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(Mix0.8-14TFx3-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-0.json

13038 lines
191 KiB
JSON
Raw Normal View History

Stock logs
2020-02-28 16:32:22 -05:00
{
"Accuracy": 74.82,
"Time": [
300.1280353800746,
15.560770751464805,
60166.384634115995
],
"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": 4.368655204772949,
"val_loss": 2.0870680809020996,
"acc": 28.22,
"time": 272.8986159139895,
"param": [
{
"p": 0.078572578728199,
"m": 1.0
},
{
"p": 0.10287492722272873,
"m": 1.0
},
{
"p": 0.08173570036888123,
"m": 1.0
},
{
"p": 0.07124803960323334,
"m": 1.0
},
{
"p": 0.09176147729158401,
"m": 1.0
},
{
"p": 0.09504903107881546,
"m": 1.0
},
{
"p": 0.10612214356660843,
"m": 1.0
},
{
"p": 0.03491649776697159,
"m": 1.0
},
{
"p": 0.03105056658387184,
"m": 1.0
},
{
"p": 0.05161018297076225,
"m": 1.0
},
{
"p": 0.01146792247891426,
"m": 1.0
},
{
"p": 0.09218966215848923,
"m": 1.0
},
{
"p": 0.053217291831970215,
"m": 1.0
},
{
"p": 0.09818403422832489,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.145305633544922,
"val_loss": 1.8403674364089966,
"acc": 33.57,
"time": 319.9126475689991,
"param": [
{
"p": 0.14196749031543732,
"m": 1.0
},
{
"p": 0.08287886530160904,
"m": 1.0
},
{
"p": 0.10153765231370926,
"m": 1.0
},
{
"p": 0.03283919021487236,
"m": 1.0
},
{
"p": 0.1239243894815445,
"m": 1.0
},
{
"p": 0.10098931938409805,
"m": 1.0
},
{
"p": 0.16351169347763062,
"m": 1.0
},
{
"p": 0.07476674765348434,
"m": 1.0
},
{
"p": 0.06936729699373245,
"m": 1.0
},
{
"p": 0.0007413291023112833,
"m": 1.0
},
{
"p": 0.009181439876556396,
"m": 1.0
},
{
"p": 0.061493881046772,
"m": 1.0
},
{
"p": 0.036059312522411346,
"m": 1.0
},
{
"p": 0.0007413291023112833,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 3.555276393890381,
"val_loss": 1.6902836561203003,
"acc": 39.17,
"time": 311.61765979399206,
"param": [
{
"p": 0.14911235868930817,
"m": 1.0
},
{
"p": 0.013051382265985012,
"m": 1.0
},
{
"p": 0.06830868124961853,
"m": 1.0
},
{
"p": 0.021011585369706154,
"m": 1.0
},
{
"p": 0.11535005271434784,
"m": 1.0
},
{
"p": 0.03736360743641853,
"m": 1.0
},
{
"p": 0.17104020714759827,
"m": 1.0
},
{
"p": 0.0007244738517329097,
"m": 1.0
},
{
"p": 0.0597330778837204,
"m": 1.0
},
{
"p": 0.07335664331912994,
"m": 1.0
},
{
"p": 0.07990304380655289,
"m": 1.0
},
{
"p": 0.09804597496986389,
"m": 1.0
},
{
"p": 0.09312809258699417,
"m": 1.0
},
{
"p": 0.01987077295780182,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.2534360885620117,
"val_loss": 1.5236319303512573,
"acc": 42.68,
"time": 333.8496278799721,
"param": [
{
"p": 0.1516617089509964,
"m": 1.0
},
{
"p": 0.0034186411648988724,
"m": 1.0
},
{
"p": 0.12586848437786102,
"m": 1.0
},
{
"p": 0.0032876338809728622,
"m": 1.0
},
{
"p": 0.10315883159637451,
"m": 1.0
},
{
"p": 0.0007208953029476106,
"m": 1.0
},
{
"p": 0.1437380313873291,
"m": 1.0
},
{
"p": 0.035249318927526474,
"m": 1.0
},
{
"p": 0.0664043202996254,
"m": 1.0
},
{
"p": 0.07430117577314377,
"m": 1.0
},
{
"p": 0.06654533743858337,
"m": 1.0
},
{
"p": 0.13133734464645386,
"m": 1.0
},
{
"p": 0.09281761944293976,
"m": 1.0
},
{
"p": 0.0014906572178006172,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.4708237648010254,
"val_loss": 1.5275527238845825,
"acc": 43.66,
"time": 315.0179699680011,
"param": [
{
"p": 0.1654655784368515,
"m": 1.0
},
{
"p": 0.0007171999313868582,
"m": 1.0
},
{
"p": 0.16234321892261505,
"m": 1.0
},
{
"p": 0.024998769164085388,
"m": 1.0
},
{
"p": 0.11544095724821091,
"m": 1.0
},
{
"p": 0.012604901567101479,
"m": 1.0
},
{
"p": 0.1778096705675125,
"m": 1.0
},
{
"p": 0.0007171999313868582,
"m": 1.0
},
{
"p": 0.02729395404458046,
"m": 1.0
},
{
"p": 0.0007171999313868582,
"m": 1.0
},
{
"p": 0.06819786131381989,
"m": 1.0
},
{
"p": 0.14404559135437012,
"m": 1.0
},
{
"p": 0.09624555706977844,
"m": 1.0
},
{
"p": 0.003402339294552803,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.2282605171203613,
"val_loss": 1.4155913591384888,
"acc": 48.48,
"time": 328.2245570139785,
"param": [
{
"p": 0.17752188444137573,
"m": 1.0
},
{
"p": 0.0061630504205822945,
"m": 1.0
},
{
"p": 0.1471380740404129,
"m": 1.0
},
{
"p": 0.0476449653506279,
"m": 1.0
},
{
"p": 0.10055039823055267,
"m": 1.0
},
{
"p": 0.04922692850232124,
"m": 1.0
},
{
"p": 0.15670068562030792,
"m": 1.0
},
{
"p": 0.0007168644806370139,
"m": 1.0
},
{
"p": 0.0007168644806370139,
"m": 1.0
},
{
"p": 0.06751510500907898,
"m": 1.0
},
{
"p": 0.04173779860138893,
"m": 1.0
},
{
"p": 0.11282479017972946,
"m": 1.0
},
{
"p": 0.041534680873155594,
"m": 1.0
},
{
"p": 0.05000777915120125,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 2.9791085720062256,
"val_loss": 1.4370884895324707,
"acc": 49.88,
"time": 284.7422645940096,
"param": [
{
"p": 0.19275406002998352,
"m": 1.0
},
{
"p": 0.0007136704516597092,
"m": 1.0
},
{
"p": 0.15217572450637817,
"m": 1.0
},
{
"p": 0.04415152221918106,
"m": 1.0
},
{
"p": 0.0885872095823288,
"m": 1.0
},
{
"p": 0.0007136704516597092,
"m": 1.0
},
{
"p": 0.11753644794225693,
"m": 1.0
},
{
"p": 0.04239493981003761,
"m": 1.0
},
{
"p": 0.04270818457007408,
"m": 1.0
},
{
"p": 0.07516167312860489,
"m": 1.0
},
{
"p": 0.0007136704516597092,
"m": 1.0
},
{
"p": 0.14796432852745056,
"m": 1.0
},
{
"p": 0.09240829199552536,
"m": 1.0
},
{
"p": 0.0020165785681456327,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.1409592628479004,
"val_loss": 1.3598219156265259,
"acc": 48.71,
"time": 315.69024804999935,
"param": [
{
"p": 0.20964033901691437,
"m": 1.0
},
{
"p": 0.010755544528365135,
"m": 1.0
},
{
"p": 0.16255848109722137,
"m": 1.0
},
{
"p": 0.006270136218518019,
"m": 1.0
},
{
"p": 0.02310432679951191,
"m": 1.0
},
{
"p": 0.0007238804246298969,
"m": 1.0
},
{
"p": 0.1434183269739151,
"m": 1.0
},
{
"p": 0.04468638449907303,
"m": 1.0
},
{
"p": 0.020543480291962624,
"m": 1.0
},
{
"p": 0.04011612758040428,
"m": 1.0
},
{
"p": 0.07814888656139374,
"m": 1.0
},
{
"p": 0.1362987905740738,
"m": 1.0
},
{
"p": 0.10311023890972137,
"m": 1.0
},
{
"p": 0.02062511257827282,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.9011545181274414,
"val_loss": 1.3251008987426758,
"acc": 54.97,
"time": 279.3210363049875,
"param": [
{
"p": 0.16730128228664398,
"m": 1.0
},
{
"p": 0.0007108974969014525,
"m": 1.0
},
{
"p": 0.15856428444385529,
"m": 1.0
},
{
"p": 0.025396060198545456,
"m": 1.0
},
{
"p": 0.04952150583267212,
"m": 1.0
},
{
"p": 0.0007108974969014525,
"m": 1.0
},
{
"p": 0.13130724430084229,
"m": 1.0
},
{
"p": 0.01841569133102894,
"m": 1.0
},
{
"p": 0.08296667784452438,
"m": 1.0
},
{
"p": 0.06089368090033531,
"m": 1.0
},
{
"p": 0.0409650094807148,
"m": 1.0
},
{
"p": 0.14223121106624603,
"m": 1.0
},
{
"p": 0.11889369785785675,
"m": 1.0
},
{
"p": 0.002121877623721957,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 3.1772994995117188,
"val_loss": 1.2145819664001465,
"acc": 54.26,
"time": 293.68872333099716,
"param": [
{
"p": 0.1735147386789322,
"m": 1.0
},
{
"p": 0.01027399580925703,
"m": 1.0
},
{
"p": 0.14878012239933014,
"m": 1.0
},
{
"p": 0.03137430176138878,
"m": 1.0
},
{
"p": 0.046419594436883926,
"m": 1.0
},
{
"p": 0.0007104228716343641,
"m": 1.0
},
{
"p": 0.14630380272865295,
"m": 1.0
},
{
"p": 0.030519844964146614,
"m": 1.0
},
{
"p": 0.05492473393678665,
"m": 1.0
},
{
"p": 0.045332685112953186,
"m": 1.0
},
{
"p": 0.06581039726734161,
"m": 1.0
},
{
"p": 0.10376184433698654,
"m": 1.0
},
{
"p": 0.11346085369586945,
"m": 1.0
},
{
"p": 0.028812594711780548,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.7919154167175293,
"val_loss": 1.3511906862258911,
"acc": 52.01,
"time": 303.4007846940076,
"param": [
{
"p": 0.1301226019859314,
"m": 1.0
},
{
"p": 0.025022590532898903,
"m": 1.0
},
{
"p": 0.1086031049489975,
"m": 1.0
},
{
"p": 0.07368631660938263,
"m": 1.0
},
{
"p": 0.08912152796983719,
"m": 1.0
},
{
"p": 0.0007197385421022773,
"m": 1.0
},
{
"p": 0.12563569843769073,
"m": 1.0
},
{
"p": 0.04674161225557327,
"m": 1.0
},
{
"p": 0.055248942226171494,
"m": 1.0
},
{
"p": 0.06358079612255096,
"m": 1.0
},
{
"p": 0.06420630216598511,
"m": 1.0
},
{
"p": 0.09369169175624847,
"m": 1.0
},
{
"p": 0.09742172807455063,
"m": 1.0
},
{
"p": 0.026197444647550583,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 3.257410764694214,
"val_loss": 1.219975233078003,
"acc": 57.33,
"time": 287.76424567599315,
"param": [
{
"p": 0.17472489178180695,
"m": 1.0
},
{
"p": 0.0007125933188945055,
"m": 1.0
},
{
"p": 0.12213872373104095,
"m": 1.0
},
{
"p": 0.016349583864212036,
"m": 1.0
},
{
"p": 0.09137770533561707,
"m": 1.0
},
{
"p": 0.005654004868119955,
"m": 1.0
},
{
"p": 0.12656880915164948,
"m": 1.0
},
{
"p": 0.02904495783150196,
"m": 1.0
},
{
"p": 0.059375446289777756,
"m": 1.0
},
{
"p": 0.06089966371655464,
"m": 1.0
},
{
"p": 0.05772821232676506,
"m": 1.0
},
{
"p": 0.11312972754240036,
"m": 1.0
},
{
"p": 0.1011139303445816,
"m": 1.0
},
{
"p": 0.04118163138628006,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.5879836082458496,
"val_loss": 1.1938151121139526,
"acc": 57.91,
"time": 285.0331019379955,
"param": [
{
"p": 0.14030730724334717,
"m": 1.0
},
{
"p": 0.014150545001029968,
"m": 1.0
},
{
"p": 0.12504242360591888,
"m": 1.0
},
{
"p": 0.05952933430671692,
"m": 1.0
},
{
"p": 0.0689314752817154,
"m": 1.0
},
{
"p": 0.017041193321347237,
"m": 1.0
},
{
"p": 0.12334133684635162,
"m": 1.0
},
{
"p": 0.026655439287424088,
"m": 1.0
},
{
"p": 0.05118471384048462,
"m": 1.0
},
{
"p": 0.05790356174111366,
"m": 1.0
},
{
"p": 0.07331016659736633,
"m": 1.0
},
{
"p": 0.12478240579366684,
"m": 1.0
},
{
"p": 0.11711716651916504,
"m": 1.0
},
{
"p": 0.0007029017433524132,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.5631470680236816,
"val_loss": 1.1252506971359253,
"acc": 59.81,
"time": 288.39031494699884,
"param": [
{
"p": 0.1402197629213333,
"m": 1.0
},
{
"p": 0.0007137769716791809,
"m": 1.0
},
{
"p": 0.13185228407382965,
"m": 1.0
},
{
"p": 0.03332265466451645,
"m": 1.0
},
{
"p": 0.09220873564481735,
"m": 1.0
},
{
"p": 0.012507789768278599,
"m": 1.0
},
{
"p": 0.1360573172569275,
"m": 1.0
},
{
"p": 0.037519846111536026,
"m": 1.0
},
{
"p": 0.06017839536070824,
"m": 1.0
},
{
"p": 0.06928207725286484,
"m": 1.0
},
{
"p": 0.0509045384824276,
"m": 1.0
},
{
"p": 0.09806744754314423,
"m": 1.0
},
{
"p": 0.10720331966876984,
"m": 1.0
},
{
"p": 0.029961952939629555,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.735908031463623,
"val_loss": 1.0432212352752686,
"acc": 58.64,
"time": 284.2023418309982,
"param": [
{
"p": 0.16801650822162628,
"m": 1.0
},
{
"p": 0.0007067832048051059,
"m": 1.0
},
{
"p": 0.13131971657276154,
"m": 1.0
},
{
"p": 0.02895275503396988,
"m": 1.0
},
{
"p": 0.04952869564294815,
"m": 1.0
},
{
"p": 0.00307545461691916,
"m": 1.0
},
{
"p": 0.14969253540039062,
"m": 1.0
},
{
"p": 0.036704353988170624,
"m": 1.0
},
{
"p": 0.07619234919548035,
"m": 1.0
},
{
"p": 0.0793783962726593,
"m": 1.0
},
{
"p": 0.02835305966436863,
"m": 1.0
},
{
"p": 0.10721791535615921,
"m": 1.0
},
{
"p": 0.117368683218956,
"m": 1.0
},
{
"p": 0.023492729291319847,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.4939441680908203,
"val_loss": 1.194873571395874,
"acc": 62.64,
"time": 282.32429028701154,
"param": [
{
"p": 0.13862784206867218,
"m": 1.0
},
{
"p": 0.0007102705421857536,
"m": 1.0
},
{
"p": 0.113410085439682,
"m": 1.0
},
{
"p": 0.04678928479552269,
"m": 1.0
},
{
"p": 0.0784854143857956,
"m": 1.0
},
{
"p": 0.02613007090985775,
"m": 1.0
},
{
"p": 0.14588774740695953,
"m": 1.0
},
{
"p": 0.05279221013188362,
"m": 1.0
},
{
"p": 0.06665611267089844,
"m": 1.0
},
{
"p": 0.06644608825445175,
"m": 1.0
},
{
"p": 0.05726015567779541,
"m": 1.0
},
{
"p": 0.10646217316389084,
"m": 1.0
},
{
"p": 0.09963230788707733,
"m": 1.0
},
{
"p": 0.0007102705421857536,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.3803699016571045,
"val_loss": 1.317177414894104,
"acc": 57.01,
"time": 298.5380811629875,
"param": [
{
"p": 0.13559547066688538,
"m": 1.0
},
{
"p": 0.009333860129117966,
"m": 1.0
},
{
"p": 0.11973526328802109,
"m": 1.0
},
{
"p": 0.0405244454741478,
"m": 1.0
},
{
"p": 0.057595640420913696,
"m": 1.0
},
{
"p": 0.01660951040685177,
"m": 1.0
},
{
"p": 0.14128997921943665,
"m": 1.0
},
{
"p": 0.04256125167012215,
"m": 1.0
},
{
"p": 0.06694693118333817,
"m": 1.0
},
{
"p": 0.06520192325115204,
"m": 1.0
},
{
"p": 0.0896516665816307,
"m": 1.0
},
{
"p": 0.11968225985765457,
"m": 1.0
},
{
"p": 0.08896444737911224,
"m": 1.0
},
{
"p": 0.006307390984147787,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.4394028186798096,
"val_loss": 1.1545606851577759,
"acc": 60.09,
"time": 288.0277852129948,
"param": [
{
"p": 0.13342586159706116,
"m": 1.0
},
{
"p": 0.01682925783097744,
"m": 1.0
},
{
"p": 0.1077905222773552,
"m": 1.0
},
{
"p": 0.05666864290833473,
"m": 1.0
},
{
"p": 0.05134042724967003,
"m": 1.0
},
{
"p": 0.03182390704751015,
"m": 1.0
},
{
"p": 0.13156291842460632,
"m": 1.0
},
{
"p": 0.052564918994903564,
"m": 1.0
},
{
"p": 0.05513187125325203,
"m": 1.0
},
{
"p": 0.06372580677270889,
"m": 1.0
},
{
"p": 0.07214564830064774,
"m": 1.0
},
{
"p": 0.11267698556184769,
"m": 1.0
},
{
"p": 0.10154595226049423,
"m": 1.0
},
{
"p": 0.012767302803695202,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.5301313400268555,
"val_loss": 1.138670802116394,
"acc": 61.46,
"time": 295.7205088149931,
"param": [
{
"p": 0.13458876311779022,
"m": 1.0
},
{
"p": 0.0007105199038051069,
"m": 1.0
},
{
"p": 0.12336988747119904,
"m": 1.0
},
{
"p": 0.04407763481140137,
"m": 1.0
},
{
"p": 0.0740378201007843,
"m": 1.0
},
{
"p": 0.012125198729336262,
"m": 1.0
},
{
"p": 0.13557620346546173,
"m": 1.0
},
{
"p": 0.055007174611091614,
"m": 1.0
},
{
"p": 0.06472712755203247,
"m": 1.0
},
{
"p": 0.0479779876768589,
"m": 1.0
},
{
"p": 0.08677631616592407,
"m": 1.0
},
{
"p": 0.11214833706617355,
"m": 1.0
},
{
"p": 0.08368425816297531,
"m": 1.0
},
{
"p": 0.025192733854055405,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.138132095336914,
"val_loss": 1.081426739692688,
"acc": 62.98,
"time": 290.40750922998996,
"param": [
{
"p": 0.13218653202056885,
"m": 1.0
},
{
"p": 0.01693243533372879,
"m": 1.0
},
{
"p": 0.1267918050289154,
"m": 1.0
},
{
"p": 0.05390845984220505,
"m": 1.0
},
{
"p": 0.060119424015283585,
"m": 1.0
},
{
"p": 0.009899819269776344,
"m": 1.0
},
{
"p": 0.13217473030090332,
"m": 1.0
},
{
"p": 0.042580317705869675,
"m": 1.0
},
{
"p": 0.059128303080797195,
"m": 1.0
},
{
"p": 0.0610269196331501,
"m": 1.0
},
{
"p": 0.06121930852532387,
"m": 1.0
},
{
"p": 0.11638981848955154,
"m": 1.0
},
{
"p": 0.09189639985561371,
"m": 1.0
},
{
"p": 0.03574574738740921,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.538454055786133,
"val_loss": 1.0553065538406372,
"acc": 63.18,
"time": 302.3892014690209,
"param": [
{
"p": 0.12874194979667664,
"m": 1.0
},
{
"p": 0.015252203680574894,
"m": 1.0
},
{
"p": 0.1227475255727768,
"m": 1.0
},
{
"p": 0.06956595182418823,
"m": 1.0
},
{
"p": 0.04268259555101395,
"m": 1.0
},
{
"p": 0.02103370428085327,
"m": 1.0
},
{
"p": 0.11772963404655457,
"m": 1.0
},
{
"p": 0.04695909097790718,
"m": 1.0
},
{
"p": 0.05816712602972984,
"m": 1.0
},
{
"p": 0.059252604842185974,
"m": 1.0
},
{
"p": 0.08606312423944473,
"m": 1.0
},
{
"p": 0.13213041424751282,
"m": 1.0
},
{
"p": 0.07804421335458755,
"m": 1.0
},
{
"p": 0.021629957482218742,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.1855998039245605,
"val_loss": 1.1009650230407715,
"acc": 61.67,
"time": 299.0185056430055,
"param": [
{
"p": 0.11731551587581635,
"m": 1.0
},
{
"p": 0.01822035200893879,
"m": 1.0
},
{
"p": 0.09681407362222672,
"m": 1.0
},
{
"p": 0.06685025244951248,
"m": 1.0
},
{
"p": 0.08441023528575897,
"m": 1.0
},
{
"p": 0.0007159918895922601,
"m": 1.0
},
{
"p": 0.10515248030424118,
"m": 1.0
},
{
"p": 0.04264969378709793,
"m": 1.0
},
{
"p": 0.06954643875360489,
"m": 1.0
},
{
"p": 0.0809478685259819,
"m": 1.0
},
{
"p": 0.07181139290332794,
"m": 1.0
},
{
"p": 0.10234025120735168,
"m": 1.0
},
{
"p": 0.10643729567527771,
"m": 1.0
},
{
"p": 0.036788228899240494,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.127777576446533,
"val_loss": 0.9961671233177185,
"acc": 64.28,
"time": 306.8193201009999,
"param": [
{
"p": 0.13190501928329468,
"m": 1.0
},
{
"p": 0.018953168764710426,
"m": 1.0
},
{
"p": 0.1284158080816269,
"m": 1.0
},
{
"p": 0.05566767230629921,
"m": 1.0
},
{
"p": 0.06208043172955513,
"m": 1.0
},
{
"p": 0.0039964886382222176,
"m": 1.0
},
{
"p": 0.10913608968257904,
"m": 1.0
},
{
"p": 0.04599839076399803,
"m": 1.0
},
{
"p": 0.059975843876600266,
"m": 1.0
},
{
"p": 0.06231338903307915,
"m": 1.0
},
{
"p": 0.08418545126914978,
"m": 1.0
},
{
"p": 0.11558326333761215,
"m": 1.0
},
{
"p": 0.0887468159198761,
"m": 1.0
},
{
"p": 0.03304207697510719,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.328010082244873,
"val_loss": 1.0540157556533813,
"acc": 63.16,
"time": 292.99026982000214,
"param": [
{
"p": 0.13005170226097107,
"m": 1.0
},
{
"p": 0.008213711902499199,
"m": 1.0
},
{
"p": 0.09402202069759369,
"m": 1.0
},
{
"p": 0.04520150274038315,
"m": 1.0
},
{
"p": 0.06987843662500381,
"m": 1.0
},
{
"p": 0.028571175411343575,
"m": 1.0
},
{
"p": 0.11952657252550125,
"m": 1.0
},
{
"p": 0.054601095616817474,
"m": 1.0
},
{
"p": 0.05721653252840042,
"m": 1.0
},
{
"p": 0.06842666864395142,
"m": 1.0
},
{
"p": 0.06891830265522003,
"m": 1.0
},
{
"p": 0.12279219180345535,
"m": 1.0
},
{
"p": 0.09667180478572845,
"m": 1.0
},
{
"p": 0.035908326506614685,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.09846568107605,
"val_loss": 1.0537278652191162,
"acc": 64.91,
"time": 288.99990215999424,
"param": [
{
"p": 0.1357492208480835,
"m": 1.0
},
{
"p": 0.0007056546164676547,
"m": 1.0
},
{
"p": 0.1188870221376419,
"m": 1.0
},
{
"p": 0.0449933260679245,
"m": 1.0
},
{
"p": 0.05555514246225357,
"m": 1.0
},
{
"p": 0.0020811993163079023,
"m": 1.0
},
{
"p": 0.11269956082105637,
"m": 1.0
},
{
"p": 0.06379764527082443,
"m": 1.0
},
{
"p": 0.05303192883729935,
"m": 1.0
},
{
"p": 0.0850396677851677,
"m": 1.0
},
{
"p": 0.05741242319345474,
"m": 1.0
},
{
"p": 0.1439419984817505,
"m": 1.0
},
{
"p": 0.10223212838172913,
"m": 1.0
},
{
"p": 0.02387307398021221,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.5765621662139893,
"val_loss": 1.0391879081726074,
"acc": 63.94,
"time": 306.55774158399436,
"param": [
{
"p": 0.12479497492313385,
"m": 1.0
},
{
"p": 0.03249938040971756,
"m": 1.0
},
{
"p": 0.09028967469930649,
"m": 1.0
},
{
"p": 0.05450311303138733,
"m": 1.0
},
{
"p": 0.07874509692192078,
"m": 1.0
},
{
"p": 0.025847572833299637,
"m": 1.0
},
{
"p": 0.11748453974723816,
"m": 1.0
},
{
"p": 0.04990918189287186,
"m": 1.0
},
{
"p": 0.07142627984285355,
"m": 1.0
},
{
"p": 0.0677378699183464,
"m": 1.0
},
{
"p": 0.06139959767460823,
"m": 1.0
},
{
"p": 0.1184895858168602,
"m": 1.0
},
{
"p": 0.07627041637897491,
"m": 1.0
},
{
"p": 0.03060271218419075,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 2.4214930534362793,
"val_loss": 0.9602813720703125,
"acc": 65.94,
"time": 279.2079106020101,
"param": [
{
"p": 0.13780046999454498,
"m": 1.0
},
{
"p": 0.0195347648113966,
"m": 1.0
},
{
"p": 0.12210443615913391,
"m": 1.0
},
{
"p": 0.05928073078393936,
"m": 1.0
},
{
"p": 0.03322627395391464,
"m": 1.0
},
{
"p": 0.023896776139736176,
"m": 1.0
},
{
"p": 0.10936744511127472,
"m": 1.0
},
{
"p": 0.04064200073480606,
"m": 1.0
},
{
"p": 0.08204873651266098,
"m": 1.0
},
{
"p": 0.06468124687671661,
"m": 1.0
},
{
"p": 0.08127821981906891,
"m": 1.0
},
{
"p": 0.10746604204177856,
"m": 1.0
},
{
"p": 0.09157310426235199,
"m": 1.0
},
{
"p": 0.027099737897515297,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.9187926054000854,
"val_loss": 1.0145890712738037,
"acc": 66.81,
"time": 271.2800222560181,
"param": [
{
"p": 0.10575433075428009,
"m": 1.0
},
{
"p": 0.018623914569616318,
"m": 1.0
},
{
"p": 0.1055157333612442,
"m": 1.0
},
{
"p": 0.03832072764635086,
"m": 1.0
},
{
"p": 0.07014051079750061,
"m": 1.0
},
{
"p": 0.02343030832707882,
"m": 1.0
},
{
"p": 0.11591073870658875,
"m": 1.0
},
{
"p": 0.049483317881822586,
"m": 1.0
},
{
"p": 0.04904874414205551,
"m": 1.0
},
{
"p": 0.08061590045690536,
"m": 1.0
},
{
"p": 0.081644207239151,
"m": 1.0
},
{
"p": 0.12300655990839005,
"m": 1.0
},
{
"p": 0.111452117562294,
"m": 1.0
},
{
"p": 0.02705284208059311,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 2.214101791381836,
"val_loss": 0.9239270091056824,
"acc": 67.15,
"time": 282.374195012002,
"param": [
{
"p": 0.1188044548034668,
"m": 1.0
},
{
"p": 0.01354983914643526,
"m": 1.0
},
{
"p": 0.10728562623262405,
"m": 1.0
},
{
"p": 0.06605972349643707,
"m": 1.0
},
{
"p": 0.028073033317923546,
"m": 1.0
},
{
"p": 0.018284231424331665,
"m": 1.0
},
{
"p": 0.13239215314388275,
"m": 1.0
},
{
"p": 0.054243721067905426,
"m": 1.0
},
{
"p": 0.06391080468893051,
"m": 1.0
},
{
"p": 0.06455136835575104,
"m": 1.0
},
{
"p": 0.07243827730417252,
"m": 1.0
},
{
"p": 0.12311221659183502,
"m": 1.0
},
{
"p": 0.1088332012295723,
"m": 1.0
},
{
"p": 0.028461365029215813,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.0716166496276855,
"val_loss": 0.8909084796905518,
"acc": 67.94,
"time": 302.4955929760181,
"param": [
{
"p": 0.12221696972846985,
"m": 1.0
},
{
"p": 0.0006979550234973431,
"m": 1.0
},
{
"p": 0.11042916774749756,
"m": 1.0
},
{
"p": 0.056136466562747955,
"m": 1.0
},
{
"p": 0.08107874542474747,
"m": 1.0
},
{
"p": 0.020303798839449883,
"m": 1.0
},
{
"p": 0.12673205137252808,
"m": 1.0
},
{
"p": 0.033265866339206696,
"m": 1.0
},
{
"p": 0.07576007395982742,
"m": 1.0
},
{
"p": 0.06755011528730392,
"m": 1.0
},
{
"p": 0.06011015176773071,
"m": 1.0
},
{
"p": 0.11526157706975937,
"m": 1.0
},
{
"p": 0.09800396114587784,
"m": 1.0
},
{
"p": 0.03245309740304947,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.9632993936538696,
"val_loss": 0.98102205991745,
"acc": 66.78,
"time": 289.1170143199852,
"param": [
{
"p": 0.12916675209999084,
"m": 1.0
},
{
"p": 0.026983758434653282,
"m": 1.0
},
{
"p": 0.10905568301677704,
"m": 1.0
},
{
"p": 0.06320194154977798,
"m": 1.0
},
{
"p": 0.045414336025714874,
"m": 1.0
},
{
"p": 0.0037408950738608837,
"m": 1.0
},
{
"p": 0.10767320543527603,
"m": 1.0
},
{
"p": 0.05480898171663284,
"m": 1.0
},
{
"p": 0.06253355741500854,
"m": 1.0
},
{
"p": 0.07125287503004074,
"m": 1.0
},
{
"p": 0.07320916652679443,
"m": 1.0
},
{
"p": 0.12045691907405853,
"m": 1.0
},
{
"p": 0.09577715396881104,
"m": 1.0
},
{
"p": 0.036724694073200226,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.989372968673706,
"val_loss": 0.9754034280776978,
"acc": 66.27,
"time": 292.4103438949969,
"param": [
{
"p": 0.10912572592496872,
"m": 1.0
},
{
"p": 0.01005154475569725,
"m": 1.0
},
{
"p": 0.11780816316604614,
"m": 1.0
},
{
"p": 0.044021863490343094,
"m": 1.0
},
{
"p": 0.06932735443115234,
"m": 1.0
},
{
"p": 0.02039717510342598,
"m": 1.0
},
{
"p": 0.11185143887996674,
"m": 1.0
},
{
"p": 0.05029038339853287,
"m": 1.0
},
{
"p": 0.08385240286588669,
"m": 1.0
},
{
"p": 0.07233133912086487,
"m": 1.0
},
{
"p": 0.053470928221940994,
"m": 1.0
},
{
"p": 0.13059906661510468,
"m": 1.0
},
{
"p": 0.10667002946138382,
"m": 1.0
},
{
"p": 0.020202552899718285,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 2.2016491889953613,
"val_loss": 0.9553331732749939,
"acc": 67.25,
"time": 277.9600273260148,
"param": [
{
"p": 0.14228591322898865,
"m": 1.0
},
{
"p": 0.012238501571118832,
"m": 1.0
},
{
"p": 0.1274372935295105,
"m": 1.0
},
{
"p": 0.03301151096820831,
"m": 1.0
},
{
"p": 0.07429590076208115,
"m": 1.0
},
{
"p": 0.029738474637269974,
"m": 1.0
},
{
"p": 0.09863252937793732,
"m": 1.0
},
{
"p": 0.03780929371714592,
"m": 1.0
},
{
"p": 0.07394356280565262,
"m": 1.0
},
{
"p": 0.05746765434741974,
"m": 1.0
},
{
"p": 0.07155733555555344,
"m": 1.0
},
{
"p": 0.10798109322786331,
"m": 1.0
},
{
"p": 0.09253755211830139,
"m": 1.0
},
{
"p": 0.041063494980335236,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 2.258484363555908,
"val_loss": 0.9358265399932861,
"acc": 67.55,
"time": 308.87980099002016,
"param": [
{
"p": 0.13544897735118866,
"m": 1.0
},
{
"p": 0.019122812896966934,
"m": 1.0
},
{
"p": 0.11984463781118393,
"m": 1.0
},
{
"p": 0.06397273391485214,
"m": 1.0
},
{
"p": 0.06588389724493027,
"m": 1.0
},
{
"p": 0.030121702700853348,
"m": 1.0
},
{
"p": 0.11386144161224365,
"m": 1.0
},
{
"p": 0.045322928577661514,
"m": 1.0
},
{
"p": 0.06552106887102127,
"m": 1.0
},
{
"p": 0.04794454947113991,
"m": 1.0
},
{
"p": 0.035894423723220825,
"m": 1.0
},
{
"p": 0.11092866212129593,
"m": 1.0
},
{
"p": 0.11281083524227142,
"m": 1.0
},
{
"p": 0.033321306109428406,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.802065134048462,
"val_loss": 0.9336629509925842,
"acc": 67.97,
"time": 296.21479628700763,
"param": [
{
"p": 0.1008218377828598,
"m": 1.0
},
{
"p": 0.009730209596455097,
"m": 1.0
},
{
"p": 0.10937576740980148,
"m": 1.0
},
{
"p": 0.05813587084412575,
"m": 1.0
},
{
"p": 0.07755329459905624,
"m": 1.0
},
{
"p": 0.02996395155787468,
"m": 1.0
},
{
"p": 0.12720987200737,
"m": 1.0
},
{
"p": 0.058886487036943436,
"m": 1.0
},
{
"p": 0.08075617253780365,
"m": 1.0
},
{
"p": 0.08391983062028885,
"m": 1.0
},
{
"p": 0.028409883379936218,
"m": 1.0
},
{
"p": 0.1284242868423462,
"m": 1.0
},
{
"p": 0.09028371423482895,
"m": 1.0
},
{
"p": 0.016528882086277008,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.8396388292312622,
"val_loss": 0.9802171587944031,
"acc": 67.02,
"time": 293.9361142629932,
"param": [
{
"p": 0.12906453013420105,
"m": 1.0
},
{
"p": 0.02909034490585327,
"m": 1.0
},
{
"p": 0.09117096662521362,
"m": 1.0
},
{
"p": 0.06390156596899033,
"m": 1.0
},
{
"p": 0.053121719509363174,
"m": 1.0
},
{
"p": 0.020722707733511925,
"m": 1.0
},
{
"p": 0.11376984417438507,
"m": 1.0
},
{
"p": 0.051540929824113846,
"m": 1.0
},
{
"p": 0.06166858971118927,
"m": 1.0
},
{
"p": 0.061284564435482025,
"m": 1.0
},
{
"p": 0.07948000729084015,
"m": 1.0
},
{
"p": 0.11668216437101364,
"m": 1.0
},
{
"p": 0.0988427996635437,
"m": 1.0
},
{
"p": 0.02965930476784706,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.7130831480026245,
"val_loss": 0.9494826197624207,
"acc": 67.86,
"time": 300.67301221599337,
"param": [
{
"p": 0.12946976721286774,
"m": 1.0
},
{
"p": 0.02297658659517765,
"m": 1.0
},
{
"p": 0.10861989110708237,
"m": 1.0
},
{
"p": 0.05891977250576019,
"m": 1.0
},
{
"p": 0.058534685522317886,
"m": 1.0
},
{
"p": 0.014820006676018238,
"m": 1.0
},
{
"p": 0.10782570391893387,
"m": 1.0
},
{
"p": 0.03830133005976677,
"m": 1.0
},
{
"p": 0.07722416520118713,
"m": 1.0
},
{
"p": 0.05632230266928673,
"m": 1.0
},
{
"p": 0.0719815269112587,
"m": 1.0
},
{
"p": 0.11359334737062454,
"m": 1.0
},
{
"p": 0.09947357326745987,
"m": 1.0
},
{
"p": 0.04193732887506485,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 2.1661133766174316,
"val_loss": 0.9777631759643555,
"acc": 68.35,
"time": 287.9683897419891,
"param": [
{
"p": 0.11142294108867645,
"m": 1.0
},
{
"p": 0.0006916210404597223,
"m": 1.0
},
{
"p": 0.10568950325250626,
"m": 1.0
},
{
"p": 0.05749429389834404,
"m": 1.0
},
{
"p": 0.07334558665752411,
"m": 1.0
},
{
"p": 0.015947502106428146,
"m": 1.0
},
{
"p": 0.11614533513784409,
"m": 1.0
},
{
"p": 0.044130995869636536,
"m": 1.0
},
{
"p": 0.07334481924772263,
"m": 1.0
},
{
"p": 0.08146043121814728,
"m": 1.0
},
{
"p": 0.07387708872556686,
"m": 1.0
},
{
"p": 0.1048474907875061,
"m": 1.0
},
{
"p": 0.09942963719367981,
"m": 1.0
},
{
"p": 0.042172763496637344,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 2.0937955379486084,
"val_loss": 0.7805278301239014,
"acc": 68.84,
"time": 295.05754733100184,
"param": [
{
"p": 0.11703332513570786,
"m": 1.0
},
{
"p": 0.028178907930850983,
"m": 1.0
},
{
"p": 0.09358403086662292,
"m": 1.0
},
{
"p": 0.07198772579431534,
"m": 1.0
},
{
"p": 0.01962379924952984,
"m": 1.0
},
{
"p": 0.020040132105350494,
"m": 1.0
},
{
"p": 0.12305264174938202,
"m": 1.0
},
{
"p": 0.04617559537291527,
"m": 1.0
},
{
"p": 0.0749531015753746,
"m": 1.0
},
{
"p": 0.08362613618373871,
"m": 1.0
},
{
"p": 0.07951787859201431,
"m": 1.0
},
{
"p": 0.11068983376026154,
"m": 1.0
},
{
"p": 0.0987280011177063,
"m": 1.0
},
{
"p": 0.03280899301171303,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.5704994201660156,
"val_loss": 0.9553279876708984,
"acc": 68.78,
"time": 297.57125425100094,
"param": [
{
"p": 0.11727094650268555,
"m": 1.0
},
{
"p": 0.028127145022153854,
"m": 1.0
},
{
"p": 0.09219266474246979,
"m": 1.0
},
{
"p": 0.04773756489157677,
"m": 1.0
},
{
"p": 0.04974248260259628,
"m": 1.0
},
{
"p": 0.03696645796298981,
"m": 1.0
},
{
"p": 0.10674335062503815,
"m": 1.0
},
{
"p": 0.046475429087877274,
"m": 1.0
},
{
"p": 0.08460947126150131,
"m": 1.0
},
{
"p": 0.08452165871858597,
"m": 1.0
},
{
"p": 0.06487232446670532,
"m": 1.0
},
{
"p": 0.13100357353687286,
"m": 1.0
},
{
"p": 0.07246516644954681,
"m": 1.0
},
{
"p": 0.03727171942591667,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 2.02555775642395,
"val_loss": 0.8836202025413513,
"acc": 68.77,
"time": 287.11491539201234,
"param": [
{
"p": 0.0999700203537941,
"m": 1.0
},
{
"p": 0.023665262386202812,
"m": 1.0
},
{
"p": 0.10724371671676636,
"m": 1.0
},
{
"p": 0.07920719683170319,
"m": 1.0
},
{
"p": 0.03643977642059326,
"m": 1.0
},
{
"p": 0.005266411695629358,
"m": 1.0
},
{
"p": 0.12414726614952087,
"m": 1.0
},
{
"p": 0.0584978386759758,
"m": 1.0
},
{
"p": 0.07440289855003357,
"m": 1.0
},
{
"p": 0.08704234659671783,
"m": 1.0
},
{
"p": 0.0705493912100792,
"m": 1.0
},
{
"p": 0.11534658819437027,
"m": 1.0
},
{
"p": 0.08694595843553543,
"m": 1.0
},
{
"p": 0.03127535432577133,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.7714680433273315,
"val_loss": 0.870791494846344,
"acc": 70.1,
"time": 306.4810040559969,
"param": [
{
"p": 0.12243819236755371,
"m": 1.0
},
{
"p": 0.025718221440911293,
"m": 1.0
},
{
"p": 0.13343390822410583,
"m": 1.0
},
{
"p": 0.053669873625040054,
"m": 1.0
},
{
"p": 0.041282132267951965,
"m": 1.0
},
{
"p": 0.024422524496912956,
"m": 1.0
},
{
"p": 0.11097319424152374,
"m": 1.0
},
{
"p": 0.0509360171854496,
"m": 1.0
},
{
"p": 0.07727159559726715,
"m": 1.0
},
{
"p": 0.07218890637159348,
"m": 1.0
},
{
"p": 0.08193615078926086,
"m": 1.0
},
{
"p": 0.10266776382923126,
"m": 1.0
},
{
"p": 0.07544978708028793,
"m": 1.0
},
{
"p": 0.02761177159845829,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.7937548160552979,
"val_loss": 0.9917992353439331,
"acc": 68.62,
"time": 294.80404948600335,
"param": [
{
"p": 0.10921322554349899,
"m": 1.0
},
{
"p": 0.025507818907499313,
"m": 1.0
},
{
"p": 0.11574983596801758,
"m": 1.0
},
{
"p": 0.06942559033632278,
"m": 1.0
},
{
"p": 0.05391167104244232,
"m": 1.0
},
{
"p": 0.02676812745630741,
"m": 1.0
},
{
"p": 0.10844171047210693,
"m": 1.0
},
{
"p": 0.05446736142039299,
"m": 1.0
},
{
"p": 0.0714862197637558,
"m": 1.0
},
{
"p": 0.07287389039993286,
"m": 1.0
},
{
"p": 0.06395584344863892,
"m": 1.0
},
{
"p": 0.10587199777364731,
"m": 1.0
},
{
"p": 0.08372209221124649,
"m": 1.0
},
{
"p": 0.03860461339354515,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.9697760343551636,
"val_loss": 0.9621158838272095,
"acc": 68.24,
"time": 294.26238973400905,
"param": [
{
"p": 0.12567046284675598,
"m": 1.0
},
{
"p": 0.024002812802791595,
"m": 1.0
},
{
"p": 0.10095915198326111,
"m": 1.0
},
{
"p": 0.06838983297348022,
"m": 1.0
},
{
"p": 0.0101387407630682,
"m": 1.0
},
{
"p": 0.03805116191506386,
"m": 1.0
},
{
"p": 0.10430970042943954,
"m": 1.0
},
{
"p": 0.05565658211708069,
"m": 1.0
},
{
"p": 0.055831797420978546,
"m": 1.0
},
{
"p": 0.07829033583402634,
"m": 1.0
},
{
"p": 0.08005882054567337,
"m": 1.0
},
{
"p": 0.11891525983810425,
"m": 1.0
},
{
"p": 0.09370755404233932,
"m": 1.0
},
{
"p": 0.04601779580116272,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.5587642192840576,
"val_loss": 1.0115466117858887,
"acc": 68.56,
"time": 293.2174619330035,
"param": [
{
"p": 0.1362687200307846,
"m": 1.0
},
{
"p": 0.025057630613446236,
"m": 1.0
},
{
"p": 0.12026143074035645,
"m": 1.0
},
{
"p": 0.04641851782798767,
"m": 1.0
},
{
"p": 0.0383090041577816,
"m": 1.0
},
{
"p": 0.021500911563634872,
"m": 1.0
},
{
"p": 0.12146791815757751,
"m": 1.0
},
{
"p": 0.05090976879000664,
"m": 1.0
},
{
"p": 0.07245789468288422,
"m": 1.0
},
{
"p": 0.056989725679159164,
"m": 1.0
},
{
"p": 0.050894416868686676,
"m": 1.0
},
{
"p": 0.1239628940820694,
"m": 1.0
},
{
"p": 0.08463619649410248,
"m": 1.0
},
{
"p": 0.050865013152360916,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.6414060592651367,
"val_loss": 0.9952903389930725,
"acc": 69.47,
"time": 302.4669446280168,
"param": [
{
"p": 0.14278621971607208,
"m": 1.0
},
{
"p": 0.019624443724751472,
"m": 1.0
},
{
"p": 0.1190105453133583,
"m": 1.0
},
{
"p": 0.0006950738606974483,
"m": 1.0
},
{
"p": 0.03613438829779625,
"m": 1.0
},
{
"p": 0.03106480836868286,
"m": 1.0
},
{
"p": 0.13436003029346466,
"m": 1.0
},
{
"p": 0.05065305531024933,
"m": 1.0
},
{
"p": 0.07178106904029846,
"m": 1.0
},
{
"p": 0.06613778322935104,
"m": 1.0
},
{
"p": 0.07704634964466095,
"m": 1.0
},
{
"p": 0.10815418511629105,
"m": 1.0
},
{
"p": 0.0991009920835495,
"m": 1.0
},
{
"p": 0.043451014906167984,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.5289630889892578,
"val_loss": 0.8214669227600098,
"acc": 70.01,
"time": 282.8391155159916,
"param": [
{
"p": 0.1253204494714737,
"m": 1.0
},
{
"p": 0.0006949398666620255,
"m": 1.0
},
{
"p": 0.10053932666778564,
"m": 1.0
},
{
"p": 0.06376504898071289,
"m": 1.0
},
{
"p": 0.05236312374472618,
"m": 1.0
},
{
"p": 0.028897970914840698,
"m": 1.0
},
{
"p": 0.08887559175491333,
"m": 1.0
},
{
"p": 0.06616023927927017,
"m": 1.0
},
{
"p": 0.07783886790275574,
"m": 1.0
},
{
"p": 0.08519935607910156,
"m": 1.0
},
{
"p": 0.07345610857009888,
"m": 1.0
},
{
"p": 0.09581121057271957,
"m": 1.0
},
{
"p": 0.10362857580184937,
"m": 1.0
},
{
"p": 0.03744922950863838,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.644431471824646,
"val_loss": 0.9429774880409241,
"acc": 70.43,
"time": 271.9297624579922,
"param": [
{
"p": 0.10897991061210632,
"m": 1.0
},
{
"p": 0.03805629536509514,
"m": 1.0
},
{
"p": 0.0987846702337265,
"m": 1.0
},
{
"p": 0.06135859712958336,
"m": 1.0
},
{
"p": 0.051573265343904495,
"m": 1.0
},
{
"p": 0.03008348122239113,
"m": 1.0
},
{
"p": 0.10429902374744415,
"m": 1.0
},
{
"p": 0.05602491274476051,
"m": 1.0
},
{
"p": 0.08082770556211472,
"m": 1.0
},
{
"p": 0.06593137234449387,
"m": 1.0
},
{
"p": 0.06558744609355927,
"m": 1.0
},
{
"p": 0.10896121710538864,
"m": 1.0
},
{
"p": 0.10052792727947235,
"m": 1.0
},
{
"p": 0.02900414913892746,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.7472670078277588,
"val_loss": 0.821387529373169,
"acc": 69.57,
"time": 292.54448412999045,
"param": [
{
"p": 0.10569459199905396,
"m": 1.0
},
{
"p": 0.03690522164106369,
"m": 1.0
},
{
"p": 0.10892707109451294,
"m": 1.0
},
{
"p": 0.060004957020282745,
"m": 1.0
},
{
"p": 0.046006377786397934,
"m": 1.0
},
{
"p": 0.03295612335205078,
"m": 1.0
},
{
"p": 0.1013689935207367,
"m": 1.0
},
{
"p": 0.05191690847277641,
"m": 1.0
},
{
"p": 0.07342366874217987,
"m": 1.0
},
{
"p": 0.07010126113891602,
"m": 1.0
},
{
"p": 0.07310869544744492,
"m": 1.0
},
{
"p": 0.10916519910097122,
"m": 1.0
},
{
"p": 0.08209563791751862,
"m": 1.0
},
{
"p": 0.04832516238093376,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.9583784341812134,
"val_loss": 0.8530322909355164,
"acc": 70.18,
"time": 297.26240980098373,
"param": [
{
"p": 0.13016949594020844,
"m": 1.0
},
{
"p": 0.02351938560605049,
"m": 1.0
},
{
"p": 0.08844612538814545,
"m": 1.0
},
{
"p": 0.07604332268238068,
"m": 1.0
},
{
"p": 0.017680948600172997,
"m": 1.0
},
{
"p": 0.033125001937150955,
"m": 1.0
},
{
"p": 0.10070791840553284,
"m": 1.0
},
{
"p": 0.054181430488824844,
"m": 1.0
},
{
"p": 0.08060595393180847,
"m": 1.0
},
{
"p": 0.0652400404214859,
"m": 1.0
},
{
"p": 0.07326269149780273,
"m": 1.0
},
{
"p": 0.11041106283664703,
"m": 1.0
},
{
"p": 0.10759379714727402,
"m": 1.0
},
{
"p": 0.03901278227567673,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.923412561416626,
"val_loss": 0.9351844191551208,
"acc": 68.64,
"time": 303.83276914199814,
"param": [
{
"p": 0.10402373224496841,
"m": 1.0
},
{
"p": 0.028409866616129875,
"m": 1.0
},
{
"p": 0.11135587841272354,
"m": 1.0
},
{
"p": 0.07024643570184708,
"m": 1.0
},
{
"p": 0.041385676711797714,
"m": 1.0
},
{
"p": 0.022498726844787598,
"m": 1.0
},
{
"p": 0.1142953634262085,
"m": 1.0
},
{
"p": 0.05002765730023384,
"m": 1.0
},
{
"p": 0.06787095218896866,
"m": 1.0
},
{
"p": 0.08055993169546127,
"m": 1.0
},
{
"p": 0.06258777529001236,
"m": 1.0
},
{
"p": 0.12183637917041779,
"m": 1.0
},
{
"p": 0.09635830670595169,
"m": 1.0
},
{
"p": 0.02854335680603981,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.491480827331543,
"val_loss": 0.9080268144607544,
"acc": 69.68,
"time": 279.1255126519827,
"param": [
{
"p": 0.11403229087591171,
"m": 1.0
},
{
"p": 0.022799616679549217,
"m": 1.0
},
{
"p": 0.10531540215015411,
"m": 1.0
},
{
"p": 0.04684513807296753,
"m": 1.0
},
{
"p": 0.030222542583942413,
"m": 1.0
},
{
"p": 0.03514184430241585,
"m": 1.0
},
{
"p": 0.07112643867731094,
"m": 1.0
},
{
"p": 0.053853798657655716,
"m": 1.0
},
{
"p": 0.08657301962375641,
"m": 1.0
},
{
"p": 0.08069241046905518,
"m": 1.0
},
{
"p": 0.07600056380033493,
"m": 1.0
},
{
"p": 0.11707568168640137,
"m": 1.0
},
{
"p": 0.11561097949743271,
"m": 1.0
},
{
"p": 0.04471025988459587,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.6311092376708984,
"val_loss": 0.8527107834815979,
"acc": 68.83,
"time": 296.2838493989839,
"param": [
{
"p": 0.11783021688461304,
"m": 1.0
},
{
"p": 0.03738895803689957,
"m": 1.0
},
{
"p": 0.11765843629837036,
"m": 1.0
},
{
"p": 0.06517358124256134,
"m": 1.0
},
{
"p": 0.05154718831181526,
"m": 1.0
},
{
"p": 0.000688950764015317,
"m": 1.0
},
{
"p": 0.10588311403989792,
"m": 1.0
},
{
"p": 0.06011718511581421,
"m": 1.0
},
{
"p": 0.08644834160804749,
"m": 1.0
},
{
"p": 0.061482612043619156,
"m": 1.0
},
{
"p": 0.0819290280342102,
"m": 1.0
},
{
"p": 0.09011615812778473,
"m": 1.0
},
{
"p": 0.08568369597196579,
"m": 1.0
},
{
"p": 0.03805254399776459,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.8995815515518188,
"val_loss": 0.9188675880432129,
"acc": 70.13,
"time": 302.0540586260031,
"param": [
{
"p": 0.10877744108438492,
"m": 1.0
},
{
"p": 0.004179561045020819,
"m": 1.0
},
{
"p": 0.10209312289953232,
"m": 1.0
},
{
"p": 0.0739206001162529,
"m": 1.0
},
{
"p": 0.06096399948000908,
"m": 1.0
},
{
"p": 0.008680055849254131,
"m": 1.0
},
{
"p": 0.1084316074848175,
"m": 1.0
},
{
"p": 0.032977938652038574,
"m": 1.0
},
{
"p": 0.07501120865345001,
"m": 1.0
},
{
"p": 0.07226519286632538,
"m": 1.0
},
{
"p": 0.09668164700269699,
"m": 1.0
},
{
"p": 0.11096055805683136,
"m": 1.0
},
{
"p": 0.10547225177288055,
"m": 1.0
},
{
"p": 0.039584897458553314,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.811964511871338,
"val_loss": 0.815944492816925,
"acc": 69.94,
"time": 276.4023017710133,
"param": [
{
"p": 0.10993847995996475,
"m": 1.0
},
{
"p": 0.04320330545306206,
"m": 1.0
},
{
"p": 0.09258052706718445,
"m": 1.0
},
{
"p": 0.06676594167947769,
"m": 1.0
},
{
"p": 0.04223472252488136,
"m": 1.0
},
{
"p": 0.00618517491966486,
"m": 1.0
},
{
"p": 0.08814390748739243,
"m": 1.0
},
{
"p": 0.06311562657356262,
"m": 1.0
},
{
"p": 0.06701111793518066,
"m": 1.0
},
{
"p": 0.0856441855430603,
"m": 1.0
},
{
"p": 0.08190622180700302,
"m": 1.0
},
{
"p": 0.10848034918308258,
"m": 1.0
},
{
"p": 0.11645112186670303,
"m": 1.0
},
{
"p": 0.028339259326457977,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.7001590728759766,
"val_loss": 0.6809269189834595,
"acc": 70.04,
"time": 297.4787225849868,
"param": [
{
"p": 0.11346221715211868,
"m": 1.0
},
{
"p": 0.017073404043912888,
"m": 1.0
},
{
"p": 0.10346643626689911,
"m": 1.0
},
{
"p": 0.04989577829837799,
"m": 1.0
},
{
"p": 0.023994773626327515,
"m": 1.0
},
{
"p": 0.04157884791493416,
"m": 1.0
},
{
"p": 0.13597647845745087,
"m": 1.0
},
{
"p": 0.07419976592063904,
"m": 1.0
},
{
"p": 0.06777035444974899,
"m": 1.0
},
{
"p": 0.075985848903656,
"m": 1.0
},
{
"p": 0.06455134600400925,
"m": 1.0
},
{
"p": 0.10629890114068985,
"m": 1.0
},
{
"p": 0.08948791772127151,
"m": 1.0
},
{
"p": 0.036257945001125336,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.7495918273925781,
"val_loss": 0.8979388475418091,
"acc": 69.51,
"time": 287.78919734898955,
"param": [
{
"p": 0.13257519900798798,
"m": 1.0
},
{
"p": 0.0020346040837466717,
"m": 1.0
},
{
"p": 0.12565496563911438,
"m": 1.0
},
{
"p": 0.041298553347587585,
"m": 1.0
},
{
"p": 0.06292057782411575,
"m": 1.0
},
{
"p": 0.017564566805958748,
"m": 1.0
},
{
"p": 0.12334556877613068,
"m": 1.0
},
{
"p": 0.048537228256464005,
"m": 1.0
},
{
"p": 0.08147554844617844,
"m": 1.0
},
{
"p": 0.05799758806824684,
"m": 1.0
},
{
"p": 0.06762375682592392,
"m": 1.0
},
{
"p": 0.10713924467563629,
"m": 1.0
},
{
"p": 0.09276053309440613,
"m": 1.0
},
{
"p": 0.03907214105129242,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.6034795045852661,
"val_loss": 0.8921956419944763,
"acc": 69.83,
"time": 307.46211261002463,
"param": [
{
"p": 0.11414261162281036,
"m": 1.0
},
{
"p": 0.01838849112391472,
"m": 1.0
},
{
"p": 0.12131976336240768,
"m": 1.0
},
{
"p": 0.037908874452114105,
"m": 1.0
},
{
"p": 0.050409186631441116,
"m": 1.0
},
{
"p": 0.02354324795305729,
"m": 1.0
},
{
"p": 0.07528707385063171,
"m": 1.0
},
{
"p": 0.05175800994038582,
"m": 1.0
},
{
"p": 0.09192367643117905,
"m": 1.0
},
{
"p": 0.08066535741090775,
"m": 1.0
},
{
"p": 0.0802435353398323,
"m": 1.0
},
{
"p": 0.11174947768449783,
"m": 1.0
},
{
"p": 0.09698669612407684,
"m": 1.0
},
{
"p": 0.045674052089452744,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.913269281387329,
"val_loss": 0.9046787619590759,
"acc": 70.83,
"time": 296.2478599170281,
"param": [
{
"p": 0.10892980545759201,
"m": 1.0
},
{
"p": 0.00884941965341568,
"m": 1.0
},
{
"p": 0.10496052354574203,
"m": 1.0
},
{
"p": 0.0674125924706459,
"m": 1.0
},
{
"p": 0.043024834245443344,
"m": 1.0
},
{
"p": 0.04411917179822922,
"m": 1.0
},
{
"p": 0.10093922913074493,
"m": 1.0
},
{
"p": 0.03533164784312248,
"m": 1.0
},
{
"p": 0.08371935784816742,
"m": 1.0
},
{
"p": 0.08632893115282059,
"m": 1.0
},
{
"p": 0.07129490375518799,
"m": 1.0
},
{
"p": 0.09510135650634766,
"m": 1.0
},
{
"p": 0.10695444792509079,
"m": 1.0
},
{
"p": 0.04303383082151413,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.9180095195770264,
"val_loss": 0.8390721678733826,
"acc": 70.17,
"time": 300.81365195001126,
"param": [
{
"p": 0.1161954253911972,
"m": 1.0
},
{
"p": 0.04841208830475807,
"m": 1.0
},
{
"p": 0.11902154237031937,
"m": 1.0
},
{
"p": 0.027037421241402626,
"m": 1.0
},
{
"p": 0.042278338223695755,
"m": 1.0
},
{
"p": 0.015980171039700508,
"m": 1.0
},
{
"p": 0.07622692734003067,
"m": 1.0
},
{
"p": 0.07245057821273804,
"m": 1.0
},
{
"p": 0.09068562090396881,
"m": 1.0
},
{
"p": 0.06680731475353241,
"m": 1.0
},
{
"p": 0.08971644192934036,
"m": 1.0
},
{
"p": 0.08870961517095566,
"m": 1.0
},
{
"p": 0.10247556120157242,
"m": 1.0
},
{
"p": 0.044002965092659,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.7135281562805176,
"val_loss": 0.8723777532577515,
"acc": 70.0,
"time": 294.7522807669884,
"param": [
{
"p": 0.10110308229923248,
"m": 1.0
},
{
"p": 0.014049273915588856,
"m": 1.0
},
{
"p": 0.08517202734947205,
"m": 1.0
},
{
"p": 0.07974282652139664,
"m": 1.0
},
{
"p": 0.054718535393476486,
"m": 1.0
},
{
"p": 0.01890598237514496,
"m": 1.0
},
{
"p": 0.09345821291208267,
"m": 1.0
},
{
"p": 0.07211830466985703,
"m": 1.0
},
{
"p": 0.07395149022340775,
"m": 1.0
},
{
"p": 0.07343413680791855,
"m": 1.0
},
{
"p": 0.08470399677753448,
"m": 1.0
},
{
"p": 0.11125828325748444,
"m": 1.0
},
{
"p": 0.10826094448566437,
"m": 1.0
},
{
"p": 0.029122833162546158,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.5068858861923218,
"val_loss": 0.7871562838554382,
"acc": 70.89,
"time": 294.97550850798143,
"param": [
{
"p": 0.060030657798051834,
"m": 1.0
},
{
"p": 0.02912014350295067,
"m": 1.0
},
{
"p": 0.09454896301031113,
"m": 1.0
},
{
"p": 0.06574109196662903,
"m": 1.0
},
{
"p": 0.06373599916696548,
"m": 1.0
},
{
"p": 0.027648409828543663,
"m": 1.0
},
{
"p": 0.0960339605808258,
"m": 1.0
},
{
"p": 0.06094460189342499,
"m": 1.0
},
{
"p": 0.0821269303560257,
"m": 1.0
},
{
"p": 0.07517095655202866,
"m": 1.0
},
{
"p": 0.07324285060167313,
"m": 1.0
},
{
"p": 0.10607041418552399,
"m": 1.0
},
{
"p": 0.12053398042917252,
"m": 1.0
},
{
"p": 0.04505103453993797,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.4222217798233032,
"val_loss": 0.8811038136482239,
"acc": 70.06,
"time": 285.94721010298235,
"param": [
{
"p": 0.11097409576177597,
"m": 1.0
},
{
"p": 0.03140510618686676,
"m": 1.0
},
{
"p": 0.08126756548881531,
"m": 1.0
},
{
"p": 0.06579706072807312,
"m": 1.0
},
{
"p": 0.027459891512989998,
"m": 1.0
},
{
"p": 0.02498750388622284,
"m": 1.0
},
{
"p": 0.07623855024576187,
"m": 1.0
},
{
"p": 0.0666414275765419,
"m": 1.0
},
{
"p": 0.09495914727449417,
"m": 1.0
},
{
"p": 0.08670209348201752,
"m": 1.0
},
{
"p": 0.06995998322963715,
"m": 1.0
},
{
"p": 0.12017396837472916,
"m": 1.0
},
{
"p": 0.09543152153491974,
"m": 1.0
},
{
"p": 0.04800199717283249,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.413874626159668,
"val_loss": 0.7493504285812378,
"acc": 71.46,
"time": 304.1903658079973,
"param": [
{
"p": 0.10438495874404907,
"m": 1.0
},
{
"p": 0.0006980411126278341,
"m": 1.0
},
{
"p": 0.11042354255914688,
"m": 1.0
},
{
"p": 0.03708856180310249,
"m": 1.0
},
{
"p": 0.05154765397310257,
"m": 1.0
},
{
"p": 0.02452031336724758,
"m": 1.0
},
{
"p": 0.09828051924705505,
"m": 1.0
},
{
"p": 0.06646968424320221,
"m": 1.0
},
{
"p": 0.09317787736654282,
"m": 1.0
},
{
"p": 0.07808477431535721,
"m": 1.0
},
{
"p": 0.05040969327092171,
"m": 1.0
},
{
"p": 0.1183120608329773,
"m": 1.0
},
{
"p": 0.10734543204307556,
"m": 1.0
},
{
"p": 0.05925692990422249,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.7890172004699707,
"val_loss": 0.8016872406005859,
"acc": 70.55,
"time": 294.1458023939922,
"param": [
{
"p": 0.10838833451271057,
"m": 1.0
},
{
"p": 0.008911706507205963,
"m": 1.0
},
{
"p": 0.11461862921714783,
"m": 1.0
},
{
"p": 0.05473964288830757,
"m": 1.0
},
{
"p": 0.046446193009614944,
"m": 1.0
},
{
"p": 0.04098900407552719,
"m": 1.0
},
{
"p": 0.10369765758514404,
"m": 1.0
},
{
"p": 0.05805967003107071,
"m": 1.0
},
{
"p": 0.08625876158475876,
"m": 1.0
},
{
"p": 0.055784400552511215,
"m": 1.0
},
{
"p": 0.08063312619924545,
"m": 1.0
},
{
"p": 0.09327799826860428,
"m": 1.0
},
{
"p": 0.10608149319887161,
"m": 1.0
},
{
"p": 0.04211344197392464,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.4689223766326904,
"val_loss": 0.8871868848800659,
"acc": 70.62,
"time": 282.9586198159959,
"param": [
{
"p": 0.10380370169878006,
"m": 1.0
},
{
"p": 0.015059114433825016,
"m": 1.0
},
{
"p": 0.11497604846954346,
"m": 1.0
},
{
"p": 0.05152449011802673,
"m": 1.0
},
{
"p": 0.021099720150232315,
"m": 1.0
},
{
"p": 0.04923507198691368,
"m": 1.0
},
{
"p": 0.10299542546272278,
"m": 1.0
},
{
"p": 0.0729016438126564,
"m": 1.0
},
{
"p": 0.0701957419514656,
"m": 1.0
},
{
"p": 0.08234135061502457,
"m": 1.0
},
{
"p": 0.0741509199142456,
"m": 1.0
},
{
"p": 0.12071697413921356,
"m": 1.0
},
{
"p": 0.08109580725431442,
"m": 1.0
},
{
"p": 0.039904024451971054,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.8174070119857788,
"val_loss": 0.8686411380767822,
"acc": 70.78,
"time": 313.43373298001825,
"param": [
{
"p": 0.10490011423826218,
"m": 1.0
},
{
"p": 0.028915975242853165,
"m": 1.0
},
{
"p": 0.09430278837680817,
"m": 1.0
},
{
"p": 0.06602838635444641,
"m": 1.0
},
{
"p": 0.015579265542328358,
"m": 1.0
},
{
"p": 0.026948103681206703,
"m": 1.0
},
{
"p": 0.09754074364900589,
"m": 1.0
},
{
"p": 0.07195194810628891,
"m": 1.0
},
{
"p": 0.0864843875169754,
"m": 1.0
},
{
"p": 0.05333656072616577,
"m": 1.0
},
{
"p": 0.07640697807073593,
"m": 1.0
},
{
"p": 0.1304430216550827,
"m": 1.0
},
{
"p": 0.10158636420965195,
"m": 1.0
},
{
"p": 0.045575402677059174,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.5737979412078857,
"val_loss": 0.8099631667137146,
"acc": 70.0,
"time": 291.85795663201134,
"param": [
{
"p": 0.11207713931798935,
"m": 1.0
},
{
"p": 0.019484564661979675,
"m": 1.0
},
{
"p": 0.09321723133325577,
"m": 1.0
},
{
"p": 0.05250941216945648,
"m": 1.0
},
{
"p": 0.04749308153986931,
"m": 1.0
},
{
"p": 0.030773721635341644,
"m": 1.0
},
{
"p": 0.09563801437616348,
"m": 1.0
},
{
"p": 0.055328574031591415,
"m": 1.0
},
{
"p": 0.07745544612407684,
"m": 1.0
},
{
"p": 0.0649452731013298,
"m": 1.0
},
{
"p": 0.09091363847255707,
"m": 1.0
},
{
"p": 0.09535159170627594,
"m": 1.0
},
{
"p": 0.10849384218454361,
"m": 1.0
},
{
"p": 0.05631852149963379,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.6806905269622803,
"val_loss": 0.9929888844490051,
"acc": 71.1,
"time": 287.03382096701534,
"param": [
{
"p": 0.11349785327911377,
"m": 1.0
},
{
"p": 0.04122309759259224,
"m": 1.0
},
{
"p": 0.10327229648828506,
"m": 1.0
},
{
"p": 0.07132495939731598,
"m": 1.0
},
{
"p": 0.017991207540035248,
"m": 1.0
},
{
"p": 0.03593780845403671,
"m": 1.0
},
{
"p": 0.09126412123441696,
"m": 1.0
},
{
"p": 0.06460848450660706,
"m": 1.0
},
{
"p": 0.08328580111265182,
"m": 1.0
},
{
"p": 0.06437701731920242,
"m": 1.0
},
{
"p": 0.07425237447023392,
"m": 1.0
},
{
"p": 0.0917477160692215,
"m": 1.0
},
{
"p": 0.10816191136837006,
"m": 1.0
},
{
"p": 0.039055418223142624,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.2416220903396606,
"val_loss": 0.7267690300941467,
"acc": 71.17,
"time": 283.8630189129908,
"param": [
{
"p": 0.11212005466222763,
"m": 1.0
},
{
"p": 0.020281201228499413,
"m": 1.0
},
{
"p": 0.11361892521381378,
"m": 1.0
},
{
"p": 0.04262204468250275,
"m": 1.0
},
{
"p": 0.017221633344888687,
"m": 1.0
},
{
"p": 0.0302412286400795,
"m": 1.0
},
{
"p": 0.1015564501285553,
"m": 1.0
},
{
"p": 0.0632811039686203,
"m": 1.0
},
{
"p": 0.07325352728366852,
"m": 1.0
},
{
"p": 0.08684436231851578,
"m": 1.0
},
{
"p": 0.0750582292675972,
"m": 1.0
},
{
"p": 0.12810756266117096,
"m": 1.0
},
{
"p": 0.09168143570423126,
"m": 1.0
},
{
"p": 0.04411224275827408,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.7782150506973267,
"val_loss": 0.8107263445854187,
"acc": 70.64,
"time": 307.129937013,
"param": [
{
"p": 0.10044407844543457,
"m": 1.0
},
{
"p": 0.020050108432769775,
"m": 1.0
},
{
"p": 0.10517572611570358,
"m": 1.0
},
{
"p": 0.06713178753852844,
"m": 1.0
},
{
"p": 0.055404018610715866,
"m": 1.0
},
{
"p": 0.027035372331738472,
"m": 1.0
},
{
"p": 0.08828123658895493,
"m": 1.0
},
{
"p": 0.068939708173275,
"m": 1.0
},
{
"p": 0.06145476549863815,
"m": 1.0
},
{
"p": 0.08298186957836151,
"m": 1.0
},
{
"p": 0.07174621522426605,
"m": 1.0
},
{
"p": 0.09904149919748306,
"m": 1.0
},
{
"p": 0.11721201241016388,
"m": 1.0
},
{
"p": 0.03510153293609619,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.5981166362762451,
"val_loss": 0.890332043170929,
"acc": 70.74,
"time": 295.44040903201676,
"param": [
{
"p": 0.10163397341966629,
"m": 1.0
},
{
"p": 0.036563463509082794,
"m": 1.0
},
{
"p": 0.08778782933950424,
"m": 1.0
},
{
"p": 0.063949353992939,
"m": 1.0
},
{
"p": 0.045349013060331345,
"m": 1.0
},
{
"p": 0.04449869692325592,
"m": 1.0
},
{
"p": 0.08986371010541916,
"m": 1.0
},
{
"p": 0.06577960401773453,
"m": 1.0
},
{
"p": 0.0922047570347786,
"m": 1.0
},
{
"p": 0.07850883156061172,
"m": 1.0
},
{
"p": 0.08271555602550507,
"m": 1.0
},
{
"p": 0.08628644794225693,
"m": 1.0
},
{
"p": 0.0871368795633316,
"m": 1.0
},
{
"p": 0.03772195801138878,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.532345175743103,
"val_loss": 0.782749354839325,
"acc": 70.45,
"time": 291.05421836397727,
"param": [
{
"p": 0.10619567334651947,
"m": 1.0
},
{
"p": 0.025423213839530945,
"m": 1.0
},
{
"p": 0.08456403017044067,
"m": 1.0
},
{
"p": 0.0647723600268364,
"m": 1.0
},
{
"p": 0.03152459114789963,
"m": 1.0
},
{
"p": 0.007366371341049671,
"m": 1.0
},
{
"p": 0.06998662650585175,
"m": 1.0
},
{
"p": 0.0659026950597763,
"m": 1.0
},
{
"p": 0.09101913124322891,
"m": 1.0
},
{
"p": 0.09047209471464157,
"m": 1.0
},
{
"p": 0.10351679474115372,
"m": 1.0
},
{
"p": 0.11410724371671677,
"m": 1.0
},
{
"p": 0.10355467349290848,
"m": 1.0
},
{
"p": 0.04159444943070412,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.5972036123275757,
"val_loss": 0.903343915939331,
"acc": 70.27,
"time": 304.6924236569903,
"param": [
{
"p": 0.12471048533916473,
"m": 1.0
},
{
"p": 0.03113415278494358,
"m": 1.0
},
{
"p": 0.07809388637542725,
"m": 1.0
},
{
"p": 0.06032431125640869,
"m": 1.0
},
{
"p": 0.026310451328754425,
"m": 1.0
},
{
"p": 0.043151721358299255,
"m": 1.0
},
{
"p": 0.08618156611919403,
"m": 1.0
},
{
"p": 0.07402466982603073,
"m": 1.0
},
{
"p": 0.0772705227136612,
"m": 1.0
},
{
"p": 0.06437063217163086,
"m": 1.0
},
{
"p": 0.07723792642354965,
"m": 1.0
},
{
"p": 0.10506061464548111,
"m": 1.0
},
{
"p": 0.09819302707910538,
"m": 1.0
},
{
"p": 0.053935956209897995,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.9335789680480957,
"val_loss": 0.8123282790184021,
"acc": 71.59,
"time": 290.5712230220088,
"param": [
{
"p": 0.10144678503274918,
"m": 1.0
},
{
"p": 0.019448406994342804,
"m": 1.0
},
{
"p": 0.07579813152551651,
"m": 1.0
},
{
"p": 0.0524342805147171,
"m": 1.0
},
{
"p": 0.048927098512649536,
"m": 1.0
},
{
"p": 0.028757618740200996,
"m": 1.0
},
{
"p": 0.09537408500909805,
"m": 1.0
},
{
"p": 0.06417350471019745,
"m": 1.0
},
{
"p": 0.0659615695476532,
"m": 1.0
},
{
"p": 0.08516975492238998,
"m": 1.0
},
{
"p": 0.0988219752907753,
"m": 1.0
},
{
"p": 0.11066794395446777,
"m": 1.0
},
{
"p": 0.11656635999679565,
"m": 1.0
},
{
"p": 0.03645244985818863,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.7003275156021118,
"val_loss": 0.7562835216522217,
"acc": 71.04,
"time": 312.3051467779733,
"param": [
{
"p": 0.09728123992681503,
"m": 1.0
},
{
"p": 0.040647733956575394,
"m": 1.0
},
{
"p": 0.07312636077404022,
"m": 1.0
},
{
"p": 0.07759908586740494,
"m": 1.0
},
{
"p": 0.03791127726435661,
"m": 1.0
},
{
"p": 0.040915682911872864,
"m": 1.0
},
{
"p": 0.08169931918382645,
"m": 1.0
},
{
"p": 0.07189632952213287,
"m": 1.0
},
{
"p": 0.06354274600744247,
"m": 1.0
},
{
"p": 0.08245273679494858,
"m": 1.0
},
{
"p": 0.08838818222284317,
"m": 1.0
},
{
"p": 0.09431055188179016,
"m": 1.0
},
{
"p": 0.10989711433649063,
"m": 1.0
},
{
"p": 0.04033174365758896,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.568408489227295,
"val_loss": 0.9434897899627686,
"acc": 71.43,
"time": 312.0239803119912,
"param": [
{
"p": 0.11733600497245789,
"m": 1.0
},
{
"p": 0.027583684772253036,
"m": 1.0
},
{
"p": 0.054677706211805344,
"m": 1.0
},
{
"p": 0.05054773390293121,
"m": 1.0
},
{
"p": 0.06410518288612366,
"m": 1.0
},
{
"p": 0.04326768219470978,
"m": 1.0
},
{
"p": 0.0956907868385315,
"m": 1.0
},
{
"p": 0.07441972196102142,
"m": 1.0
},
{
"p": 0.08337897062301636,
"m": 1.0
},
{
"p": 0.08440976589918137,
"m": 1.0
},
{
"p": 0.07532508671283722,
"m": 1.0
},
{
"p": 0.10016005486249924,
"m": 1.0
},
{
"p": 0.09307102859020233,
"m": 1.0
},
{
"p": 0.036026641726493835,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.7195740938186646,
"val_loss": 0.8186187148094177,
"acc": 70.51,
"time": 288.74045953099267,
"param": [
{
"p": 0.08744227886199951,
"m": 1.0
},
{
"p": 0.03244659677147865,
"m": 1.0
},
{
"p": 0.09926348924636841,
"m": 1.0
},
{
"p": 0.07618524879217148,
"m": 1.0
},
{
"p": 0.03835107013583183,
"m": 1.0
},
{
"p": 0.01848871447145939,
"m": 1.0
},
{
"p": 0.09064945578575134,
"m": 1.0
},
{
"p": 0.045593567192554474,
"m": 1.0
},
{
"p": 0.10327139496803284,
"m": 1.0
},
{
"p": 0.08041997253894806,
"m": 1.0
},
{
"p": 0.09513191878795624,
"m": 1.0
},
{
"p": 0.10535001009702682,
"m": 1.0
},
{
"p": 0.08935186266899109,
"m": 1.0
},
{
"p": 0.03805436193943024,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.518341302871704,
"val_loss": 0.9175003170967102,
"acc": 71.95,
"time": 312.8519408830034,
"param": [
{
"p": 0.12224002927541733,
"m": 1.0
},
{
"p": 0.018618011847138405,
"m": 1.0
},
{
"p": 0.08175443112850189,
"m": 1.0
},
{
"p": 0.05903378874063492,
"m": 1.0
},
{
"p": 0.03763138875365257,
"m": 1.0
},
{
"p": 0.005011635832488537,
"m": 1.0
},
{
"p": 0.10526176542043686,
"m": 1.0
},
{
"p": 0.08264259994029999,
"m": 1.0
},
{
"p": 0.09068813920021057,
"m": 1.0
},
{
"p": 0.07888554036617279,
"m": 1.0
},
{
"p": 0.08699638396501541,
"m": 1.0
},
{
"p": 0.08620207756757736,
"m": 1.0
},
{
"p": 0.09291841834783554,
"m": 1.0
},
{
"p": 0.05211566016077995,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.816422462463379,
"val_loss": 0.7238903641700745,
"acc": 71.11,
"time": 303.8377656849916,
"param": [
{
"p": 0.08801892399787903,
"m": 1.0
},
{
"p": 0.059193484485149384,
"m": 1.0
},
{
"p": 0.0901247188448906,
"m": 1.0
},
{
"p": 0.05203321948647499,
"m": 1.0
},
{
"p": 0.03885776922106743,
"m": 1.0
},
{
"p": 0.013594616204500198,
"m": 1.0
},
{
"p": 0.09511204808950424,
"m": 1.0
},
{
"p": 0.05768810212612152,
"m": 1.0
},
{
"p": 0.08837675303220749,
"m": 1.0
},
{
"p": 0.09572380781173706,
"m": 1.0
},
{
"p": 0.07948794960975647,
"m": 1.0
},
{
"p": 0.08429887145757675,
"m": 1.0
},
{
"p": 0.11023643612861633,
"m": 1.0
},
{
"p": 0.04725320264697075,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.4440686702728271,
"val_loss": 0.7579293847084045,
"acc": 72.65,
"time": 278.60644318099367,
"param": [
{
"p": 0.0797753632068634,
"m": 1.0
},
{
"p": 0.031049484387040138,
"m": 1.0
},
{
"p": 0.07852742820978165,
"m": 1.0
},
{
"p": 0.0700371116399765,
"m": 1.0
},
{
"p": 0.05744975805282593,
"m": 1.0
},
{
"p": 0.010781475342810154,
"m": 1.0
},
{
"p": 0.08455777913331985,
"m": 1.0
},
{
"p": 0.0642937421798706,
"m": 1.0
},
{
"p": 0.08757030963897705,
"m": 1.0
},
{
"p": 0.0909157395362854,
"m": 1.0
},
{
"p": 0.08674822747707367,
"m": 1.0
},
{
"p": 0.10619296878576279,
"m": 1.0
},
{
"p": 0.10526349395513535,
"m": 1.0
},
{
"p": 0.04683707654476166,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.6372489929199219,
"val_loss": 0.8979442119598389,
"acc": 71.36,
"time": 312.409804394003,
"param": [
{
"p": 0.09170830249786377,
"m": 1.0
},
{
"p": 0.021540718153119087,
"m": 1.0
},
{
"p": 0.10188993066549301,
"m": 1.0
},
{
"p": 0.06887070834636688,
"m": 1.0
},
{
"p": 0.02723797596991062,
"m": 1.0
},
{
"p": 0.029976924881339073,
"m": 1.0
},
{
"p": 0.09125134348869324,
"m": 1.0
},
{
"p": 0.05999559536576271,
"m": 1.0
},
{
"p": 0.07425858825445175,
"m": 1.0
},
{
"p": 0.09659475088119507,
"m": 1.0
},
{
"p": 0.08318207412958145,
"m": 1.0
},
{
"p": 0.09582535177469254,
"m": 1.0
},
{
"p": 0.108878955245018,
"m": 1.0
},
{
"p": 0.04878875985741615,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.5146114826202393,
"val_loss": 0.8105694651603699,
"acc": 71.66,
"time": 303.97264735301724,
"param": [
{
"p": 0.10139872133731842,
"m": 1.0
},
{
"p": 0.024707837030291557,
"m": 1.0
},
{
"p": 0.1008947491645813,
"m": 1.0
},
{
"p": 0.05974753201007843,
"m": 1.0
},
{
"p": 0.04619937762618065,
"m": 1.0
},
{
"p": 0.01520949974656105,
"m": 1.0
},
{
"p": 0.10406708717346191,
"m": 1.0
},
{
"p": 0.060170453041791916,
"m": 1.0
},
{
"p": 0.09348906576633453,
"m": 1.0
},
{
"p": 0.07379540055990219,
"m": 1.0
},
{
"p": 0.09231512248516083,
"m": 1.0
},
{
"p": 0.09128612279891968,
"m": 1.0
},
{
"p": 0.09131155163049698,
"m": 1.0
},
{
"p": 0.045407459139823914,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.8194187879562378,
"val_loss": 0.889268696308136,
"acc": 71.34,
"time": 287.7881524389959,
"param": [
{
"p": 0.11773978173732758,
"m": 1.0
},
{
"p": 0.023346295580267906,
"m": 1.0
},
{
"p": 0.10934573411941528,
"m": 1.0
},
{
"p": 0.055290307849645615,
"m": 1.0
},
{
"p": 0.04738208279013634,
"m": 1.0
},
{
"p": 0.029889695346355438,
"m": 1.0
},
{
"p": 0.09594521671533585,
"m": 1.0
},
{
"p": 0.06700122356414795,
"m": 1.0
},
{
"p": 0.06443598866462708,
"m": 1.0
},
{
"p": 0.0793975368142128,
"m": 1.0
},
{
"p": 0.09126845002174377,
"m": 1.0
},
{
"p": 0.07819411158561707,
"m": 1.0
},
{
"p": 0.09818924218416214,
"m": 1.0
},
{
"p": 0.042574238032102585,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.5258967876434326,
"val_loss": 0.8610528707504272,
"acc": 71.82,
"time": 310.41460217899294,
"param": [
{
"p": 0.1086864322423935,
"m": 1.0
},
{
"p": 0.024115758016705513,
"m": 1.0
},
{
"p": 0.10282781720161438,
"m": 1.0
},
{
"p": 0.05581841245293617,
"m": 1.0
},
{
"p": 0.03677835315465927,
"m": 1.0
},
{
"p": 0.017365548759698868,
"m": 1.0
},
{
"p": 0.0913652777671814,
"m": 1.0
},
{
"p": 0.052235621958971024,
"m": 1.0
},
{
"p": 0.07810727506875992,
"m": 1.0
},
{
"p": 0.08472036570310593,
"m": 1.0
},
{
"p": 0.09040841460227966,
"m": 1.0
},
{
"p": 0.10715102404356003,
"m": 1.0
},
{
"p": 0.10083790123462677,
"m": 1.0
},
{
"p": 0.049581822007894516,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.3939017057418823,
"val_loss": 0.7029850482940674,
"acc": 71.54,
"time": 287.54977075598435,
"param": [
{
"p": 0.09238435328006744,
"m": 1.0
},
{
"p": 0.025881638750433922,
"m": 1.0
},
{
"p": 0.10840055346488953,
"m": 1.0
},
{
"p": 0.07163751125335693,
"m": 1.0
},
{
"p": 0.062037497758865356,
"m": 1.0
},
{
"p": 0.0073363687843084335,
"m": 1.0
},
{
"p": 0.10605265200138092,
"m": 1.0
},
{
"p": 0.07861950993537903,
"m": 1.0
},
{
"p": 0.06520523875951767,
"m": 1.0
},
{
"p": 0.07143611460924149,
"m": 1.0
},
{
"p": 0.08589479327201843,
"m": 1.0
},
{
"p": 0.08101075887680054,
"m": 1.0
},
{
"p": 0.10202273726463318,
"m": 1.0
},
{
"p": 0.042080312967300415,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.7042585611343384,
"val_loss": 0.7883622646331787,
"acc": 71.92,
"time": 301.787075936998,
"param": [
{
"p": 0.08335014432668686,
"m": 1.0
},
{
"p": 0.026670899242162704,
"m": 1.0
},
{
"p": 0.1047990545630455,
"m": 1.0
},
{
"p": 0.017118971794843674,
"m": 1.0
},
{
"p": 0.03831936791539192,
"m": 1.0
},
{
"p": 0.04004044830799103,
"m": 1.0
},
{
"p": 0.08759614825248718,
"m": 1.0
},
{
"p": 0.08913380652666092,
"m": 1.0
},
{
"p": 0.07680514454841614,
"m": 1.0
},
{
"p": 0.09723374247550964,
"m": 1.0
},
{
"p": 0.08605708926916122,
"m": 1.0
},
{
"p": 0.10189767181873322,
"m": 1.0
},
{
"p": 0.10069061070680618,
"m": 1.0
},
{
"p": 0.05028688535094261,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.4243738651275635,
"val_loss": 0.8667042851448059,
"acc": 71.34,
"time": 299.90559457600466,
"param": [
{
"p": 0.1103636771440506,
"m": 1.0
},
{
"p": 0.01736292988061905,
"m": 1.0
},
{
"p": 0.09105348587036133,
"m": 1.0
},
{
"p": 0.06240207701921463,
"m": 1.0
},
{
"p": 0.04940928891301155,
"m": 1.0
},
{
"p": 0.026149766519665718,
"m": 1.0
},
{
"p": 0.08000662922859192,
"m": 1.0
},
{
"p": 0.07474392652511597,
"m": 1.0
},
{
"p": 0.07717481255531311,
"m": 1.0
},
{
"p": 0.08017513155937195,
"m": 1.0
},
{
"p": 0.0798855796456337,
"m": 1.0
},
{
"p": 0.0815916508436203,
"m": 1.0
},
{
"p": 0.1048893928527832,
"m": 1.0
},
{
"p": 0.06479159742593765,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.373834252357483,
"val_loss": 0.8835687041282654,
"acc": 71.93,
"time": 291.4583801620174,
"param": [
{
"p": 0.10950904339551926,
"m": 1.0
},
{
"p": 0.021795140579342842,
"m": 1.0
},
{
"p": 0.11617157608270645,
"m": 1.0
},
{
"p": 0.05842430517077446,
"m": 1.0
},
{
"p": 0.012580754235386848,
"m": 1.0
},
{
"p": 0.04632741957902908,
"m": 1.0
},
{
"p": 0.05909411981701851,
"m": 1.0
},
{
"p": 0.06827326118946075,
"m": 1.0
},
{
"p": 0.08171766251325607,
"m": 1.0
},
{
"p": 0.09294955432415009,
"m": 1.0
},
{
"p": 0.08088640123605728,
"m": 1.0
},
{
"p": 0.08316963165998459,
"m": 1.0
},
{
"p": 0.10708078742027283,
"m": 1.0
},
{
"p": 0.06202031672000885,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.384477972984314,
"val_loss": 0.8119029402732849,
"acc": 71.52,
"time": 300.164718643995,
"param": [
{
"p": 0.11667454242706299,
"m": 1.0
},
{
"p": 0.018765028566122055,
"m": 1.0
},
{
"p": 0.08543448150157928,
"m": 1.0
},
{
"p": 0.05315321311354637,
"m": 1.0
},
{
"p": 0.05313848704099655,
"m": 1.0
},
{
"p": 0.029074663296341896,
"m": 1.0
},
{
"p": 0.09217126667499542,
"m": 1.0
},
{
"p": 0.05084265395998955,
"m": 1.0
},
{
"p": 0.06678133457899094,
"m": 1.0
},
{
"p": 0.0832633227109909,
"m": 1.0
},
{
"p": 0.09709244221448898,
"m": 1.0
},
{
"p": 0.11581765115261078,
"m": 1.0
},
{
"p": 0.08965445309877396,
"m": 1.0
},
{
"p": 0.048136450350284576,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.4565587043762207,
"val_loss": 0.8123867511749268,
"acc": 71.04,
"time": 300.36539699399145,
"param": [
{
"p": 0.10788608342409134,
"m": 1.0
},
{
"p": 0.023974843323230743,
"m": 1.0
},
{
"p": 0.07727956771850586,
"m": 1.0
},
{
"p": 0.06310183554887772,
"m": 1.0
},
{
"p": 0.04072117805480957,
"m": 1.0
},
{
"p": 0.03641399368643761,
"m": 1.0
},
{
"p": 0.09412446618080139,
"m": 1.0
},
{
"p": 0.07623028010129929,
"m": 1.0
},
{
"p": 0.05567502602934837,
"m": 1.0
},
{
"p": 0.09117447584867477,
"m": 1.0
},
{
"p": 0.07772839814424515,
"m": 1.0
},
{
"p": 0.10271934419870377,
"m": 1.0
},
{
"p": 0.09102458506822586,
"m": 1.0
},
{
"p": 0.061945922672748566,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.5281516313552856,
"val_loss": 0.7906143069267273,
"acc": 71.92,
"time": 305.3282148010039,
"param": [
{
"p": 0.10879790782928467,
"m": 1.0
},
{
"p": 0.009630474261939526,
"m": 1.0
},
{
"p": 0.09428589046001434,
"m": 1.0
},
{
"p": 0.05797380954027176,
"m": 1.0
},
{
"p": 0.024687597528100014,
"m": 1.0
},
{
"p": 0.029663385823369026,
"m": 1.0
},
{
"p": 0.08639207482337952,
"m": 1.0
},
{
"p": 0.08473183214664459,
"m": 1.0
},
{
"p": 0.10019975900650024,
"m": 1.0
},
{
"p": 0.07356905937194824,
"m": 1.0
},
{
"p": 0.08227046579122543,
"m": 1.0
},
{
"p": 0.10462125390768051,
"m": 1.0
},
{
"p": 0.10566916316747665,
"m": 1.0
},
{
"p": 0.03750735893845558,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.6245057582855225,
"val_loss": 0.7292731404304504,
"acc": 71.45,
"time": 282.3918059919961,
"param": [
{
"p": 0.08198153227567673,
"m": 1.0
},
{
"p": 0.03313256427645683,
"m": 1.0
},
{
"p": 0.0939219668507576,
"m": 1.0
},
{
"p": 0.06845077872276306,
"m": 1.0
},
{
"p": 0.049694258719682693,
"m": 1.0
},
{
"p": 0.048181742429733276,
"m": 1.0
},
{
"p": 0.07909990102052689,
"m": 1.0
},
{
"p": 0.07576630264520645,
"m": 1.0
},
{
"p": 0.07936359196901321,
"m": 1.0
},
{
"p": 0.09782920032739639,
"m": 1.0
},
{
"p": 0.07678872346878052,
"m": 1.0
},
{
"p": 0.08460426330566406,
"m": 1.0
},
{
"p": 0.07786139845848083,
"m": 1.0
},
{
"p": 0.05332380533218384,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.1828598976135254,
"val_loss": 0.7525787353515625,
"acc": 72.63,
"time": 306.1141022029915,
"param": [
{
"p": 0.08790070563554764,
"m": 1.0
},
{
"p": 0.019097736105322838,
"m": 1.0
},
{
"p": 0.10633871704339981,
"m": 1.0
},
{
"p": 0.06742540001869202,
"m": 1.0
},
{
"p": 0.04779617488384247,
"m": 1.0
},
{
"p": 0.03373945504426956,
"m": 1.0
},
{
"p": 0.08706360310316086,
"m": 1.0
},
{
"p": 0.06495543569326401,
"m": 1.0
},
{
"p": 0.07951939851045609,
"m": 1.0
},
{
"p": 0.0801176205277443,
"m": 1.0
},
{
"p": 0.08687708526849747,
"m": 1.0
},
{
"p": 0.10492830723524094,
"m": 1.0
},
{
"p": 0.09342476725578308,
"m": 1.0
},
{
"p": 0.04081561416387558,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.6987245082855225,
"val_loss": 0.8017470240592957,
"acc": 72.57,
"time": 293.75376434400096,
"param": [
{
"p": 0.08647523075342178,
"m": 1.0
},
{
"p": 0.01432373933494091,
"m": 1.0
},
{
"p": 0.08789680153131485,
"m": 1.0
},
{
"p": 0.06164075434207916,
"m": 1.0
},
{
"p": 0.04673909395933151,
"m": 1.0
},
{
"p": 0.04377647489309311,
"m": 1.0
},
{
"p": 0.071072056889534,
"m": 1.0
},
{
"p": 0.09304153174161911,
"m": 1.0
},
{
"p": 0.09317971020936966,
"m": 1.0
},
{
"p": 0.06269384920597076,
"m": 1.0
},
{
"p": 0.09147012233734131,
"m": 1.0
},
{
"p": 0.09764041751623154,
"m": 1.0
},
{
"p": 0.10349410027265549,
"m": 1.0
},
{
"p": 0.046556077897548676,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.9185028076171875,
"val_loss": 0.8908701539039612,
"acc": 71.51,
"time": 311.88627930299845,
"param": [
{
"p": 0.09004409611225128,
"m": 1.0
},
{
"p": 0.04107201471924782,
"m": 1.0
},
{
"p": 0.10584249347448349,
"m": 1.0
},
{
"p": 0.0677405595779419,
"m": 1.0
},
{
"p": 0.03061210922896862,
"m": 1.0
},
{
"p": 0.03229339420795441,
"m": 1.0
},
{
"p": 0.05426662787795067,
"m": 1.0
},
{
"p": 0.048920247703790665,
"m": 1.0
},
{
"p": 0.09795599430799484,
"m": 1.0
},
{
"p": 0.09782101213932037,
"m": 1.0
},
{
"p": 0.06507813185453415,
"m": 1.0
},
{
"p": 0.09430800378322601,
"m": 1.0
},
{
"p": 0.11269277334213257,
"m": 1.0
},
{
"p": 0.061352454125881195,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.1785205602645874,
"val_loss": 0.8150643110275269,
"acc": 72.65,
"time": 306.1767923950101,
"param": [
{
"p": 0.10433077812194824,
"m": 1.0
},
{
"p": 0.04340800270438194,
"m": 1.0
},
{
"p": 0.0967007726430893,
"m": 1.0
},
{
"p": 0.04261334240436554,
"m": 1.0
},
{
"p": 0.02029874548316002,
"m": 1.0
},
{
"p": 0.031872719526290894,
"m": 1.0
},
{
"p": 0.05290786549448967,
"m": 1.0
},
{
"p": 0.07645673304796219,
"m": 1.0
},
{
"p": 0.09002676606178284,
"m": 1.0
},
{
"p": 0.08887558430433273,
"m": 1.0
},
{
"p": 0.07635128498077393,
"m": 1.0
},
{
"p": 0.11162823438644409,
"m": 1.0
},
{
"p": 0.1098351925611496,
"m": 1.0
},
{
"p": 0.05469399318099022,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.5908784866333008,
"val_loss": 0.8378435373306274,
"acc": 72.08,
"time": 303.40496532799443,
"param": [
{
"p": 0.08053150773048401,
"m": 1.0
},
{
"p": 0.015278316102921963,
"m": 1.0
},
{
"p": 0.09969477355480194,
"m": 1.0
},
{
"p": 0.06160704419016838,
"m": 1.0
},
{
"p": 0.07030420005321503,
"m": 1.0
},
{
"p": 0.010610607452690601,
"m": 1.0
},
{
"p": 0.07334552705287933,
"m": 1.0
},
{
"p": 0.07911254465579987,
"m": 1.0
},
{
"p": 0.07298867404460907,
"m": 1.0
},
{
"p": 0.07816199958324432,
"m": 1.0
},
{
"p": 0.09300559014081955,
"m": 1.0
},
{
"p": 0.1154584288597107,
"m": 1.0
},
{
"p": 0.0952310636639595,
"m": 1.0
},
{
"p": 0.05466976389288902,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.5317962169647217,
"val_loss": 0.7938903570175171,
"acc": 72.58,
"time": 307.8737033480138,
"param": [
{
"p": 0.10364697873592377,
"m": 1.0
},
{
"p": 0.02480795420706272,
"m": 1.0
},
{
"p": 0.08273319154977798,
"m": 1.0
},
{
"p": 0.0710073933005333,
"m": 1.0
},
{
"p": 0.045989617705345154,
"m": 1.0
},
{
"p": 0.030044661834836006,
"m": 1.0
},
{
"p": 0.08788313716650009,
"m": 1.0
},
{
"p": 0.05483873933553696,
"m": 1.0
},
{
"p": 0.07887530326843262,
"m": 1.0
},
{
"p": 0.10667866468429565,
"m": 1.0
},
{
"p": 0.07840193808078766,
"m": 1.0
},
{
"p": 0.1038573682308197,
"m": 1.0
},
{
"p": 0.09758229553699493,
"m": 1.0
},
{
"p": 0.03365267068147659,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.496861457824707,
"val_loss": 0.7671049237251282,
"acc": 72.79,
"time": 289.97120691102464,
"param": [
{
"p": 0.12189647555351257,
"m": 1.0
},
{
"p": 0.008751876652240753,
"m": 1.0
},
{
"p": 0.10051477700471878,
"m": 1.0
},
{
"p": 0.08315625041723251,
"m": 1.0
},
{
"p": 0.046538837254047394,
"m": 1.0
},
{
"p": 0.01782498136162758,
"m": 1.0
},
{
"p": 0.0921139195561409,
"m": 1.0
},
{
"p": 0.07539597898721695,
"m": 1.0
},
{
"p": 0.08128201216459274,
"m": 1.0
},
{
"p": 0.08449063450098038,
"m": 1.0
},
{
"p": 0.06498734652996063,
"m": 1.0
},
{
"p": 0.12014855444431305,
"m": 1.0
},
{
"p": 0.06673604995012283,
"m": 1.0
},
{
"p": 0.03616240248084068,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.6563425064086914,
"val_loss": 0.912828803062439,
"acc": 72.15,
"time": 294.9489221179974,
"param": [
{
"p": 0.08789416402578354,
"m": 1.0
},
{
"p": 0.011350694112479687,
"m": 1.0
},
{
"p": 0.10061243176460266,
"m": 1.0
},
{
"p": 0.055603232234716415,
"m": 1.0
},
{
"p": 0.033820126205682755,
"m": 1.0
},
{
"p": 0.02548573724925518,
"m": 1.0
},
{
"p": 0.07007623463869095,
"m": 1.0
},
{
"p": 0.0689791738986969,
"m": 1.0
},
{
"p": 0.08036636561155319,
"m": 1.0
},
{
"p": 0.07880948483943939,
"m": 1.0
},
{
"p": 0.09883218258619308,
"m": 1.0
},
{
"p": 0.1142391562461853,
"m": 1.0
},
{
"p": 0.10288376361131668,
"m": 1.0
},
{
"p": 0.07104724645614624,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.4490554332733154,
"val_loss": 0.7955285310745239,
"acc": 71.84,
"time": 294.47540933298296,
"param": [
{
"p": 0.10271861404180527,
"m": 1.0
},
{
"p": 0.03570294752717018,
"m": 1.0
},
{
"p": 0.06895840167999268,
"m": 1.0
},
{
"p": 0.049205679446458817,
"m": 1.0
},
{
"p": 0.053463805466890335,
"m": 1.0
},
{
"p": 0.030825749039649963,
"m": 1.0
},
{
"p": 0.09409202635288239,
"m": 1.0
},
{
"p": 0.07400978356599808,
"m": 1.0
},
{
"p": 0.08060276508331299,
"m": 1.0
},
{
"p": 0.07624047249555588,
"m": 1.0
},
{
"p": 0.07357911765575409,
"m": 1.0
},
{
"p": 0.09812723845243454,
"m": 1.0
},
{
"p": 0.1011171042919159,
"m": 1.0
},
{
"p": 0.06135626882314682,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.7721648216247559,
"val_loss": 0.8166208267211914,
"acc": 71.96,
"time": 315.9115171529993,
"param": [
{
"p": 0.10751183331012726,
"m": 1.0
},
{
"p": 0.03563843294978142,
"m": 1.0
},
{
"p": 0.07823622971773148,
"m": 1.0
},
{
"p": 0.04545744135975838,
"m": 1.0
},
{
"p": 0.05313494801521301,
"m": 1.0
},
{
"p": 0.034504421055316925,
"m": 1.0
},
{
"p": 0.07661833614110947,
"m": 1.0
},
{
"p": 0.07125428318977356,
"m": 1.0
},
{
"p": 0.07309240847826004,
"m": 1.0
},
{
"p": 0.08650921285152435,
"m": 1.0
},
{
"p": 0.08413268625736237,
"m": 1.0
},
{
"p": 0.1082419753074646,
"m": 1.0
},
{
"p": 0.08938129246234894,
"m": 1.0
},
{
"p": 0.056286487728357315,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.3968466520309448,
"val_loss": 0.7898198962211609,
"acc": 72.63,
"time": 289.1095397679892,
"param": [
{
"p": 0.09048039466142654,
"m": 1.0
},
{
"p": 0.028285494074225426,
"m": 1.0
},
{
"p": 0.11802902072668076,
"m": 1.0
},
{
"p": 0.06703751534223557,
"m": 1.0
},
{
"p": 0.05520963668823242,
"m": 1.0
},
{
"p": 0.019768204540014267,
"m": 1.0
},
{
"p": 0.07497630268335342,
"m": 1.0
},
{
"p": 0.07259195297956467,
"m": 1.0
},
{
"p": 0.07434552907943726,
"m": 1.0
},
{
"p": 0.07974351942539215,
"m": 1.0
},
{
"p": 0.08167943358421326,
"m": 1.0
},
{
"p": 0.0771486684679985,
"m": 1.0
},
{
"p": 0.09850454330444336,
"m": 1.0
},
{
"p": 0.06219981983304024,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.0816092491149902,
"val_loss": 0.8191869854927063,
"acc": 72.83,
"time": 300.6332972929813,
"param": [
{
"p": 0.09108138084411621,
"m": 1.0
},
{
"p": 0.028327155858278275,
"m": 1.0
},
{
"p": 0.09304752945899963,
"m": 1.0
},
{
"p": 0.06551114469766617,
"m": 1.0
},
{
"p": 0.020690856501460075,
"m": 1.0
},
{
"p": 0.056551918387413025,
"m": 1.0
},
{
"p": 0.07127387821674347,
"m": 1.0
},
{
"p": 0.0676446408033371,
"m": 1.0
},
{
"p": 0.10074867308139801,
"m": 1.0
},
{
"p": 0.05223296955227852,
"m": 1.0
},
{
"p": 0.08251908421516418,
"m": 1.0
},
{
"p": 0.11709059774875641,
"m": 1.0
},
{
"p": 0.09809017181396484,
"m": 1.0
},
{
"p": 0.055189892649650574,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.6028594970703125,
"val_loss": 0.9163534641265869,
"acc": 72.13,
"time": 294.9855291779968,
"param": [
{
"p": 0.09221930801868439,
"m": 1.0
},
{
"p": 0.0396621935069561,
"m": 1.0
},
{
"p": 0.08533535152673721,
"m": 1.0
},
{
"p": 0.08110904693603516,
"m": 1.0
},
{
"p": 0.0376015231013298,
"m": 1.0
},
{
"p": 0.006020060740411282,
"m": 1.0
},
{
"p": 0.10403145104646683,
"m": 1.0
},
{
"p": 0.05779882147908211,
"m": 1.0
},
{
"p": 0.10315731912851334,
"m": 1.0
},
{
"p": 0.10306922346353531,
"m": 1.0
},
{
"p": 0.09288938343524933,
"m": 1.0
},
{
"p": 0.05766530707478523,
"m": 1.0
},
{
"p": 0.11202552169561386,
"m": 1.0
},
{
"p": 0.02741553634405136,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.49045991897583,
"val_loss": 0.8730652928352356,
"acc": 72.47,
"time": 312.7162939789996,
"param": [
{
"p": 0.08329697698354721,
"m": 1.0
},
{
"p": 0.010668116621673107,
"m": 1.0
},
{
"p": 0.0920599028468132,
"m": 1.0
},
{
"p": 0.07168333977460861,
"m": 1.0
},
{
"p": 0.04522353783249855,
"m": 1.0
},
{
"p": 0.047934141010046005,
"m": 1.0
},
{
"p": 0.08420117199420929,
"m": 1.0
},
{
"p": 0.04934166371822357,
"m": 1.0
},
{
"p": 0.09178456664085388,
"m": 1.0
},
{
"p": 0.06705157458782196,
"m": 1.0
},
{
"p": 0.07523169368505478,
"m": 1.0
},
{
"p": 0.11240281909704208,
"m": 1.0
},
{
"p": 0.10008817911148071,
"m": 1.0
},
{
"p": 0.06903231889009476,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.4589347839355469,
"val_loss": 0.8595958352088928,
"acc": 71.84,
"time": 298.38660628700745,
"param": [
{
"p": 0.07902301847934723,
"m": 1.0
},
{
"p": 0.0339188277721405,
"m": 1.0
},
{
"p": 0.11773358285427094,
"m": 1.0
},
{
"p": 0.06606410443782806,
"m": 1.0
},
{
"p": 0.050080884248018265,
"m": 1.0
},
{
"p": 0.0006989112007431686,
"m": 1.0
},
{
"p": 0.09613234549760818,
"m": 1.0
},
{
"p": 0.09298782050609589,
"m": 1.0
},
{
"p": 0.09344305843114853,
"m": 1.0
},
{
"p": 0.06671089679002762,
"m": 1.0
},
{
"p": 0.08859355747699738,
"m": 1.0
},
{
"p": 0.08495394140481949,
"m": 1.0
},
{
"p": 0.09164954721927643,
"m": 1.0
},
{
"p": 0.0380094051361084,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.2952290773391724,
"val_loss": 0.9128111600875854,
"acc": 72.5,
"time": 288.15143428801093,
"param": [
{
"p": 0.07682884484529495,
"m": 1.0
},
{
"p": 0.03555377572774887,
"m": 1.0
},
{
"p": 0.10144586861133575,
"m": 1.0
},
{
"p": 0.07406553626060486,
"m": 1.0
},
{
"p": 0.03096797876060009,
"m": 1.0
},
{
"p": 0.029711075127124786,
"m": 1.0
},
{
"p": 0.09008077532052994,
"m": 1.0
},
{
"p": 0.08623132109642029,
"m": 1.0
},
{
"p": 0.0730927586555481,
"m": 1.0
},
{
"p": 0.07307896018028259,
"m": 1.0
},
{
"p": 0.10416808724403381,
"m": 1.0
},
{
"p": 0.09543140977621078,
"m": 1.0
},
{
"p": 0.08988285809755325,
"m": 1.0
},
{
"p": 0.03946065902709961,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.4027942419052124,
"val_loss": 0.9108816385269165,
"acc": 71.57,
"time": 292.36507236401667,
"param": [
{
"p": 0.10246313363313675,
"m": 1.0
},
{
"p": 0.032212574034929276,
"m": 1.0
},
{
"p": 0.09906022250652313,
"m": 1.0
},
{
"p": 0.07350724935531616,
"m": 1.0
},
{
"p": 0.05187925323843956,
"m": 1.0
},
{
"p": 0.030958041548728943,
"m": 1.0
},
{
"p": 0.09458989650011063,
"m": 1.0
},
{
"p": 0.06348993629217148,
"m": 1.0
},
{
"p": 0.09675087034702301,
"m": 1.0
},
{
"p": 0.049520350992679596,
"m": 1.0
},
{
"p": 0.06413362175226212,
"m": 1.0
},
{
"p": 0.06321904808282852,
"m": 1.0
},
{
"p": 0.12690217792987823,
"m": 1.0
},
{
"p": 0.05131359398365021,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.7850602865219116,
"val_loss": 0.7253866791725159,
"acc": 72.06,
"time": 290.1782201199967,
"param": [
{
"p": 0.10091086477041245,
"m": 1.0
},
{
"p": 0.02854587323963642,
"m": 1.0
},
{
"p": 0.09588857740163803,
"m": 1.0
},
{
"p": 0.061303142458200455,
"m": 1.0
},
{
"p": 0.04559903219342232,
"m": 1.0
},
{
"p": 0.028209032490849495,
"m": 1.0
},
{
"p": 0.08769411593675613,
"m": 1.0
},
{
"p": 0.04770102724432945,
"m": 1.0
},
{
"p": 0.09764686971902847,
"m": 1.0
},
{
"p": 0.08317480981349945,
"m": 1.0
},
{
"p": 0.09654016047716141,
"m": 1.0
},
{
"p": 0.09925013035535812,
"m": 1.0
},
{
"p": 0.08753713220357895,
"m": 1.0
},
{
"p": 0.03999921679496765,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.75054132938385,
"val_loss": 0.827465295791626,
"acc": 72.57,
"time": 308.26641150499927,
"param": [
{
"p": 0.08451694995164871,
"m": 1.0
},
{
"p": 0.036028746515512466,
"m": 1.0
},
{
"p": 0.09918340295553207,
"m": 1.0
},
{
"p": 0.06485547125339508,
"m": 1.0
},
{
"p": 0.05206800997257233,
"m": 1.0
},
{
"p": 0.030396942049264908,
"m": 1.0
},
{
"p": 0.08350086212158203,
"m": 1.0
},
{
"p": 0.08207248151302338,
"m": 1.0
},
{
"p": 0.07195063680410385,
"m": 1.0
},
{
"p": 0.07029595226049423,
"m": 1.0
},
{
"p": 0.08196792006492615,
"m": 1.0
},
{
"p": 0.08697330951690674,
"m": 1.0
},
{
"p": 0.10498256236314774,
"m": 1.0
},
{
"p": 0.05120684579014778,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.636521577835083,
"val_loss": 0.8140782117843628,
"acc": 73.32,
"time": 295.6412963269977,
"param": [
{
"p": 0.10938860476016998,
"m": 1.0
},
{
"p": 0.031987667083740234,
"m": 1.0
},
{
"p": 0.0924244076013565,
"m": 1.0
},
{
"p": 0.06397635489702225,
"m": 1.0
},
{
"p": 0.022608330473303795,
"m": 1.0
},
{
"p": 0.03713295981287956,
"m": 1.0
},
{
"p": 0.08327395468950272,
"m": 1.0
},
{
"p": 0.06519602239131927,
"m": 1.0
},
{
"p": 0.08668653666973114,
"m": 1.0
},
{
"p": 0.07145413756370544,
"m": 1.0
},
{
"p": 0.06830617040395737,
"m": 1.0
},
{
"p": 0.11399081349372864,
"m": 1.0
},
{
"p": 0.11291299015283585,
"m": 1.0
},
{
"p": 0.04066108539700508,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.7235534191131592,
"val_loss": 0.8941641449928284,
"acc": 72.87,
"time": 285.88816545100417,
"param": [
{
"p": 0.09878867864608765,
"m": 1.0
},
{
"p": 0.01950257085263729,
"m": 1.0
},
{
"p": 0.10703084617853165,
"m": 1.0
},
{
"p": 0.07691779732704163,
"m": 1.0
},
{
"p": 0.00853792205452919,
"m": 1.0
},
{
"p": 0.03786288574337959,
"m": 1.0
},
{
"p": 0.06549620628356934,
"m": 1.0
},
{
"p": 0.07529711723327637,
"m": 1.0
},
{
"p": 0.0898238942027092,
"m": 1.0
},
{
"p": 0.07611905038356781,
"m": 1.0
},
{
"p": 0.09928885847330093,
"m": 1.0
},
{
"p": 0.0949457585811615,
"m": 1.0
},
{
"p": 0.10075102746486664,
"m": 1.0
},
{
"p": 0.04963738098740578,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.3744654655456543,
"val_loss": 0.8129031658172607,
"acc": 72.64,
"time": 310.0495208830107,
"param": [
{
"p": 0.0830729603767395,
"m": 1.0
},
{
"p": 0.00988766085356474,
"m": 1.0
},
{
"p": 0.10261770337820053,
"m": 1.0
},
{
"p": 0.04521946609020233,
"m": 1.0
},
{
"p": 0.04437257722020149,
"m": 1.0
},
{
"p": 0.020327523350715637,
"m": 1.0
},
{
"p": 0.0686485692858696,
"m": 1.0
},
{
"p": 0.08365986496210098,
"m": 1.0
},
{
"p": 0.09983447194099426,
"m": 1.0
},
{
"p": 0.1024269387125969,
"m": 1.0
},
{
"p": 0.09986038506031036,
"m": 1.0
},
{
"p": 0.08719398826360703,
"m": 1.0
},
{
"p": 0.11413488537073135,
"m": 1.0
},
{
"p": 0.038742974400520325,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.3284741640090942,
"val_loss": 0.6753988862037659,
"acc": 73.22,
"time": 294.0689432209765,
"param": [
{
"p": 0.10596749186515808,
"m": 1.0
},
{
"p": 0.019473079591989517,
"m": 1.0
},
{
"p": 0.10050439834594727,
"m": 1.0
},
{
"p": 0.08572207391262054,
"m": 1.0
},
{
"p": 0.04487261921167374,
"m": 1.0
},
{
"p": 0.036519236862659454,
"m": 1.0
},
{
"p": 0.08602458238601685,
"m": 1.0
},
{
"p": 0.062371961772441864,
"m": 1.0
},
{
"p": 0.08213763684034348,
"m": 1.0
},
{
"p": 0.07035336643457413,
"m": 1.0
},
{
"p": 0.07170528918504715,
"m": 1.0
},
{
"p": 0.09078322350978851,
"m": 1.0
},
{
"p": 0.09242711961269379,
"m": 1.0
},
{
"p": 0.051137857139110565,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.30032479763031,
"val_loss": 0.7522627711296082,
"acc": 73.59,
"time": 284.3223825820023,
"param": [
{
"p": 0.09575275331735611,
"m": 1.0
},
{
"p": 0.04401842877268791,
"m": 1.0
},
{
"p": 0.10456567257642746,
"m": 1.0
},
{
"p": 0.0708988681435585,
"m": 1.0
},
{
"p": 0.04090103134512901,
"m": 1.0
},
{
"p": 0.03967859223484993,
"m": 1.0
},
{
"p": 0.06946679949760437,
"m": 1.0
},
{
"p": 0.07144242525100708,
"m": 1.0
},
{
"p": 0.0883122906088829,
"m": 1.0
},
{
"p": 0.06819701194763184,
"m": 1.0
},
{
"p": 0.07944504171609879,
"m": 1.0
},
{
"p": 0.1041896790266037,
"m": 1.0
},
{
"p": 0.08317290991544724,
"m": 1.0
},
{
"p": 0.03995852917432785,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.3634798526763916,
"val_loss": 0.8294643759727478,
"acc": 72.33,
"time": 334.54933398700086,
"param": [
{
"p": 0.09698843955993652,
"m": 1.0
},
{
"p": 0.0111971041187644,
"m": 1.0
},
{
"p": 0.079513318836689,
"m": 1.0
},
{
"p": 0.0769304409623146,
"m": 1.0
},
{
"p": 0.052331361919641495,
"m": 1.0
},
{
"p": 0.01982707530260086,
"m": 1.0
},
{
"p": 0.06909235566854477,
"m": 1.0
},
{
"p": 0.0722087174654007,
"m": 1.0
},
{
"p": 0.10075908899307251,
"m": 1.0
},
{
"p": 0.07492458820343018,
"m": 1.0
},
{
"p": 0.07564175128936768,
"m": 1.0
},
{
"p": 0.11356106400489807,
"m": 1.0
},
{
"p": 0.08941192179918289,
"m": 1.0
},
{
"p": 0.06761280447244644,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.7506335973739624,
"val_loss": 0.6578267812728882,
"acc": 73.56,
"time": 290.9378176459868,
"param": [
{
"p": 0.11298876255750656,
"m": 1.0
},
{
"p": 0.03974185511469841,
"m": 1.0
},
{
"p": 0.08601248264312744,
"m": 1.0
},
{
"p": 0.040843721479177475,
"m": 1.0
},
{
"p": 0.04405165836215019,
"m": 1.0
},
{
"p": 0.03167811781167984,
"m": 1.0
},
{
"p": 0.08220600336790085,
"m": 1.0
},
{
"p": 0.09089723974466324,
"m": 1.0
},
{
"p": 0.0904788002371788,
"m": 1.0
},
{
"p": 0.05391930416226387,
"m": 1.0
},
{
"p": 0.09389497339725494,
"m": 1.0
},
{
"p": 0.11329524219036102,
"m": 1.0
},
{
"p": 0.10169832408428192,
"m": 1.0
},
{
"p": 0.01829349622130394,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.4556493759155273,
"val_loss": 0.73888099193573,
"acc": 72.62,
"time": 288.48244231101125,
"param": [
{
"p": 0.0912088081240654,
"m": 1.0
},
{
"p": 0.02801092155277729,
"m": 1.0
},
{
"p": 0.09565170109272003,
"m": 1.0
},
{
"p": 0.06771331280469894,
"m": 1.0
},
{
"p": 0.04952504113316536,
"m": 1.0
},
{
"p": 0.034084342420101166,
"m": 1.0
},
{
"p": 0.08339104056358337,
"m": 1.0
},
{
"p": 0.06812743842601776,
"m": 1.0
},
{
"p": 0.07988389581441879,
"m": 1.0
},
{
"p": 0.07836531102657318,
"m": 1.0
},
{
"p": 0.09087490290403366,
"m": 1.0
},
{
"p": 0.07776077836751938,
"m": 1.0
},
{
"p": 0.10215017199516296,
"m": 1.0
},
{
"p": 0.053252410143613815,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.417649507522583,
"val_loss": 0.7289968132972717,
"acc": 73.14,
"time": 283.3420067509869,
"param": [
{
"p": 0.09806517511606216,
"m": 1.0
},
{
"p": 0.0038062375970184803,
"m": 1.0
},
{
"p": 0.09316953271627426,
"m": 1.0
},
{
"p": 0.0729881078004837,
"m": 1.0
},
{
"p": 0.045859675854444504,
"m": 1.0
},
{
"p": 0.023643549531698227,
"m": 1.0
},
{
"p": 0.10107863694429398,
"m": 1.0
},
{
"p": 0.07061515748500824,
"m": 1.0
},
{
"p": 0.09625012427568436,
"m": 1.0
},
{
"p": 0.0699404776096344,
"m": 1.0
},
{
"p": 0.08554164320230484,
"m": 1.0
},
{
"p": 0.11133235692977905,
"m": 1.0
},
{
"p": 0.0912383645772934,
"m": 1.0
},
{
"p": 0.03647102415561676,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.2715775966644287,
"val_loss": 0.8825082182884216,
"acc": 73.21,
"time": 298.06133370200405,
"param": [
{
"p": 0.11041304469108582,
"m": 1.0
},
{
"p": 0.019858533516526222,
"m": 1.0
},
{
"p": 0.08118825405836105,
"m": 1.0
},
{
"p": 0.07863980531692505,
"m": 1.0
},
{
"p": 0.01403285376727581,
"m": 1.0
},
{
"p": 0.04713951796293259,
"m": 1.0
},
{
"p": 0.0984276533126831,
"m": 1.0
},
{
"p": 0.06125510111451149,
"m": 1.0
},
{
"p": 0.08305906504392624,
"m": 1.0
},
{
"p": 0.0815996304154396,
"m": 1.0
},
{
"p": 0.07938271760940552,
"m": 1.0
},
{
"p": 0.11177345365285873,
"m": 1.0
},
{
"p": 0.10430001467466354,
"m": 1.0
},
{
"p": 0.028930310159921646,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.4478683471679688,
"val_loss": 0.7516760230064392,
"acc": 73.39,
"time": 293.8363470840268,
"param": [
{
"p": 0.09815523028373718,
"m": 1.0
},
{
"p": 0.020053207874298096,
"m": 1.0
},
{
"p": 0.10431642085313797,
"m": 1.0
},
{
"p": 0.0734768658876419,
"m": 1.0
},
{
"p": 0.028565242886543274,
"m": 1.0
},
{
"p": 0.04154394567012787,
"m": 1.0
},
{
"p": 0.09233095496892929,
"m": 1.0
},
{
"p": 0.03699759393930435,
"m": 1.0
},
{
"p": 0.07074243575334549,
"m": 1.0
},
{
"p": 0.08999928832054138,
"m": 1.0
},
{
"p": 0.08117540925741196,
"m": 1.0
},
{
"p": 0.10006649047136307,
"m": 1.0
},
{
"p": 0.10578512400388718,
"m": 1.0
},
{
"p": 0.05679181218147278,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.3495441675186157,
"val_loss": 0.8369216918945312,
"acc": 72.18,
"time": 273.8644257679989,
"param": [
{
"p": 0.11162418127059937,
"m": 1.0
},
{
"p": 0.02674115262925625,
"m": 1.0
},
{
"p": 0.0837085172533989,
"m": 1.0
},
{
"p": 0.05486806854605675,
"m": 1.0
},
{
"p": 0.037660904228687286,
"m": 1.0
},
{
"p": 0.04980918765068054,
"m": 1.0
},
{
"p": 0.07140748202800751,
"m": 1.0
},
{
"p": 0.0833885669708252,
"m": 1.0
},
{
"p": 0.08219832181930542,
"m": 1.0
},
{
"p": 0.08389969170093536,
"m": 1.0
},
{
"p": 0.10334374755620956,
"m": 1.0
},
{
"p": 0.09775762259960175,
"m": 1.0
},
{
"p": 0.06995037943124771,
"m": 1.0
},
{
"p": 0.04364221170544624,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.518990397453308,
"val_loss": 0.8177968263626099,
"acc": 71.91,
"time": 291.37530256298487,
"param": [
{
"p": 0.08057337999343872,
"m": 1.0
},
{
"p": 0.01268493290990591,
"m": 1.0
},
{
"p": 0.12493107467889786,
"m": 1.0
},
{
"p": 0.08047030121088028,
"m": 1.0
},
{
"p": 0.03351164236664772,
"m": 1.0
},
{
"p": 0.038216739892959595,
"m": 1.0
},
{
"p": 0.08171964436769485,
"m": 1.0
},
{
"p": 0.06559149920940399,
"m": 1.0
},
{
"p": 0.09773240983486176,
"m": 1.0
},
{
"p": 0.075381338596344,
"m": 1.0
},
{
"p": 0.08356498181819916,
"m": 1.0
},
{
"p": 0.10094911605119705,
"m": 1.0
},
{
"p": 0.09189081937074661,
"m": 1.0
},
{
"p": 0.032782167196273804,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.7967288494110107,
"val_loss": 0.8442121148109436,
"acc": 73.52,
"time": 312.94123632099945,
"param": [
{
"p": 0.09617551416158676,
"m": 1.0
},
{
"p": 0.029205793514847755,
"m": 1.0
},
{
"p": 0.09765524417161942,
"m": 1.0
},
{
"p": 0.05810535326600075,
"m": 1.0
},
{
"p": 0.0404307059943676,
"m": 1.0
},
{
"p": 0.027435895055532455,
"m": 1.0
},
{
"p": 0.08576156944036484,
"m": 1.0
},
{
"p": 0.08263111114501953,
"m": 1.0
},
{
"p": 0.10436737537384033,
"m": 1.0
},
{
"p": 0.07740124315023422,
"m": 1.0
},
{
"p": 0.06704358011484146,
"m": 1.0
},
{
"p": 0.07777507603168488,
"m": 1.0
},
{
"p": 0.1051098182797432,
"m": 1.0
},
{
"p": 0.05090182274580002,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.710173487663269,
"val_loss": 0.7660329937934875,
"acc": 72.8,
"time": 301.9559109469992,
"param": [
{
"p": 0.10076279193162918,
"m": 1.0
},
{
"p": 0.028096269816160202,
"m": 1.0
},
{
"p": 0.10750167071819305,
"m": 1.0
},
{
"p": 0.07307153195142746,
"m": 1.0
},
{
"p": 0.046833958476781845,
"m": 1.0
},
{
"p": 0.041764624416828156,
"m": 1.0
},
{
"p": 0.06260229647159576,
"m": 1.0
},
{
"p": 0.06273482739925385,
"m": 1.0
},
{
"p": 0.09040291607379913,
"m": 1.0
},
{
"p": 0.08334669470787048,
"m": 1.0
},
{
"p": 0.07706581801176071,
"m": 1.0
},
{
"p": 0.08356352895498276,
"m": 1.0
},
{
"p": 0.09499567002058029,
"m": 1.0
},
{
"p": 0.0472574308514595,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.6301891803741455,
"val_loss": 0.791591227054596,
"acc": 72.1,
"time": 305.21199565101415,
"param": [
{
"p": 0.08630608767271042,
"m": 1.0
},
{
"p": 0.029219642281532288,
"m": 1.0
},
{
"p": 0.0968969389796257,
"m": 1.0
},
{
"p": 0.058632757514715195,
"m": 1.0
},
{
"p": 0.020789220929145813,
"m": 1.0
},
{
"p": 0.04395907744765282,
"m": 1.0
},
{
"p": 0.08437007665634155,
"m": 1.0
},
{
"p": 0.07831508666276932,
"m": 1.0
},
{
"p": 0.08751652389764786,
"m": 1.0
},
{
"p": 0.09473881870508194,
"m": 1.0
},
{
"p": 0.08483865857124329,
"m": 1.0
},
{
"p": 0.08716122806072235,
"m": 1.0
},
{
"p": 0.09323375672101974,
"m": 1.0
},
{
"p": 0.05402220040559769,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.748853325843811,
"val_loss": 0.8097438812255859,
"acc": 72.63,
"time": 300.74566675099777,
"param": [
{
"p": 0.09737815707921982,
"m": 1.0
},
{
"p": 0.016866199672222137,
"m": 1.0
},
{
"p": 0.10427480190992355,
"m": 1.0
},
{
"p": 0.04346810653805733,
"m": 1.0
},
{
"p": 0.05275467410683632,
"m": 1.0
},
{
"p": 0.04361211508512497,
"m": 1.0
},
{
"p": 0.09355388581752777,
"m": 1.0
},
{
"p": 0.07817710936069489,
"m": 1.0
},
{
"p": 0.04553903639316559,
"m": 1.0
},
{
"p": 0.10042665153741837,
"m": 1.0
},
{
"p": 0.0868816152215004,
"m": 1.0
},
{
"p": 0.09773492813110352,
"m": 1.0
},
{
"p": 0.09193088859319687,
"m": 1.0
},
{
"p": 0.047401901334524155,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.4901124238967896,
"val_loss": 0.7398395538330078,
"acc": 73.29,
"time": 308.16017229799763,
"param": [
{
"p": 0.07977381348609924,
"m": 1.0
},
{
"p": 0.020101845264434814,
"m": 1.0
},
{
"p": 0.08829685300588608,
"m": 1.0
},
{
"p": 0.0793796107172966,
"m": 1.0
},
{
"p": 0.02610659785568714,
"m": 1.0
},
{
"p": 0.03397354856133461,
"m": 1.0
},
{
"p": 0.10432238131761551,
"m": 1.0
},
{
"p": 0.08878805488348007,
"m": 1.0
},
{
"p": 0.08459512144327164,
"m": 1.0
},
{
"p": 0.04507819190621376,
"m": 1.0
},
{
"p": 0.10013751685619354,
"m": 1.0
},
{
"p": 0.08090019226074219,
"m": 1.0
},
{
"p": 0.10835795849561691,
"m": 1.0
},
{
"p": 0.060188356786966324,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.5669960975646973,
"val_loss": 0.7725639343261719,
"acc": 73.86,
"time": 287.26439504598966,
"param": [
{
"p": 0.0945495143532753,
"m": 1.0
},
{
"p": 0.03921227529644966,
"m": 1.0
},
{
"p": 0.09052927047014236,
"m": 1.0
},
{
"p": 0.06623473018407822,
"m": 1.0
},
{
"p": 0.05241908133029938,
"m": 1.0
},
{
"p": 0.042952921241521835,
"m": 1.0
},
{
"p": 0.05337028205394745,
"m": 1.0
},
{
"p": 0.0647047683596611,
"m": 1.0
},
{
"p": 0.07312402874231339,
"m": 1.0
},
{
"p": 0.1007610559463501,
"m": 1.0
},
{
"p": 0.07793137431144714,
"m": 1.0
},
{
"p": 0.08030427992343903,
"m": 1.0
},
{
"p": 0.09549754112958908,
"m": 1.0
},
{
"p": 0.06840893626213074,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.5893861055374146,
"val_loss": 0.6647948026657104,
"acc": 72.23,
"time": 290.0944536830066,
"param": [
{
"p": 0.06685049831867218,
"m": 1.0
},
{
"p": 0.04896290972828865,
"m": 1.0
},
{
"p": 0.08878257125616074,
"m": 1.0
},
{
"p": 0.08493857085704803,
"m": 1.0
},
{
"p": 0.009715988300740719,
"m": 1.0
},
{
"p": 0.051018036901950836,
"m": 1.0
},
{
"p": 0.09512975066900253,
"m": 1.0
},
{
"p": 0.0735616385936737,
"m": 1.0
},
{
"p": 0.07652772217988968,
"m": 1.0
},
{
"p": 0.06948444247245789,
"m": 1.0
},
{
"p": 0.08010979741811752,
"m": 1.0
},
{
"p": 0.09361964464187622,
"m": 1.0
},
{
"p": 0.10412230342626572,
"m": 1.0
},
{
"p": 0.05717601999640465,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.5746159553527832,
"val_loss": 0.6246252655982971,
"acc": 72.97,
"time": 293.1264050609898,
"param": [
{
"p": 0.08695869892835617,
"m": 1.0
},
{
"p": 0.03389184549450874,
"m": 1.0
},
{
"p": 0.08198036998510361,
"m": 1.0
},
{
"p": 0.07273867726325989,
"m": 1.0
},
{
"p": 0.03640284389257431,
"m": 1.0
},
{
"p": 0.026204794645309448,
"m": 1.0
},
{
"p": 0.08533376455307007,
"m": 1.0
},
{
"p": 0.07188010215759277,
"m": 1.0
},
{
"p": 0.08308573812246323,
"m": 1.0
},
{
"p": 0.07834981381893158,
"m": 1.0
},
{
"p": 0.08266697824001312,
"m": 1.0
},
{
"p": 0.09175753593444824,
"m": 1.0
},
{
"p": 0.09545040875673294,
"m": 1.0
},
{
"p": 0.07329834997653961,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.325958490371704,
"val_loss": 0.7613845467567444,
"acc": 73.66,
"time": 309.70869362700614,
"param": [
{
"p": 0.08169824630022049,
"m": 1.0
},
{
"p": 0.040087856352329254,
"m": 1.0
},
{
"p": 0.10544603317975998,
"m": 1.0
},
{
"p": 0.05590615049004555,
"m": 1.0
},
{
"p": 0.04629979655146599,
"m": 1.0
},
{
"p": 0.0316089428961277,
"m": 1.0
},
{
"p": 0.07220494747161865,
"m": 1.0
},
{
"p": 0.0816526710987091,
"m": 1.0
},
{
"p": 0.09198684245347977,
"m": 1.0
},
{
"p": 0.08137868344783783,
"m": 1.0
},
{
"p": 0.08483631908893585,
"m": 1.0
},
{
"p": 0.10036327689886093,
"m": 1.0
},
{
"p": 0.09848682582378387,
"m": 1.0
},
{
"p": 0.02804349921643734,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.3320600986480713,
"val_loss": 0.8650534152984619,
"acc": 72.35,
"time": 299.0291185139795,
"param": [
{
"p": 0.07856526970863342,
"m": 1.0
},
{
"p": 0.046400491148233414,
"m": 1.0
},
{
"p": 0.09924114495515823,
"m": 1.0
},
{
"p": 0.059116512537002563,
"m": 1.0
},
{
"p": 0.01759546995162964,
"m": 1.0
},
{
"p": 0.03518196567893028,
"m": 1.0
},
{
"p": 0.07645174115896225,
"m": 1.0
},
{
"p": 0.06803451478481293,
"m": 1.0
},
{
"p": 0.06106086075305939,
"m": 1.0
},
{
"p": 0.09345164895057678,
"m": 1.0
},
{
"p": 0.09749505668878555,
"m": 1.0
},
{
"p": 0.1050957441329956,
"m": 1.0
},
{
"p": 0.11267796158790588,
"m": 1.0
},
{
"p": 0.04963149130344391,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.4284322261810303,
"val_loss": 0.8312716484069824,
"acc": 73.01,
"time": 297.89256128898705,
"param": [
{
"p": 0.09606071561574936,
"m": 1.0
},
{
"p": 0.018743818625807762,
"m": 1.0
},
{
"p": 0.102515310049057,
"m": 1.0
},
{
"p": 0.057462505996227264,
"m": 1.0
},
{
"p": 0.05214188992977142,
"m": 1.0
},
{
"p": 0.04907405376434326,
"m": 1.0
},
{
"p": 0.08344529569149017,
"m": 1.0
},
{
"p": 0.059403371065855026,
"m": 1.0
},
{
"p": 0.09270700067281723,
"m": 1.0
},
{
"p": 0.07205459475517273,
"m": 1.0
},
{
"p": 0.08681263029575348,
"m": 1.0
},
{
"p": 0.0934184268116951,
"m": 1.0
},
{
"p": 0.10233607143163681,
"m": 1.0
},
{
"p": 0.0338243693113327,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.3315125703811646,
"val_loss": 0.7699989080429077,
"acc": 73.08,
"time": 290.56492258401704,
"param": [
{
"p": 0.09765003621578217,
"m": 1.0
},
{
"p": 0.0006878165295347571,
"m": 1.0
},
{
"p": 0.10140475630760193,
"m": 1.0
},
{
"p": 0.06468169391155243,
"m": 1.0
},
{
"p": 0.04356240853667259,
"m": 1.0
},
{
"p": 0.03195996582508087,
"m": 1.0
},
{
"p": 0.08935888856649399,
"m": 1.0
},
{
"p": 0.07379060238599777,
"m": 1.0
},
{
"p": 0.0911906287074089,
"m": 1.0
},
{
"p": 0.07949478179216385,
"m": 1.0
},
{
"p": 0.06994835287332535,
"m": 1.0
},
{
"p": 0.10664494335651398,
"m": 1.0
},
{
"p": 0.10416500270366669,
"m": 1.0
},
{
"p": 0.045460011810064316,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.5434858798980713,
"val_loss": 0.7462483644485474,
"acc": 73.12,
"time": 279.88944925297983,
"param": [
{
"p": 0.10301332175731659,
"m": 1.0
},
{
"p": 0.02945060096681118,
"m": 1.0
},
{
"p": 0.10950522124767303,
"m": 1.0
},
{
"p": 0.051282089203596115,
"m": 1.0
},
{
"p": 0.04402507469058037,
"m": 1.0
},
{
"p": 0.021197805181145668,
"m": 1.0
},
{
"p": 0.07870986312627792,
"m": 1.0
},
{
"p": 0.07456304132938385,
"m": 1.0
},
{
"p": 0.059971895068883896,
"m": 1.0
},
{
"p": 0.07603908330202103,
"m": 1.0
},
{
"p": 0.08571735769510269,
"m": 1.0
},
{
"p": 0.11152254045009613,
"m": 1.0
},
{
"p": 0.09645767509937286,
"m": 1.0
},
{
"p": 0.05854447931051254,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.5175719261169434,
"val_loss": 0.8028810024261475,
"acc": 73.41,
"time": 305.61530704199686,
"param": [
{
"p": 0.10902237147092819,
"m": 1.0
},
{
"p": 0.020521461963653564,
"m": 1.0
},
{
"p": 0.08454136550426483,
"m": 1.0
},
{
"p": 0.05496634542942047,
"m": 1.0
},
{
"p": 0.047268811613321304,
"m": 1.0
},
{
"p": 0.03575581684708595,
"m": 1.0
},
{
"p": 0.08244902640581131,
"m": 1.0
},
{
"p": 0.0638437494635582,
"m": 1.0
},
{
"p": 0.09441246092319489,
"m": 1.0
},
{
"p": 0.05977284163236618,
"m": 1.0
},
{
"p": 0.08117701858282089,
"m": 1.0
},
{
"p": 0.12019971758127213,
"m": 1.0
},
{
"p": 0.09507010877132416,
"m": 1.0
},
{
"p": 0.05099879950284958,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.4250900745391846,
"val_loss": 0.7408143877983093,
"acc": 73.51,
"time": 319.3153786949988,
"param": [
{
"p": 0.07135553658008575,
"m": 1.0
},
{
"p": 0.011936928145587444,
"m": 1.0
},
{
"p": 0.09139891713857651,
"m": 1.0
},
{
"p": 0.08188404142856598,
"m": 1.0
},
{
"p": 0.047990914434194565,
"m": 1.0
},
{
"p": 0.042091961950063705,
"m": 1.0
},
{
"p": 0.08318357914686203,
"m": 1.0
},
{
"p": 0.06177601218223572,
"m": 1.0
},
{
"p": 0.09007324278354645,
"m": 1.0
},
{
"p": 0.08788758516311646,
"m": 1.0
},
{
"p": 0.050747599452733994,
"m": 1.0
},
{
"p": 0.11042637377977371,
"m": 1.0
},
{
"p": 0.10716477781534195,
"m": 1.0
},
{
"p": 0.06208255887031555,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.094212293624878,
"val_loss": 0.8645524978637695,
"acc": 73.22,
"time": 295.45754321300774,
"param": [
{
"p": 0.07732994854450226,
"m": 1.0
},
{
"p": 0.029192453250288963,
"m": 1.0
},
{
"p": 0.0775190219283104,
"m": 1.0
},
{
"p": 0.062278494238853455,
"m": 1.0
},
{
"p": 0.047107063233852386,
"m": 1.0
},
{
"p": 0.04239742457866669,
"m": 1.0
},
{
"p": 0.08109166473150253,
"m": 1.0
},
{
"p": 0.08127835392951965,
"m": 1.0
},
{
"p": 0.06819088011980057,
"m": 1.0
},
{
"p": 0.09749893844127655,
"m": 1.0
},
{
"p": 0.0830368623137474,
"m": 1.0
},
{
"p": 0.11421306431293488,
"m": 1.0
},
{
"p": 0.09324425458908081,
"m": 1.0
},
{
"p": 0.04562152922153473,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.5926337242126465,
"val_loss": 0.8264914155006409,
"acc": 73.3,
"time": 307.27891167701455,
"param": [
{
"p": 0.10233035683631897,
"m": 1.0
},
{
"p": 0.04142966493964195,
"m": 1.0
},
{
"p": 0.11330922693014145,
"m": 1.0
},
{
"p": 0.03871152922511101,
"m": 1.0
},
{
"p": 0.01801581121981144,
"m": 1.0
},
{
"p": 0.03864819183945656,
"m": 1.0
},
{
"p": 0.08339346945285797,
"m": 1.0
},
{
"p": 0.0853772759437561,
"m": 1.0
},
{
"p": 0.06374100595712662,
"m": 1.0
},
{
"p": 0.09255416691303253,
"m": 1.0
},
{
"p": 0.0859132707118988,
"m": 1.0
},
{
"p": 0.07475057989358902,
"m": 1.0
},
{
"p": 0.11506932228803635,
"m": 1.0
},
{
"p": 0.04675612598657608,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.4867587089538574,
"val_loss": 0.7879179120063782,
"acc": 72.49,
"time": 298.22438410000177,
"param": [
{
"p": 0.09707611054182053,
"m": 1.0
},
{
"p": 0.027855470776557922,
"m": 1.0
},
{
"p": 0.0971846953034401,
"m": 1.0
},
{
"p": 0.07220656424760818,
"m": 1.0
},
{
"p": 0.03555160388350487,
"m": 1.0
},
{
"p": 0.03706999495625496,
"m": 1.0
},
{
"p": 0.08619242161512375,
"m": 1.0
},
{
"p": 0.08223665505647659,
"m": 1.0
},
{
"p": 0.07525229454040527,
"m": 1.0
},
{
"p": 0.0867551639676094,
"m": 1.0
},
{
"p": 0.084529809653759,
"m": 1.0
},
{
"p": 0.07789071649312973,
"m": 1.0
},
{
"p": 0.08471109718084335,
"m": 1.0
},
{
"p": 0.05548742040991783,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.5271259546279907,
"val_loss": 0.8142743110656738,
"acc": 73.63,
"time": 297.2512826389866,
"param": [
{
"p": 0.06932549923658371,
"m": 1.0
},
{
"p": 0.03219594061374664,
"m": 1.0
},
{
"p": 0.09709881246089935,
"m": 1.0
},
{
"p": 0.07415877282619476,
"m": 1.0
},
{
"p": 0.0345294252038002,
"m": 1.0
},
{
"p": 0.0185555387288332,
"m": 1.0
},
{
"p": 0.08456429094076157,
"m": 1.0
},
{
"p": 0.07747692614793777,
"m": 1.0
},
{
"p": 0.0697852075099945,
"m": 1.0
},
{
"p": 0.0841093435883522,
"m": 1.0
},
{
"p": 0.09850780665874481,
"m": 1.0
},
{
"p": 0.0953841507434845,
"m": 1.0
},
{
"p": 0.09965632110834122,
"m": 1.0
},
{
"p": 0.06465202569961548,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.4302241802215576,
"val_loss": 0.7268579602241516,
"acc": 71.38,
"time": 297.8746200980095,
"param": [
{
"p": 0.10082510113716125,
"m": 1.0
},
{
"p": 0.02854648232460022,
"m": 1.0
},
{
"p": 0.10353874415159225,
"m": 1.0
},
{
"p": 0.0809837281703949,
"m": 1.0
},
{
"p": 0.015658849850296974,
"m": 1.0
},
{
"p": 0.04200412333011627,
"m": 1.0
},
{
"p": 0.07978112250566483,
"m": 1.0
},
{
"p": 0.08927465230226517,
"m": 1.0
},
{
"p": 0.08417359739542007,
"m": 1.0
},
{
"p": 0.0726875513792038,
"m": 1.0
},
{
"p": 0.06937022507190704,
"m": 1.0
},
{
"p": 0.0888015553355217,
"m": 1.0
},
{
"p": 0.09496224671602249,
"m": 1.0
},
{
"p": 0.04939205199480057,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.2729816436767578,
"val_loss": 0.7869440913200378,
"acc": 73.95,
"time": 289.20655506901676,
"param": [
{
"p": 0.09752381592988968,
"m": 1.0
},
{
"p": 0.03127612546086311,
"m": 1.0
},
{
"p": 0.08385130017995834,
"m": 1.0
},
{
"p": 0.0472676120698452,
"m": 1.0
},
{
"p": 0.03596275672316551,
"m": 1.0
},
{
"p": 0.05161236599087715,
"m": 1.0
},
{
"p": 0.08364492654800415,
"m": 1.0
},
{
"p": 0.0724271833896637,
"m": 1.0
},
{
"p": 0.08701695501804352,
"m": 1.0
},
{
"p": 0.07039614021778107,
"m": 1.0
},
{
"p": 0.0871753841638565,
"m": 1.0
},
{
"p": 0.10262563079595566,
"m": 1.0
},
{
"p": 0.10526689887046814,
"m": 1.0
},
{
"p": 0.04395296052098274,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.6023762226104736,
"val_loss": 0.8433565497398376,
"acc": 72.55,
"time": 276.9017082779901,
"param": [
{
"p": 0.08691886067390442,
"m": 1.0
},
{
"p": 0.019928596913814545,
"m": 1.0
},
{
"p": 0.08278825879096985,
"m": 1.0
},
{
"p": 0.07994487881660461,
"m": 1.0
},
{
"p": 0.0393468514084816,
"m": 1.0
},
{
"p": 0.046101778745651245,
"m": 1.0
},
{
"p": 0.07373810559511185,
"m": 1.0
},
{
"p": 0.06099036708474159,
"m": 1.0
},
{
"p": 0.08016384392976761,
"m": 1.0
},
{
"p": 0.07082775980234146,
"m": 1.0
},
{
"p": 0.07823529839515686,
"m": 1.0
},
{
"p": 0.0997224822640419,
"m": 1.0
},
{
"p": 0.11626239120960236,
"m": 1.0
},
{
"p": 0.06503050774335861,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.56521737575531,
"val_loss": 0.7980303764343262,
"acc": 72.99,
"time": 283.3249479389924,
"param": [
{
"p": 0.0689072385430336,
"m": 1.0
},
{
"p": 0.0006938485894352198,
"m": 1.0
},
{
"p": 0.10355652868747711,
"m": 1.0
},
{
"p": 0.06909728050231934,
"m": 1.0
},
{
"p": 0.051126059144735336,
"m": 1.0
},
{
"p": 0.032971709966659546,
"m": 1.0
},
{
"p": 0.08724425733089447,
"m": 1.0
},
{
"p": 0.08524344116449356,
"m": 1.0
},
{
"p": 0.08843471109867096,
"m": 1.0
},
{
"p": 0.08965937793254852,
"m": 1.0
},
{
"p": 0.09301158040761948,
"m": 1.0
},
{
"p": 0.08916017413139343,
"m": 1.0
},
{
"p": 0.10336093604564667,
"m": 1.0
},
{
"p": 0.0375327467918396,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.5429164171218872,
"val_loss": 0.7797415256500244,
"acc": 73.04,
"time": 287.77312560999417,
"param": [
{
"p": 0.1054803878068924,
"m": 1.0
},
{
"p": 0.0006905166083015501,
"m": 1.0
},
{
"p": 0.11229397356510162,
"m": 1.0
},
{
"p": 0.0670628696680069,
"m": 1.0
},
{
"p": 0.05136575549840927,
"m": 1.0
},
{
"p": 0.04725510627031326,
"m": 1.0
},
{
"p": 0.0784892812371254,
"m": 1.0
},
{
"p": 0.06866665929555893,
"m": 1.0
},
{
"p": 0.08929132670164108,
"m": 1.0
},
{
"p": 0.05569400265812874,
"m": 1.0
},
{
"p": 0.08678825199604034,
"m": 1.0
},
{
"p": 0.09313280880451202,
"m": 1.0
},
{
"p": 0.08907262235879898,
"m": 1.0
},
{
"p": 0.054716408252716064,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.5185866355895996,
"val_loss": 0.8050462007522583,
"acc": 73.89,
"time": 275.4457923070004,
"param": [
{
"p": 0.11113055050373077,
"m": 1.0
},
{
"p": 0.033031899482011795,
"m": 1.0
},
{
"p": 0.10641803592443466,
"m": 1.0
},
{
"p": 0.07970001548528671,
"m": 1.0
},
{
"p": 0.03740326315164566,
"m": 1.0
},
{
"p": 0.0353759229183197,
"m": 1.0
},
{
"p": 0.08435874432325363,
"m": 1.0
},
{
"p": 0.05568479746580124,
"m": 1.0
},
{
"p": 0.09313565492630005,
"m": 1.0
},
{
"p": 0.08135168254375458,
"m": 1.0
},
{
"p": 0.05699525773525238,
"m": 1.0
},
{
"p": 0.09625799208879471,
"m": 1.0
},
{
"p": 0.08791307359933853,
"m": 1.0
},
{
"p": 0.041243091225624084,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.1887891292572021,
"val_loss": 0.7438030242919922,
"acc": 73.15,
"time": 305.9894801900082,
"param": [
{
"p": 0.09303534775972366,
"m": 1.0
},
{
"p": 0.02828972414135933,
"m": 1.0
},
{
"p": 0.11151827871799469,
"m": 1.0
},
{
"p": 0.05772341042757034,
"m": 1.0
},
{
"p": 0.04372944310307503,
"m": 1.0
},
{
"p": 0.01910637877881527,
"m": 1.0
},
{
"p": 0.08610664308071136,
"m": 1.0
},
{
"p": 0.07273705303668976,
"m": 1.0
},
{
"p": 0.09199556708335876,
"m": 1.0
},
{
"p": 0.08689222484827042,
"m": 1.0
},
{
"p": 0.09553775936365128,
"m": 1.0
},
{
"p": 0.07681410014629364,
"m": 1.0
},
{
"p": 0.08861640840768814,
"m": 1.0
},
{
"p": 0.04789760708808899,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.7212194204330444,
"val_loss": 0.8067029714584351,
"acc": 73.59,
"time": 304.9706713499909,
"param": [
{
"p": 0.11750005185604095,
"m": 1.0
},
{
"p": 0.015998976305127144,
"m": 1.0
},
{
"p": 0.10482578724622726,
"m": 1.0
},
{
"p": 0.01822330243885517,
"m": 1.0
},
{
"p": 0.0237019844353199,
"m": 1.0
},
{
"p": 0.03128238394856453,
"m": 1.0
},
{
"p": 0.08615446090698242,
"m": 1.0
},
{
"p": 0.08887714147567749,
"m": 1.0
},
{
"p": 0.08949077129364014,
"m": 1.0
},
{
"p": 0.09632185101509094,
"m": 1.0
},
{
"p": 0.07320262491703033,
"m": 1.0
},
{
"p": 0.08784721791744232,
"m": 1.0
},
{
"p": 0.09861569851636887,
"m": 1.0
},
{
"p": 0.067957803606987,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.1841654777526855,
"val_loss": 0.7415084838867188,
"acc": 73.45,
"time": 299.6145376210043,
"param": [
{
"p": 0.10713117569684982,
"m": 1.0
},
{
"p": 0.0006965171778574586,
"m": 1.0
},
{
"p": 0.1139482855796814,
"m": 1.0
},
{
"p": 0.0712798461318016,
"m": 1.0
},
{
"p": 0.03979399800300598,
"m": 1.0
},
{
"p": 0.034636858850717545,
"m": 1.0
},
{
"p": 0.07249607145786285,
"m": 1.0
},
{
"p": 0.07069247961044312,
"m": 1.0
},
{
"p": 0.08274417370557785,
"m": 1.0
},
{
"p": 0.08402329683303833,
"m": 1.0
},
{
"p": 0.08762507140636444,
"m": 1.0
},
{
"p": 0.09617997705936432,
"m": 1.0
},
{
"p": 0.08807836472988129,
"m": 1.0
},
{
"p": 0.05067386478185654,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.5126194953918457,
"val_loss": 0.7506317496299744,
"acc": 73.84,
"time": 289.84888815300656,
"param": [
{
"p": 0.08611918240785599,
"m": 1.0
},
{
"p": 0.042971085757017136,
"m": 1.0
},
{
"p": 0.0981503278017044,
"m": 1.0
},
{
"p": 0.06429266929626465,
"m": 1.0
},
{
"p": 0.028348824009299278,
"m": 1.0
},
{
"p": 0.025332896038889885,
"m": 1.0
},
{
"p": 0.10354692488908768,
"m": 1.0
},
{
"p": 0.10060018301010132,
"m": 1.0
},
{
"p": 0.06890283524990082,
"m": 1.0
},
{
"p": 0.05065071955323219,
"m": 1.0
},
{
"p": 0.10131561756134033,
"m": 1.0
},
{
"p": 0.09880637377500534,
"m": 1.0
},
{
"p": 0.08391331881284714,
"m": 1.0
},
{
"p": 0.04704897105693817,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.2759699821472168,
"val_loss": 0.7028928399085999,
"acc": 73.45,
"time": 315.4840562220197,
"param": [
{
"p": 0.09611336886882782,
"m": 1.0
},
{
"p": 0.029357755556702614,
"m": 1.0
},
{
"p": 0.07888684421777725,
"m": 1.0
},
{
"p": 0.08340921998023987,
"m": 1.0
},
{
"p": 0.019417114555835724,
"m": 1.0
},
{
"p": 0.03844258934259415,
"m": 1.0
},
{
"p": 0.07838309556245804,
"m": 1.0
},
{
"p": 0.06608102470636368,
"m": 1.0
},
{
"p": 0.08874215185642242,
"m": 1.0
},
{
"p": 0.07764509320259094,
"m": 1.0
},
{
"p": 0.07680238783359528,
"m": 1.0
},
{
"p": 0.09759595990180969,
"m": 1.0
},
{
"p": 0.09762531518936157,
"m": 1.0
},
{
"p": 0.0714980885386467,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.5929439067840576,
"val_loss": 0.8507953882217407,
"acc": 73.95,
"time": 312.4250801530143,
"param": [
{
"p": 0.0814090371131897,
"m": 1.0
},
{
"p": 0.03785371035337448,
"m": 1.0
},
{
"p": 0.08375513553619385,
"m": 1.0
},
{
"p": 0.058494262397289276,
"m": 1.0
},
{
"p": 0.031221332028508186,
"m": 1.0
},
{
"p": 0.04022166505455971,
"m": 1.0
},
{
"p": 0.08902682363986969,
"m": 1.0
},
{
"p": 0.05482086166739464,
"m": 1.0
},
{
"p": 0.11041761189699173,
"m": 1.0
},
{
"p": 0.08875251561403275,
"m": 1.0
},
{
"p": 0.0837300643324852,
"m": 1.0
},
{
"p": 0.09281395375728607,
"m": 1.0
},
{
"p": 0.09527444839477539,
"m": 1.0
},
{
"p": 0.05220841243863106,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.7605564594268799,
"val_loss": 0.7155944108963013,
"acc": 73.25,
"time": 301.8873871889955,
"param": [
{
"p": 0.0804506167769432,
"m": 1.0
},
{
"p": 0.04445020854473114,
"m": 1.0
},
{
"p": 0.08282880485057831,
"m": 1.0
},
{
"p": 0.05676409602165222,
"m": 1.0
},
{
"p": 0.04947831854224205,
"m": 1.0
},
{
"p": 0.05924275144934654,
"m": 1.0
},
{
"p": 0.08951670676469803,
"m": 1.0
},
{
"p": 0.07144395262002945,
"m": 1.0
},
{
"p": 0.07688641548156738,
"m": 1.0
},
{
"p": 0.07577042281627655,
"m": 1.0
},
{
"p": 0.08325940370559692,
"m": 1.0
},
{
"p": 0.09100040793418884,
"m": 1.0
},
{
"p": 0.07322555035352707,
"m": 1.0
},
{
"p": 0.06568234413862228,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.7937674522399902,
"val_loss": 0.8440423607826233,
"acc": 73.7,
"time": 307.6655209379969,
"param": [
{
"p": 0.11492805182933807,
"m": 1.0
},
{
"p": 0.02931458316743374,
"m": 1.0
},
{
"p": 0.10694996267557144,
"m": 1.0
},
{
"p": 0.06371303647756577,
"m": 1.0
},
{
"p": 0.05753643438220024,
"m": 1.0
},
{
"p": 0.04353046044707298,
"m": 1.0
},
{
"p": 0.04785361513495445,
"m": 1.0
},
{
"p": 0.0729142427444458,
"m": 1.0
},
{
"p": 0.06183589994907379,
"m": 1.0
},
{
"p": 0.06810902059078217,
"m": 1.0
},
{
"p": 0.08414463698863983,
"m": 1.0
},
{
"p": 0.0943954735994339,
"m": 1.0
},
{
"p": 0.08713258057832718,
"m": 1.0
},
{
"p": 0.06764189898967743,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 1.5161796808242798,
"val_loss": 0.7471572756767273,
"acc": 73.8,
"time": 304.28307635799865,
"param": [
{
"p": 0.12117040902376175,
"m": 1.0
},
{
"p": 0.008552814833819866,
"m": 1.0
},
{
"p": 0.080939881503582,
"m": 1.0
},
{
"p": 0.05455990880727768,
"m": 1.0
},
{
"p": 0.030697373673319817,
"m": 1.0
},
{
"p": 0.0008998801931738853,
"m": 1.0
},
{
"p": 0.0804782509803772,
"m": 1.0
},
{
"p": 0.05559619516134262,
"m": 1.0
},
{
"p": 0.08993133157491684,
"m": 1.0
},
{
"p": 0.0932314395904541,
"m": 1.0
},
{
"p": 0.09707335382699966,
"m": 1.0
},
{
"p": 0.11430250108242035,
"m": 1.0
},
{
"p": 0.0949462279677391,
"m": 1.0
},
{
"p": 0.0776204764842987,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.3665032386779785,
"val_loss": 0.8828372955322266,
"acc": 73.42,
"time": 274.66821008798433,
"param": [
{
"p": 0.08685215562582016,
"m": 1.0
},
{
"p": 0.03418143466114998,
"m": 1.0
},
{
"p": 0.1029568761587143,
"m": 1.0
},
{
"p": 0.080149345099926,
"m": 1.0
},
{
"p": 0.025146711617708206,
"m": 1.0
},
{
"p": 0.0462147518992424,
"m": 1.0
},
{
"p": 0.0737055242061615,
"m": 1.0
},
{
"p": 0.06983444094657898,
"m": 1.0
},
{
"p": 0.09436134994029999,
"m": 1.0
},
{
"p": 0.08389304578304291,
"m": 1.0
},
{
"p": 0.08427833765745163,
"m": 1.0
},
{
"p": 0.07692638039588928,
"m": 1.0
},
{
"p": 0.07798974961042404,
"m": 1.0
},
{
"p": 0.06350985169410706,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.6079310178756714,
"val_loss": 0.8861852884292603,
"acc": 73.39,
"time": 297.06427237202297,
"param": [
{
"p": 0.09543722122907639,
"m": 1.0
},
{
"p": 0.0006900918669998646,
"m": 1.0
},
{
"p": 0.09633380174636841,
"m": 1.0
},
{
"p": 0.0674339085817337,
"m": 1.0
},
{
"p": 0.050513532012701035,
"m": 1.0
},
{
"p": 0.041745252907276154,
"m": 1.0
},
{
"p": 0.06619352102279663,
"m": 1.0
},
{
"p": 0.09420298039913177,
"m": 1.0
},
{
"p": 0.07985150814056396,
"m": 1.0
},
{
"p": 0.06879585981369019,
"m": 1.0
},
{
"p": 0.0835602879524231,
"m": 1.0
},
{
"p": 0.09697354584932327,
"m": 1.0
},
{
"p": 0.0877133458852768,
"m": 1.0
},
{
"p": 0.070555180311203,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.8231730461120605,
"val_loss": 0.7277178168296814,
"acc": 73.92,
"time": 299.51743848400656,
"param": [
{
"p": 0.10338113456964493,
"m": 1.0
},
{
"p": 0.03339725732803345,
"m": 1.0
},
{
"p": 0.10758029669523239,
"m": 1.0
},
{
"p": 0.06694669276475906,
"m": 1.0
},
{
"p": 0.05847931653261185,
"m": 1.0
},
{
"p": 0.02281569316983223,
"m": 1.0
},
{
"p": 0.09819475561380386,
"m": 1.0
},
{
"p": 0.06999222189188004,
"m": 1.0
},
{
"p": 0.058538418263196945,
"m": 1.0
},
{
"p": 0.04536166414618492,
"m": 1.0
},
{
"p": 0.09953318536281586,
"m": 1.0
},
{
"p": 0.08815069496631622,
"m": 1.0
},
{
"p": 0.08418083935976028,
"m": 1.0
},
{
"p": 0.06344770640134811,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.3660813570022583,
"val_loss": 0.7359136343002319,
"acc": 73.32,
"time": 308.22677530901274,
"param": [
{
"p": 0.10450142621994019,
"m": 1.0
},
{
"p": 0.03202125057578087,
"m": 1.0
},
{
"p": 0.0668954849243164,
"m": 1.0
},
{
"p": 0.058480799198150635,
"m": 1.0
},
{
"p": 0.03497502952814102,
"m": 1.0
},
{
"p": 0.024125726893544197,
"m": 1.0
},
{
"p": 0.09166093915700912,
"m": 1.0
},
{
"p": 0.07049334049224854,
"m": 1.0
},
{
"p": 0.09180694073438644,
"m": 1.0
},
{
"p": 0.07369328290224075,
"m": 1.0
},
{
"p": 0.09238263964653015,
"m": 1.0
},
{
"p": 0.09116791933774948,
"m": 1.0
},
{
"p": 0.08286359906196594,
"m": 1.0
},
{
"p": 0.08493155986070633,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.84906804561615,
"val_loss": 0.7999775409698486,
"acc": 73.03,
"time": 298.8275731719914,
"param": [
{
"p": 0.10566920787096024,
"m": 1.0
},
{
"p": 0.03949835151433945,
"m": 1.0
},
{
"p": 0.10221713036298752,
"m": 1.0
},
{
"p": 0.06708810478448868,
"m": 1.0
},
{
"p": 0.007235807832330465,
"m": 1.0
},
{
"p": 0.022132188081741333,
"m": 1.0
},
{
"p": 0.07949027419090271,
"m": 1.0
},
{
"p": 0.09099288284778595,
"m": 1.0
},
{
"p": 0.06806634366512299,
"m": 1.0
},
{
"p": 0.07859592884778976,
"m": 1.0
},
{
"p": 0.09241272509098053,
"m": 1.0
},
{
"p": 0.0942721888422966,
"m": 1.0
},
{
"p": 0.09521465003490448,
"m": 1.0
},
{
"p": 0.05711428448557854,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 1.637374997138977,
"val_loss": 0.7754148244857788,
"acc": 73.52,
"time": 296.339685406012,
"param": [
{
"p": 0.07735665887594223,
"m": 1.0
},
{
"p": 0.029293380677700043,
"m": 1.0
},
{
"p": 0.1114969253540039,
"m": 1.0
},
{
"p": 0.05285433679819107,
"m": 1.0
},
{
"p": 0.043828122317790985,
"m": 1.0
},
{
"p": 0.0227640513330698,
"m": 1.0
},
{
"p": 0.07794515043497086,
"m": 1.0
},
{
"p": 0.08374212682247162,
"m": 1.0
},
{
"p": 0.06509071588516235,
"m": 1.0
},
{
"p": 0.08951246738433838,
"m": 1.0
},
{
"p": 0.08604463934898376,
"m": 1.0
},
{
"p": 0.09052827209234238,
"m": 1.0
},
{
"p": 0.10580521076917648,
"m": 1.0
},
{
"p": 0.06373792141675949,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.2878687381744385,
"val_loss": 0.6969350576400757,
"acc": 73.81,
"time": 311.7381398359721,
"param": [
{
"p": 0.08580125123262405,
"m": 1.0
},
{
"p": 0.01737307943403721,
"m": 1.0
},
{
"p": 0.09572593867778778,
"m": 1.0
},
{
"p": 0.07106868177652359,
"m": 1.0
},
{
"p": 0.04161080718040466,
"m": 1.0
},
{
"p": 0.04694472998380661,
"m": 1.0
},
{
"p": 0.07852229475975037,
"m": 1.0
},
{
"p": 0.08994102478027344,
"m": 1.0
},
{
"p": 0.06580357998609543,
"m": 1.0
},
{
"p": 0.06950010359287262,
"m": 1.0
},
{
"p": 0.07561855018138885,
"m": 1.0
},
{
"p": 0.09653697907924652,
"m": 1.0
},
{
"p": 0.1111578494310379,
"m": 1.0
},
{
"p": 0.05439509451389313,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.1910735368728638,
"val_loss": 0.7062218189239502,
"acc": 74.29,
"time": 301.8597251829924,
"param": [
{
"p": 0.08529700338840485,
"m": 1.0
},
{
"p": 0.027645103633403778,
"m": 1.0
},
{
"p": 0.09677798300981522,
"m": 1.0
},
{
"p": 0.07627954334020615,
"m": 1.0
},
{
"p": 0.027924571186304092,
"m": 1.0
},
{
"p": 0.030384141951799393,
"m": 1.0
},
{
"p": 0.09601940214633942,
"m": 1.0
},
{
"p": 0.08285810798406601,
"m": 1.0
},
{
"p": 0.056804437190294266,
"m": 1.0
},
{
"p": 0.0919651985168457,
"m": 1.0
},
{
"p": 0.0552891343832016,
"m": 1.0
},
{
"p": 0.09918723255395889,
"m": 1.0
},
{
"p": 0.10564622282981873,
"m": 1.0
},
{
"p": 0.06792191416025162,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.4259331226348877,
"val_loss": 0.7885823845863342,
"acc": 73.28,
"time": 318.1074923549895,
"param": [
{
"p": 0.10815634578466415,
"m": 1.0
},
{
"p": 0.03598971664905548,
"m": 1.0
},
{
"p": 0.09082719683647156,
"m": 1.0
},
{
"p": 0.0701381042599678,
"m": 1.0
},
{
"p": 0.05423037335276604,
"m": 1.0
},
{
"p": 0.007013396359980106,
"m": 1.0
},
{
"p": 0.07603336125612259,
"m": 1.0
},
{
"p": 0.07015372067689896,
"m": 1.0
},
{
"p": 0.08514903485774994,
"m": 1.0
},
{
"p": 0.06024802848696709,
"m": 1.0
},
{
"p": 0.0715673640370369,
"m": 1.0
},
{
"p": 0.09718718379735947,
"m": 1.0
},
{
"p": 0.09947244077920914,
"m": 1.0
},
{
"p": 0.07383377850055695,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.450484275817871,
"val_loss": 0.8561534881591797,
"acc": 73.31,
"time": 299.1920137790148,
"param": [
{
"p": 0.10639005154371262,
"m": 1.0
},
{
"p": 0.012621968053281307,
"m": 1.0
},
{
"p": 0.10163888335227966,
"m": 1.0
},
{
"p": 0.05551432818174362,
"m": 1.0
},
{
"p": 0.046487413346767426,
"m": 1.0
},
{
"p": 0.054901372641325,
"m": 1.0
},
{
"p": 0.06097583845257759,
"m": 1.0
},
{
"p": 0.07831093668937683,
"m": 1.0
},
{
"p": 0.09737154096364975,
"m": 1.0
},
{
"p": 0.07149641215801239,
"m": 1.0
},
{
"p": 0.09324809908866882,
"m": 1.0
},
{
"p": 0.07499448210000992,
"m": 1.0
},
{
"p": 0.08770470321178436,
"m": 1.0
},
{
"p": 0.05834392458200455,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.3420095443725586,
"val_loss": 0.7526618838310242,
"acc": 72.59,
"time": 305.23514695401536,
"param": [
{
"p": 0.10956517606973648,
"m": 1.0
},
{
"p": 0.037447866052389145,
"m": 1.0
},
{
"p": 0.09537059813737869,
"m": 1.0
},
{
"p": 0.07670287042856216,
"m": 1.0
},
{
"p": 0.02847806178033352,
"m": 1.0
},
{
"p": 0.02400798723101616,
"m": 1.0
},
{
"p": 0.06578987836837769,
"m": 1.0
},
{
"p": 0.07013018429279327,
"m": 1.0
},
{
"p": 0.09426984190940857,
"m": 1.0
},
{
"p": 0.06901903450489044,
"m": 1.0
},
{
"p": 0.10117924213409424,
"m": 1.0
},
{
"p": 0.08959269523620605,
"m": 1.0
},
{
"p": 0.08494061231613159,
"m": 1.0
},
{
"p": 0.0535060353577137,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.4327144622802734,
"val_loss": 0.7538117170333862,
"acc": 73.93,
"time": 307.27598273500917,
"param": [
{
"p": 0.08785684406757355,
"m": 1.0
},
{
"p": 0.028748998418450356,
"m": 1.0
},
{
"p": 0.08943846821784973,
"m": 1.0
},
{
"p": 0.06081502139568329,
"m": 1.0
},
{
"p": 0.032748039811849594,
"m": 1.0
},
{
"p": 0.042971547693014145,
"m": 1.0
},
{
"p": 0.07761900126934052,
"m": 1.0
},
{
"p": 0.08498906344175339,
"m": 1.0
},
{
"p": 0.060300204902887344,
"m": 1.0
},
{
"p": 0.10106329619884491,
"m": 1.0
},
{
"p": 0.09888298809528351,
"m": 1.0
},
{
"p": 0.08585049957036972,
"m": 1.0
},
{
"p": 0.1001095324754715,
"m": 1.0
},
{
"p": 0.048606470227241516,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.2168217897415161,
"val_loss": 0.6200452446937561,
"acc": 74.23,
"time": 305.2952745470102,
"param": [
{
"p": 0.08714618533849716,
"m": 1.0
},
{
"p": 0.025156604126095772,
"m": 1.0
},
{
"p": 0.0792074054479599,
"m": 1.0
},
{
"p": 0.07199449837207794,
"m": 1.0
},
{
"p": 0.04841470718383789,
"m": 1.0
},
{
"p": 0.0391799658536911,
"m": 1.0
},
{
"p": 0.0715148076415062,
"m": 1.0
},
{
"p": 0.08149898052215576,
"m": 1.0
},
{
"p": 0.08961338549852371,
"m": 1.0
},
{
"p": 0.10867197811603546,
"m": 1.0
},
{
"p": 0.07235898077487946,
"m": 1.0
},
{
"p": 0.08438003063201904,
"m": 1.0
},
{
"p": 0.09870652109384537,
"m": 1.0
},
{
"p": 0.04215589910745621,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.2711151838302612,
"val_loss": 0.9303045868873596,
"acc": 73.44,
"time": 295.27757780998945,
"param": [
{
"p": 0.07081161439418793,
"m": 1.0
},
{
"p": 0.041949931532144547,
"m": 1.0
},
{
"p": 0.08662329614162445,
"m": 1.0
},
{
"p": 0.08987830579280853,
"m": 1.0
},
{
"p": 0.038685619831085205,
"m": 1.0
},
{
"p": 0.03339016065001488,
"m": 1.0
},
{
"p": 0.070218026638031,
"m": 1.0
},
{
"p": 0.07267802208662033,
"m": 1.0
},
{
"p": 0.09976303577423096,
"m": 1.0
},
{
"p": 0.07871166616678238,
"m": 1.0
},
{
"p": 0.0747876688838005,
"m": 1.0
},
{
"p": 0.08963757753372192,
"m": 1.0
},
{
"p": 0.09391430020332336,
"m": 1.0
},
{
"p": 0.05895069241523743,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.4253144264221191,
"val_loss": 0.8089766502380371,
"acc": 73.73,
"time": 288.1707657670195,
"param": [
{
"p": 0.0919666439294815,
"m": 1.0
},
{
"p": 0.029691645875573158,
"m": 1.0
},
{
"p": 0.09843215346336365,
"m": 1.0
},
{
"p": 0.05420568212866783,
"m": 1.0
},
{
"p": 0.018137425184249878,
"m": 1.0
},
{
"p": 0.04152306169271469,
"m": 1.0
},
{
"p": 0.06900227069854736,
"m": 1.0
},
{
"p": 0.0895792543888092,
"m": 1.0
},
{
"p": 0.08668709546327591,
"m": 1.0
},
{
"p": 0.0808304101228714,
"m": 1.0
},
{
"p": 0.08981884270906448,
"m": 1.0
},
{
"p": 0.09869782626628876,
"m": 1.0
},
{
"p": 0.09155900031328201,
"m": 1.0
},
{
"p": 0.0598687082529068,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.5489294528961182,
"val_loss": 0.8555640578269958,
"acc": 73.46,
"time": 297.5529553100059,
"param": [
{
"p": 0.09826622903347015,
"m": 1.0
},
{
"p": 0.044932782649993896,
"m": 1.0
},
{
"p": 0.0843244269490242,
"m": 1.0
},
{
"p": 0.060328662395477295,
"m": 1.0
},
{
"p": 0.04843583330512047,
"m": 1.0
},
{
"p": 0.035969894379377365,
"m": 1.0
},
{
"p": 0.08564215898513794,
"m": 1.0
},
{
"p": 0.08254300057888031,
"m": 1.0
},
{
"p": 0.07457252591848373,
"m": 1.0
},
{
"p": 0.08359536528587341,
"m": 1.0
},
{
"p": 0.055300965905189514,
"m": 1.0
},
{
"p": 0.08726458251476288,
"m": 1.0
},
{
"p": 0.09849360585212708,
"m": 1.0
},
{
"p": 0.060329943895339966,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 1.3724629878997803,
"val_loss": 0.7138651013374329,
"acc": 73.66,
"time": 284.7856758470007,
"param": [
{
"p": 0.10445906966924667,
"m": 1.0
},
{
"p": 0.02855127677321434,
"m": 1.0
},
{
"p": 0.08203630149364471,
"m": 1.0
},
{
"p": 0.0661768838763237,
"m": 1.0
},
{
"p": 0.025782311335206032,
"m": 1.0
},
{
"p": 0.03681781888008118,
"m": 1.0
},
{
"p": 0.09989779442548752,
"m": 1.0
},
{
"p": 0.08530238270759583,
"m": 1.0
},
{
"p": 0.08442118763923645,
"m": 1.0
},
{
"p": 0.07656175643205643,
"m": 1.0
},
{
"p": 0.07173238694667816,
"m": 1.0
},
{
"p": 0.08448396623134613,
"m": 1.0
},
{
"p": 0.09309606999158859,
"m": 1.0
},
{
"p": 0.06068066507577896,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.3241353034973145,
"val_loss": 0.7781106233596802,
"acc": 73.79,
"time": 281.35664447399904,
"param": [
{
"p": 0.10931170731782913,
"m": 1.0
},
{
"p": 0.033104728907346725,
"m": 1.0
},
{
"p": 0.10404708236455917,
"m": 1.0
},
{
"p": 0.04839107766747475,
"m": 1.0
},
{
"p": 0.05099663883447647,
"m": 1.0
},
{
"p": 0.02819296531379223,
"m": 1.0
},
{
"p": 0.06838496774435043,
"m": 1.0
},
{
"p": 0.06111108139157295,
"m": 1.0
},
{
"p": 0.08009983599185944,
"m": 1.0
},
{
"p": 0.0955299362540245,
"m": 1.0
},
{
"p": 0.07715068757534027,
"m": 1.0
},
{
"p": 0.09080180525779724,
"m": 1.0
},
{
"p": 0.107950858771801,
"m": 1.0
},
{
"p": 0.044926632195711136,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.4486565589904785,
"val_loss": 0.9696570634841919,
"acc": 73.09,
"time": 300.4975392820197,
"param": [
{
"p": 0.10321062058210373,
"m": 1.0
},
{
"p": 0.02927243523299694,
"m": 1.0
},
{
"p": 0.08334571868181229,
"m": 1.0
},
{
"p": 0.07796625792980194,
"m": 1.0
},
{
"p": 0.026271242648363113,
"m": 1.0
},
{
"p": 0.0288859736174345,
"m": 1.0
},
{
"p": 0.08206496387720108,
"m": 1.0
},
{
"p": 0.0842432975769043,
"m": 1.0
},
{
"p": 0.08434365689754486,
"m": 1.0
},
{
"p": 0.083949014544487,
"m": 1.0
},
{
"p": 0.08492431044578552,
"m": 1.0
},
{
"p": 0.09512106329202652,
"m": 1.0
},
{
"p": 0.08657605201005936,
"m": 1.0
},
{
"p": 0.04982540011405945,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 1.2326908111572266,
"val_loss": 0.7305400967597961,
"acc": 74.19,
"time": 294.9011280949926,
"param": [
{
"p": 0.09375447034835815,
"m": 1.0
},
{
"p": 0.0473315604031086,
"m": 1.0
},
{
"p": 0.1136702224612236,
"m": 1.0
},
{
"p": 0.03078852780163288,
"m": 1.0
},
{
"p": 0.04935144633054733,
"m": 1.0
},
{
"p": 0.030317263677716255,
"m": 1.0
},
{
"p": 0.060729559510946274,
"m": 1.0
},
{
"p": 0.08976000547409058,
"m": 1.0
},
{
"p": 0.0850328877568245,
"m": 1.0
},
{
"p": 0.07184386998414993,
"m": 1.0
},
{
"p": 0.07594528049230576,
"m": 1.0
},
{
"p": 0.09046246111392975,
"m": 1.0
},
{
"p": 0.12179923802614212,
"m": 1.0
},
{
"p": 0.039213065057992935,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.0799580812454224,
"val_loss": 0.807864248752594,
"acc": 74.19,
"time": 281.93859433499165,
"param": [
{
"p": 0.08010032773017883,
"m": 1.0
},
{
"p": 0.025336798280477524,
"m": 1.0
},
{
"p": 0.10932659357786179,
"m": 1.0
},
{
"p": 0.07541067153215408,
"m": 1.0
},
{
"p": 0.04697311669588089,
"m": 1.0
},
{
"p": 0.024591704830527306,
"m": 1.0
},
{
"p": 0.06920993328094482,
"m": 1.0
},
{
"p": 0.07356693595647812,
"m": 1.0
},
{
"p": 0.09393489360809326,
"m": 1.0
},
{
"p": 0.08245208859443665,
"m": 1.0
},
{
"p": 0.08790280669927597,
"m": 1.0
},
{
"p": 0.0988779291510582,
"m": 1.0
},
{
"p": 0.0784650519490242,
"m": 1.0
},
{
"p": 0.05385108292102814,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.4597188234329224,
"val_loss": 0.8206399083137512,
"acc": 74.82,
"time": 286.86959749797825,
"param": [
{
"p": 0.09467440098524094,
"m": 1.0
},
{
"p": 0.03831648826599121,
"m": 1.0
},
{
"p": 0.07132557034492493,
"m": 1.0
},
{
"p": 0.06444019824266434,
"m": 1.0
},
{
"p": 0.05783289670944214,
"m": 1.0
},
{
"p": 0.03932683914899826,
"m": 1.0
},
{
"p": 0.08271776884794235,
"m": 1.0
},
{
"p": 0.07853851467370987,
"m": 1.0
},
{
"p": 0.09729968756437302,
"m": 1.0
},
{
"p": 0.07217445224523544,
"m": 1.0
},
{
"p": 0.07731238752603531,
"m": 1.0
},
{
"p": 0.08522112667560577,
"m": 1.0
},
{
"p": 0.08833286911249161,
"m": 1.0
},
{
"p": 0.0524868443608284,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 1.5507363080978394,
"val_loss": 0.7394500970840454,
"acc": 73.66,
"time": 295.87238136699307,
"param": [
{
"p": 0.09899231791496277,
"m": 1.0
},
{
"p": 0.03955089673399925,
"m": 1.0
},
{
"p": 0.10588967800140381,
"m": 1.0
},
{
"p": 0.06370718032121658,
"m": 1.0
},
{
"p": 0.025502074509859085,
"m": 1.0
},
{
"p": 0.04582768678665161,
"m": 1.0
},
{
"p": 0.07985186576843262,
"m": 1.0
},
{
"p": 0.0790129080414772,
"m": 1.0
},
{
"p": 0.0681411549448967,
"m": 1.0
},
{
"p": 0.06785990297794342,
"m": 1.0
},
{
"p": 0.0655352994799614,
"m": 1.0
},
{
"p": 0.10761414468288422,
"m": 1.0
},
{
"p": 0.10211921483278275,
"m": 1.0
},
{
"p": 0.05039564520120621,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.5495020151138306,
"val_loss": 0.6843506097793579,
"acc": 74.56,
"time": 340.6226353679958,
"param": [
{
"p": 0.08058228343725204,
"m": 1.0
},
{
"p": 0.05249565467238426,
"m": 1.0
},
{
"p": 0.09486868232488632,
"m": 1.0
},
{
"p": 0.0756070464849472,
"m": 1.0
},
{
"p": 0.03437571972608566,
"m": 1.0
},
{
"p": 0.05608735233545303,
"m": 1.0
},
{
"p": 0.08302867412567139,
"m": 1.0
},
{
"p": 0.08437512069940567,
"m": 1.0
},
{
"p": 0.09934879839420319,
"m": 1.0
},
{
"p": 0.062443021684885025,
"m": 1.0
},
{
"p": 0.06767800450325012,
"m": 1.0
},
{
"p": 0.08327870070934296,
"m": 1.0
},
{
"p": 0.0830833837389946,
"m": 1.0
},
{
"p": 0.04274750128388405,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 1.3960959911346436,
"val_loss": 0.7818794250488281,
"acc": 74.0,
"time": 360.6687411899911,
"param": [
{
"p": 0.0884341299533844,
"m": 1.0
},
{
"p": 0.03933273255825043,
"m": 1.0
},
{
"p": 0.08622405678033829,
"m": 1.0
},
{
"p": 0.06741009652614594,
"m": 1.0
},
{
"p": 0.042377255856990814,
"m": 1.0
},
{
"p": 0.03567560389637947,
"m": 1.0
},
{
"p": 0.058164939284324646,
"m": 1.0
},
{
"p": 0.08339551091194153,
"m": 1.0
},
{
"p": 0.06951048225164413,
"m": 1.0
},
{
"p": 0.07931952178478241,
"m": 1.0
},
{
"p": 0.08830159157514572,
"m": 1.0
},
{
"p": 0.08608345687389374,
"m": 1.0
},
{
"p": 0.11265774816274643,
"m": 1.0
},
{
"p": 0.06311292201280594,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.035860300064087,
"val_loss": 0.7706935405731201,
"acc": 74.32,
"time": 326.9635266629921,
"param": [
{
"p": 0.09242691099643707,
"m": 1.0
},
{
"p": 0.0012204702943563461,
"m": 1.0
},
{
"p": 0.0937945544719696,
"m": 1.0
},
{
"p": 0.06574685126543045,
"m": 1.0
},
{
"p": 0.0320747010409832,
"m": 1.0
},
{
"p": 0.04924186319112778,
"m": 1.0
},
{
"p": 0.0738632008433342,
"m": 1.0
},
{
"p": 0.08507764339447021,
"m": 1.0
},
{
"p": 0.06814078986644745,
"m": 1.0
},
{
"p": 0.08841517567634583,
"m": 1.0
},
{
"p": 0.08472801744937897,
"m": 1.0
},
{
"p": 0.09143419563770294,
"m": 1.0
},
{
"p": 0.09926709532737732,
"m": 1.0
},
{
"p": 0.07456862926483154,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.4935613870620728,
"val_loss": 0.7449485659599304,
"acc": 74.17,
"time": 343.44516787701286,
"param": [
{
"p": 0.09060856699943542,
"m": 1.0
},
{
"p": 0.035847462713718414,
"m": 1.0
},
{
"p": 0.07871243357658386,
"m": 1.0
},
{
"p": 0.07983977347612381,
"m": 1.0
},
{
"p": 0.04337373375892639,
"m": 1.0
},
{
"p": 0.04418238624930382,
"m": 1.0
},
{
"p": 0.0830097496509552,
"m": 1.0
},
{
"p": 0.06242069602012634,
"m": 1.0
},
{
"p": 0.07365630567073822,
"m": 1.0
},
{
"p": 0.07447540760040283,
"m": 1.0
},
{
"p": 0.10648005455732346,
"m": 1.0
},
{
"p": 0.07753396779298782,
"m": 1.0
},
{
"p": 0.09441530704498291,
"m": 1.0
},
{
"p": 0.055444203317165375,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 1.400704026222229,
"val_loss": 0.8403320908546448,
"acc": 74.45,
"time": 318.3029669369862,
"param": [
{
"p": 0.1076669692993164,
"m": 1.0
},
{
"p": 0.03650505468249321,
"m": 1.0
},
{
"p": 0.0829724594950676,
"m": 1.0
},
{
"p": 0.06747971475124359,
"m": 1.0
},
{
"p": 0.026887455955147743,
"m": 1.0
},
{
"p": 0.03418072313070297,
"m": 1.0
},
{
"p": 0.09492763876914978,
"m": 1.0
},
{
"p": 0.05448809638619423,
"m": 1.0
},
{
"p": 0.07915975153446198,
"m": 1.0
},
{
"p": 0.08640924096107483,
"m": 1.0
},
{
"p": 0.08610968291759491,
"m": 1.0
},
{
"p": 0.05638588219881058,
"m": 1.0
},
{
"p": 0.1010017842054367,
"m": 1.0
},
{
"p": 0.08582554757595062,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.8171824216842651,
"val_loss": 0.7734842300415039,
"acc": 73.88,
"time": 336.9634454269835,
"param": [
{
"p": 0.09496920555830002,
"m": 1.0
},
{
"p": 0.014188075438141823,
"m": 1.0
},
{
"p": 0.10278001427650452,
"m": 1.0
},
{
"p": 0.07561052590608597,
"m": 1.0
},
{
"p": 0.03681247681379318,
"m": 1.0
},
{
"p": 0.06388995796442032,
"m": 1.0
},
{
"p": 0.06397660076618195,
"m": 1.0
},
{
"p": 0.0874183252453804,
"m": 1.0
},
{
"p": 0.06890025734901428,
"m": 1.0
},
{
"p": 0.07062769681215286,
"m": 1.0
},
{
"p": 0.07374484837055206,
"m": 1.0
},
{
"p": 0.10225152969360352,
"m": 1.0
},
{
"p": 0.10081744939088821,
"m": 1.0
},
{
"p": 0.04401301592588425,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.290806770324707,
"val_loss": 0.8204749226570129,
"acc": 73.76,
"time": 337.9511746770004,
"param": [
{
"p": 0.09580627083778381,
"m": 1.0
},
{
"p": 0.036183372139930725,
"m": 1.0
},
{
"p": 0.12388914078474045,
"m": 1.0
},
{
"p": 0.0696369931101799,
"m": 1.0
},
{
"p": 0.006191479042172432,
"m": 1.0
},
{
"p": 0.013026316650211811,
"m": 1.0
},
{
"p": 0.05090121552348137,
"m": 1.0
},
{
"p": 0.09223146736621857,
"m": 1.0
},
{
"p": 0.09331871569156647,
"m": 1.0
},
{
"p": 0.08318370580673218,
"m": 1.0
},
{
"p": 0.08979290723800659,
"m": 1.0
},
{
"p": 0.07829827070236206,
"m": 1.0
},
{
"p": 0.1036921814084053,
"m": 1.0
},
{
"p": 0.06384796649217606,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 1.276913046836853,
"val_loss": 0.7296375036239624,
"acc": 74.01,
"time": 317.21791013199254,
"param": [
{
"p": 0.10304988920688629,
"m": 1.0
},
{
"p": 0.027744850143790245,
"m": 1.0
},
{
"p": 0.08491788059473038,
"m": 1.0
},
{
"p": 0.06251636892557144,
"m": 1.0
},
{
"p": 0.04490416869521141,
"m": 1.0
},
{
"p": 0.030389882624149323,
"m": 1.0
},
{
"p": 0.09347275644540787,
"m": 1.0
},
{
"p": 0.0857873260974884,
"m": 1.0
},
{
"p": 0.08032520115375519,
"m": 1.0
},
{
"p": 0.05344628542661667,
"m": 1.0
},
{
"p": 0.09495216608047485,
"m": 1.0
},
{
"p": 0.08615903556346893,
"m": 1.0
},
{
"p": 0.09010522067546844,
"m": 1.0
},
{
"p": 0.06222899630665779,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.2879374027252197,
"val_loss": 0.8183540105819702,
"acc": 73.93,
"time": 349.4453764789796,
"param": [
{
"p": 0.08769863843917847,
"m": 1.0
},
{
"p": 0.02398422732949257,
"m": 1.0
},
{
"p": 0.08603119105100632,
"m": 1.0
},
{
"p": 0.07623077183961868,
"m": 1.0
},
{
"p": 0.04375573620200157,
"m": 1.0
},
{
"p": 0.022268153727054596,
"m": 1.0
},
{
"p": 0.08085505664348602,
"m": 1.0
},
{
"p": 0.07331273704767227,
"m": 1.0
},
{
"p": 0.07770486921072006,
"m": 1.0
},
{
"p": 0.08689510822296143,
"m": 1.0
},
{
"p": 0.09031761437654495,
"m": 1.0
},
{
"p": 0.08198047429323196,
"m": 1.0
},
{
"p": 0.115949846804142,
"m": 1.0
},
{
"p": 0.0530155673623085,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.3877897262573242,
"val_loss": 0.7549946308135986,
"acc": 72.88,
"time": 338.27408746100264,
"param": [
{
"p": 0.08981314301490784,
"m": 1.0
},
{
"p": 0.03135545179247856,
"m": 1.0
},
{
"p": 0.08742829412221909,
"m": 1.0
},
{
"p": 0.05258990824222565,
"m": 1.0
},
{
"p": 0.0348929837346077,
"m": 1.0
},
{
"p": 0.037416957318782806,
"m": 1.0
},
{
"p": 0.06773287802934647,
"m": 1.0
},
{
"p": 0.08381202071905136,
"m": 1.0
},
{
"p": 0.08641564100980759,
"m": 1.0
},
{
"p": 0.083336241543293,
"m": 1.0
},
{
"p": 0.07530796527862549,
"m": 1.0
},
{
"p": 0.09114991873502731,
"m": 1.0
},
{
"p": 0.09599689394235611,
"m": 1.0
},
{
"p": 0.08275172859430313,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.1302833557128906,
"val_loss": 0.732726514339447,
"acc": 74.38,
"time": 337.6640503240051,
"param": [
{
"p": 0.05501502752304077,
"m": 1.0
},
{
"p": 0.05353895574808121,
"m": 1.0
},
{
"p": 0.10882935672998428,
"m": 1.0
},
{
"p": 0.06980740278959274,
"m": 1.0
},
{
"p": 0.045238446444272995,
"m": 1.0
},
{
"p": 0.03736399486660957,
"m": 1.0
},
{
"p": 0.08082214742898941,
"m": 1.0
},
{
"p": 0.0716203972697258,
"m": 1.0
},
{
"p": 0.0744810402393341,
"m": 1.0
},
{
"p": 0.09898701310157776,
"m": 1.0
},
{
"p": 0.08372393250465393,
"m": 1.0
},
{
"p": 0.063967265188694,
"m": 1.0
},
{
"p": 0.08975301682949066,
"m": 1.0
},
{
"p": 0.0668518915772438,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.1268998384475708,
"val_loss": 0.8319188952445984,
"acc": 74.04,
"time": 325.0310457810119,
"param": [
{
"p": 0.09551394730806351,
"m": 1.0
},
{
"p": 0.030022885650396347,
"m": 1.0
},
{
"p": 0.08255424350500107,
"m": 1.0
},
{
"p": 0.06868298351764679,
"m": 1.0
},
{
"p": 0.0272565595805645,
"m": 1.0
},
{
"p": 0.032251596450805664,
"m": 1.0
},
{
"p": 0.08588764816522598,
"m": 1.0
},
{
"p": 0.07916683703660965,
"m": 1.0
},
{
"p": 0.0798807367682457,
"m": 1.0
},
{
"p": 0.06262417137622833,
"m": 1.0
},
{
"p": 0.08341271430253983,
"m": 1.0
},
{
"p": 0.10083095729351044,
"m": 1.0
},
{
"p": 0.12186542898416519,
"m": 1.0
},
{
"p": 0.05004933103919029,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.0511270761489868,
"val_loss": 0.7512530088424683,
"acc": 73.85,
"time": 343.0213504330022,
"param": [
{
"p": 0.09886453300714493,
"m": 1.0
},
{
"p": 0.0331035777926445,
"m": 1.0
},
{
"p": 0.10060085356235504,
"m": 1.0
},
{
"p": 0.038400474935770035,
"m": 1.0
},
{
"p": 0.051708146929740906,
"m": 1.0
},
{
"p": 0.03741796687245369,
"m": 1.0
},
{
"p": 0.10242340713739395,
"m": 1.0
},
{
"p": 0.07429353892803192,
"m": 1.0
},
{
"p": 0.06805362552404404,
"m": 1.0
},
{
"p": 0.05119938403367996,
"m": 1.0
},
{
"p": 0.08494638651609421,
"m": 1.0
},
{
"p": 0.09312589466571808,
"m": 1.0
},
{
"p": 0.09290366619825363,
"m": 1.0
},
{
"p": 0.07295858860015869,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.2435091733932495,
"val_loss": 0.6389387249946594,
"acc": 74.06,
"time": 320.760532469023,
"param": [
{
"p": 0.09710381180047989,
"m": 1.0
},
{
"p": 0.019448181614279747,
"m": 1.0
},
{
"p": 0.08706974983215332,
"m": 1.0
},
{
"p": 0.08007385581731796,
"m": 1.0
},
{
"p": 0.050099194049835205,
"m": 1.0
},
{
"p": 0.050582390278577805,
"m": 1.0
},
{
"p": 0.0703229084610939,
"m": 1.0
},
{
"p": 0.07236683368682861,
"m": 1.0
},
{
"p": 0.07662377506494522,
"m": 1.0
},
{
"p": 0.06904929876327515,
"m": 1.0
},
{
"p": 0.09005451202392578,
"m": 1.0
},
{
"p": 0.08783003687858582,
"m": 1.0
},
{
"p": 0.10191475600004196,
"m": 1.0
},
{
"p": 0.047460708767175674,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.143736720085144,
"val_loss": 0.7035829424858093,
"acc": 74.71,
"time": 327.2120830040076,
"param": [
{
"p": 0.08135347813367844,
"m": 1.0
},
{
"p": 0.027202976867556572,
"m": 1.0
},
{
"p": 0.09835835546255112,
"m": 1.0
},
{
"p": 0.07613380998373032,
"m": 1.0
},
{
"p": 0.03300018981099129,
"m": 1.0
},
{
"p": 0.04468025639653206,
"m": 1.0
},
{
"p": 0.09502863883972168,
"m": 1.0
},
{
"p": 0.06237383559346199,
"m": 1.0
},
{
"p": 0.08185029774904251,
"m": 1.0
},
{
"p": 0.08303195238113403,
"m": 1.0
},
{
"p": 0.06574738770723343,
"m": 1.0
},
{
"p": 0.1136789545416832,
"m": 1.0
},
{
"p": 0.09539705514907837,
"m": 1.0
},
{
"p": 0.04216279089450836,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.2361505031585693,
"val_loss": 0.7415499091148376,
"acc": 73.91,
"time": 329.6701912560093,
"param": [
{
"p": 0.0897427648305893,
"m": 1.0
},
{
"p": 0.0307613518089056,
"m": 1.0
},
{
"p": 0.09020500630140305,
"m": 1.0
},
{
"p": 0.06868413090705872,
"m": 1.0
},
{
"p": 0.034464333206415176,
"m": 1.0
},
{
"p": 0.03386503458023071,
"m": 1.0
},
{
"p": 0.07058031111955643,
"m": 1.0
},
{
"p": 0.0926671177148819,
"m": 1.0
},
{
"p": 0.07744033634662628,
"m": 1.0
},
{
"p": 0.06696031987667084,
"m": 1.0
},
{
"p": 0.09451721608638763,
"m": 1.0
},
{
"p": 0.10853787511587143,
"m": 1.0
},
{
"p": 0.08438801020383835,
"m": 1.0
},
{
"p": 0.05718609690666199,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 1.4855995178222656,
"val_loss": 0.8522694706916809,
"acc": 74.61,
"time": 324.12791482999455,
"param": [
{
"p": 0.07986071705818176,
"m": 1.0
},
{
"p": 0.03256925567984581,
"m": 1.0
},
{
"p": 0.10886502265930176,
"m": 1.0
},
{
"p": 0.07144390046596527,
"m": 1.0
},
{
"p": 0.03434886038303375,
"m": 1.0
},
{
"p": 0.03130717948079109,
"m": 1.0
},
{
"p": 0.07586938142776489,
"m": 1.0
},
{
"p": 0.10096395760774612,
"m": 1.0
},
{
"p": 0.05773181468248367,
"m": 1.0
},
{
"p": 0.08085089921951294,
"m": 1.0
},
{
"p": 0.09208213537931442,
"m": 1.0
},
{
"p": 0.08036595582962036,
"m": 1.0
},
{
"p": 0.09232654422521591,
"m": 1.0
},
{
"p": 0.0614144504070282,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.5650005340576172,
"val_loss": 0.9024098515510559,
"acc": 73.3,
"time": 326.4883861769922,
"param": [
{
"p": 0.09937889128923416,
"m": 1.0
},
{
"p": 0.05087981000542641,
"m": 1.0
},
{
"p": 0.08590017259120941,
"m": 1.0
},
{
"p": 0.05282178521156311,
"m": 1.0
},
{
"p": 0.04663559049367905,
"m": 1.0
},
{
"p": 0.06058049201965332,
"m": 1.0
},
{
"p": 0.08334282785654068,
"m": 1.0
},
{
"p": 0.08616966009140015,
"m": 1.0
},
{
"p": 0.06411921977996826,
"m": 1.0
},
{
"p": 0.04646230489015579,
"m": 1.0
},
{
"p": 0.09440425038337708,
"m": 1.0
},
{
"p": 0.0831494852900505,
"m": 1.0
},
{
"p": 0.08896377682685852,
"m": 1.0
},
{
"p": 0.05719176307320595,
"m": 1.0
}
]
}
]
}
Reference in a new issue Copy permalink