"m": 1.0
},
{
"p": 0.0752190575003624,
"m": 0.8360701203346252
},
{
"p": 0.0680321753025055,
"m": 1.0
},
{
"p": 0.05147494003176689,
"m": 0.9112885594367981
},
{
"p": 0.07240498065948486,
"m": 1.0
},
{
"p": 0.059316329658031464,
"m": 0.9926419258117676
},
{
"p": 0.06251360476016998,
"m": 1.0
},
{
"p": 0.034230493009090424,
"m": 1.0
},
{
"p": 0.05426935479044914,
"m": 0.8146958351135254
},
{
"p": 0.0589517317712307,
"m": 0.9591197967529297
},
{
"p": 0.059537991881370544,
"m": 0.7366024851799011
},
{
"p": 0.04410005733370781,
"m": 0.8873475790023804
}
]
},
{
"epoch": 148,
"train_loss": 1.2611576318740845,
"val_loss": 0.7387471795082092,
"acc": 72.3,
"time": 222.83365248702466,
"param": [
{
"p": 0.06576903909444809,
"m": 1.0
},
{
"p": 0.041736312210559845,
"m": 1.0
},
{
"p": 0.07259885966777802,
"m": 1.0
},
{
"p": 0.036750420928001404,
"m": 0.47777295112609863
},
{
"p": 0.058877769857645035,
"m": 0.2523113191127777
},
{
"p": 0.055460069328546524,
"m": 0.9551592469215393
},
{
"p": 0.041403044015169144,
"m": 0.9971847534179688
},
{
"p": 0.0799393504858017,
"m": 0.7273537516593933
},
{
"p": 0.04992485046386719,
"m": 0.9900726675987244
},
{
"p": 0.05944370478391647,
"m": 0.9302564263343811
},
{
"p": 0.04892692342400551,
"m": 1.0
},
{
"p": 0.07861097157001495,
"m": 0.9818699359893799
},
{
"p": 0.06015784293413162,
"m": 1.0
},
{
"p": 0.05545239895582199,
"m": 1.0
},
{
"p": 0.039747461676597595,
"m": 0.8412925601005554
},
{
"p": 0.06793402135372162,
"m": 0.9871472120285034
},
{
"p": 0.06216063350439072,
"m": 0.8001680374145508
},
{
"p": 0.02510645240545273,
"m": 0.9949411153793335
}
]
},
{
"epoch": 149,
"train_loss": 0.9765394330024719,
"val_loss": 0.6854128241539001,
"acc": 72.97,
"time": 236.95858794101514,
"param": [
{
"p": 0.07475912570953369,
"m": 1.0
},
{
"p": 0.055515389889478683,
"m": 1.0
},
{
"p": 0.06154157593846321,
"m": 1.0
},
{
"p": 0.07538312673568726,
"m": 0.4042211174964905
},
{
"p": 0.057011742144823074,
"m": 0.1831405609846115
},
{
"p": 0.038937218487262726,
"m": 0.9811086654663086
},
{
"p": 0.05446179211139679,
"m": 0.998132050037384
},
{
"p": 0.061545319855213165,
"m": 0.7375949621200562
},
{
"p": 0.06836318969726562,
"m": 1.0
},
{
"p": 0.048843659460544586,
"m": 0.9789531826972961
},
{
"p": 0.060782719403505325,
"m": 1.0
},
{
"p": 0.05913769081234932,
"m": 1.0
},
{
"p": 0.04057106003165245,
"m": 1.0
},
{
"p": 0.05425555631518364,
"m": 1.0
},
{
"p": 0.04634011164307594,
"m": 0.8154328465461731
},
{
"p": 0.06894252449274063,
"m": 0.9975362420082092
},
{
"p": 0.03407031670212746,
"m": 0.7836836576461792
},
{
"p": 0.039537761360406876,
"m": 0.8854210376739502
}
]
},
{
"epoch": 150,
"train_loss": 1.0566682815551758,
"val_loss": 0.9423657655715942,
"acc": 72.11,
"time": 220.32733420399018,
"param": [
{
"p": 0.0691196620464325,
"m": 1.0
},
{
"p": 0.04680243879556656,
"m": 1.0
},
{
"p": 0.06013781949877739,
"m": 1.0
},
{
"p": 0.056886255741119385,
"m": 0.45489728450775146
},
{
"p": 0.05966672673821449,
"m": 0.2725925147533417
},
{
"p": 0.06444255262613297,
"m": 0.9703949689865112
},
{
"p": 0.04339725151658058,
"m": 0.8963636755943298
},
{
"p": 0.07214789092540741,
"m": 0.6427345275878906
},
{
"p": 0.04136870801448822,
"m": 0.9765450954437256
},
{
"p": 0.03376592695713043,
"m": 0.9908775091171265
},
{
"p": 0.06533626466989517,
"m": 0.9324184060096741
},
{
"p": 0.07173085957765579,
"m": 1.0
},
{
"p": 0.051209576427936554,
"m": 1.0
},
{
"p": 0.04612100496888161,
"m": 1.0
},
{
"p": 0.04786606878042221,
"m": 0.7108972668647766
},
{
"p": 0.06562194973230362,
"m": 0.967863917350769
},
{
"p": 0.052478622645139694,
"m": 0.7710414528846741
},
{
"p": 0.05190043896436691,
"m": 0.7735967040061951
}
]
}
]
}
Reference in a new issue View git blame Copy permalink