AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json

13038 lines
191 KiB
JSON
Raw Normal View History

Stock logs
2020-02-28 16:32:22 -05:00
{
"Accuracy": 75.09,
"Time": [
280.5212255078935,
13.120765845596,
56251.79903065
],
"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": 4.216941833496094,
"val_loss": 2.173872470855713,
"acc": 17.43,
"time": 298.72107835597126,
"param": [
{
"p": 0.08940062671899796,
"m": 1.0
},
{
"p": 0.0795903280377388,
"m": 1.0
},
{
"p": 0.099960096180439,
"m": 1.0
},
{
"p": 0.07321259379386902,
"m": 1.0
},
{
"p": 0.07463815808296204,
"m": 1.0
},
{
"p": 0.07207648456096649,
"m": 1.0
},
{
"p": 0.06845313310623169,
"m": 1.0
},
{
"p": 0.06498228758573532,
"m": 1.0
},
{
"p": 0.06974560767412186,
"m": 1.0
},
{
"p": 0.051685161888599396,
"m": 1.0
},
{
"p": 0.08783011883497238,
"m": 1.0
},
{
"p": 0.04990929737687111,
"m": 1.0
},
{
"p": 0.09426505118608475,
"m": 1.0
},
{
"p": 0.02425098977982998,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.081864356994629,
"val_loss": 1.8133492469787598,
"acc": 32.32,
"time": 321.231057684985,
"param": [
{
"p": 0.10734236985445023,
"m": 1.0
},
{
"p": 0.05626896023750305,
"m": 1.0
},
{
"p": 0.12580300867557526,
"m": 1.0
},
{
"p": 0.06257752329111099,
"m": 1.0
},
{
"p": 0.07849467545747757,
"m": 1.0
},
{
"p": 0.012002778239548206,
"m": 1.0
},
{
"p": 0.05089036747813225,
"m": 1.0
},
{
"p": 0.046263474971055984,
"m": 1.0
},
{
"p": 0.016033180058002472,
"m": 1.0
},
{
"p": 0.07076030969619751,
"m": 1.0
},
{
"p": 0.08930819481611252,
"m": 1.0
},
{
"p": 0.09241274744272232,
"m": 1.0
},
{
"p": 0.091901496052742,
"m": 1.0
},
{
"p": 0.09994091093540192,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 3.9075849056243896,
"val_loss": 1.7855066061019897,
"acc": 34.28,
"time": 308.0627249300014,
"param": [
{
"p": 0.07432372123003006,
"m": 1.0
},
{
"p": 0.11739273369312286,
"m": 1.0
},
{
"p": 0.14373379945755005,
"m": 1.0
},
{
"p": 0.030832674354314804,
"m": 1.0
},
{
"p": 0.029622992500662804,
"m": 1.0
},
{
"p": 0.010101152583956718,
"m": 1.0
},
{
"p": 0.09082087874412537,
"m": 1.0
},
{
"p": 0.03401999920606613,
"m": 1.0
},
{
"p": 0.09674803167581558,
"m": 1.0
},
{
"p": 0.03733084350824356,
"m": 1.0
},
{
"p": 0.05562055483460426,
"m": 1.0
},
{
"p": 0.10113630443811417,
"m": 1.0
},
{
"p": 0.07129748910665512,
"m": 1.0
},
{
"p": 0.10701870918273926,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.6532750129699707,
"val_loss": 1.7353967428207397,
"acc": 39.2,
"time": 291.4918819749728,
"param": [
{
"p": 0.11351393163204193,
"m": 1.0
},
{
"p": 0.09866338968276978,
"m": 1.0
},
{
"p": 0.0873275026679039,
"m": 1.0
},
{
"p": 0.0521361380815506,
"m": 1.0
},
{
"p": 0.02314038947224617,
"m": 1.0
},
{
"p": 0.0007041099015623331,
"m": 1.0
},
{
"p": 0.07757756114006042,
"m": 1.0
},
{
"p": 0.07148589938879013,
"m": 1.0
},
{
"p": 0.08131412416696548,
"m": 1.0
},
{
"p": 0.13598352670669556,
"m": 1.0
},
{
"p": 0.10584070533514023,
"m": 1.0
},
{
"p": 0.03501740097999573,
"m": 1.0
},
{
"p": 0.05139553174376488,
"m": 1.0
},
{
"p": 0.06589984893798828,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.4657583236694336,
"val_loss": 1.4461077451705933,
"acc": 46.7,
"time": 313.63627082598396,
"param": [
{
"p": 0.10549602657556534,
"m": 1.0
},
{
"p": 0.06034129858016968,
"m": 1.0
},
{
"p": 0.15570168197155,
"m": 1.0
},
{
"p": 0.04171859845519066,
"m": 1.0
},
{
"p": 0.02253539301455021,
"m": 1.0
},
{
"p": 0.00846268143504858,
"m": 1.0
},
{
"p": 0.053290508687496185,
"m": 1.0
},
{
"p": 0.08485080301761627,
"m": 1.0
},
{
"p": 0.051564980298280716,
"m": 1.0
},
{
"p": 0.08861171454191208,
"m": 1.0
},
{
"p": 0.07339269667863846,
"m": 1.0
},
{
"p": 0.1255279779434204,
"m": 1.0
},
{
"p": 0.10103253275156021,
"m": 1.0
},
{
"p": 0.027473144233226776,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.6490883827209473,
"val_loss": 1.4092597961425781,
"acc": 49.1,
"time": 299.5383541859919,
"param": [
{
"p": 0.09570756554603577,
"m": 1.0
},
{
"p": 0.048505749553442,
"m": 1.0
},
{
"p": 0.16854341328144073,
"m": 1.0
},
{
"p": 0.020051054656505585,
"m": 1.0
},
{
"p": 0.02698945626616478,
"m": 1.0
},
{
"p": 0.01179133728146553,
"m": 1.0
},
{
"p": 0.047806303948163986,
"m": 1.0
},
{
"p": 0.07363801449537277,
"m": 1.0
},
{
"p": 0.04363463073968887,
"m": 1.0
},
{
"p": 0.07765385508537292,
"m": 1.0
},
{
"p": 0.06501752138137817,
"m": 1.0
},
{
"p": 0.12127909064292908,
"m": 1.0
},
{
"p": 0.13944046199321747,
"m": 1.0
},
{
"p": 0.05994151532649994,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 2.918813705444336,
"val_loss": 1.3202524185180664,
"acc": 50.94,
"time": 295.36458496999694,
"param": [
{
"p": 0.0847780629992485,
"m": 1.0
},
{
"p": 0.031547583639621735,
"m": 1.0
},
{
"p": 0.19000805914402008,
"m": 1.0
},
{
"p": 0.07344893366098404,
"m": 1.0
},
{
"p": 0.02356196567416191,
"m": 1.0
},
{
"p": 0.011035683564841747,
"m": 1.0
},
{
"p": 0.043143611401319504,
"m": 1.0
},
{
"p": 0.057653412222862244,
"m": 1.0
},
{
"p": 0.033444326370954514,
"m": 1.0
},
{
"p": 0.06294438242912292,
"m": 1.0
},
{
"p": 0.05543215945363045,
"m": 1.0
},
{
"p": 0.13680726289749146,
"m": 1.0
},
{
"p": 0.16796137392520905,
"m": 1.0
},
{
"p": 0.028233198449015617,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.879243850708008,
"val_loss": 1.4166842699050903,
"acc": 53.33,
"time": 281.7063805049984,
"param": [
{
"p": 0.08395828306674957,
"m": 1.0
},
{
"p": 0.01953037641942501,
"m": 1.0
},
{
"p": 0.2124772071838379,
"m": 1.0
},
{
"p": 0.06968086957931519,
"m": 1.0
},
{
"p": 0.02136164717376232,
"m": 1.0
},
{
"p": 0.006565502379089594,
"m": 1.0
},
{
"p": 0.047534529119729996,
"m": 1.0
},
{
"p": 0.051254257559776306,
"m": 1.0
},
{
"p": 0.0321446917951107,
"m": 1.0
},
{
"p": 0.05884508043527603,
"m": 1.0
},
{
"p": 0.04282817244529724,
"m": 1.0
},
{
"p": 0.1526459902524948,
"m": 1.0
},
{
"p": 0.17171700298786163,
"m": 1.0
},
{
"p": 0.029456431046128273,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 3.19822359085083,
"val_loss": 1.269378662109375,
"acc": 54.92,
"time": 273.96479951404035,
"param": [
{
"p": 0.07199545204639435,
"m": 1.0
},
{
"p": 0.027503760531544685,
"m": 1.0
},
{
"p": 0.19873854517936707,
"m": 1.0
},
{
"p": 0.05863547697663307,
"m": 1.0
},
{
"p": 0.0199118722230196,
"m": 1.0
},
{
"p": 0.01663871668279171,
"m": 1.0
},
{
"p": 0.037773750722408295,
"m": 1.0
},
{
"p": 0.04314679279923439,
"m": 1.0
},
{
"p": 0.028995251283049583,
"m": 1.0
},
{
"p": 0.04972647875547409,
"m": 1.0
},
{
"p": 0.03490733727812767,
"m": 1.0
},
{
"p": 0.1388017237186432,
"m": 1.0
},
{
"p": 0.17168204486370087,
"m": 1.0
},
{
"p": 0.10154282301664352,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 2.661161184310913,
"val_loss": 1.334452509880066,
"acc": 53.62,
"time": 275.29712391400244,
"param": [
{
"p": 0.06913565844297409,
"m": 1.0
},
{
"p": 0.009921151213347912,
"m": 1.0
},
{
"p": 0.21643774211406708,
"m": 1.0
},
{
"p": 0.07662054151296616,
"m": 1.0
},
{
"p": 0.013305701315402985,
"m": 1.0
},
{
"p": 0.0043357498943805695,
"m": 1.0
},
{
"p": 0.037741824984550476,
"m": 1.0
},
{
"p": 0.03711416572332382,
"m": 1.0
},
{
"p": 0.033501870930194855,
"m": 1.0
},
{
"p": 0.04428509250283241,
"m": 1.0
},
{
"p": 0.03618675842881203,
"m": 1.0
},
{
"p": 0.1574755162000656,
"m": 1.0
},
{
"p": 0.19414052367210388,
"m": 1.0
},
{
"p": 0.06979762762784958,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.6711628437042236,
"val_loss": 1.177435040473938,
"acc": 56.29,
"time": 289.9481524080038,
"param": [
{
"p": 0.07256104052066803,
"m": 1.0
},
{
"p": 0.04691950976848602,
"m": 1.0
},
{
"p": 0.2140044867992401,
"m": 1.0
},
{
"p": 0.08619844168424606,
"m": 1.0
},
{
"p": 0.0054379417560994625,
"m": 1.0
},
{
"p": 0.009537474252283573,
"m": 1.0
},
{
"p": 0.03472479432821274,
"m": 1.0
},
{
"p": 0.03738543018698692,
"m": 1.0
},
{
"p": 0.027311351150274277,
"m": 1.0
},
{
"p": 0.039651256054639816,
"m": 1.0
},
{
"p": 0.04558298736810684,
"m": 1.0
},
{
"p": 0.14950650930404663,
"m": 1.0
},
{
"p": 0.18903684616088867,
"m": 1.0
},
{
"p": 0.04214198514819145,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 2.7518837451934814,
"val_loss": 1.1333515644073486,
"acc": 58.35,
"time": 271.9522646969999,
"param": [
{
"p": 0.07997797429561615,
"m": 1.0
},
{
"p": 0.030363641679286957,
"m": 1.0
},
{
"p": 0.22023263573646545,
"m": 1.0
},
{
"p": 0.08319593966007233,
"m": 1.0
},
{
"p": 0.01475812029093504,
"m": 1.0
},
{
"p": 0.006730090361088514,
"m": 1.0
},
{
"p": 0.03870701044797897,
"m": 1.0
},
{
"p": 0.03585786744952202,
"m": 1.0
},
{
"p": 0.029902080073952675,
"m": 1.0
},
{
"p": 0.04507509991526604,
"m": 1.0
},
{
"p": 0.0344587117433548,
"m": 1.0
},
{
"p": 0.16340257227420807,
"m": 1.0
},
{
"p": 0.20197273790836334,
"m": 1.0
},
{
"p": 0.015365556813776493,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.8042807579040527,
"val_loss": 1.3047523498535156,
"acc": 58.64,
"time": 256.73833148297854,
"param": [
{
"p": 0.07854538410902023,
"m": 1.0
},
{
"p": 0.020508119836449623,
"m": 1.0
},
{
"p": 0.2196441888809204,
"m": 1.0
},
{
"p": 0.07907737046480179,
"m": 1.0
},
{
"p": 0.019915303215384483,
"m": 1.0
},
{
"p": 0.018126951530575752,
"m": 1.0
},
{
"p": 0.03749866783618927,
"m": 1.0
},
{
"p": 0.034060701727867126,
"m": 1.0
},
{
"p": 0.03183799982070923,
"m": 1.0
},
{
"p": 0.04157470911741257,
"m": 1.0
},
{
"p": 0.03180016949772835,
"m": 1.0
},
{
"p": 0.1688096970319748,
"m": 1.0
},
{
"p": 0.19381988048553467,
"m": 1.0
},
{
"p": 0.02478092908859253,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.6900055408477783,
"val_loss": 1.246158242225647,
"acc": 56.92,
"time": 264.8686865560012,
"param": [
{
"p": 0.07162928581237793,
"m": 1.0
},
{
"p": 0.16711989045143127,
"m": 1.0
},
{
"p": 0.1975100338459015,
"m": 1.0
},
{
"p": 0.06727930903434753,
"m": 1.0
},
{
"p": 0.0007150878664106131,
"m": 1.0
},
{
"p": 0.012365177273750305,
"m": 1.0
},
{
"p": 0.03392058610916138,
"m": 1.0
},
{
"p": 0.02473689243197441,
"m": 1.0
},
{
"p": 0.028068972751498222,
"m": 1.0
},
{
"p": 0.03742405027151108,
"m": 1.0
},
{
"p": 0.036873530596494675,
"m": 1.0
},
{
"p": 0.12034893780946732,
"m": 1.0
},
{
"p": 0.17745137214660645,
"m": 1.0
},
{
"p": 0.024556901305913925,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.5774800777435303,
"val_loss": 1.1221600770950317,
"acc": 60.38,
"time": 277.13161010999465,
"param": [
{
"p": 0.06633894145488739,
"m": 1.0
},
{
"p": 0.08275342732667923,
"m": 1.0
},
{
"p": 0.20165127515792847,
"m": 1.0
},
{
"p": 0.061544593423604965,
"m": 1.0
},
{
"p": 0.12067551910877228,
"m": 1.0
},
{
"p": 0.006485362537205219,
"m": 1.0
},
{
"p": 0.03360955789685249,
"m": 1.0
},
{
"p": 0.031220383942127228,
"m": 1.0
},
{
"p": 0.0241935383528471,
"m": 1.0
},
{
"p": 0.03470337763428688,
"m": 1.0
},
{
"p": 0.02624126523733139,
"m": 1.0
},
{
"p": 0.13577863574028015,
"m": 1.0
},
{
"p": 0.16387337446212769,
"m": 1.0
},
{
"p": 0.010930685326457024,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.7266900539398193,
"val_loss": 1.1540021896362305,
"acc": 60.71,
"time": 270.4665334749734,
"param": [
{
"p": 0.058632347732782364,
"m": 1.0
},
{
"p": 0.044348496943712234,
"m": 1.0
},
{
"p": 0.19003093242645264,
"m": 1.0
},
{
"p": 0.07220762223005295,
"m": 1.0
},
{
"p": 0.06548476964235306,
"m": 1.0
},
{
"p": 0.010429284535348415,
"m": 1.0
},
{
"p": 0.028267759829759598,
"m": 1.0
},
{
"p": 0.023822516202926636,
"m": 1.0
},
{
"p": 0.02252437174320221,
"m": 1.0
},
{
"p": 0.0329306460916996,
"m": 1.0
},
{
"p": 0.026266779750585556,
"m": 1.0
},
{
"p": 0.14444133639335632,
"m": 1.0
},
{
"p": 0.16438330709934235,
"m": 1.0
},
{
"p": 0.11622972786426544,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.4763004779815674,
"val_loss": 1.093979001045227,
"acc": 61.68,
"time": 290.57228992303135,
"param": [
{
"p": 0.05588779225945473,
"m": 1.0
},
{
"p": 0.02818448655307293,
"m": 1.0
},
{
"p": 0.20917212963104248,
"m": 1.0
},
{
"p": 0.059895843267440796,
"m": 1.0
},
{
"p": 0.042806919664144516,
"m": 1.0
},
{
"p": 0.021289022639393806,
"m": 1.0
},
{
"p": 0.030821459367871284,
"m": 1.0
},
{
"p": 0.02447681687772274,
"m": 1.0
},
{
"p": 0.02292606420814991,
"m": 1.0
},
{
"p": 0.046212878078222275,
"m": 1.0
},
{
"p": 0.03936348110437393,
"m": 1.0
},
{
"p": 0.15463057160377502,
"m": 1.0
},
{
"p": 0.19063885509967804,
"m": 1.0
},
{
"p": 0.07369358092546463,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.152846336364746,
"val_loss": 1.105919361114502,
"acc": 61.73,
"time": 288.97226687002694,
"param": [
{
"p": 0.0656990185379982,
"m": 1.0
},
{
"p": 0.015151428990066051,
"m": 1.0
},
{
"p": 0.22311919927597046,
"m": 1.0
},
{
"p": 0.06245812028646469,
"m": 1.0
},
{
"p": 0.02897360362112522,
"m": 1.0
},
{
"p": 0.015622500330209732,
"m": 1.0
},
{
"p": 0.04156692326068878,
"m": 1.0
},
{
"p": 0.02301514893770218,
"m": 1.0
},
{
"p": 0.019494665786623955,
"m": 1.0
},
{
"p": 0.047117091715335846,
"m": 1.0
},
{
"p": 0.043319907039403915,
"m": 1.0
},
{
"p": 0.1746605634689331,
"m": 1.0
},
{
"p": 0.19751891493797302,
"m": 1.0
},
{
"p": 0.04228287935256958,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.2125117778778076,
"val_loss": 1.0958213806152344,
"acc": 61.0,
"time": 271.4009557759855,
"param": [
{
"p": 0.06876306235790253,
"m": 1.0
},
{
"p": 0.015639400109648705,
"m": 1.0
},
{
"p": 0.21354323625564575,
"m": 1.0
},
{
"p": 0.09483761340379715,
"m": 1.0
},
{
"p": 0.018004991114139557,
"m": 1.0
},
{
"p": 0.007784976623952389,
"m": 1.0
},
{
"p": 0.029877081513404846,
"m": 1.0
},
{
"p": 0.029813896864652634,
"m": 1.0
},
{
"p": 0.03380132466554642,
"m": 1.0
},
{
"p": 0.03695717826485634,
"m": 1.0
},
{
"p": 0.05403386428952217,
"m": 1.0
},
{
"p": 0.16287055611610413,
"m": 1.0
},
{
"p": 0.20441889762878418,
"m": 1.0
},
{
"p": 0.029653925448656082,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.805819511413574,
"val_loss": 1.1145917177200317,
"acc": 62.32,
"time": 281.5712170859915,
"param": [
{
"p": 0.06451582908630371,
"m": 1.0
},
{
"p": 0.010201678611338139,
"m": 1.0
},
{
"p": 0.20465423166751862,
"m": 1.0
},
{
"p": 0.07908646762371063,
"m": 1.0
},
{
"p": 0.014454795978963375,
"m": 1.0
},
{
"p": 0.012536555528640747,
"m": 1.0
},
{
"p": 0.042738065123558044,
"m": 1.0
},
{
"p": 0.03391557186841965,
"m": 1.0
},
{
"p": 0.03177323192358017,
"m": 1.0
},
{
"p": 0.04721015319228172,
"m": 1.0
},
{
"p": 0.04804731905460358,
"m": 1.0
},
{
"p": 0.16886724531650543,
"m": 1.0
},
{
"p": 0.20295239984989166,
"m": 1.0
},
{
"p": 0.03904647007584572,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.1267480850219727,
"val_loss": 1.070946455001831,
"acc": 63.49,
"time": 271.22355849301675,
"param": [
{
"p": 0.06872092187404633,
"m": 1.0
},
{
"p": 0.013248244300484657,
"m": 1.0
},
{
"p": 0.21596316993236542,
"m": 1.0
},
{
"p": 0.0946667268872261,
"m": 1.0
},
{
"p": 0.014559347182512283,
"m": 1.0
},
{
"p": 0.0053556147031486034,
"m": 1.0
},
{
"p": 0.03672482445836067,
"m": 1.0
},
{
"p": 0.03351888433098793,
"m": 1.0
},
{
"p": 0.026069214567542076,
"m": 1.0
},
{
"p": 0.046597208827733994,
"m": 1.0
},
{
"p": 0.05024416744709015,
"m": 1.0
},
{
"p": 0.16419920325279236,
"m": 1.0
},
{
"p": 0.1981033831834793,
"m": 1.0
},
{
"p": 0.032029084861278534,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.261077642440796,
"val_loss": 1.0240130424499512,
"acc": 65.04,
"time": 277.25695042702137,
"param": [
{
"p": 0.06990572810173035,
"m": 1.0
},
{
"p": 0.010518821887671947,
"m": 1.0
},
{
"p": 0.20587757229804993,
"m": 1.0
},
{
"p": 0.08820325881242752,
"m": 1.0
},
{
"p": 0.010837872512638569,
"m": 1.0
},
{
"p": 0.010477316565811634,
"m": 1.0
},
{
"p": 0.042405471205711365,
"m": 1.0
},
{
"p": 0.0301082544028759,
"m": 1.0
},
{
"p": 0.03259851783514023,
"m": 1.0
},
{
"p": 0.04304104298353195,
"m": 1.0
},
{
"p": 0.05186176672577858,
"m": 1.0
},
{
"p": 0.1635555475950241,
"m": 1.0
},
{
"p": 0.20512981712818146,
"m": 1.0
},
{
"p": 0.03547898307442665,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.917372465133667,
"val_loss": 0.9926887154579163,
"acc": 60.3,
"time": 263.0412379199988,
"param": [
{
"p": 0.08084224909543991,
"m": 1.0
},
{
"p": 0.016246914863586426,
"m": 1.0
},
{
"p": 0.20267115533351898,
"m": 1.0
},
{
"p": 0.08889718353748322,
"m": 1.0
},
{
"p": 0.008021689020097256,
"m": 1.0
},
{
"p": 0.011563672684133053,
"m": 1.0
},
{
"p": 0.04248349368572235,
"m": 1.0
},
{
"p": 0.033595748245716095,
"m": 1.0
},
{
"p": 0.029172729700803757,
"m": 1.0
},
{
"p": 0.03951491415500641,
"m": 1.0
},
{
"p": 0.04937564581632614,
"m": 1.0
},
{
"p": 0.16600538790225983,
"m": 1.0
},
{
"p": 0.20272605121135712,
"m": 1.0
},
{
"p": 0.02888324484229088,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.8841478824615479,
"val_loss": 1.1145658493041992,
"acc": 64.37,
"time": 260.1633350790362,
"param": [
{
"p": 0.07649862766265869,
"m": 1.0
},
{
"p": 0.01079496368765831,
"m": 1.0
},
{
"p": 0.21904948353767395,
"m": 1.0
},
{
"p": 0.08827508240938187,
"m": 1.0
},
{
"p": 0.015085255727171898,
"m": 1.0
},
{
"p": 0.008806252852082253,
"m": 1.0
},
{
"p": 0.033356934785842896,
"m": 1.0
},
{
"p": 0.034134842455387115,
"m": 1.0
},
{
"p": 0.03302915021777153,
"m": 1.0
},
{
"p": 0.05116652697324753,
"m": 1.0
},
{
"p": 0.046301402151584625,
"m": 1.0
},
{
"p": 0.1445828527212143,
"m": 1.0
},
{
"p": 0.19846147298812866,
"m": 1.0
},
{
"p": 0.040457066148519516,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.150080919265747,
"val_loss": 1.072545051574707,
"acc": 63.27,
"time": 289.59419601695845,
"param": [
{
"p": 0.06563705205917358,
"m": 1.0
},
{
"p": 0.08479046821594238,
"m": 1.0
},
{
"p": 0.19402845203876495,
"m": 1.0
},
{
"p": 0.08055627346038818,
"m": 1.0
},
{
"p": 0.01530701294541359,
"m": 1.0
},
{
"p": 0.01110660471022129,
"m": 1.0
},
{
"p": 0.033020272850990295,
"m": 1.0
},
{
"p": 0.03440915793180466,
"m": 1.0
},
{
"p": 0.031039534136652946,
"m": 1.0
},
{
"p": 0.04022175818681717,
"m": 1.0
},
{
"p": 0.035245854407548904,
"m": 1.0
},
{
"p": 0.15785907208919525,
"m": 1.0
},
{
"p": 0.18428049981594086,
"m": 1.0
},
{
"p": 0.03249796852469444,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.0751001834869385,
"val_loss": 0.9931646585464478,
"acc": 65.62,
"time": 271.4681245200336,
"param": [
{
"p": 0.0746719241142273,
"m": 1.0
},
{
"p": 0.023248737677931786,
"m": 1.0
},
{
"p": 0.197747603058815,
"m": 1.0
},
{
"p": 0.10033740848302841,
"m": 1.0
},
{
"p": 0.006759407464414835,
"m": 1.0
},
{
"p": 0.00500617315992713,
"m": 1.0
},
{
"p": 0.035097457468509674,
"m": 1.0
},
{
"p": 0.029754754155874252,
"m": 1.0
},
{
"p": 0.02946562133729458,
"m": 1.0
},
{
"p": 0.04664075747132301,
"m": 1.0
},
{
"p": 0.05120506510138512,
"m": 1.0
},
{
"p": 0.16467557847499847,
"m": 1.0
},
{
"p": 0.20129980146884918,
"m": 1.0
},
{
"p": 0.034089814871549606,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 2.1097702980041504,
"val_loss": 0.8651173114776611,
"acc": 66.73,
"time": 271.1111735299928,
"param": [
{
"p": 0.07591257244348526,
"m": 1.0
},
{
"p": 0.011107209138572216,
"m": 1.0
},
{
"p": 0.1977916955947876,
"m": 1.0
},
{
"p": 0.08939793705940247,
"m": 1.0
},
{
"p": 0.01485432405024767,
"m": 1.0
},
{
"p": 0.01438536960631609,
"m": 1.0
},
{
"p": 0.04230395331978798,
"m": 1.0
},
{
"p": 0.036623772233724594,
"m": 1.0
},
{
"p": 0.03121958114206791,
"m": 1.0
},
{
"p": 0.04623918607831001,
"m": 1.0
},
{
"p": 0.050908952951431274,
"m": 1.0
},
{
"p": 0.15784302353858948,
"m": 1.0
},
{
"p": 0.1909564733505249,
"m": 1.0
},
{
"p": 0.040455836802721024,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 2.1128838062286377,
"val_loss": 0.9477145671844482,
"acc": 66.44,
"time": 270.2158144109999,
"param": [
{
"p": 0.07119534909725189,
"m": 1.0
},
{
"p": 0.01159733533859253,
"m": 1.0
},
{
"p": 0.20272991061210632,
"m": 1.0
},
{
"p": 0.09198375791311264,
"m": 1.0
},
{
"p": 0.01788010261952877,
"m": 1.0
},
{
"p": 0.0114192645996809,
"m": 1.0
},
{
"p": 0.04140198230743408,
"m": 1.0
},
{
"p": 0.0366850346326828,
"m": 1.0
},
{
"p": 0.026645692065358162,
"m": 1.0
},
{
"p": 0.03772185370326042,
"m": 1.0
},
{
"p": 0.05087648704648018,
"m": 1.0
},
{
"p": 0.1472335308790207,
"m": 1.0
},
{
"p": 0.210317924618721,
"m": 1.0
},
{
"p": 0.042311690747737885,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.5663869380950928,
"val_loss": 1.0677419900894165,
"acc": 65.51,
"time": 275.4547094220179,
"param": [
{
"p": 0.0711258202791214,
"m": 1.0
},
{
"p": 0.013840657658874989,
"m": 1.0
},
{
"p": 0.20954278111457825,
"m": 1.0
},
{
"p": 0.08238818496465683,
"m": 1.0
},
{
"p": 0.010802308097481728,
"m": 1.0
},
{
"p": 0.013751309365034103,
"m": 1.0
},
{
"p": 0.04311459884047508,
"m": 1.0
},
{
"p": 0.036976177245378494,
"m": 1.0
},
{
"p": 0.034229911863803864,
"m": 1.0
},
{
"p": 0.03806846961379051,
"m": 1.0
},
{
"p": 0.05310872569680214,
"m": 1.0
},
{
"p": 0.1582190990447998,
"m": 1.0
},
{
"p": 0.1910514384508133,
"m": 1.0
},
{
"p": 0.043780457228422165,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.9917458295822144,
"val_loss": 0.9011171460151672,
"acc": 66.75,
"time": 266.4342172439792,
"param": [
{
"p": 0.0645994171500206,
"m": 1.0
},
{
"p": 0.012541515752673149,
"m": 1.0
},
{
"p": 0.21424083411693573,
"m": 1.0
},
{
"p": 0.08880207687616348,
"m": 1.0
},
{
"p": 0.01395213883370161,
"m": 1.0
},
{
"p": 0.013957147486507893,
"m": 1.0
},
{
"p": 0.0466548390686512,
"m": 1.0
},
{
"p": 0.032516587525606155,
"m": 1.0
},
{
"p": 0.03050408698618412,
"m": 1.0
},
{
"p": 0.03599096089601517,
"m": 1.0
},
{
"p": 0.05118963122367859,
"m": 1.0
},
{
"p": 0.15761861205101013,
"m": 1.0
},
{
"p": 0.19447419047355652,
"m": 1.0
},
{
"p": 0.042957838624715805,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6366171836853027,
"val_loss": 1.1131091117858887,
"acc": 67.22,
"time": 264.20231367700035,
"param": [
{
"p": 0.07777079194784164,
"m": 1.0
},
{
"p": 0.013077236711978912,
"m": 1.0
},
{
"p": 0.19687552750110626,
"m": 1.0
},
{
"p": 0.0948055163025856,
"m": 1.0
},
{
"p": 0.0038401903584599495,
"m": 1.0
},
{
"p": 0.012610454112291336,
"m": 1.0
},
{
"p": 0.03974836319684982,
"m": 1.0
},
{
"p": 0.04126040264964104,
"m": 1.0
},
{
"p": 0.03615136072039604,
"m": 1.0
},
{
"p": 0.04764767736196518,
"m": 1.0
},
{
"p": 0.060173459351062775,
"m": 1.0
},
{
"p": 0.15029287338256836,
"m": 1.0
},
{
"p": 0.1911924034357071,
"m": 1.0
},
{
"p": 0.034553781151771545,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.590436339378357,
"val_loss": 0.922110915184021,
"acc": 67.03,
"time": 266.5932370519731,
"param": [
{
"p": 0.06864486634731293,
"m": 1.0
},
{
"p": 0.009876224212348461,
"m": 1.0
},
{
"p": 0.20757289230823517,
"m": 1.0
},
{
"p": 0.09087234735488892,
"m": 1.0
},
{
"p": 0.01870674453675747,
"m": 1.0
},
{
"p": 0.012356305494904518,
"m": 1.0
},
{
"p": 0.04400566220283508,
"m": 1.0
},
{
"p": 0.03341970592737198,
"m": 1.0
},
{
"p": 0.02792416512966156,
"m": 1.0
},
{
"p": 0.04323962330818176,
"m": 1.0
},
{
"p": 0.05100908875465393,
"m": 1.0
},
{
"p": 0.1559516340494156,
"m": 1.0
},
{
"p": 0.19607965648174286,
"m": 1.0
},
{
"p": 0.04034119471907616,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.9059990644454956,
"val_loss": 0.9713068604469299,
"acc": 67.21,
"time": 259.0355278739589,
"param": [
{
"p": 0.06351640820503235,
"m": 1.0
},
{
"p": 0.02066159062087536,
"m": 1.0
},
{
"p": 0.20025873184204102,
"m": 1.0
},
{
"p": 0.11123903840780258,
"m": 1.0
},
{
"p": 0.013214088045060635,
"m": 1.0
},
{
"p": 0.014315574429929256,
"m": 1.0
},
{
"p": 0.04034164175391197,
"m": 1.0
},
{
"p": 0.028626812621951103,
"m": 1.0
},
{
"p": 0.031091593205928802,
"m": 1.0
},
{
"p": 0.040480729192495346,
"m": 1.0
},
{
"p": 0.041544169187545776,
"m": 1.0
},
{
"p": 0.1661878377199173,
"m": 1.0
},
{
"p": 0.18994349241256714,
"m": 1.0
},
{
"p": 0.03857829049229622,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.9567129611968994,
"val_loss": 1.0462274551391602,
"acc": 67.49,
"time": 275.4819015969988,
"param": [
{
"p": 0.07695278525352478,
"m": 1.0
},
{
"p": 0.012184853665530682,
"m": 1.0
},
{
"p": 0.20561616122722626,
"m": 1.0
},
{
"p": 0.09212490916252136,
"m": 1.0
},
{
"p": 0.01895024999976158,
"m": 1.0
},
{
"p": 0.01304975338280201,
"m": 1.0
},
{
"p": 0.043026186525821686,
"m": 1.0
},
{
"p": 0.04196023941040039,
"m": 1.0
},
{
"p": 0.030589904636144638,
"m": 1.0
},
{
"p": 0.03502015024423599,
"m": 1.0
},
{
"p": 0.04811182990670204,
"m": 1.0
},
{
"p": 0.15569476783275604,
"m": 1.0
},
{
"p": 0.18779867887496948,
"m": 1.0
},
{
"p": 0.038919538259506226,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.86808180809021,
"val_loss": 1.0674368143081665,
"acc": 65.59,
"time": 279.26524618896656,
"param": [
{
"p": 0.07195959240198135,
"m": 1.0
},
{
"p": 0.010154266841709614,
"m": 1.0
},
{
"p": 0.22200562059879303,
"m": 1.0
},
{
"p": 0.08732068538665771,
"m": 1.0
},
{
"p": 0.019487794488668442,
"m": 1.0
},
{
"p": 0.016505369916558266,
"m": 1.0
},
{
"p": 0.03932774066925049,
"m": 1.0
},
{
"p": 0.03983578830957413,
"m": 1.0
},
{
"p": 0.034694068133831024,
"m": 1.0
},
{
"p": 0.02433953620493412,
"m": 1.0
},
{
"p": 0.05907770246267319,
"m": 1.0
},
{
"p": 0.13987578451633453,
"m": 1.0
},
{
"p": 0.18915291130542755,
"m": 1.0
},
{
"p": 0.04626305028796196,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.9947762489318848,
"val_loss": 0.8676091432571411,
"acc": 68.09,
"time": 276.293347572966,
"param": [
{
"p": 0.06585734337568283,
"m": 1.0
},
{
"p": 0.014176608063280582,
"m": 1.0
},
{
"p": 0.2025013566017151,
"m": 1.0
},
{
"p": 0.10354651510715485,
"m": 1.0
},
{
"p": 0.01642896607518196,
"m": 1.0
},
{
"p": 0.008278273977339268,
"m": 1.0
},
{
"p": 0.041833534836769104,
"m": 1.0
},
{
"p": 0.03432196378707886,
"m": 1.0
},
{
"p": 0.028777241706848145,
"m": 1.0
},
{
"p": 0.04822970926761627,
"m": 1.0
},
{
"p": 0.05164201557636261,
"m": 1.0
},
{
"p": 0.15691791474819183,
"m": 1.0
},
{
"p": 0.1902177780866623,
"m": 1.0
},
{
"p": 0.03727075085043907,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.4629642963409424,
"val_loss": 0.847919762134552,
"acc": 67.31,
"time": 266.7178568789968,
"param": [
{
"p": 0.07475607842206955,
"m": 1.0
},
{
"p": 0.010031393729150295,
"m": 1.0
},
{
"p": 0.19603419303894043,
"m": 1.0
},
{
"p": 0.08692368119955063,
"m": 1.0
},
{
"p": 0.01542002335190773,
"m": 1.0
},
{
"p": 0.017325881868600845,
"m": 1.0
},
{
"p": 0.04444166272878647,
"m": 1.0
},
{
"p": 0.03167491406202316,
"m": 1.0
},
{
"p": 0.03672695532441139,
"m": 1.0
},
{
"p": 0.04310021921992302,
"m": 1.0
},
{
"p": 0.05610508844256401,
"m": 1.0
},
{
"p": 0.15351849794387817,
"m": 1.0
},
{
"p": 0.19064441323280334,
"m": 1.0
},
{
"p": 0.043296929448843,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.6593338251113892,
"val_loss": 0.9372106790542603,
"acc": 69.35,
"time": 268.2725691150408,
"param": [
{
"p": 0.07843604683876038,
"m": 1.0
},
{
"p": 0.008033628575503826,
"m": 1.0
},
{
"p": 0.21735996007919312,
"m": 1.0
},
{
"p": 0.08910070359706879,
"m": 1.0
},
{
"p": 0.01649576611816883,
"m": 1.0
},
{
"p": 0.01238656509667635,
"m": 1.0
},
{
"p": 0.03396868705749512,
"m": 1.0
},
{
"p": 0.03671910986304283,
"m": 1.0
},
{
"p": 0.0338691882789135,
"m": 1.0
},
{
"p": 0.04036842659115791,
"m": 1.0
},
{
"p": 0.05375424772500992,
"m": 1.0
},
{
"p": 0.15699082612991333,
"m": 1.0
},
{
"p": 0.18003113567829132,
"m": 1.0
},
{
"p": 0.04248565062880516,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.3140674829483032,
"val_loss": 0.9931141138076782,
"acc": 67.17,
"time": 266.9864013239858,
"param": [
{
"p": 0.08010947704315186,
"m": 1.0
},
{
"p": 0.006391215603798628,
"m": 1.0
},
{
"p": 0.1926034539937973,
"m": 1.0
},
{
"p": 0.08403289318084717,
"m": 1.0
},
{
"p": 0.01888303831219673,
"m": 1.0
},
{
"p": 0.012414448894560337,
"m": 1.0
},
{
"p": 0.04171792417764664,
"m": 1.0
},
{
"p": 0.04457059130072594,
"m": 1.0
},
{
"p": 0.0330960750579834,
"m": 1.0
},
{
"p": 0.05132431536912918,
"m": 1.0
},
{
"p": 0.05263054743409157,
"m": 1.0
},
{
"p": 0.1479441374540329,
"m": 1.0
},
{
"p": 0.18647882342338562,
"m": 1.0
},
{
"p": 0.04780303314328194,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.7678366899490356,
"val_loss": 0.9032726883888245,
"acc": 68.56,
"time": 264.00647191301687,
"param": [
{
"p": 0.06739797443151474,
"m": 1.0
},
{
"p": 0.010759066790342331,
"m": 1.0
},
{
"p": 0.2051994800567627,
"m": 1.0
},
{
"p": 0.0960722342133522,
"m": 1.0
},
{
"p": 0.01947803981602192,
"m": 1.0
},
{
"p": 0.013400363735854626,
"m": 1.0
},
{
"p": 0.0345693938434124,
"m": 1.0
},
{
"p": 0.034888945519924164,
"m": 1.0
},
{
"p": 0.033593982458114624,
"m": 1.0
},
{
"p": 0.04362078756093979,
"m": 1.0
},
{
"p": 0.050210319459438324,
"m": 1.0
},
{
"p": 0.1598796844482422,
"m": 1.0
},
{
"p": 0.18703414499759674,
"m": 1.0
},
{
"p": 0.0438956543803215,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.5568454265594482,
"val_loss": 0.9801759719848633,
"acc": 68.67,
"time": 272.7793437539949,
"param": [
{
"p": 0.07630869746208191,
"m": 1.0
},
{
"p": 0.015492692589759827,
"m": 1.0
},
{
"p": 0.20780804753303528,
"m": 1.0
},
{
"p": 0.08752881735563278,
"m": 1.0
},
{
"p": 0.021343141794204712,
"m": 1.0
},
{
"p": 0.008648872375488281,
"m": 1.0
},
{
"p": 0.03623563423752785,
"m": 1.0
},
{
"p": 0.03755202516913414,
"m": 1.0
},
{
"p": 0.03787699341773987,
"m": 1.0
},
{
"p": 0.04063889756798744,
"m": 1.0
},
{
"p": 0.05822968855500221,
"m": 1.0
},
{
"p": 0.15158148109912872,
"m": 1.0
},
{
"p": 0.1808953732252121,
"m": 1.0
},
{
"p": 0.039859604090452194,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.499341368675232,
"val_loss": 0.8888314962387085,
"acc": 69.13,
"time": 282.6512821819633,
"param": [
{
"p": 0.07034701853990555,
"m": 1.0
},
{
"p": 0.012403364293277264,
"m": 1.0
},
{
"p": 0.19900493323802948,
"m": 1.0
},
{
"p": 0.09934297949075699,
"m": 1.0
},
{
"p": 0.016123076900839806,
"m": 1.0
},
{
"p": 0.017489496618509293,
"m": 1.0
},
{
"p": 0.04007221385836601,
"m": 1.0
},
{
"p": 0.03713677451014519,
"m": 1.0
},
{
"p": 0.033948320895433426,
"m": 1.0
},
{
"p": 0.05235753208398819,
"m": 1.0
},
{
"p": 0.04969488084316254,
"m": 1.0
},
{
"p": 0.14349760115146637,
"m": 1.0
},
{
"p": 0.18036165833473206,
"m": 1.0
},
{
"p": 0.04822014272212982,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.826755404472351,
"val_loss": 0.8620847463607788,
"acc": 69.55,
"time": 274.4864180050208,
"param": [
{
"p": 0.0700712651014328,
"m": 1.0
},
{
"p": 0.010402181185781956,
"m": 1.0
},
{
"p": 0.19755496084690094,
"m": 1.0
},
{
"p": 0.08706332743167877,
"m": 1.0
},
{
"p": 0.01306150946766138,
"m": 1.0
},
{
"p": 0.014394649304449558,
"m": 1.0
},
{
"p": 0.03540365770459175,
"m": 1.0
},
{
"p": 0.04275783523917198,
"m": 1.0
},
{
"p": 0.03800436109304428,
"m": 1.0
},
{
"p": 0.041742902249097824,
"m": 1.0
},
{
"p": 0.0618254579603672,
"m": 1.0
},
{
"p": 0.16984252631664276,
"m": 1.0
},
{
"p": 0.1754889041185379,
"m": 1.0
},
{
"p": 0.042386461049318314,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.566603422164917,
"val_loss": 0.8674162030220032,
"acc": 69.64,
"time": 263.84772289101966,
"param": [
{
"p": 0.0647125393152237,
"m": 1.0
},
{
"p": 0.009007257409393787,
"m": 1.0
},
{
"p": 0.191501185297966,
"m": 1.0
},
{
"p": 0.10300453007221222,
"m": 1.0
},
{
"p": 0.02311675436794758,
"m": 1.0
},
{
"p": 0.01669158972799778,
"m": 1.0
},
{
"p": 0.043534304946660995,
"m": 1.0
},
{
"p": 0.04112720862030983,
"m": 1.0
},
{
"p": 0.023484166711568832,
"m": 1.0
},
{
"p": 0.04768003523349762,
"m": 1.0
},
{
"p": 0.04501436650753021,
"m": 1.0
},
{
"p": 0.1553780883550644,
"m": 1.0
},
{
"p": 0.18239225447177887,
"m": 1.0
},
{
"p": 0.05335576459765434,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.6355029344558716,
"val_loss": 0.9105784893035889,
"acc": 68.9,
"time": 281.4495693849749,
"param": [
{
"p": 0.06755884736776352,
"m": 1.0
},
{
"p": 0.012962979264557362,
"m": 1.0
},
{
"p": 0.21106140315532684,
"m": 1.0
},
{
"p": 0.08709356188774109,
"m": 1.0
},
{
"p": 0.020026598125696182,
"m": 1.0
},
{
"p": 0.015125388279557228,
"m": 1.0
},
{
"p": 0.044661328196525574,
"m": 1.0
},
{
"p": 0.03799199312925339,
"m": 1.0
},
{
"p": 0.032598864287137985,
"m": 1.0
},
{
"p": 0.042389918118715286,
"m": 1.0
},
{
"p": 0.054758861660957336,
"m": 1.0
},
{
"p": 0.1529361605644226,
"m": 1.0
},
{
"p": 0.17808686196804047,
"m": 1.0
},
{
"p": 0.04274728149175644,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4193322658538818,
"val_loss": 0.8936020135879517,
"acc": 68.76,
"time": 268.440484079998,
"param": [
{
"p": 0.08286914974451065,
"m": 1.0
},
{
"p": 0.012216267175972462,
"m": 1.0
},
{
"p": 0.19601719081401825,
"m": 1.0
},
{
"p": 0.09820549190044403,
"m": 1.0
},
{
"p": 0.019908742979168892,
"m": 1.0
},
{
"p": 0.018650013953447342,
"m": 1.0
},
{
"p": 0.03429204970598221,
"m": 1.0
},
{
"p": 0.039460189640522,
"m": 1.0
},
{
"p": 0.03448869660496712,
"m": 1.0
},
{
"p": 0.0328780859708786,
"m": 1.0
},
{
"p": 0.05950280278921127,
"m": 1.0
},
{
"p": 0.14407546818256378,
"m": 1.0
},
{
"p": 0.18254169821739197,
"m": 1.0
},
{
"p": 0.04489411786198616,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.372354507446289,
"val_loss": 0.9074178338050842,
"acc": 70.44,
"time": 267.9328713029972,
"param": [
{
"p": 0.06910157948732376,
"m": 1.0
},
{
"p": 0.012179430574178696,
"m": 1.0
},
{
"p": 0.18591567873954773,
"m": 1.0
},
{
"p": 0.08572565764188766,
"m": 1.0
},
{
"p": 0.02278265729546547,
"m": 1.0
},
{
"p": 0.018466686829924583,
"m": 1.0
},
{
"p": 0.03430761396884918,
"m": 1.0
},
{
"p": 0.038309331983327866,
"m": 1.0
},
{
"p": 0.03913835436105728,
"m": 1.0
},
{
"p": 0.052539050579071045,
"m": 1.0
},
{
"p": 0.05526413396000862,
"m": 1.0
},
{
"p": 0.16220629215240479,
"m": 1.0
},
{
"p": 0.16871632635593414,
"m": 1.0
},
{
"p": 0.05534719303250313,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.777814507484436,
"val_loss": 0.8662815093994141,
"acc": 69.94,
"time": 265.8037218590034,
"param": [
{
"p": 0.07663773745298386,
"m": 1.0
},
{
"p": 0.015339331701397896,
"m": 1.0
},
{
"p": 0.19743573665618896,
"m": 1.0
},
{
"p": 0.1040467694401741,
"m": 1.0
},
{
"p": 0.011823032051324844,
"m": 1.0
},
{
"p": 0.01387329027056694,
"m": 1.0
},
{
"p": 0.04879825562238693,
"m": 1.0
},
{
"p": 0.03419273719191551,
"m": 1.0
},
{
"p": 0.03678536415100098,
"m": 1.0
},
{
"p": 0.043952662497758865,
"m": 1.0
},
{
"p": 0.05560785159468651,
"m": 1.0
},
{
"p": 0.1379166692495346,
"m": 1.0
},
{
"p": 0.18452376127243042,
"m": 1.0
},
{
"p": 0.039066847413778305,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.2578476667404175,
"val_loss": 0.8571269512176514,
"acc": 69.37,
"time": 272.2240353359957,
"param": [
{
"p": 0.08132418245077133,
"m": 1.0
},
{
"p": 0.013473188504576683,
"m": 1.0
},
{
"p": 0.19020625948905945,
"m": 1.0
},
{
"p": 0.09600650519132614,
"m": 1.0
},
{
"p": 0.017159366980195045,
"m": 1.0
},
{
"p": 0.014711217023432255,
"m": 1.0
},
{
"p": 0.04408805072307587,
"m": 1.0
},
{
"p": 0.03746052086353302,
"m": 1.0
},
{
"p": 0.03646935522556305,
"m": 1.0
},
{
"p": 0.03979974985122681,
"m": 1.0
},
{
"p": 0.06050247326493263,
"m": 1.0
},
{
"p": 0.14305013418197632,
"m": 1.0
},
{
"p": 0.17871010303497314,
"m": 1.0
},
{
"p": 0.04703882336616516,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.6597648859024048,
"val_loss": 0.9946501851081848,
"acc": 69.49,
"time": 299.44565619895,
"param": [
{
"p": 0.08318908512592316,
"m": 1.0
},
{
"p": 0.013340930454432964,
"m": 1.0
},
{
"p": 0.18426671624183655,
"m": 1.0
},
{
"p": 0.08962812274694443,
"m": 1.0
},
{
"p": 0.017581362277269363,
"m": 1.0
},
{
"p": 0.0363035723567009,
"m": 1.0
},
{
"p": 0.05644836649298668,
"m": 1.0
},
{
"p": 0.037975698709487915,
"m": 1.0
},
{
"p": 0.033851075917482376,
"m": 1.0
},
{
"p": 0.036766402423381805,
"m": 1.0
},
{
"p": 0.042017195373773575,
"m": 1.0
},
{
"p": 0.15032531321048737,
"m": 1.0
},
{
"p": 0.16321374475955963,
"m": 1.0
},
{
"p": 0.055092472583055496,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.5482430458068848,
"val_loss": 0.7401435971260071,
"acc": 70.2,
"time": 263.7376053609769,
"param": [
{
"p": 0.0783136636018753,
"m": 1.0
},
{
"p": 0.0166107676923275,
"m": 1.0
},
{
"p": 0.18090678751468658,
"m": 1.0
},
{
"p": 0.09384609758853912,
"m": 1.0
},
{
"p": 0.016133805736899376,
"m": 1.0
},
{
"p": 0.01567785255610943,
"m": 1.0
},
{
"p": 0.04347553849220276,
"m": 1.0
},
{
"p": 0.03873255476355553,
"m": 1.0
},
{
"p": 0.029971469193696976,
"m": 1.0
},
{
"p": 0.04033247008919716,
"m": 1.0
},
{
"p": 0.052159275859594345,
"m": 1.0
},
{
"p": 0.16338081657886505,
"m": 1.0
},
{
"p": 0.17840635776519775,
"m": 1.0
},
{
"p": 0.05205255746841431,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.407984733581543,
"val_loss": 0.8791248798370361,
"acc": 70.81,
"time": 275.116655793041,
"param": [
{
"p": 0.06504195928573608,
"m": 1.0
},
{
"p": 0.014560100622475147,
"m": 1.0
},
{
"p": 0.1895294040441513,
"m": 1.0
},
{
"p": 0.11324143409729004,
"m": 1.0
},
{
"p": 0.021663278341293335,
"m": 1.0
},
{
"p": 0.014435929246246815,
"m": 1.0
},
{
"p": 0.03468458354473114,
"m": 1.0
},
{
"p": 0.04832707345485687,
"m": 1.0
},
{
"p": 0.023843515664339066,
"m": 1.0
},
{
"p": 0.0391886904835701,
"m": 1.0
},
{
"p": 0.05638090521097183,
"m": 1.0
},
{
"p": 0.16481436789035797,
"m": 1.0
},
{
"p": 0.17394651472568512,
"m": 1.0
},
{
"p": 0.040342215448617935,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 2.1813385486602783,
"val_loss": 0.9085007905960083,
"acc": 70.15,
"time": 276.0318775870255,
"param": [
{
"p": 0.07130406051874161,
"m": 1.0
},
{
"p": 0.0091212447732687,
"m": 1.0
},
{
"p": 0.16492241621017456,
"m": 1.0
},
{
"p": 0.09489146620035172,
"m": 1.0
},
{
"p": 0.011217628605663776,
"m": 1.0
},
{
"p": 0.11573439836502075,
"m": 1.0
},
{
"p": 0.047661930322647095,
"m": 1.0
},
{
"p": 0.03272417187690735,
"m": 1.0
},
{
"p": 0.026070958003401756,
"m": 1.0
},
{
"p": 0.0314590223133564,
"m": 1.0
},
{
"p": 0.05414854735136032,
"m": 1.0
},
{
"p": 0.1396278291940689,
"m": 1.0
},
{
"p": 0.1519342064857483,
"m": 1.0
},
{
"p": 0.04918213188648224,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.506335973739624,
"val_loss": 0.9130294919013977,
"acc": 71.13,
"time": 293.43031816300936,
"param": [
{
"p": 0.07538805156946182,
"m": 1.0
},
{
"p": 0.006529517471790314,
"m": 1.0
},
{
"p": 0.195107102394104,
"m": 1.0
},
{
"p": 0.09330138564109802,
"m": 1.0
},
{
"p": 0.026712171733379364,
"m": 1.0
},
{
"p": 0.03645281493663788,
"m": 1.0
},
{
"p": 0.047126032412052155,
"m": 1.0
},
{
"p": 0.03533164784312248,
"m": 1.0
},
{
"p": 0.027161283418536186,
"m": 1.0
},
{
"p": 0.050293583422899246,
"m": 1.0
},
{
"p": 0.05023881420493126,
"m": 1.0
},
{
"p": 0.14050789177417755,
"m": 1.0
},
{
"p": 0.171284481883049,
"m": 1.0
},
{
"p": 0.044565312564373016,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.2554656267166138,
"val_loss": 0.8633255958557129,
"acc": 71.4,
"time": 268.22394781699404,
"param": [
{
"p": 0.08476864546537399,
"m": 1.0
},
{
"p": 0.009215162135660648,
"m": 1.0
},
{
"p": 0.1909809559583664,
"m": 1.0
},
{
"p": 0.10084434598684311,
"m": 1.0
},
{
"p": 0.007181980647146702,
"m": 1.0
},
{
"p": 0.013191525824368,
"m": 1.0
},
{
"p": 0.04576270654797554,
"m": 1.0
},
{
"p": 0.04369630664587021,
"m": 1.0
},
{
"p": 0.032603759318590164,
"m": 1.0
},
{
"p": 0.05023147910833359,
"m": 1.0
},
{
"p": 0.0486430861055851,
"m": 1.0
},
{
"p": 0.1499532014131546,
"m": 1.0
},
{
"p": 0.1667323112487793,
"m": 1.0
},
{
"p": 0.05619453638792038,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.3729031085968018,
"val_loss": 0.8208456635475159,
"acc": 70.45,
"time": 272.553921032988,
"param": [
{
"p": 0.06697685271501541,
"m": 1.0
},
{
"p": 0.009844939224421978,
"m": 1.0
},
{
"p": 0.17870692908763885,
"m": 1.0
},
{
"p": 0.09521013498306274,
"m": 1.0
},
{
"p": 0.019533904269337654,
"m": 1.0
},
{
"p": 0.014419473707675934,
"m": 1.0
},
{
"p": 0.052454300224781036,
"m": 1.0
},
{
"p": 0.045325685292482376,
"m": 1.0
},
{
"p": 0.03769540786743164,
"m": 1.0
},
{
"p": 0.04447653144598007,
"m": 1.0
},
{
"p": 0.06712958961725235,
"m": 1.0
},
{
"p": 0.15471448004245758,
"m": 1.0
},
{
"p": 0.16059182584285736,
"m": 1.0
},
{
"p": 0.05291987583041191,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.411816120147705,
"val_loss": 0.9288184642791748,
"acc": 70.57,
"time": 279.6663814299973,
"param": [
{
"p": 0.08123663812875748,
"m": 1.0
},
{
"p": 0.016407640650868416,
"m": 1.0
},
{
"p": 0.16855324804782867,
"m": 1.0
},
{
"p": 0.11326304078102112,
"m": 1.0
},
{
"p": 0.018828339874744415,
"m": 1.0
},
{
"p": 0.010928427800536156,
"m": 1.0
},
{
"p": 0.034992627799510956,
"m": 1.0
},
{
"p": 0.04547195881605148,
"m": 1.0
},
{
"p": 0.03480178862810135,
"m": 1.0
},
{
"p": 0.04710599407553673,
"m": 1.0
},
{
"p": 0.05784686282277107,
"m": 1.0
},
{
"p": 0.14685815572738647,
"m": 1.0
},
{
"p": 0.16879309713840485,
"m": 1.0
},
{
"p": 0.05491214245557785,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.1528222560882568,
"val_loss": 0.8732097148895264,
"acc": 71.51,
"time": 275.4786324289744,
"param": [
{
"p": 0.08821779489517212,
"m": 1.0
},
{
"p": 0.013355339877307415,
"m": 1.0
},
{
"p": 0.18084882199764252,
"m": 1.0
},
{
"p": 0.10054484009742737,
"m": 1.0
},
{
"p": 0.021149087697267532,
"m": 1.0
},
{
"p": 0.014766911044716835,
"m": 1.0
},
{
"p": 0.027189791202545166,
"m": 1.0
},
{
"p": 0.046979259699583054,
"m": 1.0
},
{
"p": 0.04028961434960365,
"m": 1.0
},
{
"p": 0.04409036785364151,
"m": 1.0
},
{
"p": 0.05397282913327217,
"m": 1.0
},
{
"p": 0.137393057346344,
"m": 1.0
},
{
"p": 0.18003153800964355,
"m": 1.0
},
{
"p": 0.05117081105709076,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4936668872833252,
"val_loss": 0.7915908098220825,
"acc": 70.88,
"time": 265.17202385602286,
"param": [
{
"p": 0.07461066544055939,
"m": 1.0
},
{
"p": 0.017666874453425407,
"m": 1.0
},
{
"p": 0.19622178375720978,
"m": 1.0
},
{
"p": 0.07939108461141586,
"m": 1.0
},
{
"p": 0.01945917308330536,
"m": 1.0
},
{
"p": 0.000702673860359937,
"m": 1.0
},
{
"p": 0.03542281314730644,
"m": 1.0
},
{
"p": 0.04508369043469429,
"m": 1.0
},
{
"p": 0.04305747151374817,
"m": 1.0
},
{
"p": 0.051894962787628174,
"m": 1.0
},
{
"p": 0.06919565051794052,
"m": 1.0
},
{
"p": 0.15983332693576813,
"m": 1.0
},
{
"p": 0.16101403534412384,
"m": 1.0
},
{
"p": 0.04644578695297241,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.0107864141464233,
"val_loss": 0.8908697366714478,
"acc": 71.19,
"time": 287.1109595799935,
"param": [
{
"p": 0.08746293932199478,
"m": 1.0
},
{
"p": 0.012622201815247536,
"m": 1.0
},
{
"p": 0.16886182129383087,
"m": 1.0
},
{
"p": 0.06835933774709702,
"m": 1.0
},
{
"p": 0.025505773723125458,
"m": 1.0
},
{
"p": 0.022689826786518097,
"m": 1.0
},
{
"p": 0.03795060142874718,
"m": 1.0
},
{
"p": 0.055175814777612686,
"m": 1.0
},
{
"p": 0.038503553718328476,
"m": 1.0
},
{
"p": 0.05549183115363121,
"m": 1.0
},
{
"p": 0.0660148561000824,
"m": 1.0
},
{
"p": 0.14069275557994843,
"m": 1.0
},
{
"p": 0.16695456206798553,
"m": 1.0
},
{
"p": 0.05371411144733429,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.5020439624786377,
"val_loss": 0.8116136789321899,
"acc": 70.88,
"time": 275.2097875609761,
"param": [
{
"p": 0.0657997578382492,
"m": 1.0
},
{
"p": 0.014611342921853065,
"m": 1.0
},
{
"p": 0.18282589316368103,
"m": 1.0
},
{
"p": 0.10210224241018295,
"m": 1.0
},
{
"p": 0.015728332102298737,
"m": 1.0
},
{
"p": 0.015117852948606014,
"m": 1.0
},
{
"p": 0.05187718942761421,
"m": 1.0
},
{
"p": 0.04034828022122383,
"m": 1.0
},
{
"p": 0.04339880123734474,
"m": 1.0
},
{
"p": 0.04315624013543129,
"m": 1.0
},
{
"p": 0.0611763596534729,
"m": 1.0
},
{
"p": 0.14782051742076874,
"m": 1.0
},
{
"p": 0.1573657989501953,
"m": 1.0
},
{
"p": 0.05867134779691696,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.4220211505889893,
"val_loss": 0.9120391011238098,
"acc": 70.8,
"time": 289.6830504620448,
"param": [
{
"p": 0.07256368547677994,
"m": 1.0
},
{
"p": 0.047567881643772125,
"m": 1.0
},
{
"p": 0.15352053940296173,
"m": 1.0
},
{
"p": 0.07860398292541504,
"m": 1.0
},
{
"p": 0.06397911161184311,
"m": 1.0
},
{
"p": 0.016740970313549042,
"m": 1.0
},
{
"p": 0.0364689901471138,
"m": 1.0
},
{
"p": 0.03385211527347565,
"m": 1.0
},
{
"p": 0.044939443469047546,
"m": 1.0
},
{
"p": 0.030486686155200005,
"m": 1.0
},
{
"p": 0.052835460752248764,
"m": 1.0
},
{
"p": 0.1493370234966278,
"m": 1.0
},
{
"p": 0.16621460020542145,
"m": 1.0
},
{
"p": 0.0528896227478981,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.0976051092147827,
"val_loss": 0.8287381529808044,
"acc": 70.84,
"time": 270.2932998560136,
"param": [
{
"p": 0.09108065813779831,
"m": 1.0
},
{
"p": 0.01365778036415577,
"m": 1.0
},
{
"p": 0.1847769320011139,
"m": 1.0
},
{
"p": 0.08327867835760117,
"m": 1.0
},
{
"p": 0.01592329889535904,
"m": 1.0
},
{
"p": 0.02424519881606102,
"m": 1.0
},
{
"p": 0.036343395709991455,
"m": 1.0
},
{
"p": 0.043693140149116516,
"m": 1.0
},
{
"p": 0.04029408097267151,
"m": 1.0
},
{
"p": 0.05329517647624016,
"m": 1.0
},
{
"p": 0.05321377143263817,
"m": 1.0
},
{
"p": 0.1393333375453949,
"m": 1.0
},
{
"p": 0.16104798018932343,
"m": 1.0
},
{
"p": 0.0598166324198246,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.457869529724121,
"val_loss": 0.8165247440338135,
"acc": 71.23,
"time": 259.4879977920209,
"param": [
{
"p": 0.0835050493478775,
"m": 1.0
},
{
"p": 0.008379386737942696,
"m": 1.0
},
{
"p": 0.17954276502132416,
"m": 1.0
},
{
"p": 0.08788519352674484,
"m": 1.0
},
{
"p": 0.014313288033008575,
"m": 1.0
},
{
"p": 0.012395277619361877,
"m": 1.0
},
{
"p": 0.05308305472135544,
"m": 1.0
},
{
"p": 0.03458905965089798,
"m": 1.0
},
{
"p": 0.04127039387822151,
"m": 1.0
},
{
"p": 0.05260155722498894,
"m": 1.0
},
{
"p": 0.06759734451770782,
"m": 1.0
},
{
"p": 0.15648481249809265,
"m": 1.0
},
{
"p": 0.1465250849723816,
"m": 1.0
},
{
"p": 0.06182771921157837,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.678520917892456,
"val_loss": 0.8084521889686584,
"acc": 71.12,
"time": 275.86791367898695,
"param": [
{
"p": 0.08192935585975647,
"m": 1.0
},
{
"p": 0.01825573854148388,
"m": 1.0
},
{
"p": 0.1560039520263672,
"m": 1.0
},
{
"p": 0.10954121500253677,
"m": 1.0
},
{
"p": 0.0162368081510067,
"m": 1.0
},
{
"p": 0.012837043963372707,
"m": 1.0
},
{
"p": 0.05114445462822914,
"m": 1.0
},
{
"p": 0.038096100091934204,
"m": 1.0
},
{
"p": 0.04023759067058563,
"m": 1.0
},
{
"p": 0.04592641070485115,
"m": 1.0
},
{
"p": 0.05765308439731598,
"m": 1.0
},
{
"p": 0.14860348403453827,
"m": 1.0
},
{
"p": 0.17915351688861847,
"m": 1.0
},
{
"p": 0.0443812757730484,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.1714203357696533,
"val_loss": 0.9213302731513977,
"acc": 72.57,
"time": 266.2022245010012,
"param": [
{
"p": 0.0890028104186058,
"m": 1.0
},
{
"p": 0.010673433542251587,
"m": 1.0
},
{
"p": 0.17235074937343597,
"m": 1.0
},
{
"p": 0.09524761885404587,
"m": 1.0
},
{
"p": 0.013387612998485565,
"m": 1.0
},
{
"p": 0.009847715497016907,
"m": 1.0
},
{
"p": 0.04008707404136658,
"m": 1.0
},
{
"p": 0.05247034877538681,
"m": 1.0
},
{
"p": 0.03409593552350998,
"m": 1.0
},
{
"p": 0.047293711453676224,
"m": 1.0
},
{
"p": 0.06411038339138031,
"m": 1.0
},
{
"p": 0.15444080531597137,
"m": 1.0
},
{
"p": 0.1648130714893341,
"m": 1.0
},
{
"p": 0.05217874422669411,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.263213872909546,
"val_loss": 0.8582120537757874,
"acc": 71.78,
"time": 286.9586347269942,
"param": [
{
"p": 0.09141097962856293,
"m": 1.0
},
{
"p": 0.010421941988170147,
"m": 1.0
},
{
"p": 0.17747262120246887,
"m": 1.0
},
{
"p": 0.10162456333637238,
"m": 1.0
},
{
"p": 0.014296658337116241,
"m": 1.0
},
{
"p": 0.013276905752718449,
"m": 1.0
},
{
"p": 0.05036505311727524,
"m": 1.0
},
{
"p": 0.0434403270483017,
"m": 1.0
},
{
"p": 0.04927663505077362,
"m": 1.0
},
{
"p": 0.039209891110658646,
"m": 1.0
},
{
"p": 0.053272247314453125,
"m": 1.0
},
{
"p": 0.13345587253570557,
"m": 1.0
},
{
"p": 0.16359730064868927,
"m": 1.0
},
{
"p": 0.058878958225250244,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.6425315141677856,
"val_loss": 0.9172062277793884,
"acc": 70.78,
"time": 271.180836857995,
"param": [
{
"p": 0.07504333555698395,
"m": 1.0
},
{
"p": 0.015429585240781307,
"m": 1.0
},
{
"p": 0.17268072068691254,
"m": 1.0
},
{
"p": 0.08030354976654053,
"m": 1.0
},
{
"p": 0.03246588259935379,
"m": 1.0
},
{
"p": 0.07234356552362442,
"m": 1.0
},
{
"p": 0.0510154627263546,
"m": 1.0
},
{
"p": 0.029652398079633713,
"m": 1.0
},
{
"p": 0.02716563455760479,
"m": 1.0
},
{
"p": 0.041977085173130035,
"m": 1.0
},
{
"p": 0.0352693609893322,
"m": 1.0
},
{
"p": 0.1561797857284546,
"m": 1.0
},
{
"p": 0.15502214431762695,
"m": 1.0
},
{
"p": 0.055451635271310806,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.2847102880477905,
"val_loss": 0.7585518956184387,
"acc": 72.29,
"time": 271.3190469549736,
"param": [
{
"p": 0.09106721729040146,
"m": 1.0
},
{
"p": 0.008104569278657436,
"m": 1.0
},
{
"p": 0.1873771846294403,
"m": 1.0
},
{
"p": 0.09310242533683777,
"m": 1.0
},
{
"p": 0.017132453620433807,
"m": 1.0
},
{
"p": 0.013636321760714054,
"m": 1.0
},
{
"p": 0.05734679847955704,
"m": 1.0
},
{
"p": 0.040904950350522995,
"m": 1.0
},
{
"p": 0.04119982197880745,
"m": 1.0
},
{
"p": 0.05313888564705849,
"m": 1.0
},
{
"p": 0.057063598185777664,
"m": 1.0
},
{
"p": 0.14651274681091309,
"m": 1.0
},
{
"p": 0.15174400806427002,
"m": 1.0
},
{
"p": 0.0416690818965435,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.3427345752716064,
"val_loss": 0.7775897979736328,
"acc": 71.66,
"time": 269.12530811096076,
"param": [
{
"p": 0.08551549166440964,
"m": 1.0
},
{
"p": 0.018132662400603294,
"m": 1.0
},
{
"p": 0.15705935657024384,
"m": 1.0
},
{
"p": 0.09776890277862549,
"m": 1.0
},
{
"p": 0.008644415065646172,
"m": 1.0
},
{
"p": 0.006810767576098442,
"m": 1.0
},
{
"p": 0.06061790511012077,
"m": 1.0
},
{
"p": 0.05210154876112938,
"m": 1.0
},
{
"p": 0.03796745464205742,
"m": 1.0
},
{
"p": 0.05860333517193794,
"m": 1.0
},
{
"p": 0.061079226434230804,
"m": 1.0
},
{
"p": 0.14206531643867493,
"m": 1.0
},
{
"p": 0.15785038471221924,
"m": 1.0
},
{
"p": 0.05578329414129257,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.1931264400482178,
"val_loss": 0.8596146702766418,
"acc": 71.92,
"time": 282.1518339070026,
"param": [
{
"p": 0.07971294969320297,
"m": 1.0
},
{
"p": 0.012387800961732864,
"m": 1.0
},
{
"p": 0.17039364576339722,
"m": 1.0
},
{
"p": 0.09905460476875305,
"m": 1.0
},
{
"p": 0.018267733976244926,
"m": 1.0
},
{
"p": 0.007184362504631281,
"m": 1.0
},
{
"p": 0.04997439309954643,
"m": 1.0
},
{
"p": 0.05082977935671806,
"m": 1.0
},
{
"p": 0.04794587567448616,
"m": 1.0
},
{
"p": 0.05204882100224495,
"m": 1.0
},
{
"p": 0.04996447265148163,
"m": 1.0
},
{
"p": 0.14822718501091003,
"m": 1.0
},
{
"p": 0.15800511837005615,
"m": 1.0
},
{
"p": 0.056003138422966,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.1657450199127197,
"val_loss": 0.8844784498214722,
"acc": 71.94,
"time": 283.6040276939748,
"param": [
{
"p": 0.07350900769233704,
"m": 1.0
},
{
"p": 0.011734678409993649,
"m": 1.0
},
{
"p": 0.17298324406147003,
"m": 1.0
},
{
"p": 0.09965281933546066,
"m": 1.0
},
{
"p": 0.00983218103647232,
"m": 1.0
},
{
"p": 0.008938544429838657,
"m": 1.0
},
{
"p": 0.049569252878427505,
"m": 1.0
},
{
"p": 0.04764723777770996,
"m": 1.0
},
{
"p": 0.031077027320861816,
"m": 1.0
},
{
"p": 0.05343165248632431,
"m": 1.0
},
{
"p": 0.06006862595677376,
"m": 1.0
},
{
"p": 0.15045058727264404,
"m": 1.0
},
{
"p": 0.1706291288137436,
"m": 1.0
},
{
"p": 0.06047608703374863,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.737478494644165,
"val_loss": 0.7942531108856201,
"acc": 71.83,
"time": 287.5165248559788,
"param": [
{
"p": 0.07349825650453568,
"m": 1.0
},
{
"p": 0.011218524537980556,
"m": 1.0
},
{
"p": 0.14268936216831207,
"m": 1.0
},
{
"p": 0.06619994342327118,
"m": 1.0
},
{
"p": 0.12579810619354248,
"m": 1.0
},
{
"p": 0.01071664784103632,
"m": 1.0
},
{
"p": 0.04250616952776909,
"m": 1.0
},
{
"p": 0.044411368668079376,
"m": 1.0
},
{
"p": 0.03845742717385292,
"m": 1.0
},
{
"p": 0.03719174489378929,
"m": 1.0
},
{
"p": 0.058936119079589844,
"m": 1.0
},
{
"p": 0.14995864033699036,
"m": 1.0
},
{
"p": 0.13415223360061646,
"m": 1.0
},
{
"p": 0.06426549702882767,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.4394420385360718,
"val_loss": 0.7646394968032837,
"acc": 71.24,
"time": 281.4073574740323,
"param": [
{
"p": 0.08715967833995819,
"m": 1.0
},
{
"p": 0.0160520039498806,
"m": 1.0
},
{
"p": 0.1539270579814911,
"m": 1.0
},
{
"p": 0.10815973579883575,
"m": 1.0
},
{
"p": 0.016414133831858635,
"m": 1.0
},
{
"p": 0.011477768421173096,
"m": 1.0
},
{
"p": 0.05602719634771347,
"m": 1.0
},
{
"p": 0.04453543573617935,
"m": 1.0
},
{
"p": 0.04205131158232689,
"m": 1.0
},
{
"p": 0.05632173269987106,
"m": 1.0
},
{
"p": 0.06771346181631088,
"m": 1.0
},
{
"p": 0.118041031062603,
"m": 1.0
},
{
"p": 0.16529616713523865,
"m": 1.0
},
{
"p": 0.05682330206036568,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.2134969234466553,
"val_loss": 0.9177486896514893,
"acc": 72.27,
"time": 283.1415018949774,
"param": [
{
"p": 0.07506006211042404,
"m": 1.0
},
{
"p": 0.01981409266591072,
"m": 1.0
},
{
"p": 0.15325292944908142,
"m": 1.0
},
{
"p": 0.08168912678956985,
"m": 1.0
},
{
"p": 0.007834488525986671,
"m": 1.0
},
{
"p": 0.013500434346497059,
"m": 1.0
},
{
"p": 0.0570497028529644,
"m": 1.0
},
{
"p": 0.04569322243332863,
"m": 1.0
},
{
"p": 0.05532194301486015,
"m": 1.0
},
{
"p": 0.052223801612854004,
"m": 1.0
},
{
"p": 0.07017061859369278,
"m": 1.0
},
{
"p": 0.1348639577627182,
"m": 1.0
},
{
"p": 0.16387970745563507,
"m": 1.0
},
{
"p": 0.06964589655399323,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.3819268941879272,
"val_loss": 0.7958490252494812,
"acc": 71.95,
"time": 264.88425362703856,
"param": [
{
"p": 0.07300535589456558,
"m": 1.0
},
{
"p": 0.00827036239206791,
"m": 1.0
},
{
"p": 0.12852807343006134,
"m": 1.0
},
{
"p": 0.12014948576688766,
"m": 1.0
},
{
"p": 0.02031882293522358,
"m": 1.0
},
{
"p": 0.010174949653446674,
"m": 1.0
},
{
"p": 0.06261171400547028,
"m": 1.0
},
{
"p": 0.05754502862691879,
"m": 1.0
},
{
"p": 0.050471920520067215,
"m": 1.0
},
{
"p": 0.054619200527668,
"m": 1.0
},
{
"p": 0.0691865086555481,
"m": 1.0
},
{
"p": 0.15810440480709076,
"m": 1.0
},
{
"p": 0.13222186267375946,
"m": 1.0
},
{
"p": 0.05479227378964424,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.7320741415023804,
"val_loss": 0.9086319804191589,
"acc": 72.08,
"time": 272.7343922269647,
"param": [
{
"p": 0.08934666961431503,
"m": 1.0
},
{
"p": 0.10917983204126358,
"m": 1.0
},
{
"p": 0.1375598907470703,
"m": 1.0
},
{
"p": 0.0763835608959198,
"m": 1.0
},
{
"p": 0.006818486377596855,
"m": 1.0
},
{
"p": 0.01187156978994608,
"m": 1.0
},
{
"p": 0.052318159490823746,
"m": 1.0
},
{
"p": 0.05125539004802704,
"m": 1.0
},
{
"p": 0.030587391927838326,
"m": 1.0
},
{
"p": 0.04054858908057213,
"m": 1.0
},
{
"p": 0.05544537678360939,
"m": 1.0
},
{
"p": 0.1417437344789505,
"m": 1.0
},
{
"p": 0.13141605257987976,
"m": 1.0
},
{
"p": 0.06552533805370331,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.1277636289596558,
"val_loss": 0.8150119185447693,
"acc": 71.27,
"time": 261.6133578029694,
"param": [
{
"p": 0.083940289914608,
"m": 1.0
},
{
"p": 0.021347932517528534,
"m": 1.0
},
{
"p": 0.16780255734920502,
"m": 1.0
},
{
"p": 0.09793246537446976,
"m": 1.0
},
{
"p": 0.015390269458293915,
"m": 1.0
},
{
"p": 0.0006907657952979207,
"m": 1.0
},
{
"p": 0.04474358633160591,
"m": 1.0
},
{
"p": 0.051547572016716,
"m": 1.0
},
{
"p": 0.04114134982228279,
"m": 1.0
},
{
"p": 0.04810677468776703,
"m": 1.0
},
{
"p": 0.07241606712341309,
"m": 1.0
},
{
"p": 0.14052067697048187,
"m": 1.0
},
{
"p": 0.1693914532661438,
"m": 1.0
},
{
"p": 0.045028168708086014,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.451092004776001,
"val_loss": 0.9026767015457153,
"acc": 72.02,
"time": 278.39042351796525,
"param": [
{
"p": 0.0845022201538086,
"m": 1.0
},
{
"p": 0.012910147197544575,
"m": 1.0
},
{
"p": 0.1429542899131775,
"m": 1.0
},
{
"p": 0.09746157377958298,
"m": 1.0
},
{
"p": 0.015936553478240967,
"m": 1.0
},
{
"p": 0.023897523060441017,
"m": 1.0
},
{
"p": 0.06313616037368774,
"m": 1.0
},
{
"p": 0.04674989730119705,
"m": 1.0
},
{
"p": 0.0440211147069931,
"m": 1.0
},
{
"p": 0.06094059720635414,
"m": 1.0
},
{
"p": 0.07169988751411438,
"m": 1.0
},
{
"p": 0.12750181555747986,
"m": 1.0
},
{
"p": 0.14594987034797668,
"m": 1.0
},
{
"p": 0.06233837455511093,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.5258824825286865,
"val_loss": 0.9262248873710632,
"acc": 72.53,
"time": 292.09020620799856,
"param": [
{
"p": 0.10583026707172394,
"m": 1.0
},
{
"p": 0.015069900080561638,
"m": 1.0
},
{
"p": 0.15141111612319946,
"m": 1.0
},
{
"p": 0.09193833917379379,
"m": 1.0
},
{
"p": 0.007794853765517473,
"m": 1.0
},
{
"p": 0.010979166254401207,
"m": 1.0
},
{
"p": 0.05764181166887283,
"m": 1.0
},
{
"p": 0.04841883108019829,
"m": 1.0
},
{
"p": 0.042375463992357254,
"m": 1.0
},
{
"p": 0.03514641523361206,
"m": 1.0
},
{
"p": 0.06176719442009926,
"m": 1.0
},
{
"p": 0.14498743414878845,
"m": 1.0
},
{
"p": 0.1721484214067459,
"m": 1.0
},
{
"p": 0.054490819573402405,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.3149393796920776,
"val_loss": 0.8565391898155212,
"acc": 72.6,
"time": 267.8406211719848,
"param": [
{
"p": 0.095332071185112,
"m": 1.0
},
{
"p": 0.008584469556808472,
"m": 1.0
},
{
"p": 0.15619052946567535,
"m": 1.0
},
{
"p": 0.11097493022680283,
"m": 1.0
},
{
"p": 0.01410195603966713,
"m": 1.0
},
{
"p": 0.011297821067273617,
"m": 1.0
},
{
"p": 0.057582687586545944,
"m": 1.0
},
{
"p": 0.03969273716211319,
"m": 1.0
},
{
"p": 0.0366562195122242,
"m": 1.0
},
{
"p": 0.05564569681882858,
"m": 1.0
},
{
"p": 0.058366596698760986,
"m": 1.0
},
{
"p": 0.13592341542243958,
"m": 1.0
},
{
"p": 0.15233998000621796,
"m": 1.0
},
{
"p": 0.06731092184782028,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.4275388717651367,
"val_loss": 0.7544242739677429,
"acc": 71.65,
"time": 263.8399398929905,
"param": [
{
"p": 0.08856718242168427,
"m": 1.0
},
{
"p": 0.014486059546470642,
"m": 1.0
},
{
"p": 0.17238935828208923,
"m": 1.0
},
{
"p": 0.10686352103948593,
"m": 1.0
},
{
"p": 0.0064039649441838264,
"m": 1.0
},
{
"p": 0.021835418418049812,
"m": 1.0
},
{
"p": 0.04145849123597145,
"m": 1.0
},
{
"p": 0.05159268528223038,
"m": 1.0
},
{
"p": 0.04142512008547783,
"m": 1.0
},
{
"p": 0.06007639691233635,
"m": 1.0
},
{
"p": 0.048325877636671066,
"m": 1.0
},
{
"p": 0.14229413866996765,
"m": 1.0
},
{
"p": 0.1372411996126175,
"m": 1.0
},
{
"p": 0.06704056262969971,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.1136314868927002,
"val_loss": 0.7818584442138672,
"acc": 71.51,
"time": 273.60767688101623,
"param": [
{
"p": 0.08941952884197235,
"m": 1.0
},
{
"p": 0.0325242318212986,
"m": 1.0
},
{
"p": 0.15628519654273987,
"m": 1.0
},
{
"p": 0.09511875361204147,
"m": 1.0
},
{
"p": 0.022687705233693123,
"m": 1.0
},
{
"p": 0.0006881401059217751,
"m": 1.0
},
{
"p": 0.054607026278972626,
"m": 1.0
},
{
"p": 0.0544368252158165,
"m": 1.0
},
{
"p": 0.04764717072248459,
"m": 1.0
},
{
"p": 0.06105761602520943,
"m": 1.0
},
{
"p": 0.06335318833589554,
"m": 1.0
},
{
"p": 0.14069081842899323,
"m": 1.0
},
{
"p": 0.13723911345005035,
"m": 1.0
},
{
"p": 0.04424472153186798,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.2350072860717773,
"val_loss": 0.757034957408905,
"acc": 72.82,
"time": 272.57357874599984,
"param": [
{
"p": 0.0830434188246727,
"m": 1.0
},
{
"p": 0.008051042445003986,
"m": 1.0
},
{
"p": 0.13781672716140747,
"m": 1.0
},
{
"p": 0.08032944798469543,
"m": 1.0
},
{
"p": 0.05485881492495537,
"m": 1.0
},
{
"p": 0.009729315526783466,
"m": 1.0
},
{
"p": 0.05006888508796692,
"m": 1.0
},
{
"p": 0.05634957551956177,
"m": 1.0
},
{
"p": 0.05485814809799194,
"m": 1.0
},
{
"p": 0.05642195791006088,
"m": 1.0
},
{
"p": 0.0677955225110054,
"m": 1.0
},
{
"p": 0.1469218134880066,
"m": 1.0
},
{
"p": 0.13207992911338806,
"m": 1.0
},
{
"p": 0.061675429344177246,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.291276454925537,
"val_loss": 0.7161683440208435,
"acc": 72.05,
"time": 266.41569099901244,
"param": [
{
"p": 0.09375301748514175,
"m": 1.0
},
{
"p": 0.013142338953912258,
"m": 1.0
},
{
"p": 0.1339946985244751,
"m": 1.0
},
{
"p": 0.09440681338310242,
"m": 1.0
},
{
"p": 0.006545111536979675,
"m": 1.0
},
{
"p": 0.0006750982138328254,
"m": 1.0
},
{
"p": 0.06609680503606796,
"m": 1.0
},
{
"p": 0.051774438470602036,
"m": 1.0
},
{
"p": 0.0342135950922966,
"m": 1.0
},
{
"p": 0.06641341000795364,
"m": 1.0
},
{
"p": 0.07746240496635437,
"m": 1.0
},
{
"p": 0.14694565534591675,
"m": 1.0
},
{
"p": 0.14901326596736908,
"m": 1.0
},
{
"p": 0.06556330621242523,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.059672236442566,
"val_loss": 0.7328987717628479,
"acc": 72.22,
"time": 263.67883171502035,
"param": [
{
"p": 0.09774687886238098,
"m": 1.0
},
{
"p": 0.01654765009880066,
"m": 1.0
},
{
"p": 0.14178840816020966,
"m": 1.0
},
{
"p": 0.09563030302524567,
"m": 1.0
},
{
"p": 0.009097536094486713,
"m": 1.0
},
{
"p": 0.06590324640274048,
"m": 1.0
},
{
"p": 0.05443675443530083,
"m": 1.0
},
{
"p": 0.03308350220322609,
"m": 1.0
},
{
"p": 0.0522703118622303,
"m": 1.0
},
{
"p": 0.05804552510380745,
"m": 1.0
},
{
"p": 0.06901624798774719,
"m": 1.0
},
{
"p": 0.11932086199522018,
"m": 1.0
},
{
"p": 0.12046115100383759,
"m": 1.0
},
{
"p": 0.0666515976190567,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.0201258659362793,
"val_loss": 0.7211601138114929,
"acc": 72.84,
"time": 262.2770742140128,
"param": [
{
"p": 0.10494372248649597,
"m": 1.0
},
{
"p": 0.01051614060997963,
"m": 1.0
},
{
"p": 0.14443854987621307,
"m": 1.0
},
{
"p": 0.09538786858320236,
"m": 1.0
},
{
"p": 0.010678190737962723,
"m": 1.0
},
{
"p": 0.004852037876844406,
"m": 1.0
},
{
"p": 0.049723077565431595,
"m": 1.0
},
{
"p": 0.059990912675857544,
"m": 1.0
},
{
"p": 0.051728565245866776,
"m": 1.0
},
{
"p": 0.06518823653459549,
"m": 1.0
},
{
"p": 0.07502717524766922,
"m": 1.0
},
{
"p": 0.12686587870121002,
"m": 1.0
},
{
"p": 0.14414553344249725,
"m": 1.0
},
{
"p": 0.056514136493206024,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0396302938461304,
"val_loss": 0.9762952923774719,
"acc": 71.2,
"time": 261.9000491910265,
"param": [
{
"p": 0.09286236017942429,
"m": 1.0
},
{
"p": 0.01128152385354042,
"m": 1.0
},
{
"p": 0.13281746208667755,
"m": 1.0
},
{
"p": 0.11609668284654617,
"m": 1.0
},
{
"p": 0.009805225767195225,
"m": 1.0
},
{
"p": 0.01802956871688366,
"m": 1.0
},
{
"p": 0.058271624147892,
"m": 1.0
},
{
"p": 0.03930326923727989,
"m": 1.0
},
{
"p": 0.05721564218401909,
"m": 1.0
},
{
"p": 0.0769198089838028,
"m": 1.0
},
{
"p": 0.06655022501945496,
"m": 1.0
},
{
"p": 0.0983850434422493,
"m": 1.0
},
{
"p": 0.15155725181102753,
"m": 1.0
},
{
"p": 0.07090431451797485,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.1427212953567505,
"val_loss": 0.8414863348007202,
"acc": 73.01,
"time": 274.8063563730102,
"param": [
{
"p": 0.08923520147800446,
"m": 1.0
},
{
"p": 0.016123902052640915,
"m": 1.0
},
{
"p": 0.11978684365749359,
"m": 1.0
},
{
"p": 0.10591115057468414,
"m": 1.0
},
{
"p": 0.009685825556516647,
"m": 1.0
},
{
"p": 0.028649015352129936,
"m": 1.0
},
{
"p": 0.055365774780511856,
"m": 1.0
},
{
"p": 0.056265708059072495,
"m": 1.0
},
{
"p": 0.03777313604950905,
"m": 1.0
},
{
"p": 0.07504979521036148,
"m": 1.0
},
{
"p": 0.053425826132297516,
"m": 1.0
},
{
"p": 0.13790401816368103,
"m": 1.0
},
{
"p": 0.1482613980770111,
"m": 1.0
},
{
"p": 0.06656231731176376,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.6684997081756592,
"val_loss": 0.8220407366752625,
"acc": 72.82,
"time": 272.68927583500044,
"param": [
{
"p": 0.09663741290569305,
"m": 1.0
},
{
"p": 0.014052429236471653,
"m": 1.0
},
{
"p": 0.14707858860492706,
"m": 1.0
},
{
"p": 0.08613290637731552,
"m": 1.0
},
{
"p": 0.012388216331601143,
"m": 1.0
},
{
"p": 0.052468329668045044,
"m": 1.0
},
{
"p": 0.0591253899037838,
"m": 1.0
},
{
"p": 0.056628499180078506,
"m": 1.0
},
{
"p": 0.04846363887190819,
"m": 1.0
},
{
"p": 0.056653887033462524,
"m": 1.0
},
{
"p": 0.0632590800523758,
"m": 1.0
},
{
"p": 0.11002467572689056,
"m": 1.0
},
{
"p": 0.13937896490097046,
"m": 1.0
},
{
"p": 0.05770811066031456,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.1594486236572266,
"val_loss": 0.9024078249931335,
"acc": 73.35,
"time": 269.7444140110165,
"param": [
{
"p": 0.09719473868608475,
"m": 1.0
},
{
"p": 0.014132985845208168,
"m": 1.0
},
{
"p": 0.1466304063796997,
"m": 1.0
},
{
"p": 0.07951106131076813,
"m": 1.0
},
{
"p": 0.007399996276944876,
"m": 1.0
},
{
"p": 0.008028876967728138,
"m": 1.0
},
{
"p": 0.04790973290801048,
"m": 1.0
},
{
"p": 0.06207422539591789,
"m": 1.0
},
{
"p": 0.045447684824466705,
"m": 1.0
},
{
"p": 0.06270979344844818,
"m": 1.0
},
{
"p": 0.07047426700592041,
"m": 1.0
},
{
"p": 0.12791317701339722,
"m": 1.0
},
{
"p": 0.1562299132347107,
"m": 1.0
},
{
"p": 0.07434313744306564,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.7634028196334839,
"val_loss": 0.8178407549858093,
"acc": 72.63,
"time": 268.72743511997396,
"param": [
{
"p": 0.09369131177663803,
"m": 1.0
},
{
"p": 0.04851188138127327,
"m": 1.0
},
{
"p": 0.14089611172676086,
"m": 1.0
},
{
"p": 0.0993310734629631,
"m": 1.0
},
{
"p": 0.030399184674024582,
"m": 1.0
},
{
"p": 0.007602228317409754,
"m": 1.0
},
{
"p": 0.060153402388095856,
"m": 1.0
},
{
"p": 0.05106713995337486,
"m": 1.0
},
{
"p": 0.05235370993614197,
"m": 1.0
},
{
"p": 0.06517995893955231,
"m": 1.0
},
{
"p": 0.05469171702861786,
"m": 1.0
},
{
"p": 0.10607866942882538,
"m": 1.0
},
{
"p": 0.14257261157035828,
"m": 1.0
},
{
"p": 0.04747107997536659,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9472018480300903,
"val_loss": 0.7729740142822266,
"acc": 72.96,
"time": 272.98992738098605,
"param": [
{
"p": 0.08140958845615387,
"m": 1.0
},
{
"p": 0.008206616155803204,
"m": 1.0
},
{
"p": 0.15064872801303864,
"m": 1.0
},
{
"p": 0.08379224687814713,
"m": 1.0
},
{
"p": 0.01740901544690132,
"m": 1.0
},
{
"p": 0.008035133592784405,
"m": 1.0
},
{
"p": 0.05910898372530937,
"m": 1.0
},
{
"p": 0.05741133913397789,
"m": 1.0
},
{
"p": 0.060482777655124664,
"m": 1.0
},
{
"p": 0.06003984063863754,
"m": 1.0
},
{
"p": 0.08164718002080917,
"m": 1.0
},
{
"p": 0.13416369259357452,
"m": 1.0
},
{
"p": 0.1355031281709671,
"m": 1.0
},
{
"p": 0.06214166432619095,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.6125812530517578,
"val_loss": 0.8341836333274841,
"acc": 71.97,
"time": 275.79755072295666,
"param": [
{
"p": 0.09517403692007065,
"m": 1.0
},
{
"p": 0.00655076140537858,
"m": 1.0
},
{
"p": 0.15597519278526306,
"m": 1.0
},
{
"p": 0.1025865226984024,
"m": 1.0
},
{
"p": 0.009243174456059933,
"m": 1.0
},
{
"p": 0.009280959144234657,
"m": 1.0
},
{
"p": 0.055412232875823975,
"m": 1.0
},
{
"p": 0.0599997341632843,
"m": 1.0
},
{
"p": 0.040713343769311905,
"m": 1.0
},
{
"p": 0.05834627151489258,
"m": 1.0
},
{
"p": 0.05737081915140152,
"m": 1.0
},
{
"p": 0.13675689697265625,
"m": 1.0
},
{
"p": 0.14037401974201202,
"m": 1.0
},
{
"p": 0.07221613824367523,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3834760189056396,
"val_loss": 0.9564496874809265,
"acc": 70.76,
"time": 275.8417214510264,
"param": [
{
"p": 0.09022500365972519,
"m": 1.0
},
{
"p": 0.031856946647167206,
"m": 1.0
},
{
"p": 0.12521570920944214,
"m": 1.0
},
{
"p": 0.08336400985717773,
"m": 1.0
},
{
"p": 0.011071044951677322,
"m": 1.0
},
{
"p": 0.006842068862169981,
"m": 1.0
},
{
"p": 0.06332750618457794,
"m": 1.0
},
{
"p": 0.05843678116798401,
"m": 1.0
},
{
"p": 0.04915942624211311,
"m": 1.0
},
{
"p": 0.0656333863735199,
"m": 1.0
},
{
"p": 0.07845588028430939,
"m": 1.0
},
{
"p": 0.14060749113559723,
"m": 1.0
},
{
"p": 0.12202245742082596,
"m": 1.0
},
{
"p": 0.07378225773572922,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.0690171718597412,
"val_loss": 0.9180922508239746,
"acc": 72.69,
"time": 280.9609771479736,
"param": [
{
"p": 0.11061682552099228,
"m": 1.0
},
{
"p": 0.007671729661524296,
"m": 1.0
},
{
"p": 0.14638899266719818,
"m": 1.0
},
{
"p": 0.1035519391298294,
"m": 1.0
},
{
"p": 0.007372508756816387,
"m": 1.0
},
{
"p": 0.009560787118971348,
"m": 1.0
},
{
"p": 0.05610432103276253,
"m": 1.0
},
{
"p": 0.06683167815208435,
"m": 1.0
},
{
"p": 0.05838710814714432,
"m": 1.0
},
{
"p": 0.05651068687438965,
"m": 1.0
},
{
"p": 0.07154098153114319,
"m": 1.0
},
{
"p": 0.12346281856298447,
"m": 1.0
},
{
"p": 0.1187644973397255,
"m": 1.0
},
{
"p": 0.06323510408401489,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.9404295682907104,
"val_loss": 0.9000726342201233,
"acc": 71.34,
"time": 276.8902908450109,
"param": [
{
"p": 0.08645577728748322,
"m": 1.0
},
{
"p": 0.012207712046802044,
"m": 1.0
},
{
"p": 0.1472398340702057,
"m": 1.0
},
{
"p": 0.1122376099228859,
"m": 1.0
},
{
"p": 0.02569916844367981,
"m": 1.0
},
{
"p": 0.0070526194758713245,
"m": 1.0
},
{
"p": 0.05204431340098381,
"m": 1.0
},
{
"p": 0.07286424934864044,
"m": 1.0
},
{
"p": 0.048954401165246964,
"m": 1.0
},
{
"p": 0.07122081518173218,
"m": 1.0
},
{
"p": 0.07562880218029022,
"m": 1.0
},
{
"p": 0.13655875623226166,
"m": 1.0
},
{
"p": 0.12675294280052185,
"m": 1.0
},
{
"p": 0.025083014741539955,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.3656573295593262,
"val_loss": 1.0149222612380981,
"acc": 72.58,
"time": 282.10717757203383,
"param": [
{
"p": 0.08886320888996124,
"m": 1.0
},
{
"p": 0.012401104904711246,
"m": 1.0
},
{
"p": 0.13593631982803345,
"m": 1.0
},
{
"p": 0.09236427396535873,
"m": 1.0
},
{
"p": 0.0012578126043081284,
"m": 1.0
},
{
"p": 0.008446755819022655,
"m": 1.0
},
{
"p": 0.048549555242061615,
"m": 1.0
},
{
"p": 0.0655396357178688,
"m": 1.0
},
{
"p": 0.05483046919107437,
"m": 1.0
},
{
"p": 0.07427876442670822,
"m": 1.0
},
{
"p": 0.07657917588949203,
"m": 1.0
},
{
"p": 0.13512369990348816,
"m": 1.0
},
{
"p": 0.1351679265499115,
"m": 1.0
},
{
"p": 0.07066136598587036,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.9509433507919312,
"val_loss": 0.989445686340332,
"acc": 73.38,
"time": 285.1385708900052,
"param": [
{
"p": 0.08421369642019272,
"m": 1.0
},
{
"p": 0.00977051630616188,
"m": 1.0
},
{
"p": 0.12175937741994858,
"m": 1.0
},
{
"p": 0.1042405515909195,
"m": 1.0
},
{
"p": 0.0006808090838603675,
"m": 1.0
},
{
"p": 0.01874259114265442,
"m": 1.0
},
{
"p": 0.06803915649652481,
"m": 1.0
},
{
"p": 0.05594349652528763,
"m": 1.0
},
{
"p": 0.05862760543823242,
"m": 1.0
},
{
"p": 0.07285338640213013,
"m": 1.0
},
{
"p": 0.07281677424907684,
"m": 1.0
},
{
"p": 0.12969833612442017,
"m": 1.0
},
{
"p": 0.14323753118515015,
"m": 1.0
},
{
"p": 0.059376172721385956,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1369084119796753,
"val_loss": 0.6942188739776611,
"acc": 73.05,
"time": 276.70331909001106,
"param": [
{
"p": 0.07467218488454819,
"m": 1.0
},
{
"p": 0.009833462536334991,
"m": 1.0
},
{
"p": 0.1461544632911682,
"m": 1.0
},
{
"p": 0.11824014037847519,
"m": 1.0
},
{
"p": 0.013438698835670948,
"m": 1.0
},
{
"p": 0.006110418122261763,
"m": 1.0
},
{
"p": 0.06942252069711685,
"m": 1.0
},
{
"p": 0.060831185430288315,
"m": 1.0
},
{
"p": 0.06169915199279785,
"m": 1.0
},
{
"p": 0.05364587903022766,
"m": 1.0
},
{
"p": 0.06810864061117172,
"m": 1.0
},
{
"p": 0.12321988493204117,
"m": 1.0
},
{
"p": 0.1242857500910759,
"m": 1.0
},
{
"p": 0.07033761590719223,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.9095685482025146,
"val_loss": 0.8106151819229126,
"acc": 72.7,
"time": 270.01723047700943,
"param": [
{
"p": 0.09081665426492691,
"m": 1.0
},
{
"p": 0.012019094079732895,
"m": 1.0
},
{
"p": 0.1363675743341446,
"m": 1.0
},
{
"p": 0.09521935135126114,
"m": 1.0
},
{
"p": 0.009964109398424625,
"m": 1.0
},
{
"p": 0.02074330672621727,
"m": 1.0
},
{
"p": 0.0722150206565857,
"m": 1.0
},
{
"p": 0.054743897169828415,
"m": 1.0
},
{
"p": 0.06042889505624771,
"m": 1.0
},
{
"p": 0.05049306899309158,
"m": 1.0
},
{
"p": 0.07890500128269196,
"m": 1.0
},
{
"p": 0.12352707237005234,
"m": 1.0
},
{
"p": 0.13312001526355743,
"m": 1.0
},
{
"p": 0.061436984688043594,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.204749345779419,
"val_loss": 0.7118781805038452,
"acc": 73.52,
"time": 282.15334291302133,
"param": [
{
"p": 0.09090616554021835,
"m": 1.0
},
{
"p": 0.010640299879014492,
"m": 1.0
},
{
"p": 0.13903455436229706,
"m": 1.0
},
{
"p": 0.09206008911132812,
"m": 1.0
},
{
"p": 0.006155057810246944,
"m": 1.0
},
{
"p": 0.012613043189048767,
"m": 1.0
},
{
"p": 0.07268543541431427,
"m": 1.0
},
{
"p": 0.01939745992422104,
"m": 1.0
},
{
"p": 0.05572440102696419,
"m": 1.0
},
{
"p": 0.06696516275405884,
"m": 1.0
},
{
"p": 0.08689112216234207,
"m": 1.0
},
{
"p": 0.1315150409936905,
"m": 1.0
},
{
"p": 0.1523241400718689,
"m": 1.0
},
{
"p": 0.06308794021606445,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.2960127592086792,
"val_loss": 0.8093752264976501,
"acc": 73.1,
"time": 274.0406507590087,
"param": [
{
"p": 0.09142519533634186,
"m": 1.0
},
{
"p": 0.012366883456707,
"m": 1.0
},
{
"p": 0.14238101243972778,
"m": 1.0
},
{
"p": 0.1220262348651886,
"m": 1.0
},
{
"p": 0.003064887598156929,
"m": 1.0
},
{
"p": 0.007900391705334187,
"m": 1.0
},
{
"p": 0.07205929607152939,
"m": 1.0
},
{
"p": 0.07325726002454758,
"m": 1.0
},
{
"p": 0.058830007910728455,
"m": 1.0
},
{
"p": 0.04535278305411339,
"m": 1.0
},
{
"p": 0.07799903303384781,
"m": 1.0
},
{
"p": 0.09715919196605682,
"m": 1.0
},
{
"p": 0.13074789941310883,
"m": 1.0
},
{
"p": 0.06542987376451492,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.4010649919509888,
"val_loss": 0.7480564117431641,
"acc": 73.95,
"time": 262.0428958440316,
"param": [
{
"p": 0.09592127054929733,
"m": 1.0
},
{
"p": 0.009157896973192692,
"m": 1.0
},
{
"p": 0.13495194911956787,
"m": 1.0
},
{
"p": 0.08681800961494446,
"m": 1.0
},
{
"p": 0.006551735568791628,
"m": 1.0
},
{
"p": 0.009473949670791626,
"m": 1.0
},
{
"p": 0.06690141558647156,
"m": 1.0
},
{
"p": 0.0665833055973053,
"m": 1.0
},
{
"p": 0.05910978838801384,
"m": 1.0
},
{
"p": 0.06968893110752106,
"m": 1.0
},
{
"p": 0.07805242389440536,
"m": 1.0
},
{
"p": 0.11557232588529587,
"m": 1.0
},
{
"p": 0.14307858049869537,
"m": 1.0
},
{
"p": 0.05813845247030258,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.2069543600082397,
"val_loss": 1.0430715084075928,
"acc": 73.49,
"time": 265.34043190203374,
"param": [
{
"p": 0.10421762615442276,
"m": 1.0
},
{
"p": 0.014108446426689625,
"m": 1.0
},
{
"p": 0.13521189987659454,
"m": 1.0
},
{
"p": 0.10996661335229874,
"m": 1.0
},
{
"p": 0.017902402207255363,
"m": 1.0
},
{
"p": 0.010383746586740017,
"m": 1.0
},
{
"p": 0.06276938319206238,
"m": 1.0
},
{
"p": 0.048223771154880524,
"m": 1.0
},
{
"p": 0.03619372472167015,
"m": 1.0
},
{
"p": 0.048532307147979736,
"m": 1.0
},
{
"p": 0.08707284927368164,
"m": 1.0
},
{
"p": 0.13088743388652802,
"m": 1.0
},
{
"p": 0.14040794968605042,
"m": 1.0
},
{
"p": 0.05412180721759796,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2108619213104248,
"val_loss": 0.6841722130775452,
"acc": 73.21,
"time": 276.2702505729976,
"param": [
{
"p": 0.09731502085924149,
"m": 1.0
},
{
"p": 0.013750076293945312,
"m": 1.0
},
{
"p": 0.10931777954101562,
"m": 1.0
},
{
"p": 0.10376963764429092,
"m": 1.0
},
{
"p": 0.027472442016005516,
"m": 1.0
},
{
"p": 0.007629116531461477,
"m": 1.0
},
{
"p": 0.05614301189780235,
"m": 1.0
},
{
"p": 0.06440789252519608,
"m": 1.0
},
{
"p": 0.05658702924847603,
"m": 1.0
},
{
"p": 0.062412090599536896,
"m": 1.0
},
{
"p": 0.0778246819972992,
"m": 1.0
},
{
"p": 0.12590351700782776,
"m": 1.0
},
{
"p": 0.13394983112812042,
"m": 1.0
},
{
"p": 0.06351790577173233,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.730679988861084,
"val_loss": 0.7322099208831787,
"acc": 72.76,
"time": 272.37177356902976,
"param": [
{
"p": 0.09564463049173355,
"m": 1.0
},
{
"p": 0.07837248593568802,
"m": 1.0
},
{
"p": 0.12738284468650818,
"m": 1.0
},
{
"p": 0.07258499413728714,
"m": 1.0
},
{
"p": 0.004364233464002609,
"m": 1.0
},
{
"p": 0.042079728096723557,
"m": 1.0
},
{
"p": 0.06008899584412575,
"m": 1.0
},
{
"p": 0.07058141380548477,
"m": 1.0
},
{
"p": 0.05861149728298187,
"m": 1.0
},
{
"p": 0.06543755531311035,
"m": 1.0
},
{
"p": 0.04631567746400833,
"m": 1.0
},
{
"p": 0.105962373316288,
"m": 1.0
},
{
"p": 0.11164214462041855,
"m": 1.0
},
{
"p": 0.060931526124477386,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.4001684188842773,
"val_loss": 0.684826135635376,
"acc": 73.78,
"time": 280.47863879497163,
"param": [
{
"p": 0.09730980545282364,
"m": 1.0
},
{
"p": 0.009357519447803497,
"m": 1.0
},
{
"p": 0.143732950091362,
"m": 1.0
},
{
"p": 0.09629447758197784,
"m": 1.0
},
{
"p": 0.01191919855773449,
"m": 1.0
},
{
"p": 0.009278352372348309,
"m": 1.0
},
{
"p": 0.07824143767356873,
"m": 1.0
},
{
"p": 0.049372319132089615,
"m": 1.0
},
{
"p": 0.062143757939338684,
"m": 1.0
},
{
"p": 0.06939904391765594,
"m": 1.0
},
{
"p": 0.07956202328205109,
"m": 1.0
},
{
"p": 0.12001374363899231,
"m": 1.0
},
{
"p": 0.11503060162067413,
"m": 1.0
},
{
"p": 0.05834481492638588,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.4166115522384644,
"val_loss": 0.7930737137794495,
"acc": 72.71,
"time": 289.352935774019,
"param": [
{
"p": 0.08585844188928604,
"m": 1.0
},
{
"p": 0.032800134271383286,
"m": 1.0
},
{
"p": 0.1279882788658142,
"m": 1.0
},
{
"p": 0.07429133355617523,
"m": 1.0
},
{
"p": 0.0006960129830986261,
"m": 1.0
},
{
"p": 0.04642154276371002,
"m": 1.0
},
{
"p": 0.0620516799390316,
"m": 1.0
},
{
"p": 0.05954524129629135,
"m": 1.0
},
{
"p": 0.07484102994203568,
"m": 1.0
},
{
"p": 0.06418458372354507,
"m": 1.0
},
{
"p": 0.06202273070812225,
"m": 1.0
},
{
"p": 0.1316041201353073,
"m": 1.0
},
{
"p": 0.12484940141439438,
"m": 1.0
},
{
"p": 0.05284549668431282,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.070897102355957,
"val_loss": 0.712577760219574,
"acc": 73.49,
"time": 274.8199755749665,
"param": [
{
"p": 0.1193803995847702,
"m": 1.0
},
{
"p": 0.007807013113051653,
"m": 1.0
},
{
"p": 0.0986369177699089,
"m": 1.0
},
{
"p": 0.07487394660711288,
"m": 1.0
},
{
"p": 0.010226762853562832,
"m": 1.0
},
{
"p": 0.01048667449504137,
"m": 1.0
},
{
"p": 0.0759967640042305,
"m": 1.0
},
{
"p": 0.06655583530664444,
"m": 1.0
},
{
"p": 0.07482624799013138,
"m": 1.0
},
{
"p": 0.07172142714262009,
"m": 1.0
},
{
"p": 0.07071792334318161,
"m": 1.0
},
{
"p": 0.12854698300361633,
"m": 1.0
},
{
"p": 0.11109340935945511,
"m": 1.0
},
{
"p": 0.07912962138652802,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.1430447101593018,
"val_loss": 0.78603595495224,
"acc": 73.41,
"time": 277.64871892903466,
"param": [
{
"p": 0.09469027072191238,
"m": 1.0
},
{
"p": 0.0073183029890060425,
"m": 1.0
},
{
"p": 0.11518541723489761,
"m": 1.0
},
{
"p": 0.08735179156064987,
"m": 1.0
},
{
"p": 0.008556286804378033,
"m": 1.0
},
{
"p": 0.00799077283591032,
"m": 1.0
},
{
"p": 0.05561770498752594,
"m": 1.0
},
{
"p": 0.08162934333086014,
"m": 1.0
},
{
"p": 0.06658533215522766,
"m": 1.0
},
{
"p": 0.08703424781560898,
"m": 1.0
},
{
"p": 0.07983005791902542,
"m": 1.0
},
{
"p": 0.11655444651842117,
"m": 1.0
},
{
"p": 0.11730553954839706,
"m": 1.0
},
{
"p": 0.0743504986166954,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.0855838060379028,
"val_loss": 0.7716748118400574,
"acc": 72.13,
"time": 287.8745023449883,
"param": [
{
"p": 0.10096985846757889,
"m": 1.0
},
{
"p": 0.006534447427839041,
"m": 1.0
},
{
"p": 0.13790391385555267,
"m": 1.0
},
{
"p": 0.09605084359645844,
"m": 1.0
},
{
"p": 0.011498235166072845,
"m": 1.0
},
{
"p": 0.010259351693093777,
"m": 1.0
},
{
"p": 0.08225423842668533,
"m": 1.0
},
{
"p": 0.05955608934164047,
"m": 1.0
},
{
"p": 0.07347830384969711,
"m": 1.0
},
{
"p": 0.08618926256895065,
"m": 1.0
},
{
"p": 0.07075702399015427,
"m": 1.0
},
{
"p": 0.10773915797472,
"m": 1.0
},
{
"p": 0.11413925141096115,
"m": 1.0
},
{
"p": 0.042670074850320816,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.2508898973464966,
"val_loss": 0.7803900241851807,
"acc": 72.61,
"time": 273.2148395430413,
"param": [
{
"p": 0.0840829536318779,
"m": 1.0
},
{
"p": 0.007800272200256586,
"m": 1.0
},
{
"p": 0.12678006291389465,
"m": 1.0
},
{
"p": 0.10030927509069443,
"m": 1.0
},
{
"p": 0.009436726570129395,
"m": 1.0
},
{
"p": 0.009714148007333279,
"m": 1.0
},
{
"p": 0.07518500834703445,
"m": 1.0
},
{
"p": 0.07263898849487305,
"m": 1.0
},
{
"p": 0.06246817857027054,
"m": 1.0
},
{
"p": 0.07484797388315201,
"m": 1.0
},
{
"p": 0.09062878787517548,
"m": 1.0
},
{
"p": 0.11829105019569397,
"m": 1.0
},
{
"p": 0.10305170714855194,
"m": 1.0
},
{
"p": 0.0647648423910141,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9335496425628662,
"val_loss": 0.846420407295227,
"acc": 73.07,
"time": 274.96038425702136,
"param": [
{
"p": 0.10130781680345535,
"m": 1.0
},
{
"p": 0.004328457172960043,
"m": 1.0
},
{
"p": 0.12494748830795288,
"m": 1.0
},
{
"p": 0.1033732146024704,
"m": 1.0
},
{
"p": 0.011675148271024227,
"m": 1.0
},
{
"p": 0.012508549727499485,
"m": 1.0
},
{
"p": 0.06131220608949661,
"m": 1.0
},
{
"p": 0.043284472078084946,
"m": 1.0
},
{
"p": 0.057115234434604645,
"m": 1.0
},
{
"p": 0.07179687917232513,
"m": 1.0
},
{
"p": 0.09515318274497986,
"m": 1.0
},
{
"p": 0.12894563376903534,
"m": 1.0
},
{
"p": 0.12026611715555191,
"m": 1.0
},
{
"p": 0.06398551166057587,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.0049622058868408,
"val_loss": 0.846774160861969,
"acc": 73.88,
"time": 279.2428359320038,
"param": [
{
"p": 0.10712675750255585,
"m": 1.0
},
{
"p": 0.009139065630733967,
"m": 1.0
},
{
"p": 0.11298011243343353,
"m": 1.0
},
{
"p": 0.09589482843875885,
"m": 1.0
},
{
"p": 0.010622971691191196,
"m": 1.0
},
{
"p": 0.0032815549056977034,
"m": 1.0
},
{
"p": 0.07279039174318314,
"m": 1.0
},
{
"p": 0.06979332864284515,
"m": 1.0
},
{
"p": 0.05761868134140968,
"m": 1.0
},
{
"p": 0.08031024783849716,
"m": 1.0
},
{
"p": 0.07498283684253693,
"m": 1.0
},
{
"p": 0.12499329447746277,
"m": 1.0
},
{
"p": 0.11302627623081207,
"m": 1.0
},
{
"p": 0.06743966788053513,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.1628098487854004,
"val_loss": 0.8317970037460327,
"acc": 73.03,
"time": 268.08128358598333,
"param": [
{
"p": 0.10103599727153778,
"m": 1.0
},
{
"p": 0.006542368791997433,
"m": 1.0
},
{
"p": 0.12378644198179245,
"m": 1.0
},
{
"p": 0.09791573137044907,
"m": 1.0
},
{
"p": 0.012409313581883907,
"m": 1.0
},
{
"p": 0.0006886125192977488,
"m": 1.0
},
{
"p": 0.0781390368938446,
"m": 1.0
},
{
"p": 0.08096141368150711,
"m": 1.0
},
{
"p": 0.06433464586734772,
"m": 1.0
},
{
"p": 0.07693523168563843,
"m": 1.0
},
{
"p": 0.0725194662809372,
"m": 1.0
},
{
"p": 0.11944327503442764,
"m": 1.0
},
{
"p": 0.09821047633886337,
"m": 1.0
},
{
"p": 0.06707809865474701,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.016645073890686,
"val_loss": 0.8599520921707153,
"acc": 73.37,
"time": 275.66516095696716,
"param": [
{
"p": 0.10006953030824661,
"m": 1.0
},
{
"p": 0.00867299735546112,
"m": 1.0
},
{
"p": 0.14225372672080994,
"m": 1.0
},
{
"p": 0.0811469703912735,
"m": 1.0
},
{
"p": 0.010998844169080257,
"m": 1.0
},
{
"p": 0.010193818248808384,
"m": 1.0
},
{
"p": 0.06961718201637268,
"m": 1.0
},
{
"p": 0.05759492516517639,
"m": 1.0
},
{
"p": 0.059815820306539536,
"m": 1.0
},
{
"p": 0.07717546820640564,
"m": 1.0
},
{
"p": 0.08762124180793762,
"m": 1.0
},
{
"p": 0.1062050610780716,
"m": 1.0
},
{
"p": 0.11492333561182022,
"m": 1.0
},
{
"p": 0.0737110823392868,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.2364709377288818,
"val_loss": 0.7015253901481628,
"acc": 72.83,
"time": 288.128786767018,
"param": [
{
"p": 0.10241687297821045,
"m": 1.0
},
{
"p": 0.011564644984900951,
"m": 1.0
},
{
"p": 0.12319214642047882,
"m": 1.0
},
{
"p": 0.11277013272047043,
"m": 1.0
},
{
"p": 0.013411354273557663,
"m": 1.0
},
{
"p": 0.004517300054430962,
"m": 1.0
},
{
"p": 0.0550430528819561,
"m": 1.0
},
{
"p": 0.07654888927936554,
"m": 1.0
},
{
"p": 0.05437912419438362,
"m": 1.0
},
{
"p": 0.0810600146651268,
"m": 1.0
},
{
"p": 0.08432401716709137,
"m": 1.0
},
{
"p": 0.11124560236930847,
"m": 1.0
},
{
"p": 0.11670025438070297,
"m": 1.0
},
{
"p": 0.05282660946249962,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.5490821599960327,
"val_loss": 0.8367424011230469,
"acc": 73.46,
"time": 275.5373075629468,
"param": [
{
"p": 0.09471987187862396,
"m": 1.0
},
{
"p": 0.010533691383898258,
"m": 1.0
},
{
"p": 0.11410893499851227,
"m": 1.0
},
{
"p": 0.07166958600282669,
"m": 1.0
},
{
"p": 0.10346244275569916,
"m": 1.0
},
{
"p": 0.014349029399454594,
"m": 1.0
},
{
"p": 0.05265878140926361,
"m": 1.0
},
{
"p": 0.08208569884300232,
"m": 1.0
},
{
"p": 0.03503674641251564,
"m": 1.0
},
{
"p": 0.07193688303232193,
"m": 1.0
},
{
"p": 0.0756785199046135,
"m": 1.0
},
{
"p": 0.11294231563806534,
"m": 1.0
},
{
"p": 0.09799949079751968,
"m": 1.0
},
{
"p": 0.06281798332929611,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.182974934577942,
"val_loss": 0.6707332730293274,
"acc": 73.84,
"time": 271.046887701028,
"param": [
{
"p": 0.09949459880590439,
"m": 1.0
},
{
"p": 0.012463555671274662,
"m": 1.0
},
{
"p": 0.14823992550373077,
"m": 1.0
},
{
"p": 0.10598716884851456,
"m": 1.0
},
{
"p": 0.011491467244923115,
"m": 1.0
},
{
"p": 0.010060053318738937,
"m": 1.0
},
{
"p": 0.04544689506292343,
"m": 1.0
},
{
"p": 0.06470663100481033,
"m": 1.0
},
{
"p": 0.06339411437511444,
"m": 1.0
},
{
"p": 0.058476198464632034,
"m": 1.0
},
{
"p": 0.08093499392271042,
"m": 1.0
},
{
"p": 0.12228655815124512,
"m": 1.0
},
{
"p": 0.10995873063802719,
"m": 1.0
},
{
"p": 0.06705912947654724,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.6788915395736694,
"val_loss": 0.8814154863357544,
"acc": 72.48,
"time": 267.9890976790339,
"param": [
{
"p": 0.10917313396930695,
"m": 1.0
},
{
"p": 0.023950055241584778,
"m": 1.0
},
{
"p": 0.12065918743610382,
"m": 1.0
},
{
"p": 0.10637114197015762,
"m": 1.0
},
{
"p": 0.0017713044071570039,
"m": 1.0
},
{
"p": 0.011257900856435299,
"m": 1.0
},
{
"p": 0.06747081875801086,
"m": 1.0
},
{
"p": 0.0657825917005539,
"m": 1.0
},
{
"p": 0.06766518205404282,
"m": 1.0
},
{
"p": 0.06883689016103745,
"m": 1.0
},
{
"p": 0.09780752658843994,
"m": 1.0
},
{
"p": 0.10153939574956894,
"m": 1.0
},
{
"p": 0.09989365190267563,
"m": 1.0
},
{
"p": 0.05782119929790497,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.9490135312080383,
"val_loss": 0.7468526363372803,
"acc": 74.06,
"time": 270.85734402399976,
"param": [
{
"p": 0.10170197486877441,
"m": 1.0
},
{
"p": 0.011202344670891762,
"m": 1.0
},
{
"p": 0.11472782492637634,
"m": 1.0
},
{
"p": 0.09268753230571747,
"m": 1.0
},
{
"p": 0.006660470273345709,
"m": 1.0
},
{
"p": 0.004341165069490671,
"m": 1.0
},
{
"p": 0.06737349927425385,
"m": 1.0
},
{
"p": 0.0673070102930069,
"m": 1.0
},
{
"p": 0.06430159509181976,
"m": 1.0
},
{
"p": 0.07925175130367279,
"m": 1.0
},
{
"p": 0.0933280736207962,
"m": 1.0
},
{
"p": 0.11692202091217041,
"m": 1.0
},
{
"p": 0.10435719788074493,
"m": 1.0
},
{
"p": 0.07583757489919662,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.0461357831954956,
"val_loss": 0.861092746257782,
"acc": 73.27,
"time": 272.3254296189989,
"param": [
{
"p": 0.11963633447885513,
"m": 1.0
},
{
"p": 0.02564343437552452,
"m": 1.0
},
{
"p": 0.10560154169797897,
"m": 1.0
},
{
"p": 0.08923352509737015,
"m": 1.0
},
{
"p": 0.007468283176422119,
"m": 1.0
},
{
"p": 0.0006644715904258192,
"m": 1.0
},
{
"p": 0.06586473435163498,
"m": 1.0
},
{
"p": 0.06077194586396217,
"m": 1.0
},
{
"p": 0.06426341086626053,
"m": 1.0
},
{
"p": 0.08825572580099106,
"m": 1.0
},
{
"p": 0.06586772203445435,
"m": 1.0
},
{
"p": 0.09328031539916992,
"m": 1.0
},
{
"p": 0.1293872594833374,
"m": 1.0
},
{
"p": 0.08406134694814682,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.9913754463195801,
"val_loss": 0.7035897374153137,
"acc": 73.64,
"time": 287.555421936966,
"param": [
{
"p": 0.10015693306922913,
"m": 1.0
},
{
"p": 0.009858207777142525,
"m": 1.0
},
{
"p": 0.12866467237472534,
"m": 1.0
},
{
"p": 0.0791948139667511,
"m": 1.0
},
{
"p": 0.024508092552423477,
"m": 1.0
},
{
"p": 0.009140601381659508,
"m": 1.0
},
{
"p": 0.07477319240570068,
"m": 1.0
},
{
"p": 0.06325435638427734,
"m": 1.0
},
{
"p": 0.07562417536973953,
"m": 1.0
},
{
"p": 0.06206844002008438,
"m": 1.0
},
{
"p": 0.07042224705219269,
"m": 1.0
},
{
"p": 0.11412577331066132,
"m": 1.0
},
{
"p": 0.12337389588356018,
"m": 1.0
},
{
"p": 0.06483457237482071,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.9107540249824524,
"val_loss": 0.8690535426139832,
"acc": 73.08,
"time": 273.3299426679732,
"param": [
{
"p": 0.09522651135921478,
"m": 1.0
},
{
"p": 0.008163101971149445,
"m": 1.0
},
{
"p": 0.11046598851680756,
"m": 1.0
},
{
"p": 0.09174437075853348,
"m": 1.0
},
{
"p": 0.008151336573064327,
"m": 1.0
},
{
"p": 0.009602396748960018,
"m": 1.0
},
{
"p": 0.07810001820325851,
"m": 1.0
},
{
"p": 0.07807911932468414,
"m": 1.0
},
{
"p": 0.05568463355302811,
"m": 1.0
},
{
"p": 0.09350543469190598,
"m": 1.0
},
{
"p": 0.0893595814704895,
"m": 1.0
},
{
"p": 0.10439687222242355,
"m": 1.0
},
{
"p": 0.11059786379337311,
"m": 1.0
},
{
"p": 0.06692275404930115,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.9225395917892456,
"val_loss": 0.8068415522575378,
"acc": 74.01,
"time": 282.0125903059961,
"param": [
{
"p": 0.10456756502389908,
"m": 1.0
},
{
"p": 0.005505888257175684,
"m": 1.0
},
{
"p": 0.11340294778347015,
"m": 1.0
},
{
"p": 0.10638822615146637,
"m": 1.0
},
{
"p": 0.007894465699791908,
"m": 1.0
},
{
"p": 0.009863044135272503,
"m": 1.0
},
{
"p": 0.05770666524767876,
"m": 1.0
},
{
"p": 0.07965151965618134,
"m": 1.0
},
{
"p": 0.0779440626502037,
"m": 1.0
},
{
"p": 0.08416629582643509,
"m": 1.0
},
{
"p": 0.07827075570821762,
"m": 1.0
},
{
"p": 0.09523671865463257,
"m": 1.0
},
{
"p": 0.10224345326423645,
"m": 1.0
},
{
"p": 0.07715843617916107,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.650020956993103,
"val_loss": 0.7404686212539673,
"acc": 73.3,
"time": 277.75059344799956,
"param": [
{
"p": 0.07815342396497726,
"m": 1.0
},
{
"p": 0.0006935595301911235,
"m": 1.0
},
{
"p": 0.10094048082828522,
"m": 1.0
},
{
"p": 0.10076397657394409,
"m": 1.0
},
{
"p": 0.0077466415241360664,
"m": 1.0
},
{
"p": 0.009569624438881874,
"m": 1.0
},
{
"p": 0.07419165223836899,
"m": 1.0
},
{
"p": 0.07918649166822433,
"m": 1.0
},
{
"p": 0.05989806354045868,
"m": 1.0
},
{
"p": 0.057445161044597626,
"m": 1.0
},
{
"p": 0.09810179471969604,
"m": 1.0
},
{
"p": 0.119061678647995,
"m": 1.0
},
{
"p": 0.12323061376810074,
"m": 1.0
},
{
"p": 0.09101679176092148,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.3564003705978394,
"val_loss": 0.7849185466766357,
"acc": 72.8,
"time": 273.8813350290293,
"param": [
{
"p": 0.1024954691529274,
"m": 1.0
},
{
"p": 0.012649953365325928,
"m": 1.0
},
{
"p": 0.10648613423109055,
"m": 1.0
},
{
"p": 0.11703184992074966,
"m": 1.0
},
{
"p": 0.008757640607655048,
"m": 1.0
},
{
"p": 0.010153638198971748,
"m": 1.0
},
{
"p": 0.07006147503852844,
"m": 1.0
},
{
"p": 0.06994856894016266,
"m": 1.0
},
{
"p": 0.06157172843813896,
"m": 1.0
},
{
"p": 0.0692707747220993,
"m": 1.0
},
{
"p": 0.08292420953512192,
"m": 1.0
},
{
"p": 0.08865390717983246,
"m": 1.0
},
{
"p": 0.11198151856660843,
"m": 1.0
},
{
"p": 0.08801313489675522,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.9783107042312622,
"val_loss": 0.8988058567047119,
"acc": 73.44,
"time": 268.47902002302,
"param": [
{
"p": 0.1171194314956665,
"m": 1.0
},
{
"p": 0.00990940909832716,
"m": 1.0
},
{
"p": 0.12189943343400955,
"m": 1.0
},
{
"p": 0.09681152552366257,
"m": 1.0
},
{
"p": 0.011823412962257862,
"m": 1.0
},
{
"p": 0.007279521785676479,
"m": 1.0
},
{
"p": 0.09144050627946854,
"m": 1.0
},
{
"p": 0.07572713494300842,
"m": 1.0
},
{
"p": 0.058228470385074615,
"m": 1.0
},
{
"p": 0.051752254366874695,
"m": 1.0
},
{
"p": 0.060540467500686646,
"m": 1.0
},
{
"p": 0.11364242434501648,
"m": 1.0
},
{
"p": 0.11661139875650406,
"m": 1.0
},
{
"p": 0.06721459329128265,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.163609504699707,
"val_loss": 0.6536338329315186,
"acc": 73.23,
"time": 276.7637929369812,
"param": [
{
"p": 0.11280858516693115,
"m": 1.0
},
{
"p": 0.009961137548089027,
"m": 1.0
},
{
"p": 0.10046543926000595,
"m": 1.0
},
{
"p": 0.09595678746700287,
"m": 1.0
},
{
"p": 0.02186819724738598,
"m": 1.0
},
{
"p": 0.005579106975346804,
"m": 1.0
},
{
"p": 0.0853460505604744,
"m": 1.0
},
{
"p": 0.07371784001588821,
"m": 1.0
},
{
"p": 0.059693533927202225,
"m": 1.0
},
{
"p": 0.07738059759140015,
"m": 1.0
},
{
"p": 0.09413174539804459,
"m": 1.0
},
{
"p": 0.10518346726894379,
"m": 1.0
},
{
"p": 0.1075165718793869,
"m": 1.0
},
{
"p": 0.05039096996188164,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.3018587827682495,
"val_loss": 0.8770757913589478,
"acc": 73.25,
"time": 279.3183877419797,
"param": [
{
"p": 0.10310892015695572,
"m": 1.0
},
{
"p": 0.005088972859084606,
"m": 1.0
},
{
"p": 0.12775568664073944,
"m": 1.0
},
{
"p": 0.07065980136394501,
"m": 1.0
},
{
"p": 0.008370762690901756,
"m": 1.0
},
{
"p": 0.0026139949914067984,
"m": 1.0
},
{
"p": 0.08376681804656982,
"m": 1.0
},
{
"p": 0.08026735484600067,
"m": 1.0
},
{
"p": 0.06203017756342888,
"m": 1.0
},
{
"p": 0.08284850418567657,
"m": 1.0
},
{
"p": 0.07927335798740387,
"m": 1.0
},
{
"p": 0.1037343442440033,
"m": 1.0
},
{
"p": 0.11273344606161118,
"m": 1.0
},
{
"p": 0.07774779200553894,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.00827956199646,
"val_loss": 0.7074766755104065,
"acc": 73.5,
"time": 287.198433507001,
"param": [
{
"p": 0.09590120613574982,
"m": 1.0
},
{
"p": 0.008746441453695297,
"m": 1.0
},
{
"p": 0.10866466909646988,
"m": 1.0
},
{
"p": 0.06909412890672684,
"m": 1.0
},
{
"p": 0.014964533038437366,
"m": 1.0
},
{
"p": 0.013203857466578484,
"m": 1.0
},
{
"p": 0.08279377222061157,
"m": 1.0
},
{
"p": 0.08443677425384521,
"m": 1.0
},
{
"p": 0.06749165058135986,
"m": 1.0
},
{
"p": 0.09243946522474289,
"m": 1.0
},
{
"p": 0.09474575519561768,
"m": 1.0
},
{
"p": 0.09437015652656555,
"m": 1.0
},
{
"p": 0.11438862234354019,
"m": 1.0
},
{
"p": 0.058758895844221115,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.3785088062286377,
"val_loss": 0.7459555268287659,
"acc": 73.7,
"time": 276.50553703901824,
"param": [
{
"p": 0.09963105618953705,
"m": 1.0
},
{
"p": 0.006118394434452057,
"m": 1.0
},
{
"p": 0.10284925997257233,
"m": 1.0
},
{
"p": 0.0887569859623909,
"m": 1.0
},
{
"p": 0.0058671399019658566,
"m": 1.0
},
{
"p": 0.013172568753361702,
"m": 1.0
},
{
"p": 0.07502837479114532,
"m": 1.0
},
{
"p": 0.07796929776668549,
"m": 1.0
},
{
"p": 0.06403793394565582,
"m": 1.0
},
{
"p": 0.07737403362989426,
"m": 1.0
},
{
"p": 0.08374112099409103,
"m": 1.0
},
{
"p": 0.10505230724811554,
"m": 1.0
},
{
"p": 0.12048094719648361,
"m": 1.0
},
{
"p": 0.07992059737443924,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.029723882675171,
"val_loss": 0.8228645920753479,
"acc": 73.51,
"time": 281.26071333896834,
"param": [
{
"p": 0.09608349949121475,
"m": 1.0
},
{
"p": 0.007527709938585758,
"m": 1.0
},
{
"p": 0.12495593726634979,
"m": 1.0
},
{
"p": 0.10233777016401291,
"m": 1.0
},
{
"p": 0.01010178867727518,
"m": 1.0
},
{
"p": 0.00907333754003048,
"m": 1.0
},
{
"p": 0.07547128200531006,
"m": 1.0
},
{
"p": 0.06732028722763062,
"m": 1.0
},
{
"p": 0.055706627666950226,
"m": 1.0
},
{
"p": 0.07693599164485931,
"m": 1.0
},
{
"p": 0.09010295569896698,
"m": 1.0
},
{
"p": 0.10939562320709229,
"m": 1.0
},
{
"p": 0.09190770983695984,
"m": 1.0
},
{
"p": 0.0830795019865036,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9635058641433716,
"val_loss": 0.8275303244590759,
"acc": 72.93,
"time": 280.3658713119803,
"param": [
{
"p": 0.09189637005329132,
"m": 1.0
},
{
"p": 0.008701642043888569,
"m": 1.0
},
{
"p": 0.1227424144744873,
"m": 1.0
},
{
"p": 0.09332635998725891,
"m": 1.0
},
{
"p": 0.0027181270997971296,
"m": 1.0
},
{
"p": 0.005037887021899223,
"m": 1.0
},
{
"p": 0.07472468912601471,
"m": 1.0
},
{
"p": 0.07232683151960373,
"m": 1.0
},
{
"p": 0.06756855547428131,
"m": 1.0
},
{
"p": 0.08855387568473816,
"m": 1.0
},
{
"p": 0.07469749450683594,
"m": 1.0
},
{
"p": 0.1094653531908989,
"m": 1.0
},
{
"p": 0.09744683653116226,
"m": 1.0
},
{
"p": 0.09079346805810928,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.0675439834594727,
"val_loss": 0.7233356237411499,
"acc": 74.27,
"time": 266.1830909230048,
"param": [
{
"p": 0.09602716565132141,
"m": 1.0
},
{
"p": 0.008631497621536255,
"m": 1.0
},
{
"p": 0.10744094848632812,
"m": 1.0
},
{
"p": 0.08819498866796494,
"m": 1.0
},
{
"p": 0.008717670105397701,
"m": 1.0
},
{
"p": 0.007987328805029392,
"m": 1.0
},
{
"p": 0.0861152932047844,
"m": 1.0
},
{
"p": 0.07703634351491928,
"m": 1.0
},
{
"p": 0.07719527184963226,
"m": 1.0
},
{
"p": 0.07809919863939285,
"m": 1.0
},
{
"p": 0.08187456429004669,
"m": 1.0
},
{
"p": 0.09985540062189102,
"m": 1.0
},
{
"p": 0.10829770565032959,
"m": 1.0
},
{
"p": 0.0745265781879425,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.3468202352523804,
"val_loss": 0.9151359796524048,
"acc": 72.52,
"time": 265.2969411779777,
"param": [
{
"p": 0.10645831376314163,
"m": 1.0
},
{
"p": 0.010099790059030056,
"m": 1.0
},
{
"p": 0.11555696278810501,
"m": 1.0
},
{
"p": 0.08121177554130554,
"m": 1.0
},
{
"p": 0.007726948242634535,
"m": 1.0
},
{
"p": 0.010067624039947987,
"m": 1.0
},
{
"p": 0.0576520636677742,
"m": 1.0
},
{
"p": 0.07242615520954132,
"m": 1.0
},
{
"p": 0.0725381150841713,
"m": 1.0
},
{
"p": 0.0587836429476738,
"m": 1.0
},
{
"p": 0.10588996857404709,
"m": 1.0
},
{
"p": 0.09579937160015106,
"m": 1.0
},
{
"p": 0.12210065126419067,
"m": 1.0
},
{
"p": 0.08368859440088272,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.0341010093688965,
"val_loss": 0.7405728697776794,
"acc": 73.32,
"time": 275.8379611669807,
"param": [
{
"p": 0.09573762118816376,
"m": 1.0
},
{
"p": 0.007517737802118063,
"m": 1.0
},
{
"p": 0.11938122659921646,
"m": 1.0
},
{
"p": 0.10536625236272812,
"m": 1.0
},
{
"p": 0.00886902492493391,
"m": 1.0
},
{
"p": 0.006822948809713125,
"m": 1.0
},
{
"p": 0.08066537231206894,
"m": 1.0
},
{
"p": 0.08233920484781265,
"m": 1.0
},
{
"p": 0.05668620020151138,
"m": 1.0
},
{
"p": 0.08200707286596298,
"m": 1.0
},
{
"p": 0.09173908829689026,
"m": 1.0
},
{
"p": 0.08965589851140976,
"m": 1.0
},
{
"p": 0.10708152502775192,
"m": 1.0
},
{
"p": 0.06613081693649292,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9995442628860474,
"val_loss": 0.6834551692008972,
"acc": 73.54,
"time": 278.13823421596317,
"param": [
{
"p": 0.0993066355586052,
"m": 1.0
},
{
"p": 0.0016667343443259597,
"m": 1.0
},
{
"p": 0.10619157552719116,
"m": 1.0
},
{
"p": 0.07908420264720917,
"m": 1.0
},
{
"p": 0.010724542662501335,
"m": 1.0
},
{
"p": 0.01084099244326353,
"m": 1.0
},
{
"p": 0.07463058829307556,
"m": 1.0
},
{
"p": 0.07986868917942047,
"m": 1.0
},
{
"p": 0.06969954818487167,
"m": 1.0
},
{
"p": 0.0898030549287796,
"m": 1.0
},
{
"p": 0.07904347032308578,
"m": 1.0
},
{
"p": 0.10539459437131882,
"m": 1.0
},
{
"p": 0.10848435759544373,
"m": 1.0
},
{
"p": 0.08526108413934708,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1720832586288452,
"val_loss": 0.6862157583236694,
"acc": 73.11,
"time": 272.61005275399657,
"param": [
{
"p": 0.09708943963050842,
"m": 1.0
},
{
"p": 0.019738636910915375,
"m": 1.0
},
{
"p": 0.10986065119504929,
"m": 1.0
},
{
"p": 0.10726440697908401,
"m": 1.0
},
{
"p": 0.013017723336815834,
"m": 1.0
},
{
"p": 0.008400811813771725,
"m": 1.0
},
{
"p": 0.06070779636502266,
"m": 1.0
},
{
"p": 0.07237966358661652,
"m": 1.0
},
{
"p": 0.05240541696548462,
"m": 1.0
},
{
"p": 0.06615378707647324,
"m": 1.0
},
{
"p": 0.0992596223950386,
"m": 1.0
},
{
"p": 0.1113462969660759,
"m": 1.0
},
{
"p": 0.10802792757749557,
"m": 1.0
},
{
"p": 0.07434781640768051,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.0283299684524536,
"val_loss": 0.7743672728538513,
"acc": 73.8,
"time": 281.40646459098207,
"param": [
{
"p": 0.09560202062129974,
"m": 1.0
},
{
"p": 0.005074162967503071,
"m": 1.0
},
{
"p": 0.12035959959030151,
"m": 1.0
},
{
"p": 0.099004365503788,
"m": 1.0
},
{
"p": 0.0027613884303718805,
"m": 1.0
},
{
"p": 0.011715840548276901,
"m": 1.0
},
{
"p": 0.0717146247625351,
"m": 1.0
},
{
"p": 0.0899512767791748,
"m": 1.0
},
{
"p": 0.06756900250911713,
"m": 1.0
},
{
"p": 0.07549241930246353,
"m": 1.0
},
{
"p": 0.08626994490623474,
"m": 1.0
},
{
"p": 0.08541718870401382,
"m": 1.0
},
{
"p": 0.10873273760080338,
"m": 1.0
},
{
"p": 0.08033550530672073,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.522863745689392,
"val_loss": 0.7070053219795227,
"acc": 73.18,
"time": 278.24224378098734,
"param": [
{
"p": 0.10560601949691772,
"m": 1.0
},
{
"p": 0.019075529649853706,
"m": 1.0
},
{
"p": 0.10567709058523178,
"m": 1.0
},
{
"p": 0.09289199113845825,
"m": 1.0
},
{
"p": 0.010179112665355206,
"m": 1.0
},
{
"p": 0.009691516868770123,
"m": 1.0
},
{
"p": 0.062149353325366974,
"m": 1.0
},
{
"p": 0.08224567770957947,
"m": 1.0
},
{
"p": 0.057110998779535294,
"m": 1.0
},
{
"p": 0.08806942403316498,
"m": 1.0
},
{
"p": 0.08529588580131531,
"m": 1.0
},
{
"p": 0.09348279237747192,
"m": 1.0
},
{
"p": 0.09401595592498779,
"m": 1.0
},
{
"p": 0.0945085734128952,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9959286451339722,
"val_loss": 0.8280576467514038,
"acc": 74.59,
"time": 280.26075462199515,
"param": [
{
"p": 0.10148896276950836,
"m": 1.0
},
{
"p": 0.016218872740864754,
"m": 1.0
},
{
"p": 0.09680894017219543,
"m": 1.0
},
{
"p": 0.09798484295606613,
"m": 1.0
},
{
"p": 0.01069291215389967,
"m": 1.0
},
{
"p": 0.004990676883608103,
"m": 1.0
},
{
"p": 0.08341477811336517,
"m": 1.0
},
{
"p": 0.06633578985929489,
"m": 1.0
},
{
"p": 0.07520300149917603,
"m": 1.0
},
{
"p": 0.05035127326846123,
"m": 1.0
},
{
"p": 0.09166446328163147,
"m": 1.0
},
{
"p": 0.10726231336593628,
"m": 1.0
},
{
"p": 0.11983082443475723,
"m": 1.0
},
{
"p": 0.07775244116783142,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.193260669708252,
"val_loss": 0.813934862613678,
"acc": 71.9,
"time": 279.77550464699743,
"param": [
{
"p": 0.11572415381669998,
"m": 1.0
},
{
"p": 0.023665450513362885,
"m": 1.0
},
{
"p": 0.12608422338962555,
"m": 1.0
},
{
"p": 0.08873806893825531,
"m": 1.0
},
{
"p": 0.009339645504951477,
"m": 1.0
},
{
"p": 0.006498819217085838,
"m": 1.0
},
{
"p": 0.060619525611400604,
"m": 1.0
},
{
"p": 0.07710982859134674,
"m": 1.0
},
{
"p": 0.060549210757017136,
"m": 1.0
},
{
"p": 0.0791836678981781,
"m": 1.0
},
{
"p": 0.08813387155532837,
"m": 1.0
},
{
"p": 0.10275883227586746,
"m": 1.0
},
{
"p": 0.08425652235746384,
"m": 1.0
},
{
"p": 0.07733823359012604,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.8780440092086792,
"val_loss": 0.8119614720344543,
"acc": 74.09,
"time": 288.45083560596686,
"param": [
{
"p": 0.09635820984840393,
"m": 1.0
},
{
"p": 0.009002061560750008,
"m": 1.0
},
{
"p": 0.10463308542966843,
"m": 1.0
},
{
"p": 0.092090904712677,
"m": 1.0
},
{
"p": 0.011566882953047752,
"m": 1.0
},
{
"p": 0.009581035934388638,
"m": 1.0
},
{
"p": 0.08371292054653168,
"m": 1.0
},
{
"p": 0.0759778618812561,
"m": 1.0
},
{
"p": 0.06384600698947906,
"m": 1.0
},
{
"p": 0.07731407135725021,
"m": 1.0
},
{
"p": 0.07675956189632416,
"m": 1.0
},
{
"p": 0.10311838239431381,
"m": 1.0
},
{
"p": 0.10928942263126373,
"m": 1.0
},
{
"p": 0.0867496207356453,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.306745171546936,
"val_loss": 0.7112074494361877,
"acc": 74.25,
"time": 268.5687154280022,
"param": [
{
"p": 0.08754131942987442,
"m": 1.0
},
{
"p": 0.013915259391069412,
"m": 1.0
},
{
"p": 0.08994215726852417,
"m": 1.0
},
{
"p": 0.08905064314603806,
"m": 1.0
},
{
"p": 0.00908554159104824,
"m": 1.0
},
{
"p": 0.009860806167125702,
"m": 1.0
},
{
"p": 0.08990732580423355,
"m": 1.0
},
{
"p": 0.09116978943347931,
"m": 1.0
},
{
"p": 0.07055418193340302,
"m": 1.0
},
{
"p": 0.08535195887088776,
"m": 1.0
},
{
"p": 0.08748536556959152,
"m": 1.0
},
{
"p": 0.10053754597902298,
"m": 1.0
},
{
"p": 0.10323293507099152,
"m": 1.0
},
{
"p": 0.0723651722073555,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.1747632026672363,
"val_loss": 0.7297223210334778,
"acc": 73.03,
"time": 271.8810534970253,
"param": [
{
"p": 0.1036144345998764,
"m": 1.0
},
{
"p": 0.034599918872117996,
"m": 1.0
},
{
"p": 0.11369887739419937,
"m": 1.0
},
{
"p": 0.086911641061306,
"m": 1.0
},
{
"p": 0.011623864993453026,
"m": 1.0
},
{
"p": 0.009840227663516998,
"m": 1.0
},
{
"p": 0.08781389147043228,
"m": 1.0
},
{
"p": 0.06762267649173737,
"m": 1.0
},
{
"p": 0.072865791618824,
"m": 1.0
},
{
"p": 0.0803358405828476,
"m": 1.0
},
{
"p": 0.09260154515504837,
"m": 1.0
},
{
"p": 0.07621284574270248,
"m": 1.0
},
{
"p": 0.08688599616289139,
"m": 1.0
},
{
"p": 0.07537245750427246,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.3777484893798828,
"val_loss": 0.8238762617111206,
"acc": 73.72,
"time": 281.6108697989839,
"param": [
{
"p": 0.10268766433000565,
"m": 1.0
},
{
"p": 0.00525256572291255,
"m": 1.0
},
{
"p": 0.11576221883296967,
"m": 1.0
},
{
"p": 0.09347058087587357,
"m": 1.0
},
{
"p": 0.012046285904943943,
"m": 1.0
},
{
"p": 0.010489976033568382,
"m": 1.0
},
{
"p": 0.07021261751651764,
"m": 1.0
},
{
"p": 0.08041184395551682,
"m": 1.0
},
{
"p": 0.06915218383073807,
"m": 1.0
},
{
"p": 0.08042219281196594,
"m": 1.0
},
{
"p": 0.06901702284812927,
"m": 1.0
},
{
"p": 0.09771062433719635,
"m": 1.0
},
{
"p": 0.11134190112352371,
"m": 1.0
},
{
"p": 0.08202225714921951,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.170854091644287,
"val_loss": 0.7606937885284424,
"acc": 73.69,
"time": 275.1299682140234,
"param": [
{
"p": 0.07699749618768692,
"m": 1.0
},
{
"p": 0.00452764006331563,
"m": 1.0
},
{
"p": 0.10618677735328674,
"m": 1.0
},
{
"p": 0.08293318003416061,
"m": 1.0
},
{
"p": 0.010362164117395878,
"m": 1.0
},
{
"p": 0.011289495043456554,
"m": 1.0
},
{
"p": 0.0750240907073021,
"m": 1.0
},
{
"p": 0.08489713817834854,
"m": 1.0
},
{
"p": 0.07876067608594894,
"m": 1.0
},
{
"p": 0.08061864227056503,
"m": 1.0
},
{
"p": 0.09445921331644058,
"m": 1.0
},
{
"p": 0.09995243698358536,
"m": 1.0
},
{
"p": 0.1046106219291687,
"m": 1.0
},
{
"p": 0.08938038349151611,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.3140017986297607,
"val_loss": 0.6640217304229736,
"acc": 73.51,
"time": 282.0421197169926,
"param": [
{
"p": 0.09332916885614395,
"m": 1.0
},
{
"p": 0.0077880932949483395,
"m": 1.0
},
{
"p": 0.10407532006502151,
"m": 1.0
},
{
"p": 0.09403783828020096,
"m": 1.0
},
{
"p": 0.00916836317628622,
"m": 1.0
},
{
"p": 0.00900405552238226,
"m": 1.0
},
{
"p": 0.0696798637509346,
"m": 1.0
},
{
"p": 0.07207397371530533,
"m": 1.0
},
{
"p": 0.08051766455173492,
"m": 1.0
},
{
"p": 0.08217551559209824,
"m": 1.0
},
{
"p": 0.08040450513362885,
"m": 1.0
},
{
"p": 0.10471250116825104,
"m": 1.0
},
{
"p": 0.10669555515050888,
"m": 1.0
},
{
"p": 0.0863376334309578,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.3753652572631836,
"val_loss": 0.6691753268241882,
"acc": 73.77,
"time": 289.3095049060066,
"param": [
{
"p": 0.09540204703807831,
"m": 1.0
},
{
"p": 0.02369852364063263,
"m": 1.0
},
{
"p": 0.12452636659145355,
"m": 1.0
},
{
"p": 0.09694036841392517,
"m": 1.0
},
{
"p": 0.026157185435295105,
"m": 1.0
},
{
"p": 0.011844311840832233,
"m": 1.0
},
{
"p": 0.07177688926458359,
"m": 1.0
},
{
"p": 0.061215199530124664,
"m": 1.0
},
{
"p": 0.07125350087881088,
"m": 1.0
},
{
"p": 0.07450433075428009,
"m": 1.0
},
{
"p": 0.08824478834867477,
"m": 1.0
},
{
"p": 0.06609366089105606,
"m": 1.0
},
{
"p": 0.10097289830446243,
"m": 1.0
},
{
"p": 0.08736983686685562,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.1174415349960327,
"val_loss": 0.7455575466156006,
"acc": 72.53,
"time": 285.60662385600153,
"param": [
{
"p": 0.090316042304039,
"m": 1.0
},
{
"p": 0.009490360505878925,
"m": 1.0
},
{
"p": 0.10233372449874878,
"m": 1.0
},
{
"p": 0.09442176669836044,
"m": 1.0
},
{
"p": 0.043921761214733124,
"m": 1.0
},
{
"p": 0.009114021435379982,
"m": 1.0
},
{
"p": 0.07642628997564316,
"m": 1.0
},
{
"p": 0.07214812934398651,
"m": 1.0
},
{
"p": 0.06560429185628891,
"m": 1.0
},
{
"p": 0.07329660654067993,
"m": 1.0
},
{
"p": 0.08394648134708405,
"m": 1.0
},
{
"p": 0.09234186261892319,
"m": 1.0
},
{
"p": 0.10912719368934631,
"m": 1.0
},
{
"p": 0.0775114968419075,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.0750172138214111,
"val_loss": 0.7348020672798157,
"acc": 73.92,
"time": 289.56923269695835,
"param": [
{
"p": 0.08920077234506607,
"m": 1.0
},
{
"p": 0.006066476926207542,
"m": 1.0
},
{
"p": 0.11086785048246384,
"m": 1.0
},
{
"p": 0.08963391929864883,
"m": 1.0
},
{
"p": 0.01160255167633295,
"m": 1.0
},
{
"p": 0.010119820013642311,
"m": 1.0
},
{
"p": 0.08484552055597305,
"m": 1.0
},
{
"p": 0.080319344997406,
"m": 1.0
},
{
"p": 0.06840772926807404,
"m": 1.0
},
{
"p": 0.08332720398902893,
"m": 1.0
},
{
"p": 0.08868461847305298,
"m": 1.0
},
{
"p": 0.09509681165218353,
"m": 1.0
},
{
"p": 0.10030551254749298,
"m": 1.0
},
{
"p": 0.08152192831039429,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.0551724433898926,
"val_loss": 0.8480501174926758,
"acc": 74.29,
"time": 275.9261549990042,
"param": [
{
"p": 0.10416541248559952,
"m": 1.0
},
{
"p": 0.0068245939910411835,
"m": 1.0
},
{
"p": 0.11619339883327484,
"m": 1.0
},
{
"p": 0.08346834778785706,
"m": 1.0
},
{
"p": 0.01276987325400114,
"m": 1.0
},
{
"p": 0.017752839252352715,
"m": 1.0
},
{
"p": 0.0757075697183609,
"m": 1.0
},
{
"p": 0.07300205528736115,
"m": 1.0
},
{
"p": 0.07302047312259674,
"m": 1.0
},
{
"p": 0.06541542708873749,
"m": 1.0
},
{
"p": 0.08421485126018524,
"m": 1.0
},
{
"p": 0.08484706282615662,
"m": 1.0
},
{
"p": 0.10880007594823837,
"m": 1.0
},
{
"p": 0.09381809830665588,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.1420189142227173,
"val_loss": 0.7058276534080505,
"acc": 73.55,
"time": 271.2342613909859,
"param": [
{
"p": 0.1036476343870163,
"m": 1.0
},
{
"p": 0.020515481010079384,
"m": 1.0
},
{
"p": 0.09829182177782059,
"m": 1.0
},
{
"p": 0.08830054104328156,
"m": 1.0
},
{
"p": 0.011434749700129032,
"m": 1.0
},
{
"p": 0.028045326471328735,
"m": 1.0
},
{
"p": 0.08618911355733871,
"m": 1.0
},
{
"p": 0.08614455908536911,
"m": 1.0
},
{
"p": 0.06275776773691177,
"m": 1.0
},
{
"p": 0.08091078698635101,
"m": 1.0
},
{
"p": 0.09563450515270233,
"m": 1.0
},
{
"p": 0.08173058927059174,
"m": 1.0
},
{
"p": 0.090238057076931,
"m": 1.0
},
{
"p": 0.06615910679101944,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 0.9621044993400574,
"val_loss": 0.6630289554595947,
"acc": 74.18,
"time": 280.5389432430384,
"param": [
{
"p": 0.08399847894906998,
"m": 1.0
},
{
"p": 0.0099372873082757,
"m": 1.0
},
{
"p": 0.10859886556863785,
"m": 1.0
},
{
"p": 0.07599389553070068,
"m": 1.0
},
{
"p": 0.0006805306766182184,
"m": 1.0
},
{
"p": 0.007366133388131857,
"m": 1.0
},
{
"p": 0.07781486213207245,
"m": 1.0
},
{
"p": 0.09760100394487381,
"m": 1.0
},
{
"p": 0.06172402203083038,
"m": 1.0
},
{
"p": 0.09115380048751831,
"m": 1.0
},
{
"p": 0.09169591963291168,
"m": 1.0
},
{
"p": 0.0720369964838028,
"m": 1.0
},
{
"p": 0.1286611706018448,
"m": 1.0
},
{
"p": 0.09273698925971985,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 0.8005996346473694,
"val_loss": 0.7913656830787659,
"acc": 74.37,
"time": 285.57356254401384,
"param": [
{
"p": 0.10099973529577255,
"m": 1.0
},
{
"p": 0.006529651582241058,
"m": 1.0
},
{
"p": 0.10625433921813965,
"m": 1.0
},
{
"p": 0.08330155909061432,
"m": 1.0
},
{
"p": 0.003919349983334541,
"m": 1.0
},
{
"p": 0.012290239334106445,
"m": 1.0
},
{
"p": 0.08754539489746094,
"m": 1.0
},
{
"p": 0.09353432059288025,
"m": 1.0
},
{
"p": 0.0894065648317337,
"m": 1.0
},
{
"p": 0.07260498404502869,
"m": 1.0
},
{
"p": 0.06537564098834991,
"m": 1.0
},
{
"p": 0.0950404480099678,
"m": 1.0
},
{
"p": 0.10419171303510666,
"m": 1.0
},
{
"p": 0.07900608330965042,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.2459737062454224,
"val_loss": 0.7836365103721619,
"acc": 74.06,
"time": 279.6325481220265,
"param": [
{
"p": 0.09178430587053299,
"m": 1.0
},
{
"p": 0.007765432354062796,
"m": 1.0
},
{
"p": 0.10791543126106262,
"m": 1.0
},
{
"p": 0.09170839935541153,
"m": 1.0
},
{
"p": 0.011286052875220776,
"m": 1.0
},
{
"p": 0.012803194113075733,
"m": 1.0
},
{
"p": 0.0789952203631401,
"m": 1.0
},
{
"p": 0.0850764587521553,
"m": 1.0
},
{
"p": 0.07200804352760315,
"m": 1.0
},
{
"p": 0.040982648730278015,
"m": 1.0
},
{
"p": 0.10237403213977814,
"m": 1.0
},
{
"p": 0.09715238213539124,
"m": 1.0
},
{
"p": 0.10587537288665771,
"m": 1.0
},
{
"p": 0.09427303820848465,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 1.426611304283142,
"val_loss": 0.7932830452919006,
"acc": 73.47,
"time": 268.5832911049947,
"param": [
{
"p": 0.09340599179267883,
"m": 1.0
},
{
"p": 0.008052442222833633,
"m": 1.0
},
{
"p": 0.09668174386024475,
"m": 1.0
},
{
"p": 0.08389794081449509,
"m": 1.0
},
{
"p": 0.007761435583233833,
"m": 1.0
},
{
"p": 0.017169330269098282,
"m": 1.0
},
{
"p": 0.0816558375954628,
"m": 1.0
},
{
"p": 0.07724352180957794,
"m": 1.0
},
{
"p": 0.06017138808965683,
"m": 1.0
},
{
"p": 0.07849323749542236,
"m": 1.0
},
{
"p": 0.10001080483198166,
"m": 1.0
},
{
"p": 0.1020548939704895,
"m": 1.0
},
{
"p": 0.10340568423271179,
"m": 1.0
},
{
"p": 0.0899958536028862,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.1866995096206665,
"val_loss": 0.8429374098777771,
"acc": 73.29,
"time": 281.4312507910072,
"param": [
{
"p": 0.10240096598863602,
"m": 1.0
},
{
"p": 0.008418305777013302,
"m": 1.0
},
{
"p": 0.10618021339178085,
"m": 1.0
},
{
"p": 0.1040421798825264,
"m": 1.0
},
{
"p": 0.010507268831133842,
"m": 1.0
},
{
"p": 0.01136092934757471,
"m": 1.0
},
{
"p": 0.043526776134967804,
"m": 1.0
},
{
"p": 0.0785054862499237,
"m": 1.0
},
{
"p": 0.07537709176540375,
"m": 1.0
},
{
"p": 0.07604152709245682,
"m": 1.0
},
{
"p": 0.08279792964458466,
"m": 1.0
},
{
"p": 0.11348042637109756,
"m": 1.0
},
{
"p": 0.08681028336286545,
"m": 1.0
},
{
"p": 0.10055059939622879,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.290213704109192,
"val_loss": 0.7194468379020691,
"acc": 74.32,
"time": 283.4422097139759,
"param": [
{
"p": 0.07884106785058975,
"m": 1.0
},
{
"p": 0.03381165862083435,
"m": 1.0
},
{
"p": 0.11928340792655945,
"m": 1.0
},
{
"p": 0.0633745938539505,
"m": 1.0
},
{
"p": 0.01018474530428648,
"m": 1.0
},
{
"p": 0.010245979763567448,
"m": 1.0
},
{
"p": 0.07443995028734207,
"m": 1.0
},
{
"p": 0.07524572312831879,
"m": 1.0
},
{
"p": 0.0814380869269371,
"m": 1.0
},
{
"p": 0.09034673869609833,
"m": 1.0
},
{
"p": 0.08147310465574265,
"m": 1.0
},
{
"p": 0.08061470091342926,
"m": 1.0
},
{
"p": 0.10789397358894348,
"m": 1.0
},
{
"p": 0.09280623495578766,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 0.9245453476905823,
"val_loss": 0.6852359771728516,
"acc": 73.33,
"time": 281.2968679469777,
"param": [
{
"p": 0.10219614207744598,
"m": 1.0
},
{
"p": 0.005972971208393574,
"m": 1.0
},
{
"p": 0.10280372202396393,
"m": 1.0
},
{
"p": 0.0865355059504509,
"m": 1.0
},
{
"p": 0.009224297478795052,
"m": 1.0
},
{
"p": 0.019199945032596588,
"m": 1.0
},
{
"p": 0.06028516963124275,
"m": 1.0
},
{
"p": 0.07747917622327805,
"m": 1.0
},
{
"p": 0.0786137804389,
"m": 1.0
},
{
"p": 0.07206326723098755,
"m": 1.0
},
{
"p": 0.08696971088647842,
"m": 1.0
},
{
"p": 0.10129674524068832,
"m": 1.0
},
{
"p": 0.11435140669345856,
"m": 1.0
},
{
"p": 0.0830080583691597,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.4204484224319458,
"val_loss": 0.6898385882377625,
"acc": 73.85,
"time": 280.2734845340019,
"param": [
{
"p": 0.08734672516584396,
"m": 1.0
},
{
"p": 0.009176826104521751,
"m": 1.0
},
{
"p": 0.10834149271249771,
"m": 1.0
},
{
"p": 0.09239011257886887,
"m": 1.0
},
{
"p": 0.00574689544737339,
"m": 1.0
},
{
"p": 0.05312446877360344,
"m": 1.0
},
{
"p": 0.06251733005046844,
"m": 1.0
},
{
"p": 0.08942702412605286,
"m": 1.0
},
{
"p": 0.07082673907279968,
"m": 1.0
},
{
"p": 0.057432666420936584,
"m": 1.0
},
{
"p": 0.0803270936012268,
"m": 1.0
},
{
"p": 0.10207856446504593,
"m": 1.0
},
{
"p": 0.1019304171204567,
"m": 1.0
},
{
"p": 0.07933361083269119,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.0631368160247803,
"val_loss": 0.7469784021377563,
"acc": 73.71,
"time": 287.0509784629685,
"param": [
{
"p": 0.09716000407934189,
"m": 1.0
},
{
"p": 0.00720773683860898,
"m": 1.0
},
{
"p": 0.1118829995393753,
"m": 1.0
},
{
"p": 0.07542504370212555,
"m": 1.0
},
{
"p": 0.0235116109251976,
"m": 1.0
},
{
"p": 0.016843795776367188,
"m": 1.0
},
{
"p": 0.08198319375514984,
"m": 1.0
},
{
"p": 0.08100967109203339,
"m": 1.0
},
{
"p": 0.07507959753274918,
"m": 1.0
},
{
"p": 0.06529832631349564,
"m": 1.0
},
{
"p": 0.10281342267990112,
"m": 1.0
},
{
"p": 0.07994814962148666,
"m": 1.0
},
{
"p": 0.10480120778083801,
"m": 1.0
},
{
"p": 0.07703517377376556,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 0.902368426322937,
"val_loss": 0.857430636882782,
"acc": 73.56,
"time": 290.2943555600359,
"param": [
{
"p": 0.09769787639379501,
"m": 1.0
},
{
"p": 0.005396390799432993,
"m": 1.0
},
{
"p": 0.1056121215224266,
"m": 1.0
},
{
"p": 0.10051687061786652,
"m": 1.0
},
{
"p": 0.007432193960994482,
"m": 1.0
},
{
"p": 0.008045457303524017,
"m": 1.0
},
{
"p": 0.062056999653577805,
"m": 1.0
},
{
"p": 0.0839725136756897,
"m": 1.0
},
{
"p": 0.07708104699850082,
"m": 1.0
},
{
"p": 0.08542170375585556,
"m": 1.0
},
{
"p": 0.08159998804330826,
"m": 1.0
},
{
"p": 0.09971926361322403,
"m": 1.0
},
{
"p": 0.09630624949932098,
"m": 1.0
},
{
"p": 0.08914130181074142,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.3554787635803223,
"val_loss": 0.8285956978797913,
"acc": 73.83,
"time": 294.6313474419876,
"param": [
{
"p": 0.09590985625982285,
"m": 1.0
},
{
"p": 0.0010871702106669545,
"m": 1.0
},
{
"p": 0.1120009496808052,
"m": 1.0
},
{
"p": 0.06780359148979187,
"m": 1.0
},
{
"p": 0.01670004241168499,
"m": 1.0
},
{
"p": 0.03603511303663254,
"m": 1.0
},
{
"p": 0.06085073947906494,
"m": 1.0
},
{
"p": 0.07815690338611603,
"m": 1.0
},
{
"p": 0.056645747274160385,
"m": 1.0
},
{
"p": 0.08738754689693451,
"m": 1.0
},
{
"p": 0.07742008566856384,
"m": 1.0
},
{
"p": 0.10977394133806229,
"m": 1.0
},
{
"p": 0.102361299097538,
"m": 1.0
},
{
"p": 0.09786708652973175,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.2970538139343262,
"val_loss": 0.8812754154205322,
"acc": 74.4,
"time": 291.2808899420197,
"param": [
{
"p": 0.0917874425649643,
"m": 1.0
},
{
"p": 0.006461336277425289,
"m": 1.0
},
{
"p": 0.10278428345918655,
"m": 1.0
},
{
"p": 0.08337203413248062,
"m": 1.0
},
{
"p": 0.027137691155076027,
"m": 1.0
},
{
"p": 0.014559222385287285,
"m": 1.0
},
{
"p": 0.06789916008710861,
"m": 1.0
},
{
"p": 0.09049457311630249,
"m": 1.0
},
{
"p": 0.07481486350297928,
"m": 1.0
},
{
"p": 0.08393271267414093,
"m": 1.0
},
{
"p": 0.08695939928293228,
"m": 1.0
},
{
"p": 0.06819123029708862,
"m": 1.0
},
{
"p": 0.11255626380443573,
"m": 1.0
},
{
"p": 0.08904986083507538,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.0932859182357788,
"val_loss": 0.7704526782035828,
"acc": 73.96,
"time": 288.1413011859986,
"param": [
{
"p": 0.1041506975889206,
"m": 1.0
},
{
"p": 0.004684681072831154,
"m": 1.0
},
{
"p": 0.09665028750896454,
"m": 1.0
},
{
"p": 0.10089464485645294,
"m": 1.0
},
{
"p": 0.008495155721902847,
"m": 1.0
},
{
"p": 0.004361457657068968,
"m": 1.0
},
{
"p": 0.08904886245727539,
"m": 1.0
},
{
"p": 0.08882100880146027,
"m": 1.0
},
{
"p": 0.07861604541540146,
"m": 1.0
},
{
"p": 0.07647710293531418,
"m": 1.0
},
{
"p": 0.10261695832014084,
"m": 1.0
},
{
"p": 0.11002548038959503,
"m": 1.0
},
{
"p": 0.046928029507398605,
"m": 1.0
},
{
"p": 0.08822966367006302,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.1078944206237793,
"val_loss": 0.7578029632568359,
"acc": 74.29,
"time": 295.4799892520532,
"param": [
{
"p": 0.09502575546503067,
"m": 1.0
},
{
"p": 0.008873207494616508,
"m": 1.0
},
{
"p": 0.0969325602054596,
"m": 1.0
},
{
"p": 0.0876300036907196,
"m": 1.0
},
{
"p": 0.0062944963574409485,
"m": 1.0
},
{
"p": 0.00707618985325098,
"m": 1.0
},
{
"p": 0.060439735651016235,
"m": 1.0
},
{
"p": 0.09975487738847733,
"m": 1.0
},
{
"p": 0.07109232991933823,
"m": 1.0
},
{
"p": 0.08790396898984909,
"m": 1.0
},
{
"p": 0.07400224357843399,
"m": 1.0
},
{
"p": 0.1176576167345047,
"m": 1.0
},
{
"p": 0.10384516417980194,
"m": 1.0
},
{
"p": 0.08347184211015701,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 0.9203113317489624,
"val_loss": 0.6968849301338196,
"acc": 74.37,
"time": 276.6238634699839,
"param": [
{
"p": 0.09686514735221863,
"m": 1.0
},
{
"p": 0.010167056694626808,
"m": 1.0
},
{
"p": 0.10240358114242554,
"m": 1.0
},
{
"p": 0.07422351092100143,
"m": 1.0
},
{
"p": 0.00688135763630271,
"m": 1.0
},
{
"p": 0.0026359637267887592,
"m": 1.0
},
{
"p": 0.08396916836500168,
"m": 1.0
},
{
"p": 0.08304812014102936,
"m": 1.0
},
{
"p": 0.08214540034532547,
"m": 1.0
},
{
"p": 0.07709654420614243,
"m": 1.0
},
{
"p": 0.09588737040758133,
"m": 1.0
},
{
"p": 0.08902422338724136,
"m": 1.0
},
{
"p": 0.10527303814888,
"m": 1.0
},
{
"p": 0.09037943184375763,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.0299363136291504,
"val_loss": 0.8125005960464478,
"acc": 74.42,
"time": 285.6206111180363,
"param": [
{
"p": 0.08904881030321121,
"m": 1.0
},
{
"p": 0.013119420036673546,
"m": 1.0
},
{
"p": 0.10112025588750839,
"m": 1.0
},
{
"p": 0.09073686599731445,
"m": 1.0
},
{
"p": 0.009866509586572647,
"m": 1.0
},
{
"p": 0.004738956689834595,
"m": 1.0
},
{
"p": 0.0721871480345726,
"m": 1.0
},
{
"p": 0.08370021730661392,
"m": 1.0
},
{
"p": 0.07387009263038635,
"m": 1.0
},
{
"p": 0.08477563410997391,
"m": 1.0
},
{
"p": 0.08801034092903137,
"m": 1.0
},
{
"p": 0.09783829003572464,
"m": 1.0
},
{
"p": 0.1152632012963295,
"m": 1.0
},
{
"p": 0.07572423666715622,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 0.8658010959625244,
"val_loss": 0.7398268580436707,
"acc": 74.21,
"time": 278.92132363602286,
"param": [
{
"p": 0.09284603595733643,
"m": 1.0
},
{
"p": 0.010132011957466602,
"m": 1.0
},
{
"p": 0.11697700619697571,
"m": 1.0
},
{
"p": 0.09988151490688324,
"m": 1.0
},
{
"p": 0.007879676297307014,
"m": 1.0
},
{
"p": 0.007524080574512482,
"m": 1.0
},
{
"p": 0.07876138389110565,
"m": 1.0
},
{
"p": 0.0853368490934372,
"m": 1.0
},
{
"p": 0.07373658567667007,
"m": 1.0
},
{
"p": 0.09314178675413132,
"m": 1.0
},
{
"p": 0.08619044721126556,
"m": 1.0
},
{
"p": 0.106275774538517,
"m": 1.0
},
{
"p": 0.08136916160583496,
"m": 1.0
},
{
"p": 0.05994768440723419,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.039758324623108,
"val_loss": 0.7150865197181702,
"acc": 74.24,
"time": 296.65898760501295,
"param": [
{
"p": 0.0905647799372673,
"m": 1.0
},
{
"p": 0.007105647120624781,
"m": 1.0
},
{
"p": 0.10871283710002899,
"m": 1.0
},
{
"p": 0.10419152677059174,
"m": 1.0
},
{
"p": 0.00929397065192461,
"m": 1.0
},
{
"p": 0.006056369282305241,
"m": 1.0
},
{
"p": 0.08361203223466873,
"m": 1.0
},
{
"p": 0.08723977953195572,
"m": 1.0
},
{
"p": 0.06962956488132477,
"m": 1.0
},
{
"p": 0.08345112204551697,
"m": 1.0
},
{
"p": 0.08389394730329514,
"m": 1.0
},
{
"p": 0.09457919746637344,
"m": 1.0
},
{
"p": 0.09462200850248337,
"m": 1.0
},
{
"p": 0.07704724371433258,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.1176433563232422,
"val_loss": 0.8342899084091187,
"acc": 74.62,
"time": 309.19297019497026,
"param": [
{
"p": 0.09725216031074524,
"m": 1.0
},
{
"p": 0.004024348687380552,
"m": 1.0
},
{
"p": 0.09370749443769455,
"m": 1.0
},
{
"p": 0.08794201165437698,
"m": 1.0
},
{
"p": 0.013720141723752022,
"m": 1.0
},
{
"p": 0.021636633202433586,
"m": 1.0
},
{
"p": 0.0782419964671135,
"m": 1.0
},
{
"p": 0.0897754356265068,
"m": 1.0
},
{
"p": 0.08485621958971024,
"m": 1.0
},
{
"p": 0.0812026858329773,
"m": 1.0
},
{
"p": 0.08837687969207764,
"m": 1.0
},
{
"p": 0.08807848393917084,
"m": 1.0
},
{
"p": 0.0930861309170723,
"m": 1.0
},
{
"p": 0.0780993327498436,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.3997443914413452,
"val_loss": 0.7829701900482178,
"acc": 74.14,
"time": 294.2163426009938,
"param": [
{
"p": 0.11450977623462677,
"m": 1.0
},
{
"p": 0.010084947571158409,
"m": 1.0
},
{
"p": 0.09608035534620285,
"m": 1.0
},
{
"p": 0.09025579690933228,
"m": 1.0
},
{
"p": 0.010991187766194344,
"m": 1.0
},
{
"p": 0.02363368310034275,
"m": 1.0
},
{
"p": 0.07122085988521576,
"m": 1.0
},
{
"p": 0.08298458158969879,
"m": 1.0
},
{
"p": 0.0949612706899643,
"m": 1.0
},
{
"p": 0.05407146364450455,
"m": 1.0
},
{
"p": 0.07453001290559769,
"m": 1.0
},
{
"p": 0.095899298787117,
"m": 1.0
},
{
"p": 0.10034129023551941,
"m": 1.0
},
{
"p": 0.08043539524078369,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 1.3830734491348267,
"val_loss": 0.8212902545928955,
"acc": 74.4,
"time": 295.50425861304393,
"param": [
{
"p": 0.08549550175666809,
"m": 1.0
},
{
"p": 0.012234210968017578,
"m": 1.0
},
{
"p": 0.1027582660317421,
"m": 1.0
},
{
"p": 0.0846787840127945,
"m": 1.0
},
{
"p": 0.010188460350036621,
"m": 1.0
},
{
"p": 0.0074613941833376884,
"m": 1.0
},
{
"p": 0.08738189935684204,
"m": 1.0
},
{
"p": 0.09647525101900101,
"m": 1.0
},
{
"p": 0.07223216444253922,
"m": 1.0
},
{
"p": 0.08147961646318436,
"m": 1.0
},
{
"p": 0.07881306856870651,
"m": 1.0
},
{
"p": 0.09074202924966812,
"m": 1.0
},
{
"p": 0.10068465024232864,
"m": 1.0
},
{
"p": 0.08937463909387589,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.1320650577545166,
"val_loss": 0.7847237586975098,
"acc": 74.19,
"time": 308.1714129860047,
"param": [
{
"p": 0.07953518629074097,
"m": 1.0
},
{
"p": 0.00697830505669117,
"m": 1.0
},
{
"p": 0.09766672551631927,
"m": 1.0
},
{
"p": 0.09512029588222504,
"m": 1.0
},
{
"p": 0.010359404608607292,
"m": 1.0
},
{
"p": 0.005847632884979248,
"m": 1.0
},
{
"p": 0.09577009826898575,
"m": 1.0
},
{
"p": 0.0827752873301506,
"m": 1.0
},
{
"p": 0.08307556807994843,
"m": 1.0
},
{
"p": 0.07136677205562592,
"m": 1.0
},
{
"p": 0.08099735528230667,
"m": 1.0
},
{
"p": 0.10009138286113739,
"m": 1.0
},
{
"p": 0.08552750200033188,
"m": 1.0
},
{
"p": 0.10488854348659515,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.3974969387054443,
"val_loss": 0.9631867408752441,
"acc": 74.09,
"time": 301.64261517400155,
"param": [
{
"p": 0.09305023401975632,
"m": 1.0
},
{
"p": 0.009078833274543285,
"m": 1.0
},
{
"p": 0.1115880161523819,
"m": 1.0
},
{
"p": 0.09078919142484665,
"m": 1.0
},
{
"p": 0.008438521064817905,
"m": 1.0
},
{
"p": 0.005157322157174349,
"m": 1.0
},
{
"p": 0.09103905409574509,
"m": 1.0
},
{
"p": 0.09441923350095749,
"m": 1.0
},
{
"p": 0.08509494364261627,
"m": 1.0
},
{
"p": 0.06646478176116943,
"m": 1.0
},
{
"p": 0.08567073941230774,
"m": 1.0
},
{
"p": 0.08644991368055344,
"m": 1.0
},
{
"p": 0.09858562797307968,
"m": 1.0
},
{
"p": 0.07417354732751846,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 0.8093662261962891,
"val_loss": 0.816437304019928,
"acc": 74.06,
"time": 292.908141220978,
"param": [
{
"p": 0.08963686972856522,
"m": 1.0
},
{
"p": 0.00720790633931756,
"m": 1.0
},
{
"p": 0.11143959313631058,
"m": 1.0
},
{
"p": 0.0878472626209259,
"m": 1.0
},
{
"p": 0.0093202143907547,
"m": 1.0
},
{
"p": 0.008949744515120983,
"m": 1.0
},
{
"p": 0.05965505912899971,
"m": 1.0
},
{
"p": 0.09469207376241684,
"m": 1.0
},
{
"p": 0.08895912766456604,
"m": 1.0
},
{
"p": 0.08619488030672073,
"m": 1.0
},
{
"p": 0.07691987603902817,
"m": 1.0
},
{
"p": 0.08970943093299866,
"m": 1.0
},
{
"p": 0.10180074721574783,
"m": 1.0
},
{
"p": 0.087667316198349,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.2497674226760864,
"val_loss": 0.7760263681411743,
"acc": 73.83,
"time": 300.18303404096514,
"param": [
{
"p": 0.08828380703926086,
"m": 1.0
},
{
"p": 0.008100141771137714,
"m": 1.0
},
{
"p": 0.10856252163648605,
"m": 1.0
},
{
"p": 0.07476139813661575,
"m": 1.0
},
{
"p": 0.010294819250702858,
"m": 1.0
},
{
"p": 0.006766209844499826,
"m": 1.0
},
{
"p": 0.08740290999412537,
"m": 1.0
},
{
"p": 0.0982387438416481,
"m": 1.0
},
{
"p": 0.07364726066589355,
"m": 1.0
},
{
"p": 0.08646321296691895,
"m": 1.0
},
{
"p": 0.07281777262687683,
"m": 1.0
},
{
"p": 0.09268074482679367,
"m": 1.0
},
{
"p": 0.10013868659734726,
"m": 1.0
},
{
"p": 0.09184172749519348,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.5786528587341309,
"val_loss": 0.8366875052452087,
"acc": 74.46,
"time": 301.1730759560014,
"param": [
{
"p": 0.0576871782541275,
"m": 1.0
},
{
"p": 0.007390933111310005,
"m": 1.0
},
{
"p": 0.08874683082103729,
"m": 1.0
},
{
"p": 0.06517452001571655,
"m": 1.0
},
{
"p": 0.020942173898220062,
"m": 1.0
},
{
"p": 0.03273383527994156,
"m": 1.0
},
{
"p": 0.09285317361354828,
"m": 1.0
},
{
"p": 0.07923051714897156,
"m": 1.0
},
{
"p": 0.06654804199934006,
"m": 1.0
},
{
"p": 0.06295636296272278,
"m": 1.0
},
{
"p": 0.0963936299085617,
"m": 1.0
},
{
"p": 0.13231797516345978,
"m": 1.0
},
{
"p": 0.09052784740924835,
"m": 1.0
},
{
"p": 0.1064969077706337,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 0.8297633528709412,
"val_loss": 0.7696564793586731,
"acc": 73.7,
"time": 294.8113584530074,
"param": [
{
"p": 0.09834951907396317,
"m": 1.0
},
{
"p": 0.007387934718281031,
"m": 1.0
},
{
"p": 0.11338167637586594,
"m": 1.0
},
{
"p": 0.09216199815273285,
"m": 1.0
},
{
"p": 0.011126061901450157,
"m": 1.0
},
{
"p": 0.009261511266231537,
"m": 1.0
},
{
"p": 0.0977453961968422,
"m": 1.0
},
{
"p": 0.06479081511497498,
"m": 1.0
},
{
"p": 0.08861353248357773,
"m": 1.0
},
{
"p": 0.0644771009683609,
"m": 1.0
},
{
"p": 0.09313458949327469,
"m": 1.0
},
{
"p": 0.08572910726070404,
"m": 1.0
},
{
"p": 0.0855046957731247,
"m": 1.0
},
{
"p": 0.08833620697259903,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.0621315240859985,
"val_loss": 0.8340355753898621,
"acc": 74.58,
"time": 299.59263101394754,
"param": [
{
"p": 0.10449262708425522,
"m": 1.0
},
{
"p": 0.005442784167826176,
"m": 1.0
},
{
"p": 0.09228400886058807,
"m": 1.0
},
{
"p": 0.08545000851154327,
"m": 1.0
},
{
"p": 0.010160477831959724,
"m": 1.0
},
{
"p": 0.00969349779188633,
"m": 1.0
},
{
"p": 0.06683740019798279,
"m": 1.0
},
{
"p": 0.08490429073572159,
"m": 1.0
},
{
"p": 0.08002256602048874,
"m": 1.0
},
{
"p": 0.07473742216825485,
"m": 1.0
},
{
"p": 0.09955843538045883,
"m": 1.0
},
{
"p": 0.1062956228852272,
"m": 1.0
},
{
"p": 0.08972746133804321,
"m": 1.0
},
{
"p": 0.09039345383644104,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 1.005940318107605,
"val_loss": 0.7661743760108948,
"acc": 74.64,
"time": 289.793134534033,
"param": [
{
"p": 0.09280095249414444,
"m": 1.0
},
{
"p": 0.006730988621711731,
"m": 1.0
},
{
"p": 0.09460838884115219,
"m": 1.0
},
{
"p": 0.06731206923723221,
"m": 1.0
},
{
"p": 0.0301121287047863,
"m": 1.0
},
{
"p": 0.009441619738936424,
"m": 1.0
},
{
"p": 0.08707448840141296,
"m": 1.0
},
{
"p": 0.08582992851734161,
"m": 1.0
},
{
"p": 0.08170123398303986,
"m": 1.0
},
{
"p": 0.09102007746696472,
"m": 1.0
},
{
"p": 0.07868492603302002,
"m": 1.0
},
{
"p": 0.07651177048683167,
"m": 1.0
},
{
"p": 0.09791666269302368,
"m": 1.0
},
{
"p": 0.10025481134653091,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.1539546251296997,
"val_loss": 0.722993016242981,
"acc": 74.51,
"time": 293.0636108579929,
"param": [
{
"p": 0.0988381877541542,
"m": 1.0
},
{
"p": 0.008112459443509579,
"m": 1.0
},
{
"p": 0.09366475045681,
"m": 1.0
},
{
"p": 0.08244751393795013,
"m": 1.0
},
{
"p": 0.008995291776955128,
"m": 1.0
},
{
"p": 0.010760625824332237,
"m": 1.0
},
{
"p": 0.08448496460914612,
"m": 1.0
},
{
"p": 0.08448558300733566,
"m": 1.0
},
{
"p": 0.07996167242527008,
"m": 1.0
},
{
"p": 0.07253735512495041,
"m": 1.0
},
{
"p": 0.08991865068674088,
"m": 1.0
},
{
"p": 0.08612827211618423,
"m": 1.0
},
{
"p": 0.10040811449289322,
"m": 1.0
},
{
"p": 0.09925656020641327,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.2873799800872803,
"val_loss": 0.7846515774726868,
"acc": 75.09,
"time": 290.9674305570079,
"param": [
{
"p": 0.08912868797779083,
"m": 1.0
},
{
"p": 0.007280675694346428,
"m": 1.0
},
{
"p": 0.1041613519191742,
"m": 1.0
},
{
"p": 0.1077832281589508,
"m": 1.0
},
{
"p": 0.008647914975881577,
"m": 1.0
},
{
"p": 0.006072440650314093,
"m": 1.0
},
{
"p": 0.07856643944978714,
"m": 1.0
},
{
"p": 0.08250055462121964,
"m": 1.0
},
{
"p": 0.09412521868944168,
"m": 1.0
},
{
"p": 0.06727153807878494,
"m": 1.0
},
{
"p": 0.09623879194259644,
"m": 1.0
},
{
"p": 0.10460496693849564,
"m": 1.0
},
{
"p": 0.06271981447935104,
"m": 1.0
},
{
"p": 0.09089844673871994,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 1.1069988012313843,
"val_loss": 0.8822664618492126,
"acc": 74.65,
"time": 285.954870165966,
"param": [
{
"p": 0.10762692987918854,
"m": 1.0
},
{
"p": 0.03635485842823982,
"m": 1.0
},
{
"p": 0.10235819965600967,
"m": 1.0
},
{
"p": 0.06749650090932846,
"m": 1.0
},
{
"p": 0.007972074672579765,
"m": 1.0
},
{
"p": 0.008288734592497349,
"m": 1.0
},
{
"p": 0.07478561252355576,
"m": 1.0
},
{
"p": 0.08609973639249802,
"m": 1.0
},
{
"p": 0.0850939080119133,
"m": 1.0
},
{
"p": 0.08513891696929932,
"m": 1.0
},
{
"p": 0.08686494827270508,
"m": 1.0
},
{
"p": 0.09157612174749374,
"m": 1.0
},
{
"p": 0.08477409183979034,
"m": 1.0
},
{
"p": 0.07556936889886856,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.1839025020599365,
"val_loss": 0.7119778990745544,
"acc": 74.36,
"time": 307.9278655699454,
"param": [
{
"p": 0.09283363074064255,
"m": 1.0
},
{
"p": 0.003946635872125626,
"m": 1.0
},
{
"p": 0.10598550736904144,
"m": 1.0
},
{
"p": 0.07129046320915222,
"m": 1.0
},
{
"p": 0.00927843526005745,
"m": 1.0
},
{
"p": 0.03137470409274101,
"m": 1.0
},
{
"p": 0.08077260106801987,
"m": 1.0
},
{
"p": 0.08438820391893387,
"m": 1.0
},
{
"p": 0.09290117025375366,
"m": 1.0
},
{
"p": 0.09224918484687805,
"m": 1.0
},
{
"p": 0.07269526273012161,
"m": 1.0
},
{
"p": 0.08582683652639389,
"m": 1.0
},
{
"p": 0.0891130194067955,
"m": 1.0
},
{
"p": 0.08734440058469772,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 0.8254867196083069,
"val_loss": 0.7130780816078186,
"acc": 74.06,
"time": 299.26502047199756,
"param": [
{
"p": 0.09404706954956055,
"m": 1.0
},
{
"p": 0.010097707621753216,
"m": 1.0
},
{
"p": 0.10893671959638596,
"m": 1.0
},
{
"p": 0.10423398017883301,
"m": 1.0
},
{
"p": 0.011610912159085274,
"m": 1.0
},
{
"p": 0.001635378343053162,
"m": 1.0
},
{
"p": 0.050204478204250336,
"m": 1.0
},
{
"p": 0.0873744785785675,
"m": 1.0
},
{
"p": 0.08277542144060135,
"m": 1.0
},
{
"p": 0.08459555357694626,
"m": 1.0
},
{
"p": 0.09521421790122986,
"m": 1.0
},
{
"p": 0.0940467044711113,
"m": 1.0
},
{
"p": 0.0839143842458725,
"m": 1.0
},
{
"p": 0.09131306409835815,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 0.9915866851806641,
"val_loss": 0.9413827657699585,
"acc": 74.34,
"time": 293.66966631502146,
"param": [
{
"p": 0.09197821468114853,
"m": 1.0
},
{
"p": 0.02579142339527607,
"m": 1.0
},
{
"p": 0.05473005771636963,
"m": 1.0
},
{
"p": 0.08398284018039703,
"m": 1.0
},
{
"p": 0.008139868266880512,
"m": 1.0
},
{
"p": 0.007758566178381443,
"m": 1.0
},
{
"p": 0.0744645968079567,
"m": 1.0
},
{
"p": 0.10011830925941467,
"m": 1.0
},
{
"p": 0.09482290595769882,
"m": 1.0
},
{
"p": 0.09004621207714081,
"m": 1.0
},
{
"p": 0.09601239114999771,
"m": 1.0
},
{
"p": 0.08557893335819244,
"m": 1.0
},
{
"p": 0.11359774321317673,
"m": 1.0
},
{
"p": 0.07297788560390472,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 0.9385388493537903,
"val_loss": 0.7192735075950623,
"acc": 74.34,
"time": 305.7253588270396,
"param": [
{
"p": 0.1003318801522255,
"m": 1.0
},
{
"p": 0.001068382989615202,
"m": 1.0
},
{
"p": 0.09079958498477936,
"m": 1.0
},
{
"p": 0.08697810769081116,
"m": 1.0
},
{
"p": 0.01342637650668621,
"m": 1.0
},
{
"p": 0.006391885690391064,
"m": 1.0
},
{
"p": 0.0711408481001854,
"m": 1.0
},
{
"p": 0.09660807996988297,
"m": 1.0
},
{
"p": 0.07954851537942886,
"m": 1.0
},
{
"p": 0.09127309173345566,
"m": 1.0
},
{
"p": 0.09222032129764557,
"m": 1.0
},
{
"p": 0.08579763025045395,
"m": 1.0
},
{
"p": 0.09133896976709366,
"m": 1.0
},
{
"p": 0.09307626634836197,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.0676894187927246,
"val_loss": 0.7700760364532471,
"acc": 74.54,
"time": 302.0631729629822,
"param": [
{
"p": 0.08489392697811127,
"m": 1.0
},
{
"p": 0.0006743139820173383,
"m": 1.0
},
{
"p": 0.10498418658971786,
"m": 1.0
},
{
"p": 0.07429327070713043,
"m": 1.0
},
{
"p": 0.010428676381707191,
"m": 1.0
},
{
"p": 0.011547664180397987,
"m": 1.0
},
{
"p": 0.08741073310375214,
"m": 1.0
},
{
"p": 0.09284532815217972,
"m": 1.0
},
{
"p": 0.06717894971370697,
"m": 1.0
},
{
"p": 0.08735629916191101,
"m": 1.0
},
{
"p": 0.0875469446182251,
"m": 1.0
},
{
"p": 0.10359316319227219,
"m": 1.0
},
{
"p": 0.09839046001434326,
"m": 1.0
},
{
"p": 0.08885602653026581,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 0.967535138130188,
"val_loss": 0.741188645362854,
"acc": 74.53,
"time": 314.99222282494884,
"param": [
{
"p": 0.10376525670289993,
"m": 1.0
},
{
"p": 0.007053721230477095,
"m": 1.0
},
{
"p": 0.09673827141523361,
"m": 1.0
},
{
"p": 0.07080015540122986,
"m": 1.0
},
{
"p": 0.007022062316536903,
"m": 1.0
},
{
"p": 0.008641104213893414,
"m": 1.0
},
{
"p": 0.08549231290817261,
"m": 1.0
},
{
"p": 0.10174482315778732,
"m": 1.0
},
{
"p": 0.08340005576610565,
"m": 1.0
},
{
"p": 0.0930640771985054,
"m": 1.0
},
{
"p": 0.07754529267549515,
"m": 1.0
},
{
"p": 0.07549925148487091,
"m": 1.0
},
{
"p": 0.09407395869493484,
"m": 1.0
},
{
"p": 0.09515964984893799,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.1764129400253296,
"val_loss": 0.7426883578300476,
"acc": 74.38,
"time": 313.3697634289856,
"param": [
{
"p": 0.12215735763311386,
"m": 1.0
},
{
"p": 0.00694723054766655,
"m": 1.0
},
{
"p": 0.08022990822792053,
"m": 1.0
},
{
"p": 0.06562717258930206,
"m": 1.0
},
{
"p": 0.015310104936361313,
"m": 1.0
},
{
"p": 0.01008035521954298,
"m": 1.0
},
{
"p": 0.09710495173931122,
"m": 1.0
},
{
"p": 0.10405658185482025,
"m": 1.0
},
{
"p": 0.0518152192234993,
"m": 1.0
},
{
"p": 0.07425754517316818,
"m": 1.0
},
{
"p": 0.09803484380245209,
"m": 1.0
},
{
"p": 0.09423983097076416,
"m": 1.0
},
{
"p": 0.08547630161046982,
"m": 1.0
},
{
"p": 0.09466256946325302,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.1910803318023682,
"val_loss": 0.827262818813324,
"acc": 74.21,
"time": 311.2449270010111,
"param": [
{
"p": 0.0918629914522171,
"m": 1.0
},
{
"p": 0.008773804642260075,
"m": 1.0
},
{
"p": 0.11091060936450958,
"m": 1.0
},
{
"p": 0.07087047398090363,
"m": 1.0
},
{
"p": 0.008762544021010399,
"m": 1.0
},
{
"p": 0.005639341194182634,
"m": 1.0
},
{
"p": 0.08079802244901657,
"m": 1.0
},
{
"p": 0.08673981577157974,
"m": 1.0
},
{
"p": 0.07874605059623718,
"m": 1.0
},
{
"p": 0.08348942548036575,
"m": 1.0
},
{
"p": 0.08111757785081863,
"m": 1.0
},
{
"p": 0.10330311208963394,
"m": 1.0
},
{
"p": 0.09118952602148056,
"m": 1.0
},
{
"p": 0.09779679775238037,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 0.9642822742462158,
"val_loss": 0.8460484743118286,
"acc": 74.69,
"time": 319.6210964990314,
"param": [
{
"p": 0.08814962953329086,
"m": 1.0
},
{
"p": 0.005838651210069656,
"m": 1.0
},
{
"p": 0.10757017135620117,
"m": 1.0
},
{
"p": 0.06998424232006073,
"m": 1.0
},
{
"p": 0.04603155702352524,
"m": 1.0
},
{
"p": 0.009939644485712051,
"m": 1.0
},
{
"p": 0.08824252337217331,
"m": 1.0
},
{
"p": 0.07762375473976135,
"m": 1.0
},
{
"p": 0.09301239997148514,
"m": 1.0
},
{
"p": 0.0884118303656578,
"m": 1.0
},
{
"p": 0.07768232375383377,
"m": 1.0
},
{
"p": 0.08418185263872147,
"m": 1.0
},
{
"p": 0.08361881971359253,
"m": 1.0
},
{
"p": 0.07971250265836716,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.3183269500732422,
"val_loss": 0.9037410616874695,
"acc": 74.62,
"time": 307.6028579180129,
"param": [
{
"p": 0.1034792959690094,
"m": 1.0
},
{
"p": 0.008042989298701286,
"m": 1.0
},
{
"p": 0.09390901029109955,
"m": 1.0
},
{
"p": 0.05936697870492935,
"m": 1.0
},
{
"p": 0.008104790933430195,
"m": 1.0
},
{
"p": 0.007714256644248962,
"m": 1.0
},
{
"p": 0.08970844745635986,
"m": 1.0
},
{
"p": 0.09493061155080795,
"m": 1.0
},
{
"p": 0.08808118104934692,
"m": 1.0
},
{
"p": 0.08608506619930267,
"m": 1.0
},
{
"p": 0.0795232504606247,
"m": 1.0
},
{
"p": 0.0805990919470787,
"m": 1.0
},
{
"p": 0.10835760086774826,
"m": 1.0
},
{
"p": 0.09209743142127991,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.128196358680725,
"val_loss": 0.7202768325805664,
"acc": 74.57,
"time": 298.28728892601794,
"param": [
{
"p": 0.09165676683187485,
"m": 1.0
},
{
"p": 0.008450732566416264,
"m": 1.0
},
{
"p": 0.10954433679580688,
"m": 1.0
},
{
"p": 0.08729611337184906,
"m": 1.0
},
{
"p": 0.010453363880515099,
"m": 1.0
},
{
"p": 0.005159466993063688,
"m": 1.0
},
{
"p": 0.09627661108970642,
"m": 1.0
},
{
"p": 0.07833870500326157,
"m": 1.0
},
{
"p": 0.07112680375576019,
"m": 1.0
},
{
"p": 0.09164777398109436,
"m": 1.0
},
{
"p": 0.08950906246900558,
"m": 1.0
},
{
"p": 0.08155424147844315,
"m": 1.0
},
{
"p": 0.08898074924945831,
"m": 1.0
},
{
"p": 0.0900052934885025,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 0.7717055082321167,
"val_loss": 0.7518718242645264,
"acc": 73.75,
"time": 310.71954957197886,
"param": [
{
"p": 0.0925249233841896,
"m": 1.0
},
{
"p": 0.01002951804548502,
"m": 1.0
},
{
"p": 0.0986516997218132,
"m": 1.0
},
{
"p": 0.07774896919727325,
"m": 1.0
},
{
"p": 0.03420170769095421,
"m": 1.0
},
{
"p": 0.009727357886731625,
"m": 1.0
},
{
"p": 0.07960712164640427,
"m": 1.0
},
{
"p": 0.08391464501619339,
"m": 1.0
},
{
"p": 0.08322325348854065,
"m": 1.0
},
{
"p": 0.07692034542560577,
"m": 1.0
},
{
"p": 0.07864612340927124,
"m": 1.0
},
{
"p": 0.0935264378786087,
"m": 1.0
},
{
"p": 0.09341797977685928,
"m": 1.0
},
{
"p": 0.08785995095968246,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.2087931632995605,
"val_loss": 0.9130051732063293,
"acc": 74.2,
"time": 307.71204435499385,
"param": [
{
"p": 0.09853728860616684,
"m": 1.0
},
{
"p": 0.00799045991152525,
"m": 1.0
},
{
"p": 0.09288452565670013,
"m": 1.0
},
{
"p": 0.07342459261417389,
"m": 1.0
},
{
"p": 0.005706390365958214,
"m": 1.0
},
{
"p": 0.009432368911802769,
"m": 1.0
},
{
"p": 0.08129380643367767,
"m": 1.0
},
{
"p": 0.09733018279075623,
"m": 1.0
},
{
"p": 0.08020968735218048,
"m": 1.0
},
{
"p": 0.08500633388757706,
"m": 1.0
},
{
"p": 0.0902712345123291,
"m": 1.0
},
{
"p": 0.09225606173276901,
"m": 1.0
},
{
"p": 0.0938810482621193,
"m": 1.0
},
{
"p": 0.09177599847316742,
"m": 1.0
}
]
}
]
}
Reference in a new issue Copy permalink