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(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json
root 3c2022de32 Res Brutus Test
2019-11-27 09:41:19 -05:00

9776 lines
No EOL
158 KiB
JSON
Raw Blame History

{
"Accuracy": 73.9,
"Time": [
211.16890157722753,
4.147866658920218
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2500131130218506,
"val_loss": 2.2723166942596436,
"acc": 15.37,
"time": 215.88557781802956,
"param": [
{
"p": 0.09890995919704437,
"m": 1.0
},
{
"p": 0.06338729709386826,
"m": 1.0
},
{
"p": 0.010729390196502209,
"m": 1.0
},
{
"p": 0.058635108172893524,
"m": 0.9994587898254395
},
{
"p": 0.07959867268800735,
"m": 0.9919618368148804
},
{
"p": 0.05219360068440437,
"m": 1.0
},
{
"p": 0.11510241776704788,
"m": 1.0
},
{
"p": 0.0922648161649704,
"m": 1.0
},
{
"p": 0.06104125455021858,
"m": 0.992354154586792
},
{
"p": 0.09390658140182495,
"m": 1.0
},
{
"p": 0.10449235886335373,
"m": 1.0
},
{
"p": 0.08119697868824005,
"m": 1.0
},
{
"p": 0.08854153007268906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.1185758113861084,
"val_loss": 2.050304651260376,
"acc": 26.13,
"time": 213.16815999598475,
"param": [
{
"p": 0.10106203705072403,
"m": 1.0
},
{
"p": 0.03486878052353859,
"m": 1.0
},
{
"p": 0.046901851892471313,
"m": 1.0
},
{
"p": 0.0463009774684906,
"m": 0.920591413974762
},
{
"p": 0.14375677704811096,
"m": 0.7069568634033203
},
{
"p": 0.07989998161792755,
"m": 0.7572429776191711
},
{
"p": 0.0923478901386261,
"m": 0.9073561429977417
},
{
"p": 0.014872437343001366,
"m": 1.0
},
{
"p": 0.036354806274175644,
"m": 1.0
},
{
"p": 0.07328341901302338,
"m": 0.8916943669319153
},
{
"p": 0.06316246092319489,
"m": 1.0
},
{
"p": 0.14942844212055206,
"m": 1.0
},
{
"p": 0.0794837474822998,
"m": 1.0
},
{
"p": 0.038276515901088715,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.0445568561553955,
"val_loss": 1.9465359449386597,
"acc": 28.75,
"time": 212.83689064299688,
"param": [
{
"p": 0.07892943173646927,
"m": 1.0
},
{
"p": 0.07326428592205048,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08221965283155441,
"m": 0.9763596057891846
},
{
"p": 0.11554700136184692,
"m": 0.5501986145973206
},
{
"p": 0.05521422624588013,
"m": 0.7541630268096924
},
{
"p": 0.0987817794084549,
"m": 0.8551476001739502
},
{
"p": 0.06535057723522186,
"m": 0.9862567186355591
},
{
"p": 0.07269366830587387,
"m": 1.0
},
{
"p": 0.05402664467692375,
"m": 0.7279646396636963
},
{
"p": 0.0404718853533268,
"m": 0.9899302124977112
},
{
"p": 0.15950298309326172,
"m": 1.0
},
{
"p": 0.07942267507314682,
"m": 1.0
},
{
"p": 0.02457530051469803,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.0178611278533936,
"val_loss": 1.8434388637542725,
"acc": 33.95,
"time": 207.51899787498405,
"param": [
{
"p": 0.08585026115179062,
"m": 1.0
},
{
"p": 0.07457025349140167,
"m": 1.0
},
{
"p": 0.02062396891415119,
"m": 1.0
},
{
"p": 0.08761902153491974,
"m": 0.9417829513549805
},
{
"p": 0.12729455530643463,
"m": 0.28715115785598755
},
{
"p": 0.06839008629322052,
"m": 0.8074623346328735
},
{
"p": 0.09236425906419754,
"m": 0.8626694083213806
},
{
"p": 0.03264797478914261,
"m": 1.0
},
{
"p": 0.06956610828638077,
"m": 0.9999080896377563
},
{
"p": 0.06757844984531403,
"m": 0.5443008542060852
},
{
"p": 0.07695271074771881,
"m": 1.0
},
{
"p": 0.08244264125823975,
"m": 1.0
},
{
"p": 0.0718613937497139,
"m": 1.0
},
{
"p": 0.04223831743001938,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.928426742553711,
"val_loss": 1.9192205667495728,
"acc": 32.0,
"time": 214.4972520690062,
"param": [
{
"p": 0.0860806256532669,
"m": 1.0
},
{
"p": 0.06982237100601196,
"m": 1.0
},
{
"p": 0.07646501809358597,
"m": 1.0
},
{
"p": 0.05353511497378349,
"m": 0.9237441420555115
},
{
"p": 0.1314719021320343,
"m": 0.19543060660362244
},
{
"p": 0.0,
"m": 0.9098029136657715
},
{
"p": 0.07748790085315704,
"m": 1.0
},
{
"p": 0.013139156624674797,
"m": 0.999512791633606
},
{
"p": 0.03804013133049011,
"m": 0.9471641182899475
},
{
"p": 0.09224755316972733,
"m": 0.3967486023902893
},
{
"p": 0.07494790852069855,
"m": 0.9083760976791382
},
{
"p": 0.16339190304279327,
"m": 0.9869617223739624
},
{
"p": 0.08925676345825195,
"m": 1.0
},
{
"p": 0.03411363437771797,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.137913703918457,
"val_loss": 1.7011111974716187,
"acc": 39.0,
"time": 211.3878173219855,
"param": [
{
"p": 0.11235743016004562,
"m": 1.0
},
{
"p": 0.014916893094778061,
"m": 1.0
},
{
"p": 0.06320704519748688,
"m": 1.0
},
{
"p": 0.07537930458784103,
"m": 0.8790400624275208
},
{
"p": 0.05972136929631233,
"m": 0.2463669776916504
},
{
"p": 0.007161939051002264,
"m": 0.9811012148857117
},
{
"p": 0.10575877875089645,
"m": 0.9369579553604126
},
{
"p": 0.07449737191200256,
"m": 0.9029908180236816
},
{
"p": 0.0489136166870594,
"m": 0.9239755272865295
},
{
"p": 0.14303213357925415,
"m": 0.3223583996295929
},
{
"p": 0.025523852556943893,
"m": 0.8701915144920349
},
{
"p": 0.10835074633359909,
"m": 1.0
},
{
"p": 0.0840369164943695,
"m": 1.0
},
{
"p": 0.07714265584945679,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.871352195739746,
"val_loss": 1.6523317098617554,
"acc": 40.44,
"time": 209.27841008699033,
"param": [
{
"p": 0.09419345110654831,
"m": 1.0
},
{
"p": 0.05791871249675751,
"m": 1.0
},
{
"p": 0.05720243602991104,
"m": 1.0
},
{
"p": 0.11130822449922562,
"m": 0.9670546650886536
},
{
"p": 0.04716618359088898,
"m": 0.20831924676895142
},
{
"p": 0.04638637602329254,
"m": 0.9773943424224854
},
{
"p": 0.06929819285869598,
"m": 0.9757412672042847
},
{
"p": 0.07050050050020218,
"m": 1.0
},
{
"p": 0.09053785353899002,
"m": 1.0
},
{
"p": 0.07482945919036865,
"m": 0.2729707658290863
},
{
"p": 0.05876985564827919,
"m": 0.9993791580200195
},
{
"p": 0.07589918375015259,
"m": 0.9760321378707886
},
{
"p": 0.08246637135744095,
"m": 1.0
},
{
"p": 0.06352314352989197,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.8354134559631348,
"val_loss": 1.5839790105819702,
"acc": 41.95,
"time": 214.67841974203475,
"param": [
{
"p": 0.12219029664993286,
"m": 1.0
},
{
"p": 0.03407303988933563,
"m": 1.0
},
{
"p": 0.06139877811074257,
"m": 1.0
},
{
"p": 0.06093866378068924,
"m": 0.8740191459655762
},
{
"p": 0.0847746804356575,
"m": 0.21393516659736633
},
{
"p": 0.06769777834415436,
"m": 0.9784424901008606
},
{
"p": 0.09100870788097382,
"m": 0.8506764769554138
},
{
"p": 0.0940234437584877,
"m": 0.890127420425415
},
{
"p": 0.08047905564308167,
"m": 1.0
},
{
"p": 0.0788973942399025,
"m": 0.3621762990951538
},
{
"p": 0.03970157727599144,
"m": 0.9539896249771118
},
{
"p": 0.08686353266239166,
"m": 0.9508720636367798
},
{
"p": 0.03127892315387726,
"m": 1.0
},
{
"p": 0.0666741281747818,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.7748761177062988,
"val_loss": 1.521202802658081,
"acc": 43.61,
"time": 211.41886852303287,
"param": [
{
"p": 0.06831668317317963,
"m": 1.0
},
{
"p": 0.07500015199184418,
"m": 1.0
},
{
"p": 0.08009452372789383,
"m": 1.0
},
{
"p": 0.08529778569936752,
"m": 0.8441510796546936
},
{
"p": 0.07237250357866287,
"m": 0.08744119107723236
},
{
"p": 0.059363286942243576,
"m": 0.8859719634056091
},
{
"p": 0.07579460740089417,
"m": 0.8685585260391235
},
{
"p": 0.07246644049882889,
"m": 0.9165839552879333
},
{
"p": 0.06500589847564697,
"m": 1.0
},
{
"p": 0.06700558215379715,
"m": 0.3593536615371704
},
{
"p": 0.05391475930809975,
"m": 1.0
},
{
"p": 0.07566867768764496,
"m": 0.9248383045196533
},
{
"p": 0.08295749127864838,
"m": 1.0
},
{
"p": 0.06674161553382874,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7051448822021484,
"val_loss": 1.5949394702911377,
"acc": 43.79,
"time": 216.6095347829978,
"param": [
{
"p": 0.08923930674791336,
"m": 1.0
},
{
"p": 0.060446977615356445,
"m": 1.0
},
{
"p": 0.0717039480805397,
"m": 1.0
},
{
"p": 0.08505162596702576,
"m": 0.8601127862930298
},
{
"p": 0.06493674963712692,
"m": 0.0211204644292593
},
{
"p": 0.04851479083299637,
"m": 0.7289928197860718
},
{
"p": 0.08196055889129639,
"m": 0.9012131690979004
},
{
"p": 0.09131643176078796,
"m": 0.9908273220062256
},
{
"p": 0.05002448335289955,
"m": 0.9958730936050415
},
{
"p": 0.0804661363363266,
"m": 0.36476221680641174
},
{
"p": 0.030520154163241386,
"m": 0.9767438769340515
},
{
"p": 0.09632965922355652,
"m": 0.9574867486953735
},
{
"p": 0.10511555522680283,
"m": 1.0
},
{
"p": 0.04437366500496864,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.8781388998031616,
"val_loss": 1.5900578498840332,
"acc": 45.41,
"time": 211.94970617903164,
"param": [
{
"p": 0.09357370436191559,
"m": 1.0
},
{
"p": 0.06834325939416885,
"m": 1.0
},
{
"p": 0.05670447275042534,
"m": 1.0
},
{
"p": 0.05032780021429062,
"m": 0.8369767069816589
},
{
"p": 0.08829493075609207,
"m": 0.06819406896829605
},
{
"p": 0.06875042617321014,
"m": 0.8652771711349487
},
{
"p": 0.05517687276005745,
"m": 0.8081149458885193
},
{
"p": 0.0851612538099289,
"m": 0.9823532700538635
},
{
"p": 0.0685034915804863,
"m": 0.9907902479171753
},
{
"p": 0.06652340292930603,
"m": 0.3879808187484741
},
{
"p": 0.05254393070936203,
"m": 0.9908546209335327
},
{
"p": 0.09706981480121613,
"m": 0.9799085259437561
},
{
"p": 0.10082516074180603,
"m": 1.0
},
{
"p": 0.04820137098431587,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.7121011018753052,
"val_loss": 1.425149917602539,
"acc": 46.8,
"time": 211.01241390401265,
"param": [
{
"p": 0.05979572609066963,
"m": 1.0
},
{
"p": 0.05915302410721779,
"m": 1.0
},
{
"p": 0.09846871346235275,
"m": 1.0
},
{
"p": 0.06436579674482346,
"m": 0.8568060994148254
},
{
"p": 0.07957816123962402,
"m": 0.03970720246434212
},
{
"p": 0.05518566817045212,
"m": 0.8821495175361633
},
{
"p": 0.05974752828478813,
"m": 0.7574756741523743
},
{
"p": 0.06983531266450882,
"m": 1.0
},
{
"p": 0.06631533056497574,
"m": 1.0
},
{
"p": 0.09580877423286438,
"m": 0.36607640981674194
},
{
"p": 0.07376502454280853,
"m": 1.0
},
{
"p": 0.06236471235752106,
"m": 0.977850079536438
},
{
"p": 0.09074103832244873,
"m": 1.0
},
{
"p": 0.06487524509429932,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.81514310836792,
"val_loss": 1.5567411184310913,
"acc": 46.49,
"time": 217.51733828999568,
"param": [
{
"p": 0.10469365864992142,
"m": 1.0
},
{
"p": 0.05661477893590927,
"m": 1.0
},
{
"p": 0.08405088633298874,
"m": 1.0
},
{
"p": 0.06309172511100769,
"m": 0.9079415798187256
},
{
"p": 0.08831121772527695,
"m": 0.07142721116542816
},
{
"p": 0.07839524745941162,
"m": 0.8372242450714111
},
{
"p": 0.07862016558647156,
"m": 0.7079881429672241
},
{
"p": 0.08806270360946655,
"m": 1.0
},
{
"p": 0.05757929012179375,
"m": 0.9986106753349304
},
{
"p": 0.0502222515642643,
"m": 0.433449923992157
},
{
"p": 0.06926067173480988,
"m": 1.0
},
{
"p": 0.053664177656173706,
"m": 1.0
},
{
"p": 0.09156479686498642,
"m": 1.0
},
{
"p": 0.03586842492222786,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.7659960985183716,
"val_loss": 1.4422245025634766,
"acc": 49.19,
"time": 216.72395266400417,
"param": [
{
"p": 0.06593731790781021,
"m": 1.0
},
{
"p": 0.06585753709077835,
"m": 1.0
},
{
"p": 0.0993892103433609,
"m": 1.0
},
{
"p": 0.052271828055381775,
"m": 0.8111715316772461
},
{
"p": 0.10692769289016724,
"m": 0.18055622279644012
},
{
"p": 0.06444606184959412,
"m": 0.7845897078514099
},
{
"p": 0.08846504241228104,
"m": 0.6309593319892883
},
{
"p": 0.07363948225975037,
"m": 0.96133953332901
},
{
"p": 0.04350811615586281,
"m": 0.9812972545623779
},
{
"p": 0.061476945877075195,
"m": 0.43556252121925354
},
{
"p": 0.10405275225639343,
"m": 0.9936895370483398
},
{
"p": 0.07693444937467575,
"m": 0.9950497150421143
},
{
"p": 0.06110016256570816,
"m": 1.0
},
{
"p": 0.03599345684051514,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5843126773834229,
"val_loss": 1.4522862434387207,
"acc": 50.05,
"time": 212.42720423598075,
"param": [
{
"p": 0.06287375092506409,
"m": 1.0
},
{
"p": 0.10215860605239868,
"m": 1.0
},
{
"p": 0.06409519910812378,
"m": 1.0
},
{
"p": 0.044108472764492035,
"m": 0.7891793847084045
},
{
"p": 0.09012994915246964,
"m": 0.06077802926301956
},
{
"p": 0.06537281721830368,
"m": 0.8094584345817566
},
{
"p": 0.07392758131027222,
"m": 0.5993741750717163
},
{
"p": 0.08276010304689407,
"m": 0.9939002990722656
},
{
"p": 0.055488377809524536,
"m": 0.9860620498657227
},
{
"p": 0.04816558584570885,
"m": 0.5131410360336304
},
{
"p": 0.06740127503871918,
"m": 0.9736325144767761
},
{
"p": 0.09441225975751877,
"m": 1.0
},
{
"p": 0.08532891422510147,
"m": 1.0
},
{
"p": 0.06377709656953812,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.5164519548416138,
"val_loss": 1.431748867034912,
"acc": 50.04,
"time": 209.0051919640391,
"param": [
{
"p": 0.09534609317779541,
"m": 1.0
},
{
"p": 0.08116918057203293,
"m": 1.0
},
{
"p": 0.10297705978155136,
"m": 1.0
},
{
"p": 0.05636686459183693,
"m": 0.8859025835990906
},
{
"p": 0.0730946958065033,
"m": 0.1146397590637207
},
{
"p": 0.08040538430213928,
"m": 0.7629834413528442
},
{
"p": 0.04399142786860466,
"m": 0.5735546946525574
},
{
"p": 0.08122002333402634,
"m": 1.0
},
{
"p": 0.06300494074821472,
"m": 0.9788793921470642
},
{
"p": 0.06603792309761047,
"m": 0.5285830497741699
},
{
"p": 0.051225416362285614,
"m": 0.9230237007141113
},
{
"p": 0.0611477755010128,
"m": 1.0
},
{
"p": 0.10021533817052841,
"m": 1.0
},
{
"p": 0.043797899037599564,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6619329452514648,
"val_loss": 1.3911585807800293,
"acc": 51.4,
"time": 205.76629816100467,
"param": [
{
"p": 0.06422340124845505,
"m": 1.0
},
{
"p": 0.06112753972411156,
"m": 1.0
},
{
"p": 0.0890183225274086,
"m": 1.0
},
{
"p": 0.0663968026638031,
"m": 0.9353743195533752
},
{
"p": 0.0748191699385643,
"m": 0.0692652016878128
},
{
"p": 0.1080969050526619,
"m": 0.7302613258361816
},
{
"p": 0.07584848999977112,
"m": 0.7064144015312195
},
{
"p": 0.07307372987270355,
"m": 0.959020733833313
},
{
"p": 0.06949543952941895,
"m": 0.9902678728103638
},
{
"p": 0.095723956823349,
"m": 0.5790770053863525
},
{
"p": 0.049639783799648285,
"m": 0.9733119010925293
},
{
"p": 0.0614653043448925,
"m": 1.0
},
{
"p": 0.07973741739988327,
"m": 1.0
},
{
"p": 0.031333744525909424,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.7191680669784546,
"val_loss": 1.4805315732955933,
"acc": 52.05,
"time": 207.07177569699707,
"param": [
{
"p": 0.08241210132837296,
"m": 1.0
},
{
"p": 0.05589609593153,
"m": 1.0
},
{
"p": 0.08078433573246002,
"m": 1.0
},
{
"p": 0.08107571303844452,
"m": 1.0
},
{
"p": 0.06558772921562195,
"m": 0.1414036899805069
},
{
"p": 0.0648377314209938,
"m": 0.8191474080085754
},
{
"p": 0.07102106511592865,
"m": 0.7550385594367981
},
{
"p": 0.07050181925296783,
"m": 0.9398666024208069
},
{
"p": 0.07511819154024124,
"m": 1.0
},
{
"p": 0.0728999525308609,
"m": 0.5912653803825378
},
{
"p": 0.06799165904521942,
"m": 1.0
},
{
"p": 0.07520349323749542,
"m": 1.0
},
{
"p": 0.0883895754814148,
"m": 1.0
},
{
"p": 0.04828061908483505,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.5864635705947876,
"val_loss": 1.2314766645431519,
"acc": 53.96,
"time": 210.43992098700255,
"param": [
{
"p": 0.08346422016620636,
"m": 1.0
},
{
"p": 0.05221197009086609,
"m": 1.0
},
{
"p": 0.07636652886867523,
"m": 1.0
},
{
"p": 0.07696447521448135,
"m": 0.9073977470397949
},
{
"p": 0.07446843385696411,
"m": 0.0811469703912735
},
{
"p": 0.05854933708906174,
"m": 0.8106833100318909
},
{
"p": 0.07437161356210709,
"m": 0.7020189166069031
},
{
"p": 0.044426120817661285,
"m": 0.9983024001121521
},
{
"p": 0.07569906115531921,
"m": 0.9896841049194336
},
{
"p": 0.06815540045499802,
"m": 0.5993501543998718
},
{
"p": 0.07346092164516449,
"m": 1.0
},
{
"p": 0.08859426528215408,
"m": 1.0
},
{
"p": 0.0979982241988182,
"m": 1.0
},
{
"p": 0.05526931583881378,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.6060477495193481,
"val_loss": 1.245431900024414,
"acc": 54.88,
"time": 206.15830529900268,
"param": [
{
"p": 0.09968827664852142,
"m": 1.0
},
{
"p": 0.03130952641367912,
"m": 1.0
},
{
"p": 0.09731893986463547,
"m": 1.0
},
{
"p": 0.04514443501830101,
"m": 0.9334498047828674
},
{
"p": 0.09024979919195175,
"m": 0.11586795002222061
},
{
"p": 0.07045203447341919,
"m": 0.7350412011146545
},
{
"p": 0.08025164902210236,
"m": 0.7934424877166748
},
{
"p": 0.060879867523908615,
"m": 1.0
},
{
"p": 0.03624838590621948,
"m": 0.9798231720924377
},
{
"p": 0.09938175976276398,
"m": 0.5466862916946411
},
{
"p": 0.057694096118211746,
"m": 1.0
},
{
"p": 0.09052331000566483,
"m": 1.0
},
{
"p": 0.07130067050457001,
"m": 1.0
},
{
"p": 0.06955718994140625,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.4363409280776978,
"val_loss": 1.2335166931152344,
"acc": 55.19,
"time": 210.11512849997962,
"param": [
{
"p": 0.08491366356611252,
"m": 1.0
},
{
"p": 0.06796039640903473,
"m": 1.0
},
{
"p": 0.09041507542133331,
"m": 1.0
},
{
"p": 0.05785716697573662,
"m": 0.9875158667564392
},
{
"p": 0.07048502564430237,
"m": 0.0785537138581276
},
{
"p": 0.054250553250312805,
"m": 0.6838396787643433
},
{
"p": 0.08654540032148361,
"m": 0.8615483045578003
},
{
"p": 0.07408254593610764,
"m": 1.0
},
{
"p": 0.07888302952051163,
"m": 1.0
},
{
"p": 0.06688745319843292,
"m": 0.5560593605041504
},
{
"p": 0.06954658031463623,
"m": 0.9910510182380676
},
{
"p": 0.07150346040725708,
"m": 1.0
},
{
"p": 0.07619893550872803,
"m": 1.0
},
{
"p": 0.05047067254781723,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.7481591701507568,
"val_loss": 1.2896159887313843,
"acc": 55.99,
"time": 205.310193813988,
"param": [
{
"p": 0.09567708522081375,
"m": 1.0
},
{
"p": 0.06469549983739853,
"m": 1.0
},
{
"p": 0.06707707047462463,
"m": 1.0
},
{
"p": 0.08489770442247391,
"m": 0.8642433285713196
},
{
"p": 0.06374414265155792,
"m": 0.07381905615329742
},
{
"p": 0.06984540075063705,
"m": 0.7528390884399414
},
{
"p": 0.07080689072608948,
"m": 0.8090184926986694
},
{
"p": 0.06298254430294037,
"m": 0.9699238538742065
},
{
"p": 0.08222997933626175,
"m": 1.0
},
{
"p": 0.06705757975578308,
"m": 0.5620773434638977
},
{
"p": 0.04776373133063316,
"m": 1.0
},
{
"p": 0.07523325830698013,
"m": 0.9999637603759766
},
{
"p": 0.08036403357982635,
"m": 1.0
},
{
"p": 0.0676250010728836,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4978004693984985,
"val_loss": 1.2121087312698364,
"acc": 56.59,
"time": 208.90691597998375,
"param": [
{
"p": 0.0921318531036377,
"m": 1.0
},
{
"p": 0.06073169410228729,
"m": 1.0
},
{
"p": 0.07969506829977036,
"m": 1.0
},
{
"p": 0.08108202368021011,
"m": 0.8845775723457336
},
{
"p": 0.08490373939275742,
"m": 0.07877302169799805
},
{
"p": 0.0786430686712265,
"m": 0.8055480122566223
},
{
"p": 0.08934453874826431,
"m": 0.7496411800384521
},
{
"p": 0.060158468782901764,
"m": 0.9971155524253845
},
{
"p": 0.06911875307559967,
"m": 0.9978669881820679
},
{
"p": 0.058120958507061005,
"m": 0.5609046816825867
},
{
"p": 0.050930190831422806,
"m": 0.9741670489311218
},
{
"p": 0.07992234081029892,
"m": 0.9998078346252441
},
{
"p": 0.08590584248304367,
"m": 1.0
},
{
"p": 0.029311517253518105,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.4757357835769653,
"val_loss": 1.2172458171844482,
"acc": 56.59,
"time": 206.20131325698458,
"param": [
{
"p": 0.08283663541078568,
"m": 1.0
},
{
"p": 0.05163833126425743,
"m": 1.0
},
{
"p": 0.09040072560310364,
"m": 1.0
},
{
"p": 0.0926954597234726,
"m": 0.9497058391571045
},
{
"p": 0.06204434856772423,
"m": 0.19507212936878204
},
{
"p": 0.0887761041522026,
"m": 0.7597203254699707
},
{
"p": 0.061723869293928146,
"m": 0.7917355895042419
},
{
"p": 0.06207691878080368,
"m": 0.8498265743255615
},
{
"p": 0.0907500833272934,
"m": 1.0
},
{
"p": 0.06709440052509308,
"m": 0.5817776322364807
},
{
"p": 0.06285904347896576,
"m": 1.0
},
{
"p": 0.06298660486936569,
"m": 1.0
},
{
"p": 0.06938979029655457,
"m": 1.0
},
{
"p": 0.054727766662836075,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5873159170150757,
"val_loss": 1.1398603916168213,
"acc": 56.51,
"time": 212.96595980395796,
"param": [
{
"p": 0.09284426271915436,
"m": 1.0
},
{
"p": 0.038930632174015045,
"m": 1.0
},
{
"p": 0.09603285044431686,
"m": 1.0
},
{
"p": 0.06959208101034164,
"m": 0.8886756896972656
},
{
"p": 0.061075445264577866,
"m": 0.1040317490696907
},
{
"p": 0.0847989022731781,
"m": 0.771324872970581
},
{
"p": 0.05548844113945961,
"m": 0.7872679233551025
},
{
"p": 0.06542229652404785,
"m": 0.9442495703697205
},
{
"p": 0.0707196518778801,
"m": 0.9856662154197693
},
{
"p": 0.08929212391376495,
"m": 0.5715705156326294
},
{
"p": 0.04565729200839996,
"m": 0.9237641096115112
},
{
"p": 0.08842642605304718,
"m": 1.0
},
{
"p": 0.08476974815130234,
"m": 1.0
},
{
"p": 0.05694986507296562,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.434198260307312,
"val_loss": 1.2042348384857178,
"acc": 58.27,
"time": 215.13525527203456,
"param": [
{
"p": 0.06770686060190201,
"m": 1.0
},
{
"p": 0.08247118443250656,
"m": 1.0
},
{
"p": 0.08950746059417725,
"m": 1.0
},
{
"p": 0.0702381283044815,
"m": 0.8385962843894958
},
{
"p": 0.05990413576364517,
"m": 0.0661054253578186
},
{
"p": 0.05870098993182182,
"m": 0.7332797050476074
},
{
"p": 0.07767856121063232,
"m": 0.7188246250152588
},
{
"p": 0.0807882621884346,
"m": 1.0
},
{
"p": 0.04498814418911934,
"m": 1.0
},
{
"p": 0.08416502177715302,
"m": 0.6151710748672485
},
{
"p": 0.06486903876066208,
"m": 1.0
},
{
"p": 0.07623187452554703,
"m": 1.0
},
{
"p": 0.08306474983692169,
"m": 1.0
},
{
"p": 0.059685539454221725,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.4752846956253052,
"val_loss": 1.233445405960083,
"acc": 57.36,
"time": 213.15428140899166,
"param": [
{
"p": 0.07441484183073044,
"m": 1.0
},
{
"p": 0.0466635636985302,
"m": 1.0
},
{
"p": 0.08633891493082047,
"m": 1.0
},
{
"p": 0.05396537482738495,
"m": 0.8520999550819397
},
{
"p": 0.05110148712992668,
"m": 0.20417219400405884
},
{
"p": 0.07043924182653427,
"m": 0.8423670530319214
},
{
"p": 0.0756894126534462,
"m": 0.80889493227005
},
{
"p": 0.08034295588731766,
"m": 0.9429141879081726
},
{
"p": 0.09144534915685654,
"m": 1.0
},
{
"p": 0.10144038498401642,
"m": 0.5948455929756165
},
{
"p": 0.060909442603588104,
"m": 0.9861930012702942
},
{
"p": 0.08040715754032135,
"m": 1.0
},
{
"p": 0.0870891585946083,
"m": 1.0
},
{
"p": 0.03975273296236992,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.296836256980896,
"val_loss": 1.0731436014175415,
"acc": 59.05,
"time": 207.28568799200002,
"param": [
{
"p": 0.08816925436258316,
"m": 1.0
},
{
"p": 0.04111908748745918,
"m": 1.0
},
{
"p": 0.06855832785367966,
"m": 1.0
},
{
"p": 0.06185169517993927,
"m": 0.7823007702827454
},
{
"p": 0.06579539179801941,
"m": 0.06881348788738251
},
{
"p": 0.08966463804244995,
"m": 0.8143772482872009
},
{
"p": 0.06621158868074417,
"m": 0.7956820130348206
},
{
"p": 0.07999619096517563,
"m": 1.0
},
{
"p": 0.07042941451072693,
"m": 0.9992685317993164
},
{
"p": 0.08980526775121689,
"m": 0.596998929977417
},
{
"p": 0.08042099326848984,
"m": 0.9622921943664551
},
{
"p": 0.07939756661653519,
"m": 1.0
},
{
"p": 0.06789403408765793,
"m": 1.0
},
{
"p": 0.050686515867710114,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.3558471202850342,
"val_loss": 1.1573466062545776,
"acc": 59.81,
"time": 210.28160913096508,
"param": [
{
"p": 0.059918202459812164,
"m": 1.0
},
{
"p": 0.06537778675556183,
"m": 1.0
},
{
"p": 0.07125785201787949,
"m": 1.0
},
{
"p": 0.07667951285839081,
"m": 0.841262936592102
},
{
"p": 0.06510625034570694,
"m": 0.18652506172657013
},
{
"p": 0.0500614158809185,
"m": 0.8832589983940125
},
{
"p": 0.08515550196170807,
"m": 0.7927626967430115
},
{
"p": 0.06976012885570526,
"m": 0.998740017414093
},
{
"p": 0.06542174518108368,
"m": 1.0
},
{
"p": 0.07658477127552032,
"m": 0.6016646027565002
},
{
"p": 0.07657380402088165,
"m": 1.0
},
{
"p": 0.07563593238592148,
"m": 1.0
},
{
"p": 0.09108170866966248,
"m": 1.0
},
{
"p": 0.0713854432106018,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.5381492376327515,
"val_loss": 1.1579922437667847,
"acc": 60.48,
"time": 206.51441003399668,
"param": [
{
"p": 0.09598233550786972,
"m": 1.0
},
{
"p": 0.030072061344981194,
"m": 1.0
},
{
"p": 0.08220842480659485,
"m": 1.0
},
{
"p": 0.061317458748817444,
"m": 0.789808452129364
},
{
"p": 0.06539801508188248,
"m": 0.18798765540122986
},
{
"p": 0.07584553956985474,
"m": 0.8275253176689148
},
{
"p": 0.07022874802350998,
"m": 0.7748516201972961
},
{
"p": 0.06760036945343018,
"m": 0.9799298048019409
},
{
"p": 0.07736445218324661,
"m": 0.999675452709198
},
{
"p": 0.06272552162408829,
"m": 0.5947762131690979
},
{
"p": 0.08156919479370117,
"m": 1.0
},
{
"p": 0.08746642619371414,
"m": 1.0
},
{
"p": 0.07840773463249207,
"m": 1.0
},
{
"p": 0.06381377577781677,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.4575973749160767,
"val_loss": 1.1427921056747437,
"acc": 60.05,
"time": 204.16381761000957,
"param": [
{
"p": 0.06652021408081055,
"m": 1.0
},
{
"p": 0.04564037173986435,
"m": 1.0
},
{
"p": 0.0783427283167839,
"m": 1.0
},
{
"p": 0.05233689025044441,
"m": 0.7278879880905151
},
{
"p": 0.08234729617834091,
"m": 0.16733573377132416
},
{
"p": 0.08371751010417938,
"m": 0.8270078301429749
},
{
"p": 0.06156378239393234,
"m": 0.7958502173423767
},
{
"p": 0.08064503222703934,
"m": 1.0
},
{
"p": 0.06413749605417252,
"m": 1.0
},
{
"p": 0.07699648290872574,
"m": 0.5385119318962097
},
{
"p": 0.06138727068901062,
"m": 0.9902729988098145
},
{
"p": 0.08845659345388412,
"m": 1.0
},
{
"p": 0.09796854108572006,
"m": 1.0
},
{
"p": 0.05993977561593056,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.4355157613754272,
"val_loss": 1.1379209756851196,
"acc": 60.07,
"time": 210.26416412496474,
"param": [
{
"p": 0.0922519788146019,
"m": 1.0
},
{
"p": 0.03295411542057991,
"m": 1.0
},
{
"p": 0.07190103083848953,
"m": 1.0
},
{
"p": 0.0668276995420456,
"m": 0.7139545679092407
},
{
"p": 0.05479441583156586,
"m": 0.18608251214027405
},
{
"p": 0.05940927192568779,
"m": 0.6056354641914368
},
{
"p": 0.09115410596132278,
"m": 0.8254514932632446
},
{
"p": 0.06444747000932693,
"m": 0.9137356281280518
},
{
"p": 0.09230619668960571,
"m": 1.0
},
{
"p": 0.08136723190546036,
"m": 0.5293112397193909
},
{
"p": 0.07420477271080017,
"m": 1.0
},
{
"p": 0.10046462714672089,
"m": 1.0
},
{
"p": 0.05794649198651314,
"m": 1.0
},
{
"p": 0.05997056886553764,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.3434308767318726,
"val_loss": 1.120690107345581,
"acc": 59.9,
"time": 217.18073920696042,
"param": [
{
"p": 0.07985495775938034,
"m": 1.0
},
{
"p": 0.03588628023862839,
"m": 1.0
},
{
"p": 0.08062516152858734,
"m": 1.0
},
{
"p": 0.07344238460063934,
"m": 0.6582992076873779
},
{
"p": 0.07107864320278168,
"m": 0.2009361833333969
},
{
"p": 0.047645751386880875,
"m": 0.7611335515975952
},
{
"p": 0.08543643355369568,
"m": 0.8875649571418762
},
{
"p": 0.05355813726782799,
"m": 0.8168922066688538
},
{
"p": 0.0696893185377121,
"m": 1.0
},
{
"p": 0.07389524579048157,
"m": 0.5676555633544922
},
{
"p": 0.10214067995548248,
"m": 1.0
},
{
"p": 0.07236625254154205,
"m": 1.0
},
{
"p": 0.0841701552271843,
"m": 1.0
},
{
"p": 0.0702105313539505,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.269938349723816,
"val_loss": 1.1494983434677124,
"acc": 59.89,
"time": 204.68881099898135,
"param": [
{
"p": 0.05942355841398239,
"m": 1.0
},
{
"p": 0.04675400257110596,
"m": 1.0
},
{
"p": 0.0853586494922638,
"m": 1.0
},
{
"p": 0.0682779923081398,
"m": 0.7097737193107605
},
{
"p": 0.08223769068717957,
"m": 0.11824212968349457
},
{
"p": 0.04849380627274513,
"m": 0.9542502760887146
},
{
"p": 0.056066326797008514,
"m": 0.9031275510787964
},
{
"p": 0.11074142903089523,
"m": 1.0
},
{
"p": 0.06414017826318741,
"m": 1.0
},
{
"p": 0.07169125974178314,
"m": 0.5377271771430969
},
{
"p": 0.06973423063755035,
"m": 0.9845727682113647
},
{
"p": 0.08780123293399811,
"m": 1.0
},
{
"p": 0.08022838830947876,
"m": 1.0
},
{
"p": 0.06905122101306915,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.416579246520996,
"val_loss": 1.07956063747406,
"acc": 59.28,
"time": 204.25256902299589,
"param": [
{
"p": 0.07049489766359329,
"m": 1.0
},
{
"p": 0.08707381039857864,
"m": 1.0
},
{
"p": 0.08464885503053665,
"m": 1.0
},
{
"p": 0.055028464645147324,
"m": 0.7349052429199219
},
{
"p": 0.07093523442745209,
"m": 0.17557668685913086
},
{
"p": 0.075404591858387,
"m": 1.0
},
{
"p": 0.060653313994407654,
"m": 0.8797874450683594
},
{
"p": 0.073257677257061,
"m": 1.0
},
{
"p": 0.05823930725455284,
"m": 1.0
},
{
"p": 0.08287067711353302,
"m": 0.6006205081939697
},
{
"p": 0.07349929213523865,
"m": 1.0
},
{
"p": 0.07477045804262161,
"m": 1.0
},
{
"p": 0.0727059617638588,
"m": 1.0
},
{
"p": 0.060417428612709045,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.278944969177246,
"val_loss": 1.0218082666397095,
"acc": 61.18,
"time": 207.1908497249824,
"param": [
{
"p": 0.08471285551786423,
"m": 1.0
},
{
"p": 0.060040585696697235,
"m": 1.0
},
{
"p": 0.09183770418167114,
"m": 1.0
},
{
"p": 0.07384512573480606,
"m": 0.8454372882843018
},
{
"p": 0.07468345761299133,
"m": 0.19195277988910675
},
{
"p": 0.052383601665496826,
"m": 0.9254202842712402
},
{
"p": 0.07331008464097977,
"m": 0.9030802845954895
},
{
"p": 0.06058584153652191,
"m": 0.9956422448158264
},
{
"p": 0.07993131130933762,
"m": 0.9998940825462341
},
{
"p": 0.06159679964184761,
"m": 0.5626441836357117
},
{
"p": 0.06471791863441467,
"m": 1.0
},
{
"p": 0.09072310477495193,
"m": 1.0
},
{
"p": 0.07866808772087097,
"m": 1.0
},
{
"p": 0.05296344682574272,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.5577629804611206,
"val_loss": 1.0108193159103394,
"acc": 62.66,
"time": 207.25851289299317,
"param": [
{
"p": 0.08423924446105957,
"m": 1.0
},
{
"p": 0.06508513540029526,
"m": 1.0
},
{
"p": 0.0713021457195282,
"m": 1.0
},
{
"p": 0.07426643371582031,
"m": 0.9297420382499695
},
{
"p": 0.07299666106700897,
"m": 0.2252439707517624
},
{
"p": 0.04052481800317764,
"m": 0.9689172506332397
},
{
"p": 0.07420045882463455,
"m": 0.9350840449333191
},
{
"p": 0.061999980360269547,
"m": 0.9693806767463684
},
{
"p": 0.08312515914440155,
"m": 0.9970423579216003
},
{
"p": 0.07351374626159668,
"m": 0.5678389072418213
},
{
"p": 0.08257833123207092,
"m": 1.0
},
{
"p": 0.07854557037353516,
"m": 1.0
},
{
"p": 0.0827314630150795,
"m": 1.0
},
{
"p": 0.05489084869623184,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.4659059047698975,
"val_loss": 1.0933910608291626,
"acc": 61.54,
"time": 213.07166460703593,
"param": [
{
"p": 0.086897112429142,
"m": 1.0
},
{
"p": 0.03442899510264397,
"m": 1.0
},
{
"p": 0.07352480292320251,
"m": 1.0
},
{
"p": 0.054561953991651535,
"m": 0.8730484247207642
},
{
"p": 0.08043723553419113,
"m": 0.24298861622810364
},
{
"p": 0.09280706197023392,
"m": 0.9302077293395996
},
{
"p": 0.048597343266010284,
"m": 0.9416088461875916
},
{
"p": 0.05785693973302841,
"m": 0.9985809326171875
},
{
"p": 0.0674176886677742,
"m": 1.0
},
{
"p": 0.08011699467897415,
"m": 0.5579626560211182
},
{
"p": 0.08515383303165436,
"m": 1.0
},
{
"p": 0.08723653107881546,
"m": 1.0
},
{
"p": 0.08189810812473297,
"m": 1.0
},
{
"p": 0.06906548887491226,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.12136971950531,
"val_loss": 1.1938167810440063,
"acc": 62.13,
"time": 212.50943080201978,
"param": [
{
"p": 0.09228002279996872,
"m": 1.0
},
{
"p": 0.042661573737859726,
"m": 1.0
},
{
"p": 0.07891791313886642,
"m": 1.0
},
{
"p": 0.07134465128183365,
"m": 0.8173591494560242
},
{
"p": 0.07271508127450943,
"m": 0.12686359882354736
},
{
"p": 0.06337882578372955,
"m": 1.0
},
{
"p": 0.062004994601011276,
"m": 0.8197203874588013
},
{
"p": 0.07310053706169128,
"m": 0.9894429445266724
},
{
"p": 0.08651015162467957,
"m": 0.9982264637947083
},
{
"p": 0.07164967805147171,
"m": 0.5500918626785278
},
{
"p": 0.06167731061577797,
"m": 0.9741670489311218
},
{
"p": 0.07421424984931946,
"m": 1.0
},
{
"p": 0.08518195897340775,
"m": 1.0
},
{
"p": 0.06436315923929214,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.3564773797988892,
"val_loss": 1.0142464637756348,
"acc": 62.65,
"time": 204.5455556579982,
"param": [
{
"p": 0.08939871937036514,
"m": 1.0
},
{
"p": 0.050317712128162384,
"m": 1.0
},
{
"p": 0.09647867828607559,
"m": 1.0
},
{
"p": 0.06439808011054993,
"m": 0.8418792486190796
},
{
"p": 0.07199420034885406,
"m": 0.0
},
{
"p": 0.07166815549135208,
"m": 0.9773606657981873
},
{
"p": 0.07942073792219162,
"m": 0.8984206914901733
},
{
"p": 0.07445011287927628,
"m": 0.9828519821166992
},
{
"p": 0.0710902139544487,
"m": 0.9926846027374268
},
{
"p": 0.06018295884132385,
"m": 0.5521561503410339
},
{
"p": 0.06244969367980957,
"m": 0.9705376029014587
},
{
"p": 0.0674884244799614,
"m": 1.0
},
{
"p": 0.08139927685260773,
"m": 1.0
},
{
"p": 0.059262990951538086,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.3144879341125488,
"val_loss": 1.0568087100982666,
"acc": 63.55,
"time": 210.2491473960108,
"param": [
{
"p": 0.08716612309217453,
"m": 1.0
},
{
"p": 0.03870217129588127,
"m": 1.0
},
{
"p": 0.07586003839969635,
"m": 1.0
},
{
"p": 0.06878698617219925,
"m": 0.8420554995536804
},
{
"p": 0.06948885321617126,
"m": 0.11755464971065521
},
{
"p": 0.0718970000743866,
"m": 1.0
},
{
"p": 0.06094185635447502,
"m": 0.8360292911529541
},
{
"p": 0.0641176626086235,
"m": 0.9608138203620911
},
{
"p": 0.08043858408927917,
"m": 1.0
},
{
"p": 0.08019324392080307,
"m": 0.5987873077392578
},
{
"p": 0.06560283154249191,
"m": 1.0
},
{
"p": 0.07474057376384735,
"m": 1.0
},
{
"p": 0.08206807076931,
"m": 1.0
},
{
"p": 0.07999597489833832,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.3854562044143677,
"val_loss": 1.0064733028411865,
"acc": 63.67,
"time": 211.33303436503047,
"param": [
{
"p": 0.0945681482553482,
"m": 1.0
},
{
"p": 0.0389225035905838,
"m": 1.0
},
{
"p": 0.08255138993263245,
"m": 1.0
},
{
"p": 0.054137103259563446,
"m": 0.816243588924408
},
{
"p": 0.07656008750200272,
"m": 0.15724250674247742
},
{
"p": 0.06459417939186096,
"m": 0.95501309633255
},
{
"p": 0.04488857463002205,
"m": 0.840672492980957
},
{
"p": 0.06717030704021454,
"m": 0.8780239820480347
},
{
"p": 0.0868925228714943,
"m": 0.9927117824554443
},
{
"p": 0.08401322364807129,
"m": 0.6063611507415771
},
{
"p": 0.07406389713287354,
"m": 0.9930800199508667
},
{
"p": 0.0932343378663063,
"m": 1.0
},
{
"p": 0.08234947919845581,
"m": 1.0
},
{
"p": 0.05605427175760269,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.4661251306533813,
"val_loss": 1.0474872589111328,
"acc": 63.02,
"time": 214.2894153140369,
"param": [
{
"p": 0.07942874729633331,
"m": 1.0
},
{
"p": 0.06423498690128326,
"m": 1.0
},
{
"p": 0.07084915041923523,
"m": 1.0
},
{
"p": 0.07994692772626877,
"m": 0.866945743560791
},
{
"p": 0.08388040959835052,
"m": 0.03250672668218613
},
{
"p": 0.08265209943056107,
"m": 0.7370453476905823
},
{
"p": 0.07641788572072983,
"m": 0.8441036939620972
},
{
"p": 0.0545237734913826,
"m": 0.9521733522415161
},
{
"p": 0.05740099772810936,
"m": 0.9306819438934326
},
{
"p": 0.06523367762565613,
"m": 0.6802539229393005
},
{
"p": 0.06522893905639648,
"m": 0.9626988768577576
},
{
"p": 0.07415110617876053,
"m": 1.0
},
{
"p": 0.06917758285999298,
"m": 1.0
},
{
"p": 0.07687380164861679,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.190664529800415,
"val_loss": 1.1265872716903687,
"acc": 64.16,
"time": 211.67476318997797,
"param": [
{
"p": 0.07965469360351562,
"m": 1.0
},
{
"p": 0.05024481937289238,
"m": 1.0
},
{
"p": 0.09917814284563065,
"m": 1.0
},
{
"p": 0.06566070020198822,
"m": 0.7904427647590637
},
{
"p": 0.07680502533912659,
"m": 0.0
},
{
"p": 0.06825241446495056,
"m": 0.6518576145172119
},
{
"p": 0.06075233966112137,
"m": 0.7404732704162598
},
{
"p": 0.08312232792377472,
"m": 1.0
},
{
"p": 0.07149520516395569,
"m": 1.0
},
{
"p": 0.06975648552179337,
"m": 0.6859308481216431
},
{
"p": 0.05764373019337654,
"m": 1.0
},
{
"p": 0.07666382938623428,
"m": 1.0
},
{
"p": 0.09587429463863373,
"m": 1.0
},
{
"p": 0.044895973056554794,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.120047688484192,
"val_loss": 0.9486154913902283,
"acc": 63.24,
"time": 209.28729949099943,
"param": [
{
"p": 0.08706563711166382,
"m": 1.0
},
{
"p": 0.030526094138622284,
"m": 1.0
},
{
"p": 0.0748283863067627,
"m": 1.0
},
{
"p": 0.06790956854820251,
"m": 0.8345670104026794
},
{
"p": 0.06746930629014969,
"m": 0.0821637213230133
},
{
"p": 0.08284003287553787,
"m": 0.8287827968597412
},
{
"p": 0.04815024137496948,
"m": 0.7602559924125671
},
{
"p": 0.07402602583169937,
"m": 0.8693102598190308
},
{
"p": 0.07263220101594925,
"m": 0.9860534071922302
},
{
"p": 0.07536586374044418,
"m": 0.7154350280761719
},
{
"p": 0.09317365288734436,
"m": 1.0
},
{
"p": 0.06858702003955841,
"m": 1.0
},
{
"p": 0.09340053051710129,
"m": 1.0
},
{
"p": 0.06402543187141418,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.475571870803833,
"val_loss": 0.9733508229255676,
"acc": 64.48,
"time": 209.7745653820457,
"param": [
{
"p": 0.06918849796056747,
"m": 1.0
},
{
"p": 0.06315122544765472,
"m": 1.0
},
{
"p": 0.07895129173994064,
"m": 1.0
},
{
"p": 0.07138897478580475,
"m": 0.8304710984230042
},
{
"p": 0.07977425307035446,
"m": 0.050552353262901306
},
{
"p": 0.08182079344987869,
"m": 0.8502466082572937
},
{
"p": 0.0658506229519844,
"m": 0.5467899441719055
},
{
"p": 0.06566323339939117,
"m": 0.8756397366523743
},
{
"p": 0.06604773551225662,
"m": 0.9809242486953735
},
{
"p": 0.07421980053186417,
"m": 0.7181975245475769
},
{
"p": 0.09077098220586777,
"m": 1.0
},
{
"p": 0.0653054341673851,
"m": 1.0
},
{
"p": 0.06903231889009476,
"m": 1.0
},
{
"p": 0.05883478373289108,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.1769939661026,
"val_loss": 0.9350516200065613,
"acc": 64.79,
"time": 213.92727628798457,
"param": [
{
"p": 0.07167693972587585,
"m": 1.0
},
{
"p": 0.04558466747403145,
"m": 1.0
},
{
"p": 0.07533761858940125,
"m": 1.0
},
{
"p": 0.04408581182360649,
"m": 0.8182151913642883
},
{
"p": 0.08771251142024994,
"m": 0.016902998089790344
},
{
"p": 0.061542537063360214,
"m": 0.937360405921936
},
{
"p": 0.07348626106977463,
"m": 0.5569031238555908
},
{
"p": 0.07310870289802551,
"m": 0.9466776251792908
},
{
"p": 0.08621874451637268,
"m": 1.0
},
{
"p": 0.05868110805749893,
"m": 0.7106043100357056
},
{
"p": 0.09589458256959915,
"m": 1.0
},
{
"p": 0.05952821299433708,
"m": 1.0
},
{
"p": 0.10683061182498932,
"m": 1.0
},
{
"p": 0.06031158193945885,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.340885877609253,
"val_loss": 1.0710583925247192,
"acc": 63.71,
"time": 217.1613509079907,
"param": [
{
"p": 0.09816192835569382,
"m": 1.0
},
{
"p": 0.05442313849925995,
"m": 1.0
},
{
"p": 0.06217970326542854,
"m": 1.0
},
{
"p": 0.05483299866318703,
"m": 0.8132240772247314
},
{
"p": 0.07235444337129593,
"m": 0.056144796311855316
},
{
"p": 0.06056300178170204,
"m": 0.9119579195976257
},
{
"p": 0.08601097017526627,
"m": 0.6083430647850037
},
{
"p": 0.06435616314411163,
"m": 0.9928920865058899
},
{
"p": 0.07425221055746078,
"m": 1.0
},
{
"p": 0.06237809732556343,
"m": 0.7423263192176819
},
{
"p": 0.08457519114017487,
"m": 1.0
},
{
"p": 0.07137171179056168,
"m": 1.0
},
{
"p": 0.08627855032682419,
"m": 1.0
},
{
"p": 0.06826188415288925,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.4676480293273926,
"val_loss": 0.9653067588806152,
"acc": 64.78,
"time": 213.8050277820439,
"param": [
{
"p": 0.0886719673871994,
"m": 1.0
},
{
"p": 0.04992683231830597,
"m": 1.0
},
{
"p": 0.07417234033346176,
"m": 1.0
},
{
"p": 0.04587511718273163,
"m": 0.8547820448875427
},
{
"p": 0.05397260934114456,
"m": 0.07201910763978958
},
{
"p": 0.07916805893182755,
"m": 1.0
},
{
"p": 0.06421922147274017,
"m": 0.7493159174919128
},
{
"p": 0.10275620967149734,
"m": 0.9380359649658203
},
{
"p": 0.09952715039253235,
"m": 0.9988266229629517
},
{
"p": 0.05737447738647461,
"m": 0.8273290395736694
},
{
"p": 0.05670682340860367,
"m": 0.9584082961082458
},
{
"p": 0.07246438413858414,
"m": 1.0
},
{
"p": 0.08304323256015778,
"m": 1.0
},
{
"p": 0.07212153822183609,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.224156141281128,
"val_loss": 0.9946643710136414,
"acc": 64.69,
"time": 205.21082355699036,
"param": [
{
"p": 0.0892338976264,
"m": 1.0
},
{
"p": 0.053913649171590805,
"m": 1.0
},
{
"p": 0.08515240252017975,
"m": 1.0
},
{
"p": 0.04345700889825821,
"m": 0.8561269044876099
},
{
"p": 0.08479219675064087,
"m": 0.06632965803146362
},
{
"p": 0.0735563412308693,
"m": 0.9842148423194885
},
{
"p": 0.07340952008962631,
"m": 0.7912799715995789
},
{
"p": 0.06907803565263748,
"m": 0.8883082270622253
},
{
"p": 0.06638237088918686,
"m": 0.9793872833251953
},
{
"p": 0.0740799680352211,
"m": 0.8697827458381653
},
{
"p": 0.04426945745944977,
"m": 0.9713623523712158
},
{
"p": 0.0955328717827797,
"m": 1.0
},
{
"p": 0.07752817124128342,
"m": 1.0
},
{
"p": 0.06961406767368317,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3985395431518555,
"val_loss": 1.0376476049423218,
"acc": 64.52,
"time": 208.69296399201266,
"param": [
{
"p": 0.083127461373806,
"m": 1.0
},
{
"p": 0.0436004176735878,
"m": 1.0
},
{
"p": 0.08912193775177002,
"m": 1.0
},
{
"p": 0.055573031306266785,
"m": 0.920014500617981
},
{
"p": 0.06865928322076797,
"m": 0.06006026640534401
},
{
"p": 0.08360837399959564,
"m": 0.9980829358100891
},
{
"p": 0.07125259935855865,
"m": 0.7915245294570923
},
{
"p": 0.06524898111820221,
"m": 0.8904357552528381
},
{
"p": 0.08724844455718994,
"m": 1.0
},
{
"p": 0.06736508011817932,
"m": 0.8771896958351135
},
{
"p": 0.06717037409543991,
"m": 0.9977870583534241
},
{
"p": 0.07408809661865234,
"m": 1.0
},
{
"p": 0.07886864989995956,
"m": 1.0
},
{
"p": 0.0650673359632492,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1700552701950073,
"val_loss": 0.9766901731491089,
"acc": 66.72,
"time": 210.35706326301442,
"param": [
{
"p": 0.07918177545070648,
"m": 1.0
},
{
"p": 0.056416548788547516,
"m": 1.0
},
{
"p": 0.08521801233291626,
"m": 1.0
},
{
"p": 0.06332548707723618,
"m": 0.8959515690803528
},
{
"p": 0.08103994280099869,
"m": 0.0
},
{
"p": 0.052341800183057785,
"m": 0.9162086248397827
},
{
"p": 0.0636061355471611,
"m": 0.8197423219680786
},
{
"p": 0.06111658364534378,
"m": 0.9827384948730469
},
{
"p": 0.08650422841310501,
"m": 0.9870786666870117
},
{
"p": 0.08484424650669098,
"m": 0.8467192649841309
},
{
"p": 0.05209799110889435,
"m": 0.9890609383583069
},
{
"p": 0.08572782576084137,
"m": 1.0
},
{
"p": 0.09735036641359329,
"m": 1.0
},
{
"p": 0.051229141652584076,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.4129425287246704,
"val_loss": 0.9770396947860718,
"acc": 65.83,
"time": 217.25688517198432,
"param": [
{
"p": 0.05177009850740433,
"m": 1.0
},
{
"p": 0.04959812015295029,
"m": 1.0
},
{
"p": 0.09369174391031265,
"m": 1.0
},
{
"p": 0.07217498868703842,
"m": 0.8241053819656372
},
{
"p": 0.10926510393619537,
"m": 0.0
},
{
"p": 0.07471449673175812,
"m": 0.8413201570510864
},
{
"p": 0.0742654800415039,
"m": 0.6930635571479797
},
{
"p": 0.06663443148136139,
"m": 0.9238812327384949
},
{
"p": 0.06996180862188339,
"m": 1.0
},
{
"p": 0.07527165859937668,
"m": 0.8477057814598083
},
{
"p": 0.07436724007129669,
"m": 0.9991856217384338
},
{
"p": 0.07439573854207993,
"m": 1.0
},
{
"p": 0.06501585990190506,
"m": 1.0
},
{
"p": 0.04887329041957855,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.2028758525848389,
"val_loss": 0.9469153881072998,
"acc": 65.77,
"time": 215.69147080602124,
"param": [
{
"p": 0.06262800097465515,
"m": 1.0
},
{
"p": 0.061417482793331146,
"m": 1.0
},
{
"p": 0.08021577447652817,
"m": 1.0
},
{
"p": 0.07400137931108475,
"m": 0.9169771671295166
},
{
"p": 0.06641148030757904,
"m": 0.08560704439878464
},
{
"p": 0.06606443226337433,
"m": 0.863060474395752
},
{
"p": 0.07867544144392014,
"m": 0.6724957823753357
},
{
"p": 0.07410431653261185,
"m": 0.759414553642273
},
{
"p": 0.07394649088382721,
"m": 0.9991723895072937
},
{
"p": 0.07524354010820389,
"m": 0.8314857482910156
},
{
"p": 0.07518939673900604,
"m": 1.0
},
{
"p": 0.07822022587060928,
"m": 1.0
},
{
"p": 0.07814005762338638,
"m": 1.0
},
{
"p": 0.055741991847753525,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.4591376781463623,
"val_loss": 0.9656964540481567,
"acc": 66.38,
"time": 211.5305055649951,
"param": [
{
"p": 0.07561194896697998,
"m": 1.0
},
{
"p": 0.06238611787557602,
"m": 1.0
},
{
"p": 0.0688900351524353,
"m": 1.0
},
{
"p": 0.06886065751314163,
"m": 0.8088027238845825
},
{
"p": 0.06554155051708221,
"m": 0.10118778795003891
},
{
"p": 0.07007957994937897,
"m": 0.9562817215919495
},
{
"p": 0.06061160936951637,
"m": 0.6722692251205444
},
{
"p": 0.051394447684288025,
"m": 0.8466946482658386
},
{
"p": 0.07884769886732101,
"m": 1.0
},
{
"p": 0.07862790673971176,
"m": 0.8494239449501038
},
{
"p": 0.07574120163917542,
"m": 0.9859229326248169
},
{
"p": 0.09386894851922989,
"m": 1.0
},
{
"p": 0.08410976082086563,
"m": 1.0
},
{
"p": 0.06542853266000748,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.0915873050689697,
"val_loss": 0.9339832663536072,
"acc": 65.94,
"time": 215.87626469595125,
"param": [
{
"p": 0.09613148868083954,
"m": 1.0
},
{
"p": 0.047188110649585724,
"m": 1.0
},
{
"p": 0.08358537405729294,
"m": 1.0
},
{
"p": 0.06582260876893997,
"m": 0.7094915509223938
},
{
"p": 0.05753739923238754,
"m": 0.17796163260936737
},
{
"p": 0.0630272626876831,
"m": 1.0
},
{
"p": 0.06396307051181793,
"m": 0.7613583207130432
},
{
"p": 0.06414486467838287,
"m": 0.8130314350128174
},
{
"p": 0.06773591786623001,
"m": 1.0
},
{
"p": 0.06837953627109528,
"m": 0.8165253400802612
},
{
"p": 0.0718434602022171,
"m": 0.9525024890899658
},
{
"p": 0.08786100894212723,
"m": 1.0
},
{
"p": 0.09026026725769043,
"m": 1.0
},
{
"p": 0.07251959294080734,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.4405113458633423,
"val_loss": 0.9193255305290222,
"acc": 66.62,
"time": 207.31094251701143,
"param": [
{
"p": 0.08003225177526474,
"m": 1.0
},
{
"p": 0.050320304930210114,
"m": 1.0
},
{
"p": 0.07684724777936935,
"m": 1.0
},
{
"p": 0.07545146346092224,
"m": 0.7245193123817444
},
{
"p": 0.08390820771455765,
"m": 0.11124660819768906
},
{
"p": 0.07851448655128479,
"m": 0.9709838628768921
},
{
"p": 0.07107197493314743,
"m": 0.6260654926300049
},
{
"p": 0.05347909405827522,
"m": 0.7562893629074097
},
{
"p": 0.07033035904169083,
"m": 0.983773410320282
},
{
"p": 0.07567041367292404,
"m": 0.9091307520866394
},
{
"p": 0.05632687732577324,
"m": 1.0
},
{
"p": 0.07610432803630829,
"m": 1.0
},
{
"p": 0.07290700823068619,
"m": 1.0
},
{
"p": 0.07903587073087692,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.280588984489441,
"val_loss": 0.9233569502830505,
"acc": 66.27,
"time": 206.383432943956,
"param": [
{
"p": 0.09224583208560944,
"m": 1.0
},
{
"p": 0.05305078998208046,
"m": 1.0
},
{
"p": 0.07341344654560089,
"m": 1.0
},
{
"p": 0.053711242973804474,
"m": 0.6354070901870728
},
{
"p": 0.06959075480699539,
"m": 0.165814608335495
},
{
"p": 0.07049944996833801,
"m": 0.9981174468994141
},
{
"p": 0.07219298928976059,
"m": 0.639318585395813
},
{
"p": 0.0877261534333229,
"m": 0.6991739273071289
},
{
"p": 0.06868893653154373,
"m": 0.9299997091293335
},
{
"p": 0.0826767161488533,
"m": 0.9163093566894531
},
{
"p": 0.06520847231149673,
"m": 0.9910739064216614
},
{
"p": 0.09145408868789673,
"m": 1.0
},
{
"p": 0.07106607407331467,
"m": 1.0
},
{
"p": 0.0484749972820282,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.2870162725448608,
"val_loss": 0.9973991513252258,
"acc": 67.14,
"time": 213.27945002098568,
"param": [
{
"p": 0.06961196660995483,
"m": 1.0
},
{
"p": 0.03204493224620819,
"m": 1.0
},
{
"p": 0.05824101343750954,
"m": 1.0
},
{
"p": 0.06817279756069183,
"m": 0.6368100643157959
},
{
"p": 0.07380738854408264,
"m": 0.20303712785243988
},
{
"p": 0.0696348324418068,
"m": 0.9798621535301208
},
{
"p": 0.05716186389327049,
"m": 0.7366235852241516
},
{
"p": 0.07043112814426422,
"m": 0.7978296279907227
},
{
"p": 0.07661246508359909,
"m": 1.0
},
{
"p": 0.07274004071950912,
"m": 0.8695961236953735
},
{
"p": 0.06981704384088516,
"m": 1.0
},
{
"p": 0.10553637892007828,
"m": 1.0
},
{
"p": 0.09913261234760284,
"m": 1.0
},
{
"p": 0.07705549150705338,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.008540153503418,
"val_loss": 0.8879227638244629,
"acc": 67.32,
"time": 214.37974278599722,
"param": [
{
"p": 0.0789661556482315,
"m": 1.0
},
{
"p": 0.051586832851171494,
"m": 1.0
},
{
"p": 0.07265903055667877,
"m": 1.0
},
{
"p": 0.05379752069711685,
"m": 0.6878466606140137
},
{
"p": 0.06532992422580719,
"m": 0.24283812940120697
},
{
"p": 0.04845409095287323,
"m": 0.8628029227256775
},
{
"p": 0.06848873198032379,
"m": 0.8221449851989746
},
{
"p": 0.06182616576552391,
"m": 0.7995762228965759
},
{
"p": 0.06198783591389656,
"m": 0.9355996251106262
},
{
"p": 0.09149183332920074,
"m": 0.8889071941375732
},
{
"p": 0.09136752039194107,
"m": 1.0
},
{
"p": 0.09442664682865143,
"m": 1.0
},
{
"p": 0.08135738968849182,
"m": 1.0
},
{
"p": 0.07826036959886551,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.121083378791809,
"val_loss": 0.8927221894264221,
"acc": 67.08,
"time": 209.0398141540354,
"param": [
{
"p": 0.08433517813682556,
"m": 1.0
},
{
"p": 0.07854858785867691,
"m": 1.0
},
{
"p": 0.07452693581581116,
"m": 1.0
},
{
"p": 0.06958796083927155,
"m": 0.7169492840766907
},
{
"p": 0.06962583214044571,
"m": 0.32775038480758667
},
{
"p": 0.0792379155755043,
"m": 0.8424648642539978
},
{
"p": 0.062242910265922546,
"m": 0.8355801105499268
},
{
"p": 0.07446131110191345,
"m": 0.8327896595001221
},
{
"p": 0.06567275524139404,
"m": 0.990257740020752
},
{
"p": 0.07230575382709503,
"m": 0.8859215378761292
},
{
"p": 0.06045479699969292,
"m": 1.0
},
{
"p": 0.08252699673175812,
"m": 1.0
},
{
"p": 0.06576233357191086,
"m": 1.0
},
{
"p": 0.06071064621210098,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3191429376602173,
"val_loss": 0.8840257525444031,
"acc": 67.38,
"time": 204.83825316798175,
"param": [
{
"p": 0.08038561046123505,
"m": 1.0
},
{
"p": 0.06047145277261734,
"m": 1.0
},
{
"p": 0.06892698258161545,
"m": 1.0
},
{
"p": 0.065583236515522,
"m": 0.7481788992881775
},
{
"p": 0.06548555195331573,
"m": 0.2548214793205261
},
{
"p": 0.0692974105477333,
"m": 0.9990383386611938
},
{
"p": 0.0768878161907196,
"m": 0.8383044600486755
},
{
"p": 0.0598469115793705,
"m": 0.8936548829078674
},
{
"p": 0.08431161940097809,
"m": 1.0
},
{
"p": 0.07180514931678772,
"m": 0.8544436693191528
},
{
"p": 0.0678698793053627,
"m": 1.0
},
{
"p": 0.07958173006772995,
"m": 1.0
},
{
"p": 0.07025371491909027,
"m": 1.0
},
{
"p": 0.07929298281669617,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.321033000946045,
"val_loss": 1.0111346244812012,
"acc": 68.16,
"time": 212.87889051804086,
"param": [
{
"p": 0.08660054951906204,
"m": 1.0
},
{
"p": 0.06261330842971802,
"m": 1.0
},
{
"p": 0.06276743113994598,
"m": 1.0
},
{
"p": 0.07058349251747131,
"m": 0.7933470606803894
},
{
"p": 0.054274674504995346,
"m": 0.16086430847644806
},
{
"p": 0.0595296211540699,
"m": 0.9861304759979248
},
{
"p": 0.07343757897615433,
"m": 0.994211733341217
},
{
"p": 0.06873945891857147,
"m": 0.9643190503120422
},
{
"p": 0.06012675538659096,
"m": 0.999908983707428
},
{
"p": 0.08212615549564362,
"m": 0.896881639957428
},
{
"p": 0.09377023577690125,
"m": 1.0
},
{
"p": 0.08147914707660675,
"m": 1.0
},
{
"p": 0.08006601780653,
"m": 1.0
},
{
"p": 0.06388546526432037,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.0235246419906616,
"val_loss": 0.9400399923324585,
"acc": 67.74,
"time": 214.1135896280175,
"param": [
{
"p": 0.07708576321601868,
"m": 1.0
},
{
"p": 0.058235954493284225,
"m": 1.0
},
{
"p": 0.0634683296084404,
"m": 1.0
},
{
"p": 0.05458928644657135,
"m": 0.7171935439109802
},
{
"p": 0.07960183173418045,
"m": 0.0666389912366867
},
{
"p": 0.0726383775472641,
"m": 0.9696550965309143
},
{
"p": 0.06371661275625229,
"m": 0.9133033156394958
},
{
"p": 0.06969040632247925,
"m": 0.9629510641098022
},
{
"p": 0.08876853436231613,
"m": 0.9945113062858582
},
{
"p": 0.07826507836580276,
"m": 0.8864246010780334
},
{
"p": 0.04682568088173866,
"m": 0.9641740322113037
},
{
"p": 0.08190670609474182,
"m": 1.0
},
{
"p": 0.08601223677396774,
"m": 1.0
},
{
"p": 0.07919523119926453,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.1878172159194946,
"val_loss": 0.9243364930152893,
"acc": 67.25,
"time": 217.38290926703485,
"param": [
{
"p": 0.07960230112075806,
"m": 1.0
},
{
"p": 0.0729304775595665,
"m": 1.0
},
{
"p": 0.09253387898206711,
"m": 1.0
},
{
"p": 0.062936931848526,
"m": 0.8246305584907532
},
{
"p": 0.07061032205820084,
"m": 0.0005135464016348124
},
{
"p": 0.07403593510389328,
"m": 0.9319563508033752
},
{
"p": 0.0768771842122078,
"m": 0.924511730670929
},
{
"p": 0.06939529627561569,
"m": 0.9348023533821106
},
{
"p": 0.059896983206272125,
"m": 0.9930546879768372
},
{
"p": 0.06284542381763458,
"m": 0.8626911640167236
},
{
"p": 0.07765984535217285,
"m": 1.0
},
{
"p": 0.07402261346578598,
"m": 1.0
},
{
"p": 0.06540026515722275,
"m": 1.0
},
{
"p": 0.06125259771943092,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.1057451963424683,
"val_loss": 0.9529176950454712,
"acc": 67.53,
"time": 212.85102121700766,
"param": [
{
"p": 0.08358980715274811,
"m": 1.0
},
{
"p": 0.04721240699291229,
"m": 1.0
},
{
"p": 0.07395181804895401,
"m": 1.0
},
{
"p": 0.08200906217098236,
"m": 0.8900668025016785
},
{
"p": 0.05804474651813507,
"m": 0.0
},
{
"p": 0.0479898639023304,
"m": 0.9087030291557312
},
{
"p": 0.08429087698459625,
"m": 0.8218949437141418
},
{
"p": 0.05563139170408249,
"m": 0.9192782044410706
},
{
"p": 0.0880163386464119,
"m": 0.9951814413070679
},
{
"p": 0.09733472019433975,
"m": 0.7986679077148438
},
{
"p": 0.08156409114599228,
"m": 0.9986605644226074
},
{
"p": 0.06563666462898254,
"m": 1.0
},
{
"p": 0.07855328917503357,
"m": 1.0
},
{
"p": 0.0561748743057251,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.124552607536316,
"val_loss": 0.871865451335907,
"acc": 67.13,
"time": 216.0147074459819,
"param": [
{
"p": 0.06928413361310959,
"m": 1.0
},
{
"p": 0.07385864853858948,
"m": 1.0
},
{
"p": 0.08451080322265625,
"m": 1.0
},
{
"p": 0.07078252732753754,
"m": 0.9708755612373352
},
{
"p": 0.08062552660703659,
"m": 0.0668838769197464
},
{
"p": 0.06936299800872803,
"m": 0.7629936337471008
},
{
"p": 0.07715179026126862,
"m": 0.8725752234458923
},
{
"p": 0.057860683649778366,
"m": 0.9817532300949097
},
{
"p": 0.09023690223693848,
"m": 1.0
},
{
"p": 0.061746593564748764,
"m": 0.8302414417266846
},
{
"p": 0.058930229395627975,
"m": 0.9925215840339661
},
{
"p": 0.071680948138237,
"m": 1.0
},
{
"p": 0.07944735884666443,
"m": 1.0
},
{
"p": 0.05452084168791771,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.161207675933838,
"val_loss": 0.9162671566009521,
"acc": 67.52,
"time": 209.8066633180133,
"param": [
{
"p": 0.08515264838933945,
"m": 1.0
},
{
"p": 0.052834633737802505,
"m": 1.0
},
{
"p": 0.07175419479608536,
"m": 1.0
},
{
"p": 0.0785839781165123,
"m": 0.7602243423461914
},
{
"p": 0.06279309839010239,
"m": 0.0
},
{
"p": 0.06160382926464081,
"m": 0.6785451769828796
},
{
"p": 0.0813746452331543,
"m": 1.0
},
{
"p": 0.05731198191642761,
"m": 0.9923874735832214
},
{
"p": 0.07683175057172775,
"m": 1.0
},
{
"p": 0.07458653301000595,
"m": 0.8525121212005615
},
{
"p": 0.06809917092323303,
"m": 1.0
},
{
"p": 0.07998721301555634,
"m": 1.0
},
{
"p": 0.08097627758979797,
"m": 1.0
},
{
"p": 0.06810997426509857,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.2466552257537842,
"val_loss": 0.9714028239250183,
"acc": 68.21,
"time": 207.9265114820446,
"param": [
{
"p": 0.08629363775253296,
"m": 1.0
},
{
"p": 0.06966622918844223,
"m": 1.0
},
{
"p": 0.07058145850896835,
"m": 1.0
},
{
"p": 0.07011732459068298,
"m": 0.7477587461471558
},
{
"p": 0.06783226877450943,
"m": 0.04672445356845856
},
{
"p": 0.06718385964632034,
"m": 0.715967059135437
},
{
"p": 0.07992872595787048,
"m": 0.9083831906318665
},
{
"p": 0.056162506341934204,
"m": 1.0
},
{
"p": 0.0617443211376667,
"m": 0.9952888488769531
},
{
"p": 0.06853212416172028,
"m": 0.8284693360328674
},
{
"p": 0.08504069596529007,
"m": 1.0
},
{
"p": 0.07157494872808456,
"m": 1.0
},
{
"p": 0.09137097001075745,
"m": 1.0
},
{
"p": 0.05397101491689682,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.1250561475753784,
"val_loss": 0.9386489391326904,
"acc": 68.46,
"time": 209.62508366297698,
"param": [
{
"p": 0.06601264327764511,
"m": 1.0
},
{
"p": 0.05332760885357857,
"m": 1.0
},
{
"p": 0.07531396299600601,
"m": 1.0
},
{
"p": 0.06263262778520584,
"m": 0.8654075860977173
},
{
"p": 0.06943361461162567,
"m": 0.12281852960586548
},
{
"p": 0.07187866419553757,
"m": 0.6203812956809998
},
{
"p": 0.09599419683218002,
"m": 0.9068598747253418
},
{
"p": 0.06512213498353958,
"m": 0.9860401153564453
},
{
"p": 0.07849398255348206,
"m": 0.9811944365501404
},
{
"p": 0.0779285654425621,
"m": 0.9639831185340881
},
{
"p": 0.08263517916202545,
"m": 0.998454749584198
},
{
"p": 0.08121305704116821,
"m": 1.0
},
{
"p": 0.07721741497516632,
"m": 1.0
},
{
"p": 0.04279641807079315,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.1261683702468872,
"val_loss": 0.8839406371116638,
"acc": 68.67,
"time": 212.8517361129634,
"param": [
{
"p": 0.08973260223865509,
"m": 1.0
},
{
"p": 0.0635439082980156,
"m": 1.0
},
{
"p": 0.07397395372390747,
"m": 1.0
},
{
"p": 0.07367410510778427,
"m": 0.8310163021087646
},
{
"p": 0.048451852053403854,
"m": 0.18707332015037537
},
{
"p": 0.07874683290719986,
"m": 0.6449902057647705
},
{
"p": 0.0967923179268837,
"m": 0.8465026617050171
},
{
"p": 0.07379471510648727,
"m": 0.9852365851402283
},
{
"p": 0.05428823456168175,
"m": 0.9636659622192383
},
{
"p": 0.08188066631555557,
"m": 0.9782902002334595
},
{
"p": 0.042283035814762115,
"m": 0.933893620967865
},
{
"p": 0.08313541859388351,
"m": 1.0
},
{
"p": 0.08841011673212051,
"m": 1.0
},
{
"p": 0.05129225179553032,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.9180375933647156,
"val_loss": 0.9068869352340698,
"acc": 67.49,
"time": 216.7720394229982,
"param": [
{
"p": 0.07740861922502518,
"m": 1.0
},
{
"p": 0.05565403774380684,
"m": 1.0
},
{
"p": 0.0885728970170021,
"m": 1.0
},
{
"p": 0.06385354697704315,
"m": 0.699192464351654
},
{
"p": 0.09065892547369003,
"m": 0.16562023758888245
},
{
"p": 0.06407786160707474,
"m": 0.6509677767753601
},
{
"p": 0.06631311029195786,
"m": 0.8526919484138489
},
{
"p": 0.06699083000421524,
"m": 0.8432788848876953
},
{
"p": 0.08238616585731506,
"m": 1.0
},
{
"p": 0.07712386548519135,
"m": 0.9935587644577026
},
{
"p": 0.05782148614525795,
"m": 0.9677323698997498
},
{
"p": 0.08690233528614044,
"m": 1.0
},
{
"p": 0.06470892578363419,
"m": 1.0
},
{
"p": 0.05752747878432274,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.1650974750518799,
"val_loss": 0.8129633069038391,
"acc": 68.31,
"time": 207.4842036740156,
"param": [
{
"p": 0.08411634713411331,
"m": 1.0
},
{
"p": 0.061653755605220795,
"m": 1.0
},
{
"p": 0.09193018078804016,
"m": 1.0
},
{
"p": 0.05056042596697807,
"m": 0.7067344784736633
},
{
"p": 0.042248327285051346,
"m": 0.15832631289958954
},
{
"p": 0.06023572012782097,
"m": 0.6793394088745117
},
{
"p": 0.06818129122257233,
"m": 0.9312494993209839
},
{
"p": 0.0919664204120636,
"m": 0.9031196236610413
},
{
"p": 0.06416928023099899,
"m": 1.0
},
{
"p": 0.11027839034795761,
"m": 0.9923309683799744
},
{
"p": 0.06950858235359192,
"m": 1.0
},
{
"p": 0.08515312522649765,
"m": 1.0
},
{
"p": 0.07532065361738205,
"m": 1.0
},
{
"p": 0.044677622616291046,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2018535137176514,
"val_loss": 0.9083157777786255,
"acc": 69.28,
"time": 207.32975939597236,
"param": [
{
"p": 0.06369093060493469,
"m": 1.0
},
{
"p": 0.04487820342183113,
"m": 1.0
},
{
"p": 0.07959973067045212,
"m": 1.0
},
{
"p": 0.05426528677344322,
"m": 0.7036178708076477
},
{
"p": 0.07084042578935623,
"m": 0.15830104053020477
},
{
"p": 0.09435591846704483,
"m": 0.7661869525909424
},
{
"p": 0.05028105899691582,
"m": 0.9192630648612976
},
{
"p": 0.07377218455076218,
"m": 0.8773297071456909
},
{
"p": 0.06645451486110687,
"m": 0.9887335300445557
},
{
"p": 0.10695123672485352,
"m": 0.9287859797477722
},
{
"p": 0.0737074539065361,
"m": 1.0
},
{
"p": 0.08222481608390808,
"m": 1.0
},
{
"p": 0.07618799060583115,
"m": 1.0
},
{
"p": 0.06279025226831436,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.1432770490646362,
"val_loss": 0.7811596989631653,
"acc": 69.36,
"time": 206.97507665801095,
"param": [
{
"p": 0.08076438307762146,
"m": 1.0
},
{
"p": 0.07161037623882294,
"m": 1.0
},
{
"p": 0.07523524016141891,
"m": 1.0
},
{
"p": 0.05630059540271759,
"m": 0.7297992706298828
},
{
"p": 0.056523844599723816,
"m": 0.16111193597316742
},
{
"p": 0.06736543029546738,
"m": 0.8268649578094482
},
{
"p": 0.09299033135175705,
"m": 0.8720177412033081
},
{
"p": 0.05933697149157524,
"m": 0.897876501083374
},
{
"p": 0.0828789472579956,
"m": 0.966695249080658
},
{
"p": 0.07722660154104233,
"m": 0.9393433332443237
},
{
"p": 0.07698758691549301,
"m": 1.0
},
{
"p": 0.08111127465963364,
"m": 1.0
},
{
"p": 0.07105636596679688,
"m": 1.0
},
{
"p": 0.050612084567546844,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.1969213485717773,
"val_loss": 0.8543149828910828,
"acc": 69.76,
"time": 210.046631597972,
"param": [
{
"p": 0.07820147275924683,
"m": 1.0
},
{
"p": 0.06567562371492386,
"m": 1.0
},
{
"p": 0.06743716448545456,
"m": 1.0
},
{
"p": 0.05320954695343971,
"m": 0.6674031615257263
},
{
"p": 0.058640409260988235,
"m": 0.010223109275102615
},
{
"p": 0.07622186094522476,
"m": 0.9099564552307129
},
{
"p": 0.07280600070953369,
"m": 0.9593712091445923
},
{
"p": 0.07126529514789581,
"m": 0.7946415543556213
},
{
"p": 0.07036731392145157,
"m": 0.9994799494743347
},
{
"p": 0.07731570303440094,
"m": 0.9690806865692139
},
{
"p": 0.07066483795642853,
"m": 0.9686033725738525
},
{
"p": 0.0814819261431694,
"m": 1.0
},
{
"p": 0.08187501132488251,
"m": 1.0
},
{
"p": 0.07483790814876556,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.0315438508987427,
"val_loss": 0.8529209494590759,
"acc": 69.58,
"time": 214.63239435700234,
"param": [
{
"p": 0.10192841291427612,
"m": 1.0
},
{
"p": 0.07648525387048721,
"m": 1.0
},
{
"p": 0.08517446368932724,
"m": 1.0
},
{
"p": 0.05979495495557785,
"m": 0.715833842754364
},
{
"p": 0.07851222157478333,
"m": 0.0
},
{
"p": 0.04321063309907913,
"m": 0.9000266194343567
},
{
"p": 0.06796525418758392,
"m": 0.790661096572876
},
{
"p": 0.0505480021238327,
"m": 0.8101674914360046
},
{
"p": 0.07141011208295822,
"m": 0.9750441312789917
},
{
"p": 0.068521648645401,
"m": 1.0
},
{
"p": 0.08002378046512604,
"m": 0.9833296537399292
},
{
"p": 0.06111810728907585,
"m": 1.0
},
{
"p": 0.1041257381439209,
"m": 1.0
},
{
"p": 0.05118143931031227,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.8552848696708679,
"val_loss": 0.9126956462860107,
"acc": 68.42,
"time": 212.53844273998402,
"param": [
{
"p": 0.074521504342556,
"m": 1.0
},
{
"p": 0.05905068665742874,
"m": 1.0
},
{
"p": 0.0821475237607956,
"m": 1.0
},
{
"p": 0.07011198997497559,
"m": 0.7757221460342407
},
{
"p": 0.07041770964860916,
"m": 0.001080687390640378
},
{
"p": 0.06995069980621338,
"m": 0.8714751601219177
},
{
"p": 0.08439236879348755,
"m": 0.7622483372688293
},
{
"p": 0.062314655631780624,
"m": 0.8072332739830017
},
{
"p": 0.07985276728868484,
"m": 0.9981940984725952
},
{
"p": 0.07041827589273453,
"m": 0.9789081811904907
},
{
"p": 0.06841099262237549,
"m": 0.9213048219680786
},
{
"p": 0.06891478598117828,
"m": 1.0
},
{
"p": 0.07090242207050323,
"m": 1.0
},
{
"p": 0.0685935840010643,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.9852784276008606,
"val_loss": 0.9269595146179199,
"acc": 70.27,
"time": 205.94061272701947,
"param": [
{
"p": 0.08982191234827042,
"m": 1.0
},
{
"p": 0.07487460970878601,
"m": 1.0
},
{
"p": 0.06705661863088608,
"m": 1.0
},
{
"p": 0.07359476387500763,
"m": 0.697837769985199
},
{
"p": 0.08693867176771164,
"m": 0.0
},
{
"p": 0.08547551929950714,
"m": 0.7482516169548035
},
{
"p": 0.02447666972875595,
"m": 0.7670166492462158
},
{
"p": 0.07199178636074066,
"m": 0.7839996218681335
},
{
"p": 0.07335672527551651,
"m": 0.9334944486618042
},
{
"p": 0.07463676482439041,
"m": 0.9798768758773804
},
{
"p": 0.07301837205886841,
"m": 0.983882486820221
},
{
"p": 0.08603419363498688,
"m": 1.0
},
{
"p": 0.07520312070846558,
"m": 1.0
},
{
"p": 0.04352020099759102,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.144182562828064,
"val_loss": 0.8970035314559937,
"acc": 69.96,
"time": 203.01718035101658,
"param": [
{
"p": 0.06501363217830658,
"m": 1.0
},
{
"p": 0.04858137667179108,
"m": 1.0
},
{
"p": 0.07537274807691574,
"m": 1.0
},
{
"p": 0.07970469444990158,
"m": 0.8539745211601257
},
{
"p": 0.06730643659830093,
"m": 0.0
},
{
"p": 0.06707964837551117,
"m": 0.713276743888855
},
{
"p": 0.07084908336400986,
"m": 0.7849239706993103
},
{
"p": 0.07217025011777878,
"m": 0.6954426169395447
},
{
"p": 0.08110808581113815,
"m": 0.9679475426673889
},
{
"p": 0.08797775208950043,
"m": 0.9344447255134583
},
{
"p": 0.0753655657172203,
"m": 1.0
},
{
"p": 0.06647884100675583,
"m": 1.0
},
{
"p": 0.07881055027246475,
"m": 1.0
},
{
"p": 0.06418128311634064,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.9557668566703796,
"val_loss": 0.8805446624755859,
"acc": 70.17,
"time": 213.44598492101068,
"param": [
{
"p": 0.06208932027220726,
"m": 1.0
},
{
"p": 0.04446890205144882,
"m": 1.0
},
{
"p": 0.07832273840904236,
"m": 1.0
},
{
"p": 0.06958513706922531,
"m": 0.7017850279808044
},
{
"p": 0.08023113757371902,
"m": 0.0
},
{
"p": 0.0800555869936943,
"m": 0.7054570317268372
},
{
"p": 0.07329107820987701,
"m": 0.8778066635131836
},
{
"p": 0.06030552461743355,
"m": 0.7743197083473206
},
{
"p": 0.0726303681731224,
"m": 0.9452657699584961
},
{
"p": 0.09600513428449631,
"m": 0.9468567967414856
},
{
"p": 0.060031138360500336,
"m": 0.9661514163017273
},
{
"p": 0.08246243745088577,
"m": 1.0
},
{
"p": 0.07096546143293381,
"m": 1.0
},
{
"p": 0.06955604255199432,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1494457721710205,
"val_loss": 0.7909430265426636,
"acc": 70.08,
"time": 217.84788166795624,
"param": [
{
"p": 0.09394640475511551,
"m": 1.0
},
{
"p": 0.05858859419822693,
"m": 1.0
},
{
"p": 0.06951732933521271,
"m": 1.0
},
{
"p": 0.0690997913479805,
"m": 0.5631049275398254
},
{
"p": 0.0484650693833828,
"m": 0.034862127155065536
},
{
"p": 0.07891752570867538,
"m": 0.5713111162185669
},
{
"p": 0.06903374940156937,
"m": 0.9443367123603821
},
{
"p": 0.053203221410512924,
"m": 0.7986766695976257
},
{
"p": 0.08670635521411896,
"m": 0.9758438467979431
},
{
"p": 0.0680873692035675,
"m": 0.9659923315048218
},
{
"p": 0.0883004292845726,
"m": 0.9996957182884216
},
{
"p": 0.07489071786403656,
"m": 1.0
},
{
"p": 0.08409017324447632,
"m": 1.0
},
{
"p": 0.057153236120939255,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.0876572132110596,
"val_loss": 0.9487594366073608,
"acc": 70.51,
"time": 217.67092441703426,
"param": [
{
"p": 0.09812425822019577,
"m": 1.0
},
{
"p": 0.07485326379537582,
"m": 1.0
},
{
"p": 0.06218280643224716,
"m": 1.0
},
{
"p": 0.05915084108710289,
"m": 0.6580791473388672
},
{
"p": 0.08082861453294754,
"m": 0.062258005142211914
},
{
"p": 0.0642215758562088,
"m": 0.50218266248703
},
{
"p": 0.06204383820295334,
"m": 0.9783369302749634
},
{
"p": 0.05621196702122688,
"m": 0.8586246967315674
},
{
"p": 0.07601875811815262,
"m": 0.9529382586479187
},
{
"p": 0.0757242813706398,
"m": 0.9360651969909668
},
{
"p": 0.07751353830099106,
"m": 0.9317282438278198
},
{
"p": 0.08433550596237183,
"m": 1.0
},
{
"p": 0.060493409633636475,
"m": 1.0
},
{
"p": 0.06829719990491867,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.9517319202423096,
"val_loss": 0.9664981961250305,
"acc": 70.27,
"time": 215.5028163610259,
"param": [
{
"p": 0.08954627066850662,
"m": 1.0
},
{
"p": 0.06136693060398102,
"m": 1.0
},
{
"p": 0.10032796859741211,
"m": 1.0
},
{
"p": 0.06783639639616013,
"m": 0.6878145933151245
},
{
"p": 0.06139415502548218,
"m": 0.10317815840244293
},
{
"p": 0.0634298175573349,
"m": 0.4844990074634552
},
{
"p": 0.0689835399389267,
"m": 0.8924624919891357
},
{
"p": 0.08807427436113358,
"m": 0.844409704208374
},
{
"p": 0.08089471608400345,
"m": 0.9510475397109985
},
{
"p": 0.08890637010335922,
"m": 0.9829214215278625
},
{
"p": 0.042986687272787094,
"m": 0.8658755421638489
},
{
"p": 0.07092590630054474,
"m": 1.0
},
{
"p": 0.059178948402404785,
"m": 1.0
},
{
"p": 0.056148089468479156,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.0050020217895508,
"val_loss": 0.8660394549369812,
"acc": 70.33,
"time": 211.85709202301223,
"param": [
{
"p": 0.0815015435218811,
"m": 1.0
},
{
"p": 0.06186465919017792,
"m": 1.0
},
{
"p": 0.07051028311252594,
"m": 1.0
},
{
"p": 0.06445113569498062,
"m": 0.6684542894363403
},
{
"p": 0.08619339764118195,
"m": 0.12151090800762177
},
{
"p": 0.0797211229801178,
"m": 0.27278459072113037
},
{
"p": 0.0784669741988182,
"m": 0.9981496930122375
},
{
"p": 0.06676305085420609,
"m": 1.0
},
{
"p": 0.05845990777015686,
"m": 0.9567015171051025
},
{
"p": 0.07831525057554245,
"m": 0.9614573121070862
},
{
"p": 0.06067422032356262,
"m": 1.0
},
{
"p": 0.051106467843055725,
"m": 1.0
},
{
"p": 0.0844169333577156,
"m": 1.0
},
{
"p": 0.07755505293607712,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.8853322267532349,
"val_loss": 0.815072238445282,
"acc": 70.85,
"time": 205.06314104201738,
"param": [
{
"p": 0.06906969845294952,
"m": 1.0
},
{
"p": 0.045075397938489914,
"m": 1.0
},
{
"p": 0.08745045959949493,
"m": 1.0
},
{
"p": 0.06072240322828293,
"m": 0.589009702205658
},
{
"p": 0.06678586453199387,
"m": 0.08430274575948715
},
{
"p": 0.09496764838695526,
"m": 0.3434877097606659
},
{
"p": 0.05798950791358948,
"m": 0.9889638423919678
},
{
"p": 0.049550168216228485,
"m": 0.8962595462799072
},
{
"p": 0.08345997333526611,
"m": 0.9940531849861145
},
{
"p": 0.08106714487075806,
"m": 0.9678874611854553
},
{
"p": 0.058889102190732956,
"m": 0.9232087731361389
},
{
"p": 0.07514934986829758,
"m": 1.0
},
{
"p": 0.10230416059494019,
"m": 1.0
},
{
"p": 0.06751910597085953,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.9230861663818359,
"val_loss": 0.7467665076255798,
"acc": 69.67,
"time": 208.36620323196985,
"param": [
{
"p": 0.0767626017332077,
"m": 1.0
},
{
"p": 0.0823805183172226,
"m": 1.0
},
{
"p": 0.07868866622447968,
"m": 1.0
},
{
"p": 0.0570400096476078,
"m": 0.6190452575683594
},
{
"p": 0.07866638898849487,
"m": 0.06581240147352219
},
{
"p": 0.05627111345529556,
"m": 0.6440304517745972
},
{
"p": 0.04890824109315872,
"m": 0.859562337398529
},
{
"p": 0.08276130259037018,
"m": 0.9328876733779907
},
{
"p": 0.06828594952821732,
"m": 1.0
},
{
"p": 0.07459912449121475,
"m": 0.9650804996490479
},
{
"p": 0.07617031037807465,
"m": 1.0
},
{
"p": 0.06925786286592484,
"m": 1.0
},
{
"p": 0.07590311765670776,
"m": 1.0
},
{
"p": 0.07430468499660492,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0040175914764404,
"val_loss": 0.8723576664924622,
"acc": 70.82,
"time": 209.33821791299852,
"param": [
{
"p": 0.07267558574676514,
"m": 1.0
},
{
"p": 0.07147518545389175,
"m": 1.0
},
{
"p": 0.08686259388923645,
"m": 1.0
},
{
"p": 0.06803061068058014,
"m": 0.6858829855918884
},
{
"p": 0.06674137711524963,
"m": 0.06845921277999878
},
{
"p": 0.09394592046737671,
"m": 0.7197218537330627
},
{
"p": 0.04780476912856102,
"m": 0.8937527537345886
},
{
"p": 0.0637708306312561,
"m": 0.8945503830909729
},
{
"p": 0.07326844334602356,
"m": 0.9995495676994324
},
{
"p": 0.07049470394849777,
"m": 1.0
},
{
"p": 0.05365569889545441,
"m": 0.9837066531181335
},
{
"p": 0.09393525123596191,
"m": 1.0
},
{
"p": 0.07819901406764984,
"m": 1.0
},
{
"p": 0.059140048921108246,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.9233999252319336,
"val_loss": 0.8362634778022766,
"acc": 70.13,
"time": 204.66378382401308,
"param": [
{
"p": 0.06702376157045364,
"m": 1.0
},
{
"p": 0.06379346549510956,
"m": 1.0
},
{
"p": 0.08227720856666565,
"m": 1.0
},
{
"p": 0.03440244495868683,
"m": 0.7526108622550964
},
{
"p": 0.08131188899278641,
"m": 0.06837532669305801
},
{
"p": 0.05832371115684509,
"m": 0.6315143704414368
},
{
"p": 0.08060240745544434,
"m": 0.7270036935806274
},
{
"p": 0.06689953058958054,
"m": 0.8372617363929749
},
{
"p": 0.07185422629117966,
"m": 0.9174546599388123
},
{
"p": 0.08407530933618546,
"m": 0.9943809509277344
},
{
"p": 0.08450691401958466,
"m": 0.9879049062728882
},
{
"p": 0.07636857777833939,
"m": 1.0
},
{
"p": 0.08785410225391388,
"m": 1.0
},
{
"p": 0.060706350952386856,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.8568198680877686,
"val_loss": 0.8057906031608582,
"acc": 71.38,
"time": 213.8830482569756,
"param": [
{
"p": 0.057703275233507156,
"m": 1.0
},
{
"p": 0.04875199869275093,
"m": 1.0
},
{
"p": 0.0643821433186531,
"m": 1.0
},
{
"p": 0.0665624663233757,
"m": 0.6986513137817383
},
{
"p": 0.08238883316516876,
"m": 0.08624384552240372
},
{
"p": 0.06888090074062347,
"m": 0.6817781329154968
},
{
"p": 0.05555003881454468,
"m": 0.6924041509628296
},
{
"p": 0.06986429542303085,
"m": 0.8999646902084351
},
{
"p": 0.10334880650043488,
"m": 0.9459672570228577
},
{
"p": 0.06448804587125778,
"m": 0.7787656188011169
},
{
"p": 0.07888399064540863,
"m": 0.9960350394248962
},
{
"p": 0.07998979091644287,
"m": 1.0
},
{
"p": 0.08664324134588242,
"m": 1.0
},
{
"p": 0.07256218791007996,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.1700503826141357,
"val_loss": 0.9628241062164307,
"acc": 70.05,
"time": 212.04956901498372,
"param": [
{
"p": 0.051633208990097046,
"m": 1.0
},
{
"p": 0.049487996846437454,
"m": 1.0
},
{
"p": 0.07344352453947067,
"m": 1.0
},
{
"p": 0.078163281083107,
"m": 0.7636275887489319
},
{
"p": 0.07683489471673965,
"m": 0.0
},
{
"p": 0.08586300909519196,
"m": 0.7599983811378479
},
{
"p": 0.08262220770120621,
"m": 0.9091824889183044
},
{
"p": 0.06497102975845337,
"m": 0.824356198310852
},
{
"p": 0.09076870232820511,
"m": 0.9524906873703003
},
{
"p": 0.05551665276288986,
"m": 0.921457827091217
},
{
"p": 0.08956625312566757,
"m": 0.9933096170425415
},
{
"p": 0.06343606859445572,
"m": 1.0
},
{
"p": 0.07207618653774261,
"m": 1.0
},
{
"p": 0.06561695039272308,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.1440824270248413,
"val_loss": 0.7628899812698364,
"acc": 70.55,
"time": 210.1510354260099,
"param": [
{
"p": 0.08979247510433197,
"m": 1.0
},
{
"p": 0.06546784192323685,
"m": 1.0
},
{
"p": 0.10299167037010193,
"m": 1.0
},
{
"p": 0.05506185069680214,
"m": 0.7918535470962524
},
{
"p": 0.08382019400596619,
"m": 0.0
},
{
"p": 0.07854186743497849,
"m": 0.7672555446624756
},
{
"p": 0.07284785062074661,
"m": 0.883134663105011
},
{
"p": 0.05591065436601639,
"m": 0.8662464618682861
},
{
"p": 0.06306209415197372,
"m": 0.8943097591400146
},
{
"p": 0.058353275060653687,
"m": 0.9200820326805115
},
{
"p": 0.07443979382514954,
"m": 0.9999372959136963
},
{
"p": 0.07061658799648285,
"m": 1.0
},
{
"p": 0.06291685253381729,
"m": 1.0
},
{
"p": 0.06617702543735504,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.0633634328842163,
"val_loss": 0.7394745349884033,
"acc": 71.27,
"time": 204.01493417099118,
"param": [
{
"p": 0.08832458406686783,
"m": 1.0
},
{
"p": 0.06390280276536942,
"m": 1.0
},
{
"p": 0.08465323597192764,
"m": 1.0
},
{
"p": 0.05038497596979141,
"m": 0.8061736822128296
},
{
"p": 0.0788533166050911,
"m": 0.01273694820702076
},
{
"p": 0.06217176094651222,
"m": 0.5779039859771729
},
{
"p": 0.04582757502794266,
"m": 0.842157244682312
},
{
"p": 0.06379376351833344,
"m": 0.86647629737854
},
{
"p": 0.07734964042901993,
"m": 0.9050434231758118
},
{
"p": 0.06609747558832169,
"m": 0.9861372709274292
},
{
"p": 0.07886367291212082,
"m": 0.9988645315170288
},
{
"p": 0.08255735039710999,
"m": 1.0
},
{
"p": 0.08521323651075363,
"m": 1.0
},
{
"p": 0.07200655341148376,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.899117112159729,
"val_loss": 0.9060067534446716,
"acc": 70.59,
"time": 208.45682874595514,
"param": [
{
"p": 0.0956706553697586,
"m": 1.0
},
{
"p": 0.05509615316987038,
"m": 1.0
},
{
"p": 0.0711432695388794,
"m": 1.0
},
{
"p": 0.06614886969327927,
"m": 0.8893148303031921
},
{
"p": 0.07969402521848679,
"m": 0.0
},
{
"p": 0.08001367002725601,
"m": 0.668643057346344
},
{
"p": 0.058791279792785645,
"m": 0.8954388499259949
},
{
"p": 0.07155582308769226,
"m": 0.9598790407180786
},
{
"p": 0.08600305020809174,
"m": 1.0
},
{
"p": 0.061508648097515106,
"m": 0.9972966909408569
},
{
"p": 0.0706116259098053,
"m": 0.9396108984947205
},
{
"p": 0.0719086304306984,
"m": 1.0
},
{
"p": 0.06300904601812363,
"m": 1.0
},
{
"p": 0.06884526461362839,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.0248875617980957,
"val_loss": 0.8530763387680054,
"acc": 69.63,
"time": 211.01807714800816,
"param": [
{
"p": 0.09123651683330536,
"m": 1.0
},
{
"p": 0.048893269151449203,
"m": 1.0
},
{
"p": 0.08325344324111938,
"m": 1.0
},
{
"p": 0.0659787654876709,
"m": 0.952246367931366
},
{
"p": 0.07604344934225082,
"m": 0.010392919182777405
},
{
"p": 0.07170341163873672,
"m": 0.6335526704788208
},
{
"p": 0.06631012260913849,
"m": 0.7656460404396057
},
{
"p": 0.08148801326751709,
"m": 0.905729353427887
},
{
"p": 0.06436953693628311,
"m": 1.0
},
{
"p": 0.06787742674350739,
"m": 0.9950140714645386
},
{
"p": 0.07917408645153046,
"m": 0.964215874671936
},
{
"p": 0.07287479192018509,
"m": 1.0
},
{
"p": 0.07008277624845505,
"m": 1.0
},
{
"p": 0.06071445718407631,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9419336318969727,
"val_loss": 0.8453316688537598,
"acc": 71.4,
"time": 208.68612091604155,
"param": [
{
"p": 0.08453522622585297,
"m": 1.0
},
{
"p": 0.03541267663240433,
"m": 1.0
},
{
"p": 0.07818518579006195,
"m": 1.0
},
{
"p": 0.0607365183532238,
"m": 0.942999541759491
},
{
"p": 0.08433305472135544,
"m": 0.0
},
{
"p": 0.0869959220290184,
"m": 0.8035181164741516
},
{
"p": 0.0671752318739891,
"m": 0.7101982831954956
},
{
"p": 0.06878837943077087,
"m": 1.0
},
{
"p": 0.07573065906763077,
"m": 0.9846182465553284
},
{
"p": 0.060936085879802704,
"m": 0.984336256980896
},
{
"p": 0.0772591084241867,
"m": 1.0
},
{
"p": 0.07434169948101044,
"m": 1.0
},
{
"p": 0.07466473430395126,
"m": 1.0
},
{
"p": 0.07090551406145096,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.020855188369751,
"val_loss": 0.8773873448371887,
"acc": 71.76,
"time": 205.82337313500466,
"param": [
{
"p": 0.06066931039094925,
"m": 1.0
},
{
"p": 0.06531788408756256,
"m": 1.0
},
{
"p": 0.08757048100233078,
"m": 1.0
},
{
"p": 0.059462808072566986,
"m": 0.9510705471038818
},
{
"p": 0.06496652215719223,
"m": 0.0
},
{
"p": 0.07255376130342484,
"m": 0.8252583146095276
},
{
"p": 0.06685766577720642,
"m": 0.9086582660675049
},
{
"p": 0.09176778793334961,
"m": 0.8500849604606628
},
{
"p": 0.07712472230195999,
"m": 0.9926580190658569
},
{
"p": 0.07493288815021515,
"m": 0.963261604309082
},
{
"p": 0.05826688930392265,
"m": 1.0
},
{
"p": 0.08175447583198547,
"m": 1.0
},
{
"p": 0.07271141558885574,
"m": 1.0
},
{
"p": 0.06604330241680145,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.0277782678604126,
"val_loss": 0.8086642622947693,
"acc": 70.3,
"time": 212.78051064000465,
"param": [
{
"p": 0.06346211582422256,
"m": 1.0
},
{
"p": 0.06054778769612312,
"m": 1.0
},
{
"p": 0.08025260269641876,
"m": 1.0
},
{
"p": 0.07707740366458893,
"m": 0.8766997456550598
},
{
"p": 0.08785092085599899,
"m": 0.0
},
{
"p": 0.04313400760293007,
"m": 0.9044263362884521
},
{
"p": 0.05983801558613777,
"m": 0.750163197517395
},
{
"p": 0.056546736508607864,
"m": 0.9499963521957397
},
{
"p": 0.09350700676441193,
"m": 0.9892704486846924
},
{
"p": 0.0719573050737381,
"m": 0.9833461046218872
},
{
"p": 0.06627622991800308,
"m": 0.9176278114318848
},
{
"p": 0.07067947834730148,
"m": 1.0
},
{
"p": 0.10198159515857697,
"m": 1.0
},
{
"p": 0.06688883900642395,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.9111244082450867,
"val_loss": 0.7086963653564453,
"acc": 70.81,
"time": 217.8016926239943,
"param": [
{
"p": 0.06864268332719803,
"m": 1.0
},
{
"p": 0.037165917456150055,
"m": 1.0
},
{
"p": 0.1080096885561943,
"m": 1.0
},
{
"p": 0.08643601834774017,
"m": 0.8002095222473145
},
{
"p": 0.08153766393661499,
"m": 0.08504225313663483
},
{
"p": 0.07767585664987564,
"m": 0.9832226634025574
},
{
"p": 0.07465183734893799,
"m": 0.6755228042602539
},
{
"p": 0.04994562268257141,
"m": 0.8096656203269958
},
{
"p": 0.05596083030104637,
"m": 0.997018039226532
},
{
"p": 0.05189293622970581,
"m": 0.9588984251022339
},
{
"p": 0.07058490812778473,
"m": 0.9186970591545105
},
{
"p": 0.070051409304142,
"m": 1.0
},
{
"p": 0.09442715346813202,
"m": 1.0
},
{
"p": 0.07301751524209976,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.8219267129898071,
"val_loss": 0.8665972948074341,
"acc": 71.93,
"time": 217.48393053002656,
"param": [
{
"p": 0.08973412215709686,
"m": 1.0
},
{
"p": 0.08294347673654556,
"m": 1.0
},
{
"p": 0.07502907514572144,
"m": 1.0
},
{
"p": 0.060477860271930695,
"m": 0.6465585231781006
},
{
"p": 0.07284598797559738,
"m": 0.13807405531406403
},
{
"p": 0.03613942861557007,
"m": 0.9496662616729736
},
{
"p": 0.04763152822852135,
"m": 0.6372500658035278
},
{
"p": 0.04227885603904724,
"m": 0.767624020576477
},
{
"p": 0.08667238056659698,
"m": 0.9964491128921509
},
{
"p": 0.08216707408428192,
"m": 0.9433203339576721
},
{
"p": 0.06979669630527496,
"m": 0.8560731410980225
},
{
"p": 0.09978849440813065,
"m": 1.0
},
{
"p": 0.07552654296159744,
"m": 1.0
},
{
"p": 0.07896853238344193,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.0161799192428589,
"val_loss": 0.8190735578536987,
"acc": 69.54,
"time": 205.30858392000664,
"param": [
{
"p": 0.07289108633995056,
"m": 1.0
},
{
"p": 0.06644702702760696,
"m": 1.0
},
{
"p": 0.07095036655664444,
"m": 1.0
},
{
"p": 0.06225009635090828,
"m": 0.7090763449668884
},
{
"p": 0.07353518158197403,
"m": 0.06265388429164886
},
{
"p": 0.07050599902868271,
"m": 0.9607304334640503
},
{
"p": 0.08812986314296722,
"m": 0.7298142313957214
},
{
"p": 0.05758887156844139,
"m": 0.8817247748374939
},
{
"p": 0.08091331273317337,
"m": 1.0
},
{
"p": 0.059459950774908066,
"m": 0.9145803451538086
},
{
"p": 0.0820494145154953,
"m": 0.9442052841186523
},
{
"p": 0.07778588682413101,
"m": 1.0
},
{
"p": 0.07133830338716507,
"m": 1.0
},
{
"p": 0.06615473330020905,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.1160775423049927,
"val_loss": 0.7951241731643677,
"acc": 71.51,
"time": 215.58400342299137,
"param": [
{
"p": 0.07124821096658707,
"m": 1.0
},
{
"p": 0.050343628972768784,
"m": 1.0
},
{
"p": 0.08037491142749786,
"m": 1.0
},
{
"p": 0.0797027125954628,
"m": 0.8497780561447144
},
{
"p": 0.06540100276470184,
"m": 0.16093334555625916
},
{
"p": 0.06460044533014297,
"m": 0.8811889886856079
},
{
"p": 0.05826323479413986,
"m": 0.7441614270210266
},
{
"p": 0.048112690448760986,
"m": 0.9775738716125488
},
{
"p": 0.09499090909957886,
"m": 0.9669464826583862
},
{
"p": 0.07355978339910507,
"m": 0.9365159869194031
},
{
"p": 0.08866887539625168,
"m": 0.9996954798698425
},
{
"p": 0.09425973147153854,
"m": 1.0
},
{
"p": 0.055045854300260544,
"m": 1.0
},
{
"p": 0.07542798668146133,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.9263834357261658,
"val_loss": 0.9206691384315491,
"acc": 71.74,
"time": 215.19629403296858,
"param": [
{
"p": 0.08138438314199448,
"m": 1.0
},
{
"p": 0.05936082825064659,
"m": 1.0
},
{
"p": 0.06757238507270813,
"m": 1.0
},
{
"p": 0.07151717692613602,
"m": 0.8435042500495911
},
{
"p": 0.07787664234638214,
"m": 0.07734444737434387
},
{
"p": 0.061749596148729324,
"m": 0.9552416205406189
},
{
"p": 0.069385826587677,
"m": 0.7482815980911255
},
{
"p": 0.061369530856609344,
"m": 0.9208301305770874
},
{
"p": 0.063860222697258,
"m": 0.9980785250663757
},
{
"p": 0.08441603183746338,
"m": 0.9481087327003479
},
{
"p": 0.09022598713636398,
"m": 1.0
},
{
"p": 0.059396639466285706,
"m": 1.0
},
{
"p": 0.08813699334859848,
"m": 1.0
},
{
"p": 0.06374769657850266,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.0404995679855347,
"val_loss": 0.7745136618614197,
"acc": 70.41,
"time": 216.88740222604247,
"param": [
{
"p": 0.059458184987306595,
"m": 1.0
},
{
"p": 0.0599859245121479,
"m": 1.0
},
{
"p": 0.08064930886030197,
"m": 1.0
},
{
"p": 0.053089264780282974,
"m": 0.7969632148742676
},
{
"p": 0.08509017527103424,
"m": 0.011281175538897514
},
{
"p": 0.08971808850765228,
"m": 0.8331681489944458
},
{
"p": 0.08301830291748047,
"m": 0.694847822189331
},
{
"p": 0.0807926133275032,
"m": 0.8328808546066284
},
{
"p": 0.07216186076402664,
"m": 0.992316484451294
},
{
"p": 0.06610745936632156,
"m": 0.9798351526260376
},
{
"p": 0.07173594832420349,
"m": 0.9910193681716919
},
{
"p": 0.07168221473693848,
"m": 1.0
},
{
"p": 0.06945063173770905,
"m": 1.0
},
{
"p": 0.05706000328063965,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.030844807624817,
"val_loss": 0.8158745169639587,
"acc": 72.08,
"time": 213.3506105610286,
"param": [
{
"p": 0.09071515500545502,
"m": 1.0
},
{
"p": 0.06243486702442169,
"m": 1.0
},
{
"p": 0.08112864941358566,
"m": 1.0
},
{
"p": 0.05912652239203453,
"m": 0.795934796333313
},
{
"p": 0.1013152226805687,
"m": 0.001209764159284532
},
{
"p": 0.03379106521606445,
"m": 0.873884379863739
},
{
"p": 0.061036162078380585,
"m": 0.8511834740638733
},
{
"p": 0.07545460015535355,
"m": 0.8051186800003052
},
{
"p": 0.06973676383495331,
"m": 0.9676535129547119
},
{
"p": 0.0697331577539444,
"m": 0.9382897019386292
},
{
"p": 0.07523858547210693,
"m": 1.0
},
{
"p": 0.07864420115947723,
"m": 1.0
},
{
"p": 0.08200708776712418,
"m": 1.0
},
{
"p": 0.05963798239827156,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.8034361004829407,
"val_loss": 0.8830377459526062,
"acc": 71.67,
"time": 214.39228293299675,
"param": [
{
"p": 0.07870746403932571,
"m": 1.0
},
{
"p": 0.059191133826971054,
"m": 1.0
},
{
"p": 0.08531346172094345,
"m": 1.0
},
{
"p": 0.06356913596391678,
"m": 0.9673172235488892
},
{
"p": 0.07450281083583832,
"m": 0.0
},
{
"p": 0.07378653436899185,
"m": 0.8644378185272217
},
{
"p": 0.08915716409683228,
"m": 0.6901169419288635
},
{
"p": 0.05694166570901871,
"m": 0.9680078029632568
},
{
"p": 0.07655136287212372,
"m": 1.0
},
{
"p": 0.07268135249614716,
"m": 0.8777276873588562
},
{
"p": 0.04894501343369484,
"m": 0.9567652940750122
},
{
"p": 0.0638120174407959,
"m": 1.0
},
{
"p": 0.07000259310007095,
"m": 1.0
},
{
"p": 0.0868382677435875,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.035718560218811,
"val_loss": 0.7560195922851562,
"acc": 70.04,
"time": 216.7474500319804,
"param": [
{
"p": 0.0640372559428215,
"m": 1.0
},
{
"p": 0.06240638718008995,
"m": 1.0
},
{
"p": 0.0962572917342186,
"m": 1.0
},
{
"p": 0.06966638565063477,
"m": 0.9169504642486572
},
{
"p": 0.07974710315465927,
"m": 0.0
},
{
"p": 0.07260613888502121,
"m": 0.9564749598503113
},
{
"p": 0.07688819617033005,
"m": 0.6625741720199585
},
{
"p": 0.07527606189250946,
"m": 0.9212251305580139
},
{
"p": 0.0728716254234314,
"m": 0.9927191138267517
},
{
"p": 0.06799007207155228,
"m": 0.8181188702583313
},
{
"p": 0.04950445517897606,
"m": 0.9943900108337402
},
{
"p": 0.08573316782712936,
"m": 1.0
},
{
"p": 0.06780948489904404,
"m": 1.0
},
{
"p": 0.05920625478029251,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.9295902848243713,
"val_loss": 0.8095847964286804,
"acc": 72.07,
"time": 204.98476558900438,
"param": [
{
"p": 0.08538651466369629,
"m": 1.0
},
{
"p": 0.05439784377813339,
"m": 1.0
},
{
"p": 0.07293684035539627,
"m": 1.0
},
{
"p": 0.07898174226284027,
"m": 0.9227471351623535
},
{
"p": 0.06317906081676483,
"m": 0.0
},
{
"p": 0.058199673891067505,
"m": 0.9886587262153625
},
{
"p": 0.07286210358142853,
"m": 0.6044466495513916
},
{
"p": 0.05642837658524513,
"m": 0.8297068476676941
},
{
"p": 0.06905795633792877,
"m": 0.9580182433128357
},
{
"p": 0.06855632364749908,
"m": 0.7777753472328186
},
{
"p": 0.0685809999704361,
"m": 0.9980297684669495
},
{
"p": 0.0907580778002739,
"m": 1.0
},
{
"p": 0.0837680995464325,
"m": 1.0
},
{
"p": 0.07690650969743729,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.0150808095932007,
"val_loss": 0.8311472535133362,
"acc": 72.25,
"time": 212.52227731002495,
"param": [
{
"p": 0.07048974931240082,
"m": 1.0
},
{
"p": 0.06714215129613876,
"m": 1.0
},
{
"p": 0.07844460755586624,
"m": 1.0
},
{
"p": 0.0502186194062233,
"m": 0.8897755146026611
},
{
"p": 0.08928456902503967,
"m": 0.0
},
{
"p": 0.0549851655960083,
"m": 0.9623461365699768
},
{
"p": 0.045724377036094666,
"m": 0.6741146445274353
},
{
"p": 0.07375045120716095,
"m": 0.8060983419418335
},
{
"p": 0.0554310642182827,
"m": 0.9008668065071106
},
{
"p": 0.07843540608882904,
"m": 0.8306909203529358
},
{
"p": 0.0804721787571907,
"m": 0.9298980236053467
},
{
"p": 0.08540578186511993,
"m": 1.0
},
{
"p": 0.07195434719324112,
"m": 1.0
},
{
"p": 0.0982615053653717,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9001893401145935,
"val_loss": 0.8389784693717957,
"acc": 71.86,
"time": 214.88861163600814,
"param": [
{
"p": 0.0866362676024437,
"m": 1.0
},
{
"p": 0.05234471708536148,
"m": 1.0
},
{
"p": 0.10040292888879776,
"m": 1.0
},
{
"p": 0.05832723155617714,
"m": 0.9235348105430603
},
{
"p": 0.07891087979078293,
"m": 0.0
},
{
"p": 0.06121217459440231,
"m": 0.982314944267273
},
{
"p": 0.05110568553209305,
"m": 0.679673969745636
},
{
"p": 0.06255984306335449,
"m": 0.7946113348007202
},
{
"p": 0.06939554214477539,
"m": 0.9152246117591858
},
{
"p": 0.08403708785772324,
"m": 0.8761853575706482
},
{
"p": 0.07545933872461319,
"m": 0.8927422761917114
},
{
"p": 0.06993753463029861,
"m": 1.0
},
{
"p": 0.07642906159162521,
"m": 1.0
},
{
"p": 0.07324164360761642,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0000144243240356,
"val_loss": 0.7425099611282349,
"acc": 72.46,
"time": 215.04143108101562,
"param": [
{
"p": 0.06895843893289566,
"m": 1.0
},
{
"p": 0.062272101640701294,
"m": 1.0
},
{
"p": 0.08172303438186646,
"m": 1.0
},
{
"p": 0.05036577582359314,
"m": 0.9062743186950684
},
{
"p": 0.05538481846451759,
"m": 0.006741996388882399
},
{
"p": 0.05112484470009804,
"m": 0.979684054851532
},
{
"p": 0.06678707897663116,
"m": 0.6222860813140869
},
{
"p": 0.0728403851389885,
"m": 0.7048717141151428
},
{
"p": 0.0862380862236023,
"m": 0.9036559462547302
},
{
"p": 0.07699199765920639,
"m": 0.8700931072235107
},
{
"p": 0.0675847977399826,
"m": 0.8529049158096313
},
{
"p": 0.09234803915023804,
"m": 1.0
},
{
"p": 0.07535059005022049,
"m": 1.0
},
{
"p": 0.09202998131513596,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.7248492240905762,
"val_loss": 0.8786932229995728,
"acc": 71.84,
"time": 205.17065952898702,
"param": [
{
"p": 0.08517156541347504,
"m": 1.0
},
{
"p": 0.04141690209507942,
"m": 1.0
},
{
"p": 0.085417740046978,
"m": 1.0
},
{
"p": 0.07979901134967804,
"m": 0.8471541404724121
},
{
"p": 0.06683684140443802,
"m": 0.0
},
{
"p": 0.04404941573739052,
"m": 0.9216046929359436
},
{
"p": 0.08522230386734009,
"m": 0.770775318145752
},
{
"p": 0.09690675139427185,
"m": 0.8123853802680969
},
{
"p": 0.07779578864574432,
"m": 1.0
},
{
"p": 0.056659020483493805,
"m": 0.8579310178756714
},
{
"p": 0.056389328092336655,
"m": 0.9337536096572876
},
{
"p": 0.08299297094345093,
"m": 1.0
},
{
"p": 0.07460380345582962,
"m": 1.0
},
{
"p": 0.06673859059810638,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.0845834016799927,
"val_loss": 0.8832089304924011,
"acc": 71.25,
"time": 216.5588731340249,
"param": [
{
"p": 0.0726921409368515,
"m": 1.0
},
{
"p": 0.06955793499946594,
"m": 1.0
},
{
"p": 0.07902491092681885,
"m": 1.0
},
{
"p": 0.056772325187921524,
"m": 0.8271733522415161
},
{
"p": 0.04994809255003929,
"m": 0.045539338141679764
},
{
"p": 0.07361523061990738,
"m": 0.986806333065033
},
{
"p": 0.09458891302347183,
"m": 0.9707590937614441
},
{
"p": 0.05589434877038002,
"m": 0.9315558075904846
},
{
"p": 0.07389628142118454,
"m": 0.9995889663696289
},
{
"p": 0.08693639934062958,
"m": 0.9493430256843567
},
{
"p": 0.07076144963502884,
"m": 0.9739634990692139
},
{
"p": 0.061527691781520844,
"m": 1.0
},
{
"p": 0.06312671303749084,
"m": 1.0
},
{
"p": 0.09165750443935394,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9181284308433533,
"val_loss": 0.8171888589859009,
"acc": 72.28,
"time": 206.1599048259668,
"param": [
{
"p": 0.08124805241823196,
"m": 1.0
},
{
"p": 0.04678792878985405,
"m": 1.0
},
{
"p": 0.06659457832574844,
"m": 1.0
},
{
"p": 0.08394815772771835,
"m": 0.7264723181724548
},
{
"p": 0.06360852718353271,
"m": 0.1438688039779663
},
{
"p": 0.08967868238687515,
"m": 0.9454476237297058
},
{
"p": 0.05280973017215729,
"m": 0.941217839717865
},
{
"p": 0.08031653612852097,
"m": 0.8136346936225891
},
{
"p": 0.05609704181551933,
"m": 0.9169995784759521
},
{
"p": 0.08089467138051987,
"m": 0.7497534155845642
},
{
"p": 0.08342456072568893,
"m": 0.9620009660720825
},
{
"p": 0.07896372675895691,
"m": 1.0
},
{
"p": 0.05827050656080246,
"m": 1.0
},
{
"p": 0.0773572325706482,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.7557984590530396,
"val_loss": 0.8064020872116089,
"acc": 72.02,
"time": 211.3830608240096,
"param": [
{
"p": 0.08302856981754303,
"m": 1.0
},
{
"p": 0.07400981336832047,
"m": 1.0
},
{
"p": 0.08741133660078049,
"m": 1.0
},
{
"p": 0.05709424987435341,
"m": 0.7558884620666504
},
{
"p": 0.0668327733874321,
"m": 0.18384599685668945
},
{
"p": 0.06372760981321335,
"m": 1.0
},
{
"p": 0.08317986130714417,
"m": 0.9658553004264832
},
{
"p": 0.06694839894771576,
"m": 0.8434504270553589
},
{
"p": 0.06178835406899452,
"m": 0.9430060982704163
},
{
"p": 0.08484479039907455,
"m": 0.9789761304855347
},
{
"p": 0.06548410654067993,
"m": 0.9950196146965027
},
{
"p": 0.0709131583571434,
"m": 1.0
},
{
"p": 0.09888993203639984,
"m": 1.0
},
{
"p": 0.03584690019488335,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.2083995342254639,
"val_loss": 0.6960157752037048,
"acc": 72.43,
"time": 209.60455495800124,
"param": [
{
"p": 0.09952270239591599,
"m": 1.0
},
{
"p": 0.06205820292234421,
"m": 1.0
},
{
"p": 0.05705767497420311,
"m": 1.0
},
{
"p": 0.07241854816675186,
"m": 0.734337329864502
},
{
"p": 0.06569349765777588,
"m": 0.1728794425725937
},
{
"p": 0.09080763161182404,
"m": 0.9621806740760803
},
{
"p": 0.05978567525744438,
"m": 0.8958604335784912
},
{
"p": 0.0845663771033287,
"m": 0.7775065898895264
},
{
"p": 0.06611928343772888,
"m": 0.9482554197311401
},
{
"p": 0.05285646766424179,
"m": 0.9831018447875977
},
{
"p": 0.07599395513534546,
"m": 0.9464608430862427
},
{
"p": 0.06280399113893509,
"m": 1.0
},
{
"p": 0.05698193982243538,
"m": 1.0
},
{
"p": 0.09333402663469315,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.0345693826675415,
"val_loss": 0.7986963987350464,
"acc": 72.11,
"time": 208.3821636820212,
"param": [
{
"p": 0.08898472785949707,
"m": 1.0
},
{
"p": 0.07335968315601349,
"m": 1.0
},
{
"p": 0.07855099439620972,
"m": 1.0
},
{
"p": 0.07962043583393097,
"m": 0.7729763984680176
},
{
"p": 0.05981414392590523,
"m": 0.11764449626207352
},
{
"p": 0.08552408218383789,
"m": 0.7888988256454468
},
{
"p": 0.056655094027519226,
"m": 0.7869012951850891
},
{
"p": 0.07639794051647186,
"m": 0.9708144068717957
},
{
"p": 0.07067126780748367,
"m": 0.9417895078659058
},
{
"p": 0.06533970683813095,
"m": 0.9333569407463074
},
{
"p": 0.05996048077940941,
"m": 0.9818119406700134
},
{
"p": 0.07093808799982071,
"m": 1.0
},
{
"p": 0.06817696243524551,
"m": 1.0
},
{
"p": 0.0660063773393631,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.7339780330657959,
"val_loss": 0.8543291091918945,
"acc": 71.98,
"time": 209.01068288495298,
"param": [
{
"p": 0.08428078889846802,
"m": 1.0
},
{
"p": 0.05794976279139519,
"m": 1.0
},
{
"p": 0.06121248006820679,
"m": 1.0
},
{
"p": 0.0667470321059227,
"m": 0.7756243348121643
},
{
"p": 0.06750597804784775,
"m": 0.09969978779554367
},
{
"p": 0.04617321863770485,
"m": 0.9126542806625366
},
{
"p": 0.07040292769670486,
"m": 0.813549280166626
},
{
"p": 0.06768190860748291,
"m": 0.982205867767334
},
{
"p": 0.07666243612766266,
"m": 0.9290836453437805
},
{
"p": 0.08768923580646515,
"m": 0.9091097712516785
},
{
"p": 0.08434835821390152,
"m": 0.9226222634315491
},
{
"p": 0.06304695457220078,
"m": 1.0
},
{
"p": 0.07005675882101059,
"m": 1.0
},
{
"p": 0.09624217450618744,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.8225449919700623,
"val_loss": 0.8309270739555359,
"acc": 71.66,
"time": 209.65092417801498,
"param": [
{
"p": 0.07879841327667236,
"m": 1.0
},
{
"p": 0.08319713175296783,
"m": 1.0
},
{
"p": 0.07257016003131866,
"m": 1.0
},
{
"p": 0.05630577728152275,
"m": 0.7404840588569641
},
{
"p": 0.057853084057569504,
"m": 0.10659247636795044
},
{
"p": 0.06458161771297455,
"m": 0.9431502223014832
},
{
"p": 0.06836976855993271,
"m": 0.8299974799156189
},
{
"p": 0.05483153834939003,
"m": 0.9568721652030945
},
{
"p": 0.06368564069271088,
"m": 0.9815801978111267
},
{
"p": 0.0806262269616127,
"m": 0.8476995825767517
},
{
"p": 0.07501398026943207,
"m": 0.9017807245254517
},
{
"p": 0.07395912706851959,
"m": 1.0
},
{
"p": 0.09026086330413818,
"m": 1.0
},
{
"p": 0.07994663715362549,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.9066160917282104,
"val_loss": 0.9757686257362366,
"acc": 72.37,
"time": 211.00070500100264,
"param": [
{
"p": 0.07143545895814896,
"m": 1.0
},
{
"p": 0.042817093431949615,
"m": 1.0
},
{
"p": 0.09642402082681656,
"m": 1.0
},
{
"p": 0.07154037058353424,
"m": 0.8751295804977417
},
{
"p": 0.03794892132282257,
"m": 0.10875168442726135
},
{
"p": 0.0623486265540123,
"m": 0.9991232752799988
},
{
"p": 0.06338778138160706,
"m": 0.8837454319000244
},
{
"p": 0.10133326798677444,
"m": 0.8498911261558533
},
{
"p": 0.06451805680990219,
"m": 0.9704933762550354
},
{
"p": 0.09013859927654266,
"m": 0.8988257050514221
},
{
"p": 0.06682935357093811,
"m": 0.8889210224151611
},
{
"p": 0.0771486833691597,
"m": 1.0
},
{
"p": 0.058326177299022675,
"m": 1.0
},
{
"p": 0.09580358862876892,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.9273405075073242,
"val_loss": 0.7677609920501709,
"acc": 73.18,
"time": 211.44675144401845,
"param": [
{
"p": 0.09058248996734619,
"m": 1.0
},
{
"p": 0.011931193992495537,
"m": 1.0
},
{
"p": 0.07740656286478043,
"m": 1.0
},
{
"p": 0.08334160596132278,
"m": 0.9382292628288269
},
{
"p": 0.04117044433951378,
"m": 0.11686696857213974
},
{
"p": 0.059351399540901184,
"m": 1.0
},
{
"p": 0.067113496363163,
"m": 0.8387699723243713
},
{
"p": 0.06956645101308823,
"m": 0.8894832134246826
},
{
"p": 0.07322568446397781,
"m": 0.9678082466125488
},
{
"p": 0.06512214988470078,
"m": 0.877474308013916
},
{
"p": 0.100614033639431,
"m": 0.939689576625824
},
{
"p": 0.08846282958984375,
"m": 1.0
},
{
"p": 0.10527273267507553,
"m": 1.0
},
{
"p": 0.06683897972106934,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.0844709873199463,
"val_loss": 0.8330531120300293,
"acc": 71.83,
"time": 216.24983345798682,
"param": [
{
"p": 0.09151694923639297,
"m": 1.0
},
{
"p": 0.05567214637994766,
"m": 1.0
},
{
"p": 0.06419818103313446,
"m": 1.0
},
{
"p": 0.050967611372470856,
"m": 0.9279642701148987
},
{
"p": 0.07396230101585388,
"m": 0.2800683379173279
},
{
"p": 0.07835216820240021,
"m": 1.0
},
{
"p": 0.05454343929886818,
"m": 0.8966677188873291
},
{
"p": 0.07178992033004761,
"m": 0.8294029235839844
},
{
"p": 0.08032704889774323,
"m": 1.0
},
{
"p": 0.06745591014623642,
"m": 0.8474934697151184
},
{
"p": 0.07310353219509125,
"m": 0.877068817615509
},
{
"p": 0.07612329721450806,
"m": 1.0
},
{
"p": 0.06908692419528961,
"m": 1.0
},
{
"p": 0.09290061146020889,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.867503821849823,
"val_loss": 0.7573403716087341,
"acc": 72.74,
"time": 210.83397709199926,
"param": [
{
"p": 0.09890510886907578,
"m": 1.0
},
{
"p": 0.07537258416414261,
"m": 1.0
},
{
"p": 0.07466495037078857,
"m": 1.0
},
{
"p": 0.047186896204948425,
"m": 0.9913635849952698
},
{
"p": 0.05472559481859207,
"m": 0.38848167657852173
},
{
"p": 0.07192967087030411,
"m": 0.9046585559844971
},
{
"p": 0.048695385456085205,
"m": 0.7679141759872437
},
{
"p": 0.09578792750835419,
"m": 0.8864774703979492
},
{
"p": 0.0627630278468132,
"m": 0.9957333207130432
},
{
"p": 0.0724652037024498,
"m": 0.906728982925415
},
{
"p": 0.05944856256246567,
"m": 0.9557488560676575
},
{
"p": 0.08933337777853012,
"m": 1.0
},
{
"p": 0.08424164354801178,
"m": 1.0
},
{
"p": 0.06448011845350266,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.8143275380134583,
"val_loss": 0.7615243196487427,
"acc": 71.97,
"time": 204.6051781839924,
"param": [
{
"p": 0.09061507880687714,
"m": 1.0
},
{
"p": 0.061489131301641464,
"m": 1.0
},
{
"p": 0.11425033211708069,
"m": 1.0
},
{
"p": 0.07811719179153442,
"m": 0.8338847160339355
},
{
"p": 0.03499480336904526,
"m": 0.39252376556396484
},
{
"p": 0.09004147350788116,
"m": 0.8254615068435669
},
{
"p": 0.06884031742811203,
"m": 0.771482527256012
},
{
"p": 0.056147340685129166,
"m": 0.8634727597236633
},
{
"p": 0.06680893152952194,
"m": 0.9948047399520874
},
{
"p": 0.08720862865447998,
"m": 0.9954764246940613
},
{
"p": 0.04423300921916962,
"m": 0.9676140546798706
},
{
"p": 0.06967765837907791,
"m": 1.0
},
{
"p": 0.08129622787237167,
"m": 1.0
},
{
"p": 0.05627986788749695,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.1335387229919434,
"val_loss": 0.8640064001083374,
"acc": 71.86,
"time": 213.5641013989807,
"param": [
{
"p": 0.10630498081445694,
"m": 1.0
},
{
"p": 0.06881691515445709,
"m": 1.0
},
{
"p": 0.07103363424539566,
"m": 1.0
},
{
"p": 0.06245879828929901,
"m": 0.704206645488739
},
{
"p": 0.04126085340976715,
"m": 0.4781022071838379
},
{
"p": 0.08246398717164993,
"m": 0.6705446839332581
},
{
"p": 0.07867637276649475,
"m": 0.7522528767585754
},
{
"p": 0.05848492309451103,
"m": 1.0
},
{
"p": 0.06936001777648926,
"m": 0.9976012706756592
},
{
"p": 0.06474223732948303,
"m": 0.9101754426956177
},
{
"p": 0.06106799468398094,
"m": 0.9952529072761536
},
{
"p": 0.06034135818481445,
"m": 1.0
},
{
"p": 0.11553187668323517,
"m": 1.0
},
{
"p": 0.05945610627532005,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.2882589101791382,
"val_loss": 0.7759343981742859,
"acc": 72.27,
"time": 215.8669149740017,
"param": [
{
"p": 0.07366830855607986,
"m": 1.0
},
{
"p": 0.04713477939367294,
"m": 1.0
},
{
"p": 0.09656768292188644,
"m": 1.0
},
{
"p": 0.06016610935330391,
"m": 0.672839879989624
},
{
"p": 0.06283587962388992,
"m": 0.5764198303222656
},
{
"p": 0.06552591174840927,
"m": 0.6122848987579346
},
{
"p": 0.040315963327884674,
"m": 0.8928287625312805
},
{
"p": 0.052599210292100906,
"m": 0.9727305769920349
},
{
"p": 0.07552051544189453,
"m": 0.8923996686935425
},
{
"p": 0.08770404011011124,
"m": 0.9018419981002808
},
{
"p": 0.08797596395015717,
"m": 0.9577639102935791
},
{
"p": 0.07788501679897308,
"m": 1.0
},
{
"p": 0.09155082702636719,
"m": 1.0
},
{
"p": 0.08054981380701065,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.8678078055381775,
"val_loss": 0.785215437412262,
"acc": 72.48,
"time": 206.80806706502335,
"param": [
{
"p": 0.09089525043964386,
"m": 1.0
},
{
"p": 0.0594373419880867,
"m": 1.0
},
{
"p": 0.07350834459066391,
"m": 1.0
},
{
"p": 0.06832543760538101,
"m": 0.7054141163825989
},
{
"p": 0.06219255551695824,
"m": 0.5223402380943298
},
{
"p": 0.05941247195005417,
"m": 0.6690905094146729
},
{
"p": 0.07544463127851486,
"m": 1.0
},
{
"p": 0.07885419577360153,
"m": 0.9850383996963501
},
{
"p": 0.05724966526031494,
"m": 0.923385500907898
},
{
"p": 0.07999870926141739,
"m": 0.9429171085357666
},
{
"p": 0.07044439762830734,
"m": 0.9958667159080505
},
{
"p": 0.06155572459101677,
"m": 1.0
},
{
"p": 0.08530096709728241,
"m": 1.0
},
{
"p": 0.07738032937049866,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.8705604076385498,
"val_loss": 0.7817245125770569,
"acc": 72.89,
"time": 206.78468979900936,
"param": [
{
"p": 0.0994713306427002,
"m": 1.0
},
{
"p": 0.061230238527059555,
"m": 1.0
},
{
"p": 0.10903417319059372,
"m": 1.0
},
{
"p": 0.046898845583200455,
"m": 0.7996110916137695
},
{
"p": 0.06771745532751083,
"m": 0.3939518332481384
},
{
"p": 0.059863679111003876,
"m": 0.6655344367027283
},
{
"p": 0.07281588017940521,
"m": 0.9821324944496155
},
{
"p": 0.07633284479379654,
"m": 0.8558309078216553
},
{
"p": 0.06670641899108887,
"m": 1.0
},
{
"p": 0.0840214192867279,
"m": 0.8203130960464478
},
{
"p": 0.07119229435920715,
"m": 1.0
},
{
"p": 0.05619380623102188,
"m": 1.0
},
{
"p": 0.060993049293756485,
"m": 1.0
},
{
"p": 0.06752858310937881,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.9101566672325134,
"val_loss": 0.8808890581130981,
"acc": 72.12,
"time": 216.5464684650069,
"param": [
{
"p": 0.0708293467760086,
"m": 1.0
},
{
"p": 0.07010968029499054,
"m": 1.0
},
{
"p": 0.08680952340364456,
"m": 1.0
},
{
"p": 0.05368879437446594,
"m": 0.7988143563270569
},
{
"p": 0.05360160022974014,
"m": 0.43662023544311523
},
{
"p": 0.09354238957166672,
"m": 0.7012343406677246
},
{
"p": 0.06223971024155617,
"m": 0.9987249374389648
},
{
"p": 0.06296494603157043,
"m": 0.8942543268203735
},
{
"p": 0.059527505189180374,
"m": 0.9948652386665344
},
{
"p": 0.07252486795186996,
"m": 0.9043653011322021
},
{
"p": 0.07235545665025711,
"m": 0.9470548629760742
},
{
"p": 0.07647110521793365,
"m": 1.0
},
{
"p": 0.08616873621940613,
"m": 1.0
},
{
"p": 0.07916640490293503,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.9988885521888733,
"val_loss": 0.7050390839576721,
"acc": 72.02,
"time": 216.82123359595425,
"param": [
{
"p": 0.09158416837453842,
"m": 1.0
},
{
"p": 0.08026908338069916,
"m": 1.0
},
{
"p": 0.07050607353448868,
"m": 1.0
},
{
"p": 0.038259390741586685,
"m": 0.87031489610672
},
{
"p": 0.0477350614964962,
"m": 0.43412089347839355
},
{
"p": 0.05173443257808685,
"m": 0.7208825349807739
},
{
"p": 0.05728449299931526,
"m": 0.9245142340660095
},
{
"p": 0.08795730024576187,
"m": 0.893208920955658
},
{
"p": 0.0632503554224968,
"m": 0.9953662753105164
},
{
"p": 0.08287659287452698,
"m": 0.8776847124099731
},
{
"p": 0.09984908252954483,
"m": 0.9659242033958435
},
{
"p": 0.06976930052042007,
"m": 1.0
},
{
"p": 0.08292370289564133,
"m": 1.0
},
{
"p": 0.07600095868110657,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.96585613489151,
"val_loss": 0.832125186920166,
"acc": 73.02,
"time": 210.5868801100296,
"param": [
{
"p": 0.09342946112155914,
"m": 1.0
},
{
"p": 0.0232181828469038,
"m": 1.0
},
{
"p": 0.06769576668739319,
"m": 1.0
},
{
"p": 0.05810801684856415,
"m": 0.765668511390686
},
{
"p": 0.04906271770596504,
"m": 0.4929194152355194
},
{
"p": 0.04907109960913658,
"m": 0.7385725975036621
},
{
"p": 0.056326329708099365,
"m": 0.9745693802833557
},
{
"p": 0.07772228866815567,
"m": 0.9805249571800232
},
{
"p": 0.09539250284433365,
"m": 0.9257527589797974
},
{
"p": 0.1026419922709465,
"m": 0.8811236023902893
},
{
"p": 0.07830242067575455,
"m": 0.9961459636688232
},
{
"p": 0.0854979082942009,
"m": 1.0
},
{
"p": 0.09751445055007935,
"m": 1.0
},
{
"p": 0.06601685285568237,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.951701819896698,
"val_loss": 0.8654352426528931,
"acc": 72.72,
"time": 209.32982297596755,
"param": [
{
"p": 0.07430039346218109,
"m": 1.0
},
{
"p": 0.06357158720493317,
"m": 1.0
},
{
"p": 0.05239180102944374,
"m": 1.0
},
{
"p": 0.06418982893228531,
"m": 0.7321400046348572
},
{
"p": 0.07656434178352356,
"m": 0.5203837156295776
},
{
"p": 0.10138735920190811,
"m": 0.6636545062065125
},
{
"p": 0.057054802775382996,
"m": 1.0
},
{
"p": 0.05856524035334587,
"m": 0.9292042255401611
},
{
"p": 0.08699232339859009,
"m": 0.9821539521217346
},
{
"p": 0.06429486721754074,
"m": 1.0
},
{
"p": 0.05082310363650322,
"m": 0.9101269245147705
},
{
"p": 0.08684247732162476,
"m": 1.0
},
{
"p": 0.08727674931287766,
"m": 1.0
},
{
"p": 0.07574515044689178,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.963916003704071,
"val_loss": 0.7774197459220886,
"acc": 72.97,
"time": 217.13615571398987,
"param": [
{
"p": 0.08101978152990341,
"m": 1.0
},
{
"p": 0.08831674605607986,
"m": 1.0
},
{
"p": 0.06927251815795898,
"m": 1.0
},
{
"p": 0.06444822251796722,
"m": 0.6054526567459106
},
{
"p": 0.04526559263467789,
"m": 0.45760104060173035
},
{
"p": 0.0418340265750885,
"m": 0.7065715789794922
},
{
"p": 0.08194677531719208,
"m": 0.9321002960205078
},
{
"p": 0.06959199905395508,
"m": 0.9591627717018127
},
{
"p": 0.09434494376182556,
"m": 1.0
},
{
"p": 0.07049153745174408,
"m": 0.975441575050354
},
{
"p": 0.05514821782708168,
"m": 0.8726896643638611
},
{
"p": 0.08293969929218292,
"m": 1.0
},
{
"p": 0.08503381907939911,
"m": 1.0
},
{
"p": 0.07034604996442795,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.8011240363121033,
"val_loss": 0.8177567720413208,
"acc": 72.65,
"time": 204.93057774601039,
"param": [
{
"p": 0.06869325786828995,
"m": 1.0
},
{
"p": 0.05300513282418251,
"m": 1.0
},
{
"p": 0.07199237495660782,
"m": 1.0
},
{
"p": 0.07535302639007568,
"m": 0.7648203372955322
},
{
"p": 0.07672671973705292,
"m": 0.4201538562774658
},
{
"p": 0.06403655558824539,
"m": 0.6936781406402588
},
{
"p": 0.06657785177230835,
"m": 0.9858397245407104
},
{
"p": 0.07274303585290909,
"m": 0.8319606781005859
},
{
"p": 0.0701594203710556,
"m": 0.999793291091919
},
{
"p": 0.08708309382200241,
"m": 0.8005551099777222
},
{
"p": 0.08238394558429718,
"m": 0.9839251041412354
},
{
"p": 0.0676933079957962,
"m": 1.0
},
{
"p": 0.07730123400688171,
"m": 1.0
},
{
"p": 0.06625105440616608,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.7566563487052917,
"val_loss": 0.8033620715141296,
"acc": 72.86,
"time": 208.05682652501855,
"param": [
{
"p": 0.08511701226234436,
"m": 1.0
},
{
"p": 0.04549668729305267,
"m": 1.0
},
{
"p": 0.07687067240476608,
"m": 1.0
},
{
"p": 0.03768566623330116,
"m": 0.6854251027107239
},
{
"p": 0.05851707607507706,
"m": 0.3688125014305115
},
{
"p": 0.062103644013404846,
"m": 0.6093153953552246
},
{
"p": 0.06733701378107071,
"m": 0.9457349181175232
},
{
"p": 0.07603999227285385,
"m": 0.7983837127685547
},
{
"p": 0.06654577702283859,
"m": 0.9499193429946899
},
{
"p": 0.07670329511165619,
"m": 0.8779727220535278
},
{
"p": 0.09654505550861359,
"m": 0.9848134517669678
},
{
"p": 0.08531352132558823,
"m": 1.0
},
{
"p": 0.08788107335567474,
"m": 1.0
},
{
"p": 0.07784338295459747,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.815213143825531,
"val_loss": 0.785221517086029,
"acc": 73.32,
"time": 205.8514754259959,
"param": [
{
"p": 0.08736297488212585,
"m": 1.0
},
{
"p": 0.05142735689878464,
"m": 1.0
},
{
"p": 0.08959978073835373,
"m": 1.0
},
{
"p": 0.06535059958696365,
"m": 0.6391761302947998
},
{
"p": 0.07676859200000763,
"m": 0.33704859018325806
},
{
"p": 0.0751723051071167,
"m": 0.6041707396507263
},
{
"p": 0.05913475155830383,
"m": 0.9873954057693481
},
{
"p": 0.07588330656290054,
"m": 0.9599785208702087
},
{
"p": 0.06475171446800232,
"m": 0.9645537734031677
},
{
"p": 0.08006040006875992,
"m": 0.9641438126564026
},
{
"p": 0.06308554857969284,
"m": 0.9503001570701599
},
{
"p": 0.07378488779067993,
"m": 1.0
},
{
"p": 0.06916053593158722,
"m": 1.0
},
{
"p": 0.06845736503601074,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.8178152441978455,
"val_loss": 0.8453949689865112,
"acc": 73.06,
"time": 210.059437778953,
"param": [
{
"p": 0.06922398507595062,
"m": 1.0
},
{
"p": 0.07310658693313599,
"m": 1.0
},
{
"p": 0.06340208649635315,
"m": 1.0
},
{
"p": 0.043762966990470886,
"m": 0.539752185344696
},
{
"p": 0.0818677544593811,
"m": 0.2571139633655548
},
{
"p": 0.0750763937830925,
"m": 0.5432823300361633
},
{
"p": 0.05417132005095482,
"m": 0.9400799870491028
},
{
"p": 0.07113553583621979,
"m": 0.9296919703483582
},
{
"p": 0.07381734997034073,
"m": 0.9847717881202698
},
{
"p": 0.07253628224134445,
"m": 0.9987342953681946
},
{
"p": 0.07488031685352325,
"m": 0.97981196641922
},
{
"p": 0.061445534229278564,
"m": 1.0
},
{
"p": 0.10934203863143921,
"m": 1.0
},
{
"p": 0.07623181492090225,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.7772993445396423,
"val_loss": 0.730628490447998,
"acc": 73.57,
"time": 208.14245940803085,
"param": [
{
"p": 0.05938201770186424,
"m": 1.0
},
{
"p": 0.0665745809674263,
"m": 1.0
},
{
"p": 0.07706182450056076,
"m": 1.0
},
{
"p": 0.0450742170214653,
"m": 0.6315867304801941
},
{
"p": 0.08290572464466095,
"m": 0.3186691999435425
},
{
"p": 0.09684740006923676,
"m": 0.503060519695282
},
{
"p": 0.06496269255876541,
"m": 0.9184457063674927
},
{
"p": 0.07142946124076843,
"m": 0.9678626656532288
},
{
"p": 0.08615919202566147,
"m": 1.0
},
{
"p": 0.06417957693338394,
"m": 0.8714857697486877
},
{
"p": 0.07407565414905548,
"m": 0.9469404816627502
},
{
"p": 0.0677652657032013,
"m": 1.0
},
{
"p": 0.08291573822498322,
"m": 1.0
},
{
"p": 0.06066659465432167,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9243414998054504,
"val_loss": 0.8656572699546814,
"acc": 73.58,
"time": 218.25779274798697,
"param": [
{
"p": 0.08961495012044907,
"m": 1.0
},
{
"p": 0.0353144034743309,
"m": 1.0
},
{
"p": 0.08791675418615341,
"m": 1.0
},
{
"p": 0.07208862900733948,
"m": 0.731964111328125
},
{
"p": 0.0629153922200203,
"m": 0.3408619165420532
},
{
"p": 0.06572604924440384,
"m": 0.44844990968704224
},
{
"p": 0.06433653086423874,
"m": 0.9464244246482849
},
{
"p": 0.08090614527463913,
"m": 1.0
},
{
"p": 0.06767409294843674,
"m": 0.9160441756248474
},
{
"p": 0.09532158076763153,
"m": 0.934307336807251
},
{
"p": 0.07927773892879486,
"m": 0.9931384325027466
},
{
"p": 0.0530615970492363,
"m": 1.0
},
{
"p": 0.0810808464884758,
"m": 1.0
},
{
"p": 0.06476528942584991,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.881071150302887,
"val_loss": 0.8292641043663025,
"acc": 72.68,
"time": 215.7335935870069,
"param": [
{
"p": 0.08367417007684708,
"m": 1.0
},
{
"p": 0.08046221733093262,
"m": 1.0
},
{
"p": 0.06273894011974335,
"m": 1.0
},
{
"p": 0.05359216034412384,
"m": 0.6294288039207458
},
{
"p": 0.07512716948986053,
"m": 0.2588956356048584
},
{
"p": 0.07556145638227463,
"m": 0.5178573727607727
},
{
"p": 0.07457618415355682,
"m": 0.9463255405426025
},
{
"p": 0.04505021125078201,
"m": 0.9613410830497742
},
{
"p": 0.08460287749767303,
"m": 1.0
},
{
"p": 0.06672836095094681,
"m": 0.9171711802482605
},
{
"p": 0.07815294712781906,
"m": 0.9961079359054565
},
{
"p": 0.0715247318148613,
"m": 1.0
},
{
"p": 0.07795079797506332,
"m": 1.0
},
{
"p": 0.0702580064535141,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9972609281539917,
"val_loss": 1.0011672973632812,
"acc": 72.46,
"time": 219.11606287397444,
"param": [
{
"p": 0.07656054943799973,
"m": 1.0
},
{
"p": 0.09097211062908173,
"m": 1.0
},
{
"p": 0.07435780763626099,
"m": 1.0
},
{
"p": 0.057301681488752365,
"m": 0.77341228723526
},
{
"p": 0.05177050456404686,
"m": 0.4098948538303375
},
{
"p": 0.07809313386678696,
"m": 0.6330700516700745
},
{
"p": 0.05417245253920555,
"m": 1.0
},
{
"p": 0.06970807909965515,
"m": 0.9234509468078613
},
{
"p": 0.08011072874069214,
"m": 0.9352802634239197
},
{
"p": 0.08689765632152557,
"m": 0.9120961427688599
},
{
"p": 0.0673985555768013,
"m": 0.9759913086891174
},
{
"p": 0.07374212890863419,
"m": 1.0
},
{
"p": 0.06635783612728119,
"m": 1.0
},
{
"p": 0.0725567415356636,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.8203604221343994,
"val_loss": 0.7864224314689636,
"acc": 73.6,
"time": 217.5207217579591,
"param": [
{
"p": 0.05049990117549896,
"m": 1.0
},
{
"p": 0.08217695355415344,
"m": 1.0
},
{
"p": 0.06112152338027954,
"m": 1.0
},
{
"p": 0.0854046419262886,
"m": 0.7267351746559143
},
{
"p": 0.08449327200651169,
"m": 0.1783437281847
},
{
"p": 0.03826035559177399,
"m": 0.7862434387207031
},
{
"p": 0.06070874258875847,
"m": 0.8708537817001343
},
{
"p": 0.06438964605331421,
"m": 0.8113270998001099
},
{
"p": 0.07739786058664322,
"m": 1.0
},
{
"p": 0.07469019293785095,
"m": 0.9552056789398193
},
{
"p": 0.08713378012180328,
"m": 0.998855471611023
},
{
"p": 0.0685058981180191,
"m": 1.0
},
{
"p": 0.07755900919437408,
"m": 1.0
},
{
"p": 0.08765823394060135,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9542796015739441,
"val_loss": 0.7696639895439148,
"acc": 73.51,
"time": 218.25421933404868,
"param": [
{
"p": 0.057362135499715805,
"m": 1.0
},
{
"p": 0.08039210736751556,
"m": 1.0
},
{
"p": 0.09899523854255676,
"m": 1.0
},
{
"p": 0.017840927466750145,
"m": 0.6726306676864624
},
{
"p": 0.07873037457466125,
"m": 0.1490938365459442
},
{
"p": 0.04034658148884773,
"m": 0.7025776505470276
},
{
"p": 0.055637672543525696,
"m": 0.8686081171035767
},
{
"p": 0.0715896338224411,
"m": 0.9448655247688293
},
{
"p": 0.07708767056465149,
"m": 0.9420874118804932
},
{
"p": 0.0846170112490654,
"m": 0.9564748406410217
},
{
"p": 0.1089729517698288,
"m": 0.9877417683601379
},
{
"p": 0.0710112601518631,
"m": 1.0
},
{
"p": 0.09617277979850769,
"m": 1.0
},
{
"p": 0.06124356389045715,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8734870553016663,
"val_loss": 0.6662960052490234,
"acc": 73.08,
"time": 211.87161934998585,
"param": [
{
"p": 0.09854098409414291,
"m": 1.0
},
{
"p": 0.06810328364372253,
"m": 1.0
},
{
"p": 0.1020362600684166,
"m": 1.0
},
{
"p": 0.05040478706359863,
"m": 0.7555265426635742
},
{
"p": 0.046702682971954346,
"m": 0.10150564461946487
},
{
"p": 0.08246999233961105,
"m": 0.8118685483932495
},
{
"p": 0.07185933738946915,
"m": 0.9380349516868591
},
{
"p": 0.05045371875166893,
"m": 0.9508646130561829
},
{
"p": 0.07885260879993439,
"m": 0.9769206047058105
},
{
"p": 0.06481051445007324,
"m": 0.9848125576972961
},
{
"p": 0.06088584288954735,
"m": 0.9671786427497864
},
{
"p": 0.0610966756939888,
"m": 1.0
},
{
"p": 0.0901709571480751,
"m": 1.0
},
{
"p": 0.07361234724521637,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.9450872540473938,
"val_loss": 0.7247628569602966,
"acc": 72.69,
"time": 206.58908247202635,
"param": [
{
"p": 0.08082465827465057,
"m": 1.0
},
{
"p": 0.06897004693746567,
"m": 1.0
},
{
"p": 0.0666920393705368,
"m": 1.0
},
{
"p": 0.061326656490564346,
"m": 0.7463114261627197
},
{
"p": 0.053595662117004395,
"m": 0.17460404336452484
},
{
"p": 0.0664670318365097,
"m": 0.8017411828041077
},
{
"p": 0.06614354252815247,
"m": 0.7808676958084106
},
{
"p": 0.06508476287126541,
"m": 0.9086670279502869
},
{
"p": 0.07192728668451309,
"m": 0.8720576167106628
},
{
"p": 0.07201345264911652,
"m": 0.7948372960090637
},
{
"p": 0.08969613909721375,
"m": 0.948448896408081
},
{
"p": 0.0816420242190361,
"m": 1.0
},
{
"p": 0.07191423326730728,
"m": 1.0
},
{
"p": 0.0837024673819542,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.8682504892349243,
"val_loss": 0.715474545955658,
"acc": 73.05,
"time": 213.05777748604305,
"param": [
{
"p": 0.08911225199699402,
"m": 1.0
},
{
"p": 0.06047666072845459,
"m": 1.0
},
{
"p": 0.09194234758615494,
"m": 1.0
},
{
"p": 0.04207842797040939,
"m": 0.6897451877593994
},
{
"p": 0.06662723422050476,
"m": 0.13465385138988495
},
{
"p": 0.057013772428035736,
"m": 0.8011463284492493
},
{
"p": 0.07281529903411865,
"m": 0.8029752969741821
},
{
"p": 0.07315916568040848,
"m": 0.8264361619949341
},
{
"p": 0.07836355268955231,
"m": 1.0
},
{
"p": 0.07409359514713287,
"m": 0.7759996056556702
},
{
"p": 0.08068732917308807,
"m": 0.9535474181175232
},
{
"p": 0.07456393539905548,
"m": 1.0
},
{
"p": 0.07738622277975082,
"m": 1.0
},
{
"p": 0.06168021261692047,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.0478712320327759,
"val_loss": 0.7370540499687195,
"acc": 73.01,
"time": 205.2041301219724,
"param": [
{
"p": 0.0766744390130043,
"m": 1.0
},
{
"p": 0.052728645503520966,
"m": 1.0
},
{
"p": 0.07686326652765274,
"m": 1.0
},
{
"p": 0.08939647674560547,
"m": 0.6524888873100281
},
{
"p": 0.08186257630586624,
"m": 0.1800684630870819
},
{
"p": 0.08534733206033707,
"m": 0.7136573195457458
},
{
"p": 0.05043632909655571,
"m": 0.9031386971473694
},
{
"p": 0.07164763659238815,
"m": 0.987659215927124
},
{
"p": 0.081534244120121,
"m": 0.8668444752693176
},
{
"p": 0.07732602208852768,
"m": 0.9783276319503784
},
{
"p": 0.04223869368433952,
"m": 0.914537787437439
},
{
"p": 0.05234381929039955,
"m": 1.0
},
{
"p": 0.08359906822443008,
"m": 1.0
},
{
"p": 0.07800145447254181,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.031975269317627,
"val_loss": 0.8007586002349854,
"acc": 73.9,
"time": 206.11273792700376,
"param": [
{
"p": 0.10065441578626633,
"m": 1.0
},
{
"p": 0.05933818966150284,
"m": 1.0
},
{
"p": 0.09132450819015503,
"m": 1.0
},
{
"p": 0.0502413809299469,
"m": 0.6023618578910828
},
{
"p": 0.07543978095054626,
"m": 0.2057645618915558
},
{
"p": 0.06611999869346619,
"m": 0.7735138535499573
},
{
"p": 0.052801463752985,
"m": 0.9879064559936523
},
{
"p": 0.06399739533662796,
"m": 0.9839618802070618
},
{
"p": 0.0716032162308693,
"m": 0.9677848815917969
},
{
"p": 0.06989018619060516,
"m": 0.9444020390510559
},
{
"p": 0.07563725858926773,
"m": 0.9208628535270691
},
{
"p": 0.06828068196773529,
"m": 1.0
},
{
"p": 0.07561265677213669,
"m": 1.0
},
{
"p": 0.07905887067317963,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.8766720294952393,
"val_loss": 0.8413683176040649,
"acc": 73.57,
"time": 216.7665365159628,
"param": [
{
"p": 0.08034040033817291,
"m": 1.0
},
{
"p": 0.06572767347097397,
"m": 1.0
},
{
"p": 0.07752992957830429,
"m": 1.0
},
{
"p": 0.06836172193288803,
"m": 0.5992767810821533
},
{
"p": 0.07093584537506104,
"m": 0.22716110944747925
},
{
"p": 0.06822126358747482,
"m": 0.8035237789154053
},
{
"p": 0.0666867345571518,
"m": 0.9142695069313049
},
{
"p": 0.050639841705560684,
"m": 0.8468906879425049
},
{
"p": 0.08082503080368042,
"m": 0.9905125498771667
},
{
"p": 0.07852931320667267,
"m": 0.8799850344657898
},
{
"p": 0.08799824863672256,
"m": 0.9741881489753723
},
{
"p": 0.06405837088823318,
"m": 1.0
},
{
"p": 0.08475905656814575,
"m": 1.0
},
{
"p": 0.05538656935095787,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.9566645622253418,
"val_loss": 0.7176563739776611,
"acc": 73.0,
"time": 209.61385106603848,
"param": [
{
"p": 0.0817858949303627,
"m": 1.0
},
{
"p": 0.04901890084147453,
"m": 1.0
},
{
"p": 0.06894927471876144,
"m": 1.0
},
{
"p": 0.08724773675203323,
"m": 0.6049977540969849
},
{
"p": 0.08177877962589264,
"m": 0.17391708493232727
},
{
"p": 0.09286171942949295,
"m": 0.9833984375
},
{
"p": 0.053243473172187805,
"m": 0.9257308840751648
},
{
"p": 0.06534774601459503,
"m": 0.7294005155563354
},
{
"p": 0.04282943159341812,
"m": 0.8601580858230591
},
{
"p": 0.08783257752656937,
"m": 0.9316442608833313
},
{
"p": 0.06562558561563492,
"m": 0.8551891446113586
},
{
"p": 0.05424337461590767,
"m": 1.0
},
{
"p": 0.0922640860080719,
"m": 1.0
},
{
"p": 0.0769713744521141,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink