smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json
2019-11-27 09:41:19 -05:00

9776 lines
No EOL
143 KiB
JSON

{
"Accuracy": 73.94,
"Time": [
116.85094866117967,
8.09561535510691
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2458200454711914,
"val_loss": 2.2688608169555664,
"acc": 11.94,
"time": 119.23610749398358,
"param": [
{
"p": 0.09984942525625229,
"m": 1.0
},
{
"p": 0.04093009606003761,
"m": 1.0
},
{
"p": 0.07827907055616379,
"m": 1.0
},
{
"p": 0.05059351772069931,
"m": 1.0
},
{
"p": 0.10668733716011047,
"m": 1.0
},
{
"p": 0.07064653187990189,
"m": 1.0
},
{
"p": 0.12347906827926636,
"m": 1.0
},
{
"p": 0.07837927341461182,
"m": 1.0
},
{
"p": 0.06018293648958206,
"m": 1.0
},
{
"p": 0.04189964756369591,
"m": 1.0
},
{
"p": 0.08814927190542221,
"m": 1.0
},
{
"p": 0.08941599726676941,
"m": 1.0
},
{
"p": 0.07150784134864807,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.0964479446411133,
"val_loss": 2.0684101581573486,
"acc": 21.24,
"time": 110.49057918199105,
"param": [
{
"p": 0.0949520468711853,
"m": 1.0
},
{
"p": 0.07434658706188202,
"m": 1.0
},
{
"p": 0.06190657988190651,
"m": 1.0
},
{
"p": 0.05327429249882698,
"m": 1.0
},
{
"p": 0.06356802582740784,
"m": 1.0
},
{
"p": 0.08539829403162003,
"m": 1.0
},
{
"p": 0.049316953867673874,
"m": 1.0
},
{
"p": 0.0677681639790535,
"m": 1.0
},
{
"p": 0.07326383143663406,
"m": 1.0
},
{
"p": 0.08644652366638184,
"m": 1.0
},
{
"p": 0.053016383200883865,
"m": 1.0
},
{
"p": 0.048946134746074677,
"m": 1.0
},
{
"p": 0.09431024640798569,
"m": 1.0
},
{
"p": 0.09348586201667786,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.2713048458099365,
"val_loss": 2.055908203125,
"acc": 25.79,
"time": 118.20894152595429,
"param": [
{
"p": 0.09284317493438721,
"m": 1.0
},
{
"p": 0.05597003176808357,
"m": 1.0
},
{
"p": 0.049746230244636536,
"m": 1.0
},
{
"p": 0.09817762672901154,
"m": 1.0
},
{
"p": 0.054756879806518555,
"m": 1.0
},
{
"p": 0.07057809084653854,
"m": 1.0
},
{
"p": 0.07462388277053833,
"m": 1.0
},
{
"p": 0.08753030002117157,
"m": 1.0
},
{
"p": 0.093014195561409,
"m": 1.0
},
{
"p": 0.03603634238243103,
"m": 1.0
},
{
"p": 0.055968571454286575,
"m": 1.0
},
{
"p": 0.11041957139968872,
"m": 1.0
},
{
"p": 0.09711857885122299,
"m": 1.0
},
{
"p": 0.023216545581817627,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.002542734146118,
"val_loss": 1.917697548866272,
"acc": 29.62,
"time": 108.97935542598134,
"param": [
{
"p": 0.08859040588140488,
"m": 1.0
},
{
"p": 0.05443578213453293,
"m": 1.0
},
{
"p": 0.06926749646663666,
"m": 1.0
},
{
"p": 0.06563935428857803,
"m": 1.0
},
{
"p": 0.088204026222229,
"m": 1.0
},
{
"p": 0.06704794615507126,
"m": 1.0
},
{
"p": 0.05516824498772621,
"m": 1.0
},
{
"p": 0.08572322875261307,
"m": 1.0
},
{
"p": 0.08184719830751419,
"m": 1.0
},
{
"p": 0.07421918213367462,
"m": 1.0
},
{
"p": 0.0516526885330677,
"m": 1.0
},
{
"p": 0.07917562127113342,
"m": 1.0
},
{
"p": 0.08822128176689148,
"m": 1.0
},
{
"p": 0.05080743134021759,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.027867555618286,
"val_loss": 1.875183343887329,
"acc": 35.47,
"time": 108.9677719079773,
"param": [
{
"p": 0.0760800912976265,
"m": 1.0
},
{
"p": 0.04551102593541145,
"m": 1.0
},
{
"p": 0.07002788037061691,
"m": 1.0
},
{
"p": 0.09743082523345947,
"m": 1.0
},
{
"p": 0.07110480964183807,
"m": 1.0
},
{
"p": 0.04444769769906998,
"m": 1.0
},
{
"p": 0.07200339436531067,
"m": 1.0
},
{
"p": 0.0841401144862175,
"m": 1.0
},
{
"p": 0.07693048566579819,
"m": 1.0
},
{
"p": 0.06592867523431778,
"m": 1.0
},
{
"p": 0.07165461033582687,
"m": 1.0
},
{
"p": 0.08330865949392319,
"m": 1.0
},
{
"p": 0.08921216428279877,
"m": 1.0
},
{
"p": 0.05221959948539734,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.00063157081604,
"val_loss": 1.7695585489273071,
"acc": 38.49,
"time": 111.71773284202209,
"param": [
{
"p": 0.0988958403468132,
"m": 1.0
},
{
"p": 0.05745108053088188,
"m": 1.0
},
{
"p": 0.07167574018239975,
"m": 1.0
},
{
"p": 0.008587069809436798,
"m": 1.0
},
{
"p": 0.041152697056531906,
"m": 1.0
},
{
"p": 0.09859278053045273,
"m": 1.0
},
{
"p": 0.09444532543420792,
"m": 1.0
},
{
"p": 0.07770981639623642,
"m": 1.0
},
{
"p": 0.057381901890039444,
"m": 1.0
},
{
"p": 0.08631794154644012,
"m": 1.0
},
{
"p": 0.08204827457666397,
"m": 1.0
},
{
"p": 0.09716430306434631,
"m": 1.0
},
{
"p": 0.07392008602619171,
"m": 1.0
},
{
"p": 0.05465706065297127,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8477863073349,
"val_loss": 1.6453535556793213,
"acc": 41.29,
"time": 110.28477254201425,
"param": [
{
"p": 0.07273907214403152,
"m": 1.0
},
{
"p": 0.07707173377275467,
"m": 1.0
},
{
"p": 0.08348070830106735,
"m": 1.0
},
{
"p": 0.055909041315317154,
"m": 1.0
},
{
"p": 0.012288407422602177,
"m": 1.0
},
{
"p": 0.09610529989004135,
"m": 1.0
},
{
"p": 0.08080615103244781,
"m": 1.0
},
{
"p": 0.06194228678941727,
"m": 1.0
},
{
"p": 0.09954053908586502,
"m": 1.0
},
{
"p": 0.10323501378297806,
"m": 1.0
},
{
"p": 0.06318593770265579,
"m": 1.0
},
{
"p": 0.08685439079999924,
"m": 1.0
},
{
"p": 0.05091003701090813,
"m": 1.0
},
{
"p": 0.05593137815594673,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.9808727502822876,
"val_loss": 1.670849084854126,
"acc": 40.78,
"time": 118.02701298700413,
"param": [
{
"p": 0.09371326863765717,
"m": 1.0
},
{
"p": 0.06620019674301147,
"m": 1.0
},
{
"p": 0.09395720064640045,
"m": 1.0
},
{
"p": 0.06717289239168167,
"m": 1.0
},
{
"p": 0.011372433975338936,
"m": 1.0
},
{
"p": 0.06811881065368652,
"m": 1.0
},
{
"p": 0.09304507821798325,
"m": 1.0
},
{
"p": 0.04405205324292183,
"m": 1.0
},
{
"p": 0.07579481601715088,
"m": 1.0
},
{
"p": 0.09350782632827759,
"m": 1.0
},
{
"p": 0.044765811413526535,
"m": 1.0
},
{
"p": 0.08919397741556168,
"m": 1.0
},
{
"p": 0.09864270687103271,
"m": 1.0
},
{
"p": 0.06046285852789879,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.0029208660125732,
"val_loss": 1.6323843002319336,
"acc": 41.53,
"time": 108.64526103698881,
"param": [
{
"p": 0.09596613049507141,
"m": 1.0
},
{
"p": 0.08320827782154083,
"m": 1.0
},
{
"p": 0.09828418493270874,
"m": 1.0
},
{
"p": 0.052325207740068436,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08921954035758972,
"m": 1.0
},
{
"p": 0.057142652571201324,
"m": 1.0
},
{
"p": 0.06801702827215195,
"m": 1.0
},
{
"p": 0.09231192618608475,
"m": 1.0
},
{
"p": 0.0796448141336441,
"m": 1.0
},
{
"p": 0.07800238579511642,
"m": 1.0
},
{
"p": 0.06347139179706573,
"m": 1.0
},
{
"p": 0.08940905332565308,
"m": 1.0
},
{
"p": 0.05299750342965126,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.840036392211914,
"val_loss": 1.7230100631713867,
"acc": 42.07,
"time": 110.64944020204712,
"param": [
{
"p": 0.08074987679719925,
"m": 1.0
},
{
"p": 0.03819797560572624,
"m": 1.0
},
{
"p": 0.07979084551334381,
"m": 1.0
},
{
"p": 0.056871745735406876,
"m": 1.0
},
{
"p": 0.0037571899592876434,
"m": 1.0
},
{
"p": 0.08987851440906525,
"m": 1.0
},
{
"p": 0.09805445373058319,
"m": 1.0
},
{
"p": 0.05785071477293968,
"m": 1.0
},
{
"p": 0.06412647664546967,
"m": 1.0
},
{
"p": 0.08449123054742813,
"m": 1.0
},
{
"p": 0.07718480378389359,
"m": 1.0
},
{
"p": 0.05468948930501938,
"m": 1.0
},
{
"p": 0.1016080304980278,
"m": 1.0
},
{
"p": 0.1127486452460289,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.9139260053634644,
"val_loss": 1.6482290029525757,
"acc": 41.63,
"time": 111.90760310494807,
"param": [
{
"p": 0.12340974807739258,
"m": 1.0
},
{
"p": 0.012933052144944668,
"m": 1.0
},
{
"p": 0.09278546273708344,
"m": 1.0
},
{
"p": 0.06183749437332153,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11901960521936417,
"m": 1.0
},
{
"p": 0.08319607377052307,
"m": 1.0
},
{
"p": 0.06108681112527847,
"m": 1.0
},
{
"p": 0.08219125866889954,
"m": 1.0
},
{
"p": 0.07355373352766037,
"m": 1.0
},
{
"p": 0.08257845789194107,
"m": 1.0
},
{
"p": 0.0688430443406105,
"m": 1.0
},
{
"p": 0.07102629542350769,
"m": 1.0
},
{
"p": 0.06753908097743988,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.8461593389511108,
"val_loss": 1.584254264831543,
"acc": 44.26,
"time": 110.95374780404381,
"param": [
{
"p": 0.0770062804222107,
"m": 1.0
},
{
"p": 0.07610190659761429,
"m": 1.0
},
{
"p": 0.08378075063228607,
"m": 1.0
},
{
"p": 0.04468163475394249,
"m": 1.0
},
{
"p": 0.02134283259510994,
"m": 1.0
},
{
"p": 0.050986871123313904,
"m": 1.0
},
{
"p": 0.08579075336456299,
"m": 1.0
},
{
"p": 0.05917884409427643,
"m": 1.0
},
{
"p": 0.08449593931436539,
"m": 1.0
},
{
"p": 0.07231366634368896,
"m": 1.0
},
{
"p": 0.06097765266895294,
"m": 1.0
},
{
"p": 0.08919980376958847,
"m": 1.0
},
{
"p": 0.10423477739095688,
"m": 1.0
},
{
"p": 0.08990825712680817,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.8565468788146973,
"val_loss": 1.5178860425949097,
"acc": 46.7,
"time": 116.69576184998732,
"param": [
{
"p": 0.07036180794239044,
"m": 1.0
},
{
"p": 0.05861929804086685,
"m": 1.0
},
{
"p": 0.05846000462770462,
"m": 1.0
},
{
"p": 0.08662642538547516,
"m": 1.0
},
{
"p": 0.04284723475575447,
"m": 1.0
},
{
"p": 0.059290360659360886,
"m": 1.0
},
{
"p": 0.09709522128105164,
"m": 1.0
},
{
"p": 0.065277598798275,
"m": 1.0
},
{
"p": 0.0704142302274704,
"m": 1.0
},
{
"p": 0.08206503093242645,
"m": 1.0
},
{
"p": 0.09150204062461853,
"m": 1.0
},
{
"p": 0.07629851251840591,
"m": 1.0
},
{
"p": 0.07196281850337982,
"m": 1.0
},
{
"p": 0.06917943805456161,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.775529384613037,
"val_loss": 1.4535239934921265,
"acc": 48.45,
"time": 110.33028922398807,
"param": [
{
"p": 0.09203238040208817,
"m": 1.0
},
{
"p": 0.012204328551888466,
"m": 1.0
},
{
"p": 0.1063443124294281,
"m": 1.0
},
{
"p": 0.07091410458087921,
"m": 1.0
},
{
"p": 0.003941479604691267,
"m": 1.0
},
{
"p": 0.08902419358491898,
"m": 1.0
},
{
"p": 0.06453634798526764,
"m": 1.0
},
{
"p": 0.06731022894382477,
"m": 1.0
},
{
"p": 0.04695289582014084,
"m": 1.0
},
{
"p": 0.08758544921875,
"m": 1.0
},
{
"p": 0.08673088252544403,
"m": 1.0
},
{
"p": 0.0996755063533783,
"m": 1.0
},
{
"p": 0.10753075778484344,
"m": 1.0
},
{
"p": 0.06521719694137573,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.766906976699829,
"val_loss": 1.4986666440963745,
"acc": 48.36,
"time": 110.04567708697869,
"param": [
{
"p": 0.07681714743375778,
"m": 1.0
},
{
"p": 0.05441270396113396,
"m": 1.0
},
{
"p": 0.07520362734794617,
"m": 1.0
},
{
"p": 0.054285526275634766,
"m": 1.0
},
{
"p": 0.059043802320957184,
"m": 1.0
},
{
"p": 0.10265000909566879,
"m": 1.0
},
{
"p": 0.07270024716854095,
"m": 1.0
},
{
"p": 0.07595007121562958,
"m": 1.0
},
{
"p": 0.1059756800532341,
"m": 1.0
},
{
"p": 0.06315568834543228,
"m": 1.0
},
{
"p": 0.06253927201032639,
"m": 1.0
},
{
"p": 0.07946371287107468,
"m": 1.0
},
{
"p": 0.07489687949419022,
"m": 1.0
},
{
"p": 0.04290555417537689,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.6214220523834229,
"val_loss": 1.3637663125991821,
"acc": 49.1,
"time": 110.88416995899752,
"param": [
{
"p": 0.0888243317604065,
"m": 1.0
},
{
"p": 0.03077618032693863,
"m": 1.0
},
{
"p": 0.07354001700878143,
"m": 1.0
},
{
"p": 0.05944565311074257,
"m": 1.0
},
{
"p": 0.02479908987879753,
"m": 1.0
},
{
"p": 0.08601119369268417,
"m": 1.0
},
{
"p": 0.06269073486328125,
"m": 1.0
},
{
"p": 0.07668710500001907,
"m": 1.0
},
{
"p": 0.10496160387992859,
"m": 1.0
},
{
"p": 0.1213725283741951,
"m": 1.0
},
{
"p": 0.06301173567771912,
"m": 1.0
},
{
"p": 0.054651662707328796,
"m": 1.0
},
{
"p": 0.08457241952419281,
"m": 1.0
},
{
"p": 0.06865578144788742,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6657878160476685,
"val_loss": 1.4000322818756104,
"acc": 49.82,
"time": 125.06990997097455,
"param": [
{
"p": 0.07601536810398102,
"m": 1.0
},
{
"p": 0.05042872577905655,
"m": 1.0
},
{
"p": 0.08908754587173462,
"m": 1.0
},
{
"p": 0.06146228685975075,
"m": 1.0
},
{
"p": 0.018701693043112755,
"m": 1.0
},
{
"p": 0.07579851150512695,
"m": 1.0
},
{
"p": 0.06600389629602432,
"m": 1.0
},
{
"p": 0.09046795219182968,
"m": 1.0
},
{
"p": 0.09785578399896622,
"m": 1.0
},
{
"p": 0.0642423927783966,
"m": 1.0
},
{
"p": 0.05287986621260643,
"m": 1.0
},
{
"p": 0.0737236887216568,
"m": 1.0
},
{
"p": 0.11732649058103561,
"m": 1.0
},
{
"p": 0.06600574404001236,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.5786889791488647,
"val_loss": 1.400757908821106,
"acc": 48.14,
"time": 110.0922048749635,
"param": [
{
"p": 0.09941615909337997,
"m": 1.0
},
{
"p": 0.04050789773464203,
"m": 1.0
},
{
"p": 0.08561190962791443,
"m": 1.0
},
{
"p": 0.042753808200359344,
"m": 1.0
},
{
"p": 0.011839112266898155,
"m": 1.0
},
{
"p": 0.07425063103437424,
"m": 1.0
},
{
"p": 0.03292171284556389,
"m": 1.0
},
{
"p": 0.07741887122392654,
"m": 1.0
},
{
"p": 0.09775099903345108,
"m": 1.0
},
{
"p": 0.11351104080677032,
"m": 1.0
},
{
"p": 0.09438743442296982,
"m": 1.0
},
{
"p": 0.07649386674165726,
"m": 1.0
},
{
"p": 0.09526118636131287,
"m": 1.0
},
{
"p": 0.05787534639239311,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.6832588911056519,
"val_loss": 1.5490524768829346,
"acc": 49.87,
"time": 109.00534621399129,
"param": [
{
"p": 0.10437283664941788,
"m": 1.0
},
{
"p": 0.004223701078444719,
"m": 1.0
},
{
"p": 0.09334875643253326,
"m": 1.0
},
{
"p": 0.05937732011079788,
"m": 1.0
},
{
"p": 0.012282978743314743,
"m": 1.0
},
{
"p": 0.06619010865688324,
"m": 1.0
},
{
"p": 0.0987166315317154,
"m": 1.0
},
{
"p": 0.05121247097849846,
"m": 1.0
},
{
"p": 0.10786625742912292,
"m": 1.0
},
{
"p": 0.09099313616752625,
"m": 1.0
},
{
"p": 0.10442579537630081,
"m": 1.0
},
{
"p": 0.10624345391988754,
"m": 1.0
},
{
"p": 0.0863930806517601,
"m": 1.0
},
{
"p": 0.014353442005813122,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.7809630632400513,
"val_loss": 1.3296829462051392,
"acc": 52.15,
"time": 120.11916169401957,
"param": [
{
"p": 0.07108012586832047,
"m": 1.0
},
{
"p": 0.05483539402484894,
"m": 1.0
},
{
"p": 0.08368971943855286,
"m": 1.0
},
{
"p": 0.07463879138231277,
"m": 1.0
},
{
"p": 0.029817530885338783,
"m": 1.0
},
{
"p": 0.057357560843229294,
"m": 1.0
},
{
"p": 0.0785028263926506,
"m": 1.0
},
{
"p": 0.08431148529052734,
"m": 1.0
},
{
"p": 0.08634380996227264,
"m": 1.0
},
{
"p": 0.07871260493993759,
"m": 1.0
},
{
"p": 0.080128975212574,
"m": 1.0
},
{
"p": 0.07505267858505249,
"m": 1.0
},
{
"p": 0.07659456878900528,
"m": 1.0
},
{
"p": 0.06893394142389297,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.730773687362671,
"val_loss": 1.3836137056350708,
"acc": 51.68,
"time": 115.86742949701147,
"param": [
{
"p": 0.08095858246088028,
"m": 1.0
},
{
"p": 0.02746487967669964,
"m": 1.0
},
{
"p": 0.08756770193576813,
"m": 1.0
},
{
"p": 0.06489870697259903,
"m": 1.0
},
{
"p": 0.03598645702004433,
"m": 1.0
},
{
"p": 0.0809934064745903,
"m": 1.0
},
{
"p": 0.07105926424264908,
"m": 1.0
},
{
"p": 0.0915922075510025,
"m": 1.0
},
{
"p": 0.08851286768913269,
"m": 1.0
},
{
"p": 0.07469956576824188,
"m": 1.0
},
{
"p": 0.051461249589920044,
"m": 1.0
},
{
"p": 0.07817760854959488,
"m": 1.0
},
{
"p": 0.10449196398258209,
"m": 1.0
},
{
"p": 0.06213557347655296,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6164873838424683,
"val_loss": 1.2982299327850342,
"acc": 51.47,
"time": 123.73427766299574,
"param": [
{
"p": 0.08243244141340256,
"m": 1.0
},
{
"p": 0.035046789795160294,
"m": 1.0
},
{
"p": 0.0744071677327156,
"m": 1.0
},
{
"p": 0.052760884165763855,
"m": 1.0
},
{
"p": 0.05995055288076401,
"m": 1.0
},
{
"p": 0.07594342529773712,
"m": 1.0
},
{
"p": 0.0901525691151619,
"m": 1.0
},
{
"p": 0.08111169189214706,
"m": 1.0
},
{
"p": 0.07009148597717285,
"m": 1.0
},
{
"p": 0.09128744155168533,
"m": 1.0
},
{
"p": 0.07136904448270798,
"m": 1.0
},
{
"p": 0.0849720910191536,
"m": 1.0
},
{
"p": 0.06958787888288498,
"m": 1.0
},
{
"p": 0.06088653579354286,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.7826316356658936,
"val_loss": 1.2105368375778198,
"acc": 54.15,
"time": 120.04700603202218,
"param": [
{
"p": 0.08066925406455994,
"m": 1.0
},
{
"p": 0.07125246524810791,
"m": 1.0
},
{
"p": 0.08269274979829788,
"m": 1.0
},
{
"p": 0.06288828700780869,
"m": 1.0
},
{
"p": 0.012755624018609524,
"m": 1.0
},
{
"p": 0.07451017946004868,
"m": 1.0
},
{
"p": 0.08238255232572556,
"m": 1.0
},
{
"p": 0.06537958979606628,
"m": 1.0
},
{
"p": 0.06721541285514832,
"m": 1.0
},
{
"p": 0.08089633285999298,
"m": 1.0
},
{
"p": 0.07291199266910553,
"m": 1.0
},
{
"p": 0.08174876868724823,
"m": 1.0
},
{
"p": 0.09954611957073212,
"m": 1.0
},
{
"p": 0.0651506558060646,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.5468025207519531,
"val_loss": 1.2132952213287354,
"acc": 52.16,
"time": 108.66355213604402,
"param": [
{
"p": 0.07538708299398422,
"m": 1.0
},
{
"p": 0.06739887595176697,
"m": 1.0
},
{
"p": 0.0906934142112732,
"m": 1.0
},
{
"p": 0.049520865082740784,
"m": 1.0
},
{
"p": 0.03860069066286087,
"m": 1.0
},
{
"p": 0.07719874382019043,
"m": 1.0
},
{
"p": 0.057518381625413895,
"m": 1.0
},
{
"p": 0.07469664514064789,
"m": 1.0
},
{
"p": 0.08857686817646027,
"m": 1.0
},
{
"p": 0.0895400419831276,
"m": 1.0
},
{
"p": 0.08820147812366486,
"m": 1.0
},
{
"p": 0.08730073273181915,
"m": 1.0
},
{
"p": 0.059667374938726425,
"m": 1.0
},
{
"p": 0.055698852986097336,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.541172742843628,
"val_loss": 1.282554030418396,
"acc": 54.66,
"time": 125.12204441003269,
"param": [
{
"p": 0.07510242611169815,
"m": 1.0
},
{
"p": 0.04662656784057617,
"m": 1.0
},
{
"p": 0.07618951797485352,
"m": 1.0
},
{
"p": 0.05871327221393585,
"m": 1.0
},
{
"p": 0.05599255859851837,
"m": 1.0
},
{
"p": 0.0612650066614151,
"m": 1.0
},
{
"p": 0.08080977201461792,
"m": 1.0
},
{
"p": 0.07511495798826218,
"m": 1.0
},
{
"p": 0.07480739802122116,
"m": 1.0
},
{
"p": 0.08458264172077179,
"m": 1.0
},
{
"p": 0.07761640846729279,
"m": 1.0
},
{
"p": 0.07883284240961075,
"m": 1.0
},
{
"p": 0.08924905955791473,
"m": 1.0
},
{
"p": 0.06509767472743988,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.6928789615631104,
"val_loss": 1.2642449140548706,
"acc": 57.03,
"time": 109.9717931690393,
"param": [
{
"p": 0.08173768222332001,
"m": 1.0
},
{
"p": 0.07075798511505127,
"m": 1.0
},
{
"p": 0.06949304044246674,
"m": 1.0
},
{
"p": 0.058764856308698654,
"m": 1.0
},
{
"p": 0.039637912064790726,
"m": 1.0
},
{
"p": 0.08046703040599823,
"m": 1.0
},
{
"p": 0.07801733165979385,
"m": 1.0
},
{
"p": 0.07770771533250809,
"m": 1.0
},
{
"p": 0.08917319029569626,
"m": 1.0
},
{
"p": 0.0713222473859787,
"m": 1.0
},
{
"p": 0.07521762698888779,
"m": 1.0
},
{
"p": 0.07022492587566376,
"m": 1.0
},
{
"p": 0.08195192366838455,
"m": 1.0
},
{
"p": 0.055526554584503174,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.4702117443084717,
"val_loss": 1.2232609987258911,
"acc": 56.01,
"time": 110.7418658749666,
"param": [
{
"p": 0.09563027322292328,
"m": 1.0
},
{
"p": 0.05122814700007439,
"m": 1.0
},
{
"p": 0.06254959851503372,
"m": 1.0
},
{
"p": 0.059478696435689926,
"m": 1.0
},
{
"p": 0.024318629875779152,
"m": 1.0
},
{
"p": 0.08057457953691483,
"m": 1.0
},
{
"p": 0.0667213648557663,
"m": 1.0
},
{
"p": 0.05685926601290703,
"m": 1.0
},
{
"p": 0.10263581573963165,
"m": 1.0
},
{
"p": 0.07229719310998917,
"m": 1.0
},
{
"p": 0.08636738359928131,
"m": 1.0
},
{
"p": 0.08569058775901794,
"m": 1.0
},
{
"p": 0.08047537505626678,
"m": 1.0
},
{
"p": 0.07517316937446594,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.647582769393921,
"val_loss": 1.3148454427719116,
"acc": 54.6,
"time": 110.86831348499982,
"param": [
{
"p": 0.09353041648864746,
"m": 1.0
},
{
"p": 0.06884448230266571,
"m": 1.0
},
{
"p": 0.09266137331724167,
"m": 1.0
},
{
"p": 0.0529845766723156,
"m": 1.0
},
{
"p": 0.036569222807884216,
"m": 1.0
},
{
"p": 0.07810304313898087,
"m": 1.0
},
{
"p": 0.0672624483704567,
"m": 1.0
},
{
"p": 0.055634308606386185,
"m": 1.0
},
{
"p": 0.07526084780693054,
"m": 1.0
},
{
"p": 0.07927391678094864,
"m": 1.0
},
{
"p": 0.07606636732816696,
"m": 1.0
},
{
"p": 0.0737236961722374,
"m": 1.0
},
{
"p": 0.09113842248916626,
"m": 1.0
},
{
"p": 0.0589468739926815,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.5977396965026855,
"val_loss": 1.3954405784606934,
"acc": 54.12,
"time": 124.17892968800152,
"param": [
{
"p": 0.12532806396484375,
"m": 1.0
},
{
"p": 0.055315978825092316,
"m": 1.0
},
{
"p": 0.08662823587656021,
"m": 1.0
},
{
"p": 0.021350087597966194,
"m": 1.0
},
{
"p": 0.04524997994303703,
"m": 1.0
},
{
"p": 0.07359333336353302,
"m": 1.0
},
{
"p": 0.04820285737514496,
"m": 1.0
},
{
"p": 0.09389980882406235,
"m": 1.0
},
{
"p": 0.08011288940906525,
"m": 1.0
},
{
"p": 0.07129721343517303,
"m": 1.0
},
{
"p": 0.06426341831684113,
"m": 1.0
},
{
"p": 0.0682411938905716,
"m": 1.0
},
{
"p": 0.09790629893541336,
"m": 1.0
},
{
"p": 0.06861071288585663,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.535875678062439,
"val_loss": 1.277463436126709,
"acc": 57.33,
"time": 111.63711898197653,
"param": [
{
"p": 0.0930357426404953,
"m": 1.0
},
{
"p": 0.04318124055862427,
"m": 1.0
},
{
"p": 0.0766938328742981,
"m": 1.0
},
{
"p": 0.0398564487695694,
"m": 1.0
},
{
"p": 0.04624407738447189,
"m": 1.0
},
{
"p": 0.09959954023361206,
"m": 1.0
},
{
"p": 0.07773689180612564,
"m": 1.0
},
{
"p": 0.06304645538330078,
"m": 1.0
},
{
"p": 0.07568957656621933,
"m": 1.0
},
{
"p": 0.09154437482357025,
"m": 1.0
},
{
"p": 0.07860862463712692,
"m": 1.0
},
{
"p": 0.08130419254302979,
"m": 1.0
},
{
"p": 0.09138577431440353,
"m": 1.0
},
{
"p": 0.04207310080528259,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.516166090965271,
"val_loss": 1.1858638525009155,
"acc": 58.41,
"time": 111.97715205297573,
"param": [
{
"p": 0.08604655414819717,
"m": 1.0
},
{
"p": 0.060482949018478394,
"m": 1.0
},
{
"p": 0.10269971191883087,
"m": 1.0
},
{
"p": 0.0604083426296711,
"m": 1.0
},
{
"p": 0.03974693641066551,
"m": 1.0
},
{
"p": 0.06265126168727875,
"m": 1.0
},
{
"p": 0.08561895042657852,
"m": 1.0
},
{
"p": 0.06430110335350037,
"m": 1.0
},
{
"p": 0.09126664698123932,
"m": 1.0
},
{
"p": 0.08291080594062805,
"m": 1.0
},
{
"p": 0.055277541279792786,
"m": 1.0
},
{
"p": 0.07458751648664474,
"m": 1.0
},
{
"p": 0.08886764943599701,
"m": 1.0
},
{
"p": 0.04513394832611084,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.6853175163269043,
"val_loss": 1.0889402627944946,
"acc": 59.52,
"time": 110.40900261397474,
"param": [
{
"p": 0.08251698315143585,
"m": 1.0
},
{
"p": 0.06775057315826416,
"m": 1.0
},
{
"p": 0.09098867326974869,
"m": 1.0
},
{
"p": 0.05500473454594612,
"m": 1.0
},
{
"p": 0.044340018182992935,
"m": 1.0
},
{
"p": 0.06949765235185623,
"m": 1.0
},
{
"p": 0.06948234140872955,
"m": 1.0
},
{
"p": 0.0835261419415474,
"m": 1.0
},
{
"p": 0.08354056626558304,
"m": 1.0
},
{
"p": 0.07112694531679153,
"m": 1.0
},
{
"p": 0.06376850605010986,
"m": 1.0
},
{
"p": 0.06252925843000412,
"m": 1.0
},
{
"p": 0.08646237850189209,
"m": 1.0
},
{
"p": 0.0694652646780014,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.5305269956588745,
"val_loss": 1.1912415027618408,
"acc": 58.92,
"time": 111.00845799699891,
"param": [
{
"p": 0.08401023596525192,
"m": 1.0
},
{
"p": 0.0517212375998497,
"m": 1.0
},
{
"p": 0.07761235535144806,
"m": 1.0
},
{
"p": 0.055813368409872055,
"m": 1.0
},
{
"p": 0.0529598593711853,
"m": 1.0
},
{
"p": 0.057732973247766495,
"m": 1.0
},
{
"p": 0.06136099249124527,
"m": 1.0
},
{
"p": 0.06837249547243118,
"m": 1.0
},
{
"p": 0.07613100111484528,
"m": 1.0
},
{
"p": 0.07442090660333633,
"m": 1.0
},
{
"p": 0.07150277495384216,
"m": 1.0
},
{
"p": 0.09818581491708755,
"m": 1.0
},
{
"p": 0.08943597972393036,
"m": 1.0
},
{
"p": 0.08073996007442474,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.6727389097213745,
"val_loss": 1.1598682403564453,
"acc": 57.82,
"time": 135.6825127909542,
"param": [
{
"p": 0.09569219499826431,
"m": 1.0
},
{
"p": 0.06339751929044724,
"m": 1.0
},
{
"p": 0.07670237123966217,
"m": 1.0
},
{
"p": 0.0647040456533432,
"m": 1.0
},
{
"p": 0.0669875517487526,
"m": 1.0
},
{
"p": 0.05778217315673828,
"m": 1.0
},
{
"p": 0.08207477629184723,
"m": 1.0
},
{
"p": 0.06389589607715607,
"m": 1.0
},
{
"p": 0.06556011736392975,
"m": 1.0
},
{
"p": 0.0821184515953064,
"m": 1.0
},
{
"p": 0.0577654205262661,
"m": 1.0
},
{
"p": 0.07624911516904831,
"m": 1.0
},
{
"p": 0.08843301981687546,
"m": 1.0
},
{
"p": 0.05863737314939499,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.394395112991333,
"val_loss": 1.2190715074539185,
"acc": 57.46,
"time": 122.5649612149573,
"param": [
{
"p": 0.07780928909778595,
"m": 1.0
},
{
"p": 0.05456126108765602,
"m": 1.0
},
{
"p": 0.09157605469226837,
"m": 1.0
},
{
"p": 0.060007475316524506,
"m": 1.0
},
{
"p": 0.0451863668859005,
"m": 1.0
},
{
"p": 0.059535663574934006,
"m": 1.0
},
{
"p": 0.07704055309295654,
"m": 1.0
},
{
"p": 0.07373201847076416,
"m": 1.0
},
{
"p": 0.07383259385824203,
"m": 1.0
},
{
"p": 0.06584085524082184,
"m": 1.0
},
{
"p": 0.08425846695899963,
"m": 1.0
},
{
"p": 0.08468693494796753,
"m": 1.0
},
{
"p": 0.08007253706455231,
"m": 1.0
},
{
"p": 0.07185996323823929,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.6187821626663208,
"val_loss": 1.2422828674316406,
"acc": 59.22,
"time": 130.42168929899344,
"param": [
{
"p": 0.07348571717739105,
"m": 1.0
},
{
"p": 0.04393095150589943,
"m": 1.0
},
{
"p": 0.08579428493976593,
"m": 1.0
},
{
"p": 0.05643629655241966,
"m": 1.0
},
{
"p": 0.048332225531339645,
"m": 1.0
},
{
"p": 0.08146005868911743,
"m": 1.0
},
{
"p": 0.0750930979847908,
"m": 1.0
},
{
"p": 0.06370729953050613,
"m": 1.0
},
{
"p": 0.07986439764499664,
"m": 1.0
},
{
"p": 0.07548271119594574,
"m": 1.0
},
{
"p": 0.0657229945063591,
"m": 1.0
},
{
"p": 0.0886981263756752,
"m": 1.0
},
{
"p": 0.09104084223508835,
"m": 1.0
},
{
"p": 0.07095105946063995,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.6222105026245117,
"val_loss": 1.2178961038589478,
"acc": 57.86,
"time": 108.81915856903652,
"param": [
{
"p": 0.08453962951898575,
"m": 1.0
},
{
"p": 0.04983951523900032,
"m": 1.0
},
{
"p": 0.08452364802360535,
"m": 1.0
},
{
"p": 0.05356922000646591,
"m": 1.0
},
{
"p": 0.06001730635762215,
"m": 1.0
},
{
"p": 0.056101709604263306,
"m": 1.0
},
{
"p": 0.07531145215034485,
"m": 1.0
},
{
"p": 0.07149612158536911,
"m": 1.0
},
{
"p": 0.07261102646589279,
"m": 1.0
},
{
"p": 0.07909394800662994,
"m": 1.0
},
{
"p": 0.08353636413812637,
"m": 1.0
},
{
"p": 0.059080835431814194,
"m": 1.0
},
{
"p": 0.09964218735694885,
"m": 1.0
},
{
"p": 0.07063706964254379,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.6093113422393799,
"val_loss": 1.1218914985656738,
"acc": 59.96,
"time": 108.16520340798888,
"param": [
{
"p": 0.06423986703157425,
"m": 1.0
},
{
"p": 0.05679398402571678,
"m": 1.0
},
{
"p": 0.09978198260068893,
"m": 1.0
},
{
"p": 0.05992769077420235,
"m": 1.0
},
{
"p": 0.03638409078121185,
"m": 1.0
},
{
"p": 0.047831982374191284,
"m": 1.0
},
{
"p": 0.09907034784555435,
"m": 1.0
},
{
"p": 0.07159432023763657,
"m": 1.0
},
{
"p": 0.09505545347929001,
"m": 1.0
},
{
"p": 0.06760593503713608,
"m": 1.0
},
{
"p": 0.0855696052312851,
"m": 1.0
},
{
"p": 0.07644146680831909,
"m": 1.0
},
{
"p": 0.08076971769332886,
"m": 1.0
},
{
"p": 0.05893361568450928,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.4864453077316284,
"val_loss": 1.09329092502594,
"acc": 60.91,
"time": 133.8745104720001,
"param": [
{
"p": 0.08418414741754532,
"m": 1.0
},
{
"p": 0.04115217179059982,
"m": 1.0
},
{
"p": 0.08301180601119995,
"m": 1.0
},
{
"p": 0.06550576537847519,
"m": 1.0
},
{
"p": 0.059022966772317886,
"m": 1.0
},
{
"p": 0.07008572667837143,
"m": 1.0
},
{
"p": 0.0628734603524208,
"m": 1.0
},
{
"p": 0.07803068310022354,
"m": 1.0
},
{
"p": 0.07751280814409256,
"m": 1.0
},
{
"p": 0.06925467401742935,
"m": 1.0
},
{
"p": 0.09833277761936188,
"m": 1.0
},
{
"p": 0.0789000615477562,
"m": 1.0
},
{
"p": 0.07229859381914139,
"m": 1.0
},
{
"p": 0.05983435735106468,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.5857192277908325,
"val_loss": 1.120904564857483,
"acc": 61.41,
"time": 116.97287991305348,
"param": [
{
"p": 0.07485692948102951,
"m": 1.0
},
{
"p": 0.033732276409864426,
"m": 1.0
},
{
"p": 0.08800807595252991,
"m": 1.0
},
{
"p": 0.07830873876810074,
"m": 1.0
},
{
"p": 0.042536430060863495,
"m": 1.0
},
{
"p": 0.06333062797784805,
"m": 1.0
},
{
"p": 0.07503901422023773,
"m": 1.0
},
{
"p": 0.06807108223438263,
"m": 1.0
},
{
"p": 0.09014586359262466,
"m": 1.0
},
{
"p": 0.09289594739675522,
"m": 1.0
},
{
"p": 0.07257107645273209,
"m": 1.0
},
{
"p": 0.09428316354751587,
"m": 1.0
},
{
"p": 0.06859879195690155,
"m": 1.0
},
{
"p": 0.057621970772743225,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.4267029762268066,
"val_loss": 1.1192394495010376,
"acc": 58.8,
"time": 134.26896475604735,
"param": [
{
"p": 0.0859610065817833,
"m": 1.0
},
{
"p": 0.05665825679898262,
"m": 1.0
},
{
"p": 0.06905688345432281,
"m": 1.0
},
{
"p": 0.061253804713487625,
"m": 1.0
},
{
"p": 0.05147843807935715,
"m": 1.0
},
{
"p": 0.054391615092754364,
"m": 1.0
},
{
"p": 0.07840199768543243,
"m": 1.0
},
{
"p": 0.07539431005716324,
"m": 1.0
},
{
"p": 0.07458651065826416,
"m": 1.0
},
{
"p": 0.08630196750164032,
"m": 1.0
},
{
"p": 0.08710715174674988,
"m": 1.0
},
{
"p": 0.07508417963981628,
"m": 1.0
},
{
"p": 0.10083131492137909,
"m": 1.0
},
{
"p": 0.04349256679415703,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.3086841106414795,
"val_loss": 1.0795249938964844,
"acc": 61.23,
"time": 111.60181642399402,
"param": [
{
"p": 0.0883936807513237,
"m": 1.0
},
{
"p": 0.06836772710084915,
"m": 1.0
},
{
"p": 0.06438905000686646,
"m": 1.0
},
{
"p": 0.06343354284763336,
"m": 1.0
},
{
"p": 0.03941624239087105,
"m": 1.0
},
{
"p": 0.08638176321983337,
"m": 1.0
},
{
"p": 0.07378783822059631,
"m": 1.0
},
{
"p": 0.07636137306690216,
"m": 1.0
},
{
"p": 0.08374006301164627,
"m": 1.0
},
{
"p": 0.07626783102750778,
"m": 1.0
},
{
"p": 0.07189255207777023,
"m": 1.0
},
{
"p": 0.0879017785191536,
"m": 1.0
},
{
"p": 0.06944224238395691,
"m": 1.0
},
{
"p": 0.050224386155605316,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.3439548015594482,
"val_loss": 1.1384530067443848,
"acc": 61.69,
"time": 112.81018039298942,
"param": [
{
"p": 0.09999553114175797,
"m": 1.0
},
{
"p": 0.04767294228076935,
"m": 1.0
},
{
"p": 0.0772971585392952,
"m": 1.0
},
{
"p": 0.054037030786275864,
"m": 1.0
},
{
"p": 0.045183125883340836,
"m": 1.0
},
{
"p": 0.07997399568557739,
"m": 1.0
},
{
"p": 0.08298417925834656,
"m": 1.0
},
{
"p": 0.0817469134926796,
"m": 1.0
},
{
"p": 0.0678522065281868,
"m": 1.0
},
{
"p": 0.06461633741855621,
"m": 1.0
},
{
"p": 0.0745222195982933,
"m": 1.0
},
{
"p": 0.0867539718747139,
"m": 1.0
},
{
"p": 0.0722634494304657,
"m": 1.0
},
{
"p": 0.06510096043348312,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.6168081760406494,
"val_loss": 1.016607403755188,
"acc": 62.12,
"time": 121.39055486704456,
"param": [
{
"p": 0.07929152250289917,
"m": 1.0
},
{
"p": 0.053452711552381516,
"m": 1.0
},
{
"p": 0.07847577333450317,
"m": 1.0
},
{
"p": 0.07257980853319168,
"m": 1.0
},
{
"p": 0.06818457692861557,
"m": 1.0
},
{
"p": 0.08202886581420898,
"m": 1.0
},
{
"p": 0.06983521580696106,
"m": 1.0
},
{
"p": 0.07343889772891998,
"m": 1.0
},
{
"p": 0.07429592311382294,
"m": 1.0
},
{
"p": 0.0710994154214859,
"m": 1.0
},
{
"p": 0.0762074664235115,
"m": 1.0
},
{
"p": 0.06986654549837112,
"m": 1.0
},
{
"p": 0.07165917754173279,
"m": 1.0
},
{
"p": 0.05958406254649162,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.3758795261383057,
"val_loss": 1.1861226558685303,
"acc": 61.74,
"time": 109.68177100201137,
"param": [
{
"p": 0.06423631310462952,
"m": 1.0
},
{
"p": 0.04095693305134773,
"m": 1.0
},
{
"p": 0.08076407760381699,
"m": 1.0
},
{
"p": 0.04988066479563713,
"m": 1.0
},
{
"p": 0.05414879322052002,
"m": 1.0
},
{
"p": 0.07700349390506744,
"m": 1.0
},
{
"p": 0.07440033555030823,
"m": 1.0
},
{
"p": 0.07560712844133377,
"m": 1.0
},
{
"p": 0.07265957444906235,
"m": 1.0
},
{
"p": 0.0806160643696785,
"m": 1.0
},
{
"p": 0.07290513813495636,
"m": 1.0
},
{
"p": 0.07937577366828918,
"m": 1.0
},
{
"p": 0.10115144401788712,
"m": 1.0
},
{
"p": 0.0762941837310791,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2595555782318115,
"val_loss": 0.9686664938926697,
"acc": 62.71,
"time": 108.82992297998862,
"param": [
{
"p": 0.09152593463659286,
"m": 1.0
},
{
"p": 0.042313139885663986,
"m": 1.0
},
{
"p": 0.07481735199689865,
"m": 1.0
},
{
"p": 0.04508515074849129,
"m": 1.0
},
{
"p": 0.055829260498285294,
"m": 1.0
},
{
"p": 0.058362189680337906,
"m": 1.0
},
{
"p": 0.0611787810921669,
"m": 1.0
},
{
"p": 0.07951606810092926,
"m": 1.0
},
{
"p": 0.08089600503444672,
"m": 1.0
},
{
"p": 0.08376537263393402,
"m": 1.0
},
{
"p": 0.09401968121528625,
"m": 1.0
},
{
"p": 0.10329753905534744,
"m": 1.0
},
{
"p": 0.08772855252027512,
"m": 1.0
},
{
"p": 0.04166499897837639,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.4289268255233765,
"val_loss": 1.146849274635315,
"acc": 63.13,
"time": 108.54727704700781,
"param": [
{
"p": 0.08019313961267471,
"m": 1.0
},
{
"p": 0.06066734716296196,
"m": 1.0
},
{
"p": 0.06972885131835938,
"m": 1.0
},
{
"p": 0.06625743955373764,
"m": 1.0
},
{
"p": 0.053218305110931396,
"m": 1.0
},
{
"p": 0.06592465937137604,
"m": 1.0
},
{
"p": 0.08331423997879028,
"m": 1.0
},
{
"p": 0.08121510595083237,
"m": 1.0
},
{
"p": 0.06287697702646255,
"m": 1.0
},
{
"p": 0.05828668549656868,
"m": 1.0
},
{
"p": 0.08441556990146637,
"m": 1.0
},
{
"p": 0.07907918840646744,
"m": 1.0
},
{
"p": 0.09101421386003494,
"m": 1.0
},
{
"p": 0.06380833685398102,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.4288482666015625,
"val_loss": 1.0415242910385132,
"acc": 62.81,
"time": 108.88387346902164,
"param": [
{
"p": 0.08608375489711761,
"m": 1.0
},
{
"p": 0.05671801045536995,
"m": 1.0
},
{
"p": 0.10881233960390091,
"m": 1.0
},
{
"p": 0.038993313908576965,
"m": 1.0
},
{
"p": 0.05900769680738449,
"m": 1.0
},
{
"p": 0.08393266052007675,
"m": 1.0
},
{
"p": 0.04211574047803879,
"m": 1.0
},
{
"p": 0.06675554066896439,
"m": 1.0
},
{
"p": 0.06370165944099426,
"m": 1.0
},
{
"p": 0.07910531014204025,
"m": 1.0
},
{
"p": 0.07645852118730545,
"m": 1.0
},
{
"p": 0.09122074395418167,
"m": 1.0
},
{
"p": 0.08915264159440994,
"m": 1.0
},
{
"p": 0.05794205889105797,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.2436896562576294,
"val_loss": 0.9899044036865234,
"acc": 63.0,
"time": 128.7412384750205,
"param": [
{
"p": 0.07589111477136612,
"m": 1.0
},
{
"p": 0.057650525122880936,
"m": 1.0
},
{
"p": 0.08194657415151596,
"m": 1.0
},
{
"p": 0.06925106048583984,
"m": 1.0
},
{
"p": 0.05955779179930687,
"m": 1.0
},
{
"p": 0.048642415553331375,
"m": 1.0
},
{
"p": 0.07904127240180969,
"m": 1.0
},
{
"p": 0.0756157860159874,
"m": 1.0
},
{
"p": 0.06590912491083145,
"m": 1.0
},
{
"p": 0.0901198461651802,
"m": 1.0
},
{
"p": 0.07115273177623749,
"m": 1.0
},
{
"p": 0.08830837905406952,
"m": 1.0
},
{
"p": 0.07885687053203583,
"m": 1.0
},
{
"p": 0.05805648863315582,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.225452184677124,
"val_loss": 0.9814683794975281,
"acc": 64.2,
"time": 131.5944716890226,
"param": [
{
"p": 0.09222987294197083,
"m": 1.0
},
{
"p": 0.03617145121097565,
"m": 1.0
},
{
"p": 0.10401856154203415,
"m": 1.0
},
{
"p": 0.038181666284799576,
"m": 1.0
},
{
"p": 0.04641364887356758,
"m": 1.0
},
{
"p": 0.07189489901065826,
"m": 1.0
},
{
"p": 0.05143019184470177,
"m": 1.0
},
{
"p": 0.06185036152601242,
"m": 1.0
},
{
"p": 0.0710613802075386,
"m": 1.0
},
{
"p": 0.09988265484571457,
"m": 1.0
},
{
"p": 0.03053908795118332,
"m": 1.0
},
{
"p": 0.0966060534119606,
"m": 1.0
},
{
"p": 0.12051160633563995,
"m": 1.0
},
{
"p": 0.07920856773853302,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.4369416236877441,
"val_loss": 0.9600222706794739,
"acc": 64.93,
"time": 131.90494665701408,
"param": [
{
"p": 0.08267680555582047,
"m": 1.0
},
{
"p": 0.06575588136911392,
"m": 1.0
},
{
"p": 0.08566055446863174,
"m": 1.0
},
{
"p": 0.08183538168668747,
"m": 1.0
},
{
"p": 0.06027967855334282,
"m": 1.0
},
{
"p": 0.04633849486708641,
"m": 1.0
},
{
"p": 0.07208383083343506,
"m": 1.0
},
{
"p": 0.07002421468496323,
"m": 1.0
},
{
"p": 0.07523011416196823,
"m": 1.0
},
{
"p": 0.0804896280169487,
"m": 1.0
},
{
"p": 0.08613418787717819,
"m": 1.0
},
{
"p": 0.08180945366621017,
"m": 1.0
},
{
"p": 0.06468132883310318,
"m": 1.0
},
{
"p": 0.04700041562318802,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.5804290771484375,
"val_loss": 0.9110230803489685,
"acc": 64.08,
"time": 110.45612461597193,
"param": [
{
"p": 0.062399722635746,
"m": 1.0
},
{
"p": 0.08017094433307648,
"m": 1.0
},
{
"p": 0.08402352780103683,
"m": 1.0
},
{
"p": 0.06708113849163055,
"m": 1.0
},
{
"p": 0.08028137683868408,
"m": 1.0
},
{
"p": 0.06249626725912094,
"m": 1.0
},
{
"p": 0.0711284726858139,
"m": 1.0
},
{
"p": 0.06315328180789948,
"m": 1.0
},
{
"p": 0.06077783927321434,
"m": 1.0
},
{
"p": 0.07573361694812775,
"m": 1.0
},
{
"p": 0.06009853631258011,
"m": 1.0
},
{
"p": 0.08496778458356857,
"m": 1.0
},
{
"p": 0.07086478173732758,
"m": 1.0
},
{
"p": 0.07682276517152786,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.5526500940322876,
"val_loss": 1.0503439903259277,
"acc": 64.44,
"time": 108.2098838329548,
"param": [
{
"p": 0.07951682806015015,
"m": 1.0
},
{
"p": 0.04226912930607796,
"m": 1.0
},
{
"p": 0.086332768201828,
"m": 1.0
},
{
"p": 0.04936397075653076,
"m": 1.0
},
{
"p": 0.05652112886309624,
"m": 1.0
},
{
"p": 0.0800161361694336,
"m": 1.0
},
{
"p": 0.09040708839893341,
"m": 1.0
},
{
"p": 0.06453770399093628,
"m": 1.0
},
{
"p": 0.061543531715869904,
"m": 1.0
},
{
"p": 0.06731464713811874,
"m": 1.0
},
{
"p": 0.08334723860025406,
"m": 1.0
},
{
"p": 0.0656169056892395,
"m": 1.0
},
{
"p": 0.10067057609558105,
"m": 1.0
},
{
"p": 0.07254241406917572,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.4404003620147705,
"val_loss": 1.0180596113204956,
"acc": 65.01,
"time": 110.54618774499977,
"param": [
{
"p": 0.0844118520617485,
"m": 1.0
},
{
"p": 0.042658984661102295,
"m": 1.0
},
{
"p": 0.09218811243772507,
"m": 1.0
},
{
"p": 0.06634154170751572,
"m": 1.0
},
{
"p": 0.0558868907392025,
"m": 1.0
},
{
"p": 0.06948690116405487,
"m": 1.0
},
{
"p": 0.0748179480433464,
"m": 1.0
},
{
"p": 0.08066166937351227,
"m": 1.0
},
{
"p": 0.07358503341674805,
"m": 1.0
},
{
"p": 0.07868887484073639,
"m": 1.0
},
{
"p": 0.07518785446882248,
"m": 1.0
},
{
"p": 0.07695650309324265,
"m": 1.0
},
{
"p": 0.080103799700737,
"m": 1.0
},
{
"p": 0.04902411997318268,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.3048598766326904,
"val_loss": 1.1305909156799316,
"acc": 63.35,
"time": 109.83443710795837,
"param": [
{
"p": 0.0756523460149765,
"m": 1.0
},
{
"p": 0.03871065005660057,
"m": 1.0
},
{
"p": 0.07162118703126907,
"m": 1.0
},
{
"p": 0.07919921725988388,
"m": 1.0
},
{
"p": 0.0640626847743988,
"m": 1.0
},
{
"p": 0.04990841820836067,
"m": 1.0
},
{
"p": 0.08094733208417892,
"m": 1.0
},
{
"p": 0.08363381773233414,
"m": 1.0
},
{
"p": 0.07990565150976181,
"m": 1.0
},
{
"p": 0.08066318929195404,
"m": 1.0
},
{
"p": 0.061642587184906006,
"m": 1.0
},
{
"p": 0.08643907308578491,
"m": 1.0
},
{
"p": 0.09219979494810104,
"m": 1.0
},
{
"p": 0.0554141141474247,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.5531154870986938,
"val_loss": 1.0291986465454102,
"acc": 66.17,
"time": 110.29831028002081,
"param": [
{
"p": 0.0938062071800232,
"m": 1.0
},
{
"p": 0.04598909616470337,
"m": 1.0
},
{
"p": 0.06722342222929001,
"m": 1.0
},
{
"p": 0.0518568716943264,
"m": 1.0
},
{
"p": 0.05514540895819664,
"m": 1.0
},
{
"p": 0.06868606805801392,
"m": 1.0
},
{
"p": 0.07402660697698593,
"m": 1.0
},
{
"p": 0.062221210449934006,
"m": 1.0
},
{
"p": 0.06877902895212173,
"m": 1.0
},
{
"p": 0.08917534351348877,
"m": 1.0
},
{
"p": 0.07605736702680588,
"m": 1.0
},
{
"p": 0.05929148569703102,
"m": 1.0
},
{
"p": 0.11543156951665878,
"m": 1.0
},
{
"p": 0.07231025397777557,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.1395823955535889,
"val_loss": 1.0776772499084473,
"acc": 64.64,
"time": 118.19642295601079,
"param": [
{
"p": 0.10068969428539276,
"m": 1.0
},
{
"p": 0.019227517768740654,
"m": 1.0
},
{
"p": 0.08427732437849045,
"m": 1.0
},
{
"p": 0.05455774441361427,
"m": 1.0
},
{
"p": 0.052665892988443375,
"m": 1.0
},
{
"p": 0.06350678950548172,
"m": 1.0
},
{
"p": 0.10921627283096313,
"m": 1.0
},
{
"p": 0.05451580509543419,
"m": 1.0
},
{
"p": 0.08053448051214218,
"m": 1.0
},
{
"p": 0.08491482585668564,
"m": 1.0
},
{
"p": 0.06976594030857086,
"m": 1.0
},
{
"p": 0.07787097245454788,
"m": 1.0
},
{
"p": 0.11933445930480957,
"m": 1.0
},
{
"p": 0.02892226353287697,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.320802927017212,
"val_loss": 1.0065081119537354,
"acc": 65.56,
"time": 108.80349023500457,
"param": [
{
"p": 0.09250785410404205,
"m": 1.0
},
{
"p": 0.03527822345495224,
"m": 1.0
},
{
"p": 0.09762105345726013,
"m": 1.0
},
{
"p": 0.0503414161503315,
"m": 1.0
},
{
"p": 0.04293420910835266,
"m": 1.0
},
{
"p": 0.06283222138881683,
"m": 1.0
},
{
"p": 0.07263939827680588,
"m": 1.0
},
{
"p": 0.07354811578989029,
"m": 1.0
},
{
"p": 0.08483003824949265,
"m": 1.0
},
{
"p": 0.07927453517913818,
"m": 1.0
},
{
"p": 0.07205402106046677,
"m": 1.0
},
{
"p": 0.08416748046875,
"m": 1.0
},
{
"p": 0.09403343498706818,
"m": 1.0
},
{
"p": 0.05793800577521324,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.3898760080337524,
"val_loss": 0.9525060057640076,
"acc": 66.28,
"time": 111.57917992799776,
"param": [
{
"p": 0.09184478968381882,
"m": 1.0
},
{
"p": 0.055324994027614594,
"m": 1.0
},
{
"p": 0.06726866215467453,
"m": 1.0
},
{
"p": 0.070107102394104,
"m": 1.0
},
{
"p": 0.0649847537279129,
"m": 1.0
},
{
"p": 0.05361931025981903,
"m": 1.0
},
{
"p": 0.08048906177282333,
"m": 1.0
},
{
"p": 0.06387519836425781,
"m": 1.0
},
{
"p": 0.06743582338094711,
"m": 1.0
},
{
"p": 0.0842643454670906,
"m": 1.0
},
{
"p": 0.07275725156068802,
"m": 1.0
},
{
"p": 0.06888008117675781,
"m": 1.0
},
{
"p": 0.08815248310565948,
"m": 1.0
},
{
"p": 0.07099609822034836,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.252860426902771,
"val_loss": 0.9895762205123901,
"acc": 65.89,
"time": 109.71613551297924,
"param": [
{
"p": 0.09066642075777054,
"m": 1.0
},
{
"p": 0.060629427433013916,
"m": 1.0
},
{
"p": 0.10256485641002655,
"m": 1.0
},
{
"p": 0.059924229979515076,
"m": 1.0
},
{
"p": 0.04835622012615204,
"m": 1.0
},
{
"p": 0.05884115770459175,
"m": 1.0
},
{
"p": 0.07355291396379471,
"m": 1.0
},
{
"p": 0.06604809314012527,
"m": 1.0
},
{
"p": 0.06961144506931305,
"m": 1.0
},
{
"p": 0.07587745040655136,
"m": 1.0
},
{
"p": 0.07267346978187561,
"m": 1.0
},
{
"p": 0.08000370115041733,
"m": 1.0
},
{
"p": 0.0548449270427227,
"m": 1.0
},
{
"p": 0.08640565723180771,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.461480975151062,
"val_loss": 0.9434153437614441,
"acc": 66.07,
"time": 121.86848383699544,
"param": [
{
"p": 0.06647461652755737,
"m": 1.0
},
{
"p": 0.06961104273796082,
"m": 1.0
},
{
"p": 0.07718364894390106,
"m": 1.0
},
{
"p": 0.06264641880989075,
"m": 1.0
},
{
"p": 0.04266532510519028,
"m": 1.0
},
{
"p": 0.07366908341646194,
"m": 1.0
},
{
"p": 0.09400980919599533,
"m": 1.0
},
{
"p": 0.05730346217751503,
"m": 1.0
},
{
"p": 0.06732793897390366,
"m": 1.0
},
{
"p": 0.08116239309310913,
"m": 1.0
},
{
"p": 0.0810421034693718,
"m": 1.0
},
{
"p": 0.08637601137161255,
"m": 1.0
},
{
"p": 0.08949168771505356,
"m": 1.0
},
{
"p": 0.051036424934864044,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.550606608390808,
"val_loss": 1.0273491144180298,
"acc": 65.97,
"time": 110.17016716400394,
"param": [
{
"p": 0.09056553244590759,
"m": 1.0
},
{
"p": 0.03299514949321747,
"m": 1.0
},
{
"p": 0.08796325325965881,
"m": 1.0
},
{
"p": 0.04230557754635811,
"m": 1.0
},
{
"p": 0.04266027733683586,
"m": 1.0
},
{
"p": 0.08353425562381744,
"m": 1.0
},
{
"p": 0.10654082149267197,
"m": 1.0
},
{
"p": 0.04784470424056053,
"m": 1.0
},
{
"p": 0.1135672926902771,
"m": 1.0
},
{
"p": 0.09066982567310333,
"m": 1.0
},
{
"p": 0.03921994939446449,
"m": 1.0
},
{
"p": 0.08537565916776657,
"m": 1.0
},
{
"p": 0.07106008380651474,
"m": 1.0
},
{
"p": 0.06569759547710419,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.418054461479187,
"val_loss": 1.0416576862335205,
"acc": 64.99,
"time": 113.54354530601995,
"param": [
{
"p": 0.0920935571193695,
"m": 1.0
},
{
"p": 0.07814157754182816,
"m": 1.0
},
{
"p": 0.0771055519580841,
"m": 1.0
},
{
"p": 0.06054713949561119,
"m": 1.0
},
{
"p": 0.05919668450951576,
"m": 1.0
},
{
"p": 0.07042137533426285,
"m": 1.0
},
{
"p": 0.04935246706008911,
"m": 1.0
},
{
"p": 0.06610000133514404,
"m": 1.0
},
{
"p": 0.0857129916548729,
"m": 1.0
},
{
"p": 0.07899921387434006,
"m": 1.0
},
{
"p": 0.0852128267288208,
"m": 1.0
},
{
"p": 0.09012424945831299,
"m": 1.0
},
{
"p": 0.08050740510225296,
"m": 1.0
},
{
"p": 0.02648497186601162,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.2386306524276733,
"val_loss": 0.9849499464035034,
"acc": 66.24,
"time": 121.64299061801285,
"param": [
{
"p": 0.07755761593580246,
"m": 1.0
},
{
"p": 0.04937213286757469,
"m": 1.0
},
{
"p": 0.0844617635011673,
"m": 1.0
},
{
"p": 0.041279781609773636,
"m": 1.0
},
{
"p": 0.042252082377672195,
"m": 1.0
},
{
"p": 0.0849154144525528,
"m": 1.0
},
{
"p": 0.06405190378427505,
"m": 1.0
},
{
"p": 0.060502029955387115,
"m": 1.0
},
{
"p": 0.08043938130140305,
"m": 1.0
},
{
"p": 0.09362918883562088,
"m": 1.0
},
{
"p": 0.07050634920597076,
"m": 1.0
},
{
"p": 0.09019889682531357,
"m": 1.0
},
{
"p": 0.10657258331775665,
"m": 1.0
},
{
"p": 0.0542609803378582,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.265702486038208,
"val_loss": 0.882915735244751,
"acc": 67.47,
"time": 110.42196657403838,
"param": [
{
"p": 0.06441319733858109,
"m": 1.0
},
{
"p": 0.04491550102829933,
"m": 1.0
},
{
"p": 0.09176071733236313,
"m": 1.0
},
{
"p": 0.05630134791135788,
"m": 1.0
},
{
"p": 0.06030529737472534,
"m": 1.0
},
{
"p": 0.07272868603467941,
"m": 1.0
},
{
"p": 0.058579180389642715,
"m": 1.0
},
{
"p": 0.07057243585586548,
"m": 1.0
},
{
"p": 0.07665340602397919,
"m": 1.0
},
{
"p": 0.07372478395700455,
"m": 1.0
},
{
"p": 0.07124686241149902,
"m": 1.0
},
{
"p": 0.0885835736989975,
"m": 1.0
},
{
"p": 0.09761059284210205,
"m": 1.0
},
{
"p": 0.0726044550538063,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.3669886589050293,
"val_loss": 1.0382473468780518,
"acc": 65.91,
"time": 111.29341028397903,
"param": [
{
"p": 0.06316592544317245,
"m": 1.0
},
{
"p": 0.053744103759527206,
"m": 1.0
},
{
"p": 0.074163056910038,
"m": 1.0
},
{
"p": 0.05943934619426727,
"m": 1.0
},
{
"p": 0.051709484308958054,
"m": 1.0
},
{
"p": 0.07922080159187317,
"m": 1.0
},
{
"p": 0.07902776449918747,
"m": 1.0
},
{
"p": 0.06640298664569855,
"m": 1.0
},
{
"p": 0.08216866105794907,
"m": 1.0
},
{
"p": 0.08577591180801392,
"m": 1.0
},
{
"p": 0.09226087480783463,
"m": 1.0
},
{
"p": 0.0674520954489708,
"m": 1.0
},
{
"p": 0.08127041161060333,
"m": 1.0
},
{
"p": 0.0641985684633255,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.2422386407852173,
"val_loss": 0.9361315965652466,
"acc": 66.21,
"time": 108.90555831900565,
"param": [
{
"p": 0.06373376399278641,
"m": 1.0
},
{
"p": 0.057536475360393524,
"m": 1.0
},
{
"p": 0.08481481671333313,
"m": 1.0
},
{
"p": 0.0752398669719696,
"m": 1.0
},
{
"p": 0.06392214447259903,
"m": 1.0
},
{
"p": 0.06539805978536606,
"m": 1.0
},
{
"p": 0.06494785845279694,
"m": 1.0
},
{
"p": 0.06353346258401871,
"m": 1.0
},
{
"p": 0.09025633335113525,
"m": 1.0
},
{
"p": 0.09230566024780273,
"m": 1.0
},
{
"p": 0.0623263455927372,
"m": 1.0
},
{
"p": 0.08278053998947144,
"m": 1.0
},
{
"p": 0.06304313242435455,
"m": 1.0
},
{
"p": 0.0701616182923317,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.230728268623352,
"val_loss": 0.9708752632141113,
"acc": 67.15,
"time": 109.81205594196217,
"param": [
{
"p": 0.06869479268789291,
"m": 1.0
},
{
"p": 0.05182619020342827,
"m": 1.0
},
{
"p": 0.09882834553718567,
"m": 1.0
},
{
"p": 0.0663735494017601,
"m": 1.0
},
{
"p": 0.06932659447193146,
"m": 1.0
},
{
"p": 0.06295686215162277,
"m": 1.0
},
{
"p": 0.084527388215065,
"m": 1.0
},
{
"p": 0.07850313186645508,
"m": 1.0
},
{
"p": 0.062467679381370544,
"m": 1.0
},
{
"p": 0.07925208657979965,
"m": 1.0
},
{
"p": 0.060693252831697464,
"m": 1.0
},
{
"p": 0.08975116908550262,
"m": 1.0
},
{
"p": 0.08112800866365433,
"m": 1.0
},
{
"p": 0.04567093774676323,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.359576940536499,
"val_loss": 0.9313575029373169,
"acc": 66.27,
"time": 117.5968780759722,
"param": [
{
"p": 0.09306180477142334,
"m": 1.0
},
{
"p": 0.07471836358308792,
"m": 1.0
},
{
"p": 0.08113325387239456,
"m": 1.0
},
{
"p": 0.07216561585664749,
"m": 1.0
},
{
"p": 0.06739679723978043,
"m": 1.0
},
{
"p": 0.06394854933023453,
"m": 1.0
},
{
"p": 0.07143639773130417,
"m": 1.0
},
{
"p": 0.06229521706700325,
"m": 1.0
},
{
"p": 0.08833197504281998,
"m": 1.0
},
{
"p": 0.05921537056565285,
"m": 1.0
},
{
"p": 0.07690272480249405,
"m": 1.0
},
{
"p": 0.0643099918961525,
"m": 1.0
},
{
"p": 0.07560011744499207,
"m": 1.0
},
{
"p": 0.04948382452130318,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.256286382675171,
"val_loss": 0.9032238721847534,
"acc": 68.16,
"time": 121.89818000601372,
"param": [
{
"p": 0.0884142518043518,
"m": 1.0
},
{
"p": 0.053582631051540375,
"m": 1.0
},
{
"p": 0.07749387621879578,
"m": 1.0
},
{
"p": 0.059282511472702026,
"m": 1.0
},
{
"p": 0.09021862596273422,
"m": 1.0
},
{
"p": 0.06101125851273537,
"m": 1.0
},
{
"p": 0.07670948654413223,
"m": 1.0
},
{
"p": 0.08865202963352203,
"m": 1.0
},
{
"p": 0.07619541138410568,
"m": 1.0
},
{
"p": 0.06525984406471252,
"m": 1.0
},
{
"p": 0.0689338892698288,
"m": 1.0
},
{
"p": 0.07666628062725067,
"m": 1.0
},
{
"p": 0.07042918354272842,
"m": 1.0
},
{
"p": 0.04715081676840782,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.2022522687911987,
"val_loss": 0.9791669845581055,
"acc": 66.13,
"time": 110.08270789700327,
"param": [
{
"p": 0.09685004502534866,
"m": 1.0
},
{
"p": 0.03904299810528755,
"m": 1.0
},
{
"p": 0.07543404400348663,
"m": 1.0
},
{
"p": 0.04617997258901596,
"m": 1.0
},
{
"p": 0.04709013178944588,
"m": 1.0
},
{
"p": 0.06496492773294449,
"m": 1.0
},
{
"p": 0.06895354390144348,
"m": 1.0
},
{
"p": 0.048048097640275955,
"m": 1.0
},
{
"p": 0.07772530615329742,
"m": 1.0
},
{
"p": 0.07456612586975098,
"m": 1.0
},
{
"p": 0.08821771293878555,
"m": 1.0
},
{
"p": 0.08936990797519684,
"m": 1.0
},
{
"p": 0.09839737415313721,
"m": 1.0
},
{
"p": 0.08515972644090652,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.200693130493164,
"val_loss": 0.8670409321784973,
"acc": 67.15,
"time": 117.19579870201414,
"param": [
{
"p": 0.08693239837884903,
"m": 1.0
},
{
"p": 0.053622011095285416,
"m": 1.0
},
{
"p": 0.08623013645410538,
"m": 1.0
},
{
"p": 0.057706620544195175,
"m": 1.0
},
{
"p": 0.037457384169101715,
"m": 1.0
},
{
"p": 0.07464329153299332,
"m": 1.0
},
{
"p": 0.06433916836977005,
"m": 1.0
},
{
"p": 0.0605933852493763,
"m": 1.0
},
{
"p": 0.08004816621541977,
"m": 1.0
},
{
"p": 0.0788244903087616,
"m": 1.0
},
{
"p": 0.06823359429836273,
"m": 1.0
},
{
"p": 0.09682837873697281,
"m": 1.0
},
{
"p": 0.08651111274957657,
"m": 1.0
},
{
"p": 0.06802975386381149,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.410446286201477,
"val_loss": 0.8349409103393555,
"acc": 68.16,
"time": 132.59983515902422,
"param": [
{
"p": 0.07850489765405655,
"m": 1.0
},
{
"p": 0.05749104544520378,
"m": 1.0
},
{
"p": 0.07765115052461624,
"m": 1.0
},
{
"p": 0.05615713447332382,
"m": 1.0
},
{
"p": 0.04129659757018089,
"m": 1.0
},
{
"p": 0.05811074376106262,
"m": 1.0
},
{
"p": 0.09075263887643814,
"m": 1.0
},
{
"p": 0.08728604018688202,
"m": 1.0
},
{
"p": 0.08259977400302887,
"m": 1.0
},
{
"p": 0.07277612388134003,
"m": 1.0
},
{
"p": 0.07337737083435059,
"m": 1.0
},
{
"p": 0.06557093560695648,
"m": 1.0
},
{
"p": 0.08822261542081833,
"m": 1.0
},
{
"p": 0.07020296156406403,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.1638270616531372,
"val_loss": 0.8422138094902039,
"acc": 68.07,
"time": 109.88590633898275,
"param": [
{
"p": 0.09561346471309662,
"m": 1.0
},
{
"p": 0.041265517473220825,
"m": 1.0
},
{
"p": 0.07499007135629654,
"m": 1.0
},
{
"p": 0.07610213756561279,
"m": 1.0
},
{
"p": 0.05859881266951561,
"m": 1.0
},
{
"p": 0.05404869467020035,
"m": 1.0
},
{
"p": 0.08019653707742691,
"m": 1.0
},
{
"p": 0.0714142769575119,
"m": 1.0
},
{
"p": 0.0587892085313797,
"m": 1.0
},
{
"p": 0.06279774755239487,
"m": 1.0
},
{
"p": 0.0881706178188324,
"m": 1.0
},
{
"p": 0.05630272254347801,
"m": 1.0
},
{
"p": 0.08186627924442291,
"m": 1.0
},
{
"p": 0.09984391927719116,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.4001383781433105,
"val_loss": 0.9427604079246521,
"acc": 67.77,
"time": 113.47579673002474,
"param": [
{
"p": 0.08819347620010376,
"m": 1.0
},
{
"p": 0.06564483791589737,
"m": 1.0
},
{
"p": 0.07506727427244186,
"m": 1.0
},
{
"p": 0.03899471089243889,
"m": 1.0
},
{
"p": 0.009260548278689384,
"m": 1.0
},
{
"p": 0.07192330807447433,
"m": 1.0
},
{
"p": 0.04433908686041832,
"m": 1.0
},
{
"p": 0.07436952739953995,
"m": 1.0
},
{
"p": 0.08657296001911163,
"m": 1.0
},
{
"p": 0.09832558035850525,
"m": 1.0
},
{
"p": 0.09877479821443558,
"m": 1.0
},
{
"p": 0.0804455578327179,
"m": 1.0
},
{
"p": 0.09454226493835449,
"m": 1.0
},
{
"p": 0.07354600727558136,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.3731051683425903,
"val_loss": 0.906785249710083,
"acc": 67.64,
"time": 108.97551772597944,
"param": [
{
"p": 0.0947033166885376,
"m": 1.0
},
{
"p": 0.037922173738479614,
"m": 1.0
},
{
"p": 0.06621482223272324,
"m": 1.0
},
{
"p": 0.0647466778755188,
"m": 1.0
},
{
"p": 0.047934114933013916,
"m": 1.0
},
{
"p": 0.08781728148460388,
"m": 1.0
},
{
"p": 0.07717955857515335,
"m": 1.0
},
{
"p": 0.06239878758788109,
"m": 1.0
},
{
"p": 0.09158971160650253,
"m": 1.0
},
{
"p": 0.07842262089252472,
"m": 1.0
},
{
"p": 0.07361707091331482,
"m": 1.0
},
{
"p": 0.06595569849014282,
"m": 1.0
},
{
"p": 0.07903705537319183,
"m": 1.0
},
{
"p": 0.0724610984325409,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.6355782747268677,
"val_loss": 0.9030678272247314,
"acc": 68.22,
"time": 107.86084799899254,
"param": [
{
"p": 0.09337011724710464,
"m": 1.0
},
{
"p": 0.0694124847650528,
"m": 1.0
},
{
"p": 0.07006314396858215,
"m": 1.0
},
{
"p": 0.03845954313874245,
"m": 1.0
},
{
"p": 0.05375969782471657,
"m": 1.0
},
{
"p": 0.07012420892715454,
"m": 1.0
},
{
"p": 0.05271671339869499,
"m": 1.0
},
{
"p": 0.06305282562971115,
"m": 1.0
},
{
"p": 0.05913339555263519,
"m": 1.0
},
{
"p": 0.11129993200302124,
"m": 1.0
},
{
"p": 0.0870274007320404,
"m": 1.0
},
{
"p": 0.06835372745990753,
"m": 1.0
},
{
"p": 0.11026538908481598,
"m": 1.0
},
{
"p": 0.052961502224206924,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.2550781965255737,
"val_loss": 0.8151674270629883,
"acc": 68.88,
"time": 119.27350191201549,
"param": [
{
"p": 0.06712328642606735,
"m": 1.0
},
{
"p": 0.06250274181365967,
"m": 1.0
},
{
"p": 0.1020718663930893,
"m": 1.0
},
{
"p": 0.049421653151512146,
"m": 1.0
},
{
"p": 0.06725537776947021,
"m": 1.0
},
{
"p": 0.056339722126722336,
"m": 1.0
},
{
"p": 0.06692938506603241,
"m": 1.0
},
{
"p": 0.06387177854776382,
"m": 1.0
},
{
"p": 0.06620274484157562,
"m": 1.0
},
{
"p": 0.07003895938396454,
"m": 1.0
},
{
"p": 0.09119497239589691,
"m": 1.0
},
{
"p": 0.09804794937372208,
"m": 1.0
},
{
"p": 0.08336380869150162,
"m": 1.0
},
{
"p": 0.055635787546634674,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.4114445447921753,
"val_loss": 0.927561342716217,
"acc": 67.42,
"time": 118.28176633396652,
"param": [
{
"p": 0.06452803313732147,
"m": 1.0
},
{
"p": 0.05821193382143974,
"m": 1.0
},
{
"p": 0.0767996683716774,
"m": 1.0
},
{
"p": 0.05742155387997627,
"m": 1.0
},
{
"p": 0.05159386247396469,
"m": 1.0
},
{
"p": 0.052132271230220795,
"m": 1.0
},
{
"p": 0.0834152102470398,
"m": 1.0
},
{
"p": 0.07928942888975143,
"m": 1.0
},
{
"p": 0.09013237059116364,
"m": 1.0
},
{
"p": 0.09405331313610077,
"m": 1.0
},
{
"p": 0.09873998910188675,
"m": 1.0
},
{
"p": 0.06305018067359924,
"m": 1.0
},
{
"p": 0.07496363669633865,
"m": 1.0
},
{
"p": 0.055668510496616364,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.3208961486816406,
"val_loss": 0.886643648147583,
"acc": 68.11,
"time": 109.68771738203941,
"param": [
{
"p": 0.09206247329711914,
"m": 1.0
},
{
"p": 0.05990324169397354,
"m": 1.0
},
{
"p": 0.05587606877088547,
"m": 1.0
},
{
"p": 0.04943214729428291,
"m": 1.0
},
{
"p": 0.06098921224474907,
"m": 1.0
},
{
"p": 0.06365521252155304,
"m": 1.0
},
{
"p": 0.07372980564832687,
"m": 1.0
},
{
"p": 0.08896785974502563,
"m": 1.0
},
{
"p": 0.06464303284883499,
"m": 1.0
},
{
"p": 0.0828535184264183,
"m": 1.0
},
{
"p": 0.0713745728135109,
"m": 1.0
},
{
"p": 0.07831623405218124,
"m": 1.0
},
{
"p": 0.0858316570520401,
"m": 1.0
},
{
"p": 0.07236494868993759,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.1572277545928955,
"val_loss": 0.9079442620277405,
"acc": 69.32,
"time": 121.61627593002049,
"param": [
{
"p": 0.08983151614665985,
"m": 1.0
},
{
"p": 0.02713443897664547,
"m": 1.0
},
{
"p": 0.0711824968457222,
"m": 1.0
},
{
"p": 0.04988902062177658,
"m": 1.0
},
{
"p": 0.0497078038752079,
"m": 1.0
},
{
"p": 0.05613454058766365,
"m": 1.0
},
{
"p": 0.07103516161441803,
"m": 1.0
},
{
"p": 0.08757814019918442,
"m": 1.0
},
{
"p": 0.10425441712141037,
"m": 1.0
},
{
"p": 0.08232815563678741,
"m": 1.0
},
{
"p": 0.0760529637336731,
"m": 1.0
},
{
"p": 0.07142918556928635,
"m": 1.0
},
{
"p": 0.09291455894708633,
"m": 1.0
},
{
"p": 0.07052768766880035,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.22563898563385,
"val_loss": 0.861197292804718,
"acc": 68.86,
"time": 124.16102888097521,
"param": [
{
"p": 0.0971779078245163,
"m": 1.0
},
{
"p": 0.0755653902888298,
"m": 1.0
},
{
"p": 0.0633038654923439,
"m": 1.0
},
{
"p": 0.03865421563386917,
"m": 1.0
},
{
"p": 0.07421495765447617,
"m": 1.0
},
{
"p": 0.07195764780044556,
"m": 1.0
},
{
"p": 0.058820899575948715,
"m": 1.0
},
{
"p": 0.06420300900936127,
"m": 1.0
},
{
"p": 0.06882006675004959,
"m": 1.0
},
{
"p": 0.06813543289899826,
"m": 1.0
},
{
"p": 0.0836663544178009,
"m": 1.0
},
{
"p": 0.08711597323417664,
"m": 1.0
},
{
"p": 0.09500821679830551,
"m": 1.0
},
{
"p": 0.05335604399442673,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.3596421480178833,
"val_loss": 0.8720541596412659,
"acc": 69.73,
"time": 118.72160490200622,
"param": [
{
"p": 0.05590302497148514,
"m": 1.0
},
{
"p": 0.07161737978458405,
"m": 1.0
},
{
"p": 0.06335698068141937,
"m": 1.0
},
{
"p": 0.06967879086732864,
"m": 1.0
},
{
"p": 0.06830624490976334,
"m": 1.0
},
{
"p": 0.06794366985559464,
"m": 1.0
},
{
"p": 0.09065400063991547,
"m": 1.0
},
{
"p": 0.057653166353702545,
"m": 1.0
},
{
"p": 0.08518200367689133,
"m": 1.0
},
{
"p": 0.0766085684299469,
"m": 1.0
},
{
"p": 0.0655519887804985,
"m": 1.0
},
{
"p": 0.0879010483622551,
"m": 1.0
},
{
"p": 0.07316585630178452,
"m": 1.0
},
{
"p": 0.06647717952728271,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.2052618265151978,
"val_loss": 0.8158219456672668,
"acc": 68.74,
"time": 132.5322224800475,
"param": [
{
"p": 0.10094539076089859,
"m": 1.0
},
{
"p": 0.04972311109304428,
"m": 1.0
},
{
"p": 0.08510146290063858,
"m": 1.0
},
{
"p": 0.0630640834569931,
"m": 1.0
},
{
"p": 0.06623288244009018,
"m": 1.0
},
{
"p": 0.04860204830765724,
"m": 1.0
},
{
"p": 0.06779071688652039,
"m": 1.0
},
{
"p": 0.0809498205780983,
"m": 1.0
},
{
"p": 0.07345914840698242,
"m": 1.0
},
{
"p": 0.07156290858983994,
"m": 1.0
},
{
"p": 0.08183500170707703,
"m": 1.0
},
{
"p": 0.07721997797489166,
"m": 1.0
},
{
"p": 0.08080924302339554,
"m": 1.0
},
{
"p": 0.05270426720380783,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.3091206550598145,
"val_loss": 0.7784550786018372,
"acc": 69.84,
"time": 130.7262007429963,
"param": [
{
"p": 0.07854870706796646,
"m": 1.0
},
{
"p": 0.04116438701748848,
"m": 1.0
},
{
"p": 0.09876180440187454,
"m": 1.0
},
{
"p": 0.06315866857767105,
"m": 1.0
},
{
"p": 0.0630202367901802,
"m": 1.0
},
{
"p": 0.04941406846046448,
"m": 1.0
},
{
"p": 0.06560167670249939,
"m": 1.0
},
{
"p": 0.06528204679489136,
"m": 1.0
},
{
"p": 0.07889644801616669,
"m": 1.0
},
{
"p": 0.05806178227066994,
"m": 1.0
},
{
"p": 0.09264354407787323,
"m": 1.0
},
{
"p": 0.08097806572914124,
"m": 1.0
},
{
"p": 0.10223504900932312,
"m": 1.0
},
{
"p": 0.062233492732048035,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.1829845905303955,
"val_loss": 0.9365684986114502,
"acc": 69.24,
"time": 113.4559927660157,
"param": [
{
"p": 0.07066783308982849,
"m": 1.0
},
{
"p": 0.062285881489515305,
"m": 1.0
},
{
"p": 0.07398886978626251,
"m": 1.0
},
{
"p": 0.05874696746468544,
"m": 1.0
},
{
"p": 0.05392107367515564,
"m": 1.0
},
{
"p": 0.06414978206157684,
"m": 1.0
},
{
"p": 0.06403934955596924,
"m": 1.0
},
{
"p": 0.10295342653989792,
"m": 1.0
},
{
"p": 0.08548231422901154,
"m": 1.0
},
{
"p": 0.08912008255720139,
"m": 1.0
},
{
"p": 0.054374437779188156,
"m": 1.0
},
{
"p": 0.07246489822864532,
"m": 1.0
},
{
"p": 0.0723295509815216,
"m": 1.0
},
{
"p": 0.07547550648450851,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.4177629947662354,
"val_loss": 0.790502667427063,
"acc": 69.97,
"time": 132.2391284260084,
"param": [
{
"p": 0.07101890444755554,
"m": 1.0
},
{
"p": 0.06158672645688057,
"m": 1.0
},
{
"p": 0.07899599522352219,
"m": 1.0
},
{
"p": 0.06315287202596664,
"m": 1.0
},
{
"p": 0.04480613023042679,
"m": 1.0
},
{
"p": 0.07492823153734207,
"m": 1.0
},
{
"p": 0.0632883831858635,
"m": 1.0
},
{
"p": 0.08537167310714722,
"m": 1.0
},
{
"p": 0.08298765867948532,
"m": 1.0
},
{
"p": 0.07896826416254044,
"m": 1.0
},
{
"p": 0.0647314041852951,
"m": 1.0
},
{
"p": 0.07386905699968338,
"m": 1.0
},
{
"p": 0.09924735873937607,
"m": 1.0
},
{
"p": 0.05704735964536667,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.06162428855896,
"val_loss": 0.9282007813453674,
"acc": 70.5,
"time": 133.6510921480367,
"param": [
{
"p": 0.0803656205534935,
"m": 1.0
},
{
"p": 0.0804290622472763,
"m": 1.0
},
{
"p": 0.06362378597259521,
"m": 1.0
},
{
"p": 0.05673377588391304,
"m": 1.0
},
{
"p": 0.06312073767185211,
"m": 1.0
},
{
"p": 0.07299216836690903,
"m": 1.0
},
{
"p": 0.08676312118768692,
"m": 1.0
},
{
"p": 0.07902226597070694,
"m": 1.0
},
{
"p": 0.07193294167518616,
"m": 1.0
},
{
"p": 0.05801327899098396,
"m": 1.0
},
{
"p": 0.07584702968597412,
"m": 1.0
},
{
"p": 0.07206007093191147,
"m": 1.0
},
{
"p": 0.08563852310180664,
"m": 1.0
},
{
"p": 0.05345764011144638,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.0819169282913208,
"val_loss": 0.8735561370849609,
"acc": 69.02,
"time": 109.6922664459562,
"param": [
{
"p": 0.08912510424852371,
"m": 1.0
},
{
"p": 0.07856402546167374,
"m": 1.0
},
{
"p": 0.09418690949678421,
"m": 1.0
},
{
"p": 0.048475231975317,
"m": 1.0
},
{
"p": 0.04970131814479828,
"m": 1.0
},
{
"p": 0.06637808680534363,
"m": 1.0
},
{
"p": 0.06585262715816498,
"m": 1.0
},
{
"p": 0.06784945726394653,
"m": 1.0
},
{
"p": 0.09106834977865219,
"m": 1.0
},
{
"p": 0.07637588679790497,
"m": 1.0
},
{
"p": 0.07309873402118683,
"m": 1.0
},
{
"p": 0.0517590269446373,
"m": 1.0
},
{
"p": 0.08291102945804596,
"m": 1.0
},
{
"p": 0.06465427577495575,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.1195495128631592,
"val_loss": 0.8691501617431641,
"acc": 70.19,
"time": 109.98352201801026,
"param": [
{
"p": 0.09131036698818207,
"m": 1.0
},
{
"p": 0.06361151486635208,
"m": 1.0
},
{
"p": 0.08711548894643784,
"m": 1.0
},
{
"p": 0.05074573680758476,
"m": 1.0
},
{
"p": 0.06245670095086098,
"m": 1.0
},
{
"p": 0.06622413545846939,
"m": 1.0
},
{
"p": 0.06808562576770782,
"m": 1.0
},
{
"p": 0.08754123747348785,
"m": 1.0
},
{
"p": 0.054567717015743256,
"m": 1.0
},
{
"p": 0.07512769103050232,
"m": 1.0
},
{
"p": 0.07391980290412903,
"m": 1.0
},
{
"p": 0.050754476338624954,
"m": 1.0
},
{
"p": 0.09029217064380646,
"m": 1.0
},
{
"p": 0.0782473087310791,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0881882905960083,
"val_loss": 0.6437779068946838,
"acc": 70.67,
"time": 113.34206911199726,
"param": [
{
"p": 0.09128019958734512,
"m": 1.0
},
{
"p": 0.045152004808187485,
"m": 1.0
},
{
"p": 0.08889921009540558,
"m": 1.0
},
{
"p": 0.011846505105495453,
"m": 1.0
},
{
"p": 0.0379011370241642,
"m": 1.0
},
{
"p": 0.06578823924064636,
"m": 1.0
},
{
"p": 0.06625198572874069,
"m": 1.0
},
{
"p": 0.07696367800235748,
"m": 1.0
},
{
"p": 0.08231910318136215,
"m": 1.0
},
{
"p": 0.07986073940992355,
"m": 1.0
},
{
"p": 0.08758991956710815,
"m": 1.0
},
{
"p": 0.10170009732246399,
"m": 1.0
},
{
"p": 0.09873306751251221,
"m": 1.0
},
{
"p": 0.06571408361196518,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.1056373119354248,
"val_loss": 0.9387696385383606,
"acc": 68.64,
"time": 118.7098970299703,
"param": [
{
"p": 0.0728224590420723,
"m": 1.0
},
{
"p": 0.05870826914906502,
"m": 1.0
},
{
"p": 0.0930459052324295,
"m": 1.0
},
{
"p": 0.07151245325803757,
"m": 1.0
},
{
"p": 0.026039812713861465,
"m": 1.0
},
{
"p": 0.07035145908594131,
"m": 1.0
},
{
"p": 0.090999536216259,
"m": 1.0
},
{
"p": 0.05323084443807602,
"m": 1.0
},
{
"p": 0.06260828673839569,
"m": 1.0
},
{
"p": 0.06506358087062836,
"m": 1.0
},
{
"p": 0.07596831023693085,
"m": 1.0
},
{
"p": 0.11449530720710754,
"m": 1.0
},
{
"p": 0.08828034996986389,
"m": 1.0
},
{
"p": 0.05687330663204193,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.1880824565887451,
"val_loss": 0.8191755414009094,
"acc": 69.5,
"time": 110.04267476999667,
"param": [
{
"p": 0.1007097139954567,
"m": 1.0
},
{
"p": 0.059920910745859146,
"m": 1.0
},
{
"p": 0.07843434065580368,
"m": 1.0
},
{
"p": 0.05814630165696144,
"m": 1.0
},
{
"p": 0.06888101249933243,
"m": 1.0
},
{
"p": 0.04903678968548775,
"m": 1.0
},
{
"p": 0.05476025119423866,
"m": 1.0
},
{
"p": 0.07085327804088593,
"m": 1.0
},
{
"p": 0.07715261727571487,
"m": 1.0
},
{
"p": 0.05476986616849899,
"m": 1.0
},
{
"p": 0.0928267315030098,
"m": 1.0
},
{
"p": 0.06237218901515007,
"m": 1.0
},
{
"p": 0.08671516925096512,
"m": 1.0
},
{
"p": 0.08542084693908691,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.2765580415725708,
"val_loss": 0.8453084230422974,
"acc": 70.57,
"time": 114.80621111701475,
"param": [
{
"p": 0.10369157791137695,
"m": 1.0
},
{
"p": 0.05932137370109558,
"m": 1.0
},
{
"p": 0.07344775646924973,
"m": 1.0
},
{
"p": 0.037870604544878006,
"m": 1.0
},
{
"p": 0.05665845796465874,
"m": 1.0
},
{
"p": 0.10993054509162903,
"m": 1.0
},
{
"p": 0.048257015645504,
"m": 1.0
},
{
"p": 0.07048119604587555,
"m": 1.0
},
{
"p": 0.08637465536594391,
"m": 1.0
},
{
"p": 0.053142253309488297,
"m": 1.0
},
{
"p": 0.06650695949792862,
"m": 1.0
},
{
"p": 0.07576337456703186,
"m": 1.0
},
{
"p": 0.07765313237905502,
"m": 1.0
},
{
"p": 0.08090104907751083,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.2845596075057983,
"val_loss": 0.8561984300613403,
"acc": 70.26,
"time": 112.01806598203257,
"param": [
{
"p": 0.0856010913848877,
"m": 1.0
},
{
"p": 0.054208721965551376,
"m": 1.0
},
{
"p": 0.09847653657197952,
"m": 1.0
},
{
"p": 0.06457332521677017,
"m": 1.0
},
{
"p": 0.05519038811326027,
"m": 1.0
},
{
"p": 0.08204372227191925,
"m": 1.0
},
{
"p": 0.05736131593585014,
"m": 1.0
},
{
"p": 0.06915471702814102,
"m": 1.0
},
{
"p": 0.08501065522432327,
"m": 1.0
},
{
"p": 0.07535631954669952,
"m": 1.0
},
{
"p": 0.06182800978422165,
"m": 1.0
},
{
"p": 0.06592364609241486,
"m": 1.0
},
{
"p": 0.08471855521202087,
"m": 1.0
},
{
"p": 0.06055297702550888,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.0917365550994873,
"val_loss": 0.7589216232299805,
"acc": 70.17,
"time": 121.78443887800677,
"param": [
{
"p": 0.07498306035995483,
"m": 1.0
},
{
"p": 0.07255170494318008,
"m": 1.0
},
{
"p": 0.07838195562362671,
"m": 1.0
},
{
"p": 0.06232208013534546,
"m": 1.0
},
{
"p": 0.03843691200017929,
"m": 1.0
},
{
"p": 0.03814278170466423,
"m": 1.0
},
{
"p": 0.06722421199083328,
"m": 1.0
},
{
"p": 0.08687035739421844,
"m": 1.0
},
{
"p": 0.09462814778089523,
"m": 1.0
},
{
"p": 0.0791046991944313,
"m": 1.0
},
{
"p": 0.052153006196022034,
"m": 1.0
},
{
"p": 0.08550647646188736,
"m": 1.0
},
{
"p": 0.10211794078350067,
"m": 1.0
},
{
"p": 0.06757663935422897,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.1984275579452515,
"val_loss": 0.8530574440956116,
"acc": 70.1,
"time": 124.79401499801315,
"param": [
{
"p": 0.06627734005451202,
"m": 1.0
},
{
"p": 0.05151711776852608,
"m": 1.0
},
{
"p": 0.07250983268022537,
"m": 1.0
},
{
"p": 0.022223668172955513,
"m": 1.0
},
{
"p": 0.04593807831406593,
"m": 1.0
},
{
"p": 0.07080187648534775,
"m": 1.0
},
{
"p": 0.08434584736824036,
"m": 1.0
},
{
"p": 0.0706426352262497,
"m": 1.0
},
{
"p": 0.10157904028892517,
"m": 1.0
},
{
"p": 0.07581812888383865,
"m": 1.0
},
{
"p": 0.07994019240140915,
"m": 1.0
},
{
"p": 0.08561306446790695,
"m": 1.0
},
{
"p": 0.09165558964014053,
"m": 1.0
},
{
"p": 0.08113747090101242,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.2670025825500488,
"val_loss": 0.8281452655792236,
"acc": 71.12,
"time": 125.69397890201071,
"param": [
{
"p": 0.10663489252328873,
"m": 1.0
},
{
"p": 0.05162476748228073,
"m": 1.0
},
{
"p": 0.06916177272796631,
"m": 1.0
},
{
"p": 0.05726911872625351,
"m": 1.0
},
{
"p": 0.048662494868040085,
"m": 1.0
},
{
"p": 0.08021954447031021,
"m": 1.0
},
{
"p": 0.043449919670820236,
"m": 1.0
},
{
"p": 0.07497020810842514,
"m": 1.0
},
{
"p": 0.07120485603809357,
"m": 1.0
},
{
"p": 0.08157781511545181,
"m": 1.0
},
{
"p": 0.06278672814369202,
"m": 1.0
},
{
"p": 0.08543263375759125,
"m": 1.0
},
{
"p": 0.08881204575300217,
"m": 1.0
},
{
"p": 0.07819318771362305,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.2013880014419556,
"val_loss": 0.7774555087089539,
"acc": 70.99,
"time": 120.45000912097748,
"param": [
{
"p": 0.08134983479976654,
"m": 1.0
},
{
"p": 0.05946454778313637,
"m": 1.0
},
{
"p": 0.07632535696029663,
"m": 1.0
},
{
"p": 0.03942648321390152,
"m": 1.0
},
{
"p": 0.049713440239429474,
"m": 1.0
},
{
"p": 0.07138291001319885,
"m": 1.0
},
{
"p": 0.06551263481378555,
"m": 1.0
},
{
"p": 0.07159214466810226,
"m": 1.0
},
{
"p": 0.07983565330505371,
"m": 1.0
},
{
"p": 0.09002155065536499,
"m": 1.0
},
{
"p": 0.07653924822807312,
"m": 1.0
},
{
"p": 0.08114514499902725,
"m": 1.0
},
{
"p": 0.07792466133832932,
"m": 1.0
},
{
"p": 0.07976646721363068,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.275590181350708,
"val_loss": 0.8563759326934814,
"acc": 71.12,
"time": 107.81147915800102,
"param": [
{
"p": 0.0953216627240181,
"m": 1.0
},
{
"p": 0.0463295504450798,
"m": 1.0
},
{
"p": 0.0712689459323883,
"m": 1.0
},
{
"p": 0.05107012763619423,
"m": 1.0
},
{
"p": 0.04880552738904953,
"m": 1.0
},
{
"p": 0.060055650770664215,
"m": 1.0
},
{
"p": 0.06281080842018127,
"m": 1.0
},
{
"p": 0.09611782431602478,
"m": 1.0
},
{
"p": 0.048634953796863556,
"m": 1.0
},
{
"p": 0.07333137094974518,
"m": 1.0
},
{
"p": 0.10178873687982559,
"m": 1.0
},
{
"p": 0.09316341578960419,
"m": 1.0
},
{
"p": 0.08322618156671524,
"m": 1.0
},
{
"p": 0.0680752843618393,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.2094342708587646,
"val_loss": 0.7556178569793701,
"acc": 70.27,
"time": 108.67367871198803,
"param": [
{
"p": 0.08154946565628052,
"m": 1.0
},
{
"p": 0.0692608430981636,
"m": 1.0
},
{
"p": 0.07885102927684784,
"m": 1.0
},
{
"p": 0.05274973809719086,
"m": 1.0
},
{
"p": 0.053742699325084686,
"m": 1.0
},
{
"p": 0.06224775314331055,
"m": 1.0
},
{
"p": 0.08057045191526413,
"m": 1.0
},
{
"p": 0.08296290040016174,
"m": 1.0
},
{
"p": 0.07723963260650635,
"m": 1.0
},
{
"p": 0.08230539411306381,
"m": 1.0
},
{
"p": 0.07865742594003677,
"m": 1.0
},
{
"p": 0.0736367329955101,
"m": 1.0
},
{
"p": 0.08650649338960648,
"m": 1.0
},
{
"p": 0.03971950337290764,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.1912450790405273,
"val_loss": 0.8129452466964722,
"acc": 70.73,
"time": 109.8752664430067,
"param": [
{
"p": 0.07277341932058334,
"m": 1.0
},
{
"p": 0.06463732570409775,
"m": 1.0
},
{
"p": 0.07705619931221008,
"m": 1.0
},
{
"p": 0.037416305392980576,
"m": 1.0
},
{
"p": 0.04952661693096161,
"m": 1.0
},
{
"p": 0.06169820576906204,
"m": 1.0
},
{
"p": 0.09111110121011734,
"m": 1.0
},
{
"p": 0.07068988680839539,
"m": 1.0
},
{
"p": 0.08651625365018845,
"m": 1.0
},
{
"p": 0.07514944672584534,
"m": 1.0
},
{
"p": 0.07206442952156067,
"m": 1.0
},
{
"p": 0.06095745787024498,
"m": 1.0
},
{
"p": 0.09787050634622574,
"m": 1.0
},
{
"p": 0.0825328379869461,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.176369547843933,
"val_loss": 0.8625940680503845,
"acc": 70.32,
"time": 123.68283722602064,
"param": [
{
"p": 0.08528635650873184,
"m": 1.0
},
{
"p": 0.04235900193452835,
"m": 1.0
},
{
"p": 0.10291103273630142,
"m": 1.0
},
{
"p": 0.04746255651116371,
"m": 1.0
},
{
"p": 0.07696793973445892,
"m": 1.0
},
{
"p": 0.06366971880197525,
"m": 1.0
},
{
"p": 0.07615380734205246,
"m": 1.0
},
{
"p": 0.07607104629278183,
"m": 1.0
},
{
"p": 0.0631016194820404,
"m": 1.0
},
{
"p": 0.07824517041444778,
"m": 1.0
},
{
"p": 0.07032748311758041,
"m": 1.0
},
{
"p": 0.08397949486970901,
"m": 1.0
},
{
"p": 0.08419852703809738,
"m": 1.0
},
{
"p": 0.04926622658967972,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.2784383296966553,
"val_loss": 0.7489659190177917,
"acc": 70.48,
"time": 129.5308621589793,
"param": [
{
"p": 0.09114033728837967,
"m": 1.0
},
{
"p": 0.06166607886552811,
"m": 1.0
},
{
"p": 0.10313352942466736,
"m": 1.0
},
{
"p": 0.07305359840393066,
"m": 1.0
},
{
"p": 0.04041113331913948,
"m": 1.0
},
{
"p": 0.06837060302495956,
"m": 1.0
},
{
"p": 0.061007436364889145,
"m": 1.0
},
{
"p": 0.06352630257606506,
"m": 1.0
},
{
"p": 0.06576654314994812,
"m": 1.0
},
{
"p": 0.070235475897789,
"m": 1.0
},
{
"p": 0.07397580146789551,
"m": 1.0
},
{
"p": 0.08775108307600021,
"m": 1.0
},
{
"p": 0.0818534567952156,
"m": 1.0
},
{
"p": 0.058108530938625336,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.1444491147994995,
"val_loss": 0.809230625629425,
"acc": 72.16,
"time": 113.50415766501101,
"param": [
{
"p": 0.08930671960115433,
"m": 1.0
},
{
"p": 0.061306197196245193,
"m": 1.0
},
{
"p": 0.08170918375253677,
"m": 1.0
},
{
"p": 0.05117703974246979,
"m": 1.0
},
{
"p": 0.061250533908605576,
"m": 1.0
},
{
"p": 0.06336966902017593,
"m": 1.0
},
{
"p": 0.06819228827953339,
"m": 1.0
},
{
"p": 0.08441261202096939,
"m": 1.0
},
{
"p": 0.04851331189274788,
"m": 1.0
},
{
"p": 0.06728196144104004,
"m": 1.0
},
{
"p": 0.0749218538403511,
"m": 1.0
},
{
"p": 0.07842331379652023,
"m": 1.0
},
{
"p": 0.10359060019254684,
"m": 1.0
},
{
"p": 0.06654466688632965,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.1883571147918701,
"val_loss": 0.7230833768844604,
"acc": 71.22,
"time": 109.67883319599787,
"param": [
{
"p": 0.08093192428350449,
"m": 1.0
},
{
"p": 0.03400221839547157,
"m": 1.0
},
{
"p": 0.0741153359413147,
"m": 1.0
},
{
"p": 0.0683833509683609,
"m": 1.0
},
{
"p": 0.0733640193939209,
"m": 1.0
},
{
"p": 0.06216999143362045,
"m": 1.0
},
{
"p": 0.06447341293096542,
"m": 1.0
},
{
"p": 0.06882984936237335,
"m": 1.0
},
{
"p": 0.07794515788555145,
"m": 1.0
},
{
"p": 0.08334621787071228,
"m": 1.0
},
{
"p": 0.10077187418937683,
"m": 1.0
},
{
"p": 0.07414550334215164,
"m": 1.0
},
{
"p": 0.08372260630130768,
"m": 1.0
},
{
"p": 0.053798455744981766,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.0410114526748657,
"val_loss": 0.7840772867202759,
"acc": 70.83,
"time": 127.00079757900676,
"param": [
{
"p": 0.07523094117641449,
"m": 1.0
},
{
"p": 0.045268770307302475,
"m": 1.0
},
{
"p": 0.10126934200525284,
"m": 1.0
},
{
"p": 0.07338278740644455,
"m": 1.0
},
{
"p": 0.05891894921660423,
"m": 1.0
},
{
"p": 0.06701032817363739,
"m": 1.0
},
{
"p": 0.07296717911958694,
"m": 1.0
},
{
"p": 0.06424754858016968,
"m": 1.0
},
{
"p": 0.07804686576128006,
"m": 1.0
},
{
"p": 0.07594241201877594,
"m": 1.0
},
{
"p": 0.08758749067783356,
"m": 1.0
},
{
"p": 0.07115912437438965,
"m": 1.0
},
{
"p": 0.08172038197517395,
"m": 1.0
},
{
"p": 0.04724790155887604,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.1623324155807495,
"val_loss": 0.940207302570343,
"acc": 70.56,
"time": 109.80296102596913,
"param": [
{
"p": 0.08541816473007202,
"m": 1.0
},
{
"p": 0.057516563683748245,
"m": 1.0
},
{
"p": 0.09143293648958206,
"m": 1.0
},
{
"p": 0.07173646241426468,
"m": 1.0
},
{
"p": 0.06366851925849915,
"m": 1.0
},
{
"p": 0.06371704488992691,
"m": 1.0
},
{
"p": 0.06454383581876755,
"m": 1.0
},
{
"p": 0.08011320978403091,
"m": 1.0
},
{
"p": 0.06028934195637703,
"m": 1.0
},
{
"p": 0.07093777507543564,
"m": 1.0
},
{
"p": 0.07782773673534393,
"m": 1.0
},
{
"p": 0.07270189374685287,
"m": 1.0
},
{
"p": 0.07758989185094833,
"m": 1.0
},
{
"p": 0.06250657141208649,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.1033856868743896,
"val_loss": 0.8993633985519409,
"acc": 71.92,
"time": 117.9253585349652,
"param": [
{
"p": 0.07859339565038681,
"m": 1.0
},
{
"p": 0.07456269860267639,
"m": 1.0
},
{
"p": 0.10645482689142227,
"m": 1.0
},
{
"p": 0.05240868404507637,
"m": 1.0
},
{
"p": 0.059913329780101776,
"m": 1.0
},
{
"p": 0.05147566646337509,
"m": 1.0
},
{
"p": 0.04552118107676506,
"m": 1.0
},
{
"p": 0.069912850856781,
"m": 1.0
},
{
"p": 0.06400035321712494,
"m": 1.0
},
{
"p": 0.0877871885895729,
"m": 1.0
},
{
"p": 0.08239306509494781,
"m": 1.0
},
{
"p": 0.08768940716981888,
"m": 1.0
},
{
"p": 0.0855274647474289,
"m": 1.0
},
{
"p": 0.0537598691880703,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.2300928831100464,
"val_loss": 0.646852970123291,
"acc": 71.15,
"time": 127.91225961502641,
"param": [
{
"p": 0.08415231853723526,
"m": 1.0
},
{
"p": 0.06296487897634506,
"m": 1.0
},
{
"p": 0.07928963750600815,
"m": 1.0
},
{
"p": 0.06568155437707901,
"m": 1.0
},
{
"p": 0.06992816925048828,
"m": 1.0
},
{
"p": 0.06801985949277878,
"m": 1.0
},
{
"p": 0.07999526709318161,
"m": 1.0
},
{
"p": 0.05216866359114647,
"m": 1.0
},
{
"p": 0.060281336307525635,
"m": 1.0
},
{
"p": 0.09536575525999069,
"m": 1.0
},
{
"p": 0.0663236677646637,
"m": 1.0
},
{
"p": 0.07201418280601501,
"m": 1.0
},
{
"p": 0.0714152380824089,
"m": 1.0
},
{
"p": 0.07239940762519836,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.1787593364715576,
"val_loss": 0.8398979902267456,
"acc": 71.34,
"time": 120.72852158895694,
"param": [
{
"p": 0.09210073202848434,
"m": 1.0
},
{
"p": 0.06250004470348358,
"m": 1.0
},
{
"p": 0.07471095770597458,
"m": 1.0
},
{
"p": 0.06279381364583969,
"m": 1.0
},
{
"p": 0.0514652356505394,
"m": 1.0
},
{
"p": 0.06126072257757187,
"m": 1.0
},
{
"p": 0.03258230909705162,
"m": 1.0
},
{
"p": 0.07093271613121033,
"m": 1.0
},
{
"p": 0.06168248876929283,
"m": 1.0
},
{
"p": 0.10288707166910172,
"m": 1.0
},
{
"p": 0.06740359961986542,
"m": 1.0
},
{
"p": 0.08579877018928528,
"m": 1.0
},
{
"p": 0.088777557015419,
"m": 1.0
},
{
"p": 0.08510404080152512,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.1070444583892822,
"val_loss": 0.7694891095161438,
"acc": 71.11,
"time": 122.0526229699608,
"param": [
{
"p": 0.09656421095132828,
"m": 1.0
},
{
"p": 0.05167938768863678,
"m": 1.0
},
{
"p": 0.07271449267864227,
"m": 1.0
},
{
"p": 0.072199247777462,
"m": 1.0
},
{
"p": 0.0492311529815197,
"m": 1.0
},
{
"p": 0.059888411313295364,
"m": 1.0
},
{
"p": 0.0699317455291748,
"m": 1.0
},
{
"p": 0.08865257352590561,
"m": 1.0
},
{
"p": 0.08977256715297699,
"m": 1.0
},
{
"p": 0.0712083950638771,
"m": 1.0
},
{
"p": 0.06789254397153854,
"m": 1.0
},
{
"p": 0.07517559081315994,
"m": 1.0
},
{
"p": 0.07031238824129105,
"m": 1.0
},
{
"p": 0.06477729976177216,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.1778937578201294,
"val_loss": 0.8889371752738953,
"acc": 69.49,
"time": 110.70832139498089,
"param": [
{
"p": 0.07227719575166702,
"m": 1.0
},
{
"p": 0.04787016287446022,
"m": 1.0
},
{
"p": 0.07471511512994766,
"m": 1.0
},
{
"p": 0.07363631576299667,
"m": 1.0
},
{
"p": 0.06138962134718895,
"m": 1.0
},
{
"p": 0.08095765113830566,
"m": 1.0
},
{
"p": 0.07383645325899124,
"m": 1.0
},
{
"p": 0.05042724311351776,
"m": 1.0
},
{
"p": 0.0774141252040863,
"m": 1.0
},
{
"p": 0.07100527733564377,
"m": 1.0
},
{
"p": 0.09270448982715607,
"m": 1.0
},
{
"p": 0.08716078847646713,
"m": 1.0
},
{
"p": 0.08793339878320694,
"m": 1.0
},
{
"p": 0.04867209866642952,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9596281051635742,
"val_loss": 0.8099803328514099,
"acc": 71.96,
"time": 124.96199968003202,
"param": [
{
"p": 0.07839024811983109,
"m": 1.0
},
{
"p": 0.061091456562280655,
"m": 1.0
},
{
"p": 0.08747751265764236,
"m": 1.0
},
{
"p": 0.05985965579748154,
"m": 1.0
},
{
"p": 0.060753725469112396,
"m": 1.0
},
{
"p": 0.06674192100763321,
"m": 1.0
},
{
"p": 0.06300576031208038,
"m": 1.0
},
{
"p": 0.062642902135849,
"m": 1.0
},
{
"p": 0.07920894026756287,
"m": 1.0
},
{
"p": 0.07410556077957153,
"m": 1.0
},
{
"p": 0.10169102251529694,
"m": 1.0
},
{
"p": 0.055665574967861176,
"m": 1.0
},
{
"p": 0.09362471103668213,
"m": 1.0
},
{
"p": 0.055741094052791595,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.8353564739227295,
"val_loss": 0.8941457867622375,
"acc": 69.79,
"time": 110.88849211798515,
"param": [
{
"p": 0.09420062601566315,
"m": 1.0
},
{
"p": 0.03472679480910301,
"m": 1.0
},
{
"p": 0.08906233310699463,
"m": 1.0
},
{
"p": 0.05859576165676117,
"m": 1.0
},
{
"p": 0.04519141837954521,
"m": 1.0
},
{
"p": 0.052691247314214706,
"m": 1.0
},
{
"p": 0.08723963052034378,
"m": 1.0
},
{
"p": 0.07410243898630142,
"m": 1.0
},
{
"p": 0.07336490601301193,
"m": 1.0
},
{
"p": 0.07262030988931656,
"m": 1.0
},
{
"p": 0.060913655906915665,
"m": 1.0
},
{
"p": 0.09913285076618195,
"m": 1.0
},
{
"p": 0.09163262695074081,
"m": 1.0
},
{
"p": 0.06652534008026123,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.0194638967514038,
"val_loss": 0.7663724422454834,
"acc": 72.88,
"time": 117.20013276598183,
"param": [
{
"p": 0.07966094464063644,
"m": 1.0
},
{
"p": 0.051293522119522095,
"m": 1.0
},
{
"p": 0.0695338323712349,
"m": 1.0
},
{
"p": 0.0359792485833168,
"m": 1.0
},
{
"p": 0.08188670873641968,
"m": 1.0
},
{
"p": 0.09414471685886383,
"m": 1.0
},
{
"p": 0.0798172876238823,
"m": 1.0
},
{
"p": 0.07580343633890152,
"m": 1.0
},
{
"p": 0.06344523280858994,
"m": 1.0
},
{
"p": 0.06982477009296417,
"m": 1.0
},
{
"p": 0.07098720222711563,
"m": 1.0
},
{
"p": 0.07756544649600983,
"m": 1.0
},
{
"p": 0.08800159394741058,
"m": 1.0
},
{
"p": 0.06205608323216438,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.9880223870277405,
"val_loss": 0.7846781611442566,
"acc": 72.31,
"time": 110.29900923400419,
"param": [
{
"p": 0.09716269373893738,
"m": 1.0
},
{
"p": 0.031232288107275963,
"m": 1.0
},
{
"p": 0.08119091391563416,
"m": 1.0
},
{
"p": 0.06713026762008667,
"m": 1.0
},
{
"p": 0.05775434151291847,
"m": 1.0
},
{
"p": 0.07127615064382553,
"m": 1.0
},
{
"p": 0.07216684520244598,
"m": 1.0
},
{
"p": 0.07612157613039017,
"m": 1.0
},
{
"p": 0.06811463087797165,
"m": 1.0
},
{
"p": 0.08407406508922577,
"m": 1.0
},
{
"p": 0.055181607604026794,
"m": 1.0
},
{
"p": 0.05890163034200668,
"m": 1.0
},
{
"p": 0.10808774083852768,
"m": 1.0
},
{
"p": 0.07160525768995285,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.9776491522789001,
"val_loss": 0.8518295884132385,
"acc": 72.91,
"time": 133.4598650559783,
"param": [
{
"p": 0.09307217597961426,
"m": 1.0
},
{
"p": 0.07484007626771927,
"m": 1.0
},
{
"p": 0.09207426756620407,
"m": 1.0
},
{
"p": 0.04017189145088196,
"m": 1.0
},
{
"p": 0.0460948571562767,
"m": 1.0
},
{
"p": 0.03778969496488571,
"m": 1.0
},
{
"p": 0.09176117181777954,
"m": 1.0
},
{
"p": 0.09386204183101654,
"m": 1.0
},
{
"p": 0.0810614824295044,
"m": 1.0
},
{
"p": 0.049639634788036346,
"m": 1.0
},
{
"p": 0.07142134010791779,
"m": 1.0
},
{
"p": 0.08222689479589462,
"m": 1.0
},
{
"p": 0.09993203729391098,
"m": 1.0
},
{
"p": 0.04605240747332573,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.0705589056015015,
"val_loss": 0.780624508857727,
"acc": 71.54,
"time": 110.92198122199625,
"param": [
{
"p": 0.08153602480888367,
"m": 1.0
},
{
"p": 0.04550429806113243,
"m": 1.0
},
{
"p": 0.08696906268596649,
"m": 1.0
},
{
"p": 0.025803230702877045,
"m": 1.0
},
{
"p": 0.06416770070791245,
"m": 1.0
},
{
"p": 0.09169528633356094,
"m": 1.0
},
{
"p": 0.07846292853355408,
"m": 1.0
},
{
"p": 0.050395458936691284,
"m": 1.0
},
{
"p": 0.08717617392539978,
"m": 1.0
},
{
"p": 0.06970734894275665,
"m": 1.0
},
{
"p": 0.07270723581314087,
"m": 1.0
},
{
"p": 0.08886026591062546,
"m": 1.0
},
{
"p": 0.08751561492681503,
"m": 1.0
},
{
"p": 0.06949931383132935,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.1763594150543213,
"val_loss": 0.7891969680786133,
"acc": 72.01,
"time": 110.77701893402264,
"param": [
{
"p": 0.06666085124015808,
"m": 1.0
},
{
"p": 0.0575440488755703,
"m": 1.0
},
{
"p": 0.07381338626146317,
"m": 1.0
},
{
"p": 0.07275407761335373,
"m": 1.0
},
{
"p": 0.019128862768411636,
"m": 1.0
},
{
"p": 0.06243279576301575,
"m": 1.0
},
{
"p": 0.06719113141298294,
"m": 1.0
},
{
"p": 0.0713728591799736,
"m": 1.0
},
{
"p": 0.09225170314311981,
"m": 1.0
},
{
"p": 0.07119149714708328,
"m": 1.0
},
{
"p": 0.0704348236322403,
"m": 1.0
},
{
"p": 0.108858123421669,
"m": 1.0
},
{
"p": 0.07765433192253113,
"m": 1.0
},
{
"p": 0.0887114480137825,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.14530611038208,
"val_loss": 0.798722505569458,
"acc": 72.67,
"time": 111.5587763270014,
"param": [
{
"p": 0.07818025350570679,
"m": 1.0
},
{
"p": 0.06849770247936249,
"m": 1.0
},
{
"p": 0.10302729904651642,
"m": 1.0
},
{
"p": 0.04059050977230072,
"m": 1.0
},
{
"p": 0.05715853348374367,
"m": 1.0
},
{
"p": 0.052457407116889954,
"m": 1.0
},
{
"p": 0.05600960552692413,
"m": 1.0
},
{
"p": 0.07396207749843597,
"m": 1.0
},
{
"p": 0.061124980449676514,
"m": 1.0
},
{
"p": 0.08644410967826843,
"m": 1.0
},
{
"p": 0.07138505578041077,
"m": 1.0
},
{
"p": 0.08061427623033524,
"m": 1.0
},
{
"p": 0.0994458794593811,
"m": 1.0
},
{
"p": 0.07110221683979034,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.066244125366211,
"val_loss": 0.687842071056366,
"acc": 72.32,
"time": 127.52656641299836,
"param": [
{
"p": 0.09161389619112015,
"m": 1.0
},
{
"p": 0.041881125420331955,
"m": 1.0
},
{
"p": 0.07268030941486359,
"m": 1.0
},
{
"p": 0.04155382886528969,
"m": 1.0
},
{
"p": 0.046723198145627975,
"m": 1.0
},
{
"p": 0.060806695371866226,
"m": 1.0
},
{
"p": 0.06411303579807281,
"m": 1.0
},
{
"p": 0.0679723471403122,
"m": 1.0
},
{
"p": 0.07970980554819107,
"m": 1.0
},
{
"p": 0.08884425461292267,
"m": 1.0
},
{
"p": 0.08517932891845703,
"m": 1.0
},
{
"p": 0.09243734180927277,
"m": 1.0
},
{
"p": 0.08215295523405075,
"m": 1.0
},
{
"p": 0.0843319371342659,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.9920428395271301,
"val_loss": 0.8112280368804932,
"acc": 73.14,
"time": 109.558367213991,
"param": [
{
"p": 0.07162437587976456,
"m": 1.0
},
{
"p": 0.06408042460680008,
"m": 1.0
},
{
"p": 0.0706549659371376,
"m": 1.0
},
{
"p": 0.07798857986927032,
"m": 1.0
},
{
"p": 0.07089796662330627,
"m": 1.0
},
{
"p": 0.03594834357500076,
"m": 1.0
},
{
"p": 0.07622440904378891,
"m": 1.0
},
{
"p": 0.06905510276556015,
"m": 1.0
},
{
"p": 0.07146241515874863,
"m": 1.0
},
{
"p": 0.07278726994991302,
"m": 1.0
},
{
"p": 0.05906861275434494,
"m": 1.0
},
{
"p": 0.07793247699737549,
"m": 1.0
},
{
"p": 0.09176419675350189,
"m": 1.0
},
{
"p": 0.09051080793142319,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.2252694368362427,
"val_loss": 0.7680384516716003,
"acc": 71.64,
"time": 118.93527406902285,
"param": [
{
"p": 0.06674167513847351,
"m": 1.0
},
{
"p": 0.06698159128427505,
"m": 1.0
},
{
"p": 0.06633249670267105,
"m": 1.0
},
{
"p": 0.0643593966960907,
"m": 1.0
},
{
"p": 0.06259075552225113,
"m": 1.0
},
{
"p": 0.05292116478085518,
"m": 1.0
},
{
"p": 0.07025717943906784,
"m": 1.0
},
{
"p": 0.0627467930316925,
"m": 1.0
},
{
"p": 0.06978175044059753,
"m": 1.0
},
{
"p": 0.0840223878622055,
"m": 1.0
},
{
"p": 0.09240733832120895,
"m": 1.0
},
{
"p": 0.08451226353645325,
"m": 1.0
},
{
"p": 0.07703845947980881,
"m": 1.0
},
{
"p": 0.07930677384138107,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.083073377609253,
"val_loss": 0.7488023638725281,
"acc": 72.41,
"time": 136.58248869201634,
"param": [
{
"p": 0.08793576061725616,
"m": 1.0
},
{
"p": 0.041992947459220886,
"m": 1.0
},
{
"p": 0.06259801238775253,
"m": 1.0
},
{
"p": 0.033993061631917953,
"m": 1.0
},
{
"p": 0.05761813372373581,
"m": 1.0
},
{
"p": 0.07162179797887802,
"m": 1.0
},
{
"p": 0.07809869199991226,
"m": 1.0
},
{
"p": 0.058583490550518036,
"m": 1.0
},
{
"p": 0.0803968608379364,
"m": 1.0
},
{
"p": 0.08432677388191223,
"m": 1.0
},
{
"p": 0.06934765726327896,
"m": 1.0
},
{
"p": 0.09539155662059784,
"m": 1.0
},
{
"p": 0.09401223063468933,
"m": 1.0
},
{
"p": 0.08408298343420029,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.2296006679534912,
"val_loss": 0.7859593629837036,
"acc": 72.16,
"time": 116.56885029596742,
"param": [
{
"p": 0.07944317162036896,
"m": 1.0
},
{
"p": 0.04583248496055603,
"m": 1.0
},
{
"p": 0.06546846032142639,
"m": 1.0
},
{
"p": 0.04409513622522354,
"m": 1.0
},
{
"p": 0.08407202363014221,
"m": 1.0
},
{
"p": 0.09736891835927963,
"m": 1.0
},
{
"p": 0.07018550485372543,
"m": 1.0
},
{
"p": 0.0702017992734909,
"m": 1.0
},
{
"p": 0.06971998512744904,
"m": 1.0
},
{
"p": 0.05585043132305145,
"m": 1.0
},
{
"p": 0.08863651007413864,
"m": 1.0
},
{
"p": 0.07703357934951782,
"m": 1.0
},
{
"p": 0.08531112968921661,
"m": 1.0
},
{
"p": 0.0667809396982193,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.0290014743804932,
"val_loss": 0.8335301280021667,
"acc": 72.44,
"time": 109.17397051100852,
"param": [
{
"p": 0.0993652194738388,
"m": 1.0
},
{
"p": 0.07324706763029099,
"m": 1.0
},
{
"p": 0.07644802331924438,
"m": 1.0
},
{
"p": 0.0494566485285759,
"m": 1.0
},
{
"p": 0.06287731975317001,
"m": 1.0
},
{
"p": 0.03289700672030449,
"m": 1.0
},
{
"p": 0.07143842428922653,
"m": 1.0
},
{
"p": 0.0457179881632328,
"m": 1.0
},
{
"p": 0.07579625397920609,
"m": 1.0
},
{
"p": 0.06699331104755402,
"m": 1.0
},
{
"p": 0.059550244361162186,
"m": 1.0
},
{
"p": 0.08501078188419342,
"m": 1.0
},
{
"p": 0.12088771909475327,
"m": 1.0
},
{
"p": 0.08031398802995682,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.1370019912719727,
"val_loss": 0.8449592590332031,
"acc": 72.76,
"time": 110.9143076959881,
"param": [
{
"p": 0.06291612982749939,
"m": 1.0
},
{
"p": 0.04914939031004906,
"m": 1.0
},
{
"p": 0.08376387506723404,
"m": 1.0
},
{
"p": 0.019185753539204597,
"m": 1.0
},
{
"p": 0.07087422907352448,
"m": 1.0
},
{
"p": 0.07730761915445328,
"m": 1.0
},
{
"p": 0.0860154777765274,
"m": 1.0
},
{
"p": 0.08256799727678299,
"m": 1.0
},
{
"p": 0.07791929692029953,
"m": 1.0
},
{
"p": 0.08474817872047424,
"m": 1.0
},
{
"p": 0.06080715358257294,
"m": 1.0
},
{
"p": 0.09036584943532944,
"m": 1.0
},
{
"p": 0.07326027750968933,
"m": 1.0
},
{
"p": 0.08111881464719772,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.2347736358642578,
"val_loss": 0.7123761773109436,
"acc": 72.89,
"time": 128.26461423595902,
"param": [
{
"p": 0.08945956081151962,
"m": 1.0
},
{
"p": 0.03938262537121773,
"m": 1.0
},
{
"p": 0.08351942151784897,
"m": 1.0
},
{
"p": 0.036400891840457916,
"m": 1.0
},
{
"p": 0.07035579532384872,
"m": 1.0
},
{
"p": 0.06933622807264328,
"m": 1.0
},
{
"p": 0.07208626717329025,
"m": 1.0
},
{
"p": 0.07884211093187332,
"m": 1.0
},
{
"p": 0.06603335589170456,
"m": 1.0
},
{
"p": 0.06384890526533127,
"m": 1.0
},
{
"p": 0.09462576359510422,
"m": 1.0
},
{
"p": 0.07584358751773834,
"m": 1.0
},
{
"p": 0.0875181034207344,
"m": 1.0
},
{
"p": 0.07274731993675232,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0877565145492554,
"val_loss": 0.899178147315979,
"acc": 72.81,
"time": 113.04046056297375,
"param": [
{
"p": 0.08489177376031876,
"m": 1.0
},
{
"p": 0.04223891347646713,
"m": 1.0
},
{
"p": 0.064451664686203,
"m": 1.0
},
{
"p": 0.05533909052610397,
"m": 1.0
},
{
"p": 0.07306811213493347,
"m": 1.0
},
{
"p": 0.0767558142542839,
"m": 1.0
},
{
"p": 0.05972594767808914,
"m": 1.0
},
{
"p": 0.07386349141597748,
"m": 1.0
},
{
"p": 0.07935545593500137,
"m": 1.0
},
{
"p": 0.08247820287942886,
"m": 1.0
},
{
"p": 0.08404256403446198,
"m": 1.0
},
{
"p": 0.07552994042634964,
"m": 1.0
},
{
"p": 0.09025684744119644,
"m": 1.0
},
{
"p": 0.058002181351184845,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.1182918548583984,
"val_loss": 0.7483804821968079,
"acc": 73.48,
"time": 109.37250646902248,
"param": [
{
"p": 0.07730709761381149,
"m": 1.0
},
{
"p": 0.058892544358968735,
"m": 1.0
},
{
"p": 0.09315943717956543,
"m": 1.0
},
{
"p": 0.05044933781027794,
"m": 1.0
},
{
"p": 0.040017951279878616,
"m": 1.0
},
{
"p": 0.05243389680981636,
"m": 1.0
},
{
"p": 0.0780339315533638,
"m": 1.0
},
{
"p": 0.07535440474748611,
"m": 1.0
},
{
"p": 0.06784649938344955,
"m": 1.0
},
{
"p": 0.0899549126625061,
"m": 1.0
},
{
"p": 0.08798640221357346,
"m": 1.0
},
{
"p": 0.08447448164224625,
"m": 1.0
},
{
"p": 0.07598716020584106,
"m": 1.0
},
{
"p": 0.06810198724269867,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.9727964401245117,
"val_loss": 0.6820947527885437,
"acc": 73.33,
"time": 122.56622440094361,
"param": [
{
"p": 0.08532240986824036,
"m": 1.0
},
{
"p": 0.06311099976301193,
"m": 1.0
},
{
"p": 0.07768665999174118,
"m": 1.0
},
{
"p": 0.0479264073073864,
"m": 1.0
},
{
"p": 0.06535618752241135,
"m": 1.0
},
{
"p": 0.05649321898818016,
"m": 1.0
},
{
"p": 0.060944829136133194,
"m": 1.0
},
{
"p": 0.08843322843313217,
"m": 1.0
},
{
"p": 0.072545126080513,
"m": 1.0
},
{
"p": 0.07361704111099243,
"m": 1.0
},
{
"p": 0.05726700648665428,
"m": 1.0
},
{
"p": 0.10472938418388367,
"m": 1.0
},
{
"p": 0.07789966464042664,
"m": 1.0
},
{
"p": 0.06866781413555145,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.2625365257263184,
"val_loss": 0.7345137000083923,
"acc": 72.24,
"time": 109.93788348400267,
"param": [
{
"p": 0.09576858580112457,
"m": 1.0
},
{
"p": 0.05787254497408867,
"m": 1.0
},
{
"p": 0.08597155660390854,
"m": 1.0
},
{
"p": 0.05206902325153351,
"m": 1.0
},
{
"p": 0.056782495230436325,
"m": 1.0
},
{
"p": 0.07364582270383835,
"m": 1.0
},
{
"p": 0.0652356967329979,
"m": 1.0
},
{
"p": 0.06669723242521286,
"m": 1.0
},
{
"p": 0.09539725631475449,
"m": 1.0
},
{
"p": 0.06648989766836166,
"m": 1.0
},
{
"p": 0.084648497402668,
"m": 1.0
},
{
"p": 0.07111648470163345,
"m": 1.0
},
{
"p": 0.07518400251865387,
"m": 1.0
},
{
"p": 0.05312091484665871,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.167298674583435,
"val_loss": 0.817303478717804,
"acc": 72.9,
"time": 123.06521698000142,
"param": [
{
"p": 0.0803227424621582,
"m": 1.0
},
{
"p": 0.06243667006492615,
"m": 1.0
},
{
"p": 0.08500780165195465,
"m": 1.0
},
{
"p": 0.01573190465569496,
"m": 1.0
},
{
"p": 0.03684695065021515,
"m": 1.0
},
{
"p": 0.08004581928253174,
"m": 1.0
},
{
"p": 0.07193174958229065,
"m": 1.0
},
{
"p": 0.08191632479429245,
"m": 1.0
},
{
"p": 0.09568793326616287,
"m": 1.0
},
{
"p": 0.07764063030481339,
"m": 1.0
},
{
"p": 0.07000397145748138,
"m": 1.0
},
{
"p": 0.0909915342926979,
"m": 1.0
},
{
"p": 0.08676262944936752,
"m": 1.0
},
{
"p": 0.0646732971072197,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.8541171550750732,
"val_loss": 0.8693029880523682,
"acc": 72.16,
"time": 129.93898636702215,
"param": [
{
"p": 0.0844462588429451,
"m": 1.0
},
{
"p": 0.06985971331596375,
"m": 1.0
},
{
"p": 0.09376365691423416,
"m": 1.0
},
{
"p": 0.06815078854560852,
"m": 1.0
},
{
"p": 0.05313153192400932,
"m": 1.0
},
{
"p": 0.059595055878162384,
"m": 1.0
},
{
"p": 0.07374612241983414,
"m": 1.0
},
{
"p": 0.056787457317113876,
"m": 1.0
},
{
"p": 0.07852847129106522,
"m": 1.0
},
{
"p": 0.10577785968780518,
"m": 1.0
},
{
"p": 0.0639168918132782,
"m": 1.0
},
{
"p": 0.07719050347805023,
"m": 1.0
},
{
"p": 0.07870585471391678,
"m": 1.0
},
{
"p": 0.03639984875917435,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.1534743309020996,
"val_loss": 0.8291093111038208,
"acc": 72.82,
"time": 132.3412054469809,
"param": [
{
"p": 0.07776465266942978,
"m": 1.0
},
{
"p": 0.04820634797215462,
"m": 1.0
},
{
"p": 0.07868683338165283,
"m": 1.0
},
{
"p": 0.06206763908267021,
"m": 1.0
},
{
"p": 0.09329286217689514,
"m": 1.0
},
{
"p": 0.06383592635393143,
"m": 1.0
},
{
"p": 0.08307451009750366,
"m": 1.0
},
{
"p": 0.07938498258590698,
"m": 1.0
},
{
"p": 0.0827520489692688,
"m": 1.0
},
{
"p": 0.07052844017744064,
"m": 1.0
},
{
"p": 0.0613715834915638,
"m": 1.0
},
{
"p": 0.044983625411987305,
"m": 1.0
},
{
"p": 0.08698577433824539,
"m": 1.0
},
{
"p": 0.0670648068189621,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.159224510192871,
"val_loss": 0.7126740217208862,
"acc": 72.9,
"time": 111.83669361099601,
"param": [
{
"p": 0.061709728091955185,
"m": 1.0
},
{
"p": 0.07107089459896088,
"m": 1.0
},
{
"p": 0.07928906381130219,
"m": 1.0
},
{
"p": 0.053428374230861664,
"m": 1.0
},
{
"p": 0.045794177800416946,
"m": 1.0
},
{
"p": 0.0877661481499672,
"m": 1.0
},
{
"p": 0.06389603018760681,
"m": 1.0
},
{
"p": 0.060681622475385666,
"m": 1.0
},
{
"p": 0.07839672267436981,
"m": 1.0
},
{
"p": 0.08819115906953812,
"m": 1.0
},
{
"p": 0.08185321092605591,
"m": 1.0
},
{
"p": 0.07560618221759796,
"m": 1.0
},
{
"p": 0.08224907517433167,
"m": 1.0
},
{
"p": 0.07006756216287613,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.0673139095306396,
"val_loss": 0.7155554890632629,
"acc": 73.35,
"time": 122.61362990003545,
"param": [
{
"p": 0.10683507472276688,
"m": 1.0
},
{
"p": 0.05599236860871315,
"m": 1.0
},
{
"p": 0.06598762422800064,
"m": 1.0
},
{
"p": 0.04786686971783638,
"m": 1.0
},
{
"p": 0.05887729302048683,
"m": 1.0
},
{
"p": 0.06613779067993164,
"m": 1.0
},
{
"p": 0.0739760547876358,
"m": 1.0
},
{
"p": 0.08582255244255066,
"m": 1.0
},
{
"p": 0.09139616042375565,
"m": 1.0
},
{
"p": 0.07631563395261765,
"m": 1.0
},
{
"p": 0.05426598712801933,
"m": 1.0
},
{
"p": 0.08320409804582596,
"m": 1.0
},
{
"p": 0.06717187911272049,
"m": 1.0
},
{
"p": 0.06615063548088074,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.0051707029342651,
"val_loss": 0.8007116913795471,
"acc": 73.39,
"time": 132.87835584202548,
"param": [
{
"p": 0.08680014312267303,
"m": 1.0
},
{
"p": 0.08055012673139572,
"m": 1.0
},
{
"p": 0.06486119329929352,
"m": 1.0
},
{
"p": 0.05987590551376343,
"m": 1.0
},
{
"p": 0.05685596540570259,
"m": 1.0
},
{
"p": 0.08859962224960327,
"m": 1.0
},
{
"p": 0.07118721306324005,
"m": 1.0
},
{
"p": 0.06870745122432709,
"m": 1.0
},
{
"p": 0.07562147825956345,
"m": 1.0
},
{
"p": 0.07214481383562088,
"m": 1.0
},
{
"p": 0.0812990739941597,
"m": 1.0
},
{
"p": 0.0679900199174881,
"m": 1.0
},
{
"p": 0.09211127460002899,
"m": 1.0
},
{
"p": 0.03339564800262451,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1942821741104126,
"val_loss": 0.8112499117851257,
"acc": 72.83,
"time": 133.24761483102338,
"param": [
{
"p": 0.06621091812849045,
"m": 1.0
},
{
"p": 0.06893107295036316,
"m": 1.0
},
{
"p": 0.07381486892700195,
"m": 1.0
},
{
"p": 0.08518635481595993,
"m": 1.0
},
{
"p": 0.06848245859146118,
"m": 1.0
},
{
"p": 0.07001317292451859,
"m": 1.0
},
{
"p": 0.08399008214473724,
"m": 1.0
},
{
"p": 0.07460175454616547,
"m": 1.0
},
{
"p": 0.051946114748716354,
"m": 1.0
},
{
"p": 0.0871875211596489,
"m": 1.0
},
{
"p": 0.0653899759054184,
"m": 1.0
},
{
"p": 0.07527651637792587,
"m": 1.0
},
{
"p": 0.07658930867910385,
"m": 1.0
},
{
"p": 0.052379924803972244,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.0093683004379272,
"val_loss": 0.9067401885986328,
"acc": 71.61,
"time": 121.50612041604472,
"param": [
{
"p": 0.0773768275976181,
"m": 1.0
},
{
"p": 0.07428279519081116,
"m": 1.0
},
{
"p": 0.07343202829360962,
"m": 1.0
},
{
"p": 0.06019897013902664,
"m": 1.0
},
{
"p": 0.050834666937589645,
"m": 1.0
},
{
"p": 0.0721537172794342,
"m": 1.0
},
{
"p": 0.07633299380540848,
"m": 1.0
},
{
"p": 0.0774223655462265,
"m": 1.0
},
{
"p": 0.07140414416790009,
"m": 1.0
},
{
"p": 0.06139487400650978,
"m": 1.0
},
{
"p": 0.09132228791713715,
"m": 1.0
},
{
"p": 0.06879936903715134,
"m": 1.0
},
{
"p": 0.08481501787900925,
"m": 1.0
},
{
"p": 0.060229938477277756,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.1551214456558228,
"val_loss": 0.9204734563827515,
"acc": 72.25,
"time": 120.74453625397291,
"param": [
{
"p": 0.07766093313694,
"m": 1.0
},
{
"p": 0.05525437742471695,
"m": 1.0
},
{
"p": 0.1010783463716507,
"m": 1.0
},
{
"p": 0.0708770900964737,
"m": 1.0
},
{
"p": 0.0023233541287481785,
"m": 1.0
},
{
"p": 0.059062737971544266,
"m": 1.0
},
{
"p": 0.06745118647813797,
"m": 1.0
},
{
"p": 0.08341726660728455,
"m": 1.0
},
{
"p": 0.09386551380157471,
"m": 1.0
},
{
"p": 0.08747175335884094,
"m": 1.0
},
{
"p": 0.07739761471748352,
"m": 1.0
},
{
"p": 0.069791778922081,
"m": 1.0
},
{
"p": 0.06927347928285599,
"m": 1.0
},
{
"p": 0.08507465571165085,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.0105923414230347,
"val_loss": 0.7878704071044922,
"acc": 72.97,
"time": 108.34733979497105,
"param": [
{
"p": 0.07435431331396103,
"m": 1.0
},
{
"p": 0.06776369363069534,
"m": 1.0
},
{
"p": 0.07147867977619171,
"m": 1.0
},
{
"p": 0.07354480773210526,
"m": 1.0
},
{
"p": 0.06520965695381165,
"m": 1.0
},
{
"p": 0.04568285495042801,
"m": 1.0
},
{
"p": 0.06918466091156006,
"m": 1.0
},
{
"p": 0.05038550868630409,
"m": 1.0
},
{
"p": 0.07271707057952881,
"m": 1.0
},
{
"p": 0.08509955555200577,
"m": 1.0
},
{
"p": 0.08520594984292984,
"m": 1.0
},
{
"p": 0.07077761739492416,
"m": 1.0
},
{
"p": 0.08192828297615051,
"m": 1.0
},
{
"p": 0.08666743338108063,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.9995112419128418,
"val_loss": 0.8731885552406311,
"acc": 72.6,
"time": 110.3636522120214,
"param": [
{
"p": 0.05334426835179329,
"m": 1.0
},
{
"p": 0.07468006759881973,
"m": 1.0
},
{
"p": 0.06888719648122787,
"m": 1.0
},
{
"p": 0.08051924407482147,
"m": 1.0
},
{
"p": 0.06775140762329102,
"m": 1.0
},
{
"p": 0.0710696130990982,
"m": 1.0
},
{
"p": 0.060745544731616974,
"m": 1.0
},
{
"p": 0.08611711859703064,
"m": 1.0
},
{
"p": 0.07392392307519913,
"m": 1.0
},
{
"p": 0.07852914184331894,
"m": 1.0
},
{
"p": 0.05449160188436508,
"m": 1.0
},
{
"p": 0.0653664842247963,
"m": 1.0
},
{
"p": 0.08845383673906326,
"m": 1.0
},
{
"p": 0.07612063735723495,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.2381269931793213,
"val_loss": 0.7176090478897095,
"acc": 73.2,
"time": 110.29596912802663,
"param": [
{
"p": 0.1059034913778305,
"m": 1.0
},
{
"p": 0.06051977723836899,
"m": 1.0
},
{
"p": 0.055266547948122025,
"m": 1.0
},
{
"p": 0.05208877474069595,
"m": 1.0
},
{
"p": 0.07576905936002731,
"m": 1.0
},
{
"p": 0.056443579494953156,
"m": 1.0
},
{
"p": 0.054831817746162415,
"m": 1.0
},
{
"p": 0.06168464943766594,
"m": 1.0
},
{
"p": 0.06436531245708466,
"m": 1.0
},
{
"p": 0.06373574584722519,
"m": 1.0
},
{
"p": 0.09779064357280731,
"m": 1.0
},
{
"p": 0.08670645207166672,
"m": 1.0
},
{
"p": 0.08515544980764389,
"m": 1.0
},
{
"p": 0.07973867654800415,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.2125900983810425,
"val_loss": 0.8161672949790955,
"acc": 72.53,
"time": 129.2135014589876,
"param": [
{
"p": 0.08130476623773575,
"m": 1.0
},
{
"p": 0.0506151020526886,
"m": 1.0
},
{
"p": 0.07568824291229248,
"m": 1.0
},
{
"p": 0.06033829599618912,
"m": 1.0
},
{
"p": 0.0772327110171318,
"m": 1.0
},
{
"p": 0.0698305293917656,
"m": 1.0
},
{
"p": 0.060597002506256104,
"m": 1.0
},
{
"p": 0.0521627739071846,
"m": 1.0
},
{
"p": 0.07675701379776001,
"m": 1.0
},
{
"p": 0.0701526552438736,
"m": 1.0
},
{
"p": 0.06799290329217911,
"m": 1.0
},
{
"p": 0.08880917727947235,
"m": 1.0
},
{
"p": 0.10646431893110275,
"m": 1.0
},
{
"p": 0.06205449625849724,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.1620692014694214,
"val_loss": 0.823304295539856,
"acc": 72.55,
"time": 111.49524964299053,
"param": [
{
"p": 0.07784943282604218,
"m": 1.0
},
{
"p": 0.059621311724185944,
"m": 1.0
},
{
"p": 0.07014501839876175,
"m": 1.0
},
{
"p": 0.054066915065050125,
"m": 1.0
},
{
"p": 0.050887931138277054,
"m": 1.0
},
{
"p": 0.07462647557258606,
"m": 1.0
},
{
"p": 0.07344534993171692,
"m": 1.0
},
{
"p": 0.062215037643909454,
"m": 1.0
},
{
"p": 0.05872250720858574,
"m": 1.0
},
{
"p": 0.10414324700832367,
"m": 1.0
},
{
"p": 0.0694001242518425,
"m": 1.0
},
{
"p": 0.0777721181511879,
"m": 1.0
},
{
"p": 0.10261689126491547,
"m": 1.0
},
{
"p": 0.06448766589164734,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.0605257749557495,
"val_loss": 0.815259575843811,
"acc": 73.94,
"time": 117.04995942401001,
"param": [
{
"p": 0.09209631383419037,
"m": 1.0
},
{
"p": 0.06560086458921432,
"m": 1.0
},
{
"p": 0.08420678228139877,
"m": 1.0
},
{
"p": 0.06634888052940369,
"m": 1.0
},
{
"p": 0.0676456093788147,
"m": 1.0
},
{
"p": 0.06445446610450745,
"m": 1.0
},
{
"p": 0.0645800530910492,
"m": 1.0
},
{
"p": 0.08606017380952835,
"m": 1.0
},
{
"p": 0.06830214709043503,
"m": 1.0
},
{
"p": 0.06526359915733337,
"m": 1.0
},
{
"p": 0.08690205216407776,
"m": 1.0
},
{
"p": 0.07869557291269302,
"m": 1.0
},
{
"p": 0.06910096853971481,
"m": 1.0
},
{
"p": 0.040742453187704086,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.2006473541259766,
"val_loss": 0.7137518525123596,
"acc": 73.6,
"time": 110.9987919239793,
"param": [
{
"p": 0.08943546563386917,
"m": 1.0
},
{
"p": 0.0810389518737793,
"m": 1.0
},
{
"p": 0.07250025868415833,
"m": 1.0
},
{
"p": 0.06151914969086647,
"m": 1.0
},
{
"p": 0.056372370570898056,
"m": 1.0
},
{
"p": 0.05021655559539795,
"m": 1.0
},
{
"p": 0.07761966437101364,
"m": 1.0
},
{
"p": 0.07054315507411957,
"m": 1.0
},
{
"p": 0.06231781095266342,
"m": 1.0
},
{
"p": 0.057797644287347794,
"m": 1.0
},
{
"p": 0.07304634153842926,
"m": 1.0
},
{
"p": 0.08720679581165314,
"m": 1.0
},
{
"p": 0.08741926401853561,
"m": 1.0
},
{
"p": 0.07296660542488098,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.1734439134597778,
"val_loss": 0.8250345587730408,
"acc": 73.02,
"time": 120.48150616901694,
"param": [
{
"p": 0.07222726196050644,
"m": 1.0
},
{
"p": 0.0774204209446907,
"m": 1.0
},
{
"p": 0.09293102473020554,
"m": 1.0
},
{
"p": 0.036434292793273926,
"m": 1.0
},
{
"p": 0.0528973750770092,
"m": 1.0
},
{
"p": 0.07222998887300491,
"m": 1.0
},
{
"p": 0.07340974360704422,
"m": 1.0
},
{
"p": 0.08295303583145142,
"m": 1.0
},
{
"p": 0.0720243901014328,
"m": 1.0
},
{
"p": 0.06365226954221725,
"m": 1.0
},
{
"p": 0.06553967297077179,
"m": 1.0
},
{
"p": 0.07677814364433289,
"m": 1.0
},
{
"p": 0.08563671261072159,
"m": 1.0
},
{
"p": 0.07586566358804703,
"m": 1.0
}
]
}
]
}