smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx1-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json

9776 lines
No EOL
159 KiB
JSON
Executable file

{
"Accuracy": 72.25,
"Time": [
125.95482355729055,
7.163320072276362
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.4940245151519775,
"val_loss": 2.2853076457977295,
"acc": 13.45,
"time": 122.11860403302126,
"param": [
{
"p": 0.0820646733045578,
"m": 1.0
},
{
"p": 0.07708225399255753,
"m": 1.0
},
{
"p": 0.07302995026111603,
"m": 1.0
},
{
"p": 0.060731418430805206,
"m": 1.0
},
{
"p": 0.06870464980602264,
"m": 0.9984327554702759
},
{
"p": 0.03226636350154877,
"m": 0.992566704750061
},
{
"p": 0.10453207045793533,
"m": 0.9978628754615784
},
{
"p": 0.12782426178455353,
"m": 0.9994593262672424
},
{
"p": 0.08566159754991531,
"m": 0.9995947480201721
},
{
"p": 0.05191729590296745,
"m": 1.0
},
{
"p": 0.019384711980819702,
"m": 0.9794490337371826
},
{
"p": 0.14257000386714935,
"m": 1.0
},
{
"p": 0.07423070073127747,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.0863194465637207,
"val_loss": 2.0333096981048584,
"acc": 27.42,
"time": 127.12737442995422,
"param": [
{
"p": 0.08767944574356079,
"m": 1.0
},
{
"p": 0.07702401280403137,
"m": 1.0
},
{
"p": 0.09507410228252411,
"m": 1.0
},
{
"p": 0.06638411432504654,
"m": 0.9181877374649048
},
{
"p": 0.11599880456924438,
"m": 0.9922485947608948
},
{
"p": 0.0652424618601799,
"m": 0.8012670874595642
},
{
"p": 0.0788942351937294,
"m": 0.9849289655685425
},
{
"p": 0.09939346462488174,
"m": 0.9998620748519897
},
{
"p": 0.053243156522512436,
"m": 0.977507472038269
},
{
"p": 0.001545717241242528,
"m": 0.733033299446106
},
{
"p": 0.11279752105474472,
"m": 1.0
},
{
"p": 0.0236493032425642,
"m": 1.0
},
{
"p": 0.08351186662912369,
"m": 1.0
},
{
"p": 0.03956178203225136,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.937544822692871,
"val_loss": 1.867645502090454,
"acc": 32.72,
"time": 129.19561994401738,
"param": [
{
"p": 0.0730283111333847,
"m": 1.0
},
{
"p": 0.04358461871743202,
"m": 1.0
},
{
"p": 0.06699716299772263,
"m": 1.0
},
{
"p": 0.07530368119478226,
"m": 0.9997480511665344
},
{
"p": 0.0865696519613266,
"m": 0.5423200726509094
},
{
"p": 0.05242668092250824,
"m": 0.5335700511932373
},
{
"p": 0.06345878541469574,
"m": 0.9641278386116028
},
{
"p": 0.09359871596097946,
"m": 0.9869490265846252
},
{
"p": 0.09052728861570358,
"m": 1.0
},
{
"p": 0.06181098520755768,
"m": 0.7512121200561523
},
{
"p": 0.0836835727095604,
"m": 1.0
},
{
"p": 0.09758610278367996,
"m": 1.0
},
{
"p": 0.08643974363803864,
"m": 1.0
},
{
"p": 0.02498468942940235,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.9818801879882812,
"val_loss": 1.6996976137161255,
"acc": 37.72,
"time": 130.3358972389251,
"param": [
{
"p": 0.13381031155586243,
"m": 1.0
},
{
"p": 0.04927763342857361,
"m": 1.0
},
{
"p": 0.11390656977891922,
"m": 1.0
},
{
"p": 0.1047515720129013,
"m": 0.8206137418746948
},
{
"p": 0.04281982406973839,
"m": 0.6771071553230286
},
{
"p": 0.06743110716342926,
"m": 0.412286639213562
},
{
"p": 0.045213211327791214,
"m": 0.996769368648529
},
{
"p": 0.028547115623950958,
"m": 0.9229122400283813
},
{
"p": 0.022624323144555092,
"m": 0.9997966885566711
},
{
"p": 0.0875365138053894,
"m": 0.41331708431243896
},
{
"p": 0.11121426522731781,
"m": 1.0
},
{
"p": 0.0500674806535244,
"m": 1.0
},
{
"p": 0.10034043341875076,
"m": 1.0
},
{
"p": 0.042459651827812195,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.737868309020996,
"val_loss": 1.6659704446792603,
"acc": 42.59,
"time": 128.2664846838452,
"param": [
{
"p": 0.1177414059638977,
"m": 1.0
},
{
"p": 0.07494433224201202,
"m": 1.0
},
{
"p": 0.08449499309062958,
"m": 1.0
},
{
"p": 0.0847298800945282,
"m": 0.7733863592147827
},
{
"p": 0.12997372448444366,
"m": 0.1760961264371872
},
{
"p": 0.08690410852432251,
"m": 0.6120086312294006
},
{
"p": 0.04020452871918678,
"m": 0.989768385887146
},
{
"p": 0.04601346701383591,
"m": 0.8714404702186584
},
{
"p": 0.0,
"m": 0.9858241677284241
},
{
"p": 0.1495092213153839,
"m": 0.36602628231048584
},
{
"p": 0.06166671961545944,
"m": 0.9931194186210632
},
{
"p": 0.014554607681930065,
"m": 0.9895203709602356
},
{
"p": 0.07371237874031067,
"m": 1.0
},
{
"p": 0.0355505496263504,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7761473655700684,
"val_loss": 1.688434362411499,
"acc": 40.81,
"time": 132.85301197506487,
"param": [
{
"p": 0.08405887335538864,
"m": 1.0
},
{
"p": 0.0592513270676136,
"m": 1.0
},
{
"p": 0.06040829420089722,
"m": 1.0
},
{
"p": 0.06929544359445572,
"m": 0.8688212633132935
},
{
"p": 0.128844752907753,
"m": 0.028603361919522285
},
{
"p": 0.07724837213754654,
"m": 0.7034924626350403
},
{
"p": 0.05963645130395889,
"m": 0.9961600303649902
},
{
"p": 0.0876317173242569,
"m": 1.0
},
{
"p": 0.04886627197265625,
"m": 0.9633097648620605
},
{
"p": 0.07328870892524719,
"m": 0.2967163324356079
},
{
"p": 0.06482613831758499,
"m": 1.0
},
{
"p": 0.0763968974351883,
"m": 1.0
},
{
"p": 0.07380328327417374,
"m": 1.0
},
{
"p": 0.03644337132573128,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.6642813682556152,
"val_loss": 1.4984679222106934,
"acc": 47.91,
"time": 132.56718120398,
"param": [
{
"p": 0.12515048682689667,
"m": 1.0
},
{
"p": 0.03876949101686478,
"m": 1.0
},
{
"p": 0.0747799351811409,
"m": 1.0
},
{
"p": 0.05250575393438339,
"m": 0.8329050540924072
},
{
"p": 0.12311424314975739,
"m": 0.06667914986610413
},
{
"p": 0.0571279376745224,
"m": 0.6048706769943237
},
{
"p": 0.0861206203699112,
"m": 0.8654072880744934
},
{
"p": 0.06101113557815552,
"m": 1.0
},
{
"p": 0.0048496294766664505,
"m": 0.8868511915206909
},
{
"p": 0.10075061023235321,
"m": 0.2993280589580536
},
{
"p": 0.0399487279355526,
"m": 0.9773366451263428
},
{
"p": 0.07953555136919022,
"m": 1.0
},
{
"p": 0.10363969206809998,
"m": 1.0
},
{
"p": 0.05269620940089226,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.5761781930923462,
"val_loss": 1.5065195560455322,
"acc": 45.26,
"time": 127.37008309015073,
"param": [
{
"p": 0.05739431455731392,
"m": 1.0
},
{
"p": 0.04505789279937744,
"m": 1.0
},
{
"p": 0.07856540381908417,
"m": 1.0
},
{
"p": 0.05914177745580673,
"m": 0.8966224789619446
},
{
"p": 0.10466943681240082,
"m": 0.17940720915794373
},
{
"p": 0.09505706280469894,
"m": 0.5642789006233215
},
{
"p": 0.06156376004219055,
"m": 0.7413076758384705
},
{
"p": 0.08689853549003601,
"m": 0.8285940289497375
},
{
"p": 0.04348763823509216,
"m": 0.9887949228286743
},
{
"p": 0.07218053191900253,
"m": 0.2597387433052063
},
{
"p": 0.08979790657758713,
"m": 1.0
},
{
"p": 0.07655956596136093,
"m": 1.0
},
{
"p": 0.08024448156356812,
"m": 1.0
},
{
"p": 0.04938165098428726,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.4123574495315552,
"val_loss": 1.4113770723342896,
"acc": 50.01,
"time": 129.58967423182912,
"param": [
{
"p": 0.10853954404592514,
"m": 1.0
},
{
"p": 0.06043269485235214,
"m": 1.0
},
{
"p": 0.08247377723455429,
"m": 1.0
},
{
"p": 0.044184714555740356,
"m": 0.8909921646118164
},
{
"p": 0.09642025083303452,
"m": 0.20870821177959442
},
{
"p": 0.05718633159995079,
"m": 0.6661548614501953
},
{
"p": 0.07011943310499191,
"m": 0.8722684979438782
},
{
"p": 0.07124922424554825,
"m": 0.9365877509117126
},
{
"p": 0.06174908205866814,
"m": 1.0
},
{
"p": 0.07996417582035065,
"m": 0.360016405582428
},
{
"p": 0.06275878101587296,
"m": 1.0
},
{
"p": 0.09222166985273361,
"m": 1.0
},
{
"p": 0.07356668263673782,
"m": 1.0
},
{
"p": 0.039133597165346146,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.4677586555480957,
"val_loss": 1.3454554080963135,
"acc": 52.17,
"time": 113.5489752071444,
"param": [
{
"p": 0.0860203355550766,
"m": 1.0
},
{
"p": 0.03308771923184395,
"m": 1.0
},
{
"p": 0.09158381819725037,
"m": 1.0
},
{
"p": 0.0616195946931839,
"m": 0.9860573410987854
},
{
"p": 0.08693423867225647,
"m": 0.06619071215391159
},
{
"p": 0.07812628895044327,
"m": 0.5960964560508728
},
{
"p": 0.06930425763130188,
"m": 0.868496835231781
},
{
"p": 0.06485658884048462,
"m": 1.0
},
{
"p": 0.04920637980103493,
"m": 1.0
},
{
"p": 0.07662097364664078,
"m": 0.352403849363327
},
{
"p": 0.08089294284582138,
"m": 1.0
},
{
"p": 0.09186655282974243,
"m": 1.0
},
{
"p": 0.08296430110931396,
"m": 1.0
},
{
"p": 0.04691595956683159,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.2877951860427856,
"val_loss": 1.221895456314087,
"acc": 51.46,
"time": 129.3522947570309,
"param": [
{
"p": 0.08097543567419052,
"m": 1.0
},
{
"p": 0.011092369444668293,
"m": 1.0
},
{
"p": 0.06845970451831818,
"m": 1.0
},
{
"p": 0.03622237592935562,
"m": 0.8990999460220337
},
{
"p": 0.06737349927425385,
"m": 0.1679847240447998
},
{
"p": 0.08657122403383255,
"m": 0.5303293466567993
},
{
"p": 0.09376997500658035,
"m": 0.9324252009391785
},
{
"p": 0.08173180371522903,
"m": 0.9642704129219055
},
{
"p": 0.08482547104358673,
"m": 0.9994990229606628
},
{
"p": 0.07055060565471649,
"m": 0.43628600239753723
},
{
"p": 0.09045121818780899,
"m": 1.0
},
{
"p": 0.07692337036132812,
"m": 1.0
},
{
"p": 0.0961613655090332,
"m": 1.0
},
{
"p": 0.0548916757106781,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.491763710975647,
"val_loss": 1.2752670049667358,
"acc": 55.71,
"time": 131.65823608613573,
"param": [
{
"p": 0.07728593051433563,
"m": 1.0
},
{
"p": 0.05465932562947273,
"m": 1.0
},
{
"p": 0.11705323308706284,
"m": 1.0
},
{
"p": 0.06540345400571823,
"m": 0.8998677730560303
},
{
"p": 0.06943219900131226,
"m": 0.20992296934127808
},
{
"p": 0.07493401318788528,
"m": 0.6742480993270874
},
{
"p": 0.054424166679382324,
"m": 0.8575012683868408
},
{
"p": 0.06140833720564842,
"m": 0.9678540825843811
},
{
"p": 0.06632579118013382,
"m": 1.0
},
{
"p": 0.06524653732776642,
"m": 0.3890024423599243
},
{
"p": 0.08364041149616241,
"m": 0.9986634254455566
},
{
"p": 0.0854845941066742,
"m": 1.0
},
{
"p": 0.06539886444807053,
"m": 1.0
},
{
"p": 0.05930319055914879,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.3593162298202515,
"val_loss": 1.2686753273010254,
"acc": 55.46,
"time": 129.2053133829031,
"param": [
{
"p": 0.09082237631082535,
"m": 1.0
},
{
"p": 0.04666665196418762,
"m": 1.0
},
{
"p": 0.07715461403131485,
"m": 1.0
},
{
"p": 0.04596683382987976,
"m": 0.8980175256729126
},
{
"p": 0.07413394004106522,
"m": 0.18851150572299957
},
{
"p": 0.07328172028064728,
"m": 0.7706092000007629
},
{
"p": 0.08391827344894409,
"m": 0.8595869541168213
},
{
"p": 0.07633954286575317,
"m": 0.9715261459350586
},
{
"p": 0.074449323117733,
"m": 1.0
},
{
"p": 0.05144770070910454,
"m": 0.4446960389614105
},
{
"p": 0.09507022053003311,
"m": 0.9921461343765259
},
{
"p": 0.06449874490499496,
"m": 1.0
},
{
"p": 0.08144066482782364,
"m": 1.0
},
{
"p": 0.06480930745601654,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.3875788450241089,
"val_loss": 1.3737714290618896,
"acc": 56.32,
"time": 130.72630059090443,
"param": [
{
"p": 0.07873615622520447,
"m": 1.0
},
{
"p": 0.030775953084230423,
"m": 1.0
},
{
"p": 0.06369445472955704,
"m": 1.0
},
{
"p": 0.07979849725961685,
"m": 0.9506478309631348
},
{
"p": 0.07228744775056839,
"m": 0.1638001650571823
},
{
"p": 0.07944029569625854,
"m": 0.8106077313423157
},
{
"p": 0.04716324433684349,
"m": 0.871552586555481
},
{
"p": 0.06897617876529694,
"m": 1.0
},
{
"p": 0.045346710830926895,
"m": 0.9972645044326782
},
{
"p": 0.0934266448020935,
"m": 0.443694144487381
},
{
"p": 0.08099082857370377,
"m": 1.0
},
{
"p": 0.07281806319952011,
"m": 0.9990967512130737
},
{
"p": 0.10600514709949493,
"m": 1.0
},
{
"p": 0.08054029941558838,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5434434413909912,
"val_loss": 1.0801098346710205,
"acc": 58.26,
"time": 130.8823651431594,
"param": [
{
"p": 0.09402692317962646,
"m": 1.0
},
{
"p": 0.04145672917366028,
"m": 1.0
},
{
"p": 0.07450107485055923,
"m": 1.0
},
{
"p": 0.10717225074768066,
"m": 0.9116467237472534
},
{
"p": 0.06490318477153778,
"m": 0.12659060955047607
},
{
"p": 0.06590540707111359,
"m": 0.8662897348403931
},
{
"p": 0.058785613626241684,
"m": 0.8167513608932495
},
{
"p": 0.048025500029325485,
"m": 0.9261724352836609
},
{
"p": 0.04184550791978836,
"m": 0.987912654876709
},
{
"p": 0.06845220923423767,
"m": 0.4997539520263672
},
{
"p": 0.0795704647898674,
"m": 1.0
},
{
"p": 0.09763018786907196,
"m": 1.0
},
{
"p": 0.09420289844274521,
"m": 1.0
},
{
"p": 0.0635220855474472,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.172338843345642,
"val_loss": 1.1780669689178467,
"acc": 59.36,
"time": 117.29980013985187,
"param": [
{
"p": 0.042749691754579544,
"m": 1.0
},
{
"p": 0.05162078142166138,
"m": 1.0
},
{
"p": 0.05904193967580795,
"m": 1.0
},
{
"p": 0.07234762609004974,
"m": 0.9283852577209473
},
{
"p": 0.09502139687538147,
"m": 0.1473180502653122
},
{
"p": 0.0652124434709549,
"m": 0.7427566647529602
},
{
"p": 0.08561214059591293,
"m": 0.6442301869392395
},
{
"p": 0.08068247139453888,
"m": 0.9474993348121643
},
{
"p": 0.07842094451189041,
"m": 0.9985860586166382
},
{
"p": 0.064512699842453,
"m": 0.6180322766304016
},
{
"p": 0.09253089874982834,
"m": 0.9988608360290527
},
{
"p": 0.07347969710826874,
"m": 1.0
},
{
"p": 0.07027634978294373,
"m": 1.0
},
{
"p": 0.06849094480276108,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.197680115699768,
"val_loss": 1.2624160051345825,
"acc": 59.31,
"time": 129.80533771798946,
"param": [
{
"p": 0.08996491134166718,
"m": 1.0
},
{
"p": 0.03171900659799576,
"m": 1.0
},
{
"p": 0.06999460607767105,
"m": 1.0
},
{
"p": 0.04418034106492996,
"m": 0.9439463019371033
},
{
"p": 0.08580955117940903,
"m": 0.13901132345199585
},
{
"p": 0.0641418993473053,
"m": 0.7632079124450684
},
{
"p": 0.12064890563488007,
"m": 0.6508320569992065
},
{
"p": 0.08575913310050964,
"m": 0.9340588450431824
},
{
"p": 0.04108735918998718,
"m": 0.9425576329231262
},
{
"p": 0.08509940654039383,
"m": 0.7275869846343994
},
{
"p": 0.05161473527550697,
"m": 1.0
},
{
"p": 0.09592898935079575,
"m": 1.0
},
{
"p": 0.07145655900239944,
"m": 1.0
},
{
"p": 0.06259454786777496,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.1670063734054565,
"val_loss": 1.2372945547103882,
"acc": 58.81,
"time": 131.6526363270823,
"param": [
{
"p": 0.0548766553401947,
"m": 1.0
},
{
"p": 0.03228529170155525,
"m": 1.0
},
{
"p": 0.12915506958961487,
"m": 1.0
},
{
"p": 0.06508113443851471,
"m": 0.8680223226547241
},
{
"p": 0.06462673097848892,
"m": 0.1914140284061432
},
{
"p": 0.05117643624544144,
"m": 0.8847218155860901
},
{
"p": 0.07523927837610245,
"m": 0.6967836618423462
},
{
"p": 0.05305952951312065,
"m": 0.914725124835968
},
{
"p": 0.06276839226484299,
"m": 0.9870397448539734
},
{
"p": 0.07783785462379456,
"m": 0.8193438053131104
},
{
"p": 0.09855084866285324,
"m": 0.9858940243721008
},
{
"p": 0.08172700554132462,
"m": 1.0
},
{
"p": 0.08524584770202637,
"m": 1.0
},
{
"p": 0.06836988031864166,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.1259417533874512,
"val_loss": 1.129892349243164,
"acc": 61.62,
"time": 131.4269500428345,
"param": [
{
"p": 0.09052199125289917,
"m": 1.0
},
{
"p": 0.05367539823055267,
"m": 1.0
},
{
"p": 0.06556016206741333,
"m": 1.0
},
{
"p": 0.06346122175455093,
"m": 0.823603630065918
},
{
"p": 0.08383357524871826,
"m": 0.0
},
{
"p": 0.06987500190734863,
"m": 0.9884629845619202
},
{
"p": 0.06602135300636292,
"m": 0.5745051503181458
},
{
"p": 0.07726528495550156,
"m": 1.0
},
{
"p": 0.03550295531749725,
"m": 1.0
},
{
"p": 0.0634341910481453,
"m": 0.8480811715126038
},
{
"p": 0.09453272819519043,
"m": 1.0
},
{
"p": 0.0862116739153862,
"m": 1.0
},
{
"p": 0.07612752169370651,
"m": 1.0
},
{
"p": 0.07397698611021042,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.151732325553894,
"val_loss": 1.1110045909881592,
"acc": 60.91,
"time": 132.01651261397637,
"param": [
{
"p": 0.09127163141965866,
"m": 1.0
},
{
"p": 0.026575015857815742,
"m": 1.0
},
{
"p": 0.0479736290872097,
"m": 1.0
},
{
"p": 0.07444754987955093,
"m": 0.7911799550056458
},
{
"p": 0.07004736363887787,
"m": 0.0
},
{
"p": 0.08698930591344833,
"m": 0.8862807750701904
},
{
"p": 0.0769791230559349,
"m": 0.7252838611602783
},
{
"p": 0.050808168947696686,
"m": 1.0
},
{
"p": 0.07789397984743118,
"m": 1.0
},
{
"p": 0.0635119304060936,
"m": 0.9492890238761902
},
{
"p": 0.07879295200109482,
"m": 0.9767907857894897
},
{
"p": 0.1177586019039154,
"m": 1.0
},
{
"p": 0.08808184415102005,
"m": 1.0
},
{
"p": 0.048868853598833084,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 0.8798643946647644,
"val_loss": 1.0270214080810547,
"acc": 62.52,
"time": 131.60702450899407,
"param": [
{
"p": 0.06208225339651108,
"m": 1.0
},
{
"p": 0.04186183959245682,
"m": 1.0
},
{
"p": 0.08561477810144424,
"m": 1.0
},
{
"p": 0.07243285328149796,
"m": 0.7868868112564087
},
{
"p": 0.08474043011665344,
"m": 0.133266881108284
},
{
"p": 0.04443829879164696,
"m": 1.0
},
{
"p": 0.055190309882164,
"m": 0.7233220934867859
},
{
"p": 0.10050269961357117,
"m": 0.9900798201560974
},
{
"p": 0.07652563601732254,
"m": 1.0
},
{
"p": 0.08583986014127731,
"m": 1.0
},
{
"p": 0.0811687707901001,
"m": 0.9865286946296692
},
{
"p": 0.0910310223698616,
"m": 1.0
},
{
"p": 0.07157345861196518,
"m": 1.0
},
{
"p": 0.04699777439236641,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.2921990156173706,
"val_loss": 0.9881036281585693,
"acc": 62.54,
"time": 115.92757997196168,
"param": [
{
"p": 0.07355166971683502,
"m": 1.0
},
{
"p": 0.026015635579824448,
"m": 1.0
},
{
"p": 0.09637811779975891,
"m": 1.0
},
{
"p": 0.08028493821620941,
"m": 0.8680121302604675
},
{
"p": 0.06447123736143112,
"m": 0.22540532052516937
},
{
"p": 0.07673751562833786,
"m": 1.0
},
{
"p": 0.07010349631309509,
"m": 0.8366211652755737
},
{
"p": 0.06366486102342606,
"m": 0.8895342946052551
},
{
"p": 0.06546393781900406,
"m": 0.9600094556808472
},
{
"p": 0.07287762314081192,
"m": 1.0
},
{
"p": 0.08240949362516403,
"m": 0.9868122935295105
},
{
"p": 0.07683610916137695,
"m": 1.0
},
{
"p": 0.07248226553201675,
"m": 1.0
},
{
"p": 0.07872305810451508,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 0.928871750831604,
"val_loss": 1.0457484722137451,
"acc": 63.38,
"time": 113.70058854506351,
"param": [
{
"p": 0.10494527220726013,
"m": 1.0
},
{
"p": 0.03779422119259834,
"m": 1.0
},
{
"p": 0.0889797955751419,
"m": 1.0
},
{
"p": 0.052221786230802536,
"m": 0.7561213970184326
},
{
"p": 0.0787602886557579,
"m": 0.1331554800271988
},
{
"p": 0.0399400033056736,
"m": 0.9941018223762512
},
{
"p": 0.05090443044900894,
"m": 0.7898027300834656
},
{
"p": 0.0650470033288002,
"m": 0.9427676796913147
},
{
"p": 0.05531332269310951,
"m": 0.9989158511161804
},
{
"p": 0.08651207387447357,
"m": 1.0
},
{
"p": 0.08166207373142242,
"m": 0.9924201369285583
},
{
"p": 0.10415659844875336,
"m": 1.0
},
{
"p": 0.08466528356075287,
"m": 1.0
},
{
"p": 0.06909788399934769,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.0115565061569214,
"val_loss": 1.0040456056594849,
"acc": 62.3,
"time": 130.32688064593822,
"param": [
{
"p": 0.07099686563014984,
"m": 1.0
},
{
"p": 0.03415220230817795,
"m": 1.0
},
{
"p": 0.07456853985786438,
"m": 1.0
},
{
"p": 0.07064635306596756,
"m": 0.7144643068313599
},
{
"p": 0.06748345494270325,
"m": 0.11588705331087112
},
{
"p": 0.06684180349111557,
"m": 0.9955357313156128
},
{
"p": 0.08726487308740616,
"m": 0.8062838315963745
},
{
"p": 0.07917223870754242,
"m": 0.9682130217552185
},
{
"p": 0.059272266924381256,
"m": 1.0
},
{
"p": 0.08260532468557358,
"m": 0.9961250424385071
},
{
"p": 0.050279129296541214,
"m": 0.9589965343475342
},
{
"p": 0.0768519788980484,
"m": 1.0
},
{
"p": 0.0980464518070221,
"m": 1.0
},
{
"p": 0.08181852102279663,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.1242706775665283,
"val_loss": 1.0024577379226685,
"acc": 64.05,
"time": 110.08445577998646,
"param": [
{
"p": 0.10841740667819977,
"m": 1.0
},
{
"p": 0.036911699920892715,
"m": 1.0
},
{
"p": 0.0838015004992485,
"m": 1.0
},
{
"p": 0.08572893589735031,
"m": 0.7784034013748169
},
{
"p": 0.09562999755144119,
"m": 0.030923595651984215
},
{
"p": 0.06185774877667427,
"m": 1.0
},
{
"p": 0.049491580575704575,
"m": 0.9161415696144104
},
{
"p": 0.05852670222520828,
"m": 0.9551711678504944
},
{
"p": 0.05204266309738159,
"m": 0.998067319393158
},
{
"p": 0.0660317912697792,
"m": 1.0
},
{
"p": 0.058176424354314804,
"m": 0.9780717492103577
},
{
"p": 0.07967397570610046,
"m": 1.0
},
{
"p": 0.10889535397291183,
"m": 1.0
},
{
"p": 0.05481421574950218,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.058496117591858,
"val_loss": 1.029786229133606,
"acc": 65.1,
"time": 125.15194209199399,
"param": [
{
"p": 0.08496800810098648,
"m": 1.0
},
{
"p": 0.06220186874270439,
"m": 1.0
},
{
"p": 0.08224163949489594,
"m": 1.0
},
{
"p": 0.062092751264572144,
"m": 0.7538264393806458
},
{
"p": 0.0702378898859024,
"m": 0.0763898640871048
},
{
"p": 0.06995166838169098,
"m": 0.9832156896591187
},
{
"p": 0.07778226584196091,
"m": 0.9283418655395508
},
{
"p": 0.07864796370267868,
"m": 0.9429227113723755
},
{
"p": 0.05506954714655876,
"m": 0.9680180549621582
},
{
"p": 0.055910445749759674,
"m": 0.9285123944282532
},
{
"p": 0.051849693059921265,
"m": 0.989935040473938
},
{
"p": 0.10520358383655548,
"m": 1.0
},
{
"p": 0.08400776982307434,
"m": 1.0
},
{
"p": 0.05983496084809303,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 0.9635977149009705,
"val_loss": 1.031050443649292,
"acc": 64.73,
"time": 132.9094233440701,
"param": [
{
"p": 0.07170116156339645,
"m": 1.0
},
{
"p": 0.026245983317494392,
"m": 1.0
},
{
"p": 0.07249970734119415,
"m": 1.0
},
{
"p": 0.07920732349157333,
"m": 0.7712647318840027
},
{
"p": 0.049756865948438644,
"m": 0.09320148825645447
},
{
"p": 0.09615153819322586,
"m": 0.9544379711151123
},
{
"p": 0.10967858880758286,
"m": 1.0
},
{
"p": 0.06840546429157257,
"m": 0.9960588216781616
},
{
"p": 0.07449954748153687,
"m": 0.9883015751838684
},
{
"p": 0.043415870517492294,
"m": 0.9365139603614807
},
{
"p": 0.07255525141954422,
"m": 0.9733556509017944
},
{
"p": 0.09344185888767242,
"m": 1.0
},
{
"p": 0.075618214905262,
"m": 1.0
},
{
"p": 0.06682271510362625,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 0.9934313893318176,
"val_loss": 1.0473027229309082,
"acc": 64.83,
"time": 131.19586289697327,
"param": [
{
"p": 0.08851579576730728,
"m": 1.0
},
{
"p": 0.02109721675515175,
"m": 1.0
},
{
"p": 0.0767793208360672,
"m": 1.0
},
{
"p": 0.06360774487257004,
"m": 0.8156063556671143
},
{
"p": 0.07701246440410614,
"m": 0.08414031565189362
},
{
"p": 0.0574675090610981,
"m": 0.9801058769226074
},
{
"p": 0.07328852266073227,
"m": 0.95196932554245
},
{
"p": 0.10962885618209839,
"m": 0.9245690107345581
},
{
"p": 0.07818230986595154,
"m": 0.99516761302948
},
{
"p": 0.06915058195590973,
"m": 0.9199413657188416
},
{
"p": 0.0512210838496685,
"m": 1.0
},
{
"p": 0.08035427331924438,
"m": 1.0
},
{
"p": 0.0804070457816124,
"m": 1.0
},
{
"p": 0.07328720390796661,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.0023716688156128,
"val_loss": 0.9826905131340027,
"acc": 64.84,
"time": 130.76411320408806,
"param": [
{
"p": 0.07467442005872726,
"m": 1.0
},
{
"p": 0.05629127845168114,
"m": 1.0
},
{
"p": 0.07965751737356186,
"m": 1.0
},
{
"p": 0.044009070843458176,
"m": 0.8123424649238586
},
{
"p": 0.08517944067716599,
"m": 0.004629771690815687
},
{
"p": 0.06879033893346786,
"m": 1.0
},
{
"p": 0.07347654551267624,
"m": 0.8693429827690125
},
{
"p": 0.04950321465730667,
"m": 0.8312085270881653
},
{
"p": 0.0744108110666275,
"m": 0.997015118598938
},
{
"p": 0.08578549325466156,
"m": 0.8770360350608826
},
{
"p": 0.07393506169319153,
"m": 0.9984310865402222
},
{
"p": 0.08853549510240555,
"m": 1.0
},
{
"p": 0.07880422472953796,
"m": 1.0
},
{
"p": 0.0669470950961113,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.080853819847107,
"val_loss": 0.8747387528419495,
"acc": 65.35,
"time": 112.75426164199598,
"param": [
{
"p": 0.08146905153989792,
"m": 1.0
},
{
"p": 0.04576990753412247,
"m": 1.0
},
{
"p": 0.0666496679186821,
"m": 1.0
},
{
"p": 0.07171591371297836,
"m": 0.8983129262924194
},
{
"p": 0.06759996712207794,
"m": 0.1938173621892929
},
{
"p": 0.0758473202586174,
"m": 0.9772130250930786
},
{
"p": 0.06498821079730988,
"m": 0.9552671909332275
},
{
"p": 0.06850013881921768,
"m": 0.8976887464523315
},
{
"p": 0.05378592386841774,
"m": 0.933158814907074
},
{
"p": 0.07327237725257874,
"m": 0.9918859601020813
},
{
"p": 0.10140202939510345,
"m": 1.0
},
{
"p": 0.08361245691776276,
"m": 1.0
},
{
"p": 0.07984697818756104,
"m": 1.0
},
{
"p": 0.06554007530212402,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 0.8791422247886658,
"val_loss": 0.988850474357605,
"acc": 66.79,
"time": 117.11276198294945,
"param": [
{
"p": 0.08661611378192902,
"m": 1.0
},
{
"p": 0.05177701264619827,
"m": 1.0
},
{
"p": 0.08237399160861969,
"m": 1.0
},
{
"p": 0.05921541899442673,
"m": 0.8731072545051575
},
{
"p": 0.0651409849524498,
"m": 0.18038177490234375
},
{
"p": 0.05802067369222641,
"m": 0.9978417158126831
},
{
"p": 0.05887310951948166,
"m": 0.9251779913902283
},
{
"p": 0.06213214993476868,
"m": 0.9578871130943298
},
{
"p": 0.06935524940490723,
"m": 1.0
},
{
"p": 0.08816058188676834,
"m": 0.9789837598800659
},
{
"p": 0.08444280177354813,
"m": 0.9271398782730103
},
{
"p": 0.10426265746355057,
"m": 1.0
},
{
"p": 0.0602460652589798,
"m": 1.0
},
{
"p": 0.06938327848911285,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 0.9784181118011475,
"val_loss": 0.8223088979721069,
"acc": 66.7,
"time": 131.1309332351666,
"param": [
{
"p": 0.07764776796102524,
"m": 1.0
},
{
"p": 0.0316765159368515,
"m": 1.0
},
{
"p": 0.06708076596260071,
"m": 1.0
},
{
"p": 0.09963015466928482,
"m": 0.8657142519950867
},
{
"p": 0.06364830583333969,
"m": 0.20976769924163818
},
{
"p": 0.09849429130554199,
"m": 0.9998438358306885
},
{
"p": 0.07541894167661667,
"m": 0.9537202715873718
},
{
"p": 0.08205980062484741,
"m": 0.8597105145454407
},
{
"p": 0.061301473528146744,
"m": 0.9872310161590576
},
{
"p": 0.08019734174013138,
"m": 0.9939931631088257
},
{
"p": 0.03557521477341652,
"m": 0.9821584820747375
},
{
"p": 0.08035040646791458,
"m": 1.0
},
{
"p": 0.0830962061882019,
"m": 1.0
},
{
"p": 0.06382284313440323,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 0.9238386154174805,
"val_loss": 0.9774148464202881,
"acc": 66.05,
"time": 129.6828823608812,
"param": [
{
"p": 0.08508478850126266,
"m": 1.0
},
{
"p": 0.05123816803097725,
"m": 1.0
},
{
"p": 0.08154477179050446,
"m": 1.0
},
{
"p": 0.040085673332214355,
"m": 0.7476096153259277
},
{
"p": 0.07522081583738327,
"m": 0.23118148744106293
},
{
"p": 0.07415194064378738,
"m": 1.0
},
{
"p": 0.07977864891290665,
"m": 0.9788077473640442
},
{
"p": 0.07181824743747711,
"m": 0.9287722706794739
},
{
"p": 0.07039497792720795,
"m": 1.0
},
{
"p": 0.05527768284082413,
"m": 1.0
},
{
"p": 0.09100981801748276,
"m": 0.9994016885757446
},
{
"p": 0.07644040882587433,
"m": 1.0
},
{
"p": 0.0941137820482254,
"m": 1.0
},
{
"p": 0.053840272128582,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.0011066198349,
"val_loss": 0.8444105386734009,
"acc": 66.66,
"time": 116.85408350406215,
"param": [
{
"p": 0.10405205190181732,
"m": 1.0
},
{
"p": 0.057435132563114166,
"m": 1.0
},
{
"p": 0.0833406075835228,
"m": 1.0
},
{
"p": 0.04408824071288109,
"m": 0.770180344581604
},
{
"p": 0.029008889570832253,
"m": 0.21729446947574615
},
{
"p": 0.08802065998315811,
"m": 1.0
},
{
"p": 0.07438041269779205,
"m": 0.9761390089988708
},
{
"p": 0.0579385906457901,
"m": 0.9082030057907104
},
{
"p": 0.04994354397058487,
"m": 1.0
},
{
"p": 0.084025539457798,
"m": 1.0
},
{
"p": 0.06726830452680588,
"m": 0.9811323285102844
},
{
"p": 0.08210423588752747,
"m": 1.0
},
{
"p": 0.09748447686433792,
"m": 1.0
},
{
"p": 0.08090922981500626,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 0.9441332817077637,
"val_loss": 0.8606974482536316,
"acc": 66.58,
"time": 132.33647898514755,
"param": [
{
"p": 0.06545035541057587,
"m": 1.0
},
{
"p": 0.016907520592212677,
"m": 1.0
},
{
"p": 0.0784570649266243,
"m": 1.0
},
{
"p": 0.06926074624061584,
"m": 0.7347468733787537
},
{
"p": 0.06700991839170456,
"m": 0.2532957196235657
},
{
"p": 0.0801207572221756,
"m": 0.9457029104232788
},
{
"p": 0.07441186904907227,
"m": 1.0
},
{
"p": 0.07674716413021088,
"m": 1.0
},
{
"p": 0.1019105613231659,
"m": 1.0
},
{
"p": 0.06817085295915604,
"m": 1.0
},
{
"p": 0.07634836435317993,
"m": 0.9393088221549988
},
{
"p": 0.07745929807424545,
"m": 1.0
},
{
"p": 0.08180544525384903,
"m": 1.0
},
{
"p": 0.06594011187553406,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.9726225733757019,
"val_loss": 1.0721486806869507,
"acc": 68.03,
"time": 125.53722212696448,
"param": [
{
"p": 0.09725822508335114,
"m": 1.0
},
{
"p": 0.0363958477973938,
"m": 1.0
},
{
"p": 0.07117274403572083,
"m": 1.0
},
{
"p": 0.08082228899002075,
"m": 0.9240180253982544
},
{
"p": 0.07073961943387985,
"m": 0.28797823190689087
},
{
"p": 0.06222543120384216,
"m": 1.0
},
{
"p": 0.061339132487773895,
"m": 0.9656975269317627
},
{
"p": 0.05612170696258545,
"m": 0.9751001000404358
},
{
"p": 0.07463063299655914,
"m": 0.9981295466423035
},
{
"p": 0.07901867479085922,
"m": 1.0
},
{
"p": 0.08818436414003372,
"m": 1.0
},
{
"p": 0.08194701373577118,
"m": 1.0
},
{
"p": 0.08405010402202606,
"m": 1.0
},
{
"p": 0.05609424039721489,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.9026007652282715,
"val_loss": 0.9249298572540283,
"acc": 67.67,
"time": 131.187489656033,
"param": [
{
"p": 0.07604055106639862,
"m": 1.0
},
{
"p": 0.025984646752476692,
"m": 1.0
},
{
"p": 0.07695640623569489,
"m": 1.0
},
{
"p": 0.02461276948451996,
"m": 0.932392418384552
},
{
"p": 0.09329017996788025,
"m": 0.21521246433258057
},
{
"p": 0.09796356409788132,
"m": 0.9268314838409424
},
{
"p": 0.032608240842819214,
"m": 0.9721242785453796
},
{
"p": 0.0775051936507225,
"m": 1.0
},
{
"p": 0.07323679327964783,
"m": 0.9977014660835266
},
{
"p": 0.09787037968635559,
"m": 0.9755074977874756
},
{
"p": 0.08552045375108719,
"m": 1.0
},
{
"p": 0.10182397812604904,
"m": 0.9891011714935303
},
{
"p": 0.09885969012975693,
"m": 1.0
},
{
"p": 0.037727102637290955,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.8400927782058716,
"val_loss": 0.9625506401062012,
"acc": 65.16,
"time": 128.34026876091957,
"param": [
{
"p": 0.08129426091909409,
"m": 1.0
},
{
"p": 0.06614901125431061,
"m": 1.0
},
{
"p": 0.059973083436489105,
"m": 1.0
},
{
"p": 0.08416878432035446,
"m": 0.9251114130020142
},
{
"p": 0.05867002159357071,
"m": 0.2561608850955963
},
{
"p": 0.0734153464436531,
"m": 0.8640190362930298
},
{
"p": 0.052989549934864044,
"m": 0.9113926887512207
},
{
"p": 0.05307268351316452,
"m": 1.0
},
{
"p": 0.06285785138607025,
"m": 1.0
},
{
"p": 0.08318961411714554,
"m": 0.9680715799331665
},
{
"p": 0.07457717508077621,
"m": 1.0
},
{
"p": 0.08688695728778839,
"m": 1.0
},
{
"p": 0.08966872841119766,
"m": 1.0
},
{
"p": 0.07308677583932877,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 0.808254063129425,
"val_loss": 0.9855299592018127,
"acc": 67.11,
"time": 130.66119660809636,
"param": [
{
"p": 0.1029978021979332,
"m": 1.0
},
{
"p": 0.04308447614312172,
"m": 1.0
},
{
"p": 0.07146430015563965,
"m": 1.0
},
{
"p": 0.0685090646147728,
"m": 0.8637012243270874
},
{
"p": 0.03941762074828148,
"m": 0.38138607144355774
},
{
"p": 0.05272725969552994,
"m": 0.758929431438446
},
{
"p": 0.0708739310503006,
"m": 0.8092657923698425
},
{
"p": 0.07561849057674408,
"m": 0.9878788590431213
},
{
"p": 0.07716380059719086,
"m": 0.9940657019615173
},
{
"p": 0.07750295102596283,
"m": 0.9981287717819214
},
{
"p": 0.05587764084339142,
"m": 0.9787617921829224
},
{
"p": 0.06555748730897903,
"m": 1.0
},
{
"p": 0.10464853793382645,
"m": 1.0
},
{
"p": 0.09455669671297073,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 0.7744369506835938,
"val_loss": 0.8272749185562134,
"acc": 67.79,
"time": 133.81671637599356,
"param": [
{
"p": 0.07169556617736816,
"m": 1.0
},
{
"p": 0.05974799394607544,
"m": 1.0
},
{
"p": 0.06307997554540634,
"m": 1.0
},
{
"p": 0.05381641909480095,
"m": 0.8156828880310059
},
{
"p": 0.06310833245515823,
"m": 0.4203539788722992
},
{
"p": 0.08257108181715012,
"m": 0.6804912686347961
},
{
"p": 0.07399000227451324,
"m": 0.8255080580711365
},
{
"p": 0.04441174119710922,
"m": 1.0
},
{
"p": 0.09785231202840805,
"m": 0.9975461959838867
},
{
"p": 0.06833206862211227,
"m": 1.0
},
{
"p": 0.07821346074342728,
"m": 0.9478119611740112
},
{
"p": 0.08858875930309296,
"m": 1.0
},
{
"p": 0.08910387754440308,
"m": 1.0
},
{
"p": 0.06548849493265152,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 0.6743190884590149,
"val_loss": 0.963851809501648,
"acc": 67.15,
"time": 126.05527690215968,
"param": [
{
"p": 0.0586564838886261,
"m": 1.0
},
{
"p": 0.05125626176595688,
"m": 1.0
},
{
"p": 0.06169179826974869,
"m": 1.0
},
{
"p": 0.05156058445572853,
"m": 0.8362334370613098
},
{
"p": 0.04031248763203621,
"m": 0.4694145917892456
},
{
"p": 0.09965980052947998,
"m": 0.7118515372276306
},
{
"p": 0.07233136147260666,
"m": 0.9760172963142395
},
{
"p": 0.09064086526632309,
"m": 0.9882615804672241
},
{
"p": 0.08135749399662018,
"m": 0.9910150170326233
},
{
"p": 0.06905332952737808,
"m": 1.0
},
{
"p": 0.07021268457174301,
"m": 0.9882494211196899
},
{
"p": 0.0915399119257927,
"m": 1.0
},
{
"p": 0.08027239888906479,
"m": 1.0
},
{
"p": 0.08145453780889511,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.9109468460083008,
"val_loss": 0.9829857349395752,
"acc": 66.5,
"time": 124.32681092992425,
"param": [
{
"p": 0.07383328676223755,
"m": 1.0
},
{
"p": 0.06560279428958893,
"m": 1.0
},
{
"p": 0.06843256950378418,
"m": 1.0
},
{
"p": 0.06685130298137665,
"m": 0.8969910740852356
},
{
"p": 0.07379249483346939,
"m": 0.4432176649570465
},
{
"p": 0.09540926665067673,
"m": 0.7833127379417419
},
{
"p": 0.0430864542722702,
"m": 0.8697333335876465
},
{
"p": 0.06489039212465286,
"m": 0.9392256140708923
},
{
"p": 0.06740834563970566,
"m": 0.9058091640472412
},
{
"p": 0.08390651643276215,
"m": 0.9497032165527344
},
{
"p": 0.08128348737955093,
"m": 0.952412486076355
},
{
"p": 0.07440035790205002,
"m": 1.0
},
{
"p": 0.07291421294212341,
"m": 1.0
},
{
"p": 0.0681886300444603,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.8443729877471924,
"val_loss": 0.8961181044578552,
"acc": 68.4,
"time": 134.70459448406473,
"param": [
{
"p": 0.08626922219991684,
"m": 1.0
},
{
"p": 0.06347789615392685,
"m": 1.0
},
{
"p": 0.0720304399728775,
"m": 1.0
},
{
"p": 0.07029648870229721,
"m": 0.8603354692459106
},
{
"p": 0.04648227617144585,
"m": 0.4812261760234833
},
{
"p": 0.060458954423666,
"m": 0.8432896733283997
},
{
"p": 0.0598127581179142,
"m": 0.8850357532501221
},
{
"p": 0.06838350743055344,
"m": 0.8632198572158813
},
{
"p": 0.09038597345352173,
"m": 1.0
},
{
"p": 0.0556807778775692,
"m": 0.9858010411262512
},
{
"p": 0.08779913932085037,
"m": 1.0
},
{
"p": 0.09274738281965256,
"m": 1.0
},
{
"p": 0.07315857708454132,
"m": 1.0
},
{
"p": 0.07301666587591171,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.0496888160705566,
"val_loss": 1.035028100013733,
"acc": 68.88,
"time": 132.84812309616245,
"param": [
{
"p": 0.08217713236808777,
"m": 1.0
},
{
"p": 0.07170261442661285,
"m": 1.0
},
{
"p": 0.07116138190031052,
"m": 1.0
},
{
"p": 0.056628406047821045,
"m": 0.8548113107681274
},
{
"p": 0.05854224041104317,
"m": 0.5149597525596619
},
{
"p": 0.07549324631690979,
"m": 0.7840894460678101
},
{
"p": 0.06567977368831635,
"m": 0.9820292592048645
},
{
"p": 0.07705023139715195,
"m": 0.8869750499725342
},
{
"p": 0.07621580362319946,
"m": 1.0
},
{
"p": 0.07847985625267029,
"m": 1.0
},
{
"p": 0.07763233780860901,
"m": 1.0
},
{
"p": 0.06394273042678833,
"m": 1.0
},
{
"p": 0.0763157308101654,
"m": 1.0
},
{
"p": 0.06897849589586258,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.9449946880340576,
"val_loss": 1.066947102546692,
"acc": 67.96,
"time": 119.08502754895017,
"param": [
{
"p": 0.09018359333276749,
"m": 1.0
},
{
"p": 0.05724211409687996,
"m": 1.0
},
{
"p": 0.056421320885419846,
"m": 1.0
},
{
"p": 0.06615262478590012,
"m": 0.8653155565261841
},
{
"p": 0.0703834667801857,
"m": 0.5298234820365906
},
{
"p": 0.10321473330259323,
"m": 0.8107557892799377
},
{
"p": 0.06277912110090256,
"m": 0.9335039258003235
},
{
"p": 0.04891718178987503,
"m": 0.8624101281166077
},
{
"p": 0.06198445335030556,
"m": 0.9967284798622131
},
{
"p": 0.0498318150639534,
"m": 0.9803462624549866
},
{
"p": 0.08149901777505875,
"m": 1.0
},
{
"p": 0.06370250135660172,
"m": 1.0
},
{
"p": 0.09908336400985718,
"m": 1.0
},
{
"p": 0.08860460668802261,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.9771220088005066,
"val_loss": 0.8613482713699341,
"acc": 68.44,
"time": 110.69199109892361,
"param": [
{
"p": 0.08854765444993973,
"m": 1.0
},
{
"p": 0.055266812443733215,
"m": 1.0
},
{
"p": 0.05778025463223457,
"m": 1.0
},
{
"p": 0.07474992424249649,
"m": 0.9284641742706299
},
{
"p": 0.059389084577560425,
"m": 0.4152102768421173
},
{
"p": 0.07018046826124191,
"m": 0.7978555560112
},
{
"p": 0.05424666404724121,
"m": 0.9432984590530396
},
{
"p": 0.06676201522350311,
"m": 0.8511446118354797
},
{
"p": 0.05975870415568352,
"m": 0.9612889885902405
},
{
"p": 0.07690981030464172,
"m": 1.0
},
{
"p": 0.08145450055599213,
"m": 0.9997697472572327
},
{
"p": 0.09037015587091446,
"m": 1.0
},
{
"p": 0.07340995222330093,
"m": 1.0
},
{
"p": 0.09117399901151657,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.5795769691467285,
"val_loss": 0.8814036250114441,
"acc": 67.81,
"time": 130.16306446189992,
"param": [
{
"p": 0.0803428515791893,
"m": 1.0
},
{
"p": 0.043657705187797546,
"m": 1.0
},
{
"p": 0.06424643844366074,
"m": 1.0
},
{
"p": 0.04607190936803818,
"m": 0.935288667678833
},
{
"p": 0.08850830048322678,
"m": 0.5238975286483765
},
{
"p": 0.05003165826201439,
"m": 0.728545606136322
},
{
"p": 0.09478280693292618,
"m": 1.0
},
{
"p": 0.046397674828767776,
"m": 1.0
},
{
"p": 0.0933016762137413,
"m": 1.0
},
{
"p": 0.07169101387262344,
"m": 0.9981276988983154
},
{
"p": 0.08223887532949448,
"m": 0.9997535943984985
},
{
"p": 0.10379697382450104,
"m": 1.0
},
{
"p": 0.07097659260034561,
"m": 1.0
},
{
"p": 0.06395547837018967,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 0.837624192237854,
"val_loss": 0.9257338643074036,
"acc": 68.18,
"time": 131.65037035709247,
"param": [
{
"p": 0.06745053082704544,
"m": 1.0
},
{
"p": 0.05637861043214798,
"m": 1.0
},
{
"p": 0.05939875915646553,
"m": 1.0
},
{
"p": 0.0538715124130249,
"m": 0.8013073205947876
},
{
"p": 0.06495034694671631,
"m": 0.5494875907897949
},
{
"p": 0.09432066231966019,
"m": 0.7527440190315247
},
{
"p": 0.07499637454748154,
"m": 0.8895360827445984
},
{
"p": 0.06816749274730682,
"m": 0.9626442790031433
},
{
"p": 0.07894882559776306,
"m": 0.9954785704612732
},
{
"p": 0.06453847140073776,
"m": 0.9975917339324951
},
{
"p": 0.08320823311805725,
"m": 0.9920617341995239
},
{
"p": 0.08062385022640228,
"m": 1.0
},
{
"p": 0.0836014375090599,
"m": 1.0
},
{
"p": 0.06954493373632431,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.8784570693969727,
"val_loss": 0.9977145195007324,
"acc": 67.55,
"time": 127.92690909607336,
"param": [
{
"p": 0.10656886547803879,
"m": 1.0
},
{
"p": 0.057420823723077774,
"m": 1.0
},
{
"p": 0.05372108146548271,
"m": 1.0
},
{
"p": 0.06270303577184677,
"m": 0.8621330261230469
},
{
"p": 0.07925383001565933,
"m": 0.5867283940315247
},
{
"p": 0.05909394472837448,
"m": 0.7530843019485474
},
{
"p": 0.04776543006300926,
"m": 0.7590688467025757
},
{
"p": 0.07007670402526855,
"m": 0.9397347569465637
},
{
"p": 0.0877077504992485,
"m": 1.0
},
{
"p": 0.06696867197751999,
"m": 0.9986411333084106
},
{
"p": 0.07843227684497833,
"m": 1.0
},
{
"p": 0.10712353140115738,
"m": 1.0
},
{
"p": 0.07419081777334213,
"m": 1.0
},
{
"p": 0.04897323623299599,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.7773885726928711,
"val_loss": 1.0570043325424194,
"acc": 68.35,
"time": 131.01320585096255,
"param": [
{
"p": 0.06948865205049515,
"m": 1.0
},
{
"p": 0.046125102788209915,
"m": 1.0
},
{
"p": 0.08018787950277328,
"m": 1.0
},
{
"p": 0.09403099119663239,
"m": 1.0
},
{
"p": 0.050955720245838165,
"m": 0.6000003814697266
},
{
"p": 0.06818260252475739,
"m": 0.7095577120780945
},
{
"p": 0.05865507200360298,
"m": 0.8755250573158264
},
{
"p": 0.052552126348018646,
"m": 0.8625496029853821
},
{
"p": 0.05404385179281235,
"m": 0.9087955951690674
},
{
"p": 0.07589877396821976,
"m": 1.0
},
{
"p": 0.09271815419197083,
"m": 1.0
},
{
"p": 0.07066656649112701,
"m": 1.0
},
{
"p": 0.10085322707891464,
"m": 1.0
},
{
"p": 0.08564124256372452,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 0.7266181707382202,
"val_loss": 0.9323307275772095,
"acc": 69.79,
"time": 128.77532581915148,
"param": [
{
"p": 0.07791931182146072,
"m": 1.0
},
{
"p": 0.051865044981241226,
"m": 1.0
},
{
"p": 0.06817315518856049,
"m": 1.0
},
{
"p": 0.07960594445466995,
"m": 0.9666218161582947
},
{
"p": 0.04798591881990433,
"m": 0.7361193895339966
},
{
"p": 0.0724874883890152,
"m": 0.8502142429351807
},
{
"p": 0.08315062522888184,
"m": 0.8812676668167114
},
{
"p": 0.06550798565149307,
"m": 0.8562597632408142
},
{
"p": 0.07921551167964935,
"m": 1.0
},
{
"p": 0.09515568614006042,
"m": 0.9971362948417664
},
{
"p": 0.0693412497639656,
"m": 0.9673500657081604
},
{
"p": 0.08663780242204666,
"m": 1.0
},
{
"p": 0.07408537715673447,
"m": 1.0
},
{
"p": 0.04886893928050995,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.6563633680343628,
"val_loss": 0.8104223012924194,
"acc": 67.85,
"time": 125.77576602296904,
"param": [
{
"p": 0.05501921847462654,
"m": 1.0
},
{
"p": 0.08789261430501938,
"m": 1.0
},
{
"p": 0.06148064509034157,
"m": 1.0
},
{
"p": 0.028233936056494713,
"m": 0.9204060435295105
},
{
"p": 0.08288346976041794,
"m": 0.5807046890258789
},
{
"p": 0.08513256907463074,
"m": 0.9146108031272888
},
{
"p": 0.055944014340639114,
"m": 0.791438639163971
},
{
"p": 0.08874502778053284,
"m": 0.8700936436653137
},
{
"p": 0.07282672077417374,
"m": 0.9052155613899231
},
{
"p": 0.060578059405088425,
"m": 0.9955953359603882
},
{
"p": 0.09823436290025711,
"m": 0.9074108600616455
},
{
"p": 0.059390679001808167,
"m": 1.0
},
{
"p": 0.09338182210922241,
"m": 1.0
},
{
"p": 0.07025687396526337,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.996710479259491,
"val_loss": 0.9230829477310181,
"acc": 68.32,
"time": 131.52171709598042,
"param": [
{
"p": 0.06040642037987709,
"m": 1.0
},
{
"p": 0.08139730989933014,
"m": 1.0
},
{
"p": 0.09592924267053604,
"m": 1.0
},
{
"p": 0.016371039673686028,
"m": 0.8692080974578857
},
{
"p": 0.07099314033985138,
"m": 0.5418331623077393
},
{
"p": 0.08431070297956467,
"m": 0.9868647456169128
},
{
"p": 0.05731797218322754,
"m": 0.9508447647094727
},
{
"p": 0.08826740831136703,
"m": 0.9505104422569275
},
{
"p": 0.09556951373815536,
"m": 0.9744551777839661
},
{
"p": 0.07363413274288177,
"m": 0.971382737159729
},
{
"p": 0.06775698810815811,
"m": 0.9141708016395569
},
{
"p": 0.0817142203450203,
"m": 1.0
},
{
"p": 0.0724429115653038,
"m": 1.0
},
{
"p": 0.05388892814517021,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.6923815608024597,
"val_loss": 0.8938888311386108,
"acc": 67.77,
"time": 121.4735539520625,
"param": [
{
"p": 0.07919866591691971,
"m": 1.0
},
{
"p": 0.03539547324180603,
"m": 1.0
},
{
"p": 0.0861334502696991,
"m": 1.0
},
{
"p": 0.01879047602415085,
"m": 0.9875046014785767
},
{
"p": 0.05940714105963707,
"m": 0.6230024695396423
},
{
"p": 0.09133885055780411,
"m": 0.9911248087882996
},
{
"p": 0.0558772049844265,
"m": 1.0
},
{
"p": 0.11094821244478226,
"m": 0.9405849575996399
},
{
"p": 0.05869186669588089,
"m": 0.9065660834312439
},
{
"p": 0.09409217536449432,
"m": 1.0
},
{
"p": 0.07328693568706512,
"m": 0.9608535766601562
},
{
"p": 0.06346645951271057,
"m": 1.0
},
{
"p": 0.108012355864048,
"m": 1.0
},
{
"p": 0.06536071002483368,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.7566068768501282,
"val_loss": 0.9788451194763184,
"acc": 69.1,
"time": 122.93201792309992,
"param": [
{
"p": 0.10063505917787552,
"m": 1.0
},
{
"p": 0.06445472687482834,
"m": 1.0
},
{
"p": 0.06781920045614243,
"m": 1.0
},
{
"p": 0.07789874821901321,
"m": 0.8842192888259888
},
{
"p": 0.05168208107352257,
"m": 0.6009390950202942
},
{
"p": 0.049091238528490067,
"m": 0.9723015427589417
},
{
"p": 0.08355295658111572,
"m": 0.8896076679229736
},
{
"p": 0.07108329981565475,
"m": 0.9668508768081665
},
{
"p": 0.06138598173856735,
"m": 1.0
},
{
"p": 0.0576208233833313,
"m": 0.9920302629470825
},
{
"p": 0.07303674519062042,
"m": 1.0
},
{
"p": 0.10878827422857285,
"m": 0.9951831102371216
},
{
"p": 0.09277649968862534,
"m": 1.0
},
{
"p": 0.040174275636672974,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.8335229158401489,
"val_loss": 0.8728927969932556,
"acc": 68.89,
"time": 120.75771238910966,
"param": [
{
"p": 0.08505712449550629,
"m": 1.0
},
{
"p": 0.08205732703208923,
"m": 1.0
},
{
"p": 0.08432672917842865,
"m": 1.0
},
{
"p": 0.05156771466135979,
"m": 0.8350165486335754
},
{
"p": 0.05031749606132507,
"m": 0.6195770502090454
},
{
"p": 0.06824834644794464,
"m": 0.9124104976654053
},
{
"p": 0.07445025444030762,
"m": 0.9487190842628479
},
{
"p": 0.06428150087594986,
"m": 0.8581030964851379
},
{
"p": 0.06074247136712074,
"m": 0.9866364002227783
},
{
"p": 0.07175441831350327,
"m": 1.0
},
{
"p": 0.06714772433042526,
"m": 0.9999172687530518
},
{
"p": 0.08156441897153854,
"m": 1.0
},
{
"p": 0.07485070079565048,
"m": 1.0
},
{
"p": 0.08363373577594757,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.5890160202980042,
"val_loss": 0.9894049763679504,
"acc": 68.28,
"time": 111.52820777380839,
"param": [
{
"p": 0.06115429475903511,
"m": 1.0
},
{
"p": 0.05553123354911804,
"m": 1.0
},
{
"p": 0.09398699551820755,
"m": 1.0
},
{
"p": 0.0688263550400734,
"m": 0.8834432363510132
},
{
"p": 0.03402813524007797,
"m": 0.561551034450531
},
{
"p": 0.08710524439811707,
"m": 0.8421174883842468
},
{
"p": 0.1011948511004448,
"m": 1.0
},
{
"p": 0.0840049609541893,
"m": 0.9876516461372375
},
{
"p": 0.06879471987485886,
"m": 0.9409171938896179
},
{
"p": 0.07208184152841568,
"m": 0.9661867618560791
},
{
"p": 0.08790300786495209,
"m": 0.9967182278633118
},
{
"p": 0.05461769178509712,
"m": 1.0
},
{
"p": 0.0761997252702713,
"m": 1.0
},
{
"p": 0.05457080900669098,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.6253761053085327,
"val_loss": 0.9166591167449951,
"acc": 69.39,
"time": 117.12892963900231,
"param": [
{
"p": 0.0688079223036766,
"m": 1.0
},
{
"p": 0.07197240740060806,
"m": 1.0
},
{
"p": 0.04962429404258728,
"m": 1.0
},
{
"p": 0.058321285992860794,
"m": 0.8909451365470886
},
{
"p": 0.019173597916960716,
"m": 0.42150917649269104
},
{
"p": 0.0734226405620575,
"m": 0.6875127553939819
},
{
"p": 0.06632156670093536,
"m": 0.961859405040741
},
{
"p": 0.08079308271408081,
"m": 0.9738358855247498
},
{
"p": 0.08394388854503632,
"m": 0.9813668131828308
},
{
"p": 0.08916158974170685,
"m": 1.0
},
{
"p": 0.06722640991210938,
"m": 1.0
},
{
"p": 0.10897716879844666,
"m": 1.0
},
{
"p": 0.09773490577936172,
"m": 1.0
},
{
"p": 0.06451927870512009,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.7403990626335144,
"val_loss": 0.9880984425544739,
"acc": 67.84,
"time": 130.48804846708663,
"param": [
{
"p": 0.08481958508491516,
"m": 1.0
},
{
"p": 0.06806972622871399,
"m": 1.0
},
{
"p": 0.08195364475250244,
"m": 1.0
},
{
"p": 0.06067035347223282,
"m": 0.8379247784614563
},
{
"p": 0.06496977061033249,
"m": 0.5302862524986267
},
{
"p": 0.0858452171087265,
"m": 0.5974783897399902
},
{
"p": 0.060566648840904236,
"m": 0.954028308391571
},
{
"p": 0.07274337112903595,
"m": 0.8759815692901611
},
{
"p": 0.07357002794742584,
"m": 0.9940863847732544
},
{
"p": 0.050705913454294205,
"m": 0.980065107345581
},
{
"p": 0.07599970698356628,
"m": 0.9452840089797974
},
{
"p": 0.09140948206186295,
"m": 0.9997389912605286
},
{
"p": 0.07670626789331436,
"m": 1.0
},
{
"p": 0.051970224827528,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.5758988261222839,
"val_loss": 0.9250711798667908,
"acc": 69.22,
"time": 121.13092537294142,
"param": [
{
"p": 0.06686388701200485,
"m": 1.0
},
{
"p": 0.062056176364421844,
"m": 1.0
},
{
"p": 0.07142140716314316,
"m": 1.0
},
{
"p": 0.06312859058380127,
"m": 0.9931283593177795
},
{
"p": 0.036236722022295,
"m": 0.6452623009681702
},
{
"p": 0.06296252459287643,
"m": 0.47618842124938965
},
{
"p": 0.0937834307551384,
"m": 0.8465068936347961
},
{
"p": 0.06250163167715073,
"m": 0.9395492672920227
},
{
"p": 0.10367672890424728,
"m": 0.9384016990661621
},
{
"p": 0.07125040888786316,
"m": 0.9959911704063416
},
{
"p": 0.07601390779018402,
"m": 0.9818641543388367
},
{
"p": 0.0719970092177391,
"m": 1.0
},
{
"p": 0.08273489028215408,
"m": 1.0
},
{
"p": 0.0753725990653038,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.5287315249443054,
"val_loss": 0.9256301522254944,
"acc": 69.49,
"time": 120.11336889490485,
"param": [
{
"p": 0.07297341525554657,
"m": 1.0
},
{
"p": 0.054638877511024475,
"m": 1.0
},
{
"p": 0.08776798099279404,
"m": 1.0
},
{
"p": 0.08536431938409805,
"m": 0.8646483421325684
},
{
"p": 0.07112900912761688,
"m": 0.7722558975219727
},
{
"p": 0.05113271251320839,
"m": 0.372822105884552
},
{
"p": 0.04985816404223442,
"m": 1.0
},
{
"p": 0.07132644206285477,
"m": 0.981517493724823
},
{
"p": 0.07445098459720612,
"m": 1.0
},
{
"p": 0.08880077302455902,
"m": 0.9928444027900696
},
{
"p": 0.05862110108137131,
"m": 1.0
},
{
"p": 0.08174821734428406,
"m": 1.0
},
{
"p": 0.07937093079090118,
"m": 1.0
},
{
"p": 0.07281707227230072,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.7083315849304199,
"val_loss": 1.0133793354034424,
"acc": 69.36,
"time": 128.48709031799808,
"param": [
{
"p": 0.06904882937669754,
"m": 1.0
},
{
"p": 0.05419930815696716,
"m": 1.0
},
{
"p": 0.08760183304548264,
"m": 1.0
},
{
"p": 0.09240353107452393,
"m": 0.8805918097496033
},
{
"p": 0.061399802565574646,
"m": 0.8582707643508911
},
{
"p": 0.05355750396847725,
"m": 0.2658935785293579
},
{
"p": 0.07692895084619522,
"m": 0.946548581123352
},
{
"p": 0.07873508334159851,
"m": 0.9707744717597961
},
{
"p": 0.04104021191596985,
"m": 0.9415314197540283
},
{
"p": 0.0683889091014862,
"m": 1.0
},
{
"p": 0.08754589408636093,
"m": 0.9792624711990356
},
{
"p": 0.08041449636220932,
"m": 1.0
},
{
"p": 0.07757945358753204,
"m": 1.0
},
{
"p": 0.07115620374679565,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.6043386459350586,
"val_loss": 0.9278188347816467,
"acc": 69.74,
"time": 116.4765525679104,
"param": [
{
"p": 0.06106128916144371,
"m": 1.0
},
{
"p": 0.0802115872502327,
"m": 1.0
},
{
"p": 0.06419968605041504,
"m": 1.0
},
{
"p": 0.06927700340747833,
"m": 0.9642836451530457
},
{
"p": 0.05073293671011925,
"m": 0.9250938296318054
},
{
"p": 0.08544151484966278,
"m": 0.2850593328475952
},
{
"p": 0.0666121393442154,
"m": 0.899381160736084
},
{
"p": 0.07151824980974197,
"m": 0.9374101758003235
},
{
"p": 0.07746433466672897,
"m": 0.952765941619873
},
{
"p": 0.06949793547391891,
"m": 1.0
},
{
"p": 0.07405263930559158,
"m": 0.925887942314148
},
{
"p": 0.09357767552137375,
"m": 1.0
},
{
"p": 0.09451785683631897,
"m": 1.0
},
{
"p": 0.04183520749211311,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.5724900960922241,
"val_loss": 0.92458176612854,
"acc": 69.09,
"time": 122.56423017196357,
"param": [
{
"p": 0.0696030855178833,
"m": 1.0
},
{
"p": 0.05686197802424431,
"m": 1.0
},
{
"p": 0.0874873474240303,
"m": 1.0
},
{
"p": 0.03507465869188309,
"m": 0.975468099117279
},
{
"p": 0.06752800941467285,
"m": 0.9377226829528809
},
{
"p": 0.05385388806462288,
"m": 0.2715006470680237
},
{
"p": 0.07357163727283478,
"m": 0.9708167910575867
},
{
"p": 0.061980582773685455,
"m": 0.931448221206665
},
{
"p": 0.08293439447879791,
"m": 0.9879025816917419
},
{
"p": 0.0735684335231781,
"m": 0.9251710176467896
},
{
"p": 0.09214664995670319,
"m": 0.9961049556732178
},
{
"p": 0.0665595680475235,
"m": 1.0
},
{
"p": 0.08824589103460312,
"m": 1.0
},
{
"p": 0.09058380126953125,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.6621183753013611,
"val_loss": 0.9395703077316284,
"acc": 68.9,
"time": 130.8934251491446,
"param": [
{
"p": 0.09952136129140854,
"m": 1.0
},
{
"p": 0.051338084042072296,
"m": 1.0
},
{
"p": 0.04874527454376221,
"m": 1.0
},
{
"p": 0.03836928680539131,
"m": 0.856489360332489
},
{
"p": 0.07688581943511963,
"m": 0.9630506634712219
},
{
"p": 0.08207936584949493,
"m": 0.46587979793548584
},
{
"p": 0.07644937187433243,
"m": 0.9617312550544739
},
{
"p": 0.03218110278248787,
"m": 0.7416854500770569
},
{
"p": 0.07580415904521942,
"m": 0.9427148699760437
},
{
"p": 0.053385067731142044,
"m": 0.9503940343856812
},
{
"p": 0.08584897220134735,
"m": 0.9994325041770935
},
{
"p": 0.09103385359048843,
"m": 1.0
},
{
"p": 0.10913180559873581,
"m": 1.0
},
{
"p": 0.07922647893428802,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.7272189855575562,
"val_loss": 0.8246508240699768,
"acc": 70.45,
"time": 135.87739992607385,
"param": [
{
"p": 0.09086814522743225,
"m": 1.0
},
{
"p": 0.07603558897972107,
"m": 1.0
},
{
"p": 0.07450006157159805,
"m": 1.0
},
{
"p": 0.0490785613656044,
"m": 0.8606331944465637
},
{
"p": 0.08676980435848236,
"m": 0.9806148409843445
},
{
"p": 0.05873315781354904,
"m": 0.5326240062713623
},
{
"p": 0.05598297342658043,
"m": 0.84770268201828
},
{
"p": 0.0813327208161354,
"m": 0.7384223341941833
},
{
"p": 0.04985112324357033,
"m": 0.9334768652915955
},
{
"p": 0.0852402076125145,
"m": 0.9208134412765503
},
{
"p": 0.08997102826833725,
"m": 0.9004334211349487
},
{
"p": 0.06928088515996933,
"m": 1.0
},
{
"p": 0.06033143401145935,
"m": 1.0
},
{
"p": 0.07202430069446564,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9864886403083801,
"val_loss": 1.0660845041275024,
"acc": 68.32,
"time": 128.50017960788682,
"param": [
{
"p": 0.0682002380490303,
"m": 1.0
},
{
"p": 0.05837147682905197,
"m": 1.0
},
{
"p": 0.061093658208847046,
"m": 1.0
},
{
"p": 0.07752002775669098,
"m": 0.8995780944824219
},
{
"p": 0.06744207441806793,
"m": 0.8991636037826538
},
{
"p": 0.0726361945271492,
"m": 0.6196202635765076
},
{
"p": 0.07966870069503784,
"m": 0.761174201965332
},
{
"p": 0.07768499106168747,
"m": 0.810759425163269
},
{
"p": 0.05079441890120506,
"m": 0.9314048886299133
},
{
"p": 0.08339793235063553,
"m": 0.9372967481613159
},
{
"p": 0.0658198669552803,
"m": 0.9017003178596497
},
{
"p": 0.07764335721731186,
"m": 1.0
},
{
"p": 0.08825334161520004,
"m": 1.0
},
{
"p": 0.07147378474473953,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.6408383250236511,
"val_loss": 1.0663479566574097,
"acc": 69.96,
"time": 131.02246583113447,
"param": [
{
"p": 0.08280159533023834,
"m": 1.0
},
{
"p": 0.07268793880939484,
"m": 1.0
},
{
"p": 0.06892168521881104,
"m": 1.0
},
{
"p": 0.06772126257419586,
"m": 0.9576910734176636
},
{
"p": 0.05288150906562805,
"m": 0.8981080055236816
},
{
"p": 0.0544353723526001,
"m": 0.6419491171836853
},
{
"p": 0.06956701725721359,
"m": 0.7937648296356201
},
{
"p": 0.08529897034168243,
"m": 0.923538088798523
},
{
"p": 0.08545494824647903,
"m": 0.9812617301940918
},
{
"p": 0.06697831302881241,
"m": 1.0
},
{
"p": 0.0868217945098877,
"m": 0.9436973333358765
},
{
"p": 0.059494078159332275,
"m": 1.0
},
{
"p": 0.07297439128160477,
"m": 1.0
},
{
"p": 0.07396121323108673,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.7005650401115417,
"val_loss": 1.0092297792434692,
"acc": 69.95,
"time": 133.67867251299322,
"param": [
{
"p": 0.07529296725988388,
"m": 1.0
},
{
"p": 0.08452457934617996,
"m": 1.0
},
{
"p": 0.08430204540491104,
"m": 1.0
},
{
"p": 0.04346822574734688,
"m": 0.914833664894104
},
{
"p": 0.054083146154880524,
"m": 0.9787127375602722
},
{
"p": 0.09006267786026001,
"m": 0.7612299919128418
},
{
"p": 0.066834457218647,
"m": 0.7646324634552002
},
{
"p": 0.056739091873168945,
"m": 0.9309029579162598
},
{
"p": 0.07195157557725906,
"m": 0.9987220764160156
},
{
"p": 0.0720476433634758,
"m": 1.0
},
{
"p": 0.06388028711080551,
"m": 0.9620286226272583
},
{
"p": 0.08450568467378616,
"m": 1.0
},
{
"p": 0.08736774325370789,
"m": 1.0
},
{
"p": 0.06493997573852539,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.5541189908981323,
"val_loss": 0.8443465828895569,
"acc": 69.95,
"time": 132.3509789360687,
"param": [
{
"p": 0.08525638282299042,
"m": 1.0
},
{
"p": 0.045147474855184555,
"m": 1.0
},
{
"p": 0.09288627654314041,
"m": 1.0
},
{
"p": 0.06480571627616882,
"m": 0.827540397644043
},
{
"p": 0.027037223801016808,
"m": 0.9941953420639038
},
{
"p": 0.09367529302835464,
"m": 0.8157268762588501
},
{
"p": 0.08159583806991577,
"m": 0.7273340821266174
},
{
"p": 0.0776616707444191,
"m": 0.9245506525039673
},
{
"p": 0.07770584523677826,
"m": 0.8398396372795105
},
{
"p": 0.04411826655268669,
"m": 0.9979140758514404
},
{
"p": 0.060798946768045425,
"m": 0.9049853682518005
},
{
"p": 0.0655890628695488,
"m": 1.0
},
{
"p": 0.09749885648488998,
"m": 1.0
},
{
"p": 0.08622303605079651,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.5294826626777649,
"val_loss": 0.8805738687515259,
"acc": 70.14,
"time": 121.622023539152,
"param": [
{
"p": 0.0556146577000618,
"m": 1.0
},
{
"p": 0.06716769188642502,
"m": 1.0
},
{
"p": 0.07810036092996597,
"m": 1.0
},
{
"p": 0.0602048896253109,
"m": 0.878594160079956
},
{
"p": 0.06500480324029922,
"m": 0.9575241208076477
},
{
"p": 0.06607678532600403,
"m": 0.6327624917030334
},
{
"p": 0.07646684348583221,
"m": 0.80348801612854
},
{
"p": 0.05475478619337082,
"m": 0.9449029564857483
},
{
"p": 0.08523478358983994,
"m": 0.8909511566162109
},
{
"p": 0.0831952765583992,
"m": 0.9996239542961121
},
{
"p": 0.042617619037628174,
"m": 0.944201648235321
},
{
"p": 0.1024487093091011,
"m": 1.0
},
{
"p": 0.06934250891208649,
"m": 1.0
},
{
"p": 0.09377030283212662,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.5759555101394653,
"val_loss": 0.9952768087387085,
"acc": 70.07,
"time": 129.4404846590478,
"param": [
{
"p": 0.06893593072891235,
"m": 1.0
},
{
"p": 0.08930394053459167,
"m": 1.0
},
{
"p": 0.05581241473555565,
"m": 1.0
},
{
"p": 0.06612184643745422,
"m": 0.9840090870857239
},
{
"p": 0.052582867443561554,
"m": 0.7107505798339844
},
{
"p": 0.07527720183134079,
"m": 0.678697407245636
},
{
"p": 0.05731174349784851,
"m": 0.7626973390579224
},
{
"p": 0.05139658600091934,
"m": 0.9834004640579224
},
{
"p": 0.07566573470830917,
"m": 0.9085755944252014
},
{
"p": 0.06486053019762039,
"m": 0.9694547653198242
},
{
"p": 0.08129578828811646,
"m": 0.9798887968063354
},
{
"p": 0.07743924111127853,
"m": 1.0
},
{
"p": 0.08698419481515884,
"m": 1.0
},
{
"p": 0.09701192378997803,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.5979833602905273,
"val_loss": 0.9333633780479431,
"acc": 69.28,
"time": 133.53816527314484,
"param": [
{
"p": 0.053668513894081116,
"m": 1.0
},
{
"p": 0.055879607796669006,
"m": 1.0
},
{
"p": 0.09342896938323975,
"m": 1.0
},
{
"p": 0.05822933092713356,
"m": 0.8606696128845215
},
{
"p": 0.046082813292741776,
"m": 0.7712334394454956
},
{
"p": 0.08058847486972809,
"m": 0.694878101348877
},
{
"p": 0.06749137490987778,
"m": 0.8571335673332214
},
{
"p": 0.10208052396774292,
"m": 0.9917773008346558
},
{
"p": 0.06552903354167938,
"m": 0.9754975438117981
},
{
"p": 0.11277757585048676,
"m": 1.0
},
{
"p": 0.06233040988445282,
"m": 0.8929441571235657
},
{
"p": 0.05776211991906166,
"m": 1.0
},
{
"p": 0.07588840276002884,
"m": 1.0
},
{
"p": 0.0682627484202385,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.6215289831161499,
"val_loss": 1.0024158954620361,
"acc": 70.74,
"time": 130.31240618089214,
"param": [
{
"p": 0.08736510574817657,
"m": 1.0
},
{
"p": 0.045584194362163544,
"m": 1.0
},
{
"p": 0.07741370052099228,
"m": 1.0
},
{
"p": 0.07533574104309082,
"m": 0.8451953530311584
},
{
"p": 0.0571613647043705,
"m": 0.8237079381942749
},
{
"p": 0.07483411580324173,
"m": 0.7192466855049133
},
{
"p": 0.056921545416116714,
"m": 0.7999445199966431
},
{
"p": 0.08513111621141434,
"m": 0.8211394548416138
},
{
"p": 0.08612599223852158,
"m": 0.9922233819961548
},
{
"p": 0.05955152586102486,
"m": 1.0
},
{
"p": 0.10000782459974289,
"m": 1.0
},
{
"p": 0.04989994317293167,
"m": 1.0
},
{
"p": 0.06640198081731796,
"m": 1.0
},
{
"p": 0.07826575636863708,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.5502193570137024,
"val_loss": 0.8685358166694641,
"acc": 69.98,
"time": 114.61974161793478,
"param": [
{
"p": 0.06899601221084595,
"m": 1.0
},
{
"p": 0.07931958884000778,
"m": 1.0
},
{
"p": 0.08534593135118484,
"m": 1.0
},
{
"p": 0.042000286281108856,
"m": 0.7998216152191162
},
{
"p": 0.07156018912792206,
"m": 0.7709301114082336
},
{
"p": 0.06922082602977753,
"m": 0.7248491644859314
},
{
"p": 0.07683611661195755,
"m": 0.8954921364784241
},
{
"p": 0.0797770619392395,
"m": 0.9042285084724426
},
{
"p": 0.090257428586483,
"m": 1.0
},
{
"p": 0.06461916863918304,
"m": 1.0
},
{
"p": 0.04348846897482872,
"m": 0.9036178588867188
},
{
"p": 0.07906683534383774,
"m": 1.0
},
{
"p": 0.08798318356275558,
"m": 1.0
},
{
"p": 0.06152889132499695,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.8290177583694458,
"val_loss": 0.9083039164543152,
"acc": 69.98,
"time": 131.14173859893344,
"param": [
{
"p": 0.04852934926748276,
"m": 1.0
},
{
"p": 0.07248663157224655,
"m": 1.0
},
{
"p": 0.06548520177602768,
"m": 1.0
},
{
"p": 0.061971865594387054,
"m": 0.7615376114845276
},
{
"p": 0.06106569990515709,
"m": 0.8340691924095154
},
{
"p": 0.06848602741956711,
"m": 0.6135571599006653
},
{
"p": 0.08287132531404495,
"m": 0.9853301644325256
},
{
"p": 0.07334546744823456,
"m": 0.8400440812110901
},
{
"p": 0.053160376846790314,
"m": 0.9402238726615906
},
{
"p": 0.07320600748062134,
"m": 1.0
},
{
"p": 0.10719914734363556,
"m": 1.0
},
{
"p": 0.08651681244373322,
"m": 1.0
},
{
"p": 0.07592693716287613,
"m": 1.0
},
{
"p": 0.06974920630455017,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.5166983008384705,
"val_loss": 0.9293227791786194,
"acc": 69.88,
"time": 131.2768324459903,
"param": [
{
"p": 0.08948823809623718,
"m": 1.0
},
{
"p": 0.07258818298578262,
"m": 1.0
},
{
"p": 0.060674674808979034,
"m": 1.0
},
{
"p": 0.07265244424343109,
"m": 0.7022016048431396
},
{
"p": 0.06696707010269165,
"m": 0.7705270051956177
},
{
"p": 0.08440832793712616,
"m": 0.48435690999031067
},
{
"p": 0.07386594265699387,
"m": 0.8511590957641602
},
{
"p": 0.09359762817621231,
"m": 0.9150775074958801
},
{
"p": 0.053330570459365845,
"m": 0.8724372386932373
},
{
"p": 0.08511201292276382,
"m": 1.0
},
{
"p": 0.06380464881658554,
"m": 0.9847966432571411
},
{
"p": 0.07352875173091888,
"m": 1.0
},
{
"p": 0.05719234421849251,
"m": 1.0
},
{
"p": 0.05278916284441948,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.6204094886779785,
"val_loss": 0.8622676730155945,
"acc": 70.36,
"time": 129.53794779791497,
"param": [
{
"p": 0.10511232912540436,
"m": 1.0
},
{
"p": 0.0571756474673748,
"m": 1.0
},
{
"p": 0.07353919744491577,
"m": 1.0
},
{
"p": 0.046350039541721344,
"m": 0.6839422583580017
},
{
"p": 0.07618184387683868,
"m": 0.6348408460617065
},
{
"p": 0.04735080152750015,
"m": 0.43237724900245667
},
{
"p": 0.08941350132226944,
"m": 0.9192336201667786
},
{
"p": 0.06204615905880928,
"m": 0.9207926392555237
},
{
"p": 0.09445172548294067,
"m": 0.9418081641197205
},
{
"p": 0.061328865587711334,
"m": 0.9693439602851868
},
{
"p": 0.058365561068058014,
"m": 0.9698494672775269
},
{
"p": 0.0827123299241066,
"m": 1.0
},
{
"p": 0.08067359030246735,
"m": 1.0
},
{
"p": 0.06529848277568817,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.6969202756881714,
"val_loss": 0.9414631128311157,
"acc": 69.28,
"time": 118.17304100398906,
"param": [
{
"p": 0.06479884684085846,
"m": 1.0
},
{
"p": 0.1086510419845581,
"m": 1.0
},
{
"p": 0.08908012509346008,
"m": 1.0
},
{
"p": 0.046872034668922424,
"m": 0.7451267838478088
},
{
"p": 0.06886258721351624,
"m": 0.7927733063697815
},
{
"p": 0.0669824555516243,
"m": 0.4433896839618683
},
{
"p": 0.0797511488199234,
"m": 0.9854886531829834
},
{
"p": 0.05840839445590973,
"m": 0.8439750075340271
},
{
"p": 0.08423461019992828,
"m": 0.9742201566696167
},
{
"p": 0.06658873707056046,
"m": 0.9848986864089966
},
{
"p": 0.08784414827823639,
"m": 0.9491987228393555
},
{
"p": 0.07779292017221451,
"m": 1.0
},
{
"p": 0.04624144732952118,
"m": 1.0
},
{
"p": 0.05389152839779854,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.393768310546875,
"val_loss": 0.9655525088310242,
"acc": 68.99,
"time": 129.23755599395372,
"param": [
{
"p": 0.07551883161067963,
"m": 1.0
},
{
"p": 0.07967765629291534,
"m": 1.0
},
{
"p": 0.06648091226816177,
"m": 1.0
},
{
"p": 0.08379154652357101,
"m": 0.8317556977272034
},
{
"p": 0.06703212112188339,
"m": 0.7121762037277222
},
{
"p": 0.04595949873328209,
"m": 0.536093533039093
},
{
"p": 0.07406996190547943,
"m": 0.9912039041519165
},
{
"p": 0.05512017011642456,
"m": 0.8342471718788147
},
{
"p": 0.03970801830291748,
"m": 0.9759617447853088
},
{
"p": 0.09918989986181259,
"m": 0.9980971813201904
},
{
"p": 0.0552012175321579,
"m": 0.9762336015701294
},
{
"p": 0.09721110016107559,
"m": 1.0
},
{
"p": 0.07748021930456161,
"m": 1.0
},
{
"p": 0.08355886489152908,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.35367944836616516,
"val_loss": 0.9624344706535339,
"acc": 70.47,
"time": 127.38876761891879,
"param": [
{
"p": 0.08255002647638321,
"m": 1.0
},
{
"p": 0.07496421039104462,
"m": 1.0
},
{
"p": 0.07218664139509201,
"m": 1.0
},
{
"p": 0.04270201921463013,
"m": 0.9156520962715149
},
{
"p": 0.04946032166481018,
"m": 0.8433629274368286
},
{
"p": 0.09599647670984268,
"m": 0.5312774181365967
},
{
"p": 0.05128463730216026,
"m": 0.9093354940414429
},
{
"p": 0.05281811207532883,
"m": 0.7675082087516785
},
{
"p": 0.058497775346040726,
"m": 0.9135221838951111
},
{
"p": 0.10315366834402084,
"m": 0.9710392355918884
},
{
"p": 0.09977999329566956,
"m": 0.9797910451889038
},
{
"p": 0.08967383205890656,
"m": 1.0
},
{
"p": 0.05874783918261528,
"m": 1.0
},
{
"p": 0.06818433851003647,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.6842700242996216,
"val_loss": 0.9891469478607178,
"acc": 69.84,
"time": 136.06983764306642,
"param": [
{
"p": 0.04084334522485733,
"m": 1.0
},
{
"p": 0.06001199409365654,
"m": 1.0
},
{
"p": 0.09777889400720596,
"m": 1.0
},
{
"p": 0.09870651364326477,
"m": 1.0
},
{
"p": 0.04951053857803345,
"m": 0.9004741907119751
},
{
"p": 0.0636867806315422,
"m": 0.5588173270225525
},
{
"p": 0.09938560426235199,
"m": 0.931309700012207
},
{
"p": 0.050461336970329285,
"m": 0.7882753014564514
},
{
"p": 0.07191091775894165,
"m": 0.9238786697387695
},
{
"p": 0.07774614542722702,
"m": 0.9636249542236328
},
{
"p": 0.08309803158044815,
"m": 0.9878134727478027
},
{
"p": 0.07639939337968826,
"m": 1.0
},
{
"p": 0.054980162531137466,
"m": 1.0
},
{
"p": 0.075480155646801,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.6024411916732788,
"val_loss": 0.9788784980773926,
"acc": 70.24,
"time": 129.14312711218372,
"param": [
{
"p": 0.08228973299264908,
"m": 1.0
},
{
"p": 0.051450733095407486,
"m": 1.0
},
{
"p": 0.07825367897748947,
"m": 1.0
},
{
"p": 0.06112729012966156,
"m": 0.9971585273742676
},
{
"p": 0.06792532652616501,
"m": 0.7482503652572632
},
{
"p": 0.05232767015695572,
"m": 0.6102358102798462
},
{
"p": 0.08500247448682785,
"m": 0.8623771667480469
},
{
"p": 0.08789244294166565,
"m": 0.8605161309242249
},
{
"p": 0.0590011402964592,
"m": 0.9199670553207397
},
{
"p": 0.06716828048229218,
"m": 0.9555728435516357
},
{
"p": 0.08068300783634186,
"m": 0.9947829842567444
},
{
"p": 0.06983315944671631,
"m": 1.0
},
{
"p": 0.0821530744433403,
"m": 1.0
},
{
"p": 0.07489202916622162,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.5337345600128174,
"val_loss": 0.8129379153251648,
"acc": 70.35,
"time": 136.672812305158,
"param": [
{
"p": 0.081734798848629,
"m": 1.0
},
{
"p": 0.04718027636408806,
"m": 1.0
},
{
"p": 0.08250869065523148,
"m": 1.0
},
{
"p": 0.06902927160263062,
"m": 0.9802229404449463
},
{
"p": 0.04309955611824989,
"m": 0.6818689703941345
},
{
"p": 0.03204359859228134,
"m": 0.6043426394462585
},
{
"p": 0.08285071700811386,
"m": 0.8769471645355225
},
{
"p": 0.09216107428073883,
"m": 0.9994729161262512
},
{
"p": 0.08993927389383316,
"m": 0.9999844431877136
},
{
"p": 0.09083396941423416,
"m": 0.926496148109436
},
{
"p": 0.04632622376084328,
"m": 0.9965076446533203
},
{
"p": 0.07512670010328293,
"m": 1.0
},
{
"p": 0.07417503744363785,
"m": 1.0
},
{
"p": 0.09299083799123764,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.6878893971443176,
"val_loss": 0.9238120317459106,
"acc": 69.79,
"time": 130.49481070996262,
"param": [
{
"p": 0.09241607785224915,
"m": 1.0
},
{
"p": 0.07859040796756744,
"m": 1.0
},
{
"p": 0.06015220284461975,
"m": 1.0
},
{
"p": 0.04853937029838562,
"m": 0.9947614073753357
},
{
"p": 0.07556130737066269,
"m": 0.7528833746910095
},
{
"p": 0.08000017702579498,
"m": 0.5626396536827087
},
{
"p": 0.05479003116488457,
"m": 0.8725499510765076
},
{
"p": 0.09319023042917252,
"m": 1.0
},
{
"p": 0.08205591887235641,
"m": 0.959509551525116
},
{
"p": 0.059423819184303284,
"m": 0.9978517293930054
},
{
"p": 0.07684732228517532,
"m": 1.0
},
{
"p": 0.0659736841917038,
"m": 1.0
},
{
"p": 0.06384800374507904,
"m": 1.0
},
{
"p": 0.06861142069101334,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.7048226594924927,
"val_loss": 0.8443811535835266,
"acc": 69.96,
"time": 133.74398186593316,
"param": [
{
"p": 0.07321691513061523,
"m": 1.0
},
{
"p": 0.07194725424051285,
"m": 1.0
},
{
"p": 0.07973824441432953,
"m": 1.0
},
{
"p": 0.035019081085920334,
"m": 0.9208235740661621
},
{
"p": 0.04926039278507233,
"m": 0.8110957145690918
},
{
"p": 0.08929568529129028,
"m": 0.6572856307029724
},
{
"p": 0.06954239308834076,
"m": 0.7492749691009521
},
{
"p": 0.0617518275976181,
"m": 0.9461280107498169
},
{
"p": 0.06731733679771423,
"m": 0.9629166126251221
},
{
"p": 0.07547439634799957,
"m": 0.987677276134491
},
{
"p": 0.07003796845674515,
"m": 0.9892954230308533
},
{
"p": 0.07640473544597626,
"m": 1.0
},
{
"p": 0.09864412248134613,
"m": 1.0
},
{
"p": 0.0823497548699379,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.4679891765117645,
"val_loss": 0.8581679463386536,
"acc": 69.65,
"time": 132.65373521996662,
"param": [
{
"p": 0.07604669034481049,
"m": 1.0
},
{
"p": 0.057602815330028534,
"m": 1.0
},
{
"p": 0.08831044286489487,
"m": 1.0
},
{
"p": 0.049216803163290024,
"m": 0.8858970403671265
},
{
"p": 0.0695151835680008,
"m": 0.7460524439811707
},
{
"p": 0.08396016061306,
"m": 0.49004489183425903
},
{
"p": 0.07084447890520096,
"m": 0.8152819275856018
},
{
"p": 0.07751260697841644,
"m": 0.9848430752754211
},
{
"p": 0.07122485339641571,
"m": 0.9692780375480652
},
{
"p": 0.06523404270410538,
"m": 1.0
},
{
"p": 0.04183562844991684,
"m": 0.8793367743492126
},
{
"p": 0.07482470571994781,
"m": 1.0
},
{
"p": 0.07469506561756134,
"m": 1.0
},
{
"p": 0.09917649626731873,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.48141932487487793,
"val_loss": 0.941805899143219,
"acc": 70.63,
"time": 128.83820403879508,
"param": [
{
"p": 0.06639279425144196,
"m": 1.0
},
{
"p": 0.050113238394260406,
"m": 1.0
},
{
"p": 0.10192479938268661,
"m": 1.0
},
{
"p": 0.0671875923871994,
"m": 0.9383410811424255
},
{
"p": 0.04693066328763962,
"m": 0.8567299246788025
},
{
"p": 0.059584494680166245,
"m": 0.4560491144657135
},
{
"p": 0.07921022176742554,
"m": 0.8315752148628235
},
{
"p": 0.0845499336719513,
"m": 0.9844580888748169
},
{
"p": 0.08078229427337646,
"m": 1.0
},
{
"p": 0.07407902926206589,
"m": 0.9988883137702942
},
{
"p": 0.0979926809668541,
"m": 0.8897632956504822
},
{
"p": 0.05054989084601402,
"m": 1.0
},
{
"p": 0.06255722790956497,
"m": 1.0
},
{
"p": 0.07814513146877289,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.3410502076148987,
"val_loss": 0.919931173324585,
"acc": 69.94,
"time": 120.80924325622618,
"param": [
{
"p": 0.07745248079299927,
"m": 1.0
},
{
"p": 0.07451599836349487,
"m": 1.0
},
{
"p": 0.07033150643110275,
"m": 1.0
},
{
"p": 0.04959625005722046,
"m": 0.8392850756645203
},
{
"p": 0.06441584974527359,
"m": 0.834944486618042
},
{
"p": 0.03500356152653694,
"m": 0.4986993968486786
},
{
"p": 0.05430131405591965,
"m": 0.9262948036193848
},
{
"p": 0.09641154855489731,
"m": 0.8575233817100525
},
{
"p": 0.04776661843061447,
"m": 0.8916030526161194
},
{
"p": 0.07104764878749847,
"m": 0.9778516888618469
},
{
"p": 0.10033385455608368,
"m": 0.8979756236076355
},
{
"p": 0.10066168010234833,
"m": 0.9934303760528564
},
{
"p": 0.09991861879825592,
"m": 1.0
},
{
"p": 0.058243196457624435,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.4877854883670807,
"val_loss": 1.0659373998641968,
"acc": 70.19,
"time": 126.45882569812238,
"param": [
{
"p": 0.07064684480428696,
"m": 1.0
},
{
"p": 0.06887663155794144,
"m": 1.0
},
{
"p": 0.09767620265483856,
"m": 1.0
},
{
"p": 0.06221975386142731,
"m": 0.7889772057533264
},
{
"p": 0.08109934628009796,
"m": 0.7917152643203735
},
{
"p": 0.08343656361103058,
"m": 0.5225961208343506
},
{
"p": 0.04211344197392464,
"m": 0.8935475945472717
},
{
"p": 0.06367400288581848,
"m": 0.7989019751548767
},
{
"p": 0.09606380760669708,
"m": 0.8271602988243103
},
{
"p": 0.05079171806573868,
"m": 0.9511964917182922
},
{
"p": 0.07245678454637527,
"m": 0.9275439381599426
},
{
"p": 0.06832162290811539,
"m": 0.9998018145561218
},
{
"p": 0.08151265233755112,
"m": 1.0
},
{
"p": 0.06111063063144684,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.5480119585990906,
"val_loss": 1.0655016899108887,
"acc": 69.62,
"time": 129.03887624596246,
"param": [
{
"p": 0.0812709629535675,
"m": 1.0
},
{
"p": 0.06166725605726242,
"m": 1.0
},
{
"p": 0.05614021047949791,
"m": 1.0
},
{
"p": 0.07429426163434982,
"m": 0.7980174422264099
},
{
"p": 0.050528764724731445,
"m": 0.75013667345047
},
{
"p": 0.07611557841300964,
"m": 0.5007266402244568
},
{
"p": 0.06604696810245514,
"m": 0.8736909031867981
},
{
"p": 0.057323262095451355,
"m": 0.8196147084236145
},
{
"p": 0.059514034539461136,
"m": 0.8344612121582031
},
{
"p": 0.08954241871833801,
"m": 0.8981190323829651
},
{
"p": 0.10009187459945679,
"m": 0.9156545400619507
},
{
"p": 0.05831312760710716,
"m": 0.9995448589324951
},
{
"p": 0.07794363051652908,
"m": 1.0
},
{
"p": 0.09120770543813705,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.5077016949653625,
"val_loss": 0.894230306148529,
"acc": 70.62,
"time": 132.55869690608233,
"param": [
{
"p": 0.0454225055873394,
"m": 1.0
},
{
"p": 0.06544958800077438,
"m": 1.0
},
{
"p": 0.07691995799541473,
"m": 1.0
},
{
"p": 0.0518442764878273,
"m": 0.8696069121360779
},
{
"p": 0.057685717940330505,
"m": 0.6980803608894348
},
{
"p": 0.06428413838148117,
"m": 0.423805296421051
},
{
"p": 0.07251976430416107,
"m": 0.8550209999084473
},
{
"p": 0.07633259147405624,
"m": 0.8672221302986145
},
{
"p": 0.10437247902154922,
"m": 0.9050511121749878
},
{
"p": 0.07683905959129333,
"m": 0.9193115234375
},
{
"p": 0.06524702906608582,
"m": 0.9550413489341736
},
{
"p": 0.0664750412106514,
"m": 1.0
},
{
"p": 0.08173340559005737,
"m": 1.0
},
{
"p": 0.09487447887659073,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.5869905948638916,
"val_loss": 0.9169248938560486,
"acc": 70.66,
"time": 119.18272575503215,
"param": [
{
"p": 0.055742114782333374,
"m": 1.0
},
{
"p": 0.09978102147579193,
"m": 1.0
},
{
"p": 0.06625095009803772,
"m": 1.0
},
{
"p": 0.05098705738782883,
"m": 0.8434836268424988
},
{
"p": 0.0556899756193161,
"m": 0.6977007389068604
},
{
"p": 0.09025126695632935,
"m": 0.40950798988342285
},
{
"p": 0.09764888882637024,
"m": 0.9235941171646118
},
{
"p": 0.0807170420885086,
"m": 0.9142432808876038
},
{
"p": 0.08278591185808182,
"m": 0.9476069808006287
},
{
"p": 0.05680573731660843,
"m": 0.9801572561264038
},
{
"p": 0.07305727154016495,
"m": 0.9320420026779175
},
{
"p": 0.06693687289953232,
"m": 1.0
},
{
"p": 0.05803046002984047,
"m": 1.0
},
{
"p": 0.06531538814306259,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.46647629141807556,
"val_loss": 0.9145429134368896,
"acc": 70.59,
"time": 131.39112659404054,
"param": [
{
"p": 0.06177042797207832,
"m": 1.0
},
{
"p": 0.06682316213846207,
"m": 1.0
},
{
"p": 0.05850037559866905,
"m": 1.0
},
{
"p": 0.08375516533851624,
"m": 0.8600014448165894
},
{
"p": 0.0622701458632946,
"m": 0.6444323658943176
},
{
"p": 0.056495144963264465,
"m": 0.4576466679573059
},
{
"p": 0.06489880383014679,
"m": 0.7176401615142822
},
{
"p": 0.08432891964912415,
"m": 0.9964528679847717
},
{
"p": 0.07777470350265503,
"m": 0.9516273736953735
},
{
"p": 0.06487403064966202,
"m": 0.9585935473442078
},
{
"p": 0.07190912216901779,
"m": 0.8846110105514526
},
{
"p": 0.078916996717453,
"m": 1.0
},
{
"p": 0.07521634548902512,
"m": 1.0
},
{
"p": 0.09246670454740524,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.5155079960823059,
"val_loss": 0.928611695766449,
"acc": 70.5,
"time": 133.1432857629843,
"param": [
{
"p": 0.09559032320976257,
"m": 1.0
},
{
"p": 0.07755014300346375,
"m": 1.0
},
{
"p": 0.07447076588869095,
"m": 1.0
},
{
"p": 0.037252284586429596,
"m": 0.7507840394973755
},
{
"p": 0.03423966094851494,
"m": 0.7165613174438477
},
{
"p": 0.058501552790403366,
"m": 0.3286917805671692
},
{
"p": 0.03291235864162445,
"m": 0.7607640027999878
},
{
"p": 0.08233099430799484,
"m": 0.9048007130622864
},
{
"p": 0.07225697487592697,
"m": 0.9276124238967896
},
{
"p": 0.08490332216024399,
"m": 0.9959880113601685
},
{
"p": 0.09036093205213547,
"m": 0.9227169752120972
},
{
"p": 0.09348159283399582,
"m": 1.0
},
{
"p": 0.08905353397130966,
"m": 1.0
},
{
"p": 0.07709549367427826,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.41217222809791565,
"val_loss": 0.9226071834564209,
"acc": 70.53,
"time": 133.51593244005926,
"param": [
{
"p": 0.0855710357427597,
"m": 1.0
},
{
"p": 0.0736117959022522,
"m": 1.0
},
{
"p": 0.07718941569328308,
"m": 1.0
},
{
"p": 0.04858555272221565,
"m": 0.8200002908706665
},
{
"p": 0.06909549236297607,
"m": 0.8912403583526611
},
{
"p": 0.044983524829149246,
"m": 0.38760215044021606
},
{
"p": 0.05498192459344864,
"m": 0.947587788105011
},
{
"p": 0.06758933514356613,
"m": 0.8188524842262268
},
{
"p": 0.0900246798992157,
"m": 0.9939799904823303
},
{
"p": 0.0480680912733078,
"m": 1.0
},
{
"p": 0.06860531121492386,
"m": 0.9092658758163452
},
{
"p": 0.07658994942903519,
"m": 1.0
},
{
"p": 0.12244884669780731,
"m": 1.0
},
{
"p": 0.07265506684780121,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.4736418128013611,
"val_loss": 0.9575966000556946,
"acc": 70.82,
"time": 132.97733738692477,
"param": [
{
"p": 0.06378468126058578,
"m": 1.0
},
{
"p": 0.06438571214675903,
"m": 1.0
},
{
"p": 0.06772985309362411,
"m": 1.0
},
{
"p": 0.04976370558142662,
"m": 0.7948211431503296
},
{
"p": 0.06840648502111435,
"m": 0.7370388507843018
},
{
"p": 0.05815334618091583,
"m": 0.3613881766796112
},
{
"p": 0.07772010564804077,
"m": 0.7795092463493347
},
{
"p": 0.06780517101287842,
"m": 0.9171609878540039
},
{
"p": 0.0981692224740982,
"m": 0.9964797496795654
},
{
"p": 0.07509715855121613,
"m": 0.973293125629425
},
{
"p": 0.06629114598035812,
"m": 0.9328908324241638
},
{
"p": 0.07628180831670761,
"m": 0.9986966252326965
},
{
"p": 0.07794135808944702,
"m": 1.0
},
{
"p": 0.08847025036811829,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.4377826452255249,
"val_loss": 1.1368290185928345,
"acc": 70.83,
"time": 113.93849825183861,
"param": [
{
"p": 0.1168200895190239,
"m": 1.0
},
{
"p": 0.08195754885673523,
"m": 1.0
},
{
"p": 0.051140204071998596,
"m": 1.0
},
{
"p": 0.04455104470252991,
"m": 0.8155481219291687
},
{
"p": 0.04987827315926552,
"m": 0.6881622672080994
},
{
"p": 0.06212270259857178,
"m": 0.5246875286102295
},
{
"p": 0.0927734449505806,
"m": 0.9267160892486572
},
{
"p": 0.058124713599681854,
"m": 0.8171737790107727
},
{
"p": 0.062152571976184845,
"m": 0.9383783936500549
},
{
"p": 0.08261396735906601,
"m": 0.9540130496025085
},
{
"p": 0.07809772342443466,
"m": 0.9411416053771973
},
{
"p": 0.061445217579603195,
"m": 0.992935836315155
},
{
"p": 0.07023113965988159,
"m": 1.0
},
{
"p": 0.08809138089418411,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.49473318457603455,
"val_loss": 1.043311595916748,
"acc": 70.72,
"time": 124.59540642797947,
"param": [
{
"p": 0.07749354839324951,
"m": 1.0
},
{
"p": 0.07064055651426315,
"m": 1.0
},
{
"p": 0.06734351068735123,
"m": 1.0
},
{
"p": 0.058740075677633286,
"m": 0.8461549878120422
},
{
"p": 0.07293417304754257,
"m": 0.798117995262146
},
{
"p": 0.06773150712251663,
"m": 0.4907914698123932
},
{
"p": 0.07628301531076431,
"m": 0.8929510712623596
},
{
"p": 0.04690200090408325,
"m": 0.8497733473777771
},
{
"p": 0.06548463553190231,
"m": 0.8730050325393677
},
{
"p": 0.08954019844532013,
"m": 0.9286563992500305
},
{
"p": 0.0610535629093647,
"m": 1.0
},
{
"p": 0.07083554565906525,
"m": 1.0
},
{
"p": 0.0794573426246643,
"m": 1.0
},
{
"p": 0.09556036442518234,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.5795637965202332,
"val_loss": 1.0569307804107666,
"acc": 71.09,
"time": 122.19695218186826,
"param": [
{
"p": 0.05475432053208351,
"m": 1.0
},
{
"p": 0.08576848357915878,
"m": 1.0
},
{
"p": 0.07792191207408905,
"m": 1.0
},
{
"p": 0.06714317202568054,
"m": 0.8264064788818359
},
{
"p": 0.04056069627404213,
"m": 0.8541455864906311
},
{
"p": 0.10983339697122574,
"m": 0.6998380422592163
},
{
"p": 0.07752733677625656,
"m": 0.9747154712677002
},
{
"p": 0.06915877759456635,
"m": 0.8168585300445557
},
{
"p": 0.059429869055747986,
"m": 0.8688752055168152
},
{
"p": 0.07744584232568741,
"m": 0.9972354769706726
},
{
"p": 0.05511998012661934,
"m": 0.957452118396759
},
{
"p": 0.0767127126455307,
"m": 1.0
},
{
"p": 0.06563960015773773,
"m": 1.0
},
{
"p": 0.08298385888338089,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.514378011226654,
"val_loss": 0.9921947717666626,
"acc": 70.69,
"time": 113.460693028057,
"param": [
{
"p": 0.055246029049158096,
"m": 1.0
},
{
"p": 0.07381614297628403,
"m": 1.0
},
{
"p": 0.10211141407489777,
"m": 1.0
},
{
"p": 0.09925249963998795,
"m": 0.8448313474655151
},
{
"p": 0.08546280115842819,
"m": 0.9136151671409607
},
{
"p": 0.04177305847406387,
"m": 0.5796869993209839
},
{
"p": 0.09487297385931015,
"m": 0.963092565536499
},
{
"p": 0.05069799721240997,
"m": 0.8009831309318542
},
{
"p": 0.10355838388204575,
"m": 0.8473225235939026
},
{
"p": 0.06230971962213516,
"m": 0.972974419593811
},
{
"p": 0.048177316784858704,
"m": 0.9204946756362915
},
{
"p": 0.051281899213790894,
"m": 1.0
},
{
"p": 0.09078149497509003,
"m": 1.0
},
{
"p": 0.04065830633044243,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.5123719573020935,
"val_loss": 0.9920317530632019,
"acc": 71.21,
"time": 113.12087619421072,
"param": [
{
"p": 0.053490664809942245,
"m": 1.0
},
{
"p": 0.05357249453663826,
"m": 1.0
},
{
"p": 0.06638765335083008,
"m": 1.0
},
{
"p": 0.07325337827205658,
"m": 1.0
},
{
"p": 0.04624218866229057,
"m": 0.8231551647186279
},
{
"p": 0.06892115622758865,
"m": 0.5105143189430237
},
{
"p": 0.1080852597951889,
"m": 0.9948775768280029
},
{
"p": 0.0907728299498558,
"m": 0.782338559627533
},
{
"p": 0.05398903414607048,
"m": 0.7892560958862305
},
{
"p": 0.10032705217599869,
"m": 1.0
},
{
"p": 0.08616755157709122,
"m": 0.9664246439933777
},
{
"p": 0.04176191985607147,
"m": 0.9977129697799683
},
{
"p": 0.10308479517698288,
"m": 1.0
},
{
"p": 0.05394403636455536,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.5462586283683777,
"val_loss": 1.0235830545425415,
"acc": 70.58,
"time": 131.81411972781643,
"param": [
{
"p": 0.08610598742961884,
"m": 1.0
},
{
"p": 0.05437362566590309,
"m": 1.0
},
{
"p": 0.06294286996126175,
"m": 1.0
},
{
"p": 0.09639809280633926,
"m": 0.9865400195121765
},
{
"p": 0.09087558835744858,
"m": 0.7494013905525208
},
{
"p": 0.0622795931994915,
"m": 0.4647902846336365
},
{
"p": 0.07712245732545853,
"m": 0.8571712970733643
},
{
"p": 0.06769349426031113,
"m": 0.7551432251930237
},
{
"p": 0.08347079157829285,
"m": 0.8308843374252319
},
{
"p": 0.06419642269611359,
"m": 0.9663398265838623
},
{
"p": 0.06480839103460312,
"m": 1.0
},
{
"p": 0.06606988608837128,
"m": 0.9967005252838135
},
{
"p": 0.0670839324593544,
"m": 1.0
},
{
"p": 0.05657883360981941,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.5106226801872253,
"val_loss": 0.9680744409561157,
"acc": 70.92,
"time": 132.19218497094698,
"param": [
{
"p": 0.06980560719966888,
"m": 1.0
},
{
"p": 0.036178216338157654,
"m": 1.0
},
{
"p": 0.09372598677873611,
"m": 1.0
},
{
"p": 0.061112914234399796,
"m": 0.9052584171295166
},
{
"p": 0.08057565242052078,
"m": 0.8826453685760498
},
{
"p": 0.07245912402868271,
"m": 0.4035505950450897
},
{
"p": 0.07300101220607758,
"m": 0.8869293928146362
},
{
"p": 0.08713427186012268,
"m": 0.7061324119567871
},
{
"p": 0.04690583795309067,
"m": 0.8338096737861633
},
{
"p": 0.05058266967535019,
"m": 0.9761068224906921
},
{
"p": 0.043279122561216354,
"m": 0.9040660858154297
},
{
"p": 0.05530562996864319,
"m": 1.0
},
{
"p": 0.10682764649391174,
"m": 1.0
},
{
"p": 0.12310629338026047,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.5360322594642639,
"val_loss": 0.8134697079658508,
"acc": 70.78,
"time": 125.01104103098623,
"param": [
{
"p": 0.06655506044626236,
"m": 1.0
},
{
"p": 0.08717342466115952,
"m": 1.0
},
{
"p": 0.0642433688044548,
"m": 1.0
},
{
"p": 0.0776444673538208,
"m": 0.8391048908233643
},
{
"p": 0.05176648870110512,
"m": 0.8248097896575928
},
{
"p": 0.08729688823223114,
"m": 0.42912453413009644
},
{
"p": 0.07795064151287079,
"m": 0.9393689632415771
},
{
"p": 0.03737686946988106,
"m": 0.8570301532745361
},
{
"p": 0.07670784741640091,
"m": 0.8695445656776428
},
{
"p": 0.05737432464957237,
"m": 0.9237791895866394
},
{
"p": 0.07758304476737976,
"m": 0.9679948091506958
},
{
"p": 0.06751324981451035,
"m": 1.0
},
{
"p": 0.07778652757406235,
"m": 1.0
},
{
"p": 0.09302783012390137,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.35346609354019165,
"val_loss": 0.8011934757232666,
"acc": 70.41,
"time": 131.10380838694982,
"param": [
{
"p": 0.09862950444221497,
"m": 1.0
},
{
"p": 0.08295039087533951,
"m": 1.0
},
{
"p": 0.04875253513455391,
"m": 1.0
},
{
"p": 0.07097997516393661,
"m": 0.7856288552284241
},
{
"p": 0.036032769829034805,
"m": 0.7713026404380798
},
{
"p": 0.0726717859506607,
"m": 0.45164912939071655
},
{
"p": 0.05190524086356163,
"m": 0.852047860622406
},
{
"p": 0.030559251084923744,
"m": 0.8215216994285583
},
{
"p": 0.1117606833577156,
"m": 0.8114901781082153
},
{
"p": 0.053969498723745346,
"m": 1.0
},
{
"p": 0.13518354296684265,
"m": 1.0
},
{
"p": 0.08006691932678223,
"m": 1.0
},
{
"p": 0.08317330479621887,
"m": 1.0
},
{
"p": 0.04336463660001755,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.608105480670929,
"val_loss": 1.1732382774353027,
"acc": 70.82,
"time": 114.25091971899383,
"param": [
{
"p": 0.07739409059286118,
"m": 1.0
},
{
"p": 0.052496228367090225,
"m": 1.0
},
{
"p": 0.0740182027220726,
"m": 1.0
},
{
"p": 0.04604583606123924,
"m": 0.9640450477600098
},
{
"p": 0.02661273628473282,
"m": 0.7804197072982788
},
{
"p": 0.057556502521038055,
"m": 0.5143539905548096
},
{
"p": 0.09078606963157654,
"m": 0.8635565638542175
},
{
"p": 0.10549963265657425,
"m": 0.830652117729187
},
{
"p": 0.11558640003204346,
"m": 0.8081445693969727
},
{
"p": 0.06921685487031937,
"m": 1.0
},
{
"p": 0.04503628984093666,
"m": 0.9314556121826172
},
{
"p": 0.07206988334655762,
"m": 1.0
},
{
"p": 0.0747724398970604,
"m": 1.0
},
{
"p": 0.09290888160467148,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.5640419125556946,
"val_loss": 0.9580900073051453,
"acc": 70.47,
"time": 117.29395798197947,
"param": [
{
"p": 0.0814129188656807,
"m": 1.0
},
{
"p": 0.08215702325105667,
"m": 1.0
},
{
"p": 0.09105689078569412,
"m": 1.0
},
{
"p": 0.06917209178209305,
"m": 0.9368184208869934
},
{
"p": 0.07143324613571167,
"m": 0.682824432849884
},
{
"p": 0.0814531072974205,
"m": 0.6049743890762329
},
{
"p": 0.06508079916238785,
"m": 0.8666225075721741
},
{
"p": 0.0748322457075119,
"m": 0.7749267220497131
},
{
"p": 0.048673614859580994,
"m": 0.7213469743728638
},
{
"p": 0.07504917681217194,
"m": 0.97444087266922
},
{
"p": 0.06120995432138443,
"m": 0.9258801341056824
},
{
"p": 0.050497379153966904,
"m": 0.9647985100746155
},
{
"p": 0.06953195482492447,
"m": 1.0
},
{
"p": 0.07843958586454391,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.46728333830833435,
"val_loss": 0.9189485311508179,
"acc": 71.04,
"time": 116.21257181791589,
"param": [
{
"p": 0.1116681769490242,
"m": 1.0
},
{
"p": 0.07749971002340317,
"m": 1.0
},
{
"p": 0.08356502652168274,
"m": 1.0
},
{
"p": 0.05269515514373779,
"m": 0.8507645130157471
},
{
"p": 0.04290826991200447,
"m": 0.6169449090957642
},
{
"p": 0.08572854101657867,
"m": 0.544895350933075
},
{
"p": 0.056467048823833466,
"m": 0.7901415824890137
},
{
"p": 0.05370072275400162,
"m": 0.8268822431564331
},
{
"p": 0.06680900603532791,
"m": 0.7230168581008911
},
{
"p": 0.08170750737190247,
"m": 0.9708151817321777
},
{
"p": 0.07147940993309021,
"m": 0.999632716178894
},
{
"p": 0.07556939870119095,
"m": 1.0
},
{
"p": 0.09489001333713531,
"m": 1.0
},
{
"p": 0.04531192034482956,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.5145477652549744,
"val_loss": 0.9838738441467285,
"acc": 71.1,
"time": 111.43651316408068,
"param": [
{
"p": 0.073191799223423,
"m": 1.0
},
{
"p": 0.07314502447843552,
"m": 1.0
},
{
"p": 0.09261734038591385,
"m": 1.0
},
{
"p": 0.08042096346616745,
"m": 0.8051220178604126
},
{
"p": 0.08378799259662628,
"m": 0.5552854537963867
},
{
"p": 0.08993756771087646,
"m": 0.48715296387672424
},
{
"p": 0.0656619444489479,
"m": 0.7779311537742615
},
{
"p": 0.03272869437932968,
"m": 0.7691009640693665
},
{
"p": 0.05449112877249718,
"m": 0.8627983331680298
},
{
"p": 0.07206417620182037,
"m": 0.974819004535675
},
{
"p": 0.08871372789144516,
"m": 1.0
},
{
"p": 0.09034451842308044,
"m": 1.0
},
{
"p": 0.05350808426737785,
"m": 1.0
},
{
"p": 0.049387045204639435,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.28391802310943604,
"val_loss": 0.9790473580360413,
"acc": 71.02,
"time": 136.02717377408408,
"param": [
{
"p": 0.06642185896635056,
"m": 1.0
},
{
"p": 0.08219398558139801,
"m": 1.0
},
{
"p": 0.08919191360473633,
"m": 1.0
},
{
"p": 0.04791414365172386,
"m": 0.8010188937187195
},
{
"p": 0.04467695951461792,
"m": 0.5244536995887756
},
{
"p": 0.0963384285569191,
"m": 0.22138600051403046
},
{
"p": 0.06829607486724854,
"m": 0.8229745030403137
},
{
"p": 0.030148902907967567,
"m": 0.7991722226142883
},
{
"p": 0.07511825859546661,
"m": 0.8572041988372803
},
{
"p": 0.09728927910327911,
"m": 1.0
},
{
"p": 0.0959213376045227,
"m": 0.9980637431144714
},
{
"p": 0.08237092196941376,
"m": 1.0
},
{
"p": 0.06458961963653564,
"m": 1.0
},
{
"p": 0.05952827259898186,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.42605939507484436,
"val_loss": 0.8640726804733276,
"acc": 71.49,
"time": 122.24313733284362,
"param": [
{
"p": 0.09652148187160492,
"m": 1.0
},
{
"p": 0.0805913582444191,
"m": 1.0
},
{
"p": 0.09031988680362701,
"m": 1.0
},
{
"p": 0.062054336071014404,
"m": 0.9206486344337463
},
{
"p": 0.05763109028339386,
"m": 0.5446725487709045
},
{
"p": 0.05696232616901398,
"m": 0.169112429022789
},
{
"p": 0.043002787977457047,
"m": 0.9346059560775757
},
{
"p": 0.05339491739869118,
"m": 0.8051655888557434
},
{
"p": 0.08446025848388672,
"m": 0.8882558941841125
},
{
"p": 0.06663546711206436,
"m": 1.0
},
{
"p": 0.06725727766752243,
"m": 0.9503952264785767
},
{
"p": 0.05549398809671402,
"m": 1.0
},
{
"p": 0.07477831095457077,
"m": 1.0
},
{
"p": 0.11089656502008438,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.366100937128067,
"val_loss": 1.0315746068954468,
"acc": 69.89,
"time": 110.2268215850927,
"param": [
{
"p": 0.075048066675663,
"m": 1.0
},
{
"p": 0.0822143703699112,
"m": 1.0
},
{
"p": 0.06256569176912308,
"m": 1.0
},
{
"p": 0.12866106629371643,
"m": 0.9882112145423889
},
{
"p": 0.04273531958460808,
"m": 0.5525795221328735
},
{
"p": 0.09194964915513992,
"m": 0.2197786569595337
},
{
"p": 0.05721716210246086,
"m": 0.9583072066307068
},
{
"p": 0.047304872423410416,
"m": 0.8674980998039246
},
{
"p": 0.08944739401340485,
"m": 0.825613796710968
},
{
"p": 0.05183320865035057,
"m": 0.9794695973396301
},
{
"p": 0.07630886137485504,
"m": 0.996758222579956
},
{
"p": 0.051499396562576294,
"m": 1.0
},
{
"p": 0.06369984149932861,
"m": 1.0
},
{
"p": 0.07951510697603226,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.2995426058769226,
"val_loss": 1.1249275207519531,
"acc": 70.86,
"time": 117.03752775909379,
"param": [
{
"p": 0.07924973964691162,
"m": 1.0
},
{
"p": 0.06383480131626129,
"m": 1.0
},
{
"p": 0.08861181139945984,
"m": 1.0
},
{
"p": 0.07090717554092407,
"m": 0.9363806247711182
},
{
"p": 0.04633196443319321,
"m": 0.6371437311172485
},
{
"p": 0.09625959396362305,
"m": 0.30578264594078064
},
{
"p": 0.037750355899333954,
"m": 0.9859001040458679
},
{
"p": 0.09218558669090271,
"m": 0.9573343396186829
},
{
"p": 0.08794543892145157,
"m": 0.9058259129524231
},
{
"p": 0.07145150750875473,
"m": 0.9774418473243713
},
{
"p": 0.07015743851661682,
"m": 0.9645631313323975
},
{
"p": 0.08348386734724045,
"m": 0.9994459748268127
},
{
"p": 0.06982920318841934,
"m": 1.0
},
{
"p": 0.04200149327516556,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.2892991602420807,
"val_loss": 0.7898716926574707,
"acc": 72.25,
"time": 110.20804883306846,
"param": [
{
"p": 0.10774171352386475,
"m": 1.0
},
{
"p": 0.09879001975059509,
"m": 1.0
},
{
"p": 0.07490836083889008,
"m": 1.0
},
{
"p": 0.07003609836101532,
"m": 0.8956920504570007
},
{
"p": 0.04859607294201851,
"m": 0.6193219423294067
},
{
"p": 0.0998973399400711,
"m": 0.27826058864593506
},
{
"p": 0.0473702996969223,
"m": 1.0
},
{
"p": 0.03698887676000595,
"m": 0.8492696285247803
},
{
"p": 0.0673544704914093,
"m": 0.8424832820892334
},
{
"p": 0.06957594305276871,
"m": 0.9212176203727722
},
{
"p": 0.07469432055950165,
"m": 0.9036081433296204
},
{
"p": 0.07198689132928848,
"m": 1.0
},
{
"p": 0.06712941080331802,
"m": 1.0
},
{
"p": 0.06493020057678223,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.398277223110199,
"val_loss": 0.9440595507621765,
"acc": 69.78,
"time": 125.46796732698567,
"param": [
{
"p": 0.07428411394357681,
"m": 1.0
},
{
"p": 0.0635041743516922,
"m": 1.0
},
{
"p": 0.1145637258887291,
"m": 1.0
},
{
"p": 0.06842850893735886,
"m": 0.9447920322418213
},
{
"p": 0.05659909173846245,
"m": 0.6848902702331543
},
{
"p": 0.05973869189620018,
"m": 0.20854060351848602
},
{
"p": 0.05982794240117073,
"m": 1.0
},
{
"p": 0.0713212713599205,
"m": 0.8933387398719788
},
{
"p": 0.0924452468752861,
"m": 0.8253201246261597
},
{
"p": 0.01820162497460842,
"m": 0.9294451475143433
},
{
"p": 0.058882247656583786,
"m": 0.9379940629005432
},
{
"p": 0.06599976122379303,
"m": 1.0
},
{
"p": 0.07032430171966553,
"m": 1.0
},
{
"p": 0.12587924301624298,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.42592936754226685,
"val_loss": 0.931257963180542,
"acc": 71.11,
"time": 129.22176458290778,
"param": [
{
"p": 0.06642542779445648,
"m": 1.0
},
{
"p": 0.09025058150291443,
"m": 1.0
},
{
"p": 0.08585057407617569,
"m": 1.0
},
{
"p": 0.06840238720178604,
"m": 0.8443817496299744
},
{
"p": 0.08040565997362137,
"m": 0.7991719245910645
},
{
"p": 0.043088968843221664,
"m": 0.31733784079551697
},
{
"p": 0.04574531316757202,
"m": 1.0
},
{
"p": 0.043226487934589386,
"m": 0.8660163283348083
},
{
"p": 0.08256363123655319,
"m": 0.9783021211624146
},
{
"p": 0.08973047137260437,
"m": 1.0
},
{
"p": 0.036789827048778534,
"m": 0.9657590985298157
},
{
"p": 0.10202708840370178,
"m": 1.0
},
{
"p": 0.060787081718444824,
"m": 1.0
},
{
"p": 0.10470657050609589,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.40262675285339355,
"val_loss": 0.945252537727356,
"acc": 70.66,
"time": 125.49867303506471,
"param": [
{
"p": 0.08469212800264359,
"m": 1.0
},
{
"p": 0.10144976526498795,
"m": 1.0
},
{
"p": 0.05568163841962814,
"m": 1.0
},
{
"p": 0.054846663028001785,
"m": 0.8453295826911926
},
{
"p": 0.07977510243654251,
"m": 0.8501102924346924
},
{
"p": 0.09562882035970688,
"m": 0.40012791752815247
},
{
"p": 0.002700038021430373,
"m": 1.0
},
{
"p": 0.0681488886475563,
"m": 0.830755889415741
},
{
"p": 0.08204280585050583,
"m": 0.92209392786026
},
{
"p": 0.055220574140548706,
"m": 0.8920745849609375
},
{
"p": 0.08076094835996628,
"m": 0.9294782280921936
},
{
"p": 0.08319681137800217,
"m": 1.0
},
{
"p": 0.06191091984510422,
"m": 1.0
},
{
"p": 0.09394489228725433,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.467873752117157,
"val_loss": 0.9458041191101074,
"acc": 71.45,
"time": 110.10110369697213,
"param": [
{
"p": 0.07806260883808136,
"m": 1.0
},
{
"p": 0.11248467862606049,
"m": 1.0
},
{
"p": 0.0824781209230423,
"m": 1.0
},
{
"p": 0.050717469304800034,
"m": 0.8085242509841919
},
{
"p": 0.04067476466298103,
"m": 0.9808041453361511
},
{
"p": 0.07724622637033463,
"m": 0.4915258586406708
},
{
"p": 0.038630131632089615,
"m": 0.9686686396598816
},
{
"p": 0.031589459627866745,
"m": 0.9054867625236511
},
{
"p": 0.09288584440946579,
"m": 0.8848214745521545
},
{
"p": 0.09762141853570938,
"m": 0.7833911180496216
},
{
"p": 0.11045430600643158,
"m": 0.8659794926643372
},
{
"p": 0.0845036655664444,
"m": 1.0
},
{
"p": 0.057935915887355804,
"m": 1.0
},
{
"p": 0.04471534118056297,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.48193272948265076,
"val_loss": 0.8565764427185059,
"acc": 71.38,
"time": 123.58155069919303,
"param": [
{
"p": 0.07115437835454941,
"m": 1.0
},
{
"p": 0.07988494634628296,
"m": 1.0
},
{
"p": 0.06867556273937225,
"m": 1.0
},
{
"p": 0.029685761779546738,
"m": 0.789283812046051
},
{
"p": 0.09446930885314941,
"m": 0.9339375495910645
},
{
"p": 0.11434182524681091,
"m": 0.3766825497150421
},
{
"p": 0.07871045917272568,
"m": 0.9529268741607666
},
{
"p": 0.05322355031967163,
"m": 0.934260368347168
},
{
"p": 0.07682207226753235,
"m": 0.848423421382904
},
{
"p": 0.06552774459123611,
"m": 0.7449840307235718
},
{
"p": 0.04365846887230873,
"m": 0.8592549562454224
},
{
"p": 0.1075500100851059,
"m": 1.0
},
{
"p": 0.058153215795755386,
"m": 1.0
},
{
"p": 0.05814260244369507,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.47829023003578186,
"val_loss": 0.9686695337295532,
"acc": 71.48,
"time": 130.856344768079,
"param": [
{
"p": 0.0657612755894661,
"m": 1.0
},
{
"p": 0.10692838579416275,
"m": 1.0
},
{
"p": 0.07733795046806335,
"m": 1.0
},
{
"p": 0.10331053286790848,
"m": 0.9436098337173462
},
{
"p": 0.04833168536424637,
"m": 0.7273511290550232
},
{
"p": 0.05125034973025322,
"m": 0.3863122761249542
},
{
"p": 0.043367236852645874,
"m": 0.9535089731216431
},
{
"p": 0.05424705892801285,
"m": 0.8546199202537537
},
{
"p": 0.07531809061765671,
"m": 0.7981971502304077
},
{
"p": 0.05160587280988693,
"m": 0.909371554851532
},
{
"p": 0.08003297448158264,
"m": 0.9132767915725708
},
{
"p": 0.0511961467564106,
"m": 0.9781709313392639
},
{
"p": 0.07152395695447922,
"m": 1.0
},
{
"p": 0.11978845298290253,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.47217223048210144,
"val_loss": 1.1450128555297852,
"acc": 70.52,
"time": 133.4369670371525,
"param": [
{
"p": 0.08119646459817886,
"m": 1.0
},
{
"p": 0.10124912858009338,
"m": 1.0
},
{
"p": 0.07322745770215988,
"m": 1.0
},
{
"p": 0.06037399172782898,
"m": 0.8173120617866516
},
{
"p": 0.04493479058146477,
"m": 0.5798006653785706
},
{
"p": 0.087494857609272,
"m": 0.39749401807785034
},
{
"p": 0.020324693992733955,
"m": 0.9963030219078064
},
{
"p": 0.05114874616265297,
"m": 0.8742748498916626
},
{
"p": 0.11148795485496521,
"m": 0.9824586510658264
},
{
"p": 0.1098177507519722,
"m": 0.8794218301773071
},
{
"p": 0.03422737494111061,
"m": 0.9502836465835571
},
{
"p": 0.08785373717546463,
"m": 1.0
},
{
"p": 0.047192059457302094,
"m": 1.0
},
{
"p": 0.08947093039751053,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.44570639729499817,
"val_loss": 1.1007049083709717,
"acc": 70.81,
"time": 116.92176465597004,
"param": [
{
"p": 0.04517108574509621,
"m": 1.0
},
{
"p": 0.08852880448102951,
"m": 1.0
},
{
"p": 0.05163939669728279,
"m": 1.0
},
{
"p": 0.05928453058004379,
"m": 0.8228558301925659
},
{
"p": 0.03567972034215927,
"m": 0.508503794670105
},
{
"p": 0.0851227343082428,
"m": 0.4238852560520172
},
{
"p": 0.07147231698036194,
"m": 0.9701185822486877
},
{
"p": 0.0616597905755043,
"m": 0.6639670729637146
},
{
"p": 0.10951045900583267,
"m": 0.9407420754432678
},
{
"p": 0.07958077639341354,
"m": 0.9575119018554688
},
{
"p": 0.09141027182340622,
"m": 0.9135985374450684
},
{
"p": 0.07704731076955795,
"m": 1.0
},
{
"p": 0.054274238646030426,
"m": 1.0
},
{
"p": 0.08961861580610275,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.2734167277812958,
"val_loss": 0.8968725204467773,
"acc": 70.9,
"time": 117.15369622618891,
"param": [
{
"p": 0.03998873755335808,
"m": 1.0
},
{
"p": 0.11092837899923325,
"m": 1.0
},
{
"p": 0.08650851249694824,
"m": 1.0
},
{
"p": 0.0655699372291565,
"m": 0.786169707775116
},
{
"p": 0.0969737246632576,
"m": 0.23340071737766266
},
{
"p": 0.09049012511968613,
"m": 0.48644885420799255
},
{
"p": 0.03864734619855881,
"m": 0.9680421948432922
},
{
"p": 0.04130149260163307,
"m": 0.6807868480682373
},
{
"p": 0.07402107119560242,
"m": 0.9984883666038513
},
{
"p": 0.08432547748088837,
"m": 0.8403440117835999
},
{
"p": 0.060489386320114136,
"m": 0.9200595617294312
},
{
"p": 0.0459505133330822,
"m": 1.0
},
{
"p": 0.045562610030174255,
"m": 1.0
},
{
"p": 0.11924263089895248,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.330829381942749,
"val_loss": 0.8372865915298462,
"acc": 71.36,
"time": 133.63211209583096,
"param": [
{
"p": 0.03710596635937691,
"m": 1.0
},
{
"p": 0.04777015745639801,
"m": 1.0
},
{
"p": 0.11594294011592865,
"m": 1.0
},
{
"p": 0.05864620581269264,
"m": 0.6502766609191895
},
{
"p": 0.0568898506462574,
"m": 0.1511075496673584
},
{
"p": 0.08231028914451599,
"m": 0.4113689959049225
},
{
"p": 0.0702258050441742,
"m": 0.985340416431427
},
{
"p": 0.07689952850341797,
"m": 0.8602057695388794
},
{
"p": 0.09440126270055771,
"m": 1.0
},
{
"p": 0.08700503408908844,
"m": 0.8609125018119812
},
{
"p": 0.050720348954200745,
"m": 0.9479914903640747
},
{
"p": 0.05539655312895775,
"m": 1.0
},
{
"p": 0.10167428106069565,
"m": 1.0
},
{
"p": 0.06501173973083496,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.3030710816383362,
"val_loss": 1.0135585069656372,
"acc": 71.59,
"time": 132.14510306110606,
"param": [
{
"p": 0.07776952534914017,
"m": 1.0
},
{
"p": 0.09426435083150864,
"m": 1.0
},
{
"p": 0.06407863646745682,
"m": 1.0
},
{
"p": 0.07920876145362854,
"m": 0.7457802891731262
},
{
"p": 0.08149780333042145,
"m": 0.1561787724494934
},
{
"p": 0.06525447964668274,
"m": 0.3344278633594513
},
{
"p": 0.07807208597660065,
"m": 0.9207152128219604
},
{
"p": 0.03405014052987099,
"m": 0.8580132722854614
},
{
"p": 0.10472100228071213,
"m": 1.0
},
{
"p": 0.0570109598338604,
"m": 0.8670427799224854
},
{
"p": 0.06179125979542732,
"m": 0.8412695527076721
},
{
"p": 0.0339164137840271,
"m": 1.0
},
{
"p": 0.1033373475074768,
"m": 1.0
},
{
"p": 0.06502731889486313,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.23361392319202423,
"val_loss": 0.8919925093650818,
"acc": 71.4,
"time": 136.1212798799388,
"param": [
{
"p": 0.05920005962252617,
"m": 1.0
},
{
"p": 0.10390495508909225,
"m": 1.0
},
{
"p": 0.1037045568227768,
"m": 1.0
},
{
"p": 0.07265297323465347,
"m": 0.8411522507667542
},
{
"p": 0.03673650324344635,
"m": 0.14685097336769104
},
{
"p": 0.07809311151504517,
"m": 0.3407283425331116
},
{
"p": 0.06149373576045036,
"m": 0.8779955506324768
},
{
"p": 0.04828844219446182,
"m": 0.9645271301269531
},
{
"p": 0.06814504414796829,
"m": 0.9817115068435669
},
{
"p": 0.08482182025909424,
"m": 0.9484410285949707
},
{
"p": 0.08553781360387802,
"m": 0.9830825328826904
},
{
"p": 0.06602682918310165,
"m": 0.9982430338859558
},
{
"p": 0.07938620448112488,
"m": 1.0
},
{
"p": 0.052007850259542465,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.18810418248176575,
"val_loss": 0.955582320690155,
"acc": 71.45,
"time": 127.5885259709321,
"param": [
{
"p": 0.08912225812673569,
"m": 1.0
},
{
"p": 0.06178642809391022,
"m": 1.0
},
{
"p": 0.072011299431324,
"m": 1.0
},
{
"p": 0.01578156091272831,
"m": 0.8050227761268616
},
{
"p": 0.05142257362604141,
"m": 0.21151432394981384
},
{
"p": 0.05063055083155632,
"m": 0.3020939528942108
},
{
"p": 0.06876590102910995,
"m": 0.8331046104431152
},
{
"p": 0.05064860358834267,
"m": 0.9354375004768372
},
{
"p": 0.09767142683267593,
"m": 0.90635085105896
},
{
"p": 0.08998875319957733,
"m": 0.9618878364562988
},
{
"p": 0.08299625664949417,
"m": 1.0
},
{
"p": 0.11164343357086182,
"m": 1.0
},
{
"p": 0.09417585283517838,
"m": 1.0
},
{
"p": 0.06335510313510895,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.48194947838783264,
"val_loss": 1.0704196691513062,
"acc": 71.55,
"time": 130.8803477610927,
"param": [
{
"p": 0.06333834677934647,
"m": 1.0
},
{
"p": 0.08327929675579071,
"m": 1.0
},
{
"p": 0.07907430827617645,
"m": 1.0
},
{
"p": 0.07681652158498764,
"m": 0.9133164286613464
},
{
"p": 0.044675908982753754,
"m": 0.11787474900484085
},
{
"p": 0.06162090227007866,
"m": 0.35097572207450867
},
{
"p": 0.07336579263210297,
"m": 0.9614166021347046
},
{
"p": 0.061729300767183304,
"m": 0.9789254069328308
},
{
"p": 0.08172637969255447,
"m": 1.0
},
{
"p": 0.09468147903680801,
"m": 0.8894985318183899
},
{
"p": 0.05123095214366913,
"m": 0.9425919055938721
},
{
"p": 0.057980626821517944,
"m": 1.0
},
{
"p": 0.07327917963266373,
"m": 1.0
},
{
"p": 0.09720102697610855,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.269630491733551,
"val_loss": 0.9766969084739685,
"acc": 71.56,
"time": 131.88142719119787,
"param": [
{
"p": 0.07521677017211914,
"m": 1.0
},
{
"p": 0.08963320404291153,
"m": 1.0
},
{
"p": 0.07890608161687851,
"m": 1.0
},
{
"p": 0.05457567796111107,
"m": 0.831935703754425
},
{
"p": 0.06902927905321121,
"m": 0.1851997673511505
},
{
"p": 0.06439509987831116,
"m": 0.41569796204566956
},
{
"p": 0.056907426565885544,
"m": 0.9328269362449646
},
{
"p": 0.08084426075220108,
"m": 0.9018720984458923
},
{
"p": 0.09045535326004028,
"m": 0.9986304640769958
},
{
"p": 0.07703765481710434,
"m": 0.7590978741645813
},
{
"p": 0.06281360983848572,
"m": 0.9419552683830261
},
{
"p": 0.05728435516357422,
"m": 1.0
},
{
"p": 0.07301124185323715,
"m": 1.0
},
{
"p": 0.06988989561796188,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.2616332471370697,
"val_loss": 0.8830093741416931,
"acc": 71.32,
"time": 119.1167766279541,
"param": [
{
"p": 0.07265311479568481,
"m": 1.0
},
{
"p": 0.07098061591386795,
"m": 1.0
},
{
"p": 0.10262709110975266,
"m": 1.0
},
{
"p": 0.0768609493970871,
"m": 0.9253062009811401
},
{
"p": 0.08480745553970337,
"m": 0.38910380005836487
},
{
"p": 0.07317860424518585,
"m": 0.47621065378189087
},
{
"p": 0.07145696878433228,
"m": 0.8797711730003357
},
{
"p": 0.0429937019944191,
"m": 0.812015175819397
},
{
"p": 0.06669952720403671,
"m": 0.888475775718689
},
{
"p": 0.05815998464822769,
"m": 0.7015775442123413
},
{
"p": 0.0624338760972023,
"m": 0.9237164258956909
},
{
"p": 0.05531294643878937,
"m": 1.0
},
{
"p": 0.07363775372505188,
"m": 1.0
},
{
"p": 0.08819739520549774,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.38097083568573,
"val_loss": 0.9294905662536621,
"acc": 70.99,
"time": 114.79882663697936,
"param": [
{
"p": 0.06503650546073914,
"m": 1.0
},
{
"p": 0.07390421628952026,
"m": 1.0
},
{
"p": 0.11724795401096344,
"m": 1.0
},
{
"p": 0.03856413811445236,
"m": 0.9877600073814392
},
{
"p": 0.08516842126846313,
"m": 0.3227766156196594
},
{
"p": 0.07360152900218964,
"m": 0.5634717345237732
},
{
"p": 0.0596567839384079,
"m": 0.7168341875076294
},
{
"p": 0.05065472051501274,
"m": 0.8060345649719238
},
{
"p": 0.08025166392326355,
"m": 0.8452273011207581
},
{
"p": 0.06216041371226311,
"m": 0.7797793745994568
},
{
"p": 0.08165397495031357,
"m": 0.9549412131309509
},
{
"p": 0.05752643570303917,
"m": 1.0
},
{
"p": 0.0674065351486206,
"m": 1.0
},
{
"p": 0.08716665953397751,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.30520495772361755,
"val_loss": 0.8231703639030457,
"acc": 70.73,
"time": 125.75423100101762,
"param": [
{
"p": 0.07634352892637253,
"m": 1.0
},
{
"p": 0.09368208050727844,
"m": 1.0
},
{
"p": 0.08257883042097092,
"m": 1.0
},
{
"p": 0.04825256019830704,
"m": 0.9995695352554321
},
{
"p": 0.02064395695924759,
"m": 0.38681086897850037
},
{
"p": 0.06374790519475937,
"m": 0.5443229079246521
},
{
"p": 0.07784058898687363,
"m": 0.7845413088798523
},
{
"p": 0.07519570738077164,
"m": 0.7386773228645325
},
{
"p": 0.11028935015201569,
"m": 0.8646497130393982
},
{
"p": 0.06946238875389099,
"m": 0.8684915900230408
},
{
"p": 0.08116157352924347,
"m": 0.9923926591873169
},
{
"p": 0.052404485642910004,
"m": 1.0
},
{
"p": 0.08362530171871185,
"m": 1.0
},
{
"p": 0.06477169692516327,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.3970082700252533,
"val_loss": 0.9571741223335266,
"acc": 70.72,
"time": 126.47419148217887,
"param": [
{
"p": 0.06214584782719612,
"m": 1.0
},
{
"p": 0.08953096717596054,
"m": 1.0
},
{
"p": 0.09796430915594101,
"m": 1.0
},
{
"p": 0.05371687188744545,
"m": 0.8853768110275269
},
{
"p": 0.067364901304245,
"m": 0.3734867572784424
},
{
"p": 0.06810916215181351,
"m": 0.4068129062652588
},
{
"p": 0.04173681139945984,
"m": 0.7525097727775574
},
{
"p": 0.04365218058228493,
"m": 0.8084638714790344
},
{
"p": 0.07027606666088104,
"m": 0.8675737977027893
},
{
"p": 0.08006566017866135,
"m": 0.8877218961715698
},
{
"p": 0.04714996740221977,
"m": 0.853742241859436
},
{
"p": 0.07730012387037277,
"m": 1.0
},
{
"p": 0.11239171773195267,
"m": 1.0
},
{
"p": 0.08859552443027496,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.4286152422428131,
"val_loss": 0.853891909122467,
"acc": 71.29,
"time": 114.06215292192064,
"param": [
{
"p": 0.061518147587776184,
"m": 1.0
},
{
"p": 0.08904379606246948,
"m": 1.0
},
{
"p": 0.0796990692615509,
"m": 1.0
},
{
"p": 0.03819682449102402,
"m": 0.813108503818512
},
{
"p": 0.12657316029071808,
"m": 0.29490262269973755
},
{
"p": 0.0763440653681755,
"m": 0.5044137239456177
},
{
"p": 0.06572100520133972,
"m": 0.6821064352989197
},
{
"p": 0.04563559591770172,
"m": 0.7789635062217712
},
{
"p": 0.13130617141723633,
"m": 1.0
},
{
"p": 0.02677234075963497,
"m": 0.9482548236846924
},
{
"p": 0.07030130177736282,
"m": 0.8309871554374695
},
{
"p": 0.05692518875002861,
"m": 1.0
},
{
"p": 0.035371605306863785,
"m": 1.0
},
{
"p": 0.09659174084663391,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.4896795451641083,
"val_loss": 0.8411969542503357,
"acc": 72.16,
"time": 132.2850232620258,
"param": [
{
"p": 0.08651986718177795,
"m": 1.0
},
{
"p": 0.09224493056535721,
"m": 1.0
},
{
"p": 0.08623313903808594,
"m": 1.0
},
{
"p": 0.06655997037887573,
"m": 0.8473268747329712
},
{
"p": 0.05393228307366371,
"m": 0.1971205472946167
},
{
"p": 0.09269385039806366,
"m": 0.47886979579925537
},
{
"p": 0.05252647399902344,
"m": 0.6213036775588989
},
{
"p": 0.07616178691387177,
"m": 0.7856774926185608
},
{
"p": 0.0519382618367672,
"m": 0.9487125277519226
},
{
"p": 0.048116929829120636,
"m": 0.9460087418556213
},
{
"p": 0.09013422578573227,
"m": 0.9147776961326599
},
{
"p": 0.04068893566727638,
"m": 0.9707351922988892
},
{
"p": 0.06227374076843262,
"m": 1.0
},
{
"p": 0.09997551888227463,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.34604835510253906,
"val_loss": 1.039650321006775,
"acc": 71.53,
"time": 127.31256401003338,
"param": [
{
"p": 0.059276703745126724,
"m": 1.0
},
{
"p": 0.06851007044315338,
"m": 1.0
},
{
"p": 0.0509893074631691,
"m": 1.0
},
{
"p": 0.107655830681324,
"m": 0.8484964966773987
},
{
"p": 0.0788133442401886,
"m": 0.27446088194847107
},
{
"p": 0.1079052984714508,
"m": 0.5243312120437622
},
{
"p": 0.058201536536216736,
"m": 0.6358985900878906
},
{
"p": 0.07018966227769852,
"m": 0.8481777310371399
},
{
"p": 0.03607996180653572,
"m": 0.9581760168075562
},
{
"p": 0.06986206024885178,
"m": 0.9688102006912231
},
{
"p": 0.07299923896789551,
"m": 0.9661163687705994
},
{
"p": 0.09191522002220154,
"m": 1.0
},
{
"p": 0.05639369785785675,
"m": 1.0
},
{
"p": 0.0712079256772995,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.3107685446739197,
"val_loss": 0.9442280530929565,
"acc": 71.71,
"time": 118.42470881785266,
"param": [
{
"p": 0.05220525711774826,
"m": 1.0
},
{
"p": 0.09966405481100082,
"m": 1.0
},
{
"p": 0.08874072134494781,
"m": 1.0
},
{
"p": 0.07642069458961487,
"m": 0.9023313522338867
},
{
"p": 0.06301432102918625,
"m": 0.3639369010925293
},
{
"p": 0.08770301192998886,
"m": 0.5716512799263
},
{
"p": 0.05047769099473953,
"m": 0.8754539489746094
},
{
"p": 0.05786965787410736,
"m": 0.878016471862793
},
{
"p": 0.06382697820663452,
"m": 1.0
},
{
"p": 0.05138847976922989,
"m": 0.9131501317024231
},
{
"p": 0.07554476708173752,
"m": 0.9999228119850159
},
{
"p": 0.0959024429321289,
"m": 1.0
},
{
"p": 0.056600891053676605,
"m": 1.0
},
{
"p": 0.08064115792512894,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.24728702008724213,
"val_loss": 1.0277148485183716,
"acc": 71.45,
"time": 123.42364417295903,
"param": [
{
"p": 0.08726803958415985,
"m": 1.0
},
{
"p": 0.07556380331516266,
"m": 1.0
},
{
"p": 0.07782100886106491,
"m": 1.0
},
{
"p": 0.0782964825630188,
"m": 0.9100751280784607
},
{
"p": 0.06629134714603424,
"m": 0.16146151721477509
},
{
"p": 0.03787766769528389,
"m": 0.538184642791748
},
{
"p": 0.06640474498271942,
"m": 0.9353455305099487
},
{
"p": 0.07146439701318741,
"m": 0.9135743379592896
},
{
"p": 0.0683930516242981,
"m": 0.9806970953941345
},
{
"p": 0.05213821306824684,
"m": 1.0
},
{
"p": 0.0742887482047081,
"m": 0.9937360286712646
},
{
"p": 0.1034175381064415,
"m": 1.0
},
{
"p": 0.08003699034452438,
"m": 1.0
},
{
"p": 0.06073801591992378,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.32522857189178467,
"val_loss": 1.0405539274215698,
"acc": 71.51,
"time": 117.58312470489182,
"param": [
{
"p": 0.0827920138835907,
"m": 1.0
},
{
"p": 0.08849738538265228,
"m": 1.0
},
{
"p": 0.07612647861242294,
"m": 1.0
},
{
"p": 0.03911403566598892,
"m": 0.8466259837150574
},
{
"p": 0.06396090239286423,
"m": 0.3325464129447937
},
{
"p": 0.0718778446316719,
"m": 0.4474019408226013
},
{
"p": 0.0805509090423584,
"m": 0.9250931739807129
},
{
"p": 0.035756759345531464,
"m": 0.8449161052703857
},
{
"p": 0.0984482616186142,
"m": 0.9086214900016785
},
{
"p": 0.06979086995124817,
"m": 1.0
},
{
"p": 0.09094510227441788,
"m": 0.9872003793716431
},
{
"p": 0.07470977306365967,
"m": 1.0
},
{
"p": 0.05227570980787277,
"m": 1.0
},
{
"p": 0.07515405863523483,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.560980498790741,
"val_loss": 0.9683746099472046,
"acc": 71.0,
"time": 125.89194201002829,
"param": [
{
"p": 0.04455113410949707,
"m": 1.0
},
{
"p": 0.062423285096883774,
"m": 1.0
},
{
"p": 0.097369484603405,
"m": 1.0
},
{
"p": 0.08829893916845322,
"m": 0.9704464077949524
},
{
"p": 0.09873153269290924,
"m": 0.3638613224029541
},
{
"p": 0.07275331020355225,
"m": 0.3908212184906006
},
{
"p": 0.07431375235319138,
"m": 0.8798638582229614
},
{
"p": 0.05522835627198219,
"m": 0.8056212067604065
},
{
"p": 0.051279548555612564,
"m": 0.8313361406326294
},
{
"p": 0.05818220600485802,
"m": 0.9597159028053284
},
{
"p": 0.06766506284475327,
"m": 0.9237768054008484
},
{
"p": 0.08195900171995163,
"m": 0.9968403577804565
},
{
"p": 0.07153432071208954,
"m": 1.0
},
{
"p": 0.07571006566286087,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.34144020080566406,
"val_loss": 0.8719899654388428,
"acc": 71.13,
"time": 133.46965647605248,
"param": [
{
"p": 0.07650307565927505,
"m": 1.0
},
{
"p": 0.0691571831703186,
"m": 1.0
},
{
"p": 0.07606907933950424,
"m": 1.0
},
{
"p": 0.06929663568735123,
"m": 0.9914641976356506
},
{
"p": 0.052169300615787506,
"m": 0.4052738845348358
},
{
"p": 0.0869845375418663,
"m": 0.3331869840621948
},
{
"p": 0.060020044445991516,
"m": 0.8723821043968201
},
{
"p": 0.0878940299153328,
"m": 0.905243456363678
},
{
"p": 0.08428569883108139,
"m": 0.9929595589637756
},
{
"p": 0.06518127769231796,
"m": 1.0
},
{
"p": 0.08071112632751465,
"m": 0.9013840556144714
},
{
"p": 0.05989940091967583,
"m": 1.0
},
{
"p": 0.08562134951353073,
"m": 1.0
},
{
"p": 0.04620727151632309,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.3149890899658203,
"val_loss": 1.0086112022399902,
"acc": 71.29,
"time": 113.51152953505516,
"param": [
{
"p": 0.07676035910844803,
"m": 1.0
},
{
"p": 0.07356007397174835,
"m": 1.0
},
{
"p": 0.08433546870946884,
"m": 1.0
},
{
"p": 0.07454850524663925,
"m": 0.8886842131614685
},
{
"p": 0.09038802981376648,
"m": 0.34910163283348083
},
{
"p": 0.0553545206785202,
"m": 0.23096853494644165
},
{
"p": 0.04675833508372307,
"m": 0.6968006491661072
},
{
"p": 0.0805349126458168,
"m": 0.912872314453125
},
{
"p": 0.09654422104358673,
"m": 1.0
},
{
"p": 0.034024953842163086,
"m": 0.9609345197677612
},
{
"p": 0.0728890597820282,
"m": 0.8959798216819763
},
{
"p": 0.06514988094568253,
"m": 1.0
},
{
"p": 0.080628402531147,
"m": 1.0
},
{
"p": 0.06852322071790695,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.5291576385498047,
"val_loss": 0.8857846260070801,
"acc": 71.56,
"time": 115.93912809411995,
"param": [
{
"p": 0.04709702730178833,
"m": 1.0
},
{
"p": 0.11611015349626541,
"m": 1.0
},
{
"p": 0.11135624349117279,
"m": 1.0
},
{
"p": 0.06789840012788773,
"m": 0.9271560311317444
},
{
"p": 0.07034081965684891,
"m": 0.31539952754974365
},
{
"p": 0.053864218294620514,
"m": 0.1317291557788849
},
{
"p": 0.07639054208993912,
"m": 0.7491954565048218
},
{
"p": 0.03756237030029297,
"m": 0.815893292427063
},
{
"p": 0.09792601317167282,
"m": 0.98011714220047
},
{
"p": 0.06129636988043785,
"m": 1.0
},
{
"p": 0.07059256732463837,
"m": 0.9570404291152954
},
{
"p": 0.05823925882577896,
"m": 1.0
},
{
"p": 0.08119068294763565,
"m": 1.0
},
{
"p": 0.05013531818985939,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.4100741147994995,
"val_loss": 1.2123119831085205,
"acc": 72.22,
"time": 132.25503842299804,
"param": [
{
"p": 0.04730454087257385,
"m": 1.0
},
{
"p": 0.12554143369197845,
"m": 1.0
},
{
"p": 0.08834367245435715,
"m": 1.0
},
{
"p": 0.05795726552605629,
"m": 0.9882693290710449
},
{
"p": 0.07530739158391953,
"m": 0.33792823553085327
},
{
"p": 0.085637666285038,
"m": 0.16636189818382263
},
{
"p": 0.06929458677768707,
"m": 0.9502424001693726
},
{
"p": 0.0647425651550293,
"m": 0.8640501499176025
},
{
"p": 0.09809258580207825,
"m": 0.9553847908973694
},
{
"p": 0.04265494644641876,
"m": 0.9493204355239868
},
{
"p": 0.08323647826910019,
"m": 0.9585181474685669
},
{
"p": 0.03953971713781357,
"m": 0.9861930012702942
},
{
"p": 0.04947343096137047,
"m": 1.0
},
{
"p": 0.07287375628948212,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.5806832909584045,
"val_loss": 1.1285250186920166,
"acc": 71.75,
"time": 128.37275706999935,
"param": [
{
"p": 0.0625508725643158,
"m": 1.0
},
{
"p": 0.0818471759557724,
"m": 1.0
},
{
"p": 0.0634031891822815,
"m": 1.0
},
{
"p": 0.04336867481470108,
"m": 0.9712260961532593
},
{
"p": 0.09224923700094223,
"m": 0.28924456238746643
},
{
"p": 0.045067768543958664,
"m": 0.26339370012283325
},
{
"p": 0.07367696613073349,
"m": 0.9053388833999634
},
{
"p": 0.08002317696809769,
"m": 0.9912434220314026
},
{
"p": 0.04998452588915825,
"m": 0.9067466259002686
},
{
"p": 0.06297159194946289,
"m": 1.0
},
{
"p": 0.079248808324337,
"m": 0.9817350506782532
},
{
"p": 0.07498954236507416,
"m": 1.0
},
{
"p": 0.10127219557762146,
"m": 1.0
},
{
"p": 0.08934628963470459,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.3359430730342865,
"val_loss": 0.9270801544189453,
"acc": 71.8,
"time": 132.69463878590614,
"param": [
{
"p": 0.07917021214962006,
"m": 1.0
},
{
"p": 0.07121432572603226,
"m": 1.0
},
{
"p": 0.08128493279218674,
"m": 1.0
},
{
"p": 0.09464419633150101,
"m": 0.9470877647399902
},
{
"p": 0.07582832872867584,
"m": 0.27353715896606445
},
{
"p": 0.06363031268119812,
"m": 0.27194562554359436
},
{
"p": 0.06989548355340958,
"m": 0.7725485563278198
},
{
"p": 0.03385123983025551,
"m": 0.9171061515808105
},
{
"p": 0.08095776289701462,
"m": 0.9338312745094299
},
{
"p": 0.06669972091913223,
"m": 0.9893414974212646
},
{
"p": 0.04847026243805885,
"m": 0.9669191837310791
},
{
"p": 0.09538962692022324,
"m": 1.0
},
{
"p": 0.07322227209806442,
"m": 1.0
},
{
"p": 0.06574129313230515,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.5168541073799133,
"val_loss": 0.9794533252716064,
"acc": 71.9,
"time": 124.81610581604764,
"param": [
{
"p": 0.09367605298757553,
"m": 1.0
},
{
"p": 0.07995723932981491,
"m": 1.0
},
{
"p": 0.09612006694078445,
"m": 1.0
},
{
"p": 0.0686940923333168,
"m": 0.9376774430274963
},
{
"p": 0.08879578858613968,
"m": 0.30456480383872986
},
{
"p": 0.05492844060063362,
"m": 0.14936190843582153
},
{
"p": 0.05643899738788605,
"m": 0.7734947800636292
},
{
"p": 0.0815342590212822,
"m": 0.9690777063369751
},
{
"p": 0.05333588644862175,
"m": 0.9358934164047241
},
{
"p": 0.04537181556224823,
"m": 0.9667045474052429
},
{
"p": 0.06376933306455612,
"m": 0.9627833962440491
},
{
"p": 0.07950431853532791,
"m": 1.0
},
{
"p": 0.06473547220230103,
"m": 1.0
},
{
"p": 0.07313820719718933,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.24667686223983765,
"val_loss": 1.0362080335617065,
"acc": 71.69,
"time": 123.74182018102147,
"param": [
{
"p": 0.08330477029085159,
"m": 1.0
},
{
"p": 0.0862816795706749,
"m": 1.0
},
{
"p": 0.09325117617845535,
"m": 1.0
},
{
"p": 0.05563493072986603,
"m": 1.0
},
{
"p": 0.08715485781431198,
"m": 0.36372071504592896
},
{
"p": 0.028784099966287613,
"m": 0.08561123162508011
},
{
"p": 0.08617810904979706,
"m": 0.9993334412574768
},
{
"p": 0.07815494388341904,
"m": 1.0
},
{
"p": 0.050403475761413574,
"m": 0.9829228520393372
},
{
"p": 0.05173184350132942,
"m": 0.9528762698173523
},
{
"p": 0.046259187161922455,
"m": 0.8994421362876892
},
{
"p": 0.09583165496587753,
"m": 1.0
},
{
"p": 0.07279378920793533,
"m": 1.0
},
{
"p": 0.08423540741205215,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.3311041593551636,
"val_loss": 0.771331250667572,
"acc": 71.32,
"time": 135.43276847316884,
"param": [
{
"p": 0.10050936043262482,
"m": 1.0
},
{
"p": 0.09424387663602829,
"m": 1.0
},
{
"p": 0.09098382294178009,
"m": 1.0
},
{
"p": 0.0534299798309803,
"m": 0.9945805072784424
},
{
"p": 0.06221078708767891,
"m": 0.375047892332077
},
{
"p": 0.0343339666724205,
"m": 0.09788189083337784
},
{
"p": 0.02591755986213684,
"m": 0.9391653537750244
},
{
"p": 0.0607345849275589,
"m": 0.8942808508872986
},
{
"p": 0.09609851986169815,
"m": 0.9948731660842896
},
{
"p": 0.02583598718047142,
"m": 0.9206131100654602
},
{
"p": 0.10593730956315994,
"m": 0.8404985070228577
},
{
"p": 0.07149204611778259,
"m": 0.9965104460716248
},
{
"p": 0.07002602517604828,
"m": 1.0
},
{
"p": 0.10824617743492126,
"m": 1.0
}
]
}
]
}