AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-1.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
191 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 74.81,
"Time": [
394.37696643635746,
15.732155521614823,
79027.14436648483
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.541149139404297,
"val_loss": 2.1673648357391357,
"acc": 18.63,
"time": 338.2209536070004,
"param": [
{
"p": 0.07857504487037659,
"m": 1.0
},
{
"p": 0.05994907394051552,
"m": 1.0
},
{
"p": 0.0812082290649414,
"m": 1.0
},
{
"p": 0.08836714178323746,
"m": 1.0
},
{
"p": 0.07139109820127487,
"m": 1.0
},
{
"p": 0.06142626330256462,
"m": 1.0
},
{
"p": 0.07171828299760818,
"m": 1.0
},
{
"p": 0.08037728071212769,
"m": 1.0
},
{
"p": 0.061425063759088516,
"m": 1.0
},
{
"p": 0.056993626058101654,
"m": 1.0
},
{
"p": 0.07430973649024963,
"m": 1.0
},
{
"p": 0.06410253793001175,
"m": 1.0
},
{
"p": 0.08302068710327148,
"m": 1.0
},
{
"p": 0.06713585555553436,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.0295000076293945,
"val_loss": 1.9166648387908936,
"acc": 30.38,
"time": 395.76474205893464,
"param": [
{
"p": 0.096223384141922,
"m": 1.0
},
{
"p": 0.015165122225880623,
"m": 1.0
},
{
"p": 0.08499810844659805,
"m": 1.0
},
{
"p": 0.11239757388830185,
"m": 1.0
},
{
"p": 0.07996279746294022,
"m": 1.0
},
{
"p": 0.07386226952075958,
"m": 1.0
},
{
"p": 0.09603342413902283,
"m": 1.0
},
{
"p": 0.1066397875547409,
"m": 1.0
},
{
"p": 0.05686349421739578,
"m": 1.0
},
{
"p": 0.03894174098968506,
"m": 1.0
},
{
"p": 0.07986915111541748,
"m": 1.0
},
{
"p": 0.05694535747170448,
"m": 1.0
},
{
"p": 0.0880141481757164,
"m": 1.0
},
{
"p": 0.014083590358495712,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 4.072552680969238,
"val_loss": 1.8313733339309692,
"acc": 34.5,
"time": 403.47022005799226,
"param": [
{
"p": 0.10753828287124634,
"m": 1.0
},
{
"p": 0.000993436435237527,
"m": 1.0
},
{
"p": 0.029473988339304924,
"m": 1.0
},
{
"p": 0.16305764019489288,
"m": 1.0
},
{
"p": 0.10139665007591248,
"m": 1.0
},
{
"p": 0.07173947989940643,
"m": 1.0
},
{
"p": 0.1357875019311905,
"m": 1.0
},
{
"p": 0.12210310250520706,
"m": 1.0
},
{
"p": 0.020114393904805183,
"m": 1.0
},
{
"p": 0.02915468066930771,
"m": 1.0
},
{
"p": 0.08015196025371552,
"m": 1.0
},
{
"p": 0.049805670976638794,
"m": 1.0
},
{
"p": 0.08796597272157669,
"m": 1.0
},
{
"p": 0.0007171831675805151,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.5676937103271484,
"val_loss": 1.884277105331421,
"acc": 33.8,
"time": 391.9676684187725,
"param": [
{
"p": 0.12852582335472107,
"m": 1.0
},
{
"p": 0.0007244246080517769,
"m": 1.0
},
{
"p": 0.04280370846390724,
"m": 1.0
},
{
"p": 0.17713706195354462,
"m": 1.0
},
{
"p": 0.062123868614435196,
"m": 1.0
},
{
"p": 0.0014041248941794038,
"m": 1.0
},
{
"p": 0.14633598923683167,
"m": 1.0
},
{
"p": 0.07354900985956192,
"m": 1.0
},
{
"p": 0.05885782092809677,
"m": 1.0
},
{
"p": 0.03837178274989128,
"m": 1.0
},
{
"p": 0.07837133854627609,
"m": 1.0
},
{
"p": 0.10140596330165863,
"m": 1.0
},
{
"p": 0.0896645337343216,
"m": 1.0
},
{
"p": 0.0007244246080517769,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.4669547080993652,
"val_loss": 1.529586672782898,
"acc": 46.0,
"time": 361.91426203306764,
"param": [
{
"p": 0.1369413286447525,
"m": 1.0
},
{
"p": 0.0007221680716611445,
"m": 1.0
},
{
"p": 0.06760845333337784,
"m": 1.0
},
{
"p": 0.15821361541748047,
"m": 1.0
},
{
"p": 0.05995640531182289,
"m": 1.0
},
{
"p": 0.0007221680716611445,
"m": 1.0
},
{
"p": 0.13304205238819122,
"m": 1.0
},
{
"p": 0.07478346675634384,
"m": 1.0
},
{
"p": 0.05750646814703941,
"m": 1.0
},
{
"p": 0.02940155565738678,
"m": 1.0
},
{
"p": 0.06734109669923782,
"m": 1.0
},
{
"p": 0.11469108611345291,
"m": 1.0
},
{
"p": 0.09834800660610199,
"m": 1.0
},
{
"p": 0.0007221680716611445,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.3489022254943848,
"val_loss": 1.390599012374878,
"acc": 48.14,
"time": 353.28851076588035,
"param": [
{
"p": 0.15325629711151123,
"m": 1.0
},
{
"p": 0.0007093102321960032,
"m": 1.0
},
{
"p": 0.06159338355064392,
"m": 1.0
},
{
"p": 0.14170846343040466,
"m": 1.0
},
{
"p": 0.06250616163015366,
"m": 1.0
},
{
"p": 0.03639008849859238,
"m": 1.0
},
{
"p": 0.13253046572208405,
"m": 1.0
},
{
"p": 0.04138748720288277,
"m": 1.0
},
{
"p": 0.06108174845576286,
"m": 1.0
},
{
"p": 0.02640140801668167,
"m": 1.0
},
{
"p": 0.046175695955753326,
"m": 1.0
},
{
"p": 0.14459945261478424,
"m": 1.0
},
{
"p": 0.09095065295696259,
"m": 1.0
},
{
"p": 0.0007093102321960032,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.3702073097229004,
"val_loss": 1.4154514074325562,
"acc": 48.9,
"time": 371.4625015880447,
"param": [
{
"p": 0.1854238659143448,
"m": 1.0
},
{
"p": 0.0007144185365177691,
"m": 1.0
},
{
"p": 0.0730307549238205,
"m": 1.0
},
{
"p": 0.1530761867761612,
"m": 1.0
},
{
"p": 0.05161849781870842,
"m": 1.0
},
{
"p": 0.00976443849503994,
"m": 1.0
},
{
"p": 0.14365030825138092,
"m": 1.0
},
{
"p": 0.03939884155988693,
"m": 1.0
},
{
"p": 0.07128366082906723,
"m": 1.0
},
{
"p": 0.0018894303357228637,
"m": 1.0
},
{
"p": 0.028168922290205956,
"m": 1.0
},
{
"p": 0.16225022077560425,
"m": 1.0
},
{
"p": 0.0790160745382309,
"m": 1.0
},
{
"p": 0.0007144185365177691,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.360888957977295,
"val_loss": 1.2929277420043945,
"acc": 52.81,
"time": 369.5912247051019,
"param": [
{
"p": 0.1463080793619156,
"m": 1.0
},
{
"p": 0.0007160629029385746,
"m": 1.0
},
{
"p": 0.0872112512588501,
"m": 1.0
},
{
"p": 0.13763023912906647,
"m": 1.0
},
{
"p": 0.04533427581191063,
"m": 1.0
},
{
"p": 0.0007160629029385746,
"m": 1.0
},
{
"p": 0.12398044019937515,
"m": 1.0
},
{
"p": 0.004761400166898966,
"m": 1.0
},
{
"p": 0.06809056550264359,
"m": 1.0
},
{
"p": 0.07041461020708084,
"m": 1.0
},
{
"p": 0.054497525095939636,
"m": 1.0
},
{
"p": 0.15550006926059723,
"m": 1.0
},
{
"p": 0.10412342846393585,
"m": 1.0
},
{
"p": 0.0007160629029385746,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 3.329615354537964,
"val_loss": 1.4562950134277344,
"acc": 52.18,
"time": 348.26561551890336,
"param": [
{
"p": 0.16794414818286896,
"m": 1.0
},
{
"p": 0.000713817251380533,
"m": 1.0
},
{
"p": 0.06191196292638779,
"m": 1.0
},
{
"p": 0.11708347499370575,
"m": 1.0
},
{
"p": 0.000713817251380533,
"m": 1.0
},
{
"p": 0.000713817251380533,
"m": 1.0
},
{
"p": 0.11079031229019165,
"m": 1.0
},
{
"p": 0.04033052176237106,
"m": 1.0
},
{
"p": 0.06086469441652298,
"m": 1.0
},
{
"p": 0.07980994880199432,
"m": 1.0
},
{
"p": 0.08762302994728088,
"m": 1.0
},
{
"p": 0.16055309772491455,
"m": 1.0
},
{
"p": 0.11023348569869995,
"m": 1.0
},
{
"p": 0.000713817251380533,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 3.3407154083251953,
"val_loss": 1.26398766040802,
"acc": 54.12,
"time": 380.6380316391587,
"param": [
{
"p": 0.18380573391914368,
"m": 1.0
},
{
"p": 0.0007153586484491825,
"m": 1.0
},
{
"p": 0.06244570389389992,
"m": 1.0
},
{
"p": 0.07161100208759308,
"m": 1.0
},
{
"p": 0.0007153586484491825,
"m": 1.0
},
{
"p": 0.03154128044843674,
"m": 1.0
},
{
"p": 0.10131015628576279,
"m": 1.0
},
{
"p": 0.037711724638938904,
"m": 1.0
},
{
"p": 0.06685706973075867,
"m": 1.0
},
{
"p": 0.0665445551276207,
"m": 1.0
},
{
"p": 0.06660359352827072,
"m": 1.0
},
{
"p": 0.178619846701622,
"m": 1.0
},
{
"p": 0.13080322742462158,
"m": 1.0
},
{
"p": 0.0007153586484491825,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.8150858879089355,
"val_loss": 1.3717734813690186,
"acc": 54.15,
"time": 391.39414591598324,
"param": [
{
"p": 0.22782078385353088,
"m": 1.0
},
{
"p": 0.0007203903514891863,
"m": 1.0
},
{
"p": 0.113817498087883,
"m": 1.0
},
{
"p": 0.011477730236947536,
"m": 1.0
},
{
"p": 0.0007203903514891863,
"m": 1.0
},
{
"p": 0.0007203903514891863,
"m": 1.0
},
{
"p": 0.10634121298789978,
"m": 1.0
},
{
"p": 0.0007203903514891863,
"m": 1.0
},
{
"p": 0.024193447083234787,
"m": 1.0
},
{
"p": 0.06760048866271973,
"m": 1.0
},
{
"p": 0.051289189606904984,
"m": 1.0
},
{
"p": 0.20625238120555878,
"m": 1.0
},
{
"p": 0.18760526180267334,
"m": 1.0
},
{
"p": 0.0007203903514891863,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 3.030238151550293,
"val_loss": 1.2907854318618774,
"acc": 53.76,
"time": 387.0131782570388,
"param": [
{
"p": 0.1302376687526703,
"m": 1.0
},
{
"p": 0.0007189587340690196,
"m": 1.0
},
{
"p": 0.11616122722625732,
"m": 1.0
},
{
"p": 0.08942107856273651,
"m": 1.0
},
{
"p": 0.0007189587340690196,
"m": 1.0
},
{
"p": 0.0007189587340690196,
"m": 1.0
},
{
"p": 0.10026252269744873,
"m": 1.0
},
{
"p": 0.041795775294303894,
"m": 1.0
},
{
"p": 0.09357864409685135,
"m": 1.0
},
{
"p": 0.0837274119257927,
"m": 1.0
},
{
"p": 0.08428552746772766,
"m": 1.0
},
{
"p": 0.1327270269393921,
"m": 1.0
},
{
"p": 0.12492729723453522,
"m": 1.0
},
{
"p": 0.0007189587340690196,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 3.0900330543518066,
"val_loss": 1.3086378574371338,
"acc": 52.83,
"time": 384.9195627500303,
"param": [
{
"p": 0.15983986854553223,
"m": 1.0
},
{
"p": 0.0007185571594163775,
"m": 1.0
},
{
"p": 0.10514858365058899,
"m": 1.0
},
{
"p": 0.06931796669960022,
"m": 1.0
},
{
"p": 0.0007185571594163775,
"m": 1.0
},
{
"p": 0.0007185571594163775,
"m": 1.0
},
{
"p": 0.0852648988366127,
"m": 1.0
},
{
"p": 0.0763716995716095,
"m": 1.0
},
{
"p": 0.11612800508737564,
"m": 1.0
},
{
"p": 0.07231368869543076,
"m": 1.0
},
{
"p": 0.04702363163232803,
"m": 1.0
},
{
"p": 0.12014655768871307,
"m": 1.0
},
{
"p": 0.14557085931301117,
"m": 1.0
},
{
"p": 0.0007185571594163775,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.9344749450683594,
"val_loss": 1.2530077695846558,
"acc": 56.98,
"time": 363.5768256809097,
"param": [
{
"p": 0.15897509455680847,
"m": 1.0
},
{
"p": 0.0007127195131033659,
"m": 1.0
},
{
"p": 0.08367207646369934,
"m": 1.0
},
{
"p": 0.019761845469474792,
"m": 1.0
},
{
"p": 0.04257602617144585,
"m": 1.0
},
{
"p": 0.0007127195131033659,
"m": 1.0
},
{
"p": 0.11222822219133377,
"m": 1.0
},
{
"p": 0.049475908279418945,
"m": 1.0
},
{
"p": 0.10112345218658447,
"m": 1.0
},
{
"p": 0.07695236802101135,
"m": 1.0
},
{
"p": 0.08621858060359955,
"m": 1.0
},
{
"p": 0.13620784878730774,
"m": 1.0
},
{
"p": 0.13067050278186798,
"m": 1.0
},
{
"p": 0.0007127195131033659,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.8507590293884277,
"val_loss": 1.235854148864746,
"acc": 57.08,
"time": 380.36664432892576,
"param": [
{
"p": 0.13406476378440857,
"m": 1.0
},
{
"p": 0.005299694836139679,
"m": 1.0
},
{
"p": 0.09216050803661346,
"m": 1.0
},
{
"p": 0.05995525047183037,
"m": 1.0
},
{
"p": 0.043333500623703,
"m": 1.0
},
{
"p": 0.02073683962225914,
"m": 1.0
},
{
"p": 0.09888345003128052,
"m": 1.0
},
{
"p": 0.0694899782538414,
"m": 1.0
},
{
"p": 0.10105792433023453,
"m": 1.0
},
{
"p": 0.08284152299165726,
"m": 1.0
},
{
"p": 0.08018909394741058,
"m": 1.0
},
{
"p": 0.10518081486225128,
"m": 1.0
},
{
"p": 0.10609667003154755,
"m": 1.0
},
{
"p": 0.0007100626244209707,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.7922492027282715,
"val_loss": 1.3793621063232422,
"acc": 55.48,
"time": 392.5752562000416,
"param": [
{
"p": 0.1272929459810257,
"m": 1.0
},
{
"p": 0.0007141863461583853,
"m": 1.0
},
{
"p": 0.11143402755260468,
"m": 1.0
},
{
"p": 0.07407017052173615,
"m": 1.0
},
{
"p": 0.013144481927156448,
"m": 1.0
},
{
"p": 0.006210509687662125,
"m": 1.0
},
{
"p": 0.10426601767539978,
"m": 1.0
},
{
"p": 0.06367896497249603,
"m": 1.0
},
{
"p": 0.09890089184045792,
"m": 1.0
},
{
"p": 0.08247572183609009,
"m": 1.0
},
{
"p": 0.08746688812971115,
"m": 1.0
},
{
"p": 0.10665357857942581,
"m": 1.0
},
{
"p": 0.11499258130788803,
"m": 1.0
},
{
"p": 0.00869898870587349,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.84531831741333,
"val_loss": 1.2156341075897217,
"acc": 57.93,
"time": 391.82409409713,
"param": [
{
"p": 0.13023197650909424,
"m": 1.0
},
{
"p": 0.0007110899314284325,
"m": 1.0
},
{
"p": 0.10379251092672348,
"m": 1.0
},
{
"p": 0.07879118621349335,
"m": 1.0
},
{
"p": 0.0025353592354804277,
"m": 1.0
},
{
"p": 0.0007110899314284325,
"m": 1.0
},
{
"p": 0.10654759407043457,
"m": 1.0
},
{
"p": 0.0788717269897461,
"m": 1.0
},
{
"p": 0.05506381765007973,
"m": 1.0
},
{
"p": 0.07915403693914413,
"m": 1.0
},
{
"p": 0.1025269404053688,
"m": 1.0
},
{
"p": 0.13107778131961823,
"m": 1.0
},
{
"p": 0.12927380204200745,
"m": 1.0
},
{
"p": 0.0007110899314284325,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.6522371768951416,
"val_loss": 1.1582671403884888,
"acc": 59.6,
"time": 387.4440888669342,
"param": [
{
"p": 0.14404939115047455,
"m": 1.0
},
{
"p": 0.0007066804100759327,
"m": 1.0
},
{
"p": 0.11227153986692429,
"m": 1.0
},
{
"p": 0.07440894842147827,
"m": 1.0
},
{
"p": 0.010347000323235989,
"m": 1.0
},
{
"p": 0.0007066804100759327,
"m": 1.0
},
{
"p": 0.10390302538871765,
"m": 1.0
},
{
"p": 0.048453960567712784,
"m": 1.0
},
{
"p": 0.07170271873474121,
"m": 1.0
},
{
"p": 0.10549693554639816,
"m": 1.0
},
{
"p": 0.07131314277648926,
"m": 1.0
},
{
"p": 0.12581081688404083,
"m": 1.0
},
{
"p": 0.13012252748012543,
"m": 1.0
},
{
"p": 0.0007066804100759327,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.9639172554016113,
"val_loss": 1.0878294706344604,
"acc": 59.79,
"time": 388.1020512448158,
"param": [
{
"p": 0.14292630553245544,
"m": 1.0
},
{
"p": 0.000720056879799813,
"m": 1.0
},
{
"p": 0.13471879065036774,
"m": 1.0
},
{
"p": 0.009435322135686874,
"m": 1.0
},
{
"p": 0.012285483069717884,
"m": 1.0
},
{
"p": 0.000720056879799813,
"m": 1.0
},
{
"p": 0.10628245025873184,
"m": 1.0
},
{
"p": 0.0737314373254776,
"m": 1.0
},
{
"p": 0.07769089192152023,
"m": 1.0
},
{
"p": 0.1143561378121376,
"m": 1.0
},
{
"p": 0.07446053624153137,
"m": 1.0
},
{
"p": 0.1189054325222969,
"m": 1.0
},
{
"p": 0.13250236213207245,
"m": 1.0
},
{
"p": 0.001264897990040481,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.9372591972351074,
"val_loss": 1.2318485975265503,
"acc": 58.68,
"time": 383.2152390170377,
"param": [
{
"p": 0.14205875992774963,
"m": 1.0
},
{
"p": 0.030094925314188004,
"m": 1.0
},
{
"p": 0.12003275007009506,
"m": 1.0
},
{
"p": 0.031052840873599052,
"m": 1.0
},
{
"p": 0.03993803635239601,
"m": 1.0
},
{
"p": 0.010273095220327377,
"m": 1.0
},
{
"p": 0.05699877440929413,
"m": 1.0
},
{
"p": 0.04542063549160957,
"m": 1.0
},
{
"p": 0.07171032577753067,
"m": 1.0
},
{
"p": 0.10451579093933105,
"m": 1.0
},
{
"p": 0.10130905359983444,
"m": 1.0
},
{
"p": 0.12229228019714355,
"m": 1.0
},
{
"p": 0.12358700484037399,
"m": 1.0
},
{
"p": 0.0007157463114708662,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.3952536582946777,
"val_loss": 1.158909797668457,
"acc": 60.25,
"time": 413.742852356052,
"param": [
{
"p": 0.12012339383363724,
"m": 1.0
},
{
"p": 0.0007163132540881634,
"m": 1.0
},
{
"p": 0.10287809371948242,
"m": 1.0
},
{
"p": 0.06893334537744522,
"m": 1.0
},
{
"p": 0.011020860634744167,
"m": 1.0
},
{
"p": 0.0014827731065452099,
"m": 1.0
},
{
"p": 0.08516755700111389,
"m": 1.0
},
{
"p": 0.0730532854795456,
"m": 1.0
},
{
"p": 0.0928155705332756,
"m": 1.0
},
{
"p": 0.09449078142642975,
"m": 1.0
},
{
"p": 0.11190624535083771,
"m": 1.0
},
{
"p": 0.0879521518945694,
"m": 1.0
},
{
"p": 0.14874327182769775,
"m": 1.0
},
{
"p": 0.0007163132540881634,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.56009578704834,
"val_loss": 1.1513121128082275,
"acc": 61.04,
"time": 407.53165325988084,
"param": [
{
"p": 0.1295102834701538,
"m": 1.0
},
{
"p": 0.0007198899984359741,
"m": 1.0
},
{
"p": 0.12186801433563232,
"m": 1.0
},
{
"p": 0.029088830575346947,
"m": 1.0
},
{
"p": 0.034820556640625,
"m": 1.0
},
{
"p": 0.0007198899984359741,
"m": 1.0
},
{
"p": 0.09267134964466095,
"m": 1.0
},
{
"p": 0.07854829728603363,
"m": 1.0
},
{
"p": 0.0890052318572998,
"m": 1.0
},
{
"p": 0.09489863365888596,
"m": 1.0
},
{
"p": 0.09442127496004105,
"m": 1.0
},
{
"p": 0.10907971113920212,
"m": 1.0
},
{
"p": 0.12392811477184296,
"m": 1.0
},
{
"p": 0.0007198899984359741,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.2759737968444824,
"val_loss": 1.0475527048110962,
"acc": 62.5,
"time": 380.55015109688975,
"param": [
{
"p": 0.12610213458538055,
"m": 1.0
},
{
"p": 0.00901626143604517,
"m": 1.0
},
{
"p": 0.12138768285512924,
"m": 1.0
},
{
"p": 0.1069679707288742,
"m": 1.0
},
{
"p": 0.01269709225744009,
"m": 1.0
},
{
"p": 0.0007136155036278069,
"m": 1.0
},
{
"p": 0.07832975685596466,
"m": 1.0
},
{
"p": 0.06789545714855194,
"m": 1.0
},
{
"p": 0.08125341683626175,
"m": 1.0
},
{
"p": 0.07576558738946915,
"m": 1.0
},
{
"p": 0.08887554705142975,
"m": 1.0
},
{
"p": 0.11913838237524033,
"m": 1.0
},
{
"p": 0.111143559217453,
"m": 1.0
},
{
"p": 0.0007136155036278069,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.697397470474243,
"val_loss": 1.0227607488632202,
"acc": 63.92,
"time": 387.3713019939605,
"param": [
{
"p": 0.09669119864702225,
"m": 1.0
},
{
"p": 0.0355689637362957,
"m": 1.0
},
{
"p": 0.087852343916893,
"m": 1.0
},
{
"p": 0.08408594876527786,
"m": 1.0
},
{
"p": 0.04656949266791344,
"m": 1.0
},
{
"p": 0.0386359803378582,
"m": 1.0
},
{
"p": 0.06187767535448074,
"m": 1.0
},
{
"p": 0.0635872334241867,
"m": 1.0
},
{
"p": 0.0686575174331665,
"m": 1.0
},
{
"p": 0.08834712207317352,
"m": 1.0
},
{
"p": 0.09286414831876755,
"m": 1.0
},
{
"p": 0.11309856921434402,
"m": 1.0
},
{
"p": 0.12002697587013245,
"m": 1.0
},
{
"p": 0.0021367589943110943,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.8888134956359863,
"val_loss": 0.9445924758911133,
"acc": 64.35,
"time": 387.8996896878816,
"param": [
{
"p": 0.13531185686588287,
"m": 1.0
},
{
"p": 0.009648204781115055,
"m": 1.0
},
{
"p": 0.09372346848249435,
"m": 1.0
},
{
"p": 0.08168303221464157,
"m": 1.0
},
{
"p": 0.035637542605400085,
"m": 1.0
},
{
"p": 0.0007131134043447673,
"m": 1.0
},
{
"p": 0.08152607828378677,
"m": 1.0
},
{
"p": 0.07364258915185928,
"m": 1.0
},
{
"p": 0.0787864699959755,
"m": 1.0
},
{
"p": 0.09211920946836472,
"m": 1.0
},
{
"p": 0.08160951733589172,
"m": 1.0
},
{
"p": 0.11480282992124557,
"m": 1.0
},
{
"p": 0.12008306384086609,
"m": 1.0
},
{
"p": 0.0007131134043447673,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.481570243835449,
"val_loss": 1.0203410387039185,
"acc": 63.84,
"time": 399.4096256350167,
"param": [
{
"p": 0.13175761699676514,
"m": 1.0
},
{
"p": 0.0007177309598773718,
"m": 1.0
},
{
"p": 0.11711756139993668,
"m": 1.0
},
{
"p": 0.04605848714709282,
"m": 1.0
},
{
"p": 0.028523411601781845,
"m": 1.0
},
{
"p": 0.0007177309598773718,
"m": 1.0
},
{
"p": 0.08561601489782333,
"m": 1.0
},
{
"p": 0.08936804533004761,
"m": 1.0
},
{
"p": 0.0853758379817009,
"m": 1.0
},
{
"p": 0.0792221873998642,
"m": 1.0
},
{
"p": 0.08570283651351929,
"m": 1.0
},
{
"p": 0.10063104331493378,
"m": 1.0
},
{
"p": 0.13734838366508484,
"m": 1.0
},
{
"p": 0.011843057349324226,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 2.6562612056732178,
"val_loss": 1.0732637643814087,
"acc": 63.99,
"time": 391.9182903820183,
"param": [
{
"p": 0.1198715940117836,
"m": 1.0
},
{
"p": 0.026026010513305664,
"m": 1.0
},
{
"p": 0.10212797671556473,
"m": 1.0
},
{
"p": 0.07204069197177887,
"m": 1.0
},
{
"p": 0.056768521666526794,
"m": 1.0
},
{
"p": 0.011233841069042683,
"m": 1.0
},
{
"p": 0.1008865088224411,
"m": 1.0
},
{
"p": 0.09378531575202942,
"m": 1.0
},
{
"p": 0.06743033975362778,
"m": 1.0
},
{
"p": 0.06154140457510948,
"m": 1.0
},
{
"p": 0.08438779413700104,
"m": 1.0
},
{
"p": 0.09547287970781326,
"m": 1.0
},
{
"p": 0.10771924257278442,
"m": 1.0
},
{
"p": 0.000707794853951782,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 2.382317066192627,
"val_loss": 1.0913777351379395,
"acc": 64.32,
"time": 387.0359298828989,
"param": [
{
"p": 0.12312660366296768,
"m": 1.0
},
{
"p": 0.000702260818798095,
"m": 1.0
},
{
"p": 0.09794186800718307,
"m": 1.0
},
{
"p": 0.1002412959933281,
"m": 1.0
},
{
"p": 0.0023285052739083767,
"m": 1.0
},
{
"p": 0.009573460556566715,
"m": 1.0
},
{
"p": 0.08905016630887985,
"m": 1.0
},
{
"p": 0.0813906118273735,
"m": 1.0
},
{
"p": 0.07242954522371292,
"m": 1.0
},
{
"p": 0.0919402688741684,
"m": 1.0
},
{
"p": 0.09820360690355301,
"m": 1.0
},
{
"p": 0.10649766772985458,
"m": 1.0
},
{
"p": 0.12587179243564606,
"m": 1.0
},
{
"p": 0.000702260818798095,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 2.380636215209961,
"val_loss": 1.07689368724823,
"acc": 64.37,
"time": 399.03240415104665,
"param": [
{
"p": 0.12263766676187515,
"m": 1.0
},
{
"p": 0.010474150069057941,
"m": 1.0
},
{
"p": 0.09518758952617645,
"m": 1.0
},
{
"p": 0.08548950403928757,
"m": 1.0
},
{
"p": 0.03783309832215309,
"m": 1.0
},
{
"p": 0.0052818008698523045,
"m": 1.0
},
{
"p": 0.09338369220495224,
"m": 1.0
},
{
"p": 0.08610023558139801,
"m": 1.0
},
{
"p": 0.07724610716104507,
"m": 1.0
},
{
"p": 0.08848138898611069,
"m": 1.0
},
{
"p": 0.08351247757673264,
"m": 1.0
},
{
"p": 0.10657359659671783,
"m": 1.0
},
{
"p": 0.10669954866170883,
"m": 1.0
},
{
"p": 0.0010991116287186742,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.4866607189178467,
"val_loss": 1.0665531158447266,
"acc": 65.64,
"time": 380.2470459120814,
"param": [
{
"p": 0.12952841818332672,
"m": 1.0
},
{
"p": 0.0021739124786108732,
"m": 1.0
},
{
"p": 0.10180774331092834,
"m": 1.0
},
{
"p": 0.09041884541511536,
"m": 1.0
},
{
"p": 0.04417819157242775,
"m": 1.0
},
{
"p": 0.02436857856810093,
"m": 1.0
},
{
"p": 0.09580293297767639,
"m": 1.0
},
{
"p": 0.07289459556341171,
"m": 1.0
},
{
"p": 0.07622549682855606,
"m": 1.0
},
{
"p": 0.07785636186599731,
"m": 1.0
},
{
"p": 0.07434172928333282,
"m": 1.0
},
{
"p": 0.0992523729801178,
"m": 1.0
},
{
"p": 0.10102657973766327,
"m": 1.0
},
{
"p": 0.010124201886355877,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 2.6299080848693848,
"val_loss": 1.0188186168670654,
"acc": 66.4,
"time": 403.96682923007756,
"param": [
{
"p": 0.1394650787115097,
"m": 1.0
},
{
"p": 0.012727776542305946,
"m": 1.0
},
{
"p": 0.1066463366150856,
"m": 1.0
},
{
"p": 0.08110465109348297,
"m": 1.0
},
{
"p": 0.04024399816989899,
"m": 1.0
},
{
"p": 0.04109204187989235,
"m": 1.0
},
{
"p": 0.09956104308366776,
"m": 1.0
},
{
"p": 0.05979542434215546,
"m": 1.0
},
{
"p": 0.05105428770184517,
"m": 1.0
},
{
"p": 0.07846301048994064,
"m": 1.0
},
{
"p": 0.07969667762517929,
"m": 1.0
},
{
"p": 0.1106884554028511,
"m": 1.0
},
{
"p": 0.08976682275533676,
"m": 1.0
},
{
"p": 0.009694462642073631,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 2.475820541381836,
"val_loss": 0.9990456104278564,
"acc": 65.26,
"time": 412.3241012559738,
"param": [
{
"p": 0.12547476589679718,
"m": 1.0
},
{
"p": 0.02854912541806698,
"m": 1.0
},
{
"p": 0.13183023035526276,
"m": 1.0
},
{
"p": 0.05121073126792908,
"m": 1.0
},
{
"p": 0.038020119071006775,
"m": 1.0
},
{
"p": 0.006769963540136814,
"m": 1.0
},
{
"p": 0.06450214236974716,
"m": 1.0
},
{
"p": 0.08370410650968552,
"m": 1.0
},
{
"p": 0.09632004052400589,
"m": 1.0
},
{
"p": 0.07895662635564804,
"m": 1.0
},
{
"p": 0.07979591190814972,
"m": 1.0
},
{
"p": 0.1157955601811409,
"m": 1.0
},
{
"p": 0.09836574643850327,
"m": 1.0
},
{
"p": 0.0007048908737488091,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 2.3661324977874756,
"val_loss": 1.0525847673416138,
"acc": 66.03,
"time": 414.478688623989,
"param": [
{
"p": 0.1431370973587036,
"m": 1.0
},
{
"p": 0.029640918597579002,
"m": 1.0
},
{
"p": 0.12232483923435211,
"m": 1.0
},
{
"p": 0.06026841327548027,
"m": 1.0
},
{
"p": 0.013087306171655655,
"m": 1.0
},
{
"p": 0.014668654650449753,
"m": 1.0
},
{
"p": 0.06773010641336441,
"m": 1.0
},
{
"p": 0.08769802749156952,
"m": 1.0
},
{
"p": 0.066380076110363,
"m": 1.0
},
{
"p": 0.0753704160451889,
"m": 1.0
},
{
"p": 0.10730689764022827,
"m": 1.0
},
{
"p": 0.10281862318515778,
"m": 1.0
},
{
"p": 0.09960287809371948,
"m": 1.0
},
{
"p": 0.00996567402034998,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 2.470379590988159,
"val_loss": 0.9896283745765686,
"acc": 65.41,
"time": 387.65186765184626,
"param": [
{
"p": 0.1454678624868393,
"m": 1.0
},
{
"p": 0.017692895606160164,
"m": 1.0
},
{
"p": 0.09407901763916016,
"m": 1.0
},
{
"p": 0.08182818442583084,
"m": 1.0
},
{
"p": 0.0016223525162786245,
"m": 1.0
},
{
"p": 0.0007016801973804832,
"m": 1.0
},
{
"p": 0.05168158933520317,
"m": 1.0
},
{
"p": 0.09945166110992432,
"m": 1.0
},
{
"p": 0.10017938166856766,
"m": 1.0
},
{
"p": 0.08152306079864502,
"m": 1.0
},
{
"p": 0.09583211690187454,
"m": 1.0
},
{
"p": 0.10144573450088501,
"m": 1.0
},
{
"p": 0.11638693511486053,
"m": 1.0
},
{
"p": 0.012107514776289463,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 2.180157423019409,
"val_loss": 0.9694759249687195,
"acc": 66.92,
"time": 397.43619126593694,
"param": [
{
"p": 0.14216627180576324,
"m": 1.0
},
{
"p": 0.0017251899698749185,
"m": 1.0
},
{
"p": 0.09655409306287766,
"m": 1.0
},
{
"p": 0.06854871660470963,
"m": 1.0
},
{
"p": 0.009819422848522663,
"m": 1.0
},
{
"p": 0.000703968689776957,
"m": 1.0
},
{
"p": 0.0824098140001297,
"m": 1.0
},
{
"p": 0.07891171425580978,
"m": 1.0
},
{
"p": 0.08759748190641403,
"m": 1.0
},
{
"p": 0.09037265926599503,
"m": 1.0
},
{
"p": 0.09261031448841095,
"m": 1.0
},
{
"p": 0.11621744930744171,
"m": 1.0
},
{
"p": 0.11483374238014221,
"m": 1.0
},
{
"p": 0.0175292007625103,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 2.347598075866699,
"val_loss": 0.9681737422943115,
"acc": 67.53,
"time": 386.29297313815914,
"param": [
{
"p": 0.12946179509162903,
"m": 1.0
},
{
"p": 0.007436935789883137,
"m": 1.0
},
{
"p": 0.06886404752731323,
"m": 1.0
},
{
"p": 0.049891043454408646,
"m": 1.0
},
{
"p": 0.02818039245903492,
"m": 1.0
},
{
"p": 0.014501156285405159,
"m": 1.0
},
{
"p": 0.09509436041116714,
"m": 1.0
},
{
"p": 0.08161752671003342,
"m": 1.0
},
{
"p": 0.07844305783510208,
"m": 1.0
},
{
"p": 0.0816405788064003,
"m": 1.0
},
{
"p": 0.10809478908777237,
"m": 1.0
},
{
"p": 0.11535581201314926,
"m": 1.0
},
{
"p": 0.09904617071151733,
"m": 1.0
},
{
"p": 0.042372334748506546,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 2.2658278942108154,
"val_loss": 0.9480088353157043,
"acc": 66.33,
"time": 392.58151198690757,
"param": [
{
"p": 0.13574588298797607,
"m": 1.0
},
{
"p": 0.04479088634252548,
"m": 1.0
},
{
"p": 0.12229437381029129,
"m": 1.0
},
{
"p": 0.06755127757787704,
"m": 1.0
},
{
"p": 0.015028905123472214,
"m": 1.0
},
{
"p": 0.0007093024905771017,
"m": 1.0
},
{
"p": 0.061837613582611084,
"m": 1.0
},
{
"p": 0.07376831769943237,
"m": 1.0
},
{
"p": 0.08056595176458359,
"m": 1.0
},
{
"p": 0.0861426293849945,
"m": 1.0
},
{
"p": 0.0957290455698967,
"m": 1.0
},
{
"p": 0.11029068380594254,
"m": 1.0
},
{
"p": 0.10119713842868805,
"m": 1.0
},
{
"p": 0.004348017740994692,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 2.1840639114379883,
"val_loss": 0.9184532761573792,
"acc": 66.78,
"time": 420.1833533719182,
"param": [
{
"p": 0.12098822742700577,
"m": 1.0
},
{
"p": 0.02608598582446575,
"m": 1.0
},
{
"p": 0.11204751580953598,
"m": 1.0
},
{
"p": 0.06583559513092041,
"m": 1.0
},
{
"p": 0.002324288012459874,
"m": 1.0
},
{
"p": 0.021180275827646255,
"m": 1.0
},
{
"p": 0.062220994383096695,
"m": 1.0
},
{
"p": 0.09407015889883041,
"m": 1.0
},
{
"p": 0.06380433589220047,
"m": 1.0
},
{
"p": 0.09662415087223053,
"m": 1.0
},
{
"p": 0.09162934124469757,
"m": 1.0
},
{
"p": 0.09417018294334412,
"m": 1.0
},
{
"p": 0.1349899023771286,
"m": 1.0
},
{
"p": 0.014029080048203468,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 2.155831813812256,
"val_loss": 0.9351783990859985,
"acc": 68.41,
"time": 389.58667786000296,
"param": [
{
"p": 0.13362765312194824,
"m": 1.0
},
{
"p": 0.01106212567538023,
"m": 1.0
},
{
"p": 0.09963259845972061,
"m": 1.0
},
{
"p": 0.06649215519428253,
"m": 1.0
},
{
"p": 0.03186361864209175,
"m": 1.0
},
{
"p": 0.013529856689274311,
"m": 1.0
},
{
"p": 0.09905018657445908,
"m": 1.0
},
{
"p": 0.0810304582118988,
"m": 1.0
},
{
"p": 0.07877954840660095,
"m": 1.0
},
{
"p": 0.07592321932315826,
"m": 1.0
},
{
"p": 0.08782078325748444,
"m": 1.0
},
{
"p": 0.10574030876159668,
"m": 1.0
},
{
"p": 0.11473912000656128,
"m": 1.0
},
{
"p": 0.0007083587697707117,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 2.32875919342041,
"val_loss": 0.9307332634925842,
"acc": 67.13,
"time": 410.01576679595746,
"param": [
{
"p": 0.12583626806735992,
"m": 1.0
},
{
"p": 0.012355193495750427,
"m": 1.0
},
{
"p": 0.09800726920366287,
"m": 1.0
},
{
"p": 0.08961139619350433,
"m": 1.0
},
{
"p": 0.020460626110434532,
"m": 1.0
},
{
"p": 0.0006967615336179733,
"m": 1.0
},
{
"p": 0.09864812344312668,
"m": 1.0
},
{
"p": 0.07017475366592407,
"m": 1.0
},
{
"p": 0.10314518213272095,
"m": 1.0
},
{
"p": 0.0709826722741127,
"m": 1.0
},
{
"p": 0.07645675539970398,
"m": 1.0
},
{
"p": 0.10797646641731262,
"m": 1.0
},
{
"p": 0.12465032935142517,
"m": 1.0
},
{
"p": 0.000998218427412212,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.9475185871124268,
"val_loss": 0.8691235184669495,
"acc": 68.73,
"time": 385.77468059794046,
"param": [
{
"p": 0.14205554127693176,
"m": 1.0
},
{
"p": 0.01817920058965683,
"m": 1.0
},
{
"p": 0.10679420083761215,
"m": 1.0
},
{
"p": 0.03874567151069641,
"m": 1.0
},
{
"p": 0.01857146807014942,
"m": 1.0
},
{
"p": 0.02111946791410446,
"m": 1.0
},
{
"p": 0.08990364521741867,
"m": 1.0
},
{
"p": 0.043180424720048904,
"m": 1.0
},
{
"p": 0.08102066069841385,
"m": 1.0
},
{
"p": 0.09759771823883057,
"m": 1.0
},
{
"p": 0.09524290263652802,
"m": 1.0
},
{
"p": 0.10059390962123871,
"m": 1.0
},
{
"p": 0.12848852574825287,
"m": 1.0
},
{
"p": 0.018506702035665512,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 2.2913968563079834,
"val_loss": 0.9628506302833557,
"acc": 66.71,
"time": 409.4930549371056,
"param": [
{
"p": 0.17567178606987,
"m": 1.0
},
{
"p": 0.002449690829962492,
"m": 1.0
},
{
"p": 0.08828894793987274,
"m": 1.0
},
{
"p": 0.04646539315581322,
"m": 1.0
},
{
"p": 0.017688453197479248,
"m": 1.0
},
{
"p": 0.01791537180542946,
"m": 1.0
},
{
"p": 0.10555965453386307,
"m": 1.0
},
{
"p": 0.1069708913564682,
"m": 1.0
},
{
"p": 0.09243045747280121,
"m": 1.0
},
{
"p": 0.070968858897686,
"m": 1.0
},
{
"p": 0.050238996744155884,
"m": 1.0
},
{
"p": 0.0805104449391365,
"m": 1.0
},
{
"p": 0.1421944499015808,
"m": 1.0
},
{
"p": 0.002646588021889329,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.963691234588623,
"val_loss": 0.9008560180664062,
"acc": 69.84,
"time": 392.698798897909,
"param": [
{
"p": 0.13103407621383667,
"m": 1.0
},
{
"p": 0.000704940699506551,
"m": 1.0
},
{
"p": 0.10244115442037582,
"m": 1.0
},
{
"p": 0.07957262545824051,
"m": 1.0
},
{
"p": 0.0405256450176239,
"m": 1.0
},
{
"p": 0.000704940699506551,
"m": 1.0
},
{
"p": 0.08706209063529968,
"m": 1.0
},
{
"p": 0.08369557559490204,
"m": 1.0
},
{
"p": 0.09463337808847427,
"m": 1.0
},
{
"p": 0.07705575227737427,
"m": 1.0
},
{
"p": 0.0933435931801796,
"m": 1.0
},
{
"p": 0.09093579649925232,
"m": 1.0
},
{
"p": 0.11758548021316528,
"m": 1.0
},
{
"p": 0.000704940699506551,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.8186453580856323,
"val_loss": 0.951822817325592,
"acc": 68.11,
"time": 398.0966142329853,
"param": [
{
"p": 0.12693850696086884,
"m": 1.0
},
{
"p": 0.0006968049565330148,
"m": 1.0
},
{
"p": 0.10398095101118088,
"m": 1.0
},
{
"p": 0.08058492839336395,
"m": 1.0
},
{
"p": 0.025145865976810455,
"m": 1.0
},
{
"p": 0.0049999793991446495,
"m": 1.0
},
{
"p": 0.08177784085273743,
"m": 1.0
},
{
"p": 0.08722701668739319,
"m": 1.0
},
{
"p": 0.09067908674478531,
"m": 1.0
},
{
"p": 0.08420686423778534,
"m": 1.0
},
{
"p": 0.07438246160745621,
"m": 1.0
},
{
"p": 0.10469459742307663,
"m": 1.0
},
{
"p": 0.09995433688163757,
"m": 1.0
},
{
"p": 0.03473082557320595,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 2.3383255004882812,
"val_loss": 0.8108997941017151,
"acc": 68.78,
"time": 400.69308409583755,
"param": [
{
"p": 0.12316075712442398,
"m": 1.0
},
{
"p": 0.04630165547132492,
"m": 1.0
},
{
"p": 0.0748809203505516,
"m": 1.0
},
{
"p": 0.060659341514110565,
"m": 1.0
},
{
"p": 0.033726297318935394,
"m": 1.0
},
{
"p": 0.0006989372195675969,
"m": 1.0
},
{
"p": 0.06176212430000305,
"m": 1.0
},
{
"p": 0.06880442053079605,
"m": 1.0
},
{
"p": 0.10470106452703476,
"m": 1.0
},
{
"p": 0.08283775299787521,
"m": 1.0
},
{
"p": 0.09626202285289764,
"m": 1.0
},
{
"p": 0.09488850831985474,
"m": 1.0
},
{
"p": 0.11869858205318451,
"m": 1.0
},
{
"p": 0.032617680728435516,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 2.296926498413086,
"val_loss": 0.8640390038490295,
"acc": 68.4,
"time": 423.84246484097093,
"param": [
{
"p": 0.1451694220304489,
"m": 1.0
},
{
"p": 0.0018934340914711356,
"m": 1.0
},
{
"p": 0.10313308984041214,
"m": 1.0
},
{
"p": 0.09022559970617294,
"m": 1.0
},
{
"p": 0.0007013164577074349,
"m": 1.0
},
{
"p": 0.0007013164577074349,
"m": 1.0
},
{
"p": 0.08700283616781235,
"m": 1.0
},
{
"p": 0.06213679537177086,
"m": 1.0
},
{
"p": 0.0908038541674614,
"m": 1.0
},
{
"p": 0.06275215744972229,
"m": 1.0
},
{
"p": 0.11070134490728378,
"m": 1.0
},
{
"p": 0.1125180721282959,
"m": 1.0
},
{
"p": 0.11992751061916351,
"m": 1.0
},
{
"p": 0.012333249673247337,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.7385599613189697,
"val_loss": 0.8681135773658752,
"acc": 68.53,
"time": 387.69162717601284,
"param": [
{
"p": 0.12927445769309998,
"m": 1.0
},
{
"p": 0.0007062106160447001,
"m": 1.0
},
{
"p": 0.12156891077756882,
"m": 1.0
},
{
"p": 0.06212161108851433,
"m": 1.0
},
{
"p": 0.02619120478630066,
"m": 1.0
},
{
"p": 0.009646903723478317,
"m": 1.0
},
{
"p": 0.06290290504693985,
"m": 1.0
},
{
"p": 0.0955401360988617,
"m": 1.0
},
{
"p": 0.09899396449327469,
"m": 1.0
},
{
"p": 0.07908785343170166,
"m": 1.0
},
{
"p": 0.07751957327127457,
"m": 1.0
},
{
"p": 0.10228265076875687,
"m": 1.0
},
{
"p": 0.1213492676615715,
"m": 1.0
},
{
"p": 0.012814294546842575,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.9524604082107544,
"val_loss": 0.8816969990730286,
"acc": 69.61,
"time": 403.30996360094287,
"param": [
{
"p": 0.1271708905696869,
"m": 1.0
},
{
"p": 0.0062826890498399734,
"m": 1.0
},
{
"p": 0.08111624419689178,
"m": 1.0
},
{
"p": 0.08064528554677963,
"m": 1.0
},
{
"p": 0.0016850965330377221,
"m": 1.0
},
{
"p": 0.01452329009771347,
"m": 1.0
},
{
"p": 0.07554228603839874,
"m": 1.0
},
{
"p": 0.05669128894805908,
"m": 1.0
},
{
"p": 0.09386525303125381,
"m": 1.0
},
{
"p": 0.09356740862131119,
"m": 1.0
},
{
"p": 0.10499811172485352,
"m": 1.0
},
{
"p": 0.1295577436685562,
"m": 1.0
},
{
"p": 0.12543705105781555,
"m": 1.0
},
{
"p": 0.008917315863072872,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 2.3336639404296875,
"val_loss": 0.9183330535888672,
"acc": 69.17,
"time": 393.1947365910746,
"param": [
{
"p": 0.11759331077337265,
"m": 1.0
},
{
"p": 0.047379013150930405,
"m": 1.0
},
{
"p": 0.09968727827072144,
"m": 1.0
},
{
"p": 0.047093018889427185,
"m": 1.0
},
{
"p": 0.001555006019771099,
"m": 1.0
},
{
"p": 0.012008540332317352,
"m": 1.0
},
{
"p": 0.0767149105668068,
"m": 1.0
},
{
"p": 0.07555435597896576,
"m": 1.0
},
{
"p": 0.10429389774799347,
"m": 1.0
},
{
"p": 0.07474037259817123,
"m": 1.0
},
{
"p": 0.08330116420984268,
"m": 1.0
},
{
"p": 0.10111526399850845,
"m": 1.0
},
{
"p": 0.12222108244895935,
"m": 1.0
},
{
"p": 0.036742717027664185,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.9486064910888672,
"val_loss": 1.0234524011611938,
"acc": 67.49,
"time": 383.42750365589745,
"param": [
{
"p": 0.13211366534233093,
"m": 1.0
},
{
"p": 0.0007031692075543106,
"m": 1.0
},
{
"p": 0.1023939847946167,
"m": 1.0
},
{
"p": 0.05536900833249092,
"m": 1.0
},
{
"p": 0.014584945514798164,
"m": 1.0
},
{
"p": 0.03178723156452179,
"m": 1.0
},
{
"p": 0.07594706863164902,
"m": 1.0
},
{
"p": 0.0779496356844902,
"m": 1.0
},
{
"p": 0.09743441641330719,
"m": 1.0
},
{
"p": 0.0842292383313179,
"m": 1.0
},
{
"p": 0.09426578134298325,
"m": 1.0
},
{
"p": 0.08187836408615112,
"m": 1.0
},
{
"p": 0.1300870031118393,
"m": 1.0
},
{
"p": 0.02125648595392704,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 2.0682032108306885,
"val_loss": 0.9101946949958801,
"acc": 68.99,
"time": 377.2991539479699,
"param": [
{
"p": 0.11646053940057755,
"m": 1.0
},
{
"p": 0.01953514851629734,
"m": 1.0
},
{
"p": 0.10422198474407196,
"m": 1.0
},
{
"p": 0.06372904777526855,
"m": 1.0
},
{
"p": 0.033286772668361664,
"m": 1.0
},
{
"p": 0.013129009865224361,
"m": 1.0
},
{
"p": 0.0991477444767952,
"m": 1.0
},
{
"p": 0.031546566635370255,
"m": 1.0
},
{
"p": 0.0937894806265831,
"m": 1.0
},
{
"p": 0.06355495750904083,
"m": 1.0
},
{
"p": 0.09802663326263428,
"m": 1.0
},
{
"p": 0.09791012853384018,
"m": 1.0
},
{
"p": 0.11649303883314133,
"m": 1.0
},
{
"p": 0.04916885867714882,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 2.1544463634490967,
"val_loss": 0.8339812755584717,
"acc": 69.88,
"time": 388.60377118200995,
"param": [
{
"p": 0.09950418025255203,
"m": 1.0
},
{
"p": 0.012009739875793457,
"m": 1.0
},
{
"p": 0.08065290749073029,
"m": 1.0
},
{
"p": 0.043154384940862656,
"m": 1.0
},
{
"p": 0.033571600914001465,
"m": 1.0
},
{
"p": 0.020900873467326164,
"m": 1.0
},
{
"p": 0.1040332019329071,
"m": 1.0
},
{
"p": 0.06856543570756912,
"m": 1.0
},
{
"p": 0.11118684709072113,
"m": 1.0
},
{
"p": 0.08999092876911163,
"m": 1.0
},
{
"p": 0.09441766142845154,
"m": 1.0
},
{
"p": 0.12127100676298141,
"m": 1.0
},
{
"p": 0.10853878408670425,
"m": 1.0
},
{
"p": 0.012202414683997631,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.975048303604126,
"val_loss": 0.8931350708007812,
"acc": 70.1,
"time": 404.347352857003,
"param": [
{
"p": 0.1371345818042755,
"m": 1.0
},
{
"p": 0.0006948795053176582,
"m": 1.0
},
{
"p": 0.0933338925242424,
"m": 1.0
},
{
"p": 0.06128447502851486,
"m": 1.0
},
{
"p": 0.03113669715821743,
"m": 1.0
},
{
"p": 0.004461277276277542,
"m": 1.0
},
{
"p": 0.10053876787424088,
"m": 1.0
},
{
"p": 0.07165851444005966,
"m": 1.0
},
{
"p": 0.06985192000865936,
"m": 1.0
},
{
"p": 0.0858936756849289,
"m": 1.0
},
{
"p": 0.08241844177246094,
"m": 1.0
},
{
"p": 0.12072116136550903,
"m": 1.0
},
{
"p": 0.12185219675302505,
"m": 1.0
},
{
"p": 0.019019555300474167,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.9756431579589844,
"val_loss": 0.7837368249893188,
"acc": 69.79,
"time": 405.98602211195976,
"param": [
{
"p": 0.12200738489627838,
"m": 1.0
},
{
"p": 0.0007075106259435415,
"m": 1.0
},
{
"p": 0.07634493708610535,
"m": 1.0
},
{
"p": 0.0799618810415268,
"m": 1.0
},
{
"p": 0.010704316198825836,
"m": 1.0
},
{
"p": 0.006199986208230257,
"m": 1.0
},
{
"p": 0.1121041402220726,
"m": 1.0
},
{
"p": 0.0778512954711914,
"m": 1.0
},
{
"p": 0.08974266797304153,
"m": 1.0
},
{
"p": 0.10727359354496002,
"m": 1.0
},
{
"p": 0.08814231306314468,
"m": 1.0
},
{
"p": 0.09267769753932953,
"m": 1.0
},
{
"p": 0.10379881411790848,
"m": 1.0
},
{
"p": 0.03248340263962746,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 2.159672737121582,
"val_loss": 0.8325932025909424,
"acc": 69.63,
"time": 403.5852758679539,
"param": [
{
"p": 0.1058754026889801,
"m": 1.0
},
{
"p": 0.007872088812291622,
"m": 1.0
},
{
"p": 0.13586173951625824,
"m": 1.0
},
{
"p": 0.10025238245725632,
"m": 1.0
},
{
"p": 0.03531143069267273,
"m": 1.0
},
{
"p": 0.008443090133368969,
"m": 1.0
},
{
"p": 0.059763677418231964,
"m": 1.0
},
{
"p": 0.06677471101284027,
"m": 1.0
},
{
"p": 0.08799102157354355,
"m": 1.0
},
{
"p": 0.07562898099422455,
"m": 1.0
},
{
"p": 0.09347180277109146,
"m": 1.0
},
{
"p": 0.09925595670938492,
"m": 1.0
},
{
"p": 0.12278647720813751,
"m": 1.0
},
{
"p": 0.0007112290477380157,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 2.014301300048828,
"val_loss": 0.9250499606132507,
"acc": 70.17,
"time": 391.8533980299253,
"param": [
{
"p": 0.12525050342082977,
"m": 1.0
},
{
"p": 0.019618583843111992,
"m": 1.0
},
{
"p": 0.09822718799114227,
"m": 1.0
},
{
"p": 0.08411192893981934,
"m": 1.0
},
{
"p": 0.0006921415915712714,
"m": 1.0
},
{
"p": 0.020984560251235962,
"m": 1.0
},
{
"p": 0.05607310310006142,
"m": 1.0
},
{
"p": 0.05245358124375343,
"m": 1.0
},
{
"p": 0.08636301010847092,
"m": 1.0
},
{
"p": 0.0901961699128151,
"m": 1.0
},
{
"p": 0.09333841502666473,
"m": 1.0
},
{
"p": 0.10881327837705612,
"m": 1.0
},
{
"p": 0.12913939356803894,
"m": 1.0
},
{
"p": 0.0347382053732872,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 2.3225936889648438,
"val_loss": 0.8528696894645691,
"acc": 69.2,
"time": 405.9178057999816,
"param": [
{
"p": 0.11800339818000793,
"m": 1.0
},
{
"p": 0.003126397728919983,
"m": 1.0
},
{
"p": 0.09416422992944717,
"m": 1.0
},
{
"p": 0.06817387044429779,
"m": 1.0
},
{
"p": 0.005833374336361885,
"m": 1.0
},
{
"p": 0.01914225146174431,
"m": 1.0
},
{
"p": 0.06869739294052124,
"m": 1.0
},
{
"p": 0.07920722663402557,
"m": 1.0
},
{
"p": 0.1106739416718483,
"m": 1.0
},
{
"p": 0.08633247017860413,
"m": 1.0
},
{
"p": 0.11241929233074188,
"m": 1.0
},
{
"p": 0.0944497138261795,
"m": 1.0
},
{
"p": 0.11479581147432327,
"m": 1.0
},
{
"p": 0.02498065121471882,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.6888580322265625,
"val_loss": 0.8164997100830078,
"acc": 70.09,
"time": 367.98210859298706,
"param": [
{
"p": 0.12062781304121017,
"m": 1.0
},
{
"p": 0.0006993180722929537,
"m": 1.0
},
{
"p": 0.08695176243782043,
"m": 1.0
},
{
"p": 0.0879473090171814,
"m": 1.0
},
{
"p": 0.0012106074718758464,
"m": 1.0
},
{
"p": 0.03415835276246071,
"m": 1.0
},
{
"p": 0.0900832861661911,
"m": 1.0
},
{
"p": 0.06632968038320541,
"m": 1.0
},
{
"p": 0.09228166192770004,
"m": 1.0
},
{
"p": 0.10620652139186859,
"m": 1.0
},
{
"p": 0.0696503221988678,
"m": 1.0
},
{
"p": 0.11769788712263107,
"m": 1.0
},
{
"p": 0.11494641751050949,
"m": 1.0
},
{
"p": 0.01120902318507433,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.9018142223358154,
"val_loss": 0.7766279578208923,
"acc": 69.73,
"time": 405.09384439280257,
"param": [
{
"p": 0.10773857682943344,
"m": 1.0
},
{
"p": 0.0007061018259264529,
"m": 1.0
},
{
"p": 0.10785810649394989,
"m": 1.0
},
{
"p": 0.07837540656328201,
"m": 1.0
},
{
"p": 0.037870749831199646,
"m": 1.0
},
{
"p": 0.025316722691059113,
"m": 1.0
},
{
"p": 0.07668942213058472,
"m": 1.0
},
{
"p": 0.0684189423918724,
"m": 1.0
},
{
"p": 0.10006895661354065,
"m": 1.0
},
{
"p": 0.07616518437862396,
"m": 1.0
},
{
"p": 0.09198632836341858,
"m": 1.0
},
{
"p": 0.09679575264453888,
"m": 1.0
},
{
"p": 0.11736813932657242,
"m": 1.0
},
{
"p": 0.014641614630818367,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 2.0291998386383057,
"val_loss": 0.8228642344474792,
"acc": 69.46,
"time": 372.4546011008788,
"param": [
{
"p": 0.13022589683532715,
"m": 1.0
},
{
"p": 0.0007218017126433551,
"m": 1.0
},
{
"p": 0.09012509137392044,
"m": 1.0
},
{
"p": 0.06757073104381561,
"m": 1.0
},
{
"p": 0.02517368085682392,
"m": 1.0
},
{
"p": 0.0007218017126433551,
"m": 1.0
},
{
"p": 0.0891856774687767,
"m": 1.0
},
{
"p": 0.0783441886305809,
"m": 1.0
},
{
"p": 0.09805839508771896,
"m": 1.0
},
{
"p": 0.09456349909305573,
"m": 1.0
},
{
"p": 0.07654882967472076,
"m": 1.0
},
{
"p": 0.09249632805585861,
"m": 1.0
},
{
"p": 0.11367093771696091,
"m": 1.0
},
{
"p": 0.04259318858385086,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.802488088607788,
"val_loss": 0.8913499116897583,
"acc": 70.69,
"time": 388.34552720189095,
"param": [
{
"p": 0.12420731782913208,
"m": 1.0
},
{
"p": 0.0010470205452293158,
"m": 1.0
},
{
"p": 0.09494899958372116,
"m": 1.0
},
{
"p": 0.06201064586639404,
"m": 1.0
},
{
"p": 0.01973688416182995,
"m": 1.0
},
{
"p": 0.004099381621927023,
"m": 1.0
},
{
"p": 0.10364052653312683,
"m": 1.0
},
{
"p": 0.10599129647016525,
"m": 1.0
},
{
"p": 0.08942646533250809,
"m": 1.0
},
{
"p": 0.08928888291120529,
"m": 1.0
},
{
"p": 0.07734523713588715,
"m": 1.0
},
{
"p": 0.11830662935972214,
"m": 1.0
},
{
"p": 0.09614737331867218,
"m": 1.0
},
{
"p": 0.013803309760987759,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.760872483253479,
"val_loss": 0.7931339740753174,
"acc": 70.17,
"time": 395.1965244610328,
"param": [
{
"p": 0.1287865787744522,
"m": 1.0
},
{
"p": 0.019493119791150093,
"m": 1.0
},
{
"p": 0.12799693644046783,
"m": 1.0
},
{
"p": 0.07526328414678574,
"m": 1.0
},
{
"p": 0.0007103174575604498,
"m": 1.0
},
{
"p": 0.0007103174575604498,
"m": 1.0
},
{
"p": 0.08688398450613022,
"m": 1.0
},
{
"p": 0.0745750218629837,
"m": 1.0
},
{
"p": 0.06583471596240997,
"m": 1.0
},
{
"p": 0.09918523579835892,
"m": 1.0
},
{
"p": 0.07128778100013733,
"m": 1.0
},
{
"p": 0.11280090361833572,
"m": 1.0
},
{
"p": 0.12525048851966858,
"m": 1.0
},
{
"p": 0.011221269145607948,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 2.03413987159729,
"val_loss": 0.8465555906295776,
"acc": 70.37,
"time": 374.4936468359083,
"param": [
{
"p": 0.10890289396047592,
"m": 1.0
},
{
"p": 0.025569699704647064,
"m": 1.0
},
{
"p": 0.0888560339808464,
"m": 1.0
},
{
"p": 0.07706142961978912,
"m": 1.0
},
{
"p": 0.0007124535623006523,
"m": 1.0
},
{
"p": 0.017410550266504288,
"m": 1.0
},
{
"p": 0.08780168741941452,
"m": 1.0
},
{
"p": 0.08695420622825623,
"m": 1.0
},
{
"p": 0.11684390157461166,
"m": 1.0
},
{
"p": 0.08595086634159088,
"m": 1.0
},
{
"p": 0.06565787643194199,
"m": 1.0
},
{
"p": 0.10045727342367172,
"m": 1.0
},
{
"p": 0.1371086686849594,
"m": 1.0
},
{
"p": 0.0007124535623006523,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.7449634075164795,
"val_loss": 0.8854101300239563,
"acc": 71.12,
"time": 389.5145948010031,
"param": [
{
"p": 0.13307620584964752,
"m": 1.0
},
{
"p": 0.0007117324857972562,
"m": 1.0
},
{
"p": 0.1129559800028801,
"m": 1.0
},
{
"p": 0.04145447909832001,
"m": 1.0
},
{
"p": 0.0007117324857972562,
"m": 1.0
},
{
"p": 0.0007117324857972562,
"m": 1.0
},
{
"p": 0.09815853834152222,
"m": 1.0
},
{
"p": 0.10128374397754669,
"m": 1.0
},
{
"p": 0.1144896075129509,
"m": 1.0
},
{
"p": 0.1075965166091919,
"m": 1.0
},
{
"p": 0.04566294327378273,
"m": 1.0
},
{
"p": 0.12601406872272491,
"m": 1.0
},
{
"p": 0.09073758870363235,
"m": 1.0
},
{
"p": 0.026435205712914467,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.5599546432495117,
"val_loss": 0.786560595035553,
"acc": 70.68,
"time": 406.86836893390864,
"param": [
{
"p": 0.09304942935705185,
"m": 1.0
},
{
"p": 0.0007116796914488077,
"m": 1.0
},
{
"p": 0.1064392626285553,
"m": 1.0
},
{
"p": 0.05835475027561188,
"m": 1.0
},
{
"p": 0.0007116796914488077,
"m": 1.0
},
{
"p": 0.03321296349167824,
"m": 1.0
},
{
"p": 0.10388489067554474,
"m": 1.0
},
{
"p": 0.10542020201683044,
"m": 1.0
},
{
"p": 0.10846579074859619,
"m": 1.0
},
{
"p": 0.09916923940181732,
"m": 1.0
},
{
"p": 0.09104719758033752,
"m": 1.0
},
{
"p": 0.10388792306184769,
"m": 1.0
},
{
"p": 0.07870028913021088,
"m": 1.0
},
{
"p": 0.016944782808423042,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.9358896017074585,
"val_loss": 0.8075649738311768,
"acc": 69.85,
"time": 411.1939048729837,
"param": [
{
"p": 0.0973263680934906,
"m": 1.0
},
{
"p": 0.007188363000750542,
"m": 1.0
},
{
"p": 0.10692138969898224,
"m": 1.0
},
{
"p": 0.07025492936372757,
"m": 1.0
},
{
"p": 0.005247138906270266,
"m": 1.0
},
{
"p": 0.004316508304327726,
"m": 1.0
},
{
"p": 0.07791122794151306,
"m": 1.0
},
{
"p": 0.06983008980751038,
"m": 1.0
},
{
"p": 0.09516040235757828,
"m": 1.0
},
{
"p": 0.1038733497262001,
"m": 1.0
},
{
"p": 0.10339120030403137,
"m": 1.0
},
{
"p": 0.09996119141578674,
"m": 1.0
},
{
"p": 0.1171681135892868,
"m": 1.0
},
{
"p": 0.04144974797964096,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.8572369813919067,
"val_loss": 0.8120018243789673,
"acc": 69.16,
"time": 392.2344076309819,
"param": [
{
"p": 0.1309579759836197,
"m": 1.0
},
{
"p": 0.0012913077371194959,
"m": 1.0
},
{
"p": 0.08777803927659988,
"m": 1.0
},
{
"p": 0.06967592984437943,
"m": 1.0
},
{
"p": 0.0466633103787899,
"m": 1.0
},
{
"p": 0.017121829092502594,
"m": 1.0
},
{
"p": 0.09163007140159607,
"m": 1.0
},
{
"p": 0.04833926260471344,
"m": 1.0
},
{
"p": 0.08243542909622192,
"m": 1.0
},
{
"p": 0.09797167032957077,
"m": 1.0
},
{
"p": 0.07421019673347473,
"m": 1.0
},
{
"p": 0.13315683603286743,
"m": 1.0
},
{
"p": 0.11684262752532959,
"m": 1.0
},
{
"p": 0.0019255357328802347,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.7836458683013916,
"val_loss": 0.7635433673858643,
"acc": 70.99,
"time": 381.5167837641202,
"param": [
{
"p": 0.10598068684339523,
"m": 1.0
},
{
"p": 0.03659284487366676,
"m": 1.0
},
{
"p": 0.11547426134347916,
"m": 1.0
},
{
"p": 0.050116971135139465,
"m": 1.0
},
{
"p": 0.025206604972481728,
"m": 1.0
},
{
"p": 0.016002940014004707,
"m": 1.0
},
{
"p": 0.09828873723745346,
"m": 1.0
},
{
"p": 0.06599071621894836,
"m": 1.0
},
{
"p": 0.09213447570800781,
"m": 1.0
},
{
"p": 0.08637705445289612,
"m": 1.0
},
{
"p": 0.08011580258607864,
"m": 1.0
},
{
"p": 0.09595267474651337,
"m": 1.0
},
{
"p": 0.09688380360603333,
"m": 1.0
},
{
"p": 0.034882452338933945,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.6993656158447266,
"val_loss": 0.8510222434997559,
"acc": 71.58,
"time": 378.74992046901025,
"param": [
{
"p": 0.13723623752593994,
"m": 1.0
},
{
"p": 0.0009108745725825429,
"m": 1.0
},
{
"p": 0.09826090186834335,
"m": 1.0
},
{
"p": 0.06725811213254929,
"m": 1.0
},
{
"p": 0.008176269941031933,
"m": 1.0
},
{
"p": 0.046248868107795715,
"m": 1.0
},
{
"p": 0.07624797523021698,
"m": 1.0
},
{
"p": 0.042647700756788254,
"m": 1.0
},
{
"p": 0.049068521708250046,
"m": 1.0
},
{
"p": 0.09596608579158783,
"m": 1.0
},
{
"p": 0.12023808807134628,
"m": 1.0
},
{
"p": 0.13542450964450836,
"m": 1.0
},
{
"p": 0.10850410163402557,
"m": 1.0
},
{
"p": 0.013811749406158924,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 2.219062089920044,
"val_loss": 0.9622668623924255,
"acc": 70.99,
"time": 384.89253566996194,
"param": [
{
"p": 0.11636757850646973,
"m": 1.0
},
{
"p": 0.03778323531150818,
"m": 1.0
},
{
"p": 0.07190728932619095,
"m": 1.0
},
{
"p": 0.06680580228567123,
"m": 1.0
},
{
"p": 0.02892773039638996,
"m": 1.0
},
{
"p": 0.0401337556540966,
"m": 1.0
},
{
"p": 0.08784494549036026,
"m": 1.0
},
{
"p": 0.0848349928855896,
"m": 1.0
},
{
"p": 0.08613943308591843,
"m": 1.0
},
{
"p": 0.0852455422282219,
"m": 1.0
},
{
"p": 0.06180715933442116,
"m": 1.0
},
{
"p": 0.10015996545553207,
"m": 1.0
},
{
"p": 0.09537581354379654,
"m": 1.0
},
{
"p": 0.03666660562157631,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.6371670961380005,
"val_loss": 0.8493655920028687,
"acc": 70.56,
"time": 396.38236901001073,
"param": [
{
"p": 0.12961947917938232,
"m": 1.0
},
{
"p": 0.0008800261421129107,
"m": 1.0
},
{
"p": 0.10055695474147797,
"m": 1.0
},
{
"p": 0.04545239359140396,
"m": 1.0
},
{
"p": 0.0031968243420124054,
"m": 1.0
},
{
"p": 0.000703951867762953,
"m": 1.0
},
{
"p": 0.060389503836631775,
"m": 1.0
},
{
"p": 0.09979641437530518,
"m": 1.0
},
{
"p": 0.10653417557477951,
"m": 1.0
},
{
"p": 0.12305661290884018,
"m": 1.0
},
{
"p": 0.1184319332242012,
"m": 1.0
},
{
"p": 0.09979359805583954,
"m": 1.0
},
{
"p": 0.09860648214817047,
"m": 1.0
},
{
"p": 0.012981713749468327,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 2.1191797256469727,
"val_loss": 0.8527149558067322,
"acc": 70.54,
"time": 403.0119524879847,
"param": [
{
"p": 0.12618565559387207,
"m": 1.0
},
{
"p": 0.018823370337486267,
"m": 1.0
},
{
"p": 0.07924987375736237,
"m": 1.0
},
{
"p": 0.06238565966486931,
"m": 1.0
},
{
"p": 0.033080436289310455,
"m": 1.0
},
{
"p": 0.000716889277100563,
"m": 1.0
},
{
"p": 0.11228242516517639,
"m": 1.0
},
{
"p": 0.0561002716422081,
"m": 1.0
},
{
"p": 0.11426766961812973,
"m": 1.0
},
{
"p": 0.0956784263253212,
"m": 1.0
},
{
"p": 0.08885344117879868,
"m": 1.0
},
{
"p": 0.075147345662117,
"m": 1.0
},
{
"p": 0.10731805115938187,
"m": 1.0
},
{
"p": 0.029910564422607422,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.9879872798919678,
"val_loss": 0.7355403900146484,
"acc": 70.07,
"time": 410.9431432990823,
"param": [
{
"p": 0.09863858669996262,
"m": 1.0
},
{
"p": 0.03543826565146446,
"m": 1.0
},
{
"p": 0.09542436897754669,
"m": 1.0
},
{
"p": 0.058080654591321945,
"m": 1.0
},
{
"p": 0.028376104310154915,
"m": 1.0
},
{
"p": 0.00426517566666007,
"m": 1.0
},
{
"p": 0.07240045815706253,
"m": 1.0
},
{
"p": 0.07192113250494003,
"m": 1.0
},
{
"p": 0.0734071210026741,
"m": 1.0
},
{
"p": 0.1076584905385971,
"m": 1.0
},
{
"p": 0.0862267017364502,
"m": 1.0
},
{
"p": 0.10187897086143494,
"m": 1.0
},
{
"p": 0.11542967706918716,
"m": 1.0
},
{
"p": 0.05085432529449463,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.7853320837020874,
"val_loss": 0.7637434005737305,
"acc": 70.88,
"time": 375.9255503399763,
"param": [
{
"p": 0.1333843320608139,
"m": 1.0
},
{
"p": 0.021181445568799973,
"m": 1.0
},
{
"p": 0.1283068060874939,
"m": 1.0
},
{
"p": 0.017808688804507256,
"m": 1.0
},
{
"p": 0.028162192553281784,
"m": 1.0
},
{
"p": 0.0011882943799719214,
"m": 1.0
},
{
"p": 0.10056848078966141,
"m": 1.0
},
{
"p": 0.05627782270312309,
"m": 1.0
},
{
"p": 0.08490412682294846,
"m": 1.0
},
{
"p": 0.10002678632736206,
"m": 1.0
},
{
"p": 0.10224884748458862,
"m": 1.0
},
{
"p": 0.09699476510286331,
"m": 1.0
},
{
"p": 0.10492154210805893,
"m": 1.0
},
{
"p": 0.02402591146528721,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.9079278707504272,
"val_loss": 0.8332493305206299,
"acc": 70.96,
"time": 387.5697309919633,
"param": [
{
"p": 0.11352765560150146,
"m": 1.0
},
{
"p": 0.006125069223344326,
"m": 1.0
},
{
"p": 0.11160328984260559,
"m": 1.0
},
{
"p": 0.0721530094742775,
"m": 1.0
},
{
"p": 0.029919767752289772,
"m": 1.0
},
{
"p": 0.034891288727521896,
"m": 1.0
},
{
"p": 0.08910810947418213,
"m": 1.0
},
{
"p": 0.06550651043653488,
"m": 1.0
},
{
"p": 0.0628381222486496,
"m": 1.0
},
{
"p": 0.10772146284580231,
"m": 1.0
},
{
"p": 0.09159565716981888,
"m": 1.0
},
{
"p": 0.08705785870552063,
"m": 1.0
},
{
"p": 0.10697398334741592,
"m": 1.0
},
{
"p": 0.020978320389986038,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 2.0055997371673584,
"val_loss": 0.78864586353302,
"acc": 71.08,
"time": 389.9730531258974,
"param": [
{
"p": 0.09630338102579117,
"m": 1.0
},
{
"p": 0.0026403390802443027,
"m": 1.0
},
{
"p": 0.0640411451458931,
"m": 1.0
},
{
"p": 0.09244921058416367,
"m": 1.0
},
{
"p": 0.04959063231945038,
"m": 1.0
},
{
"p": 0.006079856771975756,
"m": 1.0
},
{
"p": 0.0711524710059166,
"m": 1.0
},
{
"p": 0.06933163106441498,
"m": 1.0
},
{
"p": 0.09953881800174713,
"m": 1.0
},
{
"p": 0.08708753436803818,
"m": 1.0
},
{
"p": 0.10277056694030762,
"m": 1.0
},
{
"p": 0.12017110735177994,
"m": 1.0
},
{
"p": 0.11814174801111221,
"m": 1.0
},
{
"p": 0.0207015722990036,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 2.149465322494507,
"val_loss": 0.793286144733429,
"acc": 70.66,
"time": 379.6429340168834,
"param": [
{
"p": 0.10702085494995117,
"m": 1.0
},
{
"p": 0.006252519320696592,
"m": 1.0
},
{
"p": 0.11138574033975601,
"m": 1.0
},
{
"p": 0.059602491557598114,
"m": 1.0
},
{
"p": 0.04262144863605499,
"m": 1.0
},
{
"p": 0.005043813493102789,
"m": 1.0
},
{
"p": 0.08612038195133209,
"m": 1.0
},
{
"p": 0.06999136507511139,
"m": 1.0
},
{
"p": 0.06895454227924347,
"m": 1.0
},
{
"p": 0.08279724419116974,
"m": 1.0
},
{
"p": 0.09836432337760925,
"m": 1.0
},
{
"p": 0.10327622294425964,
"m": 1.0
},
{
"p": 0.10961857438087463,
"m": 1.0
},
{
"p": 0.04895048961043358,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.5357649326324463,
"val_loss": 0.758152961730957,
"acc": 71.04,
"time": 377.16789508913644,
"param": [
{
"p": 0.10314828157424927,
"m": 1.0
},
{
"p": 0.0020477946382015944,
"m": 1.0
},
{
"p": 0.07785195857286453,
"m": 1.0
},
{
"p": 0.09766007959842682,
"m": 1.0
},
{
"p": 0.04758815839886665,
"m": 1.0
},
{
"p": 0.015041847713291645,
"m": 1.0
},
{
"p": 0.09529005736112595,
"m": 1.0
},
{
"p": 0.057155776768922806,
"m": 1.0
},
{
"p": 0.10384313762187958,
"m": 1.0
},
{
"p": 0.07679670304059982,
"m": 1.0
},
{
"p": 0.0775916576385498,
"m": 1.0
},
{
"p": 0.11062515527009964,
"m": 1.0
},
{
"p": 0.1142728179693222,
"m": 1.0
},
{
"p": 0.02108658477663994,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.7131640911102295,
"val_loss": 0.7936645150184631,
"acc": 71.69,
"time": 412.18572233687155,
"param": [
{
"p": 0.12540288269519806,
"m": 1.0
},
{
"p": 0.041481416672468185,
"m": 1.0
},
{
"p": 0.09871985763311386,
"m": 1.0
},
{
"p": 0.07539386302232742,
"m": 1.0
},
{
"p": 0.013727596029639244,
"m": 1.0
},
{
"p": 0.00678755808621645,
"m": 1.0
},
{
"p": 0.06505103409290314,
"m": 1.0
},
{
"p": 0.06307711452245712,
"m": 1.0
},
{
"p": 0.07271566241979599,
"m": 1.0
},
{
"p": 0.06097572669386864,
"m": 1.0
},
{
"p": 0.09868007898330688,
"m": 1.0
},
{
"p": 0.1212587058544159,
"m": 1.0
},
{
"p": 0.11844788491725922,
"m": 1.0
},
{
"p": 0.03828059509396553,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.8906021118164062,
"val_loss": 0.8530683517456055,
"acc": 71.67,
"time": 422.32423890195787,
"param": [
{
"p": 0.11331113427877426,
"m": 1.0
},
{
"p": 0.012623037211596966,
"m": 1.0
},
{
"p": 0.08831799030303955,
"m": 1.0
},
{
"p": 0.06699774414300919,
"m": 1.0
},
{
"p": 0.01900428906083107,
"m": 1.0
},
{
"p": 0.019312705844640732,
"m": 1.0
},
{
"p": 0.08515216410160065,
"m": 1.0
},
{
"p": 0.0693090483546257,
"m": 1.0
},
{
"p": 0.077317975461483,
"m": 1.0
},
{
"p": 0.10219406336545944,
"m": 1.0
},
{
"p": 0.0994049534201622,
"m": 1.0
},
{
"p": 0.10376272350549698,
"m": 1.0
},
{
"p": 0.10568544268608093,
"m": 1.0
},
{
"p": 0.03760676831007004,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 2.0702364444732666,
"val_loss": 0.9372270703315735,
"acc": 71.68,
"time": 381.8073190690484,
"param": [
{
"p": 0.11728087812662125,
"m": 1.0
},
{
"p": 0.01397137250751257,
"m": 1.0
},
{
"p": 0.12115811556577682,
"m": 1.0
},
{
"p": 0.032203275710344315,
"m": 1.0
},
{
"p": 0.028098013252019882,
"m": 1.0
},
{
"p": 0.038111843168735504,
"m": 1.0
},
{
"p": 0.09372533112764359,
"m": 1.0
},
{
"p": 0.09274052828550339,
"m": 1.0
},
{
"p": 0.0912204459309578,
"m": 1.0
},
{
"p": 0.02536020614206791,
"m": 1.0
},
{
"p": 0.07790979743003845,
"m": 1.0
},
{
"p": 0.11906631290912628,
"m": 1.0
},
{
"p": 0.13238202035427094,
"m": 1.0
},
{
"p": 0.016771851107478142,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.8011798858642578,
"val_loss": 0.954359233379364,
"acc": 72.29,
"time": 378.95823935302906,
"param": [
{
"p": 0.10383270680904388,
"m": 1.0
},
{
"p": 0.0006856791442260146,
"m": 1.0
},
{
"p": 0.11765898764133453,
"m": 1.0
},
{
"p": 0.06744679808616638,
"m": 1.0
},
{
"p": 0.03562779724597931,
"m": 1.0
},
{
"p": 0.022592708468437195,
"m": 1.0
},
{
"p": 0.07553769648075104,
"m": 1.0
},
{
"p": 0.057419415563344955,
"m": 1.0
},
{
"p": 0.06893305480480194,
"m": 1.0
},
{
"p": 0.11998815834522247,
"m": 1.0
},
{
"p": 0.07273640483617783,
"m": 1.0
},
{
"p": 0.10978531092405319,
"m": 1.0
},
{
"p": 0.12342198193073273,
"m": 1.0
},
{
"p": 0.024333283305168152,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.594674825668335,
"val_loss": 0.8385951519012451,
"acc": 72.28,
"time": 375.17673660302535,
"param": [
{
"p": 0.09925886988639832,
"m": 1.0
},
{
"p": 0.017038945108652115,
"m": 1.0
},
{
"p": 0.09252958744764328,
"m": 1.0
},
{
"p": 0.09559352695941925,
"m": 1.0
},
{
"p": 0.03499171510338783,
"m": 1.0
},
{
"p": 0.0014120424166321754,
"m": 1.0
},
{
"p": 0.08913251012563705,
"m": 1.0
},
{
"p": 0.04145841300487518,
"m": 1.0
},
{
"p": 0.08473804593086243,
"m": 1.0
},
{
"p": 0.094637930393219,
"m": 1.0
},
{
"p": 0.10047833621501923,
"m": 1.0
},
{
"p": 0.09804166108369827,
"m": 1.0
},
{
"p": 0.10555283725261688,
"m": 1.0
},
{
"p": 0.04513559490442276,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.8431575298309326,
"val_loss": 0.8328100442886353,
"acc": 71.43,
"time": 374.8684069139417,
"param": [
{
"p": 0.09701494872570038,
"m": 1.0
},
{
"p": 0.013308173976838589,
"m": 1.0
},
{
"p": 0.0916253924369812,
"m": 1.0
},
{
"p": 0.08359038084745407,
"m": 1.0
},
{
"p": 0.035982176661491394,
"m": 1.0
},
{
"p": 0.017031582072377205,
"m": 1.0
},
{
"p": 0.09602320939302444,
"m": 1.0
},
{
"p": 0.07049731910228729,
"m": 1.0
},
{
"p": 0.07490038126707077,
"m": 1.0
},
{
"p": 0.0711294561624527,
"m": 1.0
},
{
"p": 0.08999166637659073,
"m": 1.0
},
{
"p": 0.10698670893907547,
"m": 1.0
},
{
"p": 0.11327023804187775,
"m": 1.0
},
{
"p": 0.03864843770861626,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.80943763256073,
"val_loss": 0.7169927954673767,
"acc": 72.42,
"time": 413.07745145005174,
"param": [
{
"p": 0.10912930220365524,
"m": 1.0
},
{
"p": 0.015369920060038567,
"m": 1.0
},
{
"p": 0.070192351937294,
"m": 1.0
},
{
"p": 0.06689934432506561,
"m": 1.0
},
{
"p": 0.05092553421854973,
"m": 1.0
},
{
"p": 0.0007136679487302899,
"m": 1.0
},
{
"p": 0.07799993455410004,
"m": 1.0
},
{
"p": 0.07826604694128036,
"m": 1.0
},
{
"p": 0.08595302700996399,
"m": 1.0
},
{
"p": 0.1018737405538559,
"m": 1.0
},
{
"p": 0.09668156504631042,
"m": 1.0
},
{
"p": 0.08880050480365753,
"m": 1.0
},
{
"p": 0.10810315608978271,
"m": 1.0
},
{
"p": 0.0490918830037117,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.7655266523361206,
"val_loss": 0.8250518441200256,
"acc": 71.57,
"time": 389.0581095160451,
"param": [
{
"p": 0.10048454254865646,
"m": 1.0
},
{
"p": 0.012846425175666809,
"m": 1.0
},
{
"p": 0.09439930319786072,
"m": 1.0
},
{
"p": 0.047767527401447296,
"m": 1.0
},
{
"p": 0.029014714062213898,
"m": 1.0
},
{
"p": 0.0007160285022109747,
"m": 1.0
},
{
"p": 0.08888952434062958,
"m": 1.0
},
{
"p": 0.07896021008491516,
"m": 1.0
},
{
"p": 0.10913261026144028,
"m": 1.0
},
{
"p": 0.08472730964422226,
"m": 1.0
},
{
"p": 0.11329664289951324,
"m": 1.0
},
{
"p": 0.0925707072019577,
"m": 1.0
},
{
"p": 0.10068338364362717,
"m": 1.0
},
{
"p": 0.04651106894016266,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.8561208248138428,
"val_loss": 0.8049196004867554,
"acc": 72.36,
"time": 385.64272659202106,
"param": [
{
"p": 0.1332099735736847,
"m": 1.0
},
{
"p": 0.025881405919790268,
"m": 1.0
},
{
"p": 0.07768447697162628,
"m": 1.0
},
{
"p": 0.06585187464952469,
"m": 1.0
},
{
"p": 0.05398520827293396,
"m": 1.0
},
{
"p": 0.000696502102073282,
"m": 1.0
},
{
"p": 0.06794697046279907,
"m": 1.0
},
{
"p": 0.08111824840307236,
"m": 1.0
},
{
"p": 0.09600487351417542,
"m": 1.0
},
{
"p": 0.1008734181523323,
"m": 1.0
},
{
"p": 0.07174812257289886,
"m": 1.0
},
{
"p": 0.08758756518363953,
"m": 1.0
},
{
"p": 0.13180792331695557,
"m": 1.0
},
{
"p": 0.005603383295238018,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.8139355182647705,
"val_loss": 0.7457131147384644,
"acc": 71.9,
"time": 385.2038547890261,
"param": [
{
"p": 0.07925691455602646,
"m": 1.0
},
{
"p": 0.02578749880194664,
"m": 1.0
},
{
"p": 0.11812768131494522,
"m": 1.0
},
{
"p": 0.06341712921857834,
"m": 1.0
},
{
"p": 0.013489381410181522,
"m": 1.0
},
{
"p": 0.04248684644699097,
"m": 1.0
},
{
"p": 0.07205146551132202,
"m": 1.0
},
{
"p": 0.0764806941151619,
"m": 1.0
},
{
"p": 0.1028313860297203,
"m": 1.0
},
{
"p": 0.09550599753856659,
"m": 1.0
},
{
"p": 0.09254281222820282,
"m": 1.0
},
{
"p": 0.10086614638566971,
"m": 1.0
},
{
"p": 0.09339301288127899,
"m": 1.0
},
{
"p": 0.023763034492731094,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.5775327682495117,
"val_loss": 0.7149829268455505,
"acc": 72.39,
"time": 371.3582363280002,
"param": [
{
"p": 0.11055795103311539,
"m": 1.0
},
{
"p": 0.006669865921139717,
"m": 1.0
},
{
"p": 0.08623813837766647,
"m": 1.0
},
{
"p": 0.09093806147575378,
"m": 1.0
},
{
"p": 0.011239488609135151,
"m": 1.0
},
{
"p": 0.011672337539494038,
"m": 1.0
},
{
"p": 0.08378379046916962,
"m": 1.0
},
{
"p": 0.07268621027469635,
"m": 1.0
},
{
"p": 0.08530967682600021,
"m": 1.0
},
{
"p": 0.09667321294546127,
"m": 1.0
},
{
"p": 0.0991661548614502,
"m": 1.0
},
{
"p": 0.0966251790523529,
"m": 1.0
},
{
"p": 0.10952164977788925,
"m": 1.0
},
{
"p": 0.03891819715499878,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.584918737411499,
"val_loss": 0.8342548608779907,
"acc": 72.29,
"time": 386.94508615508676,
"param": [
{
"p": 0.10283969342708588,
"m": 1.0
},
{
"p": 0.0006842176080681384,
"m": 1.0
},
{
"p": 0.12182790040969849,
"m": 1.0
},
{
"p": 0.04086367040872574,
"m": 1.0
},
{
"p": 0.029949761927127838,
"m": 1.0
},
{
"p": 0.01527371909469366,
"m": 1.0
},
{
"p": 0.07692532986402512,
"m": 1.0
},
{
"p": 0.06515306234359741,
"m": 1.0
},
{
"p": 0.07640055567026138,
"m": 1.0
},
{
"p": 0.10842131823301315,
"m": 1.0
},
{
"p": 0.08890680223703384,
"m": 1.0
},
{
"p": 0.14441072940826416,
"m": 1.0
},
{
"p": 0.0971561074256897,
"m": 1.0
},
{
"p": 0.031187035143375397,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.988169550895691,
"val_loss": 0.7712889909744263,
"acc": 71.55,
"time": 422.6905684249941,
"param": [
{
"p": 0.09807268530130386,
"m": 1.0
},
{
"p": 0.03532738983631134,
"m": 1.0
},
{
"p": 0.10397446900606155,
"m": 1.0
},
{
"p": 0.04881533235311508,
"m": 1.0
},
{
"p": 0.03292868658900261,
"m": 1.0
},
{
"p": 0.028820523992180824,
"m": 1.0
},
{
"p": 0.09530027210712433,
"m": 1.0
},
{
"p": 0.07575491070747375,
"m": 1.0
},
{
"p": 0.0383870005607605,
"m": 1.0
},
{
"p": 0.1036301776766777,
"m": 1.0
},
{
"p": 0.0836448147892952,
"m": 1.0
},
{
"p": 0.07283621281385422,
"m": 1.0
},
{
"p": 0.12260382622480392,
"m": 1.0
},
{
"p": 0.059903670102357864,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.8876447677612305,
"val_loss": 0.8264696598052979,
"acc": 70.77,
"time": 396.948049752973,
"param": [
{
"p": 0.11804445832967758,
"m": 1.0
},
{
"p": 0.013852505944669247,
"m": 1.0
},
{
"p": 0.09621966630220413,
"m": 1.0
},
{
"p": 0.05699564889073372,
"m": 1.0
},
{
"p": 0.03691602498292923,
"m": 1.0
},
{
"p": 0.018970588222146034,
"m": 1.0
},
{
"p": 0.0784461572766304,
"m": 1.0
},
{
"p": 0.09326032549142838,
"m": 1.0
},
{
"p": 0.07310187071561813,
"m": 1.0
},
{
"p": 0.09437194466590881,
"m": 1.0
},
{
"p": 0.08794882893562317,
"m": 1.0
},
{
"p": 0.11029499024152756,
"m": 1.0
},
{
"p": 0.08777102082967758,
"m": 1.0
},
{
"p": 0.033805929124355316,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.977270483970642,
"val_loss": 0.8465840220451355,
"acc": 72.14,
"time": 396.8308976991102,
"param": [
{
"p": 0.11619926244020462,
"m": 1.0
},
{
"p": 0.02014591358602047,
"m": 1.0
},
{
"p": 0.09968853741884232,
"m": 1.0
},
{
"p": 0.0772261843085289,
"m": 1.0
},
{
"p": 0.000716612848918885,
"m": 1.0
},
{
"p": 0.000716612848918885,
"m": 1.0
},
{
"p": 0.08604138344526291,
"m": 1.0
},
{
"p": 0.09950030595064163,
"m": 1.0
},
{
"p": 0.10559869557619095,
"m": 1.0
},
{
"p": 0.08970532566308975,
"m": 1.0
},
{
"p": 0.08990543335676193,
"m": 1.0
},
{
"p": 0.12403219938278198,
"m": 1.0
},
{
"p": 0.08980696648359299,
"m": 1.0
},
{
"p": 0.000716612848918885,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.9424242973327637,
"val_loss": 0.7627856731414795,
"acc": 72.7,
"time": 387.50480626989156,
"param": [
{
"p": 0.1102830097079277,
"m": 1.0
},
{
"p": 0.012704480439424515,
"m": 1.0
},
{
"p": 0.1206662580370903,
"m": 1.0
},
{
"p": 0.039745181798934937,
"m": 1.0
},
{
"p": 0.05389657989144325,
"m": 1.0
},
{
"p": 0.03405279293656349,
"m": 1.0
},
{
"p": 0.0826016515493393,
"m": 1.0
},
{
"p": 0.05250545218586922,
"m": 1.0
},
{
"p": 0.07710717618465424,
"m": 1.0
},
{
"p": 0.0963543951511383,
"m": 1.0
},
{
"p": 0.0794135108590126,
"m": 1.0
},
{
"p": 0.10264411568641663,
"m": 1.0
},
{
"p": 0.12155485898256302,
"m": 1.0
},
{
"p": 0.016470622271299362,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.733735203742981,
"val_loss": 0.840210497379303,
"acc": 72.02,
"time": 400.3191856620833,
"param": [
{
"p": 0.13091805577278137,
"m": 1.0
},
{
"p": 0.000698027026373893,
"m": 1.0
},
{
"p": 0.08507149666547775,
"m": 1.0
},
{
"p": 0.09608545899391174,
"m": 1.0
},
{
"p": 0.0013240501284599304,
"m": 1.0
},
{
"p": 0.000698027026373893,
"m": 1.0
},
{
"p": 0.056707173585891724,
"m": 1.0
},
{
"p": 0.08164609223604202,
"m": 1.0
},
{
"p": 0.10333552211523056,
"m": 1.0
},
{
"p": 0.0940433219075203,
"m": 1.0
},
{
"p": 0.08715609461069107,
"m": 1.0
},
{
"p": 0.10152502357959747,
"m": 1.0
},
{
"p": 0.12437274307012558,
"m": 1.0
},
{
"p": 0.03641892597079277,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.7522320747375488,
"val_loss": 0.7197499871253967,
"acc": 71.78,
"time": 396.32106067519635,
"param": [
{
"p": 0.11240692436695099,
"m": 1.0
},
{
"p": 0.0007037230534479022,
"m": 1.0
},
{
"p": 0.0934828370809555,
"m": 1.0
},
{
"p": 0.05044238641858101,
"m": 1.0
},
{
"p": 0.0007037230534479022,
"m": 1.0
},
{
"p": 0.022662635892629623,
"m": 1.0
},
{
"p": 0.09931251406669617,
"m": 1.0
},
{
"p": 0.08645229041576385,
"m": 1.0
},
{
"p": 0.07132361084222794,
"m": 1.0
},
{
"p": 0.10370804369449615,
"m": 1.0
},
{
"p": 0.11085309833288193,
"m": 1.0
},
{
"p": 0.09550406038761139,
"m": 1.0
},
{
"p": 0.13025906682014465,
"m": 1.0
},
{
"p": 0.022185131907463074,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.413481593132019,
"val_loss": 0.9702446460723877,
"acc": 71.51,
"time": 373.13041502190754,
"param": [
{
"p": 0.13520218431949615,
"m": 1.0
},
{
"p": 0.0006905110785737634,
"m": 1.0
},
{
"p": 0.07163722813129425,
"m": 1.0
},
{
"p": 0.05605371296405792,
"m": 1.0
},
{
"p": 0.006172018591314554,
"m": 1.0
},
{
"p": 0.0006905110785737634,
"m": 1.0
},
{
"p": 0.09235899150371552,
"m": 1.0
},
{
"p": 0.08141710609197617,
"m": 1.0
},
{
"p": 0.0962710753083229,
"m": 1.0
},
{
"p": 0.12102924287319183,
"m": 1.0
},
{
"p": 0.12678928673267365,
"m": 1.0
},
{
"p": 0.10310486704111099,
"m": 1.0
},
{
"p": 0.10789276659488678,
"m": 1.0
},
{
"p": 0.0006905110785737634,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.8539776802062988,
"val_loss": 0.8426229357719421,
"acc": 72.62,
"time": 412.43964466894977,
"param": [
{
"p": 0.0826670452952385,
"m": 1.0
},
{
"p": 0.008114034309983253,
"m": 1.0
},
{
"p": 0.061964817345142365,
"m": 1.0
},
{
"p": 0.09503632038831711,
"m": 1.0
},
{
"p": 0.028622640296816826,
"m": 1.0
},
{
"p": 0.015541127882897854,
"m": 1.0
},
{
"p": 0.09999662637710571,
"m": 1.0
},
{
"p": 0.09216424822807312,
"m": 1.0
},
{
"p": 0.09829256683588028,
"m": 1.0
},
{
"p": 0.08838853240013123,
"m": 1.0
},
{
"p": 0.10464584827423096,
"m": 1.0
},
{
"p": 0.08856424689292908,
"m": 1.0
},
{
"p": 0.11655369400978088,
"m": 1.0
},
{
"p": 0.01944832131266594,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.8613842725753784,
"val_loss": 0.7630590796470642,
"acc": 72.78,
"time": 381.52292923489586,
"param": [
{
"p": 0.10179678350687027,
"m": 1.0
},
{
"p": 0.015577079728245735,
"m": 1.0
},
{
"p": 0.10577667504549026,
"m": 1.0
},
{
"p": 0.05863615497946739,
"m": 1.0
},
{
"p": 0.015155386179685593,
"m": 1.0
},
{
"p": 0.012534786947071552,
"m": 1.0
},
{
"p": 0.07884611189365387,
"m": 1.0
},
{
"p": 0.0804738849401474,
"m": 1.0
},
{
"p": 0.08136996626853943,
"m": 1.0
},
{
"p": 0.1004355400800705,
"m": 1.0
},
{
"p": 0.11100655049085617,
"m": 1.0
},
{
"p": 0.12647384405136108,
"m": 1.0
},
{
"p": 0.08992844074964523,
"m": 1.0
},
{
"p": 0.021988801658153534,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.7739206552505493,
"val_loss": 0.8183239102363586,
"acc": 72.27,
"time": 391.40044650877826,
"param": [
{
"p": 0.13614659011363983,
"m": 1.0
},
{
"p": 0.0343194380402565,
"m": 1.0
},
{
"p": 0.09438096731901169,
"m": 1.0
},
{
"p": 0.04675471410155296,
"m": 1.0
},
{
"p": 0.03928441181778908,
"m": 1.0
},
{
"p": 0.0006921704625710845,
"m": 1.0
},
{
"p": 0.08255219459533691,
"m": 1.0
},
{
"p": 0.09539585560560226,
"m": 1.0
},
{
"p": 0.08611360937356949,
"m": 1.0
},
{
"p": 0.09685482829809189,
"m": 1.0
},
{
"p": 0.06533919274806976,
"m": 1.0
},
{
"p": 0.07373024523258209,
"m": 1.0
},
{
"p": 0.10386770218610764,
"m": 1.0
},
{
"p": 0.044568147510290146,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.9701557159423828,
"val_loss": 0.6978875994682312,
"acc": 72.93,
"time": 415.98721604794264,
"param": [
{
"p": 0.0830264464020729,
"m": 1.0
},
{
"p": 0.018012721091508865,
"m": 1.0
},
{
"p": 0.10418824106454849,
"m": 1.0
},
{
"p": 0.07422320544719696,
"m": 1.0
},
{
"p": 0.04101727902889252,
"m": 1.0
},
{
"p": 0.036594048142433167,
"m": 1.0
},
{
"p": 0.08766498416662216,
"m": 1.0
},
{
"p": 0.047980550676584244,
"m": 1.0
},
{
"p": 0.08290760219097137,
"m": 1.0
},
{
"p": 0.1090044379234314,
"m": 1.0
},
{
"p": 0.060767628252506256,
"m": 1.0
},
{
"p": 0.09400364756584167,
"m": 1.0
},
{
"p": 0.13763807713985443,
"m": 1.0
},
{
"p": 0.02297120727598667,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.7064318656921387,
"val_loss": 0.8569352030754089,
"acc": 72.22,
"time": 380.8108221599832,
"param": [
{
"p": 0.13763397932052612,
"m": 1.0
},
{
"p": 0.00801286194473505,
"m": 1.0
},
{
"p": 0.1316370964050293,
"m": 1.0
},
{
"p": 0.04292526841163635,
"m": 1.0
},
{
"p": 0.0012840895215049386,
"m": 1.0
},
{
"p": 0.000697498326189816,
"m": 1.0
},
{
"p": 0.09333925694227219,
"m": 1.0
},
{
"p": 0.0415705107152462,
"m": 1.0
},
{
"p": 0.10768190026283264,
"m": 1.0
},
{
"p": 0.08263179659843445,
"m": 1.0
},
{
"p": 0.08512793481349945,
"m": 1.0
},
{
"p": 0.11122256517410278,
"m": 1.0
},
{
"p": 0.11289791762828827,
"m": 1.0
},
{
"p": 0.04333731532096863,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.809492588043213,
"val_loss": 0.7677168250083923,
"acc": 72.51,
"time": 409.20112153794616,
"param": [
{
"p": 0.11951784044504166,
"m": 1.0
},
{
"p": 0.020409537479281425,
"m": 1.0
},
{
"p": 0.11040297150611877,
"m": 1.0
},
{
"p": 0.0669827088713646,
"m": 1.0
},
{
"p": 0.004241135902702808,
"m": 1.0
},
{
"p": 0.02976568229496479,
"m": 1.0
},
{
"p": 0.09212292730808258,
"m": 1.0
},
{
"p": 0.06269936263561249,
"m": 1.0
},
{
"p": 0.08252718299627304,
"m": 1.0
},
{
"p": 0.08726935088634491,
"m": 1.0
},
{
"p": 0.08762284368276596,
"m": 1.0
},
{
"p": 0.11348115652799606,
"m": 1.0
},
{
"p": 0.10236497223377228,
"m": 1.0
},
{
"p": 0.02059243805706501,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.64861261844635,
"val_loss": 0.8223348259925842,
"acc": 72.42,
"time": 396.1716194120236,
"param": [
{
"p": 0.1250593066215515,
"m": 1.0
},
{
"p": 0.032761067152023315,
"m": 1.0
},
{
"p": 0.10136749595403671,
"m": 1.0
},
{
"p": 0.06062205880880356,
"m": 1.0
},
{
"p": 0.031314775347709656,
"m": 1.0
},
{
"p": 0.016626253724098206,
"m": 1.0
},
{
"p": 0.10122008621692657,
"m": 1.0
},
{
"p": 0.061326708644628525,
"m": 1.0
},
{
"p": 0.0850270688533783,
"m": 1.0
},
{
"p": 0.06283404678106308,
"m": 1.0
},
{
"p": 0.07218048721551895,
"m": 1.0
},
{
"p": 0.1111975833773613,
"m": 1.0
},
{
"p": 0.10690421611070633,
"m": 1.0
},
{
"p": 0.03155889734625816,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.7917643785476685,
"val_loss": 0.7161511182785034,
"acc": 72.47,
"time": 404.8119092611596,
"param": [
{
"p": 0.1055796891450882,
"m": 1.0
},
{
"p": 0.0027843760326504707,
"m": 1.0
},
{
"p": 0.10842776298522949,
"m": 1.0
},
{
"p": 0.0810353085398674,
"m": 1.0
},
{
"p": 0.011109156534075737,
"m": 1.0
},
{
"p": 0.0007100895163603127,
"m": 1.0
},
{
"p": 0.09669007360935211,
"m": 1.0
},
{
"p": 0.09549184143543243,
"m": 1.0
},
{
"p": 0.07929085940122604,
"m": 1.0
},
{
"p": 0.09399337321519852,
"m": 1.0
},
{
"p": 0.0863136574625969,
"m": 1.0
},
{
"p": 0.09258607029914856,
"m": 1.0
},
{
"p": 0.11837594956159592,
"m": 1.0
},
{
"p": 0.027611879631876945,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.6569747924804688,
"val_loss": 0.9344213604927063,
"acc": 71.97,
"time": 375.88359738187864,
"param": [
{
"p": 0.11061430722475052,
"m": 1.0
},
{
"p": 0.024363582953810692,
"m": 1.0
},
{
"p": 0.09000110626220703,
"m": 1.0
},
{
"p": 0.06279730051755905,
"m": 1.0
},
{
"p": 0.028696909546852112,
"m": 1.0
},
{
"p": 0.010651329532265663,
"m": 1.0
},
{
"p": 0.07748614251613617,
"m": 1.0
},
{
"p": 0.0800677016377449,
"m": 1.0
},
{
"p": 0.10776941478252411,
"m": 1.0
},
{
"p": 0.07909414172172546,
"m": 1.0
},
{
"p": 0.08829792588949203,
"m": 1.0
},
{
"p": 0.08905299752950668,
"m": 1.0
},
{
"p": 0.11360906809568405,
"m": 1.0
},
{
"p": 0.03749796748161316,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.750963568687439,
"val_loss": 0.7904495000839233,
"acc": 72.9,
"time": 404.8218147458974,
"param": [
{
"p": 0.1246863603591919,
"m": 1.0
},
{
"p": 0.0007059423951432109,
"m": 1.0
},
{
"p": 0.10843425244092941,
"m": 1.0
},
{
"p": 0.027848053723573685,
"m": 1.0
},
{
"p": 0.0007059423951432109,
"m": 1.0
},
{
"p": 0.007796891033649445,
"m": 1.0
},
{
"p": 0.0875907614827156,
"m": 1.0
},
{
"p": 0.050558436661958694,
"m": 1.0
},
{
"p": 0.05803561955690384,
"m": 1.0
},
{
"p": 0.08600815385580063,
"m": 1.0
},
{
"p": 0.10374970734119415,
"m": 1.0
},
{
"p": 0.13313838839530945,
"m": 1.0
},
{
"p": 0.14373046159744263,
"m": 1.0
},
{
"p": 0.06701106578111649,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 2.1148130893707275,
"val_loss": 0.7531663775444031,
"acc": 72.12,
"time": 384.56505179591477,
"param": [
{
"p": 0.10590622574090958,
"m": 1.0
},
{
"p": 0.012167462147772312,
"m": 1.0
},
{
"p": 0.09045359492301941,
"m": 1.0
},
{
"p": 0.06449396908283234,
"m": 1.0
},
{
"p": 0.04508582130074501,
"m": 1.0
},
{
"p": 0.030495207756757736,
"m": 1.0
},
{
"p": 0.07578221708536148,
"m": 1.0
},
{
"p": 0.07311081886291504,
"m": 1.0
},
{
"p": 0.08529850840568542,
"m": 1.0
},
{
"p": 0.08603646606206894,
"m": 1.0
},
{
"p": 0.10939964652061462,
"m": 1.0
},
{
"p": 0.09050018340349197,
"m": 1.0
},
{
"p": 0.0948505699634552,
"m": 1.0
},
{
"p": 0.03641928359866142,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.8323893547058105,
"val_loss": 0.8502536416053772,
"acc": 73.04,
"time": 386.38978141802363,
"param": [
{
"p": 0.10465025156736374,
"m": 1.0
},
{
"p": 0.03501512482762337,
"m": 1.0
},
{
"p": 0.1148151084780693,
"m": 1.0
},
{
"p": 0.06709656864404678,
"m": 1.0
},
{
"p": 0.028128372505307198,
"m": 1.0
},
{
"p": 0.01742418482899666,
"m": 1.0
},
{
"p": 0.07702087610960007,
"m": 1.0
},
{
"p": 0.08521527051925659,
"m": 1.0
},
{
"p": 0.07002244889736176,
"m": 1.0
},
{
"p": 0.08810272067785263,
"m": 1.0
},
{
"p": 0.0876041054725647,
"m": 1.0
},
{
"p": 0.10487658530473709,
"m": 1.0
},
{
"p": 0.07816119492053986,
"m": 1.0
},
{
"p": 0.041867174208164215,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.7024259567260742,
"val_loss": 0.7728402614593506,
"acc": 72.48,
"time": 389.22997388988733,
"param": [
{
"p": 0.13132306933403015,
"m": 1.0
},
{
"p": 0.020075922831892967,
"m": 1.0
},
{
"p": 0.09211308509111404,
"m": 1.0
},
{
"p": 0.0417775958776474,
"m": 1.0
},
{
"p": 0.027069663628935814,
"m": 1.0
},
{
"p": 0.03490636497735977,
"m": 1.0
},
{
"p": 0.06762320548295975,
"m": 1.0
},
{
"p": 0.08073774725198746,
"m": 1.0
},
{
"p": 0.08427433669567108,
"m": 1.0
},
{
"p": 0.08128110319375992,
"m": 1.0
},
{
"p": 0.07645577192306519,
"m": 1.0
},
{
"p": 0.10253638029098511,
"m": 1.0
},
{
"p": 0.10894107073545456,
"m": 1.0
},
{
"p": 0.0508846789598465,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.8217780590057373,
"val_loss": 0.80253005027771,
"acc": 71.75,
"time": 394.9801806129981,
"param": [
{
"p": 0.13483771681785583,
"m": 1.0
},
{
"p": 0.0008585161413066089,
"m": 1.0
},
{
"p": 0.09846622496843338,
"m": 1.0
},
{
"p": 0.03471849113702774,
"m": 1.0
},
{
"p": 0.032798439264297485,
"m": 1.0
},
{
"p": 0.023449361324310303,
"m": 1.0
},
{
"p": 0.06887857615947723,
"m": 1.0
},
{
"p": 0.08296676725149155,
"m": 1.0
},
{
"p": 0.09549695998430252,
"m": 1.0
},
{
"p": 0.09510218352079391,
"m": 1.0
},
{
"p": 0.0873895138502121,
"m": 1.0
},
{
"p": 0.10716467350721359,
"m": 1.0
},
{
"p": 0.10841153562068939,
"m": 1.0
},
{
"p": 0.02946106158196926,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.850449800491333,
"val_loss": 0.715897262096405,
"acc": 72.83,
"time": 404.34354366897605,
"param": [
{
"p": 0.08485618233680725,
"m": 1.0
},
{
"p": 0.016396772116422653,
"m": 1.0
},
{
"p": 0.09321467578411102,
"m": 1.0
},
{
"p": 0.05726416036486626,
"m": 1.0
},
{
"p": 0.051139846444129944,
"m": 1.0
},
{
"p": 0.020410636439919472,
"m": 1.0
},
{
"p": 0.08277812600135803,
"m": 1.0
},
{
"p": 0.0681794136762619,
"m": 1.0
},
{
"p": 0.10676591098308563,
"m": 1.0
},
{
"p": 0.0842377096414566,
"m": 1.0
},
{
"p": 0.10592986643314362,
"m": 1.0
},
{
"p": 0.08681489527225494,
"m": 1.0
},
{
"p": 0.1099250540137291,
"m": 1.0
},
{
"p": 0.032086748629808426,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.6281325817108154,
"val_loss": 0.699356734752655,
"acc": 72.19,
"time": 395.32778418716043,
"param": [
{
"p": 0.11503349244594574,
"m": 1.0
},
{
"p": 0.0007148399017751217,
"m": 1.0
},
{
"p": 0.08381031453609467,
"m": 1.0
},
{
"p": 0.07260406017303467,
"m": 1.0
},
{
"p": 0.027224134653806686,
"m": 1.0
},
{
"p": 0.0018120747990906239,
"m": 1.0
},
{
"p": 0.09669837355613708,
"m": 1.0
},
{
"p": 0.06343910843133926,
"m": 1.0
},
{
"p": 0.10138963162899017,
"m": 1.0
},
{
"p": 0.07832519710063934,
"m": 1.0
},
{
"p": 0.1140420064330101,
"m": 1.0
},
{
"p": 0.11753647774457932,
"m": 1.0
},
{
"p": 0.10045678913593292,
"m": 1.0
},
{
"p": 0.026913555338978767,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.5240285396575928,
"val_loss": 0.6966158151626587,
"acc": 72.64,
"time": 405.06261760299094,
"param": [
{
"p": 0.10328320413827896,
"m": 1.0
},
{
"p": 0.0006925342022441328,
"m": 1.0
},
{
"p": 0.09494415670633316,
"m": 1.0
},
{
"p": 0.05727265402674675,
"m": 1.0
},
{
"p": 0.04324935004115105,
"m": 1.0
},
{
"p": 0.0006925342022441328,
"m": 1.0
},
{
"p": 0.0869188904762268,
"m": 1.0
},
{
"p": 0.08314158022403717,
"m": 1.0
},
{
"p": 0.07744676619768143,
"m": 1.0
},
{
"p": 0.10602129250764847,
"m": 1.0
},
{
"p": 0.12481621652841568,
"m": 1.0
},
{
"p": 0.1042713075876236,
"m": 1.0
},
{
"p": 0.11343639343976974,
"m": 1.0
},
{
"p": 0.0038132218178361654,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.8254518508911133,
"val_loss": 0.8311572670936584,
"acc": 72.65,
"time": 387.2418304469902,
"param": [
{
"p": 0.13504467904567719,
"m": 1.0
},
{
"p": 0.002143122488632798,
"m": 1.0
},
{
"p": 0.06232883781194687,
"m": 1.0
},
{
"p": 0.07685807347297668,
"m": 1.0
},
{
"p": 0.0465807244181633,
"m": 1.0
},
{
"p": 0.0023459948133677244,
"m": 1.0
},
{
"p": 0.08666171133518219,
"m": 1.0
},
{
"p": 0.07125889509916306,
"m": 1.0
},
{
"p": 0.10514120012521744,
"m": 1.0
},
{
"p": 0.08989710360765457,
"m": 1.0
},
{
"p": 0.08110282570123672,
"m": 1.0
},
{
"p": 0.11679600179195404,
"m": 1.0
},
{
"p": 0.10047237575054169,
"m": 1.0
},
{
"p": 0.023368358612060547,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.6015821695327759,
"val_loss": 0.8214671015739441,
"acc": 72.85,
"time": 390.55566445412114,
"param": [
{
"p": 0.11030283570289612,
"m": 1.0
},
{
"p": 0.01898142881691456,
"m": 1.0
},
{
"p": 0.10101717710494995,
"m": 1.0
},
{
"p": 0.08697821944952011,
"m": 1.0
},
{
"p": 0.02306259796023369,
"m": 1.0
},
{
"p": 0.0006904990295879543,
"m": 1.0
},
{
"p": 0.0736752524971962,
"m": 1.0
},
{
"p": 0.057621829211711884,
"m": 1.0
},
{
"p": 0.09133633226156235,
"m": 1.0
},
{
"p": 0.08321626484394073,
"m": 1.0
},
{
"p": 0.09585806727409363,
"m": 1.0
},
{
"p": 0.1145450547337532,
"m": 1.0
},
{
"p": 0.10870081186294556,
"m": 1.0
},
{
"p": 0.03401350975036621,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.7679916620254517,
"val_loss": 0.7679055333137512,
"acc": 73.11,
"time": 392.7912391240243,
"param": [
{
"p": 0.1316436231136322,
"m": 1.0
},
{
"p": 0.009045584127306938,
"m": 1.0
},
{
"p": 0.09272930771112442,
"m": 1.0
},
{
"p": 0.017156366258859634,
"m": 1.0
},
{
"p": 0.003951115533709526,
"m": 1.0
},
{
"p": 0.023599881678819656,
"m": 1.0
},
{
"p": 0.06835351884365082,
"m": 1.0
},
{
"p": 0.08608206361532211,
"m": 1.0
},
{
"p": 0.102194644510746,
"m": 1.0
},
{
"p": 0.1121765524148941,
"m": 1.0
},
{
"p": 0.08339083939790726,
"m": 1.0
},
{
"p": 0.10553894191980362,
"m": 1.0
},
{
"p": 0.12258224934339523,
"m": 1.0
},
{
"p": 0.041555289179086685,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.587705373764038,
"val_loss": 0.8861036896705627,
"acc": 72.05,
"time": 395.52174566918984,
"param": [
{
"p": 0.08570735901594162,
"m": 1.0
},
{
"p": 0.04140500724315643,
"m": 1.0
},
{
"p": 0.1254546046257019,
"m": 1.0
},
{
"p": 0.0738782286643982,
"m": 1.0
},
{
"p": 0.03639659658074379,
"m": 1.0
},
{
"p": 0.0006902880850248039,
"m": 1.0
},
{
"p": 0.08795284479856491,
"m": 1.0
},
{
"p": 0.0784374326467514,
"m": 1.0
},
{
"p": 0.0841526985168457,
"m": 1.0
},
{
"p": 0.05094175413250923,
"m": 1.0
},
{
"p": 0.10728426277637482,
"m": 1.0
},
{
"p": 0.10671252012252808,
"m": 1.0
},
{
"p": 0.08264197409152985,
"m": 1.0
},
{
"p": 0.03834449499845505,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.625888705253601,
"val_loss": 0.7821954488754272,
"acc": 72.73,
"time": 377.35873382003047,
"param": [
{
"p": 0.14069971442222595,
"m": 1.0
},
{
"p": 0.0007235264056362212,
"m": 1.0
},
{
"p": 0.08138412982225418,
"m": 1.0
},
{
"p": 0.03463705629110336,
"m": 1.0
},
{
"p": 0.0007235264056362212,
"m": 1.0
},
{
"p": 0.02982526458799839,
"m": 1.0
},
{
"p": 0.09260474890470505,
"m": 1.0
},
{
"p": 0.07739193737506866,
"m": 1.0
},
{
"p": 0.07303684204816818,
"m": 1.0
},
{
"p": 0.07113853842020035,
"m": 1.0
},
{
"p": 0.1325719654560089,
"m": 1.0
},
{
"p": 0.08884814381599426,
"m": 1.0
},
{
"p": 0.13678698241710663,
"m": 1.0
},
{
"p": 0.03962764889001846,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.6939033269882202,
"val_loss": 0.8455857634544373,
"acc": 73.23,
"time": 381.33869273611344,
"param": [
{
"p": 0.11330573260784149,
"m": 1.0
},
{
"p": 0.0007169867749325931,
"m": 1.0
},
{
"p": 0.1167779341340065,
"m": 1.0
},
{
"p": 0.0708279237151146,
"m": 1.0
},
{
"p": 0.03305002674460411,
"m": 1.0
},
{
"p": 0.038037292659282684,
"m": 1.0
},
{
"p": 0.05983830988407135,
"m": 1.0
},
{
"p": 0.04558417201042175,
"m": 1.0
},
{
"p": 0.06475815176963806,
"m": 1.0
},
{
"p": 0.07806342095136642,
"m": 1.0
},
{
"p": 0.09965404868125916,
"m": 1.0
},
{
"p": 0.11260468512773514,
"m": 1.0
},
{
"p": 0.12878108024597168,
"m": 1.0
},
{
"p": 0.03800022602081299,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.8712632656097412,
"val_loss": 0.7063696384429932,
"acc": 72.68,
"time": 372.6824855499435,
"param": [
{
"p": 0.10687542706727982,
"m": 1.0
},
{
"p": 0.02613225020468235,
"m": 1.0
},
{
"p": 0.11190429329872131,
"m": 1.0
},
{
"p": 0.07653416693210602,
"m": 1.0
},
{
"p": 0.02149161510169506,
"m": 1.0
},
{
"p": 0.01083312276750803,
"m": 1.0
},
{
"p": 0.09137321263551712,
"m": 1.0
},
{
"p": 0.08784487098455429,
"m": 1.0
},
{
"p": 0.07861270010471344,
"m": 1.0
},
{
"p": 0.08041471987962723,
"m": 1.0
},
{
"p": 0.06313040107488632,
"m": 1.0
},
{
"p": 0.09786535054445267,
"m": 1.0
},
{
"p": 0.12262937426567078,
"m": 1.0
},
{
"p": 0.024358445778489113,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 2.032543897628784,
"val_loss": 0.7155494689941406,
"acc": 72.96,
"time": 403.35843430808745,
"param": [
{
"p": 0.12098287791013718,
"m": 1.0
},
{
"p": 0.011578116565942764,
"m": 1.0
},
{
"p": 0.08519012480974197,
"m": 1.0
},
{
"p": 0.07230515033006668,
"m": 1.0
},
{
"p": 0.022069435566663742,
"m": 1.0
},
{
"p": 0.015840604901313782,
"m": 1.0
},
{
"p": 0.10748999565839767,
"m": 1.0
},
{
"p": 0.06520932167768478,
"m": 1.0
},
{
"p": 0.11535715311765671,
"m": 1.0
},
{
"p": 0.07921858876943588,
"m": 1.0
},
{
"p": 0.07625488191843033,
"m": 1.0
},
{
"p": 0.08764797449111938,
"m": 1.0
},
{
"p": 0.10123193264007568,
"m": 1.0
},
{
"p": 0.03962378948926926,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.7142655849456787,
"val_loss": 0.7044137716293335,
"acc": 73.57,
"time": 393.8585944699589,
"param": [
{
"p": 0.09021826088428497,
"m": 1.0
},
{
"p": 0.04656799137592316,
"m": 1.0
},
{
"p": 0.09277312457561493,
"m": 1.0
},
{
"p": 0.06942562013864517,
"m": 1.0
},
{
"p": 0.02180011197924614,
"m": 1.0
},
{
"p": 0.019901065155863762,
"m": 1.0
},
{
"p": 0.09641242027282715,
"m": 1.0
},
{
"p": 0.06425097584724426,
"m": 1.0
},
{
"p": 0.10568143427371979,
"m": 1.0
},
{
"p": 0.09133557975292206,
"m": 1.0
},
{
"p": 0.06829389184713364,
"m": 1.0
},
{
"p": 0.09160301089286804,
"m": 1.0
},
{
"p": 0.09005394577980042,
"m": 1.0
},
{
"p": 0.05168261379003525,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.842616081237793,
"val_loss": 0.8639711737632751,
"acc": 72.4,
"time": 406.5811560479924,
"param": [
{
"p": 0.08950124680995941,
"m": 1.0
},
{
"p": 0.026823202148079872,
"m": 1.0
},
{
"p": 0.09983568638563156,
"m": 1.0
},
{
"p": 0.07446248084306717,
"m": 1.0
},
{
"p": 0.024102484807372093,
"m": 1.0
},
{
"p": 0.03369235247373581,
"m": 1.0
},
{
"p": 0.0816652849316597,
"m": 1.0
},
{
"p": 0.079903244972229,
"m": 1.0
},
{
"p": 0.08249909430742264,
"m": 1.0
},
{
"p": 0.07041832059621811,
"m": 1.0
},
{
"p": 0.078489288687706,
"m": 1.0
},
{
"p": 0.10646723955869675,
"m": 1.0
},
{
"p": 0.11261314898729324,
"m": 1.0
},
{
"p": 0.039527032524347305,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.9644535779953003,
"val_loss": 0.7749274969100952,
"acc": 73.13,
"time": 379.025825944962,
"param": [
{
"p": 0.08665993064641953,
"m": 1.0
},
{
"p": 0.011382761411368847,
"m": 1.0
},
{
"p": 0.07762729376554489,
"m": 1.0
},
{
"p": 0.05513140186667442,
"m": 1.0
},
{
"p": 0.0008857678039930761,
"m": 1.0
},
{
"p": 0.014122539199888706,
"m": 1.0
},
{
"p": 0.10660407692193985,
"m": 1.0
},
{
"p": 0.10630124062299728,
"m": 1.0
},
{
"p": 0.09306567907333374,
"m": 1.0
},
{
"p": 0.10618195682764053,
"m": 1.0
},
{
"p": 0.09851115942001343,
"m": 1.0
},
{
"p": 0.10252810269594193,
"m": 1.0
},
{
"p": 0.1019066572189331,
"m": 1.0
},
{
"p": 0.03909141570329666,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.8484385013580322,
"val_loss": 0.7031518816947937,
"acc": 72.26,
"time": 431.32030308479443,
"param": [
{
"p": 0.08923227339982986,
"m": 1.0
},
{
"p": 0.011065923608839512,
"m": 1.0
},
{
"p": 0.11429578065872192,
"m": 1.0
},
{
"p": 0.044710297137498856,
"m": 1.0
},
{
"p": 0.025825897231698036,
"m": 1.0
},
{
"p": 0.016182856634259224,
"m": 1.0
},
{
"p": 0.08202815800905228,
"m": 1.0
},
{
"p": 0.09967564046382904,
"m": 1.0
},
{
"p": 0.10975493490695953,
"m": 1.0
},
{
"p": 0.10829197615385056,
"m": 1.0
},
{
"p": 0.08537829667329788,
"m": 1.0
},
{
"p": 0.09374581277370453,
"m": 1.0
},
{
"p": 0.09563842415809631,
"m": 1.0
},
{
"p": 0.0241736751049757,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.7347908020019531,
"val_loss": 0.6687381267547607,
"acc": 73.29,
"time": 395.85098206601106,
"param": [
{
"p": 0.11752450466156006,
"m": 1.0
},
{
"p": 0.011063518933951855,
"m": 1.0
},
{
"p": 0.09486041218042374,
"m": 1.0
},
{
"p": 0.048690326511859894,
"m": 1.0
},
{
"p": 0.04123806208372116,
"m": 1.0
},
{
"p": 0.008175810799002647,
"m": 1.0
},
{
"p": 0.06474829465150833,
"m": 1.0
},
{
"p": 0.06685212254524231,
"m": 1.0
},
{
"p": 0.08257733285427094,
"m": 1.0
},
{
"p": 0.0990411639213562,
"m": 1.0
},
{
"p": 0.09425592422485352,
"m": 1.0
},
{
"p": 0.12600290775299072,
"m": 1.0
},
{
"p": 0.1229257732629776,
"m": 1.0
},
{
"p": 0.02204376831650734,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.4462339878082275,
"val_loss": 0.8040124177932739,
"acc": 72.79,
"time": 386.17727478197776,
"param": [
{
"p": 0.11014609783887863,
"m": 1.0
},
{
"p": 0.0009583416976965964,
"m": 1.0
},
{
"p": 0.1042829155921936,
"m": 1.0
},
{
"p": 0.04901914298534393,
"m": 1.0
},
{
"p": 0.034658972173929214,
"m": 1.0
},
{
"p": 0.00226995931006968,
"m": 1.0
},
{
"p": 0.09220743179321289,
"m": 1.0
},
{
"p": 0.0815814882516861,
"m": 1.0
},
{
"p": 0.11616483330726624,
"m": 1.0
},
{
"p": 0.09128233045339584,
"m": 1.0
},
{
"p": 0.08043631911277771,
"m": 1.0
},
{
"p": 0.10563984513282776,
"m": 1.0
},
{
"p": 0.12441909313201904,
"m": 1.0
},
{
"p": 0.006933113560080528,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.3979036808013916,
"val_loss": 0.6997470855712891,
"acc": 72.92,
"time": 390.94582665502094,
"param": [
{
"p": 0.13217298686504364,
"m": 1.0
},
{
"p": 0.021373016759753227,
"m": 1.0
},
{
"p": 0.09897663444280624,
"m": 1.0
},
{
"p": 0.02896847017109394,
"m": 1.0
},
{
"p": 0.0007030141423456371,
"m": 1.0
},
{
"p": 0.005072350148111582,
"m": 1.0
},
{
"p": 0.0827464684844017,
"m": 1.0
},
{
"p": 0.08051250874996185,
"m": 1.0
},
{
"p": 0.08504024893045425,
"m": 1.0
},
{
"p": 0.09200717508792877,
"m": 1.0
},
{
"p": 0.08638042211532593,
"m": 1.0
},
{
"p": 0.1328079253435135,
"m": 1.0
},
{
"p": 0.11481911689043045,
"m": 1.0
},
{
"p": 0.03841964527964592,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 2.28816819190979,
"val_loss": 0.8174898028373718,
"acc": 72.54,
"time": 436.6120398680214,
"param": [
{
"p": 0.11774422228336334,
"m": 1.0
},
{
"p": 0.021178703755140305,
"m": 1.0
},
{
"p": 0.09484505653381348,
"m": 1.0
},
{
"p": 0.058421142399311066,
"m": 1.0
},
{
"p": 0.04056314751505852,
"m": 1.0
},
{
"p": 0.027275340631604195,
"m": 1.0
},
{
"p": 0.09899920225143433,
"m": 1.0
},
{
"p": 0.07925570756196976,
"m": 1.0
},
{
"p": 0.08272796869277954,
"m": 1.0
},
{
"p": 0.08497625589370728,
"m": 1.0
},
{
"p": 0.06979433447122574,
"m": 1.0
},
{
"p": 0.0850423201918602,
"m": 1.0
},
{
"p": 0.09282287210226059,
"m": 1.0
},
{
"p": 0.04635380581021309,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.5461058616638184,
"val_loss": 0.7415627837181091,
"acc": 72.86,
"time": 399.40641111088917,
"param": [
{
"p": 0.10216877609491348,
"m": 1.0
},
{
"p": 0.024017352610826492,
"m": 1.0
},
{
"p": 0.10835167020559311,
"m": 1.0
},
{
"p": 0.07628507912158966,
"m": 1.0
},
{
"p": 0.037565842270851135,
"m": 1.0
},
{
"p": 0.0006831966456957161,
"m": 1.0
},
{
"p": 0.08646847307682037,
"m": 1.0
},
{
"p": 0.07759951055049896,
"m": 1.0
},
{
"p": 0.08326040208339691,
"m": 1.0
},
{
"p": 0.09342335164546967,
"m": 1.0
},
{
"p": 0.09908997267484665,
"m": 1.0
},
{
"p": 0.0701414942741394,
"m": 1.0
},
{
"p": 0.1054481640458107,
"m": 1.0
},
{
"p": 0.03549675643444061,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.6208089590072632,
"val_loss": 0.7756143808364868,
"acc": 72.12,
"time": 408.1950440760702,
"param": [
{
"p": 0.12659506499767303,
"m": 1.0
},
{
"p": 0.04723292589187622,
"m": 1.0
},
{
"p": 0.09682559967041016,
"m": 1.0
},
{
"p": 0.0006967389490455389,
"m": 1.0
},
{
"p": 0.02551296539604664,
"m": 1.0
},
{
"p": 0.0006967389490455389,
"m": 1.0
},
{
"p": 0.0611356683075428,
"m": 1.0
},
{
"p": 0.09280098974704742,
"m": 1.0
},
{
"p": 0.12687471508979797,
"m": 1.0
},
{
"p": 0.07738612592220306,
"m": 1.0
},
{
"p": 0.09425703436136246,
"m": 1.0
},
{
"p": 0.10725519061088562,
"m": 1.0
},
{
"p": 0.11176370084285736,
"m": 1.0
},
{
"p": 0.030966561287641525,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.6658649444580078,
"val_loss": 0.8035890460014343,
"acc": 73.45,
"time": 423.664679460926,
"param": [
{
"p": 0.08882900327444077,
"m": 1.0
},
{
"p": 0.030124293640255928,
"m": 1.0
},
{
"p": 0.0690925195813179,
"m": 1.0
},
{
"p": 0.0517563670873642,
"m": 1.0
},
{
"p": 0.02264387160539627,
"m": 1.0
},
{
"p": 0.0006945653585717082,
"m": 1.0
},
{
"p": 0.09335450828075409,
"m": 1.0
},
{
"p": 0.08103558421134949,
"m": 1.0
},
{
"p": 0.1034158393740654,
"m": 1.0
},
{
"p": 0.1052919402718544,
"m": 1.0
},
{
"p": 0.09942150115966797,
"m": 1.0
},
{
"p": 0.09000124782323837,
"m": 1.0
},
{
"p": 0.11015578359365463,
"m": 1.0
},
{
"p": 0.05418301746249199,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.8914576768875122,
"val_loss": 0.8542985916137695,
"acc": 72.37,
"time": 390.67703953315504,
"param": [
{
"p": 0.11230907589197159,
"m": 1.0
},
{
"p": 0.018802251666784286,
"m": 1.0
},
{
"p": 0.08125776797533035,
"m": 1.0
},
{
"p": 0.05958673730492592,
"m": 1.0
},
{
"p": 0.026037730276584625,
"m": 1.0
},
{
"p": 0.03680137172341347,
"m": 1.0
},
{
"p": 0.08505913615226746,
"m": 1.0
},
{
"p": 0.06984202563762665,
"m": 1.0
},
{
"p": 0.10502048581838608,
"m": 1.0
},
{
"p": 0.10023659467697144,
"m": 1.0
},
{
"p": 0.10688761621713638,
"m": 1.0
},
{
"p": 0.07036291062831879,
"m": 1.0
},
{
"p": 0.09688664227724075,
"m": 1.0
},
{
"p": 0.030909694731235504,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.5336297750473022,
"val_loss": 0.7761194109916687,
"acc": 72.8,
"time": 400.2149511310272,
"param": [
{
"p": 0.11674325168132782,
"m": 1.0
},
{
"p": 0.0006999336765147746,
"m": 1.0
},
{
"p": 0.11244232207536697,
"m": 1.0
},
{
"p": 0.07516781985759735,
"m": 1.0
},
{
"p": 0.03024773672223091,
"m": 1.0
},
{
"p": 0.0006999336765147746,
"m": 1.0
},
{
"p": 0.05518932640552521,
"m": 1.0
},
{
"p": 0.08132383227348328,
"m": 1.0
},
{
"p": 0.11501140147447586,
"m": 1.0
},
{
"p": 0.10418984293937683,
"m": 1.0
},
{
"p": 0.09835502505302429,
"m": 1.0
},
{
"p": 0.08587616682052612,
"m": 1.0
},
{
"p": 0.10954830795526505,
"m": 1.0
},
{
"p": 0.014505201950669289,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.4511545896530151,
"val_loss": 0.7498688101768494,
"acc": 73.72,
"time": 404.90813110698946,
"param": [
{
"p": 0.09631820023059845,
"m": 1.0
},
{
"p": 0.0027056667022407055,
"m": 1.0
},
{
"p": 0.12592382729053497,
"m": 1.0
},
{
"p": 0.04661306366324425,
"m": 1.0
},
{
"p": 0.0430014431476593,
"m": 1.0
},
{
"p": 0.008061540313065052,
"m": 1.0
},
{
"p": 0.10023059695959091,
"m": 1.0
},
{
"p": 0.0734722688794136,
"m": 1.0
},
{
"p": 0.11496848613023758,
"m": 1.0
},
{
"p": 0.06522690504789352,
"m": 1.0
},
{
"p": 0.071665458381176,
"m": 1.0
},
{
"p": 0.10288512706756592,
"m": 1.0
},
{
"p": 0.11082101613283157,
"m": 1.0
},
{
"p": 0.03810644522309303,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.5201905965805054,
"val_loss": 0.7383443713188171,
"acc": 73.15,
"time": 427.1264660099987,
"param": [
{
"p": 0.11299524456262589,
"m": 1.0
},
{
"p": 0.004012841731309891,
"m": 1.0
},
{
"p": 0.09361297637224197,
"m": 1.0
},
{
"p": 0.09880368411540985,
"m": 1.0
},
{
"p": 0.00071196403587237,
"m": 1.0
},
{
"p": 0.00071196403587237,
"m": 1.0
},
{
"p": 0.09030303359031677,
"m": 1.0
},
{
"p": 0.09030282497406006,
"m": 1.0
},
{
"p": 0.09368250519037247,
"m": 1.0
},
{
"p": 0.09320690482854843,
"m": 1.0
},
{
"p": 0.07119158655405045,
"m": 1.0
},
{
"p": 0.1199578195810318,
"m": 1.0
},
{
"p": 0.0926981121301651,
"m": 1.0
},
{
"p": 0.037808530032634735,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.6280136108398438,
"val_loss": 0.6979692578315735,
"acc": 73.82,
"time": 407.8319654420484,
"param": [
{
"p": 0.0933012068271637,
"m": 1.0
},
{
"p": 0.0007010682602412999,
"m": 1.0
},
{
"p": 0.10471877455711365,
"m": 1.0
},
{
"p": 0.05282614007592201,
"m": 1.0
},
{
"p": 0.001397290383465588,
"m": 1.0
},
{
"p": 0.025541137903928757,
"m": 1.0
},
{
"p": 0.07326307147741318,
"m": 1.0
},
{
"p": 0.08911837637424469,
"m": 1.0
},
{
"p": 0.09245547652244568,
"m": 1.0
},
{
"p": 0.08315828442573547,
"m": 1.0
},
{
"p": 0.10750602185726166,
"m": 1.0
},
{
"p": 0.11848310381174088,
"m": 1.0
},
{
"p": 0.11637561023235321,
"m": 1.0
},
{
"p": 0.04115438088774681,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.684585452079773,
"val_loss": 0.7484853267669678,
"acc": 72.82,
"time": 394.20159437693655,
"param": [
{
"p": 0.11237363517284393,
"m": 1.0
},
{
"p": 0.005265731830149889,
"m": 1.0
},
{
"p": 0.09791234135627747,
"m": 1.0
},
{
"p": 0.0843210443854332,
"m": 1.0
},
{
"p": 0.04922396317124367,
"m": 1.0
},
{
"p": 0.0006914062541909516,
"m": 1.0
},
{
"p": 0.07419633120298386,
"m": 1.0
},
{
"p": 0.0427401028573513,
"m": 1.0
},
{
"p": 0.10372079908847809,
"m": 1.0
},
{
"p": 0.09898165613412857,
"m": 1.0
},
{
"p": 0.08583396673202515,
"m": 1.0
},
{
"p": 0.10243697464466095,
"m": 1.0
},
{
"p": 0.08614028245210648,
"m": 1.0
},
{
"p": 0.05616182088851929,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.5387972593307495,
"val_loss": 0.7421556711196899,
"acc": 73.17,
"time": 393.77964468020946,
"param": [
{
"p": 0.0927649438381195,
"m": 1.0
},
{
"p": 0.027533862739801407,
"m": 1.0
},
{
"p": 0.057867176830768585,
"m": 1.0
},
{
"p": 0.062474001199007034,
"m": 1.0
},
{
"p": 0.028906144201755524,
"m": 1.0
},
{
"p": 0.006097045727074146,
"m": 1.0
},
{
"p": 0.09932851791381836,
"m": 1.0
},
{
"p": 0.11094480752944946,
"m": 1.0
},
{
"p": 0.08390834927558899,
"m": 1.0
},
{
"p": 0.09021368622779846,
"m": 1.0
},
{
"p": 0.08599372208118439,
"m": 1.0
},
{
"p": 0.12830254435539246,
"m": 1.0
},
{
"p": 0.09907557815313339,
"m": 1.0
},
{
"p": 0.0265896487981081,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 2.279367446899414,
"val_loss": 0.9197554588317871,
"acc": 73.14,
"time": 420.7971462130081,
"param": [
{
"p": 0.08858519047498703,
"m": 1.0
},
{
"p": 0.03928887099027634,
"m": 1.0
},
{
"p": 0.09324228018522263,
"m": 1.0
},
{
"p": 0.05563649162650108,
"m": 1.0
},
{
"p": 0.046036507934331894,
"m": 1.0
},
{
"p": 0.03473145514726639,
"m": 1.0
},
{
"p": 0.08642454445362091,
"m": 1.0
},
{
"p": 0.06957008689641953,
"m": 1.0
},
{
"p": 0.09500309824943542,
"m": 1.0
},
{
"p": 0.10782336443662643,
"m": 1.0
},
{
"p": 0.06983132660388947,
"m": 1.0
},
{
"p": 0.09633924067020416,
"m": 1.0
},
{
"p": 0.08517970144748688,
"m": 1.0
},
{
"p": 0.032307807356119156,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 2.0428307056427,
"val_loss": 0.7913892865180969,
"acc": 72.83,
"time": 396.4160031809006,
"param": [
{
"p": 0.09618504345417023,
"m": 1.0
},
{
"p": 0.019010428339242935,
"m": 1.0
},
{
"p": 0.10786686092615128,
"m": 1.0
},
{
"p": 0.061070963740348816,
"m": 1.0
},
{
"p": 0.034953270107507706,
"m": 1.0
},
{
"p": 0.03868730366230011,
"m": 1.0
},
{
"p": 0.08612620830535889,
"m": 1.0
},
{
"p": 0.08338339626789093,
"m": 1.0
},
{
"p": 0.09593050926923752,
"m": 1.0
},
{
"p": 0.08669046312570572,
"m": 1.0
},
{
"p": 0.06801259517669678,
"m": 1.0
},
{
"p": 0.09260908514261246,
"m": 1.0
},
{
"p": 0.10180020332336426,
"m": 1.0
},
{
"p": 0.02767367474734783,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.6311907768249512,
"val_loss": 0.7455763816833496,
"acc": 72.65,
"time": 397.8968580199871,
"param": [
{
"p": 0.10964305698871613,
"m": 1.0
},
{
"p": 0.0007049845880828798,
"m": 1.0
},
{
"p": 0.11633263528347015,
"m": 1.0
},
{
"p": 0.05055463686585426,
"m": 1.0
},
{
"p": 0.04688223451375961,
"m": 1.0
},
{
"p": 0.02355434186756611,
"m": 1.0
},
{
"p": 0.09307969361543655,
"m": 1.0
},
{
"p": 0.10523279756307602,
"m": 1.0
},
{
"p": 0.09601636230945587,
"m": 1.0
},
{
"p": 0.06294548511505127,
"m": 1.0
},
{
"p": 0.09940272569656372,
"m": 1.0
},
{
"p": 0.0613340325653553,
"m": 1.0
},
{
"p": 0.10625185072422028,
"m": 1.0
},
{
"p": 0.028065120801329613,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.5532907247543335,
"val_loss": 0.6907740831375122,
"acc": 73.52,
"time": 403.55919130006805,
"param": [
{
"p": 0.12754331529140472,
"m": 1.0
},
{
"p": 0.000694784801453352,
"m": 1.0
},
{
"p": 0.09394603222608566,
"m": 1.0
},
{
"p": 0.055094070732593536,
"m": 1.0
},
{
"p": 0.000694784801453352,
"m": 1.0
},
{
"p": 0.04908014461398125,
"m": 1.0
},
{
"p": 0.1029832661151886,
"m": 1.0
},
{
"p": 0.09223780035972595,
"m": 1.0
},
{
"p": 0.08930618315935135,
"m": 1.0
},
{
"p": 0.09778989106416702,
"m": 1.0
},
{
"p": 0.08788716793060303,
"m": 1.0
},
{
"p": 0.08061132580041885,
"m": 1.0
},
{
"p": 0.12143637239933014,
"m": 1.0
},
{
"p": 0.000694784801453352,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 2.0745208263397217,
"val_loss": 0.8534266948699951,
"acc": 74.1,
"time": 419.02106237388216,
"param": [
{
"p": 0.10669784247875214,
"m": 1.0
},
{
"p": 0.030874835327267647,
"m": 1.0
},
{
"p": 0.09354300051927567,
"m": 1.0
},
{
"p": 0.05281056463718414,
"m": 1.0
},
{
"p": 0.04037517309188843,
"m": 1.0
},
{
"p": 0.025596821680665016,
"m": 1.0
},
{
"p": 0.07343136519193649,
"m": 1.0
},
{
"p": 0.08218289166688919,
"m": 1.0
},
{
"p": 0.08738640695810318,
"m": 1.0
},
{
"p": 0.08180831372737885,
"m": 1.0
},
{
"p": 0.09220016747713089,
"m": 1.0
},
{
"p": 0.09028206020593643,
"m": 1.0
},
{
"p": 0.10060714185237885,
"m": 1.0
},
{
"p": 0.04220348596572876,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3251723051071167,
"val_loss": 0.8387653231620789,
"acc": 74.01,
"time": 385.11991386208683,
"param": [
{
"p": 0.07967464625835419,
"m": 1.0
},
{
"p": 0.037882059812545776,
"m": 1.0
},
{
"p": 0.10275140404701233,
"m": 1.0
},
{
"p": 0.05016180872917175,
"m": 1.0
},
{
"p": 0.013903407379984856,
"m": 1.0
},
{
"p": 0.023722343146800995,
"m": 1.0
},
{
"p": 0.06447950005531311,
"m": 1.0
},
{
"p": 0.03713484853506088,
"m": 1.0
},
{
"p": 0.0932634025812149,
"m": 1.0
},
{
"p": 0.1343480795621872,
"m": 1.0
},
{
"p": 0.09550609439611435,
"m": 1.0
},
{
"p": 0.12621088325977325,
"m": 1.0
},
{
"p": 0.11876753717660904,
"m": 1.0
},
{
"p": 0.022193966433405876,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.7638177871704102,
"val_loss": 0.6998946666717529,
"acc": 73.28,
"time": 418.52341324998997,
"param": [
{
"p": 0.12965203821659088,
"m": 1.0
},
{
"p": 0.008492599241435528,
"m": 1.0
},
{
"p": 0.08847520500421524,
"m": 1.0
},
{
"p": 0.035248544067144394,
"m": 1.0
},
{
"p": 0.04267904534935951,
"m": 1.0
},
{
"p": 0.03150416165590286,
"m": 1.0
},
{
"p": 0.10363617539405823,
"m": 1.0
},
{
"p": 0.036503132432699203,
"m": 1.0
},
{
"p": 0.08662254363298416,
"m": 1.0
},
{
"p": 0.0970592275261879,
"m": 1.0
},
{
"p": 0.04268983006477356,
"m": 1.0
},
{
"p": 0.12179549783468246,
"m": 1.0
},
{
"p": 0.11426343023777008,
"m": 1.0
},
{
"p": 0.061378613114356995,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.4357502460479736,
"val_loss": 0.6880093216896057,
"acc": 73.54,
"time": 371.4346745079383,
"param": [
{
"p": 0.10986115038394928,
"m": 1.0
},
{
"p": 0.0006953115225769579,
"m": 1.0
},
{
"p": 0.07899937033653259,
"m": 1.0
},
{
"p": 0.06841030716896057,
"m": 1.0
},
{
"p": 0.03616362437605858,
"m": 1.0
},
{
"p": 0.03353026881814003,
"m": 1.0
},
{
"p": 0.09361612051725388,
"m": 1.0
},
{
"p": 0.08897430449724197,
"m": 1.0
},
{
"p": 0.1008230671286583,
"m": 1.0
},
{
"p": 0.07893244922161102,
"m": 1.0
},
{
"p": 0.0785670131444931,
"m": 1.0
},
{
"p": 0.0777633786201477,
"m": 1.0
},
{
"p": 0.09636414796113968,
"m": 1.0
},
{
"p": 0.057299528270959854,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.6580588817596436,
"val_loss": 0.7098889350891113,
"acc": 73.89,
"time": 411.4078151280992,
"param": [
{
"p": 0.13619738817214966,
"m": 1.0
},
{
"p": 0.0036004753783345222,
"m": 1.0
},
{
"p": 0.0963459238409996,
"m": 1.0
},
{
"p": 0.050354648381471634,
"m": 1.0
},
{
"p": 0.006446397863328457,
"m": 1.0
},
{
"p": 0.000709952088072896,
"m": 1.0
},
{
"p": 0.08409006893634796,
"m": 1.0
},
{
"p": 0.09474684298038483,
"m": 1.0
},
{
"p": 0.10201029479503632,
"m": 1.0
},
{
"p": 0.09947533905506134,
"m": 1.0
},
{
"p": 0.08977457135915756,
"m": 1.0
},
{
"p": 0.10475464910268784,
"m": 1.0
},
{
"p": 0.09617534279823303,
"m": 1.0
},
{
"p": 0.035318080335855484,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.500096321105957,
"val_loss": 0.6265217065811157,
"acc": 74.4,
"time": 400.28827008698136,
"param": [
{
"p": 0.11725019663572311,
"m": 1.0
},
{
"p": 0.02043069340288639,
"m": 1.0
},
{
"p": 0.12000516802072525,
"m": 1.0
},
{
"p": 0.04909154772758484,
"m": 1.0
},
{
"p": 0.000707568193320185,
"m": 1.0
},
{
"p": 0.022826476022601128,
"m": 1.0
},
{
"p": 0.0550081692636013,
"m": 1.0
},
{
"p": 0.103875070810318,
"m": 1.0
},
{
"p": 0.11965323984622955,
"m": 1.0
},
{
"p": 0.04934301972389221,
"m": 1.0
},
{
"p": 0.06902595609426498,
"m": 1.0
},
{
"p": 0.09798181802034378,
"m": 1.0
},
{
"p": 0.1258038729429245,
"m": 1.0
},
{
"p": 0.048997119069099426,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.9346446990966797,
"val_loss": 0.7660622000694275,
"acc": 73.64,
"time": 405.055938604055,
"param": [
{
"p": 0.09482631087303162,
"m": 1.0
},
{
"p": 0.031309276819229126,
"m": 1.0
},
{
"p": 0.06300972402095795,
"m": 1.0
},
{
"p": 0.06250089406967163,
"m": 1.0
},
{
"p": 0.04919340834021568,
"m": 1.0
},
{
"p": 0.04036455228924751,
"m": 1.0
},
{
"p": 0.08295109122991562,
"m": 1.0
},
{
"p": 0.06162211671471596,
"m": 1.0
},
{
"p": 0.0884317010641098,
"m": 1.0
},
{
"p": 0.09947120398283005,
"m": 1.0
},
{
"p": 0.0897597000002861,
"m": 1.0
},
{
"p": 0.09254419058561325,
"m": 1.0
},
{
"p": 0.1111547201871872,
"m": 1.0
},
{
"p": 0.032861120998859406,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.8238579034805298,
"val_loss": 0.8092982769012451,
"acc": 73.11,
"time": 415.06433186493814,
"param": [
{
"p": 0.09805185347795486,
"m": 1.0
},
{
"p": 0.03136149048805237,
"m": 1.0
},
{
"p": 0.08906051516532898,
"m": 1.0
},
{
"p": 0.05541855841875076,
"m": 1.0
},
{
"p": 0.050536349415779114,
"m": 1.0
},
{
"p": 0.014286927878856659,
"m": 1.0
},
{
"p": 0.10286726802587509,
"m": 1.0
},
{
"p": 0.08969138562679291,
"m": 1.0
},
{
"p": 0.08236793428659439,
"m": 1.0
},
{
"p": 0.08645394444465637,
"m": 1.0
},
{
"p": 0.0801873505115509,
"m": 1.0
},
{
"p": 0.09284854680299759,
"m": 1.0
},
{
"p": 0.09846698492765427,
"m": 1.0
},
{
"p": 0.028400909155607224,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.7785052061080933,
"val_loss": 0.7352005839347839,
"acc": 73.27,
"time": 411.60883747111075,
"param": [
{
"p": 0.09804821014404297,
"m": 1.0
},
{
"p": 0.012288488447666168,
"m": 1.0
},
{
"p": 0.07863994687795639,
"m": 1.0
},
{
"p": 0.07037156820297241,
"m": 1.0
},
{
"p": 0.014084408059716225,
"m": 1.0
},
{
"p": 0.043281685560941696,
"m": 1.0
},
{
"p": 0.08078229427337646,
"m": 1.0
},
{
"p": 0.08063630759716034,
"m": 1.0
},
{
"p": 0.08984331786632538,
"m": 1.0
},
{
"p": 0.0818515196442604,
"m": 1.0
},
{
"p": 0.07942672073841095,
"m": 1.0
},
{
"p": 0.11330235749483109,
"m": 1.0
},
{
"p": 0.11440834403038025,
"m": 1.0
},
{
"p": 0.04303481802344322,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.7054896354675293,
"val_loss": 0.8034888505935669,
"acc": 73.61,
"time": 396.1870099210646,
"param": [
{
"p": 0.08727805316448212,
"m": 1.0
},
{
"p": 0.018548455089330673,
"m": 1.0
},
{
"p": 0.11478067189455032,
"m": 1.0
},
{
"p": 0.045897722244262695,
"m": 1.0
},
{
"p": 0.03957726061344147,
"m": 1.0
},
{
"p": 0.0057601178996264935,
"m": 1.0
},
{
"p": 0.07088690996170044,
"m": 1.0
},
{
"p": 0.09259457886219025,
"m": 1.0
},
{
"p": 0.07634849101305008,
"m": 1.0
},
{
"p": 0.09986575692892075,
"m": 1.0
},
{
"p": 0.09283015877008438,
"m": 1.0
},
{
"p": 0.08724059909582138,
"m": 1.0
},
{
"p": 0.11985807865858078,
"m": 1.0
},
{
"p": 0.04853318631649017,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.9624053239822388,
"val_loss": 0.7516373991966248,
"acc": 74.22,
"time": 415.1692528149579,
"param": [
{
"p": 0.09961739182472229,
"m": 1.0
},
{
"p": 0.0006883875466883183,
"m": 1.0
},
{
"p": 0.08407389372587204,
"m": 1.0
},
{
"p": 0.0867546796798706,
"m": 1.0
},
{
"p": 0.021542062982916832,
"m": 1.0
},
{
"p": 0.03839762136340141,
"m": 1.0
},
{
"p": 0.04396466538310051,
"m": 1.0
},
{
"p": 0.04727989435195923,
"m": 1.0
},
{
"p": 0.1047603040933609,
"m": 1.0
},
{
"p": 0.0927862897515297,
"m": 1.0
},
{
"p": 0.1084662675857544,
"m": 1.0
},
{
"p": 0.1348252147436142,
"m": 1.0
},
{
"p": 0.12719206511974335,
"m": 1.0
},
{
"p": 0.009651369415223598,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.8398799896240234,
"val_loss": 0.8055355548858643,
"acc": 73.96,
"time": 397.5391582888551,
"param": [
{
"p": 0.09562060236930847,
"m": 1.0
},
{
"p": 0.029250120744109154,
"m": 1.0
},
{
"p": 0.09405642002820969,
"m": 1.0
},
{
"p": 0.050701480358839035,
"m": 1.0
},
{
"p": 0.016705511137843132,
"m": 1.0
},
{
"p": 0.03275824710726738,
"m": 1.0
},
{
"p": 0.10119990259408951,
"m": 1.0
},
{
"p": 0.052188750356435776,
"m": 1.0
},
{
"p": 0.07903259992599487,
"m": 1.0
},
{
"p": 0.10343766957521439,
"m": 1.0
},
{
"p": 0.08826319128274918,
"m": 1.0
},
{
"p": 0.10393291711807251,
"m": 1.0
},
{
"p": 0.1123492643237114,
"m": 1.0
},
{
"p": 0.04050328955054283,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.383328914642334,
"val_loss": 0.6032912135124207,
"acc": 73.99,
"time": 383.9092138619162,
"param": [
{
"p": 0.1225624829530716,
"m": 1.0
},
{
"p": 0.022442806512117386,
"m": 1.0
},
{
"p": 0.09354741126298904,
"m": 1.0
},
{
"p": 0.0699978917837143,
"m": 1.0
},
{
"p": 0.014593876898288727,
"m": 1.0
},
{
"p": 0.001995373284444213,
"m": 1.0
},
{
"p": 0.0803825855255127,
"m": 1.0
},
{
"p": 0.08650868386030197,
"m": 1.0
},
{
"p": 0.08039611577987671,
"m": 1.0
},
{
"p": 0.08221030980348587,
"m": 1.0
},
{
"p": 0.11167973279953003,
"m": 1.0
},
{
"p": 0.1017763689160347,
"m": 1.0
},
{
"p": 0.1069745272397995,
"m": 1.0
},
{
"p": 0.02493186853826046,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.5895252227783203,
"val_loss": 0.8954077363014221,
"acc": 74.18,
"time": 366.1001782149542,
"param": [
{
"p": 0.10834290087223053,
"m": 1.0
},
{
"p": 0.03933556750416756,
"m": 1.0
},
{
"p": 0.11262982338666916,
"m": 1.0
},
{
"p": 0.06261985003948212,
"m": 1.0
},
{
"p": 0.02213454060256481,
"m": 1.0
},
{
"p": 0.017601164057850838,
"m": 1.0
},
{
"p": 0.1076846569776535,
"m": 1.0
},
{
"p": 0.05677422508597374,
"m": 1.0
},
{
"p": 0.09368126094341278,
"m": 1.0
},
{
"p": 0.048743415623903275,
"m": 1.0
},
{
"p": 0.1047082170844078,
"m": 1.0
},
{
"p": 0.09381365776062012,
"m": 1.0
},
{
"p": 0.10746520012617111,
"m": 1.0
},
{
"p": 0.02446545474231243,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 1.7753689289093018,
"val_loss": 0.779269278049469,
"acc": 74.0,
"time": 409.98050423082896,
"param": [
{
"p": 0.1316186934709549,
"m": 1.0
},
{
"p": 0.005538402125239372,
"m": 1.0
},
{
"p": 0.11194439977407455,
"m": 1.0
},
{
"p": 0.09354890137910843,
"m": 1.0
},
{
"p": 0.031727135181427,
"m": 1.0
},
{
"p": 0.007816687226295471,
"m": 1.0
},
{
"p": 0.04412904009222984,
"m": 1.0
},
{
"p": 0.07439737766981125,
"m": 1.0
},
{
"p": 0.08430417627096176,
"m": 1.0
},
{
"p": 0.10186522454023361,
"m": 1.0
},
{
"p": 0.0494241900742054,
"m": 1.0
},
{
"p": 0.10652025043964386,
"m": 1.0
},
{
"p": 0.14810600876808167,
"m": 1.0
},
{
"p": 0.009059472940862179,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.790790319442749,
"val_loss": 0.7576274871826172,
"acc": 72.85,
"time": 414.73832575185224,
"param": [
{
"p": 0.09227591007947922,
"m": 1.0
},
{
"p": 0.04002833366394043,
"m": 1.0
},
{
"p": 0.08566513657569885,
"m": 1.0
},
{
"p": 0.0806865468621254,
"m": 1.0
},
{
"p": 0.014316754415631294,
"m": 1.0
},
{
"p": 0.04883553460240364,
"m": 1.0
},
{
"p": 0.0925842747092247,
"m": 1.0
},
{
"p": 0.0633787289261818,
"m": 1.0
},
{
"p": 0.0949949100613594,
"m": 1.0
},
{
"p": 0.07840853184461594,
"m": 1.0
},
{
"p": 0.0782129243016243,
"m": 1.0
},
{
"p": 0.08960951864719391,
"m": 1.0
},
{
"p": 0.10613611340522766,
"m": 1.0
},
{
"p": 0.03486677631735802,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.5168647766113281,
"val_loss": 0.7285916805267334,
"acc": 74.52,
"time": 398.9968583290465,
"param": [
{
"p": 0.07978615164756775,
"m": 1.0
},
{
"p": 0.0007010381668806076,
"m": 1.0
},
{
"p": 0.15238532423973083,
"m": 1.0
},
{
"p": 0.10784123092889786,
"m": 1.0
},
{
"p": 0.00692190183326602,
"m": 1.0
},
{
"p": 0.00317619857378304,
"m": 1.0
},
{
"p": 0.01953784190118313,
"m": 1.0
},
{
"p": 0.09924502670764923,
"m": 1.0
},
{
"p": 0.11848036199808121,
"m": 1.0
},
{
"p": 0.07256551831960678,
"m": 1.0
},
{
"p": 0.08525925129652023,
"m": 1.0
},
{
"p": 0.12369170784950256,
"m": 1.0
},
{
"p": 0.09925688058137894,
"m": 1.0
},
{
"p": 0.031151490285992622,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.7476513385772705,
"val_loss": 0.7545791864395142,
"acc": 73.61,
"time": 404.72775515099056,
"param": [
{
"p": 0.09611646085977554,
"m": 1.0
},
{
"p": 0.009888391010463238,
"m": 1.0
},
{
"p": 0.1043485775589943,
"m": 1.0
},
{
"p": 0.07539214193820953,
"m": 1.0
},
{
"p": 0.02209676243364811,
"m": 1.0
},
{
"p": 0.04559573158621788,
"m": 1.0
},
{
"p": 0.06389132142066956,
"m": 1.0
},
{
"p": 0.07489150017499924,
"m": 1.0
},
{
"p": 0.08765662461519241,
"m": 1.0
},
{
"p": 0.08521202951669693,
"m": 1.0
},
{
"p": 0.08574856072664261,
"m": 1.0
},
{
"p": 0.09402277320623398,
"m": 1.0
},
{
"p": 0.11015217006206512,
"m": 1.0
},
{
"p": 0.04498693346977234,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.6751089096069336,
"val_loss": 0.73029625415802,
"acc": 74.01,
"time": 407.84764455398545,
"param": [
{
"p": 0.13430754840373993,
"m": 1.0
},
{
"p": 0.003119358327239752,
"m": 1.0
},
{
"p": 0.06026466190814972,
"m": 1.0
},
{
"p": 0.08587244898080826,
"m": 1.0
},
{
"p": 0.027642814442515373,
"m": 1.0
},
{
"p": 0.011016029864549637,
"m": 1.0
},
{
"p": 0.06807798892259598,
"m": 1.0
},
{
"p": 0.09863024950027466,
"m": 1.0
},
{
"p": 0.09393274039030075,
"m": 1.0
},
{
"p": 0.06365971267223358,
"m": 1.0
},
{
"p": 0.09341208636760712,
"m": 1.0
},
{
"p": 0.11342436075210571,
"m": 1.0
},
{
"p": 0.09711726754903793,
"m": 1.0
},
{
"p": 0.049522798508405685,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.5739777088165283,
"val_loss": 0.7818679213523865,
"acc": 74.38,
"time": 383.0152337811887,
"param": [
{
"p": 0.1249469667673111,
"m": 1.0
},
{
"p": 0.02218167670071125,
"m": 1.0
},
{
"p": 0.07626457512378693,
"m": 1.0
},
{
"p": 0.08182539790868759,
"m": 1.0
},
{
"p": 0.04285801202058792,
"m": 1.0
},
{
"p": 0.0006951796822249889,
"m": 1.0
},
{
"p": 0.08055281639099121,
"m": 1.0
},
{
"p": 0.03663177043199539,
"m": 1.0
},
{
"p": 0.09174063056707382,
"m": 1.0
},
{
"p": 0.09718009829521179,
"m": 1.0
},
{
"p": 0.06423968821763992,
"m": 1.0
},
{
"p": 0.1061299666762352,
"m": 1.0
},
{
"p": 0.12223207950592041,
"m": 1.0
},
{
"p": 0.052521053701639175,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 1.4289665222167969,
"val_loss": 0.8660574555397034,
"acc": 73.54,
"time": 369.0511105968617,
"param": [
{
"p": 0.13521230220794678,
"m": 1.0
},
{
"p": 0.0007146901916712523,
"m": 1.0
},
{
"p": 0.07532978802919388,
"m": 1.0
},
{
"p": 0.06800990551710129,
"m": 1.0
},
{
"p": 0.034246426075696945,
"m": 1.0
},
{
"p": 0.0007146901916712523,
"m": 1.0
},
{
"p": 0.10165271908044815,
"m": 1.0
},
{
"p": 0.08117562532424927,
"m": 1.0
},
{
"p": 0.09593557566404343,
"m": 1.0
},
{
"p": 0.10321738570928574,
"m": 1.0
},
{
"p": 0.05364659056067467,
"m": 1.0
},
{
"p": 0.1359463632106781,
"m": 1.0
},
{
"p": 0.10604867339134216,
"m": 1.0
},
{
"p": 0.008149206638336182,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.6494927406311035,
"val_loss": 0.9409129619598389,
"acc": 73.92,
"time": 400.6651587020606,
"param": [
{
"p": 0.11497965455055237,
"m": 1.0
},
{
"p": 0.009169825352728367,
"m": 1.0
},
{
"p": 0.1042025089263916,
"m": 1.0
},
{
"p": 0.06211003661155701,
"m": 1.0
},
{
"p": 0.023370087146759033,
"m": 1.0
},
{
"p": 0.025001809000968933,
"m": 1.0
},
{
"p": 0.09931792318820953,
"m": 1.0
},
{
"p": 0.07480791211128235,
"m": 1.0
},
{
"p": 0.09864218533039093,
"m": 1.0
},
{
"p": 0.07841344177722931,
"m": 1.0
},
{
"p": 0.10084407776594162,
"m": 1.0
},
{
"p": 0.10379098355770111,
"m": 1.0
},
{
"p": 0.07011871784925461,
"m": 1.0
},
{
"p": 0.035230834037065506,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.7973260879516602,
"val_loss": 0.7440672516822815,
"acc": 73.93,
"time": 364.2043941761367,
"param": [
{
"p": 0.12472712993621826,
"m": 1.0
},
{
"p": 0.017014451324939728,
"m": 1.0
},
{
"p": 0.07154529541730881,
"m": 1.0
},
{
"p": 0.10278428345918655,
"m": 1.0
},
{
"p": 0.026971379294991493,
"m": 1.0
},
{
"p": 0.020999031141400337,
"m": 1.0
},
{
"p": 0.10259348154067993,
"m": 1.0
},
{
"p": 0.08788156509399414,
"m": 1.0
},
{
"p": 0.09570619463920593,
"m": 1.0
},
{
"p": 0.013068203814327717,
"m": 1.0
},
{
"p": 0.08722667396068573,
"m": 1.0
},
{
"p": 0.094941146671772,
"m": 1.0
},
{
"p": 0.10523393005132675,
"m": 1.0
},
{
"p": 0.04930715262889862,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.9559273719787598,
"val_loss": 0.7663471698760986,
"acc": 74.74,
"time": 398.09377279900946,
"param": [
{
"p": 0.09995605796575546,
"m": 1.0
},
{
"p": 0.0398067906498909,
"m": 1.0
},
{
"p": 0.10415327548980713,
"m": 1.0
},
{
"p": 0.050951987504959106,
"m": 1.0
},
{
"p": 0.059603702276945114,
"m": 1.0
},
{
"p": 0.0007016833988018334,
"m": 1.0
},
{
"p": 0.08101595938205719,
"m": 1.0
},
{
"p": 0.0683150663971901,
"m": 1.0
},
{
"p": 0.09867404401302338,
"m": 1.0
},
{
"p": 0.06867284327745438,
"m": 1.0
},
{
"p": 0.10474840551614761,
"m": 1.0
},
{
"p": 0.09095875173807144,
"m": 1.0
},
{
"p": 0.09631204605102539,
"m": 1.0
},
{
"p": 0.036129433661699295,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.9537909030914307,
"val_loss": 0.8558483719825745,
"acc": 73.91,
"time": 383.27352118096314,
"param": [
{
"p": 0.08234009891748428,
"m": 1.0
},
{
"p": 0.00816879328340292,
"m": 1.0
},
{
"p": 0.09303013235330582,
"m": 1.0
},
{
"p": 0.08106110244989395,
"m": 1.0
},
{
"p": 0.018784672021865845,
"m": 1.0
},
{
"p": 0.03276377171278,
"m": 1.0
},
{
"p": 0.07653503119945526,
"m": 1.0
},
{
"p": 0.06984829157590866,
"m": 1.0
},
{
"p": 0.09365005046129227,
"m": 1.0
},
{
"p": 0.09483769536018372,
"m": 1.0
},
{
"p": 0.08427061885595322,
"m": 1.0
},
{
"p": 0.11356507241725922,
"m": 1.0
},
{
"p": 0.10739216953516006,
"m": 1.0
},
{
"p": 0.04375244304537773,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.6578952074050903,
"val_loss": 0.7324941754341125,
"acc": 73.92,
"time": 390.57117071188986,
"param": [
{
"p": 0.12820476293563843,
"m": 1.0
},
{
"p": 0.007184400223195553,
"m": 1.0
},
{
"p": 0.07972705364227295,
"m": 1.0
},
{
"p": 0.06525680422782898,
"m": 1.0
},
{
"p": 0.03423058241605759,
"m": 1.0
},
{
"p": 0.014998777769505978,
"m": 1.0
},
{
"p": 0.05283016338944435,
"m": 1.0
},
{
"p": 0.07662967592477798,
"m": 1.0
},
{
"p": 0.1221202090382576,
"m": 1.0
},
{
"p": 0.0849979892373085,
"m": 1.0
},
{
"p": 0.08239410072565079,
"m": 1.0
},
{
"p": 0.1133122518658638,
"m": 1.0
},
{
"p": 0.11305456608533859,
"m": 1.0
},
{
"p": 0.02505866438150406,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.6939138174057007,
"val_loss": 0.8513443470001221,
"acc": 73.37,
"time": 385.19852406717837,
"param": [
{
"p": 0.09571035951375961,
"m": 1.0
},
{
"p": 0.017055414617061615,
"m": 1.0
},
{
"p": 0.12201700359582901,
"m": 1.0
},
{
"p": 0.0592467337846756,
"m": 1.0
},
{
"p": 0.03235045075416565,
"m": 1.0
},
{
"p": 0.018339503556489944,
"m": 1.0
},
{
"p": 0.09887703508138657,
"m": 1.0
},
{
"p": 0.08373591303825378,
"m": 1.0
},
{
"p": 0.0808383896946907,
"m": 1.0
},
{
"p": 0.07771158218383789,
"m": 1.0
},
{
"p": 0.08980461210012436,
"m": 1.0
},
{
"p": 0.09905807673931122,
"m": 1.0
},
{
"p": 0.09935621172189713,
"m": 1.0
},
{
"p": 0.02589871734380722,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.5340081453323364,
"val_loss": 0.735139012336731,
"acc": 74.21,
"time": 395.7208533040248,
"param": [
{
"p": 0.11834216862916946,
"m": 1.0
},
{
"p": 0.02616862580180168,
"m": 1.0
},
{
"p": 0.1065186932682991,
"m": 1.0
},
{
"p": 0.07643522322177887,
"m": 1.0
},
{
"p": 0.008660746738314629,
"m": 1.0
},
{
"p": 0.01698780059814453,
"m": 1.0
},
{
"p": 0.08999159932136536,
"m": 1.0
},
{
"p": 0.06184087693691254,
"m": 1.0
},
{
"p": 0.10113580524921417,
"m": 1.0
},
{
"p": 0.09859719127416611,
"m": 1.0
},
{
"p": 0.07801897078752518,
"m": 1.0
},
{
"p": 0.10677657276391983,
"m": 1.0
},
{
"p": 0.09246208518743515,
"m": 1.0
},
{
"p": 0.018063688650727272,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.7355724573135376,
"val_loss": 0.7555692195892334,
"acc": 74.15,
"time": 420.01226248196326,
"param": [
{
"p": 0.09790357202291489,
"m": 1.0
},
{
"p": 0.020797766745090485,
"m": 1.0
},
{
"p": 0.1016772985458374,
"m": 1.0
},
{
"p": 0.07551415264606476,
"m": 1.0
},
{
"p": 0.01348006073385477,
"m": 1.0
},
{
"p": 0.03519053012132645,
"m": 1.0
},
{
"p": 0.07721739262342453,
"m": 1.0
},
{
"p": 0.09474838525056839,
"m": 1.0
},
{
"p": 0.10084331780672073,
"m": 1.0
},
{
"p": 0.07543542236089706,
"m": 1.0
},
{
"p": 0.10533441603183746,
"m": 1.0
},
{
"p": 0.0715031698346138,
"m": 1.0
},
{
"p": 0.10126472264528275,
"m": 1.0
},
{
"p": 0.029089847579598427,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.5980737209320068,
"val_loss": 0.765937864780426,
"acc": 74.28,
"time": 394.26872377004474,
"param": [
{
"p": 0.12325173616409302,
"m": 1.0
},
{
"p": 0.01065896824002266,
"m": 1.0
},
{
"p": 0.09011410176753998,
"m": 1.0
},
{
"p": 0.06960172951221466,
"m": 1.0
},
{
"p": 0.023333031684160233,
"m": 1.0
},
{
"p": 0.00781881995499134,
"m": 1.0
},
{
"p": 0.09599649906158447,
"m": 1.0
},
{
"p": 0.10427085310220718,
"m": 1.0
},
{
"p": 0.07480061054229736,
"m": 1.0
},
{
"p": 0.07094600051641464,
"m": 1.0
},
{
"p": 0.1065695658326149,
"m": 1.0
},
{
"p": 0.10376355051994324,
"m": 1.0
},
{
"p": 0.09459017217159271,
"m": 1.0
},
{
"p": 0.02428431436419487,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.8341673612594604,
"val_loss": 0.8176233172416687,
"acc": 74.05,
"time": 391.6338781740051,
"param": [
{
"p": 0.10248637944459915,
"m": 1.0
},
{
"p": 0.02747192792594433,
"m": 1.0
},
{
"p": 0.07161226868629456,
"m": 1.0
},
{
"p": 0.04852522164583206,
"m": 1.0
},
{
"p": 0.0319310687482357,
"m": 1.0
},
{
"p": 0.035616010427474976,
"m": 1.0
},
{
"p": 0.07189588248729706,
"m": 1.0
},
{
"p": 0.08607744425535202,
"m": 1.0
},
{
"p": 0.1020246371626854,
"m": 1.0
},
{
"p": 0.07949390262365341,
"m": 1.0
},
{
"p": 0.08518144488334656,
"m": 1.0
},
{
"p": 0.11184430867433548,
"m": 1.0
},
{
"p": 0.09396904706954956,
"m": 1.0
},
{
"p": 0.051870476454496384,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 1.6596124172210693,
"val_loss": 0.7347944378852844,
"acc": 74.01,
"time": 420.27962182601914,
"param": [
{
"p": 0.10297775268554688,
"m": 1.0
},
{
"p": 0.02856636792421341,
"m": 1.0
},
{
"p": 0.10523050278425217,
"m": 1.0
},
{
"p": 0.05063561722636223,
"m": 1.0
},
{
"p": 0.0497388057410717,
"m": 1.0
},
{
"p": 0.0006983072962611914,
"m": 1.0
},
{
"p": 0.09867316484451294,
"m": 1.0
},
{
"p": 0.06904304027557373,
"m": 1.0
},
{
"p": 0.10533270984888077,
"m": 1.0
},
{
"p": 0.07805035263299942,
"m": 1.0
},
{
"p": 0.08657915145158768,
"m": 1.0
},
{
"p": 0.09834396094083786,
"m": 1.0
},
{
"p": 0.09252169728279114,
"m": 1.0
},
{
"p": 0.03360866382718086,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.949853539466858,
"val_loss": 0.8053011298179626,
"acc": 74.56,
"time": 418.6789579021279,
"param": [
{
"p": 0.10988541692495346,
"m": 1.0
},
{
"p": 0.005192793905735016,
"m": 1.0
},
{
"p": 0.09986725449562073,
"m": 1.0
},
{
"p": 0.039451777935028076,
"m": 1.0
},
{
"p": 0.04159241169691086,
"m": 1.0
},
{
"p": 0.025221018120646477,
"m": 1.0
},
{
"p": 0.10090391337871552,
"m": 1.0
},
{
"p": 0.06880040466785431,
"m": 1.0
},
{
"p": 0.09725519269704819,
"m": 1.0
},
{
"p": 0.08874114602804184,
"m": 1.0
},
{
"p": 0.07659172266721725,
"m": 1.0
},
{
"p": 0.0982140451669693,
"m": 1.0
},
{
"p": 0.09881915152072906,
"m": 1.0
},
{
"p": 0.049463819712400436,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.7704153060913086,
"val_loss": 0.631542980670929,
"acc": 73.52,
"time": 392.97263569710776,
"param": [
{
"p": 0.13071580231189728,
"m": 1.0
},
{
"p": 0.022307205945253372,
"m": 1.0
},
{
"p": 0.05449358746409416,
"m": 1.0
},
{
"p": 0.07137906551361084,
"m": 1.0
},
{
"p": 0.016059767454862595,
"m": 1.0
},
{
"p": 0.03653722256422043,
"m": 1.0
},
{
"p": 0.10491641610860825,
"m": 1.0
},
{
"p": 0.08722352981567383,
"m": 1.0
},
{
"p": 0.10796193033456802,
"m": 1.0
},
{
"p": 0.08025411516427994,
"m": 1.0
},
{
"p": 0.07789918035268784,
"m": 1.0
},
{
"p": 0.07223156094551086,
"m": 1.0
},
{
"p": 0.09913627058267593,
"m": 1.0
},
{
"p": 0.03888431936502457,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 1.3984882831573486,
"val_loss": 0.7484931349754333,
"acc": 74.76,
"time": 396.40432331780903,
"param": [
{
"p": 0.11454436182975769,
"m": 1.0
},
{
"p": 0.023667432367801666,
"m": 1.0
},
{
"p": 0.11499963700771332,
"m": 1.0
},
{
"p": 0.06095613166689873,
"m": 1.0
},
{
"p": 0.012261605821549892,
"m": 1.0
},
{
"p": 0.016566364094614983,
"m": 1.0
},
{
"p": 0.07152126729488373,
"m": 1.0
},
{
"p": 0.09097758680582047,
"m": 1.0
},
{
"p": 0.09698902070522308,
"m": 1.0
},
{
"p": 0.08912154287099838,
"m": 1.0
},
{
"p": 0.07958892732858658,
"m": 1.0
},
{
"p": 0.09086427837610245,
"m": 1.0
},
{
"p": 0.09768570959568024,
"m": 1.0
},
{
"p": 0.04025624319911003,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.6042791604995728,
"val_loss": 0.7268257737159729,
"acc": 74.41,
"time": 392.19866977306083,
"param": [
{
"p": 0.11403107643127441,
"m": 1.0
},
{
"p": 0.0007079368224367499,
"m": 1.0
},
{
"p": 0.08614026755094528,
"m": 1.0
},
{
"p": 0.0670233815908432,
"m": 1.0
},
{
"p": 0.015099876560270786,
"m": 1.0
},
{
"p": 0.0007079368224367499,
"m": 1.0
},
{
"p": 0.10078859329223633,
"m": 1.0
},
{
"p": 0.08335147053003311,
"m": 1.0
},
{
"p": 0.055999550968408585,
"m": 1.0
},
{
"p": 0.09871121495962143,
"m": 1.0
},
{
"p": 0.09462948888540268,
"m": 1.0
},
{
"p": 0.11142227053642273,
"m": 1.0
},
{
"p": 0.11585955321788788,
"m": 1.0
},
{
"p": 0.05552741140127182,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.6048426628112793,
"val_loss": 0.7750664353370667,
"acc": 74.36,
"time": 418.0791418040171,
"param": [
{
"p": 0.11033667623996735,
"m": 1.0
},
{
"p": 0.01944323256611824,
"m": 1.0
},
{
"p": 0.09434513002634048,
"m": 1.0
},
{
"p": 0.07867194712162018,
"m": 1.0
},
{
"p": 0.05086766555905342,
"m": 1.0
},
{
"p": 0.014453563839197159,
"m": 1.0
},
{
"p": 0.09575071185827255,
"m": 1.0
},
{
"p": 0.045832231640815735,
"m": 1.0
},
{
"p": 0.079987533390522,
"m": 1.0
},
{
"p": 0.10032059252262115,
"m": 1.0
},
{
"p": 0.05453849211335182,
"m": 1.0
},
{
"p": 0.06268767267465591,
"m": 1.0
},
{
"p": 0.14927059412002563,
"m": 1.0
},
{
"p": 0.04349397122859955,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 1.732329249382019,
"val_loss": 0.7971602082252502,
"acc": 74.29,
"time": 391.97404700913467,
"param": [
{
"p": 0.10452841967344284,
"m": 1.0
},
{
"p": 0.026757875457406044,
"m": 1.0
},
{
"p": 0.08556191623210907,
"m": 1.0
},
{
"p": 0.05852124094963074,
"m": 1.0
},
{
"p": 0.051869478076696396,
"m": 1.0
},
{
"p": 0.03342258930206299,
"m": 1.0
},
{
"p": 0.07251042127609253,
"m": 1.0
},
{
"p": 0.06231870874762535,
"m": 1.0
},
{
"p": 0.09154010564088821,
"m": 1.0
},
{
"p": 0.09622429311275482,
"m": 1.0
},
{
"p": 0.0945872887969017,
"m": 1.0
},
{
"p": 0.10035132616758347,
"m": 1.0
},
{
"p": 0.0972353145480156,
"m": 1.0
},
{
"p": 0.024570969864726067,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 2.1681675910949707,
"val_loss": 0.6089653372764587,
"acc": 74.31,
"time": 420.5647487130482,
"param": [
{
"p": 0.12955547869205475,
"m": 1.0
},
{
"p": 0.025633051991462708,
"m": 1.0
},
{
"p": 0.07822588831186295,
"m": 1.0
},
{
"p": 0.07533084601163864,
"m": 1.0
},
{
"p": 0.044410258531570435,
"m": 1.0
},
{
"p": 0.017954159528017044,
"m": 1.0
},
{
"p": 0.08449562638998032,
"m": 1.0
},
{
"p": 0.04461931809782982,
"m": 1.0
},
{
"p": 0.09669052064418793,
"m": 1.0
},
{
"p": 0.07611121982336044,
"m": 1.0
},
{
"p": 0.07566472887992859,
"m": 1.0
},
{
"p": 0.09119927883148193,
"m": 1.0
},
{
"p": 0.10438210517168045,
"m": 1.0
},
{
"p": 0.0557275153696537,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 1.9277198314666748,
"val_loss": 0.6607019901275635,
"acc": 73.61,
"time": 382.6106373150833,
"param": [
{
"p": 0.1296573132276535,
"m": 1.0
},
{
"p": 0.0017894338816404343,
"m": 1.0
},
{
"p": 0.10456489771604538,
"m": 1.0
},
{
"p": 0.07415568083524704,
"m": 1.0
},
{
"p": 0.024253295734524727,
"m": 1.0
},
{
"p": 0.018032247200608253,
"m": 1.0
},
{
"p": 0.054872430860996246,
"m": 1.0
},
{
"p": 0.09166122227907181,
"m": 1.0
},
{
"p": 0.04850763827562332,
"m": 1.0
},
{
"p": 0.1180478036403656,
"m": 1.0
},
{
"p": 0.08891274034976959,
"m": 1.0
},
{
"p": 0.09283633530139923,
"m": 1.0
},
{
"p": 0.09704925119876862,
"m": 1.0
},
{
"p": 0.055659662932157516,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.5310275554656982,
"val_loss": 0.8121489882469177,
"acc": 73.35,
"time": 401.79627805785276,
"param": [
{
"p": 0.11016326397657394,
"m": 1.0
},
{
"p": 0.011968480423092842,
"m": 1.0
},
{
"p": 0.09030336141586304,
"m": 1.0
},
{
"p": 0.06970623135566711,
"m": 1.0
},
{
"p": 0.029083475470542908,
"m": 1.0
},
{
"p": 0.025868907570838928,
"m": 1.0
},
{
"p": 0.08455082774162292,
"m": 1.0
},
{
"p": 0.09332431107759476,
"m": 1.0
},
{
"p": 0.09788557142019272,
"m": 1.0
},
{
"p": 0.0950554758310318,
"m": 1.0
},
{
"p": 0.07488008588552475,
"m": 1.0
},
{
"p": 0.08917955309152603,
"m": 1.0
},
{
"p": 0.0943496972322464,
"m": 1.0
},
{
"p": 0.03368077054619789,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.6781827211380005,
"val_loss": 0.776540994644165,
"acc": 74.44,
"time": 381.0185929250438,
"param": [
{
"p": 0.1293632537126541,
"m": 1.0
},
{
"p": 0.01501171849668026,
"m": 1.0
},
{
"p": 0.09224260598421097,
"m": 1.0
},
{
"p": 0.07078266888856888,
"m": 1.0
},
{
"p": 0.04478437453508377,
"m": 1.0
},
{
"p": 0.023847144097089767,
"m": 1.0
},
{
"p": 0.0830041691660881,
"m": 1.0
},
{
"p": 0.07409005612134933,
"m": 1.0
},
{
"p": 0.09356999397277832,
"m": 1.0
},
{
"p": 0.06180858984589577,
"m": 1.0
},
{
"p": 0.10022379457950592,
"m": 1.0
},
{
"p": 0.09727727621793747,
"m": 1.0
},
{
"p": 0.11331260204315186,
"m": 1.0
},
{
"p": 0.0006817150278948247,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 1.514890193939209,
"val_loss": 0.8326711058616638,
"acc": 74.06,
"time": 379.96065535303205,
"param": [
{
"p": 0.09897103160619736,
"m": 1.0
},
{
"p": 0.007136791478842497,
"m": 1.0
},
{
"p": 0.07236981391906738,
"m": 1.0
},
{
"p": 0.10106845945119858,
"m": 1.0
},
{
"p": 0.02763458713889122,
"m": 1.0
},
{
"p": 0.02634790912270546,
"m": 1.0
},
{
"p": 0.05614371970295906,
"m": 1.0
},
{
"p": 0.09558594226837158,
"m": 1.0
},
{
"p": 0.07022593170404434,
"m": 1.0
},
{
"p": 0.11174964904785156,
"m": 1.0
},
{
"p": 0.09766490757465363,
"m": 1.0
},
{
"p": 0.08823365718126297,
"m": 1.0
},
{
"p": 0.11183041334152222,
"m": 1.0
},
{
"p": 0.035037264227867126,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.7769747972488403,
"val_loss": 0.7460726499557495,
"acc": 74.61,
"time": 400.81638468196616,
"param": [
{
"p": 0.12317799031734467,
"m": 1.0
},
{
"p": 0.011827763170003891,
"m": 1.0
},
{
"p": 0.1041376143693924,
"m": 1.0
},
{
"p": 0.05062415078282356,
"m": 1.0
},
{
"p": 0.018996158614754677,
"m": 1.0
},
{
"p": 0.019934289157390594,
"m": 1.0
},
{
"p": 0.1045968160033226,
"m": 1.0
},
{
"p": 0.0597471259534359,
"m": 1.0
},
{
"p": 0.08024360239505768,
"m": 1.0
},
{
"p": 0.07528536766767502,
"m": 1.0
},
{
"p": 0.0966859832406044,
"m": 1.0
},
{
"p": 0.09381455183029175,
"m": 1.0
},
{
"p": 0.09808682650327682,
"m": 1.0
},
{
"p": 0.06284169852733612,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.9273244142532349,
"val_loss": 0.7117287516593933,
"acc": 74.76,
"time": 382.04724385403097,
"param": [
{
"p": 0.10029289126396179,
"m": 1.0
},
{
"p": 0.012669570744037628,
"m": 1.0
},
{
"p": 0.10313189774751663,
"m": 1.0
},
{
"p": 0.06304462254047394,
"m": 1.0
},
{
"p": 0.029737815260887146,
"m": 1.0
},
{
"p": 0.02080097422003746,
"m": 1.0
},
{
"p": 0.07621440291404724,
"m": 1.0
},
{
"p": 0.07730331271886826,
"m": 1.0
},
{
"p": 0.08437938988208771,
"m": 1.0
},
{
"p": 0.09988944232463837,
"m": 1.0
},
{
"p": 0.07374507933855057,
"m": 1.0
},
{
"p": 0.11036429554224014,
"m": 1.0
},
{
"p": 0.11658111214637756,
"m": 1.0
},
{
"p": 0.031845226883888245,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 1.273606300354004,
"val_loss": 0.6853399872779846,
"acc": 74.69,
"time": 413.491994314827,
"param": [
{
"p": 0.08277164399623871,
"m": 1.0
},
{
"p": 0.02730395644903183,
"m": 1.0
},
{
"p": 0.07698825001716614,
"m": 1.0
},
{
"p": 0.06601668149232864,
"m": 1.0
},
{
"p": 0.0006975132855586708,
"m": 1.0
},
{
"p": 0.033759161829948425,
"m": 1.0
},
{
"p": 0.08012687414884567,
"m": 1.0
},
{
"p": 0.10565365850925446,
"m": 1.0
},
{
"p": 0.08411537855863571,
"m": 1.0
},
{
"p": 0.09548132866621017,
"m": 1.0
},
{
"p": 0.08579115569591522,
"m": 1.0
},
{
"p": 0.12268595397472382,
"m": 1.0
},
{
"p": 0.11237676441669464,
"m": 1.0
},
{
"p": 0.02623177133500576,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.6379588842391968,
"val_loss": 0.6947942972183228,
"acc": 73.86,
"time": 424.03878797008656,
"param": [
{
"p": 0.10473444312810898,
"m": 1.0
},
{
"p": 0.029111463576555252,
"m": 1.0
},
{
"p": 0.09887650609016418,
"m": 1.0
},
{
"p": 0.05797555670142174,
"m": 1.0
},
{
"p": 0.05179755762219429,
"m": 1.0
},
{
"p": 0.02365594543516636,
"m": 1.0
},
{
"p": 0.07483113557100296,
"m": 1.0
},
{
"p": 0.054595354944467545,
"m": 1.0
},
{
"p": 0.10275234282016754,
"m": 1.0
},
{
"p": 0.07097820192575455,
"m": 1.0
},
{
"p": 0.09321711212396622,
"m": 1.0
},
{
"p": 0.10187765955924988,
"m": 1.0
},
{
"p": 0.09087396413087845,
"m": 1.0
},
{
"p": 0.044722773134708405,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.5763250589370728,
"val_loss": 0.742834746837616,
"acc": 74.12,
"time": 385.64769393811,
"param": [
{
"p": 0.11216817051172256,
"m": 1.0
},
{
"p": 0.043064843863248825,
"m": 1.0
},
{
"p": 0.09551406651735306,
"m": 1.0
},
{
"p": 0.07020209729671478,
"m": 1.0
},
{
"p": 0.050195079296827316,
"m": 1.0
},
{
"p": 0.03179203346371651,
"m": 1.0
},
{
"p": 0.06079695373773575,
"m": 1.0
},
{
"p": 0.06195061281323433,
"m": 1.0
},
{
"p": 0.04432828351855278,
"m": 1.0
},
{
"p": 0.07217530906200409,
"m": 1.0
},
{
"p": 0.09473171830177307,
"m": 1.0
},
{
"p": 0.09878864139318466,
"m": 1.0
},
{
"p": 0.102902851998806,
"m": 1.0
},
{
"p": 0.061389461159706116,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.6445202827453613,
"val_loss": 0.6299809813499451,
"acc": 73.91,
"time": 395.62082120310515,
"param": [
{
"p": 0.09303359687328339,
"m": 1.0
},
{
"p": 0.0006791049963794649,
"m": 1.0
},
{
"p": 0.09501814097166061,
"m": 1.0
},
{
"p": 0.06746430695056915,
"m": 1.0
},
{
"p": 0.04942512884736061,
"m": 1.0
},
{
"p": 0.04141349717974663,
"m": 1.0
},
{
"p": 0.08930867910385132,
"m": 1.0
},
{
"p": 0.06683579087257385,
"m": 1.0
},
{
"p": 0.09233231842517853,
"m": 1.0
},
{
"p": 0.06984476745128632,
"m": 1.0
},
{
"p": 0.0972052738070488,
"m": 1.0
},
{
"p": 0.09983237832784653,
"m": 1.0
},
{
"p": 0.08969145268201828,
"m": 1.0
},
{
"p": 0.04791557788848877,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.4760761260986328,
"val_loss": 0.7130951881408691,
"acc": 73.89,
"time": 391.4998056460172,
"param": [
{
"p": 0.09133083373308182,
"m": 1.0
},
{
"p": 0.0006995081785134971,
"m": 1.0
},
{
"p": 0.10489126294851303,
"m": 1.0
},
{
"p": 0.05969725176692009,
"m": 1.0
},
{
"p": 0.0006995081785134971,
"m": 1.0
},
{
"p": 0.031235629692673683,
"m": 1.0
},
{
"p": 0.07149951905012131,
"m": 1.0
},
{
"p": 0.08503833413124084,
"m": 1.0
},
{
"p": 0.106761634349823,
"m": 1.0
},
{
"p": 0.11353971064090729,
"m": 1.0
},
{
"p": 0.0865660086274147,
"m": 1.0
},
{
"p": 0.08042934536933899,
"m": 1.0
},
{
"p": 0.11137761175632477,
"m": 1.0
},
{
"p": 0.05623387172818184,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.5331485271453857,
"val_loss": 0.7828160524368286,
"acc": 73.93,
"time": 413.6931395949796,
"param": [
{
"p": 0.08899584412574768,
"m": 1.0
},
{
"p": 0.0007186316652223468,
"m": 1.0
},
{
"p": 0.11601370573043823,
"m": 1.0
},
{
"p": 0.06570632010698318,
"m": 1.0
},
{
"p": 0.03678426891565323,
"m": 1.0
},
{
"p": 0.049128733575344086,
"m": 1.0
},
{
"p": 0.09071677178144455,
"m": 1.0
},
{
"p": 0.028048155829310417,
"m": 1.0
},
{
"p": 0.06276111304759979,
"m": 1.0
},
{
"p": 0.08661957830190659,
"m": 1.0
},
{
"p": 0.08071935176849365,
"m": 1.0
},
{
"p": 0.1324802041053772,
"m": 1.0
},
{
"p": 0.12478296458721161,
"m": 1.0
},
{
"p": 0.03652447089552879,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.7194154262542725,
"val_loss": 0.7048454284667969,
"acc": 74.81,
"time": 413.62559335306287,
"param": [
{
"p": 0.10680124908685684,
"m": 1.0
},
{
"p": 0.033274292945861816,
"m": 1.0
},
{
"p": 0.07025773078203201,
"m": 1.0
},
{
"p": 0.042056821286678314,
"m": 1.0
},
{
"p": 0.042073655873537064,
"m": 1.0
},
{
"p": 0.028531262651085854,
"m": 1.0
},
{
"p": 0.07111339271068573,
"m": 1.0
},
{
"p": 0.10572122037410736,
"m": 1.0
},
{
"p": 0.08116420358419418,
"m": 1.0
},
{
"p": 0.09197699278593063,
"m": 1.0
},
{
"p": 0.08091466873884201,
"m": 1.0
},
{
"p": 0.08382870256900787,
"m": 1.0
},
{
"p": 0.10931189358234406,
"m": 1.0
},
{
"p": 0.05297388136386871,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.597636103630066,
"val_loss": 0.7661991119384766,
"acc": 74.5,
"time": 399.24121732707135,
"param": [
{
"p": 0.1333768665790558,
"m": 1.0
},
{
"p": 0.0007005301304161549,
"m": 1.0
},
{
"p": 0.09524177759885788,
"m": 1.0
},
{
"p": 0.06653828918933868,
"m": 1.0
},
{
"p": 0.031109198927879333,
"m": 1.0
},
{
"p": 0.011445107869803905,
"m": 1.0
},
{
"p": 0.0282090175896883,
"m": 1.0
},
{
"p": 0.07273335754871368,
"m": 1.0
},
{
"p": 0.1124207079410553,
"m": 1.0
},
{
"p": 0.07703639566898346,
"m": 1.0
},
{
"p": 0.04575897008180618,
"m": 1.0
},
{
"p": 0.13123032450675964,
"m": 1.0
},
{
"p": 0.12689362466335297,
"m": 1.0
},
{
"p": 0.06730575859546661,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.513213872909546,
"val_loss": 0.8085033893585205,
"acc": 74.36,
"time": 387.4003448439762,
"param": [
{
"p": 0.11279144138097763,
"m": 1.0
},
{
"p": 0.02031775936484337,
"m": 1.0
},
{
"p": 0.07943394780158997,
"m": 1.0
},
{
"p": 0.0651748776435852,
"m": 1.0
},
{
"p": 0.014333960600197315,
"m": 1.0
},
{
"p": 0.04362061247229576,
"m": 1.0
},
{
"p": 0.10954785346984863,
"m": 1.0
},
{
"p": 0.10454648733139038,
"m": 1.0
},
{
"p": 0.09003151208162308,
"m": 1.0
},
{
"p": 0.068064384162426,
"m": 1.0
},
{
"p": 0.06203555688261986,
"m": 1.0
},
{
"p": 0.1175072118639946,
"m": 1.0
},
{
"p": 0.047388430684804916,
"m": 1.0
},
{
"p": 0.06520596891641617,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 1.674293875694275,
"val_loss": 0.8241422772407532,
"acc": 74.34,
"time": 365.4847607067786,
"param": [
{
"p": 0.10640542954206467,
"m": 1.0
},
{
"p": 0.009390723891556263,
"m": 1.0
},
{
"p": 0.10874693095684052,
"m": 1.0
},
{
"p": 0.0007128648576326668,
"m": 1.0
},
{
"p": 0.03437202796339989,
"m": 1.0
},
{
"p": 0.05449577048420906,
"m": 1.0
},
{
"p": 0.06910236179828644,
"m": 1.0
},
{
"p": 0.07874864339828491,
"m": 1.0
},
{
"p": 0.09759080410003662,
"m": 1.0
},
{
"p": 0.08177565783262253,
"m": 1.0
},
{
"p": 0.0958491787314415,
"m": 1.0
},
{
"p": 0.10481184720993042,
"m": 1.0
},
{
"p": 0.11446547508239746,
"m": 1.0
},
{
"p": 0.04353225603699684,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.3925251960754395,
"val_loss": 0.7192613482475281,
"acc": 74.2,
"time": 385.38088001008146,
"param": [
{
"p": 0.10871858894824982,
"m": 1.0
},
{
"p": 0.0007052100845612586,
"m": 1.0
},
{
"p": 0.0996694564819336,
"m": 1.0
},
{
"p": 0.04861928150057793,
"m": 1.0
},
{
"p": 0.005405090283602476,
"m": 1.0
},
{
"p": 0.0007052100845612586,
"m": 1.0
},
{
"p": 0.08491842448711395,
"m": 1.0
},
{
"p": 0.0832342579960823,
"m": 1.0
},
{
"p": 0.08170643448829651,
"m": 1.0
},
{
"p": 0.09622306376695633,
"m": 1.0
},
{
"p": 0.08561154454946518,
"m": 1.0
},
{
"p": 0.1165558248758316,
"m": 1.0
},
{
"p": 0.14808495342731476,
"m": 1.0
},
{
"p": 0.03984267637133598,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink