smart_augmentation/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json
2019-12-02 06:38:13 -05:00

8130 lines
No EOL
117 KiB
JSON

{
"Accuracy": 69.5,
"Time": [
28.70131166007,
14.194138415030963
],
"Device": "GeForce GTX 1080 Ti",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.240718126296997,
"val_loss": 2.2714805603027344,
"acc": 15.12,
"time": 37.600337649,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2515013813972473,
"m": 1.0
},
{
"p": 0.3731701672077179,
"m": 1.0
},
{
"p": 0.3666205108165741,
"m": 1.0
},
{
"p": 0.36203625798225403,
"m": 1.0
},
{
"p": 0.3580230474472046,
"m": 1.0
},
{
"p": 0.35442450642585754,
"m": 1.0
},
{
"p": 0.31597575545310974,
"m": 1.0
},
{
"p": 0.34682217240333557,
"m": 1.0
},
{
"p": 0.34268897771835327,
"m": 1.0
},
{
"p": 0.33822017908096313,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3333333432674408,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.140302896499634,
"val_loss": 2.0705080032348633,
"acc": 26.08,
"time": 36.63120242699999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.25234025716781616,
"m": 1.0
},
{
"p": 0.3726535141468048,
"m": 1.0
},
{
"p": 0.3682156503200531,
"m": 1.0
},
{
"p": 0.3802679777145386,
"m": 1.0
},
{
"p": 0.37382519245147705,
"m": 1.0
},
{
"p": 0.37205368280410767,
"m": 1.0
},
{
"p": 0.2964071035385132,
"m": 1.0
},
{
"p": 0.3685654401779175,
"m": 1.0
},
{
"p": 0.36683183908462524,
"m": 1.0
},
{
"p": 0.36503660678863525,
"m": 1.0
},
{
"p": 0.3630422353744507,
"m": 1.0
},
{
"p": 0.36102721095085144,
"m": 1.0
},
{
"p": 0.3079271614551544,
"m": 1.0
},
{
"p": 0.35620149970054626,
"m": 1.0
},
{
"p": 0.3533771336078644,
"m": 1.0
},
{
"p": 0.31644347310066223,
"m": 1.0
},
{
"p": 0.3199736475944519,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.8915444612503052,
"val_loss": 1.960570216178894,
"acc": 29.62,
"time": 37.52910842599999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2814815640449524,
"m": 1.0
},
{
"p": 0.31439727544784546,
"m": 1.0
},
{
"p": 0.3425758183002472,
"m": 1.0
},
{
"p": 0.4090324938297272,
"m": 1.0
},
{
"p": 0.4057506322860718,
"m": 1.0
},
{
"p": 0.3438664674758911,
"m": 1.0
},
{
"p": 0.3214452266693115,
"m": 1.0
},
{
"p": 0.39788752794265747,
"m": 1.0
},
{
"p": 0.39441046118736267,
"m": 1.0
},
{
"p": 0.39112138748168945,
"m": 1.0
},
{
"p": 0.3577248752117157,
"m": 1.0
},
{
"p": 0.38316577672958374,
"m": 1.0
},
{
"p": 0.28822094202041626,
"m": 1.0
},
{
"p": 0.37320858240127563,
"m": 1.0
},
{
"p": 0.37226447463035583,
"m": 1.0
},
{
"p": 0.29546743631362915,
"m": 1.0
},
{
"p": 0.2966786324977875,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.7777701616287231,
"val_loss": 1.731474757194519,
"acc": 38.47,
"time": 38.432204743,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2940603494644165,
"m": 1.0
},
{
"p": 0.3302440643310547,
"m": 1.0
},
{
"p": 0.3689585328102112,
"m": 1.0
},
{
"p": 0.41044703125953674,
"m": 1.0
},
{
"p": 0.39569127559661865,
"m": 1.0
},
{
"p": 0.32979533076286316,
"m": 1.0
},
{
"p": 0.3342832028865814,
"m": 1.0
},
{
"p": 0.4219163656234741,
"m": 1.0
},
{
"p": 0.41550883650779724,
"m": 1.0
},
{
"p": 0.4146830141544342,
"m": 1.0
},
{
"p": 0.33190667629241943,
"m": 1.0
},
{
"p": 0.41226300597190857,
"m": 1.0
},
{
"p": 0.25607696175575256,
"m": 1.0
},
{
"p": 0.3460438549518585,
"m": 1.0
},
{
"p": 0.3626190423965454,
"m": 1.0
},
{
"p": 0.2640749216079712,
"m": 1.0
},
{
"p": 0.2677157521247864,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.795034408569336,
"val_loss": 1.6677026748657227,
"acc": 41.49,
"time": 39.60724330900001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.29947349429130554,
"m": 1.0
},
{
"p": 0.34757450222969055,
"m": 1.0
},
{
"p": 0.4014674127101898,
"m": 1.0
},
{
"p": 0.40531256794929504,
"m": 1.0
},
{
"p": 0.37178748846054077,
"m": 1.0
},
{
"p": 0.3250066339969635,
"m": 1.0
},
{
"p": 0.3302147388458252,
"m": 1.0
},
{
"p": 0.45780712366104126,
"m": 1.0
},
{
"p": 0.45098358392715454,
"m": 1.0
},
{
"p": 0.4093613624572754,
"m": 1.0
},
{
"p": 0.35409122705459595,
"m": 1.0
},
{
"p": 0.3890570402145386,
"m": 1.0
},
{
"p": 0.22096587717533112,
"m": 1.0
},
{
"p": 0.31537362933158875,
"m": 1.0
},
{
"p": 0.3411371111869812,
"m": 1.0
},
{
"p": 0.24407854676246643,
"m": 1.0
},
{
"p": 0.24572591483592987,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7717986106872559,
"val_loss": 1.6611336469650269,
"acc": 41.99,
"time": 39.674640064000016,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30177760124206543,
"m": 1.0
},
{
"p": 0.3549511134624481,
"m": 1.0
},
{
"p": 0.4410170018672943,
"m": 1.0
},
{
"p": 0.357710599899292,
"m": 1.0
},
{
"p": 0.34650349617004395,
"m": 1.0
},
{
"p": 0.3150891661643982,
"m": 1.0
},
{
"p": 0.31557467579841614,
"m": 1.0
},
{
"p": 0.4938587248325348,
"m": 1.0
},
{
"p": 0.47539815306663513,
"m": 1.0
},
{
"p": 0.3891719579696655,
"m": 1.0
},
{
"p": 0.366362988948822,
"m": 1.0
},
{
"p": 0.37576916813850403,
"m": 1.0
},
{
"p": 0.1905406415462494,
"m": 1.0
},
{
"p": 0.28682804107666016,
"m": 1.0
},
{
"p": 0.3110767900943756,
"m": 1.0
},
{
"p": 0.23006080090999603,
"m": 1.0
},
{
"p": 0.21824975311756134,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7509020566940308,
"val_loss": 1.5542070865631104,
"acc": 44.23,
"time": 39.39564028899997,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3027471899986267,
"m": 1.0
},
{
"p": 0.35805532336235046,
"m": 1.0
},
{
"p": 0.457660049200058,
"m": 1.0
},
{
"p": 0.36580538749694824,
"m": 1.0
},
{
"p": 0.29409897327423096,
"m": 1.0
},
{
"p": 0.34240207076072693,
"m": 1.0
},
{
"p": 0.31986111402511597,
"m": 1.0
},
{
"p": 0.5243407487869263,
"m": 1.0
},
{
"p": 0.4946419894695282,
"m": 1.0
},
{
"p": 0.36970362067222595,
"m": 1.0
},
{
"p": 0.367268443107605,
"m": 1.0
},
{
"p": 0.3888370096683502,
"m": 1.0
},
{
"p": 0.1541668325662613,
"m": 1.0
},
{
"p": 0.291061669588089,
"m": 1.0
},
{
"p": 0.2650182545185089,
"m": 1.0
},
{
"p": 0.21636724472045898,
"m": 1.0
},
{
"p": 0.1977906972169876,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.4515461921691895,
"val_loss": 1.4682517051696777,
"acc": 47.63,
"time": 39.304918359,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3031512200832367,
"m": 1.0
},
{
"p": 0.3593486547470093,
"m": 1.0
},
{
"p": 0.46459442377090454,
"m": 1.0
},
{
"p": 0.3739545941352844,
"m": 1.0
},
{
"p": 0.2462165802717209,
"m": 1.0
},
{
"p": 0.3716903626918793,
"m": 1.0
},
{
"p": 0.33099427819252014,
"m": 1.0
},
{
"p": 0.5488733053207397,
"m": 1.0
},
{
"p": 0.5122196674346924,
"m": 1.0
},
{
"p": 0.37523242831230164,
"m": 1.0
},
{
"p": 0.3805615305900574,
"m": 1.0
},
{
"p": 0.4309658408164978,
"m": 1.0
},
{
"p": 0.11900761723518372,
"m": 1.0
},
{
"p": 0.2735539972782135,
"m": 1.0
},
{
"p": 0.23604069650173187,
"m": 1.0
},
{
"p": 0.18615888059139252,
"m": 1.0
},
{
"p": 0.17165502905845642,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.5518841743469238,
"val_loss": 1.527331829071045,
"acc": 47.3,
"time": 39.11721990800004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3033181428909302,
"m": 1.0
},
{
"p": 0.3598831593990326,
"m": 1.0
},
{
"p": 0.4674600660800934,
"m": 1.0
},
{
"p": 0.3773222863674164,
"m": 1.0
},
{
"p": 0.2535066306591034,
"m": 1.0
},
{
"p": 0.38241299986839294,
"m": 1.0
},
{
"p": 0.3333298861980438,
"m": 1.0
},
{
"p": 0.5619323253631592,
"m": 1.0
},
{
"p": 0.5564966201782227,
"m": 1.0
},
{
"p": 0.4091576337814331,
"m": 1.0
},
{
"p": 0.38164493441581726,
"m": 1.0
},
{
"p": 0.42809104919433594,
"m": 1.0
},
{
"p": 0.08457430452108383,
"m": 1.0
},
{
"p": 0.2545277774333954,
"m": 1.0
},
{
"p": 0.22059378027915955,
"m": 1.0
},
{
"p": 0.15438370406627655,
"m": 1.0
},
{
"p": 0.13978980481624603,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.594351053237915,
"val_loss": 1.4908981323242188,
"acc": 50.74,
"time": 38.315331259000004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3033866882324219,
"m": 1.0
},
{
"p": 0.3601025640964508,
"m": 1.0
},
{
"p": 0.4686363637447357,
"m": 1.0
},
{
"p": 0.378704696893692,
"m": 1.0
},
{
"p": 0.25649914145469666,
"m": 1.0
},
{
"p": 0.42488476634025574,
"m": 1.0
},
{
"p": 0.32970038056373596,
"m": 1.0
},
{
"p": 0.5403675436973572,
"m": 1.0
},
{
"p": 0.5215489268302917,
"m": 1.0
},
{
"p": 0.4316338002681732,
"m": 1.0
},
{
"p": 0.35848382115364075,
"m": 1.0
},
{
"p": 0.4082835018634796,
"m": 1.0
},
{
"p": 0.07175100594758987,
"m": 1.0
},
{
"p": 0.23953954875469208,
"m": 1.0
},
{
"p": 0.21632209420204163,
"m": 1.0
},
{
"p": 0.13788412511348724,
"m": 1.0
},
{
"p": 0.11678462475538254,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.4546829462051392,
"val_loss": 1.3985965251922607,
"acc": 51.61,
"time": 6.835892150999996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3034146726131439,
"m": 1.0
},
{
"p": 0.3601921498775482,
"m": 1.0
},
{
"p": 0.4691166281700134,
"m": 1.0
},
{
"p": 0.3792690634727478,
"m": 1.0
},
{
"p": 0.25772082805633545,
"m": 1.0
},
{
"p": 0.4422239661216736,
"m": 1.0
},
{
"p": 0.31398114562034607,
"m": 1.0
},
{
"p": 0.5049240589141846,
"m": 1.0
},
{
"p": 0.5020342469215393,
"m": 1.0
},
{
"p": 0.4686690866947174,
"m": 1.0
},
{
"p": 0.34949252009391785,
"m": 1.0
},
{
"p": 0.38087552785873413,
"m": 1.0
},
{
"p": 0.06665722280740738,
"m": 1.0
},
{
"p": 0.23051393032073975,
"m": 1.0
},
{
"p": 0.21325929462909698,
"m": 1.0
},
{
"p": 0.12142374366521835,
"m": 1.0
},
{
"p": 0.0803704634308815,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.3955620527267456,
"val_loss": 1.4105019569396973,
"acc": 52.08,
"time": 5.83951927999999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30342599749565125,
"m": 1.0
},
{
"p": 0.3602285087108612,
"m": 1.0
},
{
"p": 0.46931180357933044,
"m": 1.0
},
{
"p": 0.3794984221458435,
"m": 1.0
},
{
"p": 0.25821736454963684,
"m": 1.0
},
{
"p": 0.44927072525024414,
"m": 1.0
},
{
"p": 0.3075927495956421,
"m": 1.0
},
{
"p": 0.4748443067073822,
"m": 1.0
},
{
"p": 0.4980584383010864,
"m": 1.0
},
{
"p": 0.4738064110279083,
"m": 1.0
},
{
"p": 0.328744500875473,
"m": 1.0
},
{
"p": 0.3520847260951996,
"m": 1.0
},
{
"p": 0.06379327923059464,
"m": 1.0
},
{
"p": 0.2433871179819107,
"m": 1.0
},
{
"p": 0.2108113169670105,
"m": 1.0
},
{
"p": 0.11272396892309189,
"m": 1.0
},
{
"p": 0.06351079046726227,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.4221477508544922,
"val_loss": 1.311071515083313,
"acc": 53.7,
"time": 5.807585308,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.30343058705329895,
"m": 1.0
},
{
"p": 0.3602432310581207,
"m": 1.0
},
{
"p": 0.4693908095359802,
"m": 1.0
},
{
"p": 0.37959131598472595,
"m": 1.0
},
{
"p": 0.25841838121414185,
"m": 1.0
},
{
"p": 0.452123761177063,
"m": 1.0
},
{
"p": 0.3050062358379364,
"m": 1.0
},
{
"p": 0.46266594529151917,
"m": 1.0
},
{
"p": 0.48044052720069885,
"m": 1.0
},
{
"p": 0.43448904156684875,
"m": 1.0
},
{
"p": 0.3240400552749634,
"m": 1.0
},
{
"p": 0.3468226194381714,
"m": 1.0
},
{
"p": 0.04104626923799515,
"m": 1.0
},
{
"p": 0.2598142623901367,
"m": 1.0
},
{
"p": 0.22728721797466278,
"m": 1.0
},
{
"p": 0.11089042574167252,
"m": 1.0
},
{
"p": 0.04498229920864105,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.3979750871658325,
"val_loss": 1.2401328086853027,
"acc": 52.09,
"time": 5.819762803999993,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3034324049949646,
"m": 1.0
},
{
"p": 0.3602491617202759,
"m": 1.0
},
{
"p": 0.46942272782325745,
"m": 1.0
},
{
"p": 0.3796287477016449,
"m": 1.0
},
{
"p": 0.25849950313568115,
"m": 1.0
},
{
"p": 0.4532751441001892,
"m": 1.0
},
{
"p": 0.303962379693985,
"m": 1.0
},
{
"p": 0.4577510952949524,
"m": 1.0
},
{
"p": 0.47333040833473206,
"m": 1.0
},
{
"p": 0.39079636335372925,
"m": 1.0
},
{
"p": 0.3244415521621704,
"m": 1.0
},
{
"p": 0.343043714761734,
"m": 1.0
},
{
"p": 0.04233458265662193,
"m": 1.0
},
{
"p": 0.2386341542005539,
"m": 1.0
},
{
"p": 0.23342323303222656,
"m": 1.0
},
{
"p": 0.09956997632980347,
"m": 1.0
},
{
"p": 0.028550773859024048,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.334054708480835,
"val_loss": 1.2285065650939941,
"acc": 56.21,
"time": 5.818286312999987,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.3034331500530243,
"m": 1.0
},
{
"p": 0.36025160551071167,
"m": 1.0
},
{
"p": 0.46943557262420654,
"m": 1.0
},
{
"p": 0.3796437978744507,
"m": 1.0
},
{
"p": 0.2585321068763733,
"m": 1.0
},
{
"p": 0.4537385404109955,
"m": 1.0
},
{
"p": 0.3035423457622528,
"m": 1.0
},
{
"p": 0.45577311515808105,
"m": 1.0
},
{
"p": 0.47046881914138794,
"m": 1.0
},
{
"p": 0.3732118010520935,
"m": 1.0
},
{
"p": 0.32850149273872375,
"m": 1.0
},
{
"p": 0.3785601258277893,
"m": 1.0
},
{
"p": 0.08796077221632004,
"m": 1.0
},
{
"p": 0.2298118621110916,
"m": 1.0
},
{
"p": 0.2460891157388687,
"m": 1.0
},
{
"p": 0.08481141924858093,
"m": 1.0
},
{
"p": 0.042334508150815964,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.3032336235046387,
"val_loss": 1.319977045059204,
"acc": 56.18,
"time": 37.930586515000016,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.2182154655456543,
"m": 1.0
},
{
"p": 0.3905739188194275,
"m": 1.0
},
{
"p": 0.46537482738494873,
"m": 1.0
},
{
"p": 0.3448576331138611,
"m": 1.0
},
{
"p": 0.24010731279850006,
"m": 1.0
},
{
"p": 0.45092782378196716,
"m": 1.0
},
{
"p": 0.2992156147956848,
"m": 1.0
},
{
"p": 0.44927507638931274,
"m": 1.0
},
{
"p": 0.4703652858734131,
"m": 1.0
},
{
"p": 0.3661515712738037,
"m": 1.0
},
{
"p": 0.3301315903663635,
"m": 1.0
},
{
"p": 0.39282000064849854,
"m": 1.0
},
{
"p": 0.10664261877536774,
"m": 1.0
},
{
"p": 0.2032480239868164,
"m": 1.0
},
{
"p": 0.22929513454437256,
"m": 1.0
},
{
"p": 0.07813438773155212,
"m": 1.0
},
{
"p": 0.06667108088731766,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.4101775884628296,
"val_loss": 1.160770297050476,
"acc": 57.22,
"time": 37.96942361800001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0662502869963646,
"m": 1.0
},
{
"p": 0.4027389585971832,
"m": 1.0
},
{
"p": 0.46479368209838867,
"m": 1.0
},
{
"p": 0.32004058361053467,
"m": 1.0
},
{
"p": 0.2234286665916443,
"m": 1.0
},
{
"p": 0.44742247462272644,
"m": 1.0
},
{
"p": 0.29215899109840393,
"m": 1.0
},
{
"p": 0.43379396200180054,
"m": 1.0
},
{
"p": 0.4757601320743561,
"m": 1.0
},
{
"p": 0.32266491651535034,
"m": 1.0
},
{
"p": 0.3781985342502594,
"m": 1.0
},
{
"p": 0.4072166383266449,
"m": 1.0
},
{
"p": 0.11312796920537949,
"m": 1.0
},
{
"p": 0.16574843227863312,
"m": 1.0
},
{
"p": 0.22016887366771698,
"m": 1.0
},
{
"p": 0.06508911401033401,
"m": 1.0
},
{
"p": 0.07823899388313293,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.169922113418579,
"val_loss": 1.1188832521438599,
"acc": 59.07,
"time": 38.141380345000016,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.40793320536613464,
"m": 1.0
},
{
"p": 0.4737418591976166,
"m": 1.0
},
{
"p": 0.2592126131057739,
"m": 1.0
},
{
"p": 0.18565215170383453,
"m": 1.0
},
{
"p": 0.4416238069534302,
"m": 1.0
},
{
"p": 0.2923649251461029,
"m": 1.0
},
{
"p": 0.41372328996658325,
"m": 1.0
},
{
"p": 0.4792693853378296,
"m": 1.0
},
{
"p": 0.2959047257900238,
"m": 1.0
},
{
"p": 0.3905221223831177,
"m": 1.0
},
{
"p": 0.4133443534374237,
"m": 1.0
},
{
"p": 0.11540927737951279,
"m": 1.0
},
{
"p": 0.13722214102745056,
"m": 1.0
},
{
"p": 0.21461717784404755,
"m": 1.0
},
{
"p": 0.046607404947280884,
"m": 1.0
},
{
"p": 0.08696458488702774,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.303024411201477,
"val_loss": 1.1558903455734253,
"acc": 59.94,
"time": 38.68368430700002,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4309353232383728,
"m": 1.0
},
{
"p": 0.485092431306839,
"m": 1.0
},
{
"p": 0.2191850244998932,
"m": 1.0
},
{
"p": 0.15613912045955658,
"m": 1.0
},
{
"p": 0.43548455834388733,
"m": 1.0
},
{
"p": 0.29155200719833374,
"m": 1.0
},
{
"p": 0.3987233340740204,
"m": 1.0
},
{
"p": 0.4817420542240143,
"m": 1.0
},
{
"p": 0.2732452154159546,
"m": 1.0
},
{
"p": 0.37166908383369446,
"m": 1.0
},
{
"p": 0.40972551703453064,
"m": 1.0
},
{
"p": 0.12315429747104645,
"m": 1.0
},
{
"p": 0.13315720856189728,
"m": 1.0
},
{
"p": 0.21854013204574585,
"m": 1.0
},
{
"p": 0.04063013195991516,
"m": 1.0
},
{
"p": 0.07745947688817978,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 0.990972101688385,
"val_loss": 1.1985173225402832,
"acc": 59.67,
"time": 38.18081641499998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4369211792945862,
"m": 1.0
},
{
"p": 0.4437400996685028,
"m": 1.0
},
{
"p": 0.19075803458690643,
"m": 1.0
},
{
"p": 0.12899377942085266,
"m": 1.0
},
{
"p": 0.42617541551589966,
"m": 1.0
},
{
"p": 0.2816770672798157,
"m": 1.0
},
{
"p": 0.4021904766559601,
"m": 1.0
},
{
"p": 0.4905860126018524,
"m": 1.0
},
{
"p": 0.2405502051115036,
"m": 1.0
},
{
"p": 0.36752671003341675,
"m": 1.0
},
{
"p": 0.409138023853302,
"m": 1.0
},
{
"p": 0.12352393567562103,
"m": 1.0
},
{
"p": 0.1260872781276703,
"m": 1.0
},
{
"p": 0.23073002696037292,
"m": 1.0
},
{
"p": 0.03711096942424774,
"m": 1.0
},
{
"p": 0.06713635474443436,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.291464924812317,
"val_loss": 1.1248120069503784,
"acc": 60.0,
"time": 38.58879595799999,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.43930456042289734,
"m": 1.0
},
{
"p": 0.40951409935951233,
"m": 1.0
},
{
"p": 0.1605326384305954,
"m": 1.0
},
{
"p": 0.09050220996141434,
"m": 1.0
},
{
"p": 0.4167797565460205,
"m": 1.0
},
{
"p": 0.2626890242099762,
"m": 1.0
},
{
"p": 0.38317206501960754,
"m": 1.0
},
{
"p": 0.477435439825058,
"m": 1.0
},
{
"p": 0.2276560515165329,
"m": 1.0
},
{
"p": 0.36534884572029114,
"m": 1.0
},
{
"p": 0.4069494903087616,
"m": 1.0
},
{
"p": 0.1215192973613739,
"m": 1.0
},
{
"p": 0.11559798568487167,
"m": 1.0
},
{
"p": 0.2570633590221405,
"m": 1.0
},
{
"p": 0.027548911049962044,
"m": 1.0
},
{
"p": 0.05491768568754196,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.3163197040557861,
"val_loss": 1.2252123355865479,
"acc": 60.13,
"time": 38.674244155999986,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.440252423286438,
"m": 1.0
},
{
"p": 0.3959028124809265,
"m": 1.0
},
{
"p": 0.15267618000507355,
"m": 1.0
},
{
"p": 0.0655992403626442,
"m": 1.0
},
{
"p": 0.4127430319786072,
"m": 1.0
},
{
"p": 0.2636430263519287,
"m": 1.0
},
{
"p": 0.3610151410102844,
"m": 1.0
},
{
"p": 0.45795613527297974,
"m": 1.0
},
{
"p": 0.2280217558145523,
"m": 1.0
},
{
"p": 0.36092641949653625,
"m": 1.0
},
{
"p": 0.3937174379825592,
"m": 1.0
},
{
"p": 0.10417952388525009,
"m": 1.0
},
{
"p": 0.12187068909406662,
"m": 1.0
},
{
"p": 0.2983582615852356,
"m": 1.0
},
{
"p": 0.043160758912563324,
"m": 1.0
},
{
"p": 0.032074667513370514,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.0593708753585815,
"val_loss": 1.3090068101882935,
"acc": 59.93,
"time": 37.833253134000074,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4406289756298065,
"m": 1.0
},
{
"p": 0.39049553871154785,
"m": 1.0
},
{
"p": 0.15677587687969208,
"m": 1.0
},
{
"p": 0.06792868673801422,
"m": 1.0
},
{
"p": 0.4128609299659729,
"m": 1.0
},
{
"p": 0.28093138337135315,
"m": 1.0
},
{
"p": 0.3424394428730011,
"m": 1.0
},
{
"p": 0.4472033381462097,
"m": 1.0
},
{
"p": 0.2137402445077896,
"m": 1.0
},
{
"p": 0.3531504273414612,
"m": 1.0
},
{
"p": 0.39906519651412964,
"m": 1.0
},
{
"p": 0.09626145660877228,
"m": 1.0
},
{
"p": 0.10371183604001999,
"m": 1.0
},
{
"p": 0.3031409680843353,
"m": 1.0
},
{
"p": 0.0590534470975399,
"m": 1.0
},
{
"p": 0.009836044162511826,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 0.9402500987052917,
"val_loss": 1.0270308256149292,
"acc": 62.4,
"time": 38.562942486,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.44077837467193604,
"m": 1.0
},
{
"p": 0.38834959268569946,
"m": 1.0
},
{
"p": 0.1584029197692871,
"m": 1.0
},
{
"p": 0.09355052560567856,
"m": 1.0
},
{
"p": 0.3711126446723938,
"m": 1.0
},
{
"p": 0.2882130444049835,
"m": 1.0
},
{
"p": 0.34210267663002014,
"m": 1.0
},
{
"p": 0.43788111209869385,
"m": 1.0
},
{
"p": 0.18690817058086395,
"m": 1.0
},
{
"p": 0.3340993821620941,
"m": 1.0
},
{
"p": 0.4032205045223236,
"m": 1.0
},
{
"p": 0.09808821976184845,
"m": 1.0
},
{
"p": 0.10744478553533554,
"m": 1.0
},
{
"p": 0.2932015359401703,
"m": 1.0
},
{
"p": 0.07042398303747177,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 0.9774928689002991,
"val_loss": 1.2246429920196533,
"acc": 61.19,
"time": 38.28634044800003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4408375918865204,
"m": 1.0
},
{
"p": 0.3874987065792084,
"m": 1.0
},
{
"p": 0.15904805064201355,
"m": 1.0
},
{
"p": 0.10370980203151703,
"m": 1.0
},
{
"p": 0.3134586215019226,
"m": 1.0
},
{
"p": 0.28570500016212463,
"m": 1.0
},
{
"p": 0.3163563013076782,
"m": 1.0
},
{
"p": 0.4028432071208954,
"m": 1.0
},
{
"p": 0.14778757095336914,
"m": 1.0
},
{
"p": 0.3167458176612854,
"m": 1.0
},
{
"p": 0.4191558063030243,
"m": 1.0
},
{
"p": 0.10671408474445343,
"m": 1.0
},
{
"p": 0.1366318315267563,
"m": 1.0
},
{
"p": 0.2944409251213074,
"m": 1.0
},
{
"p": 0.07708795368671417,
"m": 1.0
},
{
"p": 0.031629130244255066,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.0851116180419922,
"val_loss": 1.045161485671997,
"acc": 62.65,
"time": 10.44790854200005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4408611059188843,
"m": 1.0
},
{
"p": 0.3871615529060364,
"m": 1.0
},
{
"p": 0.15930363535881042,
"m": 1.0
},
{
"p": 0.10773470252752304,
"m": 1.0
},
{
"p": 0.29061731696128845,
"m": 1.0
},
{
"p": 0.28321146965026855,
"m": 1.0
},
{
"p": 0.32612985372543335,
"m": 1.0
},
{
"p": 0.3767244517803192,
"m": 1.0
},
{
"p": 0.16144132614135742,
"m": 1.0
},
{
"p": 0.3231523334980011,
"m": 1.0
},
{
"p": 0.43721476197242737,
"m": 1.0
},
{
"p": 0.11301427334547043,
"m": 1.0
},
{
"p": 0.14457732439041138,
"m": 1.0
},
{
"p": 0.30132290720939636,
"m": 1.0
},
{
"p": 0.041331250220537186,
"m": 1.0
},
{
"p": 0.06454471498727798,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.0461474657058716,
"val_loss": 0.9260040521621704,
"acc": 62.38,
"time": 5.931620278000082,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.44087040424346924,
"m": 1.0
},
{
"p": 0.38702812790870667,
"m": 1.0
},
{
"p": 0.15940479934215546,
"m": 1.0
},
{
"p": 0.10932806879281998,
"m": 1.0
},
{
"p": 0.2815750241279602,
"m": 1.0
},
{
"p": 0.2830156981945038,
"m": 1.0
},
{
"p": 0.361823171377182,
"m": 1.0
},
{
"p": 0.428553968667984,
"m": 1.0
},
{
"p": 0.13367687165737152,
"m": 1.0
},
{
"p": 0.3139205873012543,
"m": 1.0
},
{
"p": 0.4453039765357971,
"m": 1.0
},
{
"p": 0.11524276435375214,
"m": 1.0
},
{
"p": 0.1400168240070343,
"m": 1.0
},
{
"p": 0.28737109899520874,
"m": 1.0
},
{
"p": 0.03706139326095581,
"m": 1.0
},
{
"p": 0.07824469357728958,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 0.9685081243515015,
"val_loss": 1.1155693531036377,
"acc": 63.05,
"time": 5.90265341099996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4408740997314453,
"m": 1.0
},
{
"p": 0.38697531819343567,
"m": 1.0
},
{
"p": 0.15944480895996094,
"m": 1.0
},
{
"p": 0.10995839536190033,
"m": 1.0
},
{
"p": 0.2779979109764099,
"m": 1.0
},
{
"p": 0.2829382121562958,
"m": 1.0
},
{
"p": 0.3753078281879425,
"m": 1.0
},
{
"p": 0.4922712445259094,
"m": 1.0
},
{
"p": 0.2500216066837311,
"m": 1.0
},
{
"p": 0.310940146446228,
"m": 1.0
},
{
"p": 0.4575895071029663,
"m": 1.0
},
{
"p": 0.10074876248836517,
"m": 1.0
},
{
"p": 0.14604276418685913,
"m": 1.0
},
{
"p": 0.2548825144767761,
"m": 1.0
},
{
"p": 0.04111560434103012,
"m": 1.0
},
{
"p": 0.07863960415124893,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.1255680322647095,
"val_loss": 1.1022708415985107,
"acc": 62.96,
"time": 5.919523390999984,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4408755302429199,
"m": 1.0
},
{
"p": 0.38695448637008667,
"m": 1.0
},
{
"p": 0.1594606339931488,
"m": 1.0
},
{
"p": 0.11020759493112564,
"m": 1.0
},
{
"p": 0.27658379077911377,
"m": 1.0
},
{
"p": 0.282907634973526,
"m": 1.0
},
{
"p": 0.3806387484073639,
"m": 1.0
},
{
"p": 0.517460823059082,
"m": 1.0
},
{
"p": 0.3529444932937622,
"m": 1.0
},
{
"p": 0.3653738796710968,
"m": 1.0
},
{
"p": 0.4294664263725281,
"m": 1.0
},
{
"p": 0.09549042582511902,
"m": 1.0
},
{
"p": 0.1740860790014267,
"m": 1.0
},
{
"p": 0.21533627808094025,
"m": 1.0
},
{
"p": 0.07954554259777069,
"m": 1.0
},
{
"p": 0.09202933311462402,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 0.829868733882904,
"val_loss": 1.082345724105835,
"acc": 62.68,
"time": 5.874197323999965,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4408761262893677,
"m": 1.0
},
{
"p": 0.3869462311267853,
"m": 1.0
},
{
"p": 0.15946689248085022,
"m": 1.0
},
{
"p": 0.11030604690313339,
"m": 1.0
},
{
"p": 0.27602502703666687,
"m": 1.0
},
{
"p": 0.2828955352306366,
"m": 1.0
},
{
"p": 0.38274499773979187,
"m": 1.0
},
{
"p": 0.5274129509925842,
"m": 1.0
},
{
"p": 0.39360836148262024,
"m": 1.0
},
{
"p": 0.3884122371673584,
"m": 1.0
},
{
"p": 0.3943619132041931,
"m": 1.0
},
{
"p": 0.08874531090259552,
"m": 1.0
},
{
"p": 0.21225537359714508,
"m": 1.0
},
{
"p": 0.2158965766429901,
"m": 1.0
},
{
"p": 0.10379445552825928,
"m": 1.0
},
{
"p": 0.10584405809640884,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 0.5820051431655884,
"val_loss": 0.9903578758239746,
"acc": 63.49,
"time": 35.13445079899998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.05174946039915085,
"m": 1.0
},
{
"p": 0.4353474974632263,
"m": 1.0
},
{
"p": 0.3932840824127197,
"m": 1.0
},
{
"p": 0.13302205502986908,
"m": 1.0
},
{
"p": 0.09473434090614319,
"m": 1.0
},
{
"p": 0.2815890908241272,
"m": 1.0
},
{
"p": 0.26647496223449707,
"m": 1.0
},
{
"p": 0.3830670416355133,
"m": 1.0
},
{
"p": 0.5313426852226257,
"m": 1.0
},
{
"p": 0.4096650779247284,
"m": 1.0
},
{
"p": 0.39750930666923523,
"m": 1.0
},
{
"p": 0.3805003762245178,
"m": 1.0
},
{
"p": 0.09018218517303467,
"m": 1.0
},
{
"p": 0.23601236939430237,
"m": 1.0
},
{
"p": 0.2788989245891571,
"m": 1.0
},
{
"p": 0.11027778685092926,
"m": 1.0
},
{
"p": 0.1130962073802948,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 0.9806187152862549,
"val_loss": 1.1527957916259766,
"acc": 60.69,
"time": 37.956539139999904,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.080516017973423,
"m": 1.0
},
{
"p": 0.43219295144081116,
"m": 1.0
},
{
"p": 0.3977532386779785,
"m": 1.0
},
{
"p": 0.10934831947088242,
"m": 1.0
},
{
"p": 0.07628282904624939,
"m": 1.0
},
{
"p": 0.2911396026611328,
"m": 1.0
},
{
"p": 0.22317776083946228,
"m": 1.0
},
{
"p": 0.3805607259273529,
"m": 1.0
},
{
"p": 0.511091947555542,
"m": 1.0
},
{
"p": 0.4066905379295349,
"m": 1.0
},
{
"p": 0.41159555315971375,
"m": 1.0
},
{
"p": 0.3907184302806854,
"m": 1.0
},
{
"p": 0.08655031770467758,
"m": 1.0
},
{
"p": 0.24070318043231964,
"m": 1.0
},
{
"p": 0.30863654613494873,
"m": 1.0
},
{
"p": 0.11276065558195114,
"m": 1.0
},
{
"p": 0.109040766954422,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 0.7757339477539062,
"val_loss": 0.8303537964820862,
"acc": 65.61,
"time": 40.06062457899998,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07683003693819046,
"m": 1.0
},
{
"p": 0.38708165287971497,
"m": 1.0
},
{
"p": 0.40943530201911926,
"m": 1.0
},
{
"p": 0.0934639498591423,
"m": 1.0
},
{
"p": 0.07621672004461288,
"m": 1.0
},
{
"p": 0.29518377780914307,
"m": 1.0
},
{
"p": 0.2082262933254242,
"m": 1.0
},
{
"p": 0.38577306270599365,
"m": 1.0
},
{
"p": 0.5069057941436768,
"m": 1.0
},
{
"p": 0.3966907858848572,
"m": 1.0
},
{
"p": 0.4181055426597595,
"m": 1.0
},
{
"p": 0.3996164798736572,
"m": 1.0
},
{
"p": 0.08301661163568497,
"m": 1.0
},
{
"p": 0.23886115849018097,
"m": 1.0
},
{
"p": 0.32656151056289673,
"m": 1.0
},
{
"p": 0.1131826639175415,
"m": 1.0
},
{
"p": 0.07141267508268356,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.017883539199829,
"val_loss": 0.9730961322784424,
"acc": 64.86,
"time": 40.21445985199989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07537677139043808,
"m": 1.0
},
{
"p": 0.3547506332397461,
"m": 1.0
},
{
"p": 0.3915851414203644,
"m": 1.0
},
{
"p": 0.09085094928741455,
"m": 1.0
},
{
"p": 0.07908854633569717,
"m": 1.0
},
{
"p": 0.29899075627326965,
"m": 1.0
},
{
"p": 0.20339561998844147,
"m": 1.0
},
{
"p": 0.39271417260169983,
"m": 1.0
},
{
"p": 0.5100868940353394,
"m": 1.0
},
{
"p": 0.3745546042919159,
"m": 1.0
},
{
"p": 0.4160623848438263,
"m": 1.0
},
{
"p": 0.39707067608833313,
"m": 1.0
},
{
"p": 0.09837794303894043,
"m": 1.0
},
{
"p": 0.22731778025627136,
"m": 1.0
},
{
"p": 0.3091255724430084,
"m": 1.0
},
{
"p": 0.11552214622497559,
"m": 1.0
},
{
"p": 0.06116250157356262,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 0.7994764447212219,
"val_loss": 0.9632892608642578,
"acc": 64.9,
"time": 38.88871010900016,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07480405271053314,
"m": 1.0
},
{
"p": 0.3302086293697357,
"m": 1.0
},
{
"p": 0.32365450263023376,
"m": 1.0
},
{
"p": 0.09509320557117462,
"m": 1.0
},
{
"p": 0.08387304097414017,
"m": 1.0
},
{
"p": 0.3114728033542633,
"m": 1.0
},
{
"p": 0.20482999086380005,
"m": 1.0
},
{
"p": 0.3749869763851166,
"m": 1.0
},
{
"p": 0.5000352263450623,
"m": 1.0
},
{
"p": 0.385710209608078,
"m": 1.0
},
{
"p": 0.411070317029953,
"m": 1.0
},
{
"p": 0.391433984041214,
"m": 1.0
},
{
"p": 0.10415815562009811,
"m": 1.0
},
{
"p": 0.22313834726810455,
"m": 1.0
},
{
"p": 0.29652202129364014,
"m": 1.0
},
{
"p": 0.11753103882074356,
"m": 1.0
},
{
"p": 0.0607353039085865,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.7304625511169434,
"val_loss": 1.0566508769989014,
"acc": 64.19,
"time": 38.536336608000056,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07457844913005829,
"m": 1.0
},
{
"p": 0.32054075598716736,
"m": 1.0
},
{
"p": 0.31442350149154663,
"m": 1.0
},
{
"p": 0.13704192638397217,
"m": 1.0
},
{
"p": 0.07991340011358261,
"m": 1.0
},
{
"p": 0.29572027921676636,
"m": 1.0
},
{
"p": 0.19150762259960175,
"m": 1.0
},
{
"p": 0.34720760583877563,
"m": 1.0
},
{
"p": 0.47910091280937195,
"m": 1.0
},
{
"p": 0.3894730508327484,
"m": 1.0
},
{
"p": 0.40581703186035156,
"m": 1.0
},
{
"p": 0.3855641484260559,
"m": 1.0
},
{
"p": 0.1044636070728302,
"m": 1.0
},
{
"p": 0.22658182680606842,
"m": 1.0
},
{
"p": 0.30119410157203674,
"m": 1.0
},
{
"p": 0.10031163692474365,
"m": 1.0
},
{
"p": 0.03590197116136551,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.8294732570648193,
"val_loss": 1.0862305164337158,
"acc": 63.91,
"time": 38.54699166,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07448960840702057,
"m": 1.0
},
{
"p": 0.31673377752304077,
"m": 1.0
},
{
"p": 0.3119161128997803,
"m": 1.0
},
{
"p": 0.2552031874656677,
"m": 1.0
},
{
"p": 0.0860784649848938,
"m": 1.0
},
{
"p": 0.2915741503238678,
"m": 1.0
},
{
"p": 0.18615520000457764,
"m": 1.0
},
{
"p": 0.3234885334968567,
"m": 1.0
},
{
"p": 0.45182162523269653,
"m": 1.0
},
{
"p": 0.3757299780845642,
"m": 1.0
},
{
"p": 0.39758923649787903,
"m": 1.0
},
{
"p": 0.41736897826194763,
"m": 1.0
},
{
"p": 0.0844959169626236,
"m": 1.0
},
{
"p": 0.21670469641685486,
"m": 1.0
},
{
"p": 0.2734815180301666,
"m": 1.0
},
{
"p": 0.10461854189634323,
"m": 1.0
},
{
"p": 0.022337989881634712,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.8763172626495361,
"val_loss": 1.111559510231018,
"acc": 62.99,
"time": 40.120801347999986,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07445463538169861,
"m": 1.0
},
{
"p": 0.3152352273464203,
"m": 1.0
},
{
"p": 0.31092914938926697,
"m": 1.0
},
{
"p": 0.29949337244033813,
"m": 1.0
},
{
"p": 0.17757228016853333,
"m": 1.0
},
{
"p": 0.3006904721260071,
"m": 1.0
},
{
"p": 0.19936378300189972,
"m": 1.0
},
{
"p": 0.32636895775794983,
"m": 1.0
},
{
"p": 0.4192022979259491,
"m": 1.0
},
{
"p": 0.35880547761917114,
"m": 1.0
},
{
"p": 0.38178902864456177,
"m": 1.0
},
{
"p": 0.41671857237815857,
"m": 1.0
},
{
"p": 0.08879661560058594,
"m": 1.0
},
{
"p": 0.20172558724880219,
"m": 1.0
},
{
"p": 0.24773764610290527,
"m": 1.0
},
{
"p": 0.111992746591568,
"m": 1.0
},
{
"p": 0.024128813296556473,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 0.5777079463005066,
"val_loss": 1.040810465812683,
"acc": 65.7,
"time": 38.928810225999996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.0744408667087555,
"m": 1.0
},
{
"p": 0.31464558839797974,
"m": 1.0
},
{
"p": 0.3105407953262329,
"m": 1.0
},
{
"p": 0.3169211149215698,
"m": 1.0
},
{
"p": 0.21444593369960785,
"m": 1.0
},
{
"p": 0.2507989704608917,
"m": 1.0
},
{
"p": 0.2045629471540451,
"m": 1.0
},
{
"p": 0.3124144673347473,
"m": 1.0
},
{
"p": 0.4071592092514038,
"m": 1.0
},
{
"p": 0.3510095477104187,
"m": 1.0
},
{
"p": 0.36158376932144165,
"m": 1.0
},
{
"p": 0.39997202157974243,
"m": 1.0
},
{
"p": 0.08787240833044052,
"m": 1.0
},
{
"p": 0.18915873765945435,
"m": 1.0
},
{
"p": 0.22785256803035736,
"m": 1.0
},
{
"p": 0.11520034074783325,
"m": 1.0
},
{
"p": 0.069365493953228,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 0.5530667901039124,
"val_loss": 0.8774446845054626,
"acc": 65.71,
"time": 38.027442302000054,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07443546503782272,
"m": 1.0
},
{
"p": 0.3144136667251587,
"m": 1.0
},
{
"p": 0.3103879988193512,
"m": 1.0
},
{
"p": 0.3237764835357666,
"m": 1.0
},
{
"p": 0.22895048558712006,
"m": 1.0
},
{
"p": 0.19682708382606506,
"m": 1.0
},
{
"p": 0.2977584898471832,
"m": 1.0
},
{
"p": 0.27799761295318604,
"m": 1.0
},
{
"p": 0.40139591693878174,
"m": 1.0
},
{
"p": 0.3317614793777466,
"m": 1.0
},
{
"p": 0.33578988909721375,
"m": 1.0
},
{
"p": 0.3887939751148224,
"m": 1.0
},
{
"p": 0.07130458950996399,
"m": 1.0
},
{
"p": 0.1852453052997589,
"m": 1.0
},
{
"p": 0.20688402652740479,
"m": 1.0
},
{
"p": 0.11784994602203369,
"m": 1.0
},
{
"p": 0.1118716448545456,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 0.6382880806922913,
"val_loss": 1.2130740880966187,
"acc": 64.45,
"time": 14.182929623000064,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.074433334171772,
"m": 1.0
},
{
"p": 0.31432244181632996,
"m": 1.0
},
{
"p": 0.3103279173374176,
"m": 1.0
},
{
"p": 0.3264721930027008,
"m": 1.0
},
{
"p": 0.23465417325496674,
"m": 1.0
},
{
"p": 0.17526449263095856,
"m": 1.0
},
{
"p": 0.3879612386226654,
"m": 1.0
},
{
"p": 0.2604820430278778,
"m": 1.0
},
{
"p": 0.41541972756385803,
"m": 1.0
},
{
"p": 0.33316347002983093,
"m": 1.0
},
{
"p": 0.3134693205356598,
"m": 1.0
},
{
"p": 0.3997354805469513,
"m": 1.0
},
{
"p": 0.06430264562368393,
"m": 1.0
},
{
"p": 0.17581383883953094,
"m": 1.0
},
{
"p": 0.11458826810121536,
"m": 1.0
},
{
"p": 0.1157359704375267,
"m": 1.0
},
{
"p": 0.12094922363758087,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.6625179648399353,
"val_loss": 1.075331449508667,
"acc": 65.02,
"time": 5.877815312999928,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07443249970674515,
"m": 1.0
},
{
"p": 0.31428661942481995,
"m": 1.0
},
{
"p": 0.31030428409576416,
"m": 1.0
},
{
"p": 0.32753196358680725,
"m": 1.0
},
{
"p": 0.236896350979805,
"m": 1.0
},
{
"p": 0.16678790748119354,
"m": 1.0
},
{
"p": 0.4230767786502838,
"m": 1.0
},
{
"p": 0.35137832164764404,
"m": 1.0
},
{
"p": 0.39301127195358276,
"m": 1.0
},
{
"p": 0.3430202901363373,
"m": 1.0
},
{
"p": 0.3109869956970215,
"m": 1.0
},
{
"p": 0.4223754107952118,
"m": 1.0
},
{
"p": 0.10819611698389053,
"m": 1.0
},
{
"p": 0.13516482710838318,
"m": 1.0
},
{
"p": 0.03540569543838501,
"m": 1.0
},
{
"p": 0.10253612697124481,
"m": 1.0
},
{
"p": 0.12490205466747284,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.39475199580192566,
"val_loss": 1.163010835647583,
"acc": 64.84,
"time": 5.8544494950001535,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07443217933177948,
"m": 1.0
},
{
"p": 0.31427255272865295,
"m": 1.0
},
{
"p": 0.3102950155735016,
"m": 1.0
},
{
"p": 0.3279484212398529,
"m": 1.0
},
{
"p": 0.23777754604816437,
"m": 1.0
},
{
"p": 0.16345660388469696,
"m": 1.0
},
{
"p": 0.4368772506713867,
"m": 1.0
},
{
"p": 0.3884598910808563,
"m": 1.0
},
{
"p": 0.3332589566707611,
"m": 1.0
},
{
"p": 0.31786268949508667,
"m": 1.0
},
{
"p": 0.3421528935432434,
"m": 1.0
},
{
"p": 0.4260801076889038,
"m": 1.0
},
{
"p": 0.15514326095581055,
"m": 1.0
},
{
"p": 0.1340036243200302,
"m": 1.0
},
{
"p": 0.06103837490081787,
"m": 1.0
},
{
"p": 0.074252650141716,
"m": 1.0
},
{
"p": 0.1401435285806656,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.5227129459381104,
"val_loss": 0.9550012350082397,
"acc": 65.29,
"time": 5.872310493999976,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07443204522132874,
"m": 1.0
},
{
"p": 0.31426700949668884,
"m": 1.0
},
{
"p": 0.3102913200855255,
"m": 1.0
},
{
"p": 0.32811209559440613,
"m": 1.0
},
{
"p": 0.23812374472618103,
"m": 1.0
},
{
"p": 0.16214774549007416,
"m": 1.0
},
{
"p": 0.4422993063926697,
"m": 1.0
},
{
"p": 0.4030289947986603,
"m": 1.0
},
{
"p": 0.30877625942230225,
"m": 1.0
},
{
"p": 0.25868263840675354,
"m": 1.0
},
{
"p": 0.33008137345314026,
"m": 1.0
},
{
"p": 0.42963048815727234,
"m": 1.0
},
{
"p": 0.18494579195976257,
"m": 1.0
},
{
"p": 0.15603318810462952,
"m": 1.0
},
{
"p": 0.1250041276216507,
"m": 1.0
},
{
"p": 0.06856554001569748,
"m": 1.0
},
{
"p": 0.1346208155155182,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.4675103724002838,
"val_loss": 1.2854820489883423,
"acc": 64.84,
"time": 5.864875360000042,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.07443198561668396,
"m": 1.0
},
{
"p": 0.31426480412483215,
"m": 1.0
},
{
"p": 0.3102898895740509,
"m": 1.0
},
{
"p": 0.3281763792037964,
"m": 1.0
},
{
"p": 0.23825973272323608,
"m": 1.0
},
{
"p": 0.16163364052772522,
"m": 1.0
},
{
"p": 0.44442906975746155,
"m": 1.0
},
{
"p": 0.4087516665458679,
"m": 1.0
},
{
"p": 0.2991596758365631,
"m": 1.0
},
{
"p": 0.23543719947338104,
"m": 1.0
},
{
"p": 0.3423634171485901,
"m": 1.0
},
{
"p": 0.34179309010505676,
"m": 1.0
},
{
"p": 0.20311692357063293,
"m": 1.0
},
{
"p": 0.15517885982990265,
"m": 1.0
},
{
"p": 0.1580696403980255,
"m": 1.0
},
{
"p": 0.0533822663128376,
"m": 1.0
},
{
"p": 0.11879926919937134,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.6572672724723816,
"val_loss": 0.9927105903625488,
"acc": 65.49,
"time": 29.70409702300003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.10210581123828888,
"m": 1.0
},
{
"p": 0.2823106050491333,
"m": 1.0
},
{
"p": 0.2850777506828308,
"m": 1.0
},
{
"p": 0.3224317133426666,
"m": 1.0
},
{
"p": 0.2277248501777649,
"m": 1.0
},
{
"p": 0.1513896882534027,
"m": 1.0
},
{
"p": 0.4426586627960205,
"m": 1.0
},
{
"p": 0.4109989106655121,
"m": 1.0
},
{
"p": 0.2953832745552063,
"m": 1.0
},
{
"p": 0.2263088822364807,
"m": 1.0
},
{
"p": 0.34718647599220276,
"m": 1.0
},
{
"p": 0.30518072843551636,
"m": 1.0
},
{
"p": 0.20874227583408356,
"m": 1.0
},
{
"p": 0.18980681896209717,
"m": 1.0
},
{
"p": 0.1468420922756195,
"m": 1.0
},
{
"p": 0.11024387180805206,
"m": 1.0
},
{
"p": 0.06806928664445877,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.8362607955932617,
"val_loss": 1.0704717636108398,
"acc": 65.09,
"time": 38.529557565999994,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.13155077397823334,
"m": 1.0
},
{
"p": 0.25987565517425537,
"m": 1.0
},
{
"p": 0.2625932991504669,
"m": 1.0
},
{
"p": 0.31563910841941833,
"m": 1.0
},
{
"p": 0.2101593315601349,
"m": 1.0
},
{
"p": 0.12489844858646393,
"m": 1.0
},
{
"p": 0.42852404713630676,
"m": 1.0
},
{
"p": 0.3974730670452118,
"m": 1.0
},
{
"p": 0.27041521668434143,
"m": 1.0
},
{
"p": 0.2154679000377655,
"m": 1.0
},
{
"p": 0.35051149129867554,
"m": 1.0
},
{
"p": 0.29078394174575806,
"m": 1.0
},
{
"p": 0.19855166971683502,
"m": 1.0
},
{
"p": 0.18914201855659485,
"m": 1.0
},
{
"p": 0.14315417408943176,
"m": 1.0
},
{
"p": 0.13554978370666504,
"m": 1.0
},
{
"p": 0.04574008658528328,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 0.5656459331512451,
"val_loss": 1.1021276712417603,
"acc": 66.58,
"time": 39.10742785699995,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.13887661695480347,
"m": 1.0
},
{
"p": 0.2862953841686249,
"m": 1.0
},
{
"p": 0.22437119483947754,
"m": 1.0
},
{
"p": 0.3092684745788574,
"m": 1.0
},
{
"p": 0.1993078887462616,
"m": 1.0
},
{
"p": 0.13873404264450073,
"m": 1.0
},
{
"p": 0.41791072487831116,
"m": 1.0
},
{
"p": 0.38618913292884827,
"m": 1.0
},
{
"p": 0.250276654958725,
"m": 1.0
},
{
"p": 0.2069653421640396,
"m": 1.0
},
{
"p": 0.3522595763206482,
"m": 1.0
},
{
"p": 0.28512170910835266,
"m": 1.0
},
{
"p": 0.1848028004169464,
"m": 1.0
},
{
"p": 0.17079681158065796,
"m": 1.0
},
{
"p": 0.14535333216190338,
"m": 1.0
},
{
"p": 0.14317913353443146,
"m": 1.0
},
{
"p": 0.03445148840546608,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.5227532982826233,
"val_loss": 0.99477618932724,
"acc": 66.19,
"time": 38.60529704500004,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1417514532804489,
"m": 1.0
},
{
"p": 0.3586843013763428,
"m": 1.0
},
{
"p": 0.21192191541194916,
"m": 1.0
},
{
"p": 0.3036959171295166,
"m": 1.0
},
{
"p": 0.19197717308998108,
"m": 1.0
},
{
"p": 0.15625867247581482,
"m": 1.0
},
{
"p": 0.40976351499557495,
"m": 1.0
},
{
"p": 0.37418439984321594,
"m": 1.0
},
{
"p": 0.22324593365192413,
"m": 1.0
},
{
"p": 0.18829752504825592,
"m": 1.0
},
{
"p": 0.347168892621994,
"m": 1.0
},
{
"p": 0.2819831073284149,
"m": 1.0
},
{
"p": 0.1684724986553192,
"m": 1.0
},
{
"p": 0.1532551646232605,
"m": 1.0
},
{
"p": 0.1545839011669159,
"m": 1.0
},
{
"p": 0.1416979730129242,
"m": 1.0
},
{
"p": 0.04565369337797165,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.528145968914032,
"val_loss": 1.0824713706970215,
"acc": 65.78,
"time": 38.131970923999916,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14287938177585602,
"m": 1.0
},
{
"p": 0.3802892565727234,
"m": 1.0
},
{
"p": 0.19685378670692444,
"m": 1.0
},
{
"p": 0.2960900068283081,
"m": 1.0
},
{
"p": 0.17957629263401031,
"m": 1.0
},
{
"p": 0.15011005103588104,
"m": 1.0
},
{
"p": 0.4181048572063446,
"m": 1.0
},
{
"p": 0.36658960580825806,
"m": 1.0
},
{
"p": 0.22388926148414612,
"m": 1.0
},
{
"p": 0.17208054661750793,
"m": 1.0
},
{
"p": 0.34609454870224,
"m": 1.0
},
{
"p": 0.2751040756702423,
"m": 1.0
},
{
"p": 0.1567731350660324,
"m": 1.0
},
{
"p": 0.14712293446063995,
"m": 1.0
},
{
"p": 0.1623813360929489,
"m": 1.0
},
{
"p": 0.1375989466905594,
"m": 1.0
},
{
"p": 0.06986962258815765,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 0.6409487128257751,
"val_loss": 0.9500733613967896,
"acc": 67.25,
"time": 39.03324231700003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14332182705402374,
"m": 1.0
},
{
"p": 0.38876405358314514,
"m": 1.0
},
{
"p": 0.16860130429267883,
"m": 1.0
},
{
"p": 0.26742860674858093,
"m": 1.0
},
{
"p": 0.184806689620018,
"m": 1.0
},
{
"p": 0.15142899751663208,
"m": 1.0
},
{
"p": 0.4164634943008423,
"m": 1.0
},
{
"p": 0.36240795254707336,
"m": 1.0
},
{
"p": 0.22900770604610443,
"m": 1.0
},
{
"p": 0.16018430888652802,
"m": 1.0
},
{
"p": 0.34639865159988403,
"m": 1.0
},
{
"p": 0.2653339207172394,
"m": 1.0
},
{
"p": 0.14463619887828827,
"m": 1.0
},
{
"p": 0.16507509350776672,
"m": 1.0
},
{
"p": 0.13857650756835938,
"m": 1.0
},
{
"p": 0.14157037436962128,
"m": 1.0
},
{
"p": 0.10224103927612305,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.8506397604942322,
"val_loss": 1.0159194469451904,
"acc": 65.52,
"time": 40.251833414999965,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1434953361749649,
"m": 1.0
},
{
"p": 0.39208781719207764,
"m": 1.0
},
{
"p": 0.15366743505001068,
"m": 1.0
},
{
"p": 0.20895551145076752,
"m": 1.0
},
{
"p": 0.1929958164691925,
"m": 1.0
},
{
"p": 0.14732763171195984,
"m": 1.0
},
{
"p": 0.4059043228626251,
"m": 1.0
},
{
"p": 0.3598848283290863,
"m": 1.0
},
{
"p": 0.2341150939464569,
"m": 1.0
},
{
"p": 0.14986374974250793,
"m": 1.0
},
{
"p": 0.36197105050086975,
"m": 1.0
},
{
"p": 0.25149983167648315,
"m": 1.0
},
{
"p": 0.14420635998249054,
"m": 1.0
},
{
"p": 0.1640879064798355,
"m": 1.0
},
{
"p": 0.14485102891921997,
"m": 1.0
},
{
"p": 0.13838593661785126,
"m": 1.0
},
{
"p": 0.11764649301767349,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.9768919944763184,
"val_loss": 0.9305576682090759,
"acc": 66.37,
"time": 38.33629847399993,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1435633897781372,
"m": 1.0
},
{
"p": 0.39339104294776917,
"m": 1.0
},
{
"p": 0.1478116363286972,
"m": 1.0
},
{
"p": 0.1926622837781906,
"m": 1.0
},
{
"p": 0.22296272218227386,
"m": 1.0
},
{
"p": 0.13122785091400146,
"m": 1.0
},
{
"p": 0.3741256296634674,
"m": 1.0
},
{
"p": 0.36353302001953125,
"m": 1.0
},
{
"p": 0.2351258099079132,
"m": 1.0
},
{
"p": 0.16428807377815247,
"m": 1.0
},
{
"p": 0.36504825949668884,
"m": 1.0
},
{
"p": 0.2270587831735611,
"m": 1.0
},
{
"p": 0.1425950825214386,
"m": 1.0
},
{
"p": 0.16662541031837463,
"m": 1.0
},
{
"p": 0.1513041853904724,
"m": 1.0
},
{
"p": 0.13193798065185547,
"m": 1.0
},
{
"p": 0.12203831225633621,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.3182637393474579,
"val_loss": 1.2953442335128784,
"acc": 67.31,
"time": 38.78398022500005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1435900628566742,
"m": 1.0
},
{
"p": 0.3939019739627838,
"m": 1.0
},
{
"p": 0.14551588892936707,
"m": 1.0
},
{
"p": 0.18627460300922394,
"m": 1.0
},
{
"p": 0.24639646708965302,
"m": 1.0
},
{
"p": 0.16861210763454437,
"m": 1.0
},
{
"p": 0.3491242229938507,
"m": 1.0
},
{
"p": 0.3736429810523987,
"m": 1.0
},
{
"p": 0.23829998075962067,
"m": 1.0
},
{
"p": 0.17640423774719238,
"m": 1.0
},
{
"p": 0.35595160722732544,
"m": 1.0
},
{
"p": 0.229796901345253,
"m": 1.0
},
{
"p": 0.1440359354019165,
"m": 1.0
},
{
"p": 0.17507247626781464,
"m": 1.0
},
{
"p": 0.14534704387187958,
"m": 1.0
},
{
"p": 0.12354148924350739,
"m": 1.0
},
{
"p": 0.10781015455722809,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.4758295714855194,
"val_loss": 0.929827094078064,
"acc": 66.11,
"time": 38.10724099699996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14360052347183228,
"m": 1.0
},
{
"p": 0.39410218596458435,
"m": 1.0
},
{
"p": 0.1446160078048706,
"m": 1.0
},
{
"p": 0.1837707757949829,
"m": 1.0
},
{
"p": 0.2555820345878601,
"m": 1.0
},
{
"p": 0.219115749001503,
"m": 1.0
},
{
"p": 0.32407811284065247,
"m": 1.0
},
{
"p": 0.3841797113418579,
"m": 1.0
},
{
"p": 0.2574644088745117,
"m": 1.0
},
{
"p": 0.18666744232177734,
"m": 1.0
},
{
"p": 0.3452661633491516,
"m": 1.0
},
{
"p": 0.2586391866207123,
"m": 1.0
},
{
"p": 0.15404632687568665,
"m": 1.0
},
{
"p": 0.1814640760421753,
"m": 1.0
},
{
"p": 0.10186278820037842,
"m": 1.0
},
{
"p": 0.13469715416431427,
"m": 1.0
},
{
"p": 0.09567447751760483,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.26921987533569336,
"val_loss": 0.9781039357185364,
"acc": 66.1,
"time": 17.957689358999914,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14360462129116058,
"m": 1.0
},
{
"p": 0.39418065547943115,
"m": 1.0
},
{
"p": 0.144263356924057,
"m": 1.0
},
{
"p": 0.18278947472572327,
"m": 1.0
},
{
"p": 0.2591819763183594,
"m": 1.0
},
{
"p": 0.2428845465183258,
"m": 1.0
},
{
"p": 0.2666745185852051,
"m": 1.0
},
{
"p": 0.36934617161750793,
"m": 1.0
},
{
"p": 0.2619422674179077,
"m": 1.0
},
{
"p": 0.21252217888832092,
"m": 1.0
},
{
"p": 0.3511413335800171,
"m": 1.0
},
{
"p": 0.2649877071380615,
"m": 1.0
},
{
"p": 0.16162168979644775,
"m": 1.0
},
{
"p": 0.16108474135398865,
"m": 1.0
},
{
"p": 0.10383142530918121,
"m": 1.0
},
{
"p": 0.14210960268974304,
"m": 1.0
},
{
"p": 0.1069745123386383,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.2525903582572937,
"val_loss": 1.2622450590133667,
"acc": 66.96,
"time": 5.860100903999864,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14360623061656952,
"m": 1.0
},
{
"p": 0.39421144127845764,
"m": 1.0
},
{
"p": 0.14412516355514526,
"m": 1.0
},
{
"p": 0.18240496516227722,
"m": 1.0
},
{
"p": 0.26059260964393616,
"m": 1.0
},
{
"p": 0.25219836831092834,
"m": 1.0
},
{
"p": 0.23836806416511536,
"m": 1.0
},
{
"p": 0.34211432933807373,
"m": 1.0
},
{
"p": 0.2503341734409332,
"m": 1.0
},
{
"p": 0.23926378786563873,
"m": 1.0
},
{
"p": 0.36266013979911804,
"m": 1.0
},
{
"p": 0.26865798234939575,
"m": 1.0
},
{
"p": 0.15244755148887634,
"m": 1.0
},
{
"p": 0.13040338456630707,
"m": 1.0
},
{
"p": 0.12520526349544525,
"m": 1.0
},
{
"p": 0.1258731484413147,
"m": 1.0
},
{
"p": 0.11914728581905365,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.3750728666782379,
"val_loss": 1.1228350400924683,
"acc": 65.82,
"time": 5.848544867999863,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14360687136650085,
"m": 1.0
},
{
"p": 0.39422348141670227,
"m": 1.0
},
{
"p": 0.14407101273536682,
"m": 1.0
},
{
"p": 0.18225428462028503,
"m": 1.0
},
{
"p": 0.26114529371261597,
"m": 1.0
},
{
"p": 0.25584742426872253,
"m": 1.0
},
{
"p": 0.22727786004543304,
"m": 1.0
},
{
"p": 0.3306800425052643,
"m": 1.0
},
{
"p": 0.21015743911266327,
"m": 1.0
},
{
"p": 0.2608605623245239,
"m": 1.0
},
{
"p": 0.3640499711036682,
"m": 1.0
},
{
"p": 0.27178284525871277,
"m": 1.0
},
{
"p": 0.12484882771968842,
"m": 1.0
},
{
"p": 0.0959283858537674,
"m": 1.0
},
{
"p": 0.10398590564727783,
"m": 1.0
},
{
"p": 0.11211880296468735,
"m": 1.0
},
{
"p": 0.12607166171073914,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.13430705666542053,
"val_loss": 1.1952848434448242,
"acc": 65.97,
"time": 5.86411930700001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.14360710978507996,
"m": 1.0
},
{
"p": 0.3942281901836395,
"m": 1.0
},
{
"p": 0.14404979348182678,
"m": 1.0
},
{
"p": 0.182195246219635,
"m": 1.0
},
{
"p": 0.2613617777824402,
"m": 1.0
},
{
"p": 0.25727689266204834,
"m": 1.0
},
{
"p": 0.22293345630168915,
"m": 1.0
},
{
"p": 0.32620084285736084,
"m": 1.0
},
{
"p": 0.1940516233444214,
"m": 1.0
},
{
"p": 0.2474786341190338,
"m": 1.0
},
{
"p": 0.353196382522583,
"m": 1.0
},
{
"p": 0.24919983744621277,
"m": 1.0
},
{
"p": 0.11978202313184738,
"m": 1.0
},
{
"p": 0.07959204167127609,
"m": 1.0
},
{
"p": 0.07926511764526367,
"m": 1.0
},
{
"p": 0.135931134223938,
"m": 1.0
},
{
"p": 0.1406424641609192,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.45361360907554626,
"val_loss": 1.3230476379394531,
"acc": 65.66,
"time": 5.863846775999946,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1436072289943695,
"m": 1.0
},
{
"p": 0.3942300081253052,
"m": 1.0
},
{
"p": 0.14404146373271942,
"m": 1.0
},
{
"p": 0.18217211961746216,
"m": 1.0
},
{
"p": 0.26144659519195557,
"m": 1.0
},
{
"p": 0.25783678889274597,
"m": 1.0
},
{
"p": 0.2212318480014801,
"m": 1.0
},
{
"p": 0.324446439743042,
"m": 1.0
},
{
"p": 0.18774335086345673,
"m": 1.0
},
{
"p": 0.24223724007606506,
"m": 1.0
},
{
"p": 0.3451353907585144,
"m": 1.0
},
{
"p": 0.2589392066001892,
"m": 1.0
},
{
"p": 0.1750505417585373,
"m": 1.0
},
{
"p": 0.08145404607057571,
"m": 1.0
},
{
"p": 0.056711215525865555,
"m": 1.0
},
{
"p": 0.12905333936214447,
"m": 1.0
},
{
"p": 0.1492805778980255,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.7462742328643799,
"val_loss": 0.9459027051925659,
"acc": 64.88,
"time": 26.163112100000035,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1445031613111496,
"m": 1.0
},
{
"p": 0.3843616545200348,
"m": 1.0
},
{
"p": 0.15721338987350464,
"m": 1.0
},
{
"p": 0.17974260449409485,
"m": 1.0
},
{
"p": 0.2651020288467407,
"m": 1.0
},
{
"p": 0.26310351490974426,
"m": 1.0
},
{
"p": 0.22056546807289124,
"m": 1.0
},
{
"p": 0.3237593472003937,
"m": 1.0
},
{
"p": 0.18527287244796753,
"m": 1.0
},
{
"p": 0.24018459022045135,
"m": 1.0
},
{
"p": 0.341978520154953,
"m": 1.0
},
{
"p": 0.2654544413089752,
"m": 1.0
},
{
"p": 0.22805537283420563,
"m": 1.0
},
{
"p": 0.10681162774562836,
"m": 1.0
},
{
"p": 0.08181700110435486,
"m": 1.0
},
{
"p": 0.126827672123909,
"m": 1.0
},
{
"p": 0.14385481178760529,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.8769361972808838,
"val_loss": 1.1596620082855225,
"acc": 64.44,
"time": 38.732250139999906,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.19044280052185059,
"m": 1.0
},
{
"p": 0.3755771517753601,
"m": 1.0
},
{
"p": 0.17271827161312103,
"m": 1.0
},
{
"p": 0.175725057721138,
"m": 1.0
},
{
"p": 0.2746286988258362,
"m": 1.0
},
{
"p": 0.29115909337997437,
"m": 1.0
},
{
"p": 0.22173309326171875,
"m": 1.0
},
{
"p": 0.2797466814517975,
"m": 1.0
},
{
"p": 0.17494159936904907,
"m": 1.0
},
{
"p": 0.23564031720161438,
"m": 1.0
},
{
"p": 0.3413569927215576,
"m": 1.0
},
{
"p": 0.2639157474040985,
"m": 1.0
},
{
"p": 0.24548397958278656,
"m": 1.0
},
{
"p": 0.12322394549846649,
"m": 1.0
},
{
"p": 0.10024634748697281,
"m": 1.0
},
{
"p": 0.12553898990154266,
"m": 1.0
},
{
"p": 0.1432075798511505,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.40720221400260925,
"val_loss": 1.127968668937683,
"acc": 67.66,
"time": 38.57667493500003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1842501014471054,
"m": 1.0
},
{
"p": 0.3274749517440796,
"m": 1.0
},
{
"p": 0.19859008491039276,
"m": 1.0
},
{
"p": 0.19087590277194977,
"m": 1.0
},
{
"p": 0.2842552363872528,
"m": 1.0
},
{
"p": 0.28656846284866333,
"m": 1.0
},
{
"p": 0.21594004333019257,
"m": 1.0
},
{
"p": 0.25886064767837524,
"m": 1.0
},
{
"p": 0.16927139461040497,
"m": 1.0
},
{
"p": 0.2327050417661667,
"m": 1.0
},
{
"p": 0.3414200246334076,
"m": 1.0
},
{
"p": 0.26010146737098694,
"m": 1.0
},
{
"p": 0.2480938732624054,
"m": 1.0
},
{
"p": 0.14413775503635406,
"m": 1.0
},
{
"p": 0.1318701058626175,
"m": 1.0
},
{
"p": 0.1136418953537941,
"m": 1.0
},
{
"p": 0.14984501898288727,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.0355027914047241,
"val_loss": 1.1128016710281372,
"acc": 67.16,
"time": 37.79939915399996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18075677752494812,
"m": 1.0
},
{
"p": 0.2646768391132355,
"m": 1.0
},
{
"p": 0.21057185530662537,
"m": 1.0
},
{
"p": 0.20322750508785248,
"m": 1.0
},
{
"p": 0.29096320271492004,
"m": 1.0
},
{
"p": 0.2725410461425781,
"m": 1.0
},
{
"p": 0.20575551688671112,
"m": 1.0
},
{
"p": 0.2499503195285797,
"m": 1.0
},
{
"p": 0.16712957620620728,
"m": 1.0
},
{
"p": 0.23128129541873932,
"m": 1.0
},
{
"p": 0.3551673889160156,
"m": 1.0
},
{
"p": 0.2735833525657654,
"m": 1.0
},
{
"p": 0.2478790283203125,
"m": 1.0
},
{
"p": 0.1476658433675766,
"m": 1.0
},
{
"p": 0.1478937268257141,
"m": 1.0
},
{
"p": 0.11150433868169785,
"m": 1.0
},
{
"p": 0.1560484915971756,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.2827586531639099,
"val_loss": 1.0808526277542114,
"acc": 66.84,
"time": 38.36689717400009,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17938941717147827,
"m": 1.0
},
{
"p": 0.2176554948091507,
"m": 1.0
},
{
"p": 0.25210675597190857,
"m": 1.0
},
{
"p": 0.21450884640216827,
"m": 1.0
},
{
"p": 0.2896144688129425,
"m": 1.0
},
{
"p": 0.23312640190124512,
"m": 1.0
},
{
"p": 0.2200847864151001,
"m": 1.0
},
{
"p": 0.24360431730747223,
"m": 1.0
},
{
"p": 0.17282816767692566,
"m": 1.0
},
{
"p": 0.23076452314853668,
"m": 1.0
},
{
"p": 0.3468969762325287,
"m": 1.0
},
{
"p": 0.2738534212112427,
"m": 1.0
},
{
"p": 0.24505798518657684,
"m": 1.0
},
{
"p": 0.1467244029045105,
"m": 1.0
},
{
"p": 0.15702691674232483,
"m": 1.0
},
{
"p": 0.1138591468334198,
"m": 1.0
},
{
"p": 0.16536182165145874,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.6138089299201965,
"val_loss": 0.9191300272941589,
"acc": 67.62,
"time": 38.63401416099987,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17885425686836243,
"m": 1.0
},
{
"p": 0.19925235211849213,
"m": 1.0
},
{
"p": 0.2051284909248352,
"m": 1.0
},
{
"p": 0.21745021641254425,
"m": 1.0
},
{
"p": 0.2864691913127899,
"m": 1.0
},
{
"p": 0.24064654111862183,
"m": 1.0
},
{
"p": 0.22639232873916626,
"m": 1.0
},
{
"p": 0.23728862404823303,
"m": 1.0
},
{
"p": 0.1792745441198349,
"m": 1.0
},
{
"p": 0.23059408366680145,
"m": 1.0
},
{
"p": 0.32504934072494507,
"m": 1.0
},
{
"p": 0.2569103240966797,
"m": 1.0
},
{
"p": 0.23182985186576843,
"m": 1.0
},
{
"p": 0.14395157992839813,
"m": 1.0
},
{
"p": 0.16261734068393707,
"m": 1.0
},
{
"p": 0.12632407248020172,
"m": 1.0
},
{
"p": 0.17716911435127258,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.7724512815475464,
"val_loss": 0.9909965991973877,
"acc": 66.41,
"time": 38.20817580399989,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1786448210477829,
"m": 1.0
},
{
"p": 0.19205057621002197,
"m": 1.0
},
{
"p": 0.17692722380161285,
"m": 1.0
},
{
"p": 0.21337445080280304,
"m": 1.0
},
{
"p": 0.2804625332355499,
"m": 1.0
},
{
"p": 0.2662210166454315,
"m": 1.0
},
{
"p": 0.22568365931510925,
"m": 1.0
},
{
"p": 0.22822870314121246,
"m": 1.0
},
{
"p": 0.1867283433675766,
"m": 1.0
},
{
"p": 0.24230515956878662,
"m": 1.0
},
{
"p": 0.31865379214286804,
"m": 1.0
},
{
"p": 0.26662304997444153,
"m": 1.0
},
{
"p": 0.21706104278564453,
"m": 1.0
},
{
"p": 0.1215951144695282,
"m": 1.0
},
{
"p": 0.16952316462993622,
"m": 1.0
},
{
"p": 0.13447479903697968,
"m": 1.0
},
{
"p": 0.18111388385295868,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.7890284061431885,
"val_loss": 0.9295781254768372,
"acc": 67.47,
"time": 37.833212366000225,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17856289446353912,
"m": 1.0
},
{
"p": 0.18923257291316986,
"m": 1.0
},
{
"p": 0.1658923476934433,
"m": 1.0
},
{
"p": 0.22965967655181885,
"m": 1.0
},
{
"p": 0.25653043389320374,
"m": 1.0
},
{
"p": 0.28956976532936096,
"m": 1.0
},
{
"p": 0.22021904587745667,
"m": 1.0
},
{
"p": 0.22434310615062714,
"m": 1.0
},
{
"p": 0.17611254751682281,
"m": 1.0
},
{
"p": 0.25917258858680725,
"m": 1.0
},
{
"p": 0.3146948218345642,
"m": 1.0
},
{
"p": 0.2650905251502991,
"m": 1.0
},
{
"p": 0.20716631412506104,
"m": 1.0
},
{
"p": 0.10052325576543808,
"m": 1.0
},
{
"p": 0.17598488926887512,
"m": 1.0
},
{
"p": 0.13924838602542877,
"m": 1.0
},
{
"p": 0.17551274597644806,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.3480013906955719,
"val_loss": 0.9024977684020996,
"acc": 66.61,
"time": 37.86557264599969,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17853082716464996,
"m": 1.0
},
{
"p": 0.18813003599643707,
"m": 1.0
},
{
"p": 0.16157495975494385,
"m": 1.0
},
{
"p": 0.23603126406669617,
"m": 1.0
},
{
"p": 0.22981062531471252,
"m": 1.0
},
{
"p": 0.27420154213905334,
"m": 1.0
},
{
"p": 0.2089260369539261,
"m": 1.0
},
{
"p": 0.2518738806247711,
"m": 1.0
},
{
"p": 0.16626998782157898,
"m": 1.0
},
{
"p": 0.2706858515739441,
"m": 1.0
},
{
"p": 0.3181529939174652,
"m": 1.0
},
{
"p": 0.2551599144935608,
"m": 1.0
},
{
"p": 0.20211772620677948,
"m": 1.0
},
{
"p": 0.08843039721250534,
"m": 1.0
},
{
"p": 0.17941787838935852,
"m": 1.0
},
{
"p": 0.14588740468025208,
"m": 1.0
},
{
"p": 0.15435890853405,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.8021783232688904,
"val_loss": 0.9692516326904297,
"acc": 68.07,
"time": 37.91006719400002,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851831018924713,
"m": 1.0
},
{
"p": 0.18769872188568115,
"m": 1.0
},
{
"p": 0.1598859578371048,
"m": 1.0
},
{
"p": 0.23852388560771942,
"m": 1.0
},
{
"p": 0.21922838687896729,
"m": 1.0
},
{
"p": 0.30173835158348083,
"m": 1.0
},
{
"p": 0.22739699482917786,
"m": 1.0
},
{
"p": 0.24094562232494354,
"m": 1.0
},
{
"p": 0.1538560688495636,
"m": 1.0
},
{
"p": 0.27288973331451416,
"m": 1.0
},
{
"p": 0.3252037763595581,
"m": 1.0
},
{
"p": 0.24702395498752594,
"m": 1.0
},
{
"p": 0.2015923708677292,
"m": 1.0
},
{
"p": 0.06896889954805374,
"m": 1.0
},
{
"p": 0.1821717470884323,
"m": 1.0
},
{
"p": 0.1432577669620514,
"m": 1.0
},
{
"p": 0.14866957068443298,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.5872751474380493,
"val_loss": 1.0898526906967163,
"acc": 68.63,
"time": 22.36994886599996,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851340770721436,
"m": 1.0
},
{
"p": 0.18752999603748322,
"m": 1.0
},
{
"p": 0.15922527015209198,
"m": 1.0
},
{
"p": 0.23949891328811646,
"m": 1.0
},
{
"p": 0.21508894860744476,
"m": 1.0
},
{
"p": 0.31896984577178955,
"m": 1.0
},
{
"p": 0.28096330165863037,
"m": 1.0
},
{
"p": 0.2080516517162323,
"m": 1.0
},
{
"p": 0.15841923654079437,
"m": 1.0
},
{
"p": 0.2579943537712097,
"m": 1.0
},
{
"p": 0.3246840834617615,
"m": 1.0
},
{
"p": 0.2569032609462738,
"m": 1.0
},
{
"p": 0.20689183473587036,
"m": 1.0
},
{
"p": 0.09144055098295212,
"m": 1.0
},
{
"p": 0.1845388561487198,
"m": 1.0
},
{
"p": 0.11713062226772308,
"m": 1.0
},
{
"p": 0.1471138447523117,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.13049332797527313,
"val_loss": 1.0210965871810913,
"acc": 65.8,
"time": 5.887037022999721,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851150035858154,
"m": 1.0
},
{
"p": 0.18746399879455566,
"m": 1.0
},
{
"p": 0.15896683931350708,
"m": 1.0
},
{
"p": 0.2398802638053894,
"m": 1.0
},
{
"p": 0.21346987783908844,
"m": 1.0
},
{
"p": 0.32570958137512207,
"m": 1.0
},
{
"p": 0.3239915668964386,
"m": 1.0
},
{
"p": 0.23261244595050812,
"m": 1.0
},
{
"p": 0.1725361943244934,
"m": 1.0
},
{
"p": 0.22830818593502045,
"m": 1.0
},
{
"p": 0.30834728479385376,
"m": 1.0
},
{
"p": 0.26877260208129883,
"m": 1.0
},
{
"p": 0.18705065548419952,
"m": 1.0
},
{
"p": 0.10655369609594345,
"m": 1.0
},
{
"p": 0.1877298653125763,
"m": 1.0
},
{
"p": 0.09432905912399292,
"m": 1.0
},
{
"p": 0.15231165289878845,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.1598045527935028,
"val_loss": 1.1451239585876465,
"acc": 67.15,
"time": 5.878149553000185,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851075530052185,
"m": 1.0
},
{
"p": 0.18743817508220673,
"m": 1.0
},
{
"p": 0.1588657647371292,
"m": 1.0
},
{
"p": 0.240029439330101,
"m": 1.0
},
{
"p": 0.21283666789531708,
"m": 1.0
},
{
"p": 0.32834547758102417,
"m": 1.0
},
{
"p": 0.34081974625587463,
"m": 1.0
},
{
"p": 0.2555910348892212,
"m": 1.0
},
{
"p": 0.2348119169473648,
"m": 1.0
},
{
"p": 0.21522697806358337,
"m": 1.0
},
{
"p": 0.2737540602684021,
"m": 1.0
},
{
"p": 0.2724874019622803,
"m": 1.0
},
{
"p": 0.167920783162117,
"m": 1.0
},
{
"p": 0.12481871992349625,
"m": 1.0
},
{
"p": 0.19535967707633972,
"m": 1.0
},
{
"p": 0.04151102527976036,
"m": 1.0
},
{
"p": 0.1388891488313675,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.11305371671915054,
"val_loss": 1.1630675792694092,
"acc": 66.72,
"time": 5.879296903999602,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851045727729797,
"m": 1.0
},
{
"p": 0.1874280869960785,
"m": 1.0
},
{
"p": 0.15882624685764313,
"m": 1.0
},
{
"p": 0.24008779227733612,
"m": 1.0
},
{
"p": 0.2125890552997589,
"m": 1.0
},
{
"p": 0.3293762505054474,
"m": 1.0
},
{
"p": 0.3474005162715912,
"m": 1.0
},
{
"p": 0.2645769715309143,
"m": 1.0
},
{
"p": 0.2769377827644348,
"m": 1.0
},
{
"p": 0.2102077454328537,
"m": 1.0
},
{
"p": 0.27616849541664124,
"m": 1.0
},
{
"p": 0.27572157979011536,
"m": 1.0
},
{
"p": 0.15538851916790009,
"m": 1.0
},
{
"p": 0.10438075661659241,
"m": 1.0
},
{
"p": 0.18699194490909576,
"m": 1.0
},
{
"p": 0.026893051341176033,
"m": 1.0
},
{
"p": 0.14122019708156586,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.3116647005081177,
"val_loss": 1.1496549844741821,
"acc": 67.07,
"time": 5.855142062000141,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17851032316684723,
"m": 1.0
},
{
"p": 0.18742412328720093,
"m": 1.0
},
{
"p": 0.1588108092546463,
"m": 1.0
},
{
"p": 0.2401105910539627,
"m": 1.0
},
{
"p": 0.21249225735664368,
"m": 1.0
},
{
"p": 0.32977932691574097,
"m": 1.0
},
{
"p": 0.34997373819351196,
"m": 1.0
},
{
"p": 0.26809069514274597,
"m": 1.0
},
{
"p": 0.2934100329875946,
"m": 1.0
},
{
"p": 0.20759397745132446,
"m": 1.0
},
{
"p": 0.2992353141307831,
"m": 1.0
},
{
"p": 0.36258557438850403,
"m": 1.0
},
{
"p": 0.12357939034700394,
"m": 1.0
},
{
"p": 0.1079128086566925,
"m": 1.0
},
{
"p": 0.17316223680973053,
"m": 1.0
},
{
"p": 0.054975610226392746,
"m": 1.0
},
{
"p": 0.13838118314743042,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.6791628003120422,
"val_loss": 1.1064914464950562,
"acc": 64.31,
"time": 21.807391438000195,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1531653106212616,
"m": 1.0
},
{
"p": 0.22331207990646362,
"m": 1.0
},
{
"p": 0.16201519966125488,
"m": 1.0
},
{
"p": 0.24725808203220367,
"m": 1.0
},
{
"p": 0.20949184894561768,
"m": 1.0
},
{
"p": 0.3299368917942047,
"m": 1.0
},
{
"p": 0.35097986459732056,
"m": 1.0
},
{
"p": 0.26946452260017395,
"m": 1.0
},
{
"p": 0.2998504936695099,
"m": 1.0
},
{
"p": 0.2065720111131668,
"m": 1.0
},
{
"p": 0.3082541823387146,
"m": 1.0
},
{
"p": 0.41054633259773254,
"m": 1.0
},
{
"p": 0.0838669091463089,
"m": 1.0
},
{
"p": 0.11430280655622482,
"m": 1.0
},
{
"p": 0.14495471119880676,
"m": 1.0
},
{
"p": 0.045979321002960205,
"m": 1.0
},
{
"p": 0.18420076370239258,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.479765921831131,
"val_loss": 0.9433522820472717,
"acc": 66.2,
"time": 36.99724649000018,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.11429114639759064,
"m": 1.0
},
{
"p": 0.26550713181495667,
"m": 1.0
},
{
"p": 0.16733191907405853,
"m": 1.0
},
{
"p": 0.26599517464637756,
"m": 1.0
},
{
"p": 0.1930726170539856,
"m": 1.0
},
{
"p": 0.3095187842845917,
"m": 1.0
},
{
"p": 0.32746145129203796,
"m": 1.0
},
{
"p": 0.2597717344760895,
"m": 1.0
},
{
"p": 0.2941649556159973,
"m": 1.0
},
{
"p": 0.19810515642166138,
"m": 1.0
},
{
"p": 0.3195655345916748,
"m": 1.0
},
{
"p": 0.4143873155117035,
"m": 1.0
},
{
"p": 0.06589209288358688,
"m": 1.0
},
{
"p": 0.11406092345714569,
"m": 1.0
},
{
"p": 0.12571722269058228,
"m": 1.0
},
{
"p": 0.0494672991335392,
"m": 1.0
},
{
"p": 0.20795060694217682,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.35825884342193604,
"val_loss": 0.9915724396705627,
"acc": 68.78,
"time": 39.29340317199967,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.11939150094985962,
"m": 1.0
},
{
"p": 0.2816234230995178,
"m": 1.0
},
{
"p": 0.18578210473060608,
"m": 1.0
},
{
"p": 0.26091277599334717,
"m": 1.0
},
{
"p": 0.19492113590240479,
"m": 1.0
},
{
"p": 0.30502429604530334,
"m": 1.0
},
{
"p": 0.311882346868515,
"m": 1.0
},
{
"p": 0.2551499009132385,
"m": 1.0
},
{
"p": 0.28940892219543457,
"m": 1.0
},
{
"p": 0.190776526927948,
"m": 1.0
},
{
"p": 0.3300967216491699,
"m": 1.0
},
{
"p": 0.39701613783836365,
"m": 1.0
},
{
"p": 0.05339620262384415,
"m": 1.0
},
{
"p": 0.10728373378515244,
"m": 1.0
},
{
"p": 0.09797418862581253,
"m": 1.0
},
{
"p": 0.05828399211168289,
"m": 1.0
},
{
"p": 0.201467826962471,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.9759516716003418,
"val_loss": 0.9453843235969543,
"acc": 67.51,
"time": 38.016840225000124,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12174864858388901,
"m": 1.0
},
{
"p": 0.2576734125614166,
"m": 1.0
},
{
"p": 0.19804993271827698,
"m": 1.0
},
{
"p": 0.25274574756622314,
"m": 1.0
},
{
"p": 0.20213094353675842,
"m": 1.0
},
{
"p": 0.307681679725647,
"m": 1.0
},
{
"p": 0.29558974504470825,
"m": 1.0
},
{
"p": 0.2582727372646332,
"m": 1.0
},
{
"p": 0.29186585545539856,
"m": 1.0
},
{
"p": 0.18875724077224731,
"m": 1.0
},
{
"p": 0.3410083055496216,
"m": 1.0
},
{
"p": 0.39111217856407166,
"m": 1.0
},
{
"p": 0.0597107969224453,
"m": 1.0
},
{
"p": 0.10211262106895447,
"m": 1.0
},
{
"p": 0.08303041756153107,
"m": 1.0
},
{
"p": 0.06519464403390884,
"m": 1.0
},
{
"p": 0.19480043649673462,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.4901460111141205,
"val_loss": 0.8848022222518921,
"acc": 68.45,
"time": 38.856257490999724,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12266996502876282,
"m": 1.0
},
{
"p": 0.2260880172252655,
"m": 1.0
},
{
"p": 0.21037916839122772,
"m": 1.0
},
{
"p": 0.23659060895442963,
"m": 1.0
},
{
"p": 0.18215472996234894,
"m": 1.0
},
{
"p": 0.2862827777862549,
"m": 1.0
},
{
"p": 0.26068320870399475,
"m": 1.0
},
{
"p": 0.25429967045783997,
"m": 1.0
},
{
"p": 0.2845294773578644,
"m": 1.0
},
{
"p": 0.20503368973731995,
"m": 1.0
},
{
"p": 0.3512774407863617,
"m": 1.0
},
{
"p": 0.38926032185554504,
"m": 1.0
},
{
"p": 0.06775737553834915,
"m": 1.0
},
{
"p": 0.09811253845691681,
"m": 1.0
},
{
"p": 0.07200101763010025,
"m": 1.0
},
{
"p": 0.07436749339103699,
"m": 1.0
},
{
"p": 0.1851268708705902,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.48954376578330994,
"val_loss": 1.045767903327942,
"acc": 68.65,
"time": 38.55766975300003,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12303005158901215,
"m": 1.0
},
{
"p": 0.2137434035539627,
"m": 1.0
},
{
"p": 0.18889182806015015,
"m": 1.0
},
{
"p": 0.211064875125885,
"m": 1.0
},
{
"p": 0.1858615279197693,
"m": 1.0
},
{
"p": 0.276827871799469,
"m": 1.0
},
{
"p": 0.24317973852157593,
"m": 1.0
},
{
"p": 0.24517793953418732,
"m": 1.0
},
{
"p": 0.2751523554325104,
"m": 1.0
},
{
"p": 0.23291343450546265,
"m": 1.0
},
{
"p": 0.3660425543785095,
"m": 1.0
},
{
"p": 0.389473557472229,
"m": 1.0
},
{
"p": 0.07780778408050537,
"m": 1.0
},
{
"p": 0.1091669350862503,
"m": 1.0
},
{
"p": 0.07013967633247375,
"m": 1.0
},
{
"p": 0.0728684663772583,
"m": 1.0
},
{
"p": 0.1759984940290451,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.898961067199707,
"val_loss": 0.9116231203079224,
"acc": 67.42,
"time": 37.90456658100038,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12317077070474625,
"m": 1.0
},
{
"p": 0.20891907811164856,
"m": 1.0
},
{
"p": 0.18845802545547485,
"m": 1.0
},
{
"p": 0.22370918095111847,
"m": 1.0
},
{
"p": 0.1977025866508484,
"m": 1.0
},
{
"p": 0.27672162652015686,
"m": 1.0
},
{
"p": 0.2473953366279602,
"m": 1.0
},
{
"p": 0.21597920358181,
"m": 1.0
},
{
"p": 0.27925053238868713,
"m": 1.0
},
{
"p": 0.22987225651741028,
"m": 1.0
},
{
"p": 0.3479721248149872,
"m": 1.0
},
{
"p": 0.3730320930480957,
"m": 1.0
},
{
"p": 0.1066325306892395,
"m": 1.0
},
{
"p": 0.10539887100458145,
"m": 1.0
},
{
"p": 0.0641549676656723,
"m": 1.0
},
{
"p": 0.06684942543506622,
"m": 1.0
},
{
"p": 0.16760045289993286,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.7564651370048523,
"val_loss": 1.2653180360794067,
"acc": 68.06,
"time": 38.645419690999915,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12322576344013214,
"m": 1.0
},
{
"p": 0.20703384280204773,
"m": 1.0
},
{
"p": 0.18828853964805603,
"m": 1.0
},
{
"p": 0.2464255839586258,
"m": 1.0
},
{
"p": 0.20509737730026245,
"m": 1.0
},
{
"p": 0.2863599956035614,
"m": 1.0
},
{
"p": 0.2432415932416916,
"m": 1.0
},
{
"p": 0.19169506430625916,
"m": 1.0
},
{
"p": 0.2707512676715851,
"m": 1.0
},
{
"p": 0.22805476188659668,
"m": 1.0
},
{
"p": 0.3394993841648102,
"m": 1.0
},
{
"p": 0.36162129044532776,
"m": 1.0
},
{
"p": 0.13187193870544434,
"m": 1.0
},
{
"p": 0.09738021343946457,
"m": 1.0
},
{
"p": 0.05462023243308067,
"m": 1.0
},
{
"p": 0.05587098002433777,
"m": 1.0
},
{
"p": 0.1531684249639511,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.5220393538475037,
"val_loss": 1.107847809791565,
"acc": 68.79,
"time": 38.71021727099969,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12324725091457367,
"m": 1.0
},
{
"p": 0.20629720389842987,
"m": 1.0
},
{
"p": 0.18822230398654938,
"m": 1.0
},
{
"p": 0.25530198216438293,
"m": 1.0
},
{
"p": 0.22833183407783508,
"m": 1.0
},
{
"p": 0.291082501411438,
"m": 1.0
},
{
"p": 0.23178891837596893,
"m": 1.0
},
{
"p": 0.1700836569070816,
"m": 1.0
},
{
"p": 0.26054465770721436,
"m": 1.0
},
{
"p": 0.22276253998279572,
"m": 1.0
},
{
"p": 0.33122724294662476,
"m": 1.0
},
{
"p": 0.35864731669425964,
"m": 1.0
},
{
"p": 0.14525148272514343,
"m": 1.0
},
{
"p": 0.09708432108163834,
"m": 1.0
},
{
"p": 0.053607650101184845,
"m": 1.0
},
{
"p": 0.03838026151061058,
"m": 1.0
},
{
"p": 0.13537554442882538,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.21471397578716278,
"val_loss": 1.29206383228302,
"acc": 68.33,
"time": 38.79736264400026,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1232556477189064,
"m": 1.0
},
{
"p": 0.2060093879699707,
"m": 1.0
},
{
"p": 0.18819640576839447,
"m": 1.0
},
{
"p": 0.2587701976299286,
"m": 1.0
},
{
"p": 0.24119260907173157,
"m": 1.0
},
{
"p": 0.18811146914958954,
"m": 1.0
},
{
"p": 0.23599007725715637,
"m": 1.0
},
{
"p": 0.13892151415348053,
"m": 1.0
},
{
"p": 0.264035165309906,
"m": 1.0
},
{
"p": 0.21599972248077393,
"m": 1.0
},
{
"p": 0.30990108847618103,
"m": 1.0
},
{
"p": 0.36436721682548523,
"m": 1.0
},
{
"p": 0.15502621233463287,
"m": 1.0
},
{
"p": 0.0873614028096199,
"m": 1.0
},
{
"p": 0.10946177691221237,
"m": 1.0
},
{
"p": 0.0583849772810936,
"m": 1.0
},
{
"p": 0.12708353996276855,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.07833867520093918,
"val_loss": 1.0176794528961182,
"acc": 68.35,
"time": 25.795168082000146,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12325892597436905,
"m": 1.0
},
{
"p": 0.20589692890644073,
"m": 1.0
},
{
"p": 0.18818628787994385,
"m": 1.0
},
{
"p": 0.26012521982192993,
"m": 1.0
},
{
"p": 0.246217280626297,
"m": 1.0
},
{
"p": 0.12446749210357666,
"m": 1.0
},
{
"p": 0.23748654127120972,
"m": 1.0
},
{
"p": 0.0869625136256218,
"m": 1.0
},
{
"p": 0.27878788113594055,
"m": 1.0
},
{
"p": 0.21709340810775757,
"m": 1.0
},
{
"p": 0.2950766980648041,
"m": 1.0
},
{
"p": 0.3554990291595459,
"m": 1.0
},
{
"p": 0.16131097078323364,
"m": 1.0
},
{
"p": 0.08787434548139572,
"m": 1.0
},
{
"p": 0.1381329447031021,
"m": 1.0
},
{
"p": 0.06663811951875687,
"m": 1.0
},
{
"p": 0.10849650204181671,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.4262482225894928,
"val_loss": 1.1002843379974365,
"acc": 68.44,
"time": 5.850791088000278,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12326020002365112,
"m": 1.0
},
{
"p": 0.20585300028324127,
"m": 1.0
},
{
"p": 0.18818232417106628,
"m": 1.0
},
{
"p": 0.26065462827682495,
"m": 1.0
},
{
"p": 0.24818025529384613,
"m": 1.0
},
{
"p": 0.09960366785526276,
"m": 1.0
},
{
"p": 0.24155183136463165,
"m": 1.0
},
{
"p": 0.08247911185026169,
"m": 1.0
},
{
"p": 0.2978017032146454,
"m": 1.0
},
{
"p": 0.2093534916639328,
"m": 1.0
},
{
"p": 0.316055566072464,
"m": 1.0
},
{
"p": 0.3980899453163147,
"m": 1.0
},
{
"p": 0.15019939839839935,
"m": 1.0
},
{
"p": 0.06763622164726257,
"m": 1.0
},
{
"p": 0.12738071382045746,
"m": 1.0
},
{
"p": 0.043183885514736176,
"m": 1.0
},
{
"p": 0.09229113161563873,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.08262230455875397,
"val_loss": 1.130990982055664,
"acc": 67.93,
"time": 5.879118052000194,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12326069921255112,
"m": 1.0
},
{
"p": 0.20583586394786835,
"m": 1.0
},
{
"p": 0.18818078935146332,
"m": 1.0
},
{
"p": 0.26086142659187317,
"m": 1.0
},
{
"p": 0.24894708395004272,
"m": 1.0
},
{
"p": 0.08989071846008301,
"m": 1.0
},
{
"p": 0.24313990771770477,
"m": 1.0
},
{
"p": 0.10595756769180298,
"m": 1.0
},
{
"p": 0.2466101497411728,
"m": 1.0
},
{
"p": 0.18185217678546906,
"m": 1.0
},
{
"p": 0.32676810026168823,
"m": 1.0
},
{
"p": 0.41430047154426575,
"m": 1.0
},
{
"p": 0.1503043919801712,
"m": 1.0
},
{
"p": 0.040343910455703735,
"m": 1.0
},
{
"p": 0.10000016540288925,
"m": 1.0
},
{
"p": 0.043635204434394836,
"m": 1.0
},
{
"p": 0.08536379039287567,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.1796763688325882,
"val_loss": 1.1438053846359253,
"acc": 68.57,
"time": 5.860766668999986,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.12326089292764664,
"m": 1.0
},
{
"p": 0.2058291733264923,
"m": 1.0
},
{
"p": 0.18818017840385437,
"m": 1.0
},
{
"p": 0.26094216108322144,
"m": 1.0
},
{
"p": 0.24924664199352264,
"m": 1.0
},
{
"p": 0.0860966295003891,
"m": 1.0
},
{
"p": 0.24376022815704346,
"m": 1.0
},
{
"p": 0.1151287630200386,
"m": 1.0
},
{
"p": 0.22149322926998138,
"m": 1.0
},
{
"p": 0.08326558768749237,
"m": 1.0
},
{
"p": 0.3395175039768219,
"m": 1.0
},
{
"p": 0.418508917093277,
"m": 1.0
},
{
"p": 0.16387353837490082,
"m": 1.0
},
{
"p": 0.015294485725462437,
"m": 1.0
},
{
"p": 0.08719287067651749,
"m": 1.0
},
{
"p": 0.08015556633472443,
"m": 1.0
},
{
"p": 0.10177214443683624,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.1087973415851593,
"val_loss": 1.1213016510009766,
"acc": 66.9,
"time": 5.8616163520000555,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1232609748840332,
"m": 1.0
},
{
"p": 0.2058265507221222,
"m": 1.0
},
{
"p": 0.18817993998527527,
"m": 1.0
},
{
"p": 0.2609736919403076,
"m": 1.0
},
{
"p": 0.24936363101005554,
"m": 1.0
},
{
"p": 0.08461466431617737,
"m": 1.0
},
{
"p": 0.244002565741539,
"m": 1.0
},
{
"p": 0.11871100962162018,
"m": 1.0
},
{
"p": 0.21168263256549835,
"m": 1.0
},
{
"p": 0.03646616265177727,
"m": 1.0
},
{
"p": 0.34434962272644043,
"m": 1.0
},
{
"p": 0.3870387375354767,
"m": 1.0
},
{
"p": 0.14609986543655396,
"m": 1.0
},
{
"p": 0.06258751451969147,
"m": 1.0
},
{
"p": 0.07492155581712723,
"m": 1.0
},
{
"p": 0.12177565693855286,
"m": 1.0
},
{
"p": 0.145718052983284,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0449552536010742,
"val_loss": 1.1200366020202637,
"acc": 65.92,
"time": 18.264811200000167,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.10979961603879929,
"m": 1.0
},
{
"p": 0.1964474469423294,
"m": 1.0
},
{
"p": 0.18182632327079773,
"m": 1.0
},
{
"p": 0.26172956824302673,
"m": 1.0
},
{
"p": 0.24940933287143707,
"m": 1.0
},
{
"p": 0.08403585106134415,
"m": 1.0
},
{
"p": 0.24409721791744232,
"m": 1.0
},
{
"p": 0.12011014670133591,
"m": 1.0
},
{
"p": 0.207850843667984,
"m": 1.0
},
{
"p": 0.018187493085861206,
"m": 1.0
},
{
"p": 0.3462369441986084,
"m": 1.0
},
{
"p": 0.35949599742889404,
"m": 1.0
},
{
"p": 0.1020127534866333,
"m": 1.0
},
{
"p": 0.10646788775920868,
"m": 1.0
},
{
"p": 0.06683838367462158,
"m": 1.0
},
{
"p": 0.13181030750274658,
"m": 1.0
},
{
"p": 0.1432884931564331,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.42230749130249023,
"val_loss": 1.0407178401947021,
"acc": 66.17,
"time": 36.940580685999976,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.13563105463981628,
"m": 1.0
},
{
"p": 0.18091879785060883,
"m": 1.0
},
{
"p": 0.16516220569610596,
"m": 1.0
},
{
"p": 0.26584962010383606,
"m": 1.0
},
{
"p": 0.22533482313156128,
"m": 1.0
},
{
"p": 0.06566289812326431,
"m": 1.0
},
{
"p": 0.2217540293931961,
"m": 1.0
},
{
"p": 0.1323520690202713,
"m": 1.0
},
{
"p": 0.22435908019542694,
"m": 1.0
},
{
"p": 0.011044600047171116,
"m": 1.0
},
{
"p": 0.3298100531101227,
"m": 1.0
},
{
"p": 0.339870810508728,
"m": 1.0
},
{
"p": 0.0858379676938057,
"m": 1.0
},
{
"p": 0.12357034534215927,
"m": 1.0
},
{
"p": 0.06342697143554688,
"m": 1.0
},
{
"p": 0.1351715326309204,
"m": 1.0
},
{
"p": 0.11238238960504532,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.3582362234592438,
"val_loss": 0.8896934986114502,
"acc": 67.92,
"time": 38.243693211999926,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1684688925743103,
"m": 1.0
},
{
"p": 0.21843239665031433,
"m": 1.0
},
{
"p": 0.15098972618579865,
"m": 1.0
},
{
"p": 0.2578431963920593,
"m": 1.0
},
{
"p": 0.20871178805828094,
"m": 1.0
},
{
"p": 0.07052327692508698,
"m": 1.0
},
{
"p": 0.2128484547138214,
"m": 1.0
},
{
"p": 0.14074285328388214,
"m": 1.0
},
{
"p": 0.23977059125900269,
"m": 1.0
},
{
"p": 0.008251856081187725,
"m": 1.0
},
{
"p": 0.30167868733406067,
"m": 1.0
},
{
"p": 0.3124105632305145,
"m": 1.0
},
{
"p": 0.08488883823156357,
"m": 1.0
},
{
"p": 0.10530456155538559,
"m": 1.0
},
{
"p": 0.05339685454964638,
"m": 1.0
},
{
"p": 0.1361907720565796,
"m": 1.0
},
{
"p": 0.10869263112545013,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.5247745513916016,
"val_loss": 1.1575778722763062,
"acc": 68.67,
"time": 37.743800726000245,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.17927539348602295,
"m": 1.0
},
{
"p": 0.27260738611221313,
"m": 1.0
},
{
"p": 0.14163914322853088,
"m": 1.0
},
{
"p": 0.24717506766319275,
"m": 1.0
},
{
"p": 0.1930842101573944,
"m": 1.0
},
{
"p": 0.10236188769340515,
"m": 1.0
},
{
"p": 0.22858469188213348,
"m": 1.0
},
{
"p": 0.14349134266376495,
"m": 1.0
},
{
"p": 0.2415907233953476,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.30279725790023804,
"m": 1.0
},
{
"p": 0.29481253027915955,
"m": 1.0
},
{
"p": 0.10198729485273361,
"m": 1.0
},
{
"p": 0.10455694049596786,
"m": 1.0
},
{
"p": 0.049254804849624634,
"m": 1.0
},
{
"p": 0.1340608149766922,
"m": 1.0
},
{
"p": 0.10983826220035553,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.12924207746982574,
"val_loss": 1.0889157056808472,
"acc": 69.21,
"time": 38.567998368999724,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1834951788187027,
"m": 1.0
},
{
"p": 0.27091604471206665,
"m": 1.0
},
{
"p": 0.11299968510866165,
"m": 1.0
},
{
"p": 0.208949014544487,
"m": 1.0
},
{
"p": 0.2120455503463745,
"m": 1.0
},
{
"p": 0.16100993752479553,
"m": 1.0
},
{
"p": 0.23882149159908295,
"m": 1.0
},
{
"p": 0.14772911369800568,
"m": 1.0
},
{
"p": 0.24522367119789124,
"m": 1.0
},
{
"p": 0.020439788699150085,
"m": 1.0
},
{
"p": 0.3068671226501465,
"m": 1.0
},
{
"p": 0.2845180034637451,
"m": 1.0
},
{
"p": 0.12236493825912476,
"m": 1.0
},
{
"p": 0.11234338581562042,
"m": 1.0
},
{
"p": 0.048608630895614624,
"m": 1.0
},
{
"p": 0.1204904168844223,
"m": 1.0
},
{
"p": 0.11774769425392151,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.49705949425697327,
"val_loss": 1.0460597276687622,
"acc": 68.32,
"time": 38.975022166000144,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18514284491539001,
"m": 1.0
},
{
"p": 0.2702556252479553,
"m": 1.0
},
{
"p": 0.15639370679855347,
"m": 1.0
},
{
"p": 0.20339195430278778,
"m": 1.0
},
{
"p": 0.21199609339237213,
"m": 1.0
},
{
"p": 0.20279967784881592,
"m": 1.0
},
{
"p": 0.24677376449108124,
"m": 1.0
},
{
"p": 0.1518656611442566,
"m": 1.0
},
{
"p": 0.2507423758506775,
"m": 1.0
},
{
"p": 0.07404348999261856,
"m": 1.0
},
{
"p": 0.3079277575016022,
"m": 1.0
},
{
"p": 0.29806074500083923,
"m": 1.0
},
{
"p": 0.1185331717133522,
"m": 1.0
},
{
"p": 0.08396321535110474,
"m": 1.0
},
{
"p": 0.0722016990184784,
"m": 1.0
},
{
"p": 0.1142996996641159,
"m": 1.0
},
{
"p": 0.11870025098323822,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.5384727716445923,
"val_loss": 1.0928922891616821,
"acc": 68.42,
"time": 38.452443484000014,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1857861876487732,
"m": 1.0
},
{
"p": 0.26999780535697937,
"m": 1.0
},
{
"p": 0.17566657066345215,
"m": 1.0
},
{
"p": 0.16784906387329102,
"m": 1.0
},
{
"p": 0.19700106978416443,
"m": 1.0
},
{
"p": 0.22944150865077972,
"m": 1.0
},
{
"p": 0.25974321365356445,
"m": 1.0
},
{
"p": 0.17860083281993866,
"m": 1.0
},
{
"p": 0.27351143956184387,
"m": 1.0
},
{
"p": 0.08720079064369202,
"m": 1.0
},
{
"p": 0.3062129616737366,
"m": 1.0
},
{
"p": 0.30033573508262634,
"m": 1.0
},
{
"p": 0.12164636701345444,
"m": 1.0
},
{
"p": 0.05525006726384163,
"m": 1.0
},
{
"p": 0.08713114261627197,
"m": 1.0
},
{
"p": 0.10980316251516342,
"m": 1.0
},
{
"p": 0.11739715933799744,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.6305784583091736,
"val_loss": 0.9530398845672607,
"acc": 68.32,
"time": 38.42410306900001,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.1860373467206955,
"m": 1.0
},
{
"p": 0.26989713311195374,
"m": 1.0
},
{
"p": 0.1831912100315094,
"m": 1.0
},
{
"p": 0.1685924530029297,
"m": 1.0
},
{
"p": 0.21492834389209747,
"m": 1.0
},
{
"p": 0.25128501653671265,
"m": 1.0
},
{
"p": 0.27210140228271484,
"m": 1.0
},
{
"p": 0.17938338220119476,
"m": 1.0
},
{
"p": 0.2742195427417755,
"m": 1.0
},
{
"p": 0.10151161998510361,
"m": 1.0
},
{
"p": 0.30188021063804626,
"m": 1.0
},
{
"p": 0.29812178015708923,
"m": 1.0
},
{
"p": 0.12714339792728424,
"m": 1.0
},
{
"p": 0.028687117621302605,
"m": 1.0
},
{
"p": 0.08929585665464401,
"m": 1.0
},
{
"p": 0.09963656961917877,
"m": 1.0
},
{
"p": 0.09686799347400665,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.31434524059295654,
"val_loss": 1.1339292526245117,
"acc": 69.5,
"time": 37.57773855000005,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18613538146018982,
"m": 1.0
},
{
"p": 0.26985785365104675,
"m": 1.0
},
{
"p": 0.1861288845539093,
"m": 1.0
},
{
"p": 0.16888269782066345,
"m": 1.0
},
{
"p": 0.23957712948322296,
"m": 1.0
},
{
"p": 0.26075902581214905,
"m": 1.0
},
{
"p": 0.27701008319854736,
"m": 1.0
},
{
"p": 0.1609942466020584,
"m": 1.0
},
{
"p": 0.2879459857940674,
"m": 1.0
},
{
"p": 0.11417847871780396,
"m": 1.0
},
{
"p": 0.2959757149219513,
"m": 1.0
},
{
"p": 0.2936810553073883,
"m": 1.0
},
{
"p": 0.12910927832126617,
"m": 1.0
},
{
"p": 0.03217175602912903,
"m": 1.0
},
{
"p": 0.09207093715667725,
"m": 1.0
},
{
"p": 0.08255056291818619,
"m": 1.0
},
{
"p": 0.08454340696334839,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.3208969831466675,
"val_loss": 0.9758222699165344,
"acc": 68.71,
"time": 37.43913288199974,
"param": [
{
"p": 0.3333333432674408,
"m": 1.0
},
{
"p": 0.18617364764213562,
"m": 1.0
},
{
"p": 0.2698425352573395,
"m": 1.0
},
{
"p": 0.1872757226228714,
"m": 1.0
},
{
"p": 0.16899600625038147,
"m": 1.0
},
{
"p": 0.2524792551994324,
"m": 1.0
},
{
"p": 0.19053803384304047,
"m": 1.0
},
{
"p": 0.27088192105293274,
"m": 1.0
},
{
"p": 0.14614441990852356,
"m": 1.0
},
{
"p": 0.3114623427391052,
"m": 1.0
},
{
"p": 0.11379595845937729,
"m": 1.0
},
{
"p": 0.29156187176704407,
"m": 1.0
},
{
"p": 0.3068397343158722,
"m": 1.0
},
{
"p": 0.14596538245677948,
"m": 1.0
},
{
"p": 0.05795559659600258,
"m": 1.0
},
{
"p": 0.08655045926570892,
"m": 1.0
},
{
"p": 0.07113166153430939,
"m": 1.0
},
{
"p": 0.09549598395824432,
"m": 1.0
}
]
}
]
}