mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
143 KiB
JSON
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
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |