AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json

9776 lines
No EOL
143 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 73.23,
"Time": [
115.79192256944022,
7.5113532433203165
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.251194477081299,
"val_loss": 2.289231061935425,
"acc": 11.98,
"time": 129.70943558801082,
"param": [
{
"p": 0.11353123933076859,
"m": 1.0
},
{
"p": 0.047829002141952515,
"m": 1.0
},
{
"p": 0.07677143067121506,
"m": 1.0
},
{
"p": 0.08584783971309662,
"m": 1.0
},
{
"p": 0.06318296492099762,
"m": 1.0
},
{
"p": 0.07183636724948883,
"m": 1.0
},
{
"p": 0.06636139005422592,
"m": 1.0
},
{
"p": 0.07229388505220413,
"m": 1.0
},
{
"p": 0.06182479485869408,
"m": 1.0
},
{
"p": 0.05406907573342323,
"m": 1.0
},
{
"p": 0.04645919054746628,
"m": 1.0
},
{
"p": 0.09928614646196365,
"m": 1.0
},
{
"p": 0.1121969223022461,
"m": 1.0
},
{
"p": 0.028509723022580147,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.1575756072998047,
"val_loss": 2.0905308723449707,
"acc": 22.8,
"time": 131.01382375700632,
"param": [
{
"p": 0.07633154094219208,
"m": 1.0
},
{
"p": 0.09310462325811386,
"m": 1.0
},
{
"p": 0.09309560805559158,
"m": 1.0
},
{
"p": 0.06785739213228226,
"m": 1.0
},
{
"p": 0.06785482913255692,
"m": 1.0
},
{
"p": 0.04430286958813667,
"m": 1.0
},
{
"p": 0.07787319272756577,
"m": 1.0
},
{
"p": 0.051743410527706146,
"m": 1.0
},
{
"p": 0.10255233943462372,
"m": 1.0
},
{
"p": 0.068306103348732,
"m": 1.0
},
{
"p": 0.07232384383678436,
"m": 1.0
},
{
"p": 0.06698339432477951,
"m": 1.0
},
{
"p": 0.07962721586227417,
"m": 1.0
},
{
"p": 0.03804356977343559,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.0160908699035645,
"val_loss": 2.008603096008301,
"acc": 27.83,
"time": 119.11648100201273,
"param": [
{
"p": 0.07954249531030655,
"m": 1.0
},
{
"p": 0.07952647656202316,
"m": 1.0
},
{
"p": 0.08918086439371109,
"m": 1.0
},
{
"p": 0.05811447650194168,
"m": 1.0
},
{
"p": 0.07180765271186829,
"m": 1.0
},
{
"p": 0.069294273853302,
"m": 1.0
},
{
"p": 0.06192107871174812,
"m": 1.0
},
{
"p": 0.06769105046987534,
"m": 1.0
},
{
"p": 0.07347385585308075,
"m": 1.0
},
{
"p": 0.08627007156610489,
"m": 1.0
},
{
"p": 0.07459945231676102,
"m": 1.0
},
{
"p": 0.08746133744716644,
"m": 1.0
},
{
"p": 0.05814320966601372,
"m": 1.0
},
{
"p": 0.04297374188899994,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.9911417961120605,
"val_loss": 1.9312825202941895,
"acc": 32.98,
"time": 111.3096612309746,
"param": [
{
"p": 0.09603485465049744,
"m": 1.0
},
{
"p": 0.08122924715280533,
"m": 1.0
},
{
"p": 0.06965699791908264,
"m": 1.0
},
{
"p": 0.10874604433774948,
"m": 1.0
},
{
"p": 0.05176519602537155,
"m": 1.0
},
{
"p": 0.06204500421881676,
"m": 1.0
},
{
"p": 0.09804737567901611,
"m": 1.0
},
{
"p": 0.035935305058956146,
"m": 1.0
},
{
"p": 0.11432687938213348,
"m": 1.0
},
{
"p": 0.07941091060638428,
"m": 1.0
},
{
"p": 0.09242355078458786,
"m": 1.0
},
{
"p": 0.07976031303405762,
"m": 1.0
},
{
"p": 0.03061836212873459,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.019218921661377,
"val_loss": 1.8884170055389404,
"acc": 35.09,
"time": 110.30891338101355,
"param": [
{
"p": 0.07507850229740143,
"m": 1.0
},
{
"p": 0.0522148422896862,
"m": 1.0
},
{
"p": 0.07412984222173691,
"m": 1.0
},
{
"p": 0.09229863435029984,
"m": 1.0
},
{
"p": 0.06424440443515778,
"m": 1.0
},
{
"p": 0.05865958333015442,
"m": 1.0
},
{
"p": 0.05517861992120743,
"m": 1.0
},
{
"p": 0.04823862016201019,
"m": 1.0
},
{
"p": 0.07703394442796707,
"m": 1.0
},
{
"p": 0.08135884255170822,
"m": 1.0
},
{
"p": 0.05877261236310005,
"m": 1.0
},
{
"p": 0.05623147264122963,
"m": 1.0
},
{
"p": 0.10345239192247391,
"m": 1.0
},
{
"p": 0.10310763120651245,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.9767495393753052,
"val_loss": 1.7251529693603516,
"acc": 38.45,
"time": 133.82497284101555,
"param": [
{
"p": 0.07651134580373764,
"m": 1.0
},
{
"p": 0.06221612170338631,
"m": 1.0
},
{
"p": 0.09943851828575134,
"m": 1.0
},
{
"p": 0.11238298565149307,
"m": 1.0
},
{
"p": 0.02167722024023533,
"m": 1.0
},
{
"p": 0.058737173676490784,
"m": 1.0
},
{
"p": 0.09439421445131302,
"m": 1.0
},
{
"p": 0.07305074483156204,
"m": 1.0
},
{
"p": 0.06975112855434418,
"m": 1.0
},
{
"p": 0.06823404878377914,
"m": 1.0
},
{
"p": 0.053254175931215286,
"m": 1.0
},
{
"p": 0.05796220153570175,
"m": 1.0
},
{
"p": 0.09247510135173798,
"m": 1.0
},
{
"p": 0.059915125370025635,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.9060170650482178,
"val_loss": 1.7822463512420654,
"acc": 40.45,
"time": 128.23217659501825,
"param": [
{
"p": 0.08627522736787796,
"m": 1.0
},
{
"p": 0.09565853327512741,
"m": 1.0
},
{
"p": 0.09729622304439545,
"m": 1.0
},
{
"p": 0.0709826797246933,
"m": 1.0
},
{
"p": 0.035697091370821,
"m": 1.0
},
{
"p": 0.0784272849559784,
"m": 1.0
},
{
"p": 0.0746101438999176,
"m": 1.0
},
{
"p": 0.07768178731203079,
"m": 1.0
},
{
"p": 0.058380234986543655,
"m": 1.0
},
{
"p": 0.09011268615722656,
"m": 1.0
},
{
"p": 0.06022921949625015,
"m": 1.0
},
{
"p": 0.06914403289556503,
"m": 1.0
},
{
"p": 0.05092624947428703,
"m": 1.0
},
{
"p": 0.05457855015993118,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.9102975130081177,
"val_loss": 1.6384882926940918,
"acc": 40.27,
"time": 118.78236198500963,
"param": [
{
"p": 0.07358956336975098,
"m": 1.0
},
{
"p": 0.08280597627162933,
"m": 1.0
},
{
"p": 0.07666142284870148,
"m": 1.0
},
{
"p": 0.06335104256868362,
"m": 1.0
},
{
"p": 0.028603848069906235,
"m": 1.0
},
{
"p": 0.06217131391167641,
"m": 1.0
},
{
"p": 0.07464312016963959,
"m": 1.0
},
{
"p": 0.08114917576313019,
"m": 1.0
},
{
"p": 0.06812670826911926,
"m": 1.0
},
{
"p": 0.08792372047901154,
"m": 1.0
},
{
"p": 0.07166080176830292,
"m": 1.0
},
{
"p": 0.0907568708062172,
"m": 1.0
},
{
"p": 0.058452971279621124,
"m": 1.0
},
{
"p": 0.08010350167751312,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.1393513679504395,
"val_loss": 1.5715161561965942,
"acc": 41.92,
"time": 130.49046282001655,
"param": [
{
"p": 0.03769466280937195,
"m": 1.0
},
{
"p": 0.08775534480810165,
"m": 1.0
},
{
"p": 0.08901289105415344,
"m": 1.0
},
{
"p": 0.06145920976996422,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14005152881145477,
"m": 1.0
},
{
"p": 0.049803029745817184,
"m": 1.0
},
{
"p": 0.06673473864793777,
"m": 1.0
},
{
"p": 0.09593646228313446,
"m": 1.0
},
{
"p": 0.08295100182294846,
"m": 1.0
},
{
"p": 0.07033781707286835,
"m": 1.0
},
{
"p": 0.09289874881505966,
"m": 1.0
},
{
"p": 0.03169243782758713,
"m": 1.0
},
{
"p": 0.09367210417985916,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.8681493997573853,
"val_loss": 1.502000093460083,
"acc": 43.88,
"time": 129.0047802979825,
"param": [
{
"p": 0.08839615434408188,
"m": 1.0
},
{
"p": 0.06774935126304626,
"m": 1.0
},
{
"p": 0.07433920353651047,
"m": 1.0
},
{
"p": 0.06283477693796158,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06735816597938538,
"m": 1.0
},
{
"p": 0.07394158095121384,
"m": 1.0
},
{
"p": 0.06824987381696701,
"m": 1.0
},
{
"p": 0.0742521658539772,
"m": 1.0
},
{
"p": 0.11124918609857559,
"m": 1.0
},
{
"p": 0.06576644629240036,
"m": 1.0
},
{
"p": 0.08129966259002686,
"m": 1.0
},
{
"p": 0.09177763015031815,
"m": 1.0
},
{
"p": 0.07278580963611603,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.9140278100967407,
"val_loss": 1.5680136680603027,
"acc": 43.89,
"time": 111.09569759399164,
"param": [
{
"p": 0.0718136578798294,
"m": 1.0
},
{
"p": 0.049110047519207,
"m": 1.0
},
{
"p": 0.10473953932523727,
"m": 1.0
},
{
"p": 0.06416291743516922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07544007152318954,
"m": 1.0
},
{
"p": 0.10101190954446793,
"m": 1.0
},
{
"p": 0.07629173249006271,
"m": 1.0
},
{
"p": 0.06837580353021622,
"m": 1.0
},
{
"p": 0.09946651756763458,
"m": 1.0
},
{
"p": 0.09116946905851364,
"m": 1.0
},
{
"p": 0.057830456644296646,
"m": 1.0
},
{
"p": 0.05340920016169548,
"m": 1.0
},
{
"p": 0.08717873692512512,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.6831777095794678,
"val_loss": 1.546552300453186,
"acc": 46.04,
"time": 112.91239998998935,
"param": [
{
"p": 0.06590341031551361,
"m": 1.0
},
{
"p": 0.01671694405376911,
"m": 1.0
},
{
"p": 0.0899013876914978,
"m": 1.0
},
{
"p": 0.037330206483602524,
"m": 1.0
},
{
"p": 0.036284562200307846,
"m": 1.0
},
{
"p": 0.1240563914179802,
"m": 1.0
},
{
"p": 0.05829712003469467,
"m": 1.0
},
{
"p": 0.0563705749809742,
"m": 1.0
},
{
"p": 0.06805526465177536,
"m": 1.0
},
{
"p": 0.09529553353786469,
"m": 1.0
},
{
"p": 0.09082584828138351,
"m": 1.0
},
{
"p": 0.06692472845315933,
"m": 1.0
},
{
"p": 0.09386355429887772,
"m": 1.0
},
{
"p": 0.10017454624176025,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.884652018547058,
"val_loss": 1.5259160995483398,
"acc": 47.36,
"time": 113.56626204098575,
"param": [
{
"p": 0.0695459321141243,
"m": 1.0
},
{
"p": 0.038406845182180405,
"m": 1.0
},
{
"p": 0.10465137660503387,
"m": 1.0
},
{
"p": 0.0359855592250824,
"m": 1.0
},
{
"p": 0.021316369995474815,
"m": 1.0
},
{
"p": 0.10798969119787216,
"m": 1.0
},
{
"p": 0.08065424114465714,
"m": 1.0
},
{
"p": 0.06801047176122665,
"m": 1.0
},
{
"p": 0.03515859693288803,
"m": 1.0
},
{
"p": 0.09786813706159592,
"m": 1.0
},
{
"p": 0.02166789583861828,
"m": 1.0
},
{
"p": 0.10945311933755875,
"m": 1.0
},
{
"p": 0.10084237158298492,
"m": 1.0
},
{
"p": 0.1084493100643158,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.7292379140853882,
"val_loss": 1.5815315246582031,
"acc": 46.11,
"time": 111.28813486700528,
"param": [
{
"p": 0.08470456302165985,
"m": 1.0
},
{
"p": 0.04744328558444977,
"m": 1.0
},
{
"p": 0.07350116223096848,
"m": 1.0
},
{
"p": 0.03206680342555046,
"m": 1.0
},
{
"p": 0.03331052139401436,
"m": 1.0
},
{
"p": 0.09401293098926544,
"m": 1.0
},
{
"p": 0.07421335577964783,
"m": 1.0
},
{
"p": 0.0800403580069542,
"m": 1.0
},
{
"p": 0.06993049383163452,
"m": 1.0
},
{
"p": 0.08785009384155273,
"m": 1.0
},
{
"p": 0.09081830829381943,
"m": 1.0
},
{
"p": 0.0890175998210907,
"m": 1.0
},
{
"p": 0.08547372370958328,
"m": 1.0
},
{
"p": 0.057616859674453735,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.8858453035354614,
"val_loss": 1.4963247776031494,
"acc": 45.52,
"time": 108.6778218249965,
"param": [
{
"p": 0.0668172538280487,
"m": 1.0
},
{
"p": 0.0719311386346817,
"m": 1.0
},
{
"p": 0.07138022780418396,
"m": 1.0
},
{
"p": 0.04205311834812164,
"m": 1.0
},
{
"p": 0.042491450905799866,
"m": 1.0
},
{
"p": 0.0801914781332016,
"m": 1.0
},
{
"p": 0.08344533294439316,
"m": 1.0
},
{
"p": 0.08293671160936356,
"m": 1.0
},
{
"p": 0.07054901868104935,
"m": 1.0
},
{
"p": 0.08105155825614929,
"m": 1.0
},
{
"p": 0.060607779771089554,
"m": 1.0
},
{
"p": 0.08315572887659073,
"m": 1.0
},
{
"p": 0.07933517545461655,
"m": 1.0
},
{
"p": 0.08405403047800064,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.7290400266647339,
"val_loss": 1.5078823566436768,
"acc": 49.49,
"time": 108.37508431597962,
"param": [
{
"p": 0.07215439528226852,
"m": 1.0
},
{
"p": 0.059149954468011856,
"m": 1.0
},
{
"p": 0.09816503524780273,
"m": 1.0
},
{
"p": 0.03430294618010521,
"m": 1.0
},
{
"p": 0.04655471816658974,
"m": 1.0
},
{
"p": 0.07477738708257675,
"m": 1.0
},
{
"p": 0.07977793365716934,
"m": 1.0
},
{
"p": 0.08938578516244888,
"m": 1.0
},
{
"p": 0.0694582536816597,
"m": 1.0
},
{
"p": 0.09767027944326401,
"m": 1.0
},
{
"p": 0.05516514182090759,
"m": 1.0
},
{
"p": 0.09181071817874908,
"m": 1.0
},
{
"p": 0.06665288656949997,
"m": 1.0
},
{
"p": 0.06497453153133392,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6785770654678345,
"val_loss": 1.3989078998565674,
"acc": 49.19,
"time": 111.09328553898376,
"param": [
{
"p": 0.08521225303411484,
"m": 1.0
},
{
"p": 0.035214945673942566,
"m": 1.0
},
{
"p": 0.06893196702003479,
"m": 1.0
},
{
"p": 0.0691884234547615,
"m": 1.0
},
{
"p": 0.04962708428502083,
"m": 1.0
},
{
"p": 0.08899535238742828,
"m": 1.0
},
{
"p": 0.07378365099430084,
"m": 1.0
},
{
"p": 0.05414263531565666,
"m": 1.0
},
{
"p": 0.05677895247936249,
"m": 1.0
},
{
"p": 0.08704043179750443,
"m": 1.0
},
{
"p": 0.08470909297466278,
"m": 1.0
},
{
"p": 0.09739037603139877,
"m": 1.0
},
{
"p": 0.07212347537279129,
"m": 1.0
},
{
"p": 0.07686127722263336,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.7376738786697388,
"val_loss": 1.3852790594100952,
"acc": 48.26,
"time": 109.311910059012,
"param": [
{
"p": 0.07271785289049149,
"m": 1.0
},
{
"p": 0.07124581933021545,
"m": 1.0
},
{
"p": 0.08552338927984238,
"m": 1.0
},
{
"p": 0.0844762846827507,
"m": 1.0
},
{
"p": 0.02211293950676918,
"m": 1.0
},
{
"p": 0.0644160807132721,
"m": 1.0
},
{
"p": 0.07100458443164825,
"m": 1.0
},
{
"p": 0.08824396133422852,
"m": 1.0
},
{
"p": 0.050384871661663055,
"m": 1.0
},
{
"p": 0.11110042035579681,
"m": 1.0
},
{
"p": 0.08257561922073364,
"m": 1.0
},
{
"p": 0.07540537416934967,
"m": 1.0
},
{
"p": 0.06826178729534149,
"m": 1.0
},
{
"p": 0.05253102630376816,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.676798939704895,
"val_loss": 1.3733965158462524,
"acc": 52.47,
"time": 108.96082590598962,
"param": [
{
"p": 0.07077902555465698,
"m": 1.0
},
{
"p": 0.05229268595576286,
"m": 1.0
},
{
"p": 0.08795234560966492,
"m": 1.0
},
{
"p": 0.055022504180669785,
"m": 1.0
},
{
"p": 0.043182384222745895,
"m": 1.0
},
{
"p": 0.079257532954216,
"m": 1.0
},
{
"p": 0.06949499994516373,
"m": 1.0
},
{
"p": 0.07008281350135803,
"m": 1.0
},
{
"p": 0.056421052664518356,
"m": 1.0
},
{
"p": 0.101321280002594,
"m": 1.0
},
{
"p": 0.08133376389741898,
"m": 1.0
},
{
"p": 0.06348884105682373,
"m": 1.0
},
{
"p": 0.09141240268945694,
"m": 1.0
},
{
"p": 0.0779583677649498,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.72236967086792,
"val_loss": 1.3004244565963745,
"acc": 52.95,
"time": 113.37802278500749,
"param": [
{
"p": 0.10292451083660126,
"m": 1.0
},
{
"p": 0.03630509972572327,
"m": 1.0
},
{
"p": 0.10005176067352295,
"m": 1.0
},
{
"p": 0.05629057437181473,
"m": 1.0
},
{
"p": 0.01855199597775936,
"m": 1.0
},
{
"p": 0.05592157319188118,
"m": 1.0
},
{
"p": 0.08802730590105057,
"m": 1.0
},
{
"p": 0.08655273914337158,
"m": 1.0
},
{
"p": 0.08959143608808517,
"m": 1.0
},
{
"p": 0.05318225175142288,
"m": 1.0
},
{
"p": 0.0762210339307785,
"m": 1.0
},
{
"p": 0.06370057165622711,
"m": 1.0
},
{
"p": 0.09772582352161407,
"m": 1.0
},
{
"p": 0.07495331764221191,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.5842562913894653,
"val_loss": 1.320909857749939,
"acc": 53.27,
"time": 132.64733259301283,
"param": [
{
"p": 0.06554470956325531,
"m": 1.0
},
{
"p": 0.07037638127803802,
"m": 1.0
},
{
"p": 0.07535865902900696,
"m": 1.0
},
{
"p": 0.054922811686992645,
"m": 1.0
},
{
"p": 0.03726866841316223,
"m": 1.0
},
{
"p": 0.058464400470256805,
"m": 1.0
},
{
"p": 0.06892891228199005,
"m": 1.0
},
{
"p": 0.0898718610405922,
"m": 1.0
},
{
"p": 0.06607278436422348,
"m": 1.0
},
{
"p": 0.06499979645013809,
"m": 1.0
},
{
"p": 0.08921421319246292,
"m": 1.0
},
{
"p": 0.09918024390935898,
"m": 1.0
},
{
"p": 0.08274786174297333,
"m": 1.0
},
{
"p": 0.07704869657754898,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6188229322433472,
"val_loss": 1.2979029417037964,
"acc": 55.08,
"time": 113.4989907249983,
"param": [
{
"p": 0.06739784777164459,
"m": 1.0
},
{
"p": 0.052729249000549316,
"m": 1.0
},
{
"p": 0.0926014706492424,
"m": 1.0
},
{
"p": 0.08046277612447739,
"m": 1.0
},
{
"p": 0.06085227429866791,
"m": 1.0
},
{
"p": 0.07445506751537323,
"m": 1.0
},
{
"p": 0.07681114971637726,
"m": 1.0
},
{
"p": 0.08876306563615799,
"m": 1.0
},
{
"p": 0.07142999023199081,
"m": 1.0
},
{
"p": 0.07357342541217804,
"m": 1.0
},
{
"p": 0.06833086162805557,
"m": 1.0
},
{
"p": 0.08173558861017227,
"m": 1.0
},
{
"p": 0.06681559979915619,
"m": 1.0
},
{
"p": 0.04404158145189285,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4844143390655518,
"val_loss": 1.3783093690872192,
"acc": 53.11,
"time": 118.55064195097657,
"param": [
{
"p": 0.05737793445587158,
"m": 1.0
},
{
"p": 0.07733042538166046,
"m": 1.0
},
{
"p": 0.08742454648017883,
"m": 1.0
},
{
"p": 0.05396319180727005,
"m": 1.0
},
{
"p": 0.052930280566215515,
"m": 1.0
},
{
"p": 0.0770091861486435,
"m": 1.0
},
{
"p": 0.071268230676651,
"m": 1.0
},
{
"p": 0.09629683941602707,
"m": 1.0
},
{
"p": 0.08961333334445953,
"m": 1.0
},
{
"p": 0.04672566056251526,
"m": 1.0
},
{
"p": 0.0750952959060669,
"m": 1.0
},
{
"p": 0.06807423382997513,
"m": 1.0
},
{
"p": 0.08624006062746048,
"m": 1.0
},
{
"p": 0.060650888830423355,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.662689208984375,
"val_loss": 1.2719916105270386,
"acc": 54.05,
"time": 121.84871290999581,
"param": [
{
"p": 0.0967264398932457,
"m": 1.0
},
{
"p": 0.010382239706814289,
"m": 1.0
},
{
"p": 0.1210581511259079,
"m": 1.0
},
{
"p": 0.012868848629295826,
"m": 1.0
},
{
"p": 0.04954400286078453,
"m": 1.0
},
{
"p": 0.08050313591957092,
"m": 1.0
},
{
"p": 0.041552308946847916,
"m": 1.0
},
{
"p": 0.07979146391153336,
"m": 1.0
},
{
"p": 0.06658554077148438,
"m": 1.0
},
{
"p": 0.11718454957008362,
"m": 1.0
},
{
"p": 0.04997611045837402,
"m": 1.0
},
{
"p": 0.1024237647652626,
"m": 1.0
},
{
"p": 0.0856202244758606,
"m": 1.0
},
{
"p": 0.0857832059264183,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.6997170448303223,
"val_loss": 1.237550139427185,
"acc": 55.31,
"time": 109.32915632901131,
"param": [
{
"p": 0.07849393784999847,
"m": 1.0
},
{
"p": 0.05141283571720123,
"m": 1.0
},
{
"p": 0.0822715312242508,
"m": 1.0
},
{
"p": 0.07176052778959274,
"m": 1.0
},
{
"p": 0.04248049482703209,
"m": 1.0
},
{
"p": 0.06993206590414047,
"m": 1.0
},
{
"p": 0.08428552001714706,
"m": 1.0
},
{
"p": 0.06374920159578323,
"m": 1.0
},
{
"p": 0.05980783700942993,
"m": 1.0
},
{
"p": 0.07587466388940811,
"m": 1.0
},
{
"p": 0.09999267011880875,
"m": 1.0
},
{
"p": 0.09666582942008972,
"m": 1.0
},
{
"p": 0.07392135262489319,
"m": 1.0
},
{
"p": 0.0493515245616436,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.5872966051101685,
"val_loss": 1.2041709423065186,
"acc": 56.17,
"time": 117.10913281599642,
"param": [
{
"p": 0.07830429077148438,
"m": 1.0
},
{
"p": 0.07623622566461563,
"m": 1.0
},
{
"p": 0.08812465518712997,
"m": 1.0
},
{
"p": 0.04921925067901611,
"m": 1.0
},
{
"p": 0.03133317828178406,
"m": 1.0
},
{
"p": 0.0734405368566513,
"m": 1.0
},
{
"p": 0.06848971545696259,
"m": 1.0
},
{
"p": 0.07322875410318375,
"m": 1.0
},
{
"p": 0.07268711179494858,
"m": 1.0
},
{
"p": 0.07947535067796707,
"m": 1.0
},
{
"p": 0.07294268906116486,
"m": 1.0
},
{
"p": 0.09067780524492264,
"m": 1.0
},
{
"p": 0.0879133865237236,
"m": 1.0
},
{
"p": 0.05792703479528427,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.6275392770767212,
"val_loss": 1.1509218215942383,
"acc": 56.91,
"time": 111.4703904009948,
"param": [
{
"p": 0.09104137867689133,
"m": 1.0
},
{
"p": 0.05911485105752945,
"m": 1.0
},
{
"p": 0.07783851027488708,
"m": 1.0
},
{
"p": 0.05968809127807617,
"m": 1.0
},
{
"p": 0.04752163216471672,
"m": 1.0
},
{
"p": 0.07853510230779648,
"m": 1.0
},
{
"p": 0.0815960094332695,
"m": 1.0
},
{
"p": 0.06387189775705338,
"m": 1.0
},
{
"p": 0.07847034186124802,
"m": 1.0
},
{
"p": 0.0863817110657692,
"m": 1.0
},
{
"p": 0.06480228155851364,
"m": 1.0
},
{
"p": 0.07198034226894379,
"m": 1.0
},
{
"p": 0.072622150182724,
"m": 1.0
},
{
"p": 0.06653571873903275,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.7186745405197144,
"val_loss": 1.2655099630355835,
"acc": 56.56,
"time": 111.45703788401443,
"param": [
{
"p": 0.06340477615594864,
"m": 1.0
},
{
"p": 0.050957273691892624,
"m": 1.0
},
{
"p": 0.10469071567058563,
"m": 1.0
},
{
"p": 0.04701764136552811,
"m": 1.0
},
{
"p": 0.07132469862699509,
"m": 1.0
},
{
"p": 0.052053093910217285,
"m": 1.0
},
{
"p": 0.07845974713563919,
"m": 1.0
},
{
"p": 0.06455423682928085,
"m": 1.0
},
{
"p": 0.08073634654283524,
"m": 1.0
},
{
"p": 0.08214785903692245,
"m": 1.0
},
{
"p": 0.06961695849895477,
"m": 1.0
},
{
"p": 0.0847674086689949,
"m": 1.0
},
{
"p": 0.07899685204029083,
"m": 1.0
},
{
"p": 0.07127249240875244,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.6609829664230347,
"val_loss": 1.4359203577041626,
"acc": 54.73,
"time": 117.40396498100017,
"param": [
{
"p": 0.07404055446386337,
"m": 1.0
},
{
"p": 0.05943180248141289,
"m": 1.0
},
{
"p": 0.07460127770900726,
"m": 1.0
},
{
"p": 0.061173975467681885,
"m": 1.0
},
{
"p": 0.08087270706892014,
"m": 1.0
},
{
"p": 0.06310033053159714,
"m": 1.0
},
{
"p": 0.05078592896461487,
"m": 1.0
},
{
"p": 0.08855689316987991,
"m": 1.0
},
{
"p": 0.0710819810628891,
"m": 1.0
},
{
"p": 0.0858992263674736,
"m": 1.0
},
{
"p": 0.05925538390874863,
"m": 1.0
},
{
"p": 0.07453536987304688,
"m": 1.0
},
{
"p": 0.09786856174468994,
"m": 1.0
},
{
"p": 0.05879588797688484,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.6735678911209106,
"val_loss": 1.2832616567611694,
"acc": 56.96,
"time": 111.43098898101016,
"param": [
{
"p": 0.06945119053125381,
"m": 1.0
},
{
"p": 0.06735853850841522,
"m": 1.0
},
{
"p": 0.08924039453268051,
"m": 1.0
},
{
"p": 0.04916490614414215,
"m": 1.0
},
{
"p": 0.030055681243538857,
"m": 1.0
},
{
"p": 0.08593776077032089,
"m": 1.0
},
{
"p": 0.08317544311285019,
"m": 1.0
},
{
"p": 0.09971804916858673,
"m": 1.0
},
{
"p": 0.08707493543624878,
"m": 1.0
},
{
"p": 0.06520967185497284,
"m": 1.0
},
{
"p": 0.07165127247571945,
"m": 1.0
},
{
"p": 0.08046357333660126,
"m": 1.0
},
{
"p": 0.07649634778499603,
"m": 1.0
},
{
"p": 0.04500223696231842,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6624419689178467,
"val_loss": 1.1897287368774414,
"acc": 58.35,
"time": 116.31779443201958,
"param": [
{
"p": 0.08642970770597458,
"m": 1.0
},
{
"p": 0.06245578080415726,
"m": 1.0
},
{
"p": 0.08576682955026627,
"m": 1.0
},
{
"p": 0.048270344734191895,
"m": 1.0
},
{
"p": 0.06332087516784668,
"m": 1.0
},
{
"p": 0.08279119431972504,
"m": 1.0
},
{
"p": 0.08042551577091217,
"m": 1.0
},
{
"p": 0.08534801006317139,
"m": 1.0
},
{
"p": 0.06264825165271759,
"m": 1.0
},
{
"p": 0.061401866376399994,
"m": 1.0
},
{
"p": 0.07542521506547928,
"m": 1.0
},
{
"p": 0.07528185099363327,
"m": 1.0
},
{
"p": 0.08290727436542511,
"m": 1.0
},
{
"p": 0.04752728343009949,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.632498860359192,
"val_loss": 1.2591458559036255,
"acc": 58.29,
"time": 117.15073144098278,
"param": [
{
"p": 0.08809401094913483,
"m": 1.0
},
{
"p": 0.04169047251343727,
"m": 1.0
},
{
"p": 0.08846858143806458,
"m": 1.0
},
{
"p": 0.047676220536231995,
"m": 1.0
},
{
"p": 0.056310538202524185,
"m": 1.0
},
{
"p": 0.08744954317808151,
"m": 1.0
},
{
"p": 0.08418937772512436,
"m": 1.0
},
{
"p": 0.057628531008958817,
"m": 1.0
},
{
"p": 0.08351993560791016,
"m": 1.0
},
{
"p": 0.06829733401536942,
"m": 1.0
},
{
"p": 0.06680317223072052,
"m": 1.0
},
{
"p": 0.09070558845996857,
"m": 1.0
},
{
"p": 0.0782327726483345,
"m": 1.0
},
{
"p": 0.060933880507946014,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.419596552848816,
"val_loss": 1.1325008869171143,
"acc": 59.88,
"time": 118.18994045202271,
"param": [
{
"p": 0.09184082597494125,
"m": 1.0
},
{
"p": 0.03191535919904709,
"m": 1.0
},
{
"p": 0.08156071603298187,
"m": 1.0
},
{
"p": 0.04551570490002632,
"m": 1.0
},
{
"p": 0.06782489269971848,
"m": 1.0
},
{
"p": 0.06386826187372208,
"m": 1.0
},
{
"p": 0.07072054594755173,
"m": 1.0
},
{
"p": 0.06397850811481476,
"m": 1.0
},
{
"p": 0.09790799021720886,
"m": 1.0
},
{
"p": 0.09722389280796051,
"m": 1.0
},
{
"p": 0.0717044249176979,
"m": 1.0
},
{
"p": 0.09200477600097656,
"m": 1.0
},
{
"p": 0.07881280034780502,
"m": 1.0
},
{
"p": 0.045121267437934875,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.4052178859710693,
"val_loss": 1.2434154748916626,
"acc": 58.93,
"time": 108.14716472500004,
"param": [
{
"p": 0.07609560340642929,
"m": 1.0
},
{
"p": 0.05954193323850632,
"m": 1.0
},
{
"p": 0.07124306261539459,
"m": 1.0
},
{
"p": 0.051114771515131,
"m": 1.0
},
{
"p": 0.07018836587667465,
"m": 1.0
},
{
"p": 0.05940110236406326,
"m": 1.0
},
{
"p": 0.08679956942796707,
"m": 1.0
},
{
"p": 0.07959701120853424,
"m": 1.0
},
{
"p": 0.057854752987623215,
"m": 1.0
},
{
"p": 0.0681304931640625,
"m": 1.0
},
{
"p": 0.08500514179468155,
"m": 1.0
},
{
"p": 0.07872012257575989,
"m": 1.0
},
{
"p": 0.09262645244598389,
"m": 1.0
},
{
"p": 0.06368163228034973,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.3256478309631348,
"val_loss": 1.166782259941101,
"acc": 59.32,
"time": 108.42393286401057,
"param": [
{
"p": 0.09255176782608032,
"m": 1.0
},
{
"p": 0.039699967950582504,
"m": 1.0
},
{
"p": 0.11193957924842834,
"m": 1.0
},
{
"p": 0.0674053281545639,
"m": 1.0
},
{
"p": 0.055868878960609436,
"m": 1.0
},
{
"p": 0.07132839411497116,
"m": 1.0
},
{
"p": 0.04803511127829552,
"m": 1.0
},
{
"p": 0.05720615014433861,
"m": 1.0
},
{
"p": 0.06704578548669815,
"m": 1.0
},
{
"p": 0.08955579251050949,
"m": 1.0
},
{
"p": 0.0727473720908165,
"m": 1.0
},
{
"p": 0.06153373047709465,
"m": 1.0
},
{
"p": 0.08477064967155457,
"m": 1.0
},
{
"p": 0.08031146973371506,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.3677892684936523,
"val_loss": 1.1437816619873047,
"acc": 58.91,
"time": 117.80040150199784,
"param": [
{
"p": 0.10091957449913025,
"m": 1.0
},
{
"p": 0.0623653382062912,
"m": 1.0
},
{
"p": 0.06284985691308975,
"m": 1.0
},
{
"p": 0.05289752036333084,
"m": 1.0
},
{
"p": 0.05224694311618805,
"m": 1.0
},
{
"p": 0.048215899616479874,
"m": 1.0
},
{
"p": 0.0800672397017479,
"m": 1.0
},
{
"p": 0.0769638866186142,
"m": 1.0
},
{
"p": 0.07102839648723602,
"m": 1.0
},
{
"p": 0.07756759226322174,
"m": 1.0
},
{
"p": 0.09403384476900101,
"m": 1.0
},
{
"p": 0.09967531263828278,
"m": 1.0
},
{
"p": 0.07374472916126251,
"m": 1.0
},
{
"p": 0.04742387309670448,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.3795086145401,
"val_loss": 1.149680733680725,
"acc": 60.42,
"time": 110.85445559999789,
"param": [
{
"p": 0.07586079090833664,
"m": 1.0
},
{
"p": 0.05464397743344307,
"m": 1.0
},
{
"p": 0.08309813588857651,
"m": 1.0
},
{
"p": 0.06775695830583572,
"m": 1.0
},
{
"p": 0.06119871884584427,
"m": 1.0
},
{
"p": 0.0787058100104332,
"m": 1.0
},
{
"p": 0.0692720115184784,
"m": 1.0
},
{
"p": 0.0748450756072998,
"m": 1.0
},
{
"p": 0.07173222303390503,
"m": 1.0
},
{
"p": 0.06605732440948486,
"m": 1.0
},
{
"p": 0.056576404720544815,
"m": 1.0
},
{
"p": 0.08141274005174637,
"m": 1.0
},
{
"p": 0.09416665881872177,
"m": 1.0
},
{
"p": 0.0646732747554779,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.3704023361206055,
"val_loss": 1.1204415559768677,
"acc": 61.45,
"time": 117.90382845597924,
"param": [
{
"p": 0.07693327218294144,
"m": 1.0
},
{
"p": 0.03785722702741623,
"m": 1.0
},
{
"p": 0.09463535994291306,
"m": 1.0
},
{
"p": 0.04810380935668945,
"m": 1.0
},
{
"p": 0.04095333069562912,
"m": 1.0
},
{
"p": 0.05519964545965195,
"m": 1.0
},
{
"p": 0.06939636170864105,
"m": 1.0
},
{
"p": 0.05157376453280449,
"m": 1.0
},
{
"p": 0.06564848870038986,
"m": 1.0
},
{
"p": 0.09086412936449051,
"m": 1.0
},
{
"p": 0.09952124953269958,
"m": 1.0
},
{
"p": 0.1003027856349945,
"m": 1.0
},
{
"p": 0.08192326128482819,
"m": 1.0
},
{
"p": 0.08708735555410385,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.4556963443756104,
"val_loss": 1.299471378326416,
"acc": 56.45,
"time": 110.30999633501051,
"param": [
{
"p": 0.06819252669811249,
"m": 1.0
},
{
"p": 0.04176431894302368,
"m": 1.0
},
{
"p": 0.09371329098939896,
"m": 1.0
},
{
"p": 0.0674268826842308,
"m": 1.0
},
{
"p": 0.06198682636022568,
"m": 1.0
},
{
"p": 0.06426291167736053,
"m": 1.0
},
{
"p": 0.06583716720342636,
"m": 1.0
},
{
"p": 0.09847620129585266,
"m": 1.0
},
{
"p": 0.06474597007036209,
"m": 1.0
},
{
"p": 0.07310719788074493,
"m": 1.0
},
{
"p": 0.07703147083520889,
"m": 1.0
},
{
"p": 0.08101620525121689,
"m": 1.0
},
{
"p": 0.07112465053796768,
"m": 1.0
},
{
"p": 0.07131428271532059,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.34712553024292,
"val_loss": 1.2216626405715942,
"acc": 58.59,
"time": 111.14284452598076,
"param": [
{
"p": 0.10194261372089386,
"m": 1.0
},
{
"p": 0.05501154065132141,
"m": 1.0
},
{
"p": 0.0742276981472969,
"m": 1.0
},
{
"p": 0.0594203881919384,
"m": 1.0
},
{
"p": 0.025028908625245094,
"m": 1.0
},
{
"p": 0.05576469376683235,
"m": 1.0
},
{
"p": 0.09780114889144897,
"m": 1.0
},
{
"p": 0.0718333050608635,
"m": 1.0
},
{
"p": 0.07499133050441742,
"m": 1.0
},
{
"p": 0.08797251433134079,
"m": 1.0
},
{
"p": 0.07423403114080429,
"m": 1.0
},
{
"p": 0.08546338230371475,
"m": 1.0
},
{
"p": 0.08969396352767944,
"m": 1.0
},
{
"p": 0.0466143861413002,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.314670205116272,
"val_loss": 1.0795282125473022,
"acc": 61.79,
"time": 110.92898490600055,
"param": [
{
"p": 0.08461230993270874,
"m": 1.0
},
{
"p": 0.05619004741311073,
"m": 1.0
},
{
"p": 0.08086972683668137,
"m": 1.0
},
{
"p": 0.06649724394083023,
"m": 1.0
},
{
"p": 0.04035019129514694,
"m": 1.0
},
{
"p": 0.08419903367757797,
"m": 1.0
},
{
"p": 0.07025400549173355,
"m": 1.0
},
{
"p": 0.05745340883731842,
"m": 1.0
},
{
"p": 0.07877063006162643,
"m": 1.0
},
{
"p": 0.06442398577928543,
"m": 1.0
},
{
"p": 0.06450942903757095,
"m": 1.0
},
{
"p": 0.09093550592660904,
"m": 1.0
},
{
"p": 0.08964413404464722,
"m": 1.0
},
{
"p": 0.0712902769446373,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.3926470279693604,
"val_loss": 1.0851943492889404,
"acc": 62.33,
"time": 110.64958674201625,
"param": [
{
"p": 0.08904428035020828,
"m": 1.0
},
{
"p": 0.07225292921066284,
"m": 1.0
},
{
"p": 0.0826159343123436,
"m": 1.0
},
{
"p": 0.06137590482831001,
"m": 1.0
},
{
"p": 0.03495883569121361,
"m": 1.0
},
{
"p": 0.06659912317991257,
"m": 1.0
},
{
"p": 0.07177162170410156,
"m": 1.0
},
{
"p": 0.08587083965539932,
"m": 1.0
},
{
"p": 0.07884079962968826,
"m": 1.0
},
{
"p": 0.07745212316513062,
"m": 1.0
},
{
"p": 0.05897058919072151,
"m": 1.0
},
{
"p": 0.07010336220264435,
"m": 1.0
},
{
"p": 0.0750909224152565,
"m": 1.0
},
{
"p": 0.07505277544260025,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.51099693775177,
"val_loss": 1.1500252485275269,
"acc": 60.56,
"time": 108.68523620499764,
"param": [
{
"p": 0.08826594054698944,
"m": 1.0
},
{
"p": 0.05020706728100777,
"m": 1.0
},
{
"p": 0.07577839493751526,
"m": 1.0
},
{
"p": 0.054296743124723434,
"m": 1.0
},
{
"p": 0.05588126182556152,
"m": 1.0
},
{
"p": 0.0627041682600975,
"m": 1.0
},
{
"p": 0.07972781360149384,
"m": 1.0
},
{
"p": 0.06089012697339058,
"m": 1.0
},
{
"p": 0.09407448023557663,
"m": 1.0
},
{
"p": 0.07238103449344635,
"m": 1.0
},
{
"p": 0.06541967391967773,
"m": 1.0
},
{
"p": 0.06695679575204849,
"m": 1.0
},
{
"p": 0.10015787929296494,
"m": 1.0
},
{
"p": 0.07325863838195801,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.5184059143066406,
"val_loss": 1.1161648035049438,
"acc": 61.79,
"time": 110.16135940697859,
"param": [
{
"p": 0.08485718816518784,
"m": 1.0
},
{
"p": 0.07239533960819244,
"m": 1.0
},
{
"p": 0.086997389793396,
"m": 1.0
},
{
"p": 0.05014432221651077,
"m": 1.0
},
{
"p": 0.03337572515010834,
"m": 1.0
},
{
"p": 0.05735257640480995,
"m": 1.0
},
{
"p": 0.06665355712175369,
"m": 1.0
},
{
"p": 0.0645505040884018,
"m": 1.0
},
{
"p": 0.08109457790851593,
"m": 1.0
},
{
"p": 0.06828934699296951,
"m": 1.0
},
{
"p": 0.08812246471643448,
"m": 1.0
},
{
"p": 0.07051949948072433,
"m": 1.0
},
{
"p": 0.09467983990907669,
"m": 1.0
},
{
"p": 0.08096762746572495,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.5119612216949463,
"val_loss": 1.1822806596755981,
"acc": 61.76,
"time": 110.59878593799658,
"param": [
{
"p": 0.05882580578327179,
"m": 1.0
},
{
"p": 0.057645875960588455,
"m": 1.0
},
{
"p": 0.07102591544389725,
"m": 1.0
},
{
"p": 0.07306910306215286,
"m": 1.0
},
{
"p": 0.05600983649492264,
"m": 1.0
},
{
"p": 0.07802934944629669,
"m": 1.0
},
{
"p": 0.08148455619812012,
"m": 1.0
},
{
"p": 0.052782218903303146,
"m": 1.0
},
{
"p": 0.08324025571346283,
"m": 1.0
},
{
"p": 0.08368957042694092,
"m": 1.0
},
{
"p": 0.07552309334278107,
"m": 1.0
},
{
"p": 0.06768503785133362,
"m": 1.0
},
{
"p": 0.09089719504117966,
"m": 1.0
},
{
"p": 0.070092111825943,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4518569707870483,
"val_loss": 1.0754886865615845,
"acc": 62.93,
"time": 109.75234531098977,
"param": [
{
"p": 0.08047396689653397,
"m": 1.0
},
{
"p": 0.06407501548528671,
"m": 1.0
},
{
"p": 0.09417223930358887,
"m": 1.0
},
{
"p": 0.04440035670995712,
"m": 1.0
},
{
"p": 0.056633878499269485,
"m": 1.0
},
{
"p": 0.0675484761595726,
"m": 1.0
},
{
"p": 0.07896522432565689,
"m": 1.0
},
{
"p": 0.08293501287698746,
"m": 1.0
},
{
"p": 0.09171725064516068,
"m": 1.0
},
{
"p": 0.0576561838388443,
"m": 1.0
},
{
"p": 0.056084271520376205,
"m": 1.0
},
{
"p": 0.07615140080451965,
"m": 1.0
},
{
"p": 0.09261402487754822,
"m": 1.0
},
{
"p": 0.05657269060611725,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.4362554550170898,
"val_loss": 1.0517172813415527,
"acc": 62.68,
"time": 111.78894204000244,
"param": [
{
"p": 0.07972297072410583,
"m": 1.0
},
{
"p": 0.0681963860988617,
"m": 1.0
},
{
"p": 0.07979533076286316,
"m": 1.0
},
{
"p": 0.05494201183319092,
"m": 1.0
},
{
"p": 0.06063053384423256,
"m": 1.0
},
{
"p": 0.060532353818416595,
"m": 1.0
},
{
"p": 0.07232242822647095,
"m": 1.0
},
{
"p": 0.06831928342580795,
"m": 1.0
},
{
"p": 0.07236970216035843,
"m": 1.0
},
{
"p": 0.059731144458055496,
"m": 1.0
},
{
"p": 0.08411572128534317,
"m": 1.0
},
{
"p": 0.09536168724298477,
"m": 1.0
},
{
"p": 0.07822711020708084,
"m": 1.0
},
{
"p": 0.06573336571455002,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.3661229610443115,
"val_loss": 0.9842562675476074,
"acc": 62.83,
"time": 114.14979062700877,
"param": [
{
"p": 0.07035250961780548,
"m": 1.0
},
{
"p": 0.03760013356804848,
"m": 1.0
},
{
"p": 0.09151330590248108,
"m": 1.0
},
{
"p": 0.06510476022958755,
"m": 1.0
},
{
"p": 0.0648849606513977,
"m": 1.0
},
{
"p": 0.052855681627988815,
"m": 1.0
},
{
"p": 0.07444266974925995,
"m": 1.0
},
{
"p": 0.05960223451256752,
"m": 1.0
},
{
"p": 0.08411209285259247,
"m": 1.0
},
{
"p": 0.08940824121236801,
"m": 1.0
},
{
"p": 0.06587354838848114,
"m": 1.0
},
{
"p": 0.07359736412763596,
"m": 1.0
},
{
"p": 0.09513802826404572,
"m": 1.0
},
{
"p": 0.07551456242799759,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.4252429008483887,
"val_loss": 1.1207246780395508,
"acc": 61.57,
"time": 126.9080879969988,
"param": [
{
"p": 0.07018083333969116,
"m": 1.0
},
{
"p": 0.04949379339814186,
"m": 1.0
},
{
"p": 0.0931716188788414,
"m": 1.0
},
{
"p": 0.06790171563625336,
"m": 1.0
},
{
"p": 0.06371121108531952,
"m": 1.0
},
{
"p": 0.0743742287158966,
"m": 1.0
},
{
"p": 0.08581914007663727,
"m": 1.0
},
{
"p": 0.07043089717626572,
"m": 1.0
},
{
"p": 0.06063783913850784,
"m": 1.0
},
{
"p": 0.0658271461725235,
"m": 1.0
},
{
"p": 0.07568897306919098,
"m": 1.0
},
{
"p": 0.07092460989952087,
"m": 1.0
},
{
"p": 0.07268276810646057,
"m": 1.0
},
{
"p": 0.07915521413087845,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.4564383029937744,
"val_loss": 0.9701604247093201,
"acc": 63.76,
"time": 118.29859026201302,
"param": [
{
"p": 0.09312458336353302,
"m": 1.0
},
{
"p": 0.04622206464409828,
"m": 1.0
},
{
"p": 0.08374658226966858,
"m": 1.0
},
{
"p": 0.04790432006120682,
"m": 1.0
},
{
"p": 0.06993061304092407,
"m": 1.0
},
{
"p": 0.04801187291741371,
"m": 1.0
},
{
"p": 0.062425192445516586,
"m": 1.0
},
{
"p": 0.08812994509935379,
"m": 1.0
},
{
"p": 0.062433186918497086,
"m": 1.0
},
{
"p": 0.08583569526672363,
"m": 1.0
},
{
"p": 0.06820036470890045,
"m": 1.0
},
{
"p": 0.08676777780056,
"m": 1.0
},
{
"p": 0.10663508623838425,
"m": 1.0
},
{
"p": 0.050632767379283905,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2784430980682373,
"val_loss": 1.0142838954925537,
"acc": 63.61,
"time": 108.78230846402585,
"param": [
{
"p": 0.08873823285102844,
"m": 1.0
},
{
"p": 0.06667444109916687,
"m": 1.0
},
{
"p": 0.053780265152454376,
"m": 1.0
},
{
"p": 0.04847738891839981,
"m": 1.0
},
{
"p": 0.04380709305405617,
"m": 1.0
},
{
"p": 0.06141255423426628,
"m": 1.0
},
{
"p": 0.06633215397596359,
"m": 1.0
},
{
"p": 0.05710452049970627,
"m": 1.0
},
{
"p": 0.07732268422842026,
"m": 1.0
},
{
"p": 0.09101361036300659,
"m": 1.0
},
{
"p": 0.08032543212175369,
"m": 1.0
},
{
"p": 0.09698030352592468,
"m": 1.0
},
{
"p": 0.1076871007680893,
"m": 1.0
},
{
"p": 0.06034424528479576,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.5673891305923462,
"val_loss": 1.092176914215088,
"acc": 63.0,
"time": 132.62777972000185,
"param": [
{
"p": 0.08441241085529327,
"m": 1.0
},
{
"p": 0.04417771100997925,
"m": 1.0
},
{
"p": 0.06928400695323944,
"m": 1.0
},
{
"p": 0.025751860812306404,
"m": 1.0
},
{
"p": 0.05928913131356239,
"m": 1.0
},
{
"p": 0.07008514553308487,
"m": 1.0
},
{
"p": 0.09248446673154831,
"m": 1.0
},
{
"p": 0.05165093019604683,
"m": 1.0
},
{
"p": 0.07736347615718842,
"m": 1.0
},
{
"p": 0.0999009758234024,
"m": 1.0
},
{
"p": 0.057594384998083115,
"m": 1.0
},
{
"p": 0.08299220353364944,
"m": 1.0
},
{
"p": 0.08798827975988388,
"m": 1.0
},
{
"p": 0.097025066614151,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.228269338607788,
"val_loss": 1.0134072303771973,
"acc": 63.6,
"time": 126.72111585800303,
"param": [
{
"p": 0.08028866350650787,
"m": 1.0
},
{
"p": 0.062091004103422165,
"m": 1.0
},
{
"p": 0.07907094061374664,
"m": 1.0
},
{
"p": 0.04015933349728584,
"m": 1.0
},
{
"p": 0.04380309581756592,
"m": 1.0
},
{
"p": 0.05918470397591591,
"m": 1.0
},
{
"p": 0.06600143015384674,
"m": 1.0
},
{
"p": 0.06941023468971252,
"m": 1.0
},
{
"p": 0.06531454622745514,
"m": 1.0
},
{
"p": 0.08408904075622559,
"m": 1.0
},
{
"p": 0.0777239054441452,
"m": 1.0
},
{
"p": 0.0848979726433754,
"m": 1.0
},
{
"p": 0.10692448168992996,
"m": 1.0
},
{
"p": 0.0810406431555748,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.2409381866455078,
"val_loss": 1.0068743228912354,
"acc": 64.16,
"time": 109.20540794098633,
"param": [
{
"p": 0.10843188315629959,
"m": 1.0
},
{
"p": 0.05629342049360275,
"m": 1.0
},
{
"p": 0.06158818304538727,
"m": 1.0
},
{
"p": 0.06432134658098221,
"m": 1.0
},
{
"p": 0.06125826761126518,
"m": 1.0
},
{
"p": 0.0765959694981575,
"m": 1.0
},
{
"p": 0.07802502810955048,
"m": 1.0
},
{
"p": 0.07819698005914688,
"m": 1.0
},
{
"p": 0.06204882636666298,
"m": 1.0
},
{
"p": 0.06711449474096298,
"m": 1.0
},
{
"p": 0.049344856292009354,
"m": 1.0
},
{
"p": 0.06868918985128403,
"m": 1.0
},
{
"p": 0.10189023613929749,
"m": 1.0
},
{
"p": 0.06620122492313385,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.4852590560913086,
"val_loss": 1.0716848373413086,
"acc": 63.69,
"time": 108.5194681030116,
"param": [
{
"p": 0.058989301323890686,
"m": 1.0
},
{
"p": 0.06990036368370056,
"m": 1.0
},
{
"p": 0.0729881227016449,
"m": 1.0
},
{
"p": 0.06287497282028198,
"m": 1.0
},
{
"p": 0.05588717386126518,
"m": 1.0
},
{
"p": 0.07254183292388916,
"m": 1.0
},
{
"p": 0.06905025243759155,
"m": 1.0
},
{
"p": 0.07500201463699341,
"m": 1.0
},
{
"p": 0.06335680186748505,
"m": 1.0
},
{
"p": 0.08664049953222275,
"m": 1.0
},
{
"p": 0.05252988636493683,
"m": 1.0
},
{
"p": 0.10007579624652863,
"m": 1.0
},
{
"p": 0.10346739739179611,
"m": 1.0
},
{
"p": 0.05669565126299858,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.289675235748291,
"val_loss": 1.042291522026062,
"acc": 63.72,
"time": 119.01114782399964,
"param": [
{
"p": 0.07810293138027191,
"m": 1.0
},
{
"p": 0.06123310327529907,
"m": 1.0
},
{
"p": 0.08233627676963806,
"m": 1.0
},
{
"p": 0.07653054594993591,
"m": 1.0
},
{
"p": 0.03234662115573883,
"m": 1.0
},
{
"p": 0.07925256341695786,
"m": 1.0
},
{
"p": 0.04830317199230194,
"m": 1.0
},
{
"p": 0.07246510684490204,
"m": 1.0
},
{
"p": 0.07269474118947983,
"m": 1.0
},
{
"p": 0.06931670010089874,
"m": 1.0
},
{
"p": 0.08496128022670746,
"m": 1.0
},
{
"p": 0.0973324254155159,
"m": 1.0
},
{
"p": 0.07350696623325348,
"m": 1.0
},
{
"p": 0.07161754369735718,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.3719439506530762,
"val_loss": 0.9673234820365906,
"acc": 65.85,
"time": 109.80042651999975,
"param": [
{
"p": 0.08450645953416824,
"m": 1.0
},
{
"p": 0.05748850107192993,
"m": 1.0
},
{
"p": 0.08585739880800247,
"m": 1.0
},
{
"p": 0.04879874363541603,
"m": 1.0
},
{
"p": 0.05448020622134209,
"m": 1.0
},
{
"p": 0.07886721193790436,
"m": 1.0
},
{
"p": 0.06835204362869263,
"m": 1.0
},
{
"p": 0.0755833312869072,
"m": 1.0
},
{
"p": 0.059297215193510056,
"m": 1.0
},
{
"p": 0.0618370920419693,
"m": 1.0
},
{
"p": 0.10282110422849655,
"m": 1.0
},
{
"p": 0.08736399561166763,
"m": 1.0
},
{
"p": 0.07250843942165375,
"m": 1.0
},
{
"p": 0.062238290905952454,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.2752220630645752,
"val_loss": 1.0269594192504883,
"acc": 63.95,
"time": 110.5443855120102,
"param": [
{
"p": 0.10069862753152847,
"m": 1.0
},
{
"p": 0.04769271984696388,
"m": 1.0
},
{
"p": 0.0769205316901207,
"m": 1.0
},
{
"p": 0.044993527233600616,
"m": 1.0
},
{
"p": 0.071247398853302,
"m": 1.0
},
{
"p": 0.0690460279583931,
"m": 1.0
},
{
"p": 0.0772203654050827,
"m": 1.0
},
{
"p": 0.06384743750095367,
"m": 1.0
},
{
"p": 0.05108614265918732,
"m": 1.0
},
{
"p": 0.07548608630895615,
"m": 1.0
},
{
"p": 0.08389365673065186,
"m": 1.0
},
{
"p": 0.08725950121879578,
"m": 1.0
},
{
"p": 0.09287229925394058,
"m": 1.0
},
{
"p": 0.05773567408323288,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4181832075119019,
"val_loss": 0.9456858038902283,
"acc": 65.35,
"time": 110.26992697699461,
"param": [
{
"p": 0.06348967552185059,
"m": 1.0
},
{
"p": 0.05948479101061821,
"m": 1.0
},
{
"p": 0.11207842081785202,
"m": 1.0
},
{
"p": 0.03672070428729057,
"m": 1.0
},
{
"p": 0.04681403189897537,
"m": 1.0
},
{
"p": 0.03294874355196953,
"m": 1.0
},
{
"p": 0.05989992246031761,
"m": 1.0
},
{
"p": 0.06193717569112778,
"m": 1.0
},
{
"p": 0.07435141503810883,
"m": 1.0
},
{
"p": 0.08906213939189911,
"m": 1.0
},
{
"p": 0.08326910436153412,
"m": 1.0
},
{
"p": 0.08742108941078186,
"m": 1.0
},
{
"p": 0.11244583874940872,
"m": 1.0
},
{
"p": 0.08007694780826569,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.4424375295639038,
"val_loss": 0.9933013916015625,
"acc": 66.03,
"time": 110.3212805740186,
"param": [
{
"p": 0.08978439122438431,
"m": 1.0
},
{
"p": 0.060606446117162704,
"m": 1.0
},
{
"p": 0.052831921726465225,
"m": 1.0
},
{
"p": 0.07989069074392319,
"m": 1.0
},
{
"p": 0.06414186209440231,
"m": 1.0
},
{
"p": 0.04543290659785271,
"m": 1.0
},
{
"p": 0.07727371901273727,
"m": 1.0
},
{
"p": 0.062421150505542755,
"m": 1.0
},
{
"p": 0.05939449369907379,
"m": 1.0
},
{
"p": 0.07950935512781143,
"m": 1.0
},
{
"p": 0.08637457340955734,
"m": 1.0
},
{
"p": 0.07966166734695435,
"m": 1.0
},
{
"p": 0.08456502109766006,
"m": 1.0
},
{
"p": 0.07811173796653748,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.3593213558197021,
"val_loss": 1.0145204067230225,
"acc": 65.3,
"time": 111.86119899799814,
"param": [
{
"p": 0.07524040341377258,
"m": 1.0
},
{
"p": 0.04799614101648331,
"m": 1.0
},
{
"p": 0.09944956749677658,
"m": 1.0
},
{
"p": 0.07645270973443985,
"m": 1.0
},
{
"p": 0.061151523143053055,
"m": 1.0
},
{
"p": 0.0705554187297821,
"m": 1.0
},
{
"p": 0.05485178157687187,
"m": 1.0
},
{
"p": 0.07225257903337479,
"m": 1.0
},
{
"p": 0.07449614256620407,
"m": 1.0
},
{
"p": 0.07181856036186218,
"m": 1.0
},
{
"p": 0.08022939413785934,
"m": 1.0
},
{
"p": 0.083036407828331,
"m": 1.0
},
{
"p": 0.0732276514172554,
"m": 1.0
},
{
"p": 0.059241749346256256,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.1993815898895264,
"val_loss": 1.0660758018493652,
"acc": 65.29,
"time": 113.48532231798163,
"param": [
{
"p": 0.08862284570932388,
"m": 1.0
},
{
"p": 0.05634640157222748,
"m": 1.0
},
{
"p": 0.08581399917602539,
"m": 1.0
},
{
"p": 0.055736903101205826,
"m": 1.0
},
{
"p": 0.04727287217974663,
"m": 1.0
},
{
"p": 0.06878399848937988,
"m": 1.0
},
{
"p": 0.07391419261693954,
"m": 1.0
},
{
"p": 0.06735223531723022,
"m": 1.0
},
{
"p": 0.07534173876047134,
"m": 1.0
},
{
"p": 0.0852370634675026,
"m": 1.0
},
{
"p": 0.06332974135875702,
"m": 1.0
},
{
"p": 0.08494383841753006,
"m": 1.0
},
{
"p": 0.08583135157823563,
"m": 1.0
},
{
"p": 0.06147284433245659,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.1738659143447876,
"val_loss": 1.0940773487091064,
"acc": 65.94,
"time": 108.37677888799226,
"param": [
{
"p": 0.07825903594493866,
"m": 1.0
},
{
"p": 0.08037703484296799,
"m": 1.0
},
{
"p": 0.08231380581855774,
"m": 1.0
},
{
"p": 0.054132089018821716,
"m": 1.0
},
{
"p": 0.053882259875535965,
"m": 1.0
},
{
"p": 0.06040320545434952,
"m": 1.0
},
{
"p": 0.06774558126926422,
"m": 1.0
},
{
"p": 0.07505131512880325,
"m": 1.0
},
{
"p": 0.07012377679347992,
"m": 1.0
},
{
"p": 0.0715126320719719,
"m": 1.0
},
{
"p": 0.06787261366844177,
"m": 1.0
},
{
"p": 0.07238354533910751,
"m": 1.0
},
{
"p": 0.08698009699583054,
"m": 1.0
},
{
"p": 0.07896307855844498,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.4840911626815796,
"val_loss": 0.9222114086151123,
"acc": 65.85,
"time": 109.43766721399152,
"param": [
{
"p": 0.08645980060100555,
"m": 1.0
},
{
"p": 0.05433138459920883,
"m": 1.0
},
{
"p": 0.09385281056165695,
"m": 1.0
},
{
"p": 0.06611156463623047,
"m": 1.0
},
{
"p": 0.06163888797163963,
"m": 1.0
},
{
"p": 0.03962729871273041,
"m": 1.0
},
{
"p": 0.07475569099187851,
"m": 1.0
},
{
"p": 0.07415700703859329,
"m": 1.0
},
{
"p": 0.08280923217535019,
"m": 1.0
},
{
"p": 0.0788506343960762,
"m": 1.0
},
{
"p": 0.05573510006070137,
"m": 1.0
},
{
"p": 0.07249128073453903,
"m": 1.0
},
{
"p": 0.08207889646291733,
"m": 1.0
},
{
"p": 0.07710039615631104,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.4080861806869507,
"val_loss": 1.0560352802276611,
"acc": 66.1,
"time": 108.4733320310188,
"param": [
{
"p": 0.11205636709928513,
"m": 1.0
},
{
"p": 0.02498074807226658,
"m": 1.0
},
{
"p": 0.06564395129680634,
"m": 1.0
},
{
"p": 0.043567903339862823,
"m": 1.0
},
{
"p": 0.05022278428077698,
"m": 1.0
},
{
"p": 0.05590960010886192,
"m": 1.0
},
{
"p": 0.09241867065429688,
"m": 1.0
},
{
"p": 0.07833097130060196,
"m": 1.0
},
{
"p": 0.08810467272996902,
"m": 1.0
},
{
"p": 0.05280483141541481,
"m": 1.0
},
{
"p": 0.07256069034337997,
"m": 1.0
},
{
"p": 0.09746389091014862,
"m": 1.0
},
{
"p": 0.07759477943181992,
"m": 1.0
},
{
"p": 0.0883401483297348,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.25408136844635,
"val_loss": 0.9260687232017517,
"acc": 67.03,
"time": 114.08279548099381,
"param": [
{
"p": 0.08892416954040527,
"m": 1.0
},
{
"p": 0.0661722719669342,
"m": 1.0
},
{
"p": 0.09270951896905899,
"m": 1.0
},
{
"p": 0.03220735117793083,
"m": 1.0
},
{
"p": 0.06720025092363358,
"m": 1.0
},
{
"p": 0.05616683140397072,
"m": 1.0
},
{
"p": 0.057839054614305496,
"m": 1.0
},
{
"p": 0.08279091864824295,
"m": 1.0
},
{
"p": 0.06018161028623581,
"m": 1.0
},
{
"p": 0.09874365478754044,
"m": 1.0
},
{
"p": 0.05092211812734604,
"m": 1.0
},
{
"p": 0.08920970559120178,
"m": 1.0
},
{
"p": 0.07651176303625107,
"m": 1.0
},
{
"p": 0.08042067289352417,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.4094692468643188,
"val_loss": 1.0964312553405762,
"acc": 67.01,
"time": 124.69432868697913,
"param": [
{
"p": 0.08514237403869629,
"m": 1.0
},
{
"p": 0.04829569160938263,
"m": 1.0
},
{
"p": 0.06667716801166534,
"m": 1.0
},
{
"p": 0.06439484655857086,
"m": 1.0
},
{
"p": 0.06129036843776703,
"m": 1.0
},
{
"p": 0.058587122708559036,
"m": 1.0
},
{
"p": 0.08324795961380005,
"m": 1.0
},
{
"p": 0.06742365658283234,
"m": 1.0
},
{
"p": 0.06072491779923439,
"m": 1.0
},
{
"p": 0.08523880690336227,
"m": 1.0
},
{
"p": 0.08973333239555359,
"m": 1.0
},
{
"p": 0.08426161855459213,
"m": 1.0
},
{
"p": 0.07994822412729263,
"m": 1.0
},
{
"p": 0.06503389775753021,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.5504953861236572,
"val_loss": 0.876833975315094,
"acc": 67.0,
"time": 123.11835563200293,
"param": [
{
"p": 0.08786991983652115,
"m": 1.0
},
{
"p": 0.06692831963300705,
"m": 1.0
},
{
"p": 0.06009984388947487,
"m": 1.0
},
{
"p": 0.06416095048189163,
"m": 1.0
},
{
"p": 0.05830106511712074,
"m": 1.0
},
{
"p": 0.07954524457454681,
"m": 1.0
},
{
"p": 0.05536280572414398,
"m": 1.0
},
{
"p": 0.07439473271369934,
"m": 1.0
},
{
"p": 0.07272187620401382,
"m": 1.0
},
{
"p": 0.08308567106723785,
"m": 1.0
},
{
"p": 0.0550839826464653,
"m": 1.0
},
{
"p": 0.07466263324022293,
"m": 1.0
},
{
"p": 0.09530796110630035,
"m": 1.0
},
{
"p": 0.07247482985258102,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.0938769578933716,
"val_loss": 0.9962545037269592,
"acc": 66.59,
"time": 109.78520054800902,
"param": [
{
"p": 0.08981592953205109,
"m": 1.0
},
{
"p": 0.05602811649441719,
"m": 1.0
},
{
"p": 0.08651313930749893,
"m": 1.0
},
{
"p": 0.053653065115213394,
"m": 1.0
},
{
"p": 0.0880415067076683,
"m": 1.0
},
{
"p": 0.06868507713079453,
"m": 1.0
},
{
"p": 0.05623538792133331,
"m": 1.0
},
{
"p": 0.0584692507982254,
"m": 1.0
},
{
"p": 0.07787463814020157,
"m": 1.0
},
{
"p": 0.059143953025341034,
"m": 1.0
},
{
"p": 0.06950274109840393,
"m": 1.0
},
{
"p": 0.07789559662342072,
"m": 1.0
},
{
"p": 0.08382581174373627,
"m": 1.0
},
{
"p": 0.07431569695472717,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.2111119031906128,
"val_loss": 0.9043632745742798,
"acc": 67.17,
"time": 110.79890998097835,
"param": [
{
"p": 0.08090104162693024,
"m": 1.0
},
{
"p": 0.07251636683940887,
"m": 1.0
},
{
"p": 0.08184608817100525,
"m": 1.0
},
{
"p": 0.05417681112885475,
"m": 1.0
},
{
"p": 0.07686100900173187,
"m": 1.0
},
{
"p": 0.04795625060796738,
"m": 1.0
},
{
"p": 0.0695013478398323,
"m": 1.0
},
{
"p": 0.08408355712890625,
"m": 1.0
},
{
"p": 0.07262448966503143,
"m": 1.0
},
{
"p": 0.06929981708526611,
"m": 1.0
},
{
"p": 0.06319815665483475,
"m": 1.0
},
{
"p": 0.08003748953342438,
"m": 1.0
},
{
"p": 0.08962476998567581,
"m": 1.0
},
{
"p": 0.057372815907001495,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.2404495477676392,
"val_loss": 0.935780942440033,
"acc": 67.01,
"time": 109.51139563598554,
"param": [
{
"p": 0.07995814085006714,
"m": 1.0
},
{
"p": 0.05657030642032623,
"m": 1.0
},
{
"p": 0.07918376475572586,
"m": 1.0
},
{
"p": 0.0663958266377449,
"m": 1.0
},
{
"p": 0.056166794151067734,
"m": 1.0
},
{
"p": 0.08761361241340637,
"m": 1.0
},
{
"p": 0.05841715633869171,
"m": 1.0
},
{
"p": 0.05524313822388649,
"m": 1.0
},
{
"p": 0.079181008040905,
"m": 1.0
},
{
"p": 0.08568018674850464,
"m": 1.0
},
{
"p": 0.08600548654794693,
"m": 1.0
},
{
"p": 0.05616075173020363,
"m": 1.0
},
{
"p": 0.08473128825426102,
"m": 1.0
},
{
"p": 0.06869259476661682,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.303916573524475,
"val_loss": 0.968029797077179,
"acc": 67.61,
"time": 109.63589403399965,
"param": [
{
"p": 0.0771682858467102,
"m": 1.0
},
{
"p": 0.032311178743839264,
"m": 1.0
},
{
"p": 0.04739602282643318,
"m": 1.0
},
{
"p": 0.07760854810476303,
"m": 1.0
},
{
"p": 0.09134649485349655,
"m": 1.0
},
{
"p": 0.08753757178783417,
"m": 1.0
},
{
"p": 0.06693623214960098,
"m": 1.0
},
{
"p": 0.07104004919528961,
"m": 1.0
},
{
"p": 0.06488970667123795,
"m": 1.0
},
{
"p": 0.07561299204826355,
"m": 1.0
},
{
"p": 0.07029518485069275,
"m": 1.0
},
{
"p": 0.08669155091047287,
"m": 1.0
},
{
"p": 0.07354917377233505,
"m": 1.0
},
{
"p": 0.07761706411838531,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.1968867778778076,
"val_loss": 0.8963907957077026,
"acc": 66.22,
"time": 118.8607130709861,
"param": [
{
"p": 0.08347843587398529,
"m": 1.0
},
{
"p": 0.08024096488952637,
"m": 1.0
},
{
"p": 0.08360042423009872,
"m": 1.0
},
{
"p": 0.0581282339990139,
"m": 1.0
},
{
"p": 0.06336594372987747,
"m": 1.0
},
{
"p": 0.06008177995681763,
"m": 1.0
},
{
"p": 0.07012064754962921,
"m": 1.0
},
{
"p": 0.07842754572629929,
"m": 1.0
},
{
"p": 0.085643470287323,
"m": 1.0
},
{
"p": 0.04284835234284401,
"m": 1.0
},
{
"p": 0.044014252722263336,
"m": 1.0
},
{
"p": 0.09997695684432983,
"m": 1.0
},
{
"p": 0.0912838876247406,
"m": 1.0
},
{
"p": 0.05878908932209015,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2907160520553589,
"val_loss": 0.8820151686668396,
"acc": 67.64,
"time": 119.52950838700053,
"param": [
{
"p": 0.11996379494667053,
"m": 1.0
},
{
"p": 0.046569645404815674,
"m": 1.0
},
{
"p": 0.07606352865695953,
"m": 1.0
},
{
"p": 0.07121596485376358,
"m": 1.0
},
{
"p": 0.055589739233255386,
"m": 1.0
},
{
"p": 0.06329866498708725,
"m": 1.0
},
{
"p": 0.06759386509656906,
"m": 1.0
},
{
"p": 0.060796625912189484,
"m": 1.0
},
{
"p": 0.06284786015748978,
"m": 1.0
},
{
"p": 0.08624840527772903,
"m": 1.0
},
{
"p": 0.07772979140281677,
"m": 1.0
},
{
"p": 0.07320598512887955,
"m": 1.0
},
{
"p": 0.06650572270154953,
"m": 1.0
},
{
"p": 0.07237035781145096,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.3400241136550903,
"val_loss": 0.8783742189407349,
"acc": 67.48,
"time": 108.88568708501407,
"param": [
{
"p": 0.07296372950077057,
"m": 1.0
},
{
"p": 0.06797933578491211,
"m": 1.0
},
{
"p": 0.07963591814041138,
"m": 1.0
},
{
"p": 0.07760050892829895,
"m": 1.0
},
{
"p": 0.04418245702981949,
"m": 1.0
},
{
"p": 0.07027191668748856,
"m": 1.0
},
{
"p": 0.06048986315727234,
"m": 1.0
},
{
"p": 0.06569205969572067,
"m": 1.0
},
{
"p": 0.07826945930719376,
"m": 1.0
},
{
"p": 0.07420557737350464,
"m": 1.0
},
{
"p": 0.08898840099573135,
"m": 1.0
},
{
"p": 0.08378288894891739,
"m": 1.0
},
{
"p": 0.07196106016635895,
"m": 1.0
},
{
"p": 0.06397678703069687,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.439007043838501,
"val_loss": 0.966481626033783,
"acc": 67.04,
"time": 110.6750625029963,
"param": [
{
"p": 0.0906095802783966,
"m": 1.0
},
{
"p": 0.027732767164707184,
"m": 1.0
},
{
"p": 0.09651889652013779,
"m": 1.0
},
{
"p": 0.04395453259348869,
"m": 1.0
},
{
"p": 0.071222685277462,
"m": 1.0
},
{
"p": 0.05198013782501221,
"m": 1.0
},
{
"p": 0.05278655141592026,
"m": 1.0
},
{
"p": 0.0876493826508522,
"m": 1.0
},
{
"p": 0.10397431254386902,
"m": 1.0
},
{
"p": 0.06637538969516754,
"m": 1.0
},
{
"p": 0.0677642747759819,
"m": 1.0
},
{
"p": 0.07556981593370438,
"m": 1.0
},
{
"p": 0.10601750761270523,
"m": 1.0
},
{
"p": 0.057844191789627075,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.171917200088501,
"val_loss": 0.8394756317138672,
"acc": 68.32,
"time": 124.94510225698468,
"param": [
{
"p": 0.08251438289880753,
"m": 1.0
},
{
"p": 0.0718458965420723,
"m": 1.0
},
{
"p": 0.07832749933004379,
"m": 1.0
},
{
"p": 0.04673144966363907,
"m": 1.0
},
{
"p": 0.07896587997674942,
"m": 1.0
},
{
"p": 0.027114123106002808,
"m": 1.0
},
{
"p": 0.08148050308227539,
"m": 1.0
},
{
"p": 0.07531920820474625,
"m": 1.0
},
{
"p": 0.06325788795948029,
"m": 1.0
},
{
"p": 0.07804831117391586,
"m": 1.0
},
{
"p": 0.07250714302062988,
"m": 1.0
},
{
"p": 0.0984017476439476,
"m": 1.0
},
{
"p": 0.09211767464876175,
"m": 1.0
},
{
"p": 0.05336836352944374,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.3741353750228882,
"val_loss": 0.863845944404602,
"acc": 66.68,
"time": 108.17464473098516,
"param": [
{
"p": 0.07485705614089966,
"m": 1.0
},
{
"p": 0.06512133032083511,
"m": 1.0
},
{
"p": 0.07051219046115875,
"m": 1.0
},
{
"p": 0.07384189963340759,
"m": 1.0
},
{
"p": 0.05913431942462921,
"m": 1.0
},
{
"p": 0.07803044468164444,
"m": 1.0
},
{
"p": 0.06753502041101456,
"m": 1.0
},
{
"p": 0.06281169503927231,
"m": 1.0
},
{
"p": 0.07542667537927628,
"m": 1.0
},
{
"p": 0.062785305082798,
"m": 1.0
},
{
"p": 0.07792962342500687,
"m": 1.0
},
{
"p": 0.06873731315135956,
"m": 1.0
},
{
"p": 0.08881441503763199,
"m": 1.0
},
{
"p": 0.07446274906396866,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.2139990329742432,
"val_loss": 0.8289678692817688,
"acc": 68.27,
"time": 108.43405007000547,
"param": [
{
"p": 0.07343883067369461,
"m": 1.0
},
{
"p": 0.06090008467435837,
"m": 1.0
},
{
"p": 0.07390829920768738,
"m": 1.0
},
{
"p": 0.05169666185975075,
"m": 1.0
},
{
"p": 0.07301612198352814,
"m": 1.0
},
{
"p": 0.06967250257730484,
"m": 1.0
},
{
"p": 0.07625068724155426,
"m": 1.0
},
{
"p": 0.06550447642803192,
"m": 1.0
},
{
"p": 0.09330698102712631,
"m": 1.0
},
{
"p": 0.05711352080106735,
"m": 1.0
},
{
"p": 0.07927117496728897,
"m": 1.0
},
{
"p": 0.08253016322851181,
"m": 1.0
},
{
"p": 0.07115647941827774,
"m": 1.0
},
{
"p": 0.07223393768072128,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.3676754236221313,
"val_loss": 0.9921855926513672,
"acc": 68.01,
"time": 108.35810157499509,
"param": [
{
"p": 0.0796584039926529,
"m": 1.0
},
{
"p": 0.06827997416257858,
"m": 1.0
},
{
"p": 0.050174664705991745,
"m": 1.0
},
{
"p": 0.06200173497200012,
"m": 1.0
},
{
"p": 0.06633743643760681,
"m": 1.0
},
{
"p": 0.059377558529376984,
"m": 1.0
},
{
"p": 0.049585189670324326,
"m": 1.0
},
{
"p": 0.05864519998431206,
"m": 1.0
},
{
"p": 0.0825563371181488,
"m": 1.0
},
{
"p": 0.10039134323596954,
"m": 1.0
},
{
"p": 0.07791893929243088,
"m": 1.0
},
{
"p": 0.07306183129549026,
"m": 1.0
},
{
"p": 0.09888651221990585,
"m": 1.0
},
{
"p": 0.07312476634979248,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.2956159114837646,
"val_loss": 0.9767598509788513,
"acc": 68.23,
"time": 110.37061837001238,
"param": [
{
"p": 0.07673188298940659,
"m": 1.0
},
{
"p": 0.06666985154151917,
"m": 1.0
},
{
"p": 0.07509354501962662,
"m": 1.0
},
{
"p": 0.06375999003648758,
"m": 1.0
},
{
"p": 0.0808950886130333,
"m": 1.0
},
{
"p": 0.07503124326467514,
"m": 1.0
},
{
"p": 0.07886292785406113,
"m": 1.0
},
{
"p": 0.05554765835404396,
"m": 1.0
},
{
"p": 0.07889775186777115,
"m": 1.0
},
{
"p": 0.05811060592532158,
"m": 1.0
},
{
"p": 0.06745806336402893,
"m": 1.0
},
{
"p": 0.07510155439376831,
"m": 1.0
},
{
"p": 0.08208930492401123,
"m": 1.0
},
{
"p": 0.06575056165456772,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1228517293930054,
"val_loss": 0.8653221726417542,
"acc": 68.1,
"time": 124.53570552001474,
"param": [
{
"p": 0.10007966309785843,
"m": 1.0
},
{
"p": 0.044082917273044586,
"m": 1.0
},
{
"p": 0.07485571503639221,
"m": 1.0
},
{
"p": 0.08775671571493149,
"m": 1.0
},
{
"p": 0.04872307926416397,
"m": 1.0
},
{
"p": 0.04222794994711876,
"m": 1.0
},
{
"p": 0.0585569404065609,
"m": 1.0
},
{
"p": 0.0757024809718132,
"m": 1.0
},
{
"p": 0.06979186832904816,
"m": 1.0
},
{
"p": 0.08079802244901657,
"m": 1.0
},
{
"p": 0.09203151613473892,
"m": 1.0
},
{
"p": 0.08375939726829529,
"m": 1.0
},
{
"p": 0.0836523249745369,
"m": 1.0
},
{
"p": 0.057981375604867935,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.3818660974502563,
"val_loss": 0.8809348344802856,
"acc": 68.4,
"time": 110.11894802801544,
"param": [
{
"p": 0.0811726525425911,
"m": 1.0
},
{
"p": 0.07166014611721039,
"m": 1.0
},
{
"p": 0.08065593242645264,
"m": 1.0
},
{
"p": 0.048451077193021774,
"m": 1.0
},
{
"p": 0.07426782697439194,
"m": 1.0
},
{
"p": 0.052214860916137695,
"m": 1.0
},
{
"p": 0.05252502113580704,
"m": 1.0
},
{
"p": 0.053064730018377304,
"m": 1.0
},
{
"p": 0.06825709342956543,
"m": 1.0
},
{
"p": 0.08891572803258896,
"m": 1.0
},
{
"p": 0.07092490047216415,
"m": 1.0
},
{
"p": 0.07345506548881531,
"m": 1.0
},
{
"p": 0.09835413843393326,
"m": 1.0
},
{
"p": 0.08608080446720123,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.3023629188537598,
"val_loss": 0.9544710516929626,
"acc": 68.63,
"time": 109.82236369798193,
"param": [
{
"p": 0.08422784507274628,
"m": 1.0
},
{
"p": 0.06619778275489807,
"m": 1.0
},
{
"p": 0.07156718522310257,
"m": 1.0
},
{
"p": 0.05275803804397583,
"m": 1.0
},
{
"p": 0.0446530357003212,
"m": 1.0
},
{
"p": 0.06194893643260002,
"m": 1.0
},
{
"p": 0.07878388464450836,
"m": 1.0
},
{
"p": 0.053335145115852356,
"m": 1.0
},
{
"p": 0.08267641067504883,
"m": 1.0
},
{
"p": 0.10017024725675583,
"m": 1.0
},
{
"p": 0.07789839804172516,
"m": 1.0
},
{
"p": 0.06041518226265907,
"m": 1.0
},
{
"p": 0.10343372076749802,
"m": 1.0
},
{
"p": 0.061934154480695724,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.2652416229248047,
"val_loss": 0.8643725514411926,
"acc": 69.42,
"time": 126.52229087598971,
"param": [
{
"p": 0.09143221378326416,
"m": 1.0
},
{
"p": 0.07982002198696136,
"m": 1.0
},
{
"p": 0.0886615440249443,
"m": 1.0
},
{
"p": 0.057021066546440125,
"m": 1.0
},
{
"p": 0.0659048780798912,
"m": 1.0
},
{
"p": 0.04994700849056244,
"m": 1.0
},
{
"p": 0.0626615434885025,
"m": 1.0
},
{
"p": 0.09137095510959625,
"m": 1.0
},
{
"p": 0.05217718705534935,
"m": 1.0
},
{
"p": 0.07175739854574203,
"m": 1.0
},
{
"p": 0.06122506037354469,
"m": 1.0
},
{
"p": 0.0719325914978981,
"m": 1.0
},
{
"p": 0.07626142352819443,
"m": 1.0
},
{
"p": 0.07982717454433441,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.1384683847427368,
"val_loss": 0.8129925727844238,
"acc": 68.86,
"time": 128.09138956898823,
"param": [
{
"p": 0.0990581139922142,
"m": 1.0
},
{
"p": 0.04169680178165436,
"m": 1.0
},
{
"p": 0.10002028197050095,
"m": 1.0
},
{
"p": 0.018172087147831917,
"m": 1.0
},
{
"p": 0.011143009178340435,
"m": 1.0
},
{
"p": 0.0524851456284523,
"m": 1.0
},
{
"p": 0.09384158998727798,
"m": 1.0
},
{
"p": 0.08310765027999878,
"m": 1.0
},
{
"p": 0.04963473603129387,
"m": 1.0
},
{
"p": 0.10655657202005386,
"m": 1.0
},
{
"p": 0.09707196801900864,
"m": 1.0
},
{
"p": 0.08490172028541565,
"m": 1.0
},
{
"p": 0.07401473075151443,
"m": 1.0
},
{
"p": 0.088295578956604,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.1972455978393555,
"val_loss": 0.8393878936767578,
"acc": 69.42,
"time": 112.95843592501478,
"param": [
{
"p": 0.08043371886014938,
"m": 1.0
},
{
"p": 0.06294488161802292,
"m": 1.0
},
{
"p": 0.08271858096122742,
"m": 1.0
},
{
"p": 0.06815512478351593,
"m": 1.0
},
{
"p": 0.040219251066446304,
"m": 1.0
},
{
"p": 0.0665106326341629,
"m": 1.0
},
{
"p": 0.07586472481489182,
"m": 1.0
},
{
"p": 0.0715498998761177,
"m": 1.0
},
{
"p": 0.08126240223646164,
"m": 1.0
},
{
"p": 0.06888733804225922,
"m": 1.0
},
{
"p": 0.06223801523447037,
"m": 1.0
},
{
"p": 0.09062094986438751,
"m": 1.0
},
{
"p": 0.08744993060827255,
"m": 1.0
},
{
"p": 0.06114453822374344,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.1340018510818481,
"val_loss": 0.9361611008644104,
"acc": 68.4,
"time": 115.05242913399707,
"param": [
{
"p": 0.08624663949012756,
"m": 1.0
},
{
"p": 0.07573248445987701,
"m": 1.0
},
{
"p": 0.06548154354095459,
"m": 1.0
},
{
"p": 0.044802334159612656,
"m": 1.0
},
{
"p": 0.06581705063581467,
"m": 1.0
},
{
"p": 0.0930248349905014,
"m": 1.0
},
{
"p": 0.08134060353040695,
"m": 1.0
},
{
"p": 0.053190167993307114,
"m": 1.0
},
{
"p": 0.04568938910961151,
"m": 1.0
},
{
"p": 0.09654200822114944,
"m": 1.0
},
{
"p": 0.06053658574819565,
"m": 1.0
},
{
"p": 0.06968364119529724,
"m": 1.0
},
{
"p": 0.08585040271282196,
"m": 1.0
},
{
"p": 0.07606226205825806,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.3273574113845825,
"val_loss": 0.9739751219749451,
"acc": 68.67,
"time": 109.57363847698434,
"param": [
{
"p": 0.09772805869579315,
"m": 1.0
},
{
"p": 0.01930704340338707,
"m": 1.0
},
{
"p": 0.09046805649995804,
"m": 1.0
},
{
"p": 0.06572501361370087,
"m": 1.0
},
{
"p": 0.06920734792947769,
"m": 1.0
},
{
"p": 0.06304802745580673,
"m": 1.0
},
{
"p": 0.049199286848306656,
"m": 1.0
},
{
"p": 0.061308737844228745,
"m": 1.0
},
{
"p": 0.07792720943689346,
"m": 1.0
},
{
"p": 0.0942428708076477,
"m": 1.0
},
{
"p": 0.09260790050029755,
"m": 1.0
},
{
"p": 0.09022368490695953,
"m": 1.0
},
{
"p": 0.06885112076997757,
"m": 1.0
},
{
"p": 0.060155630111694336,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.4508837461471558,
"val_loss": 0.9368424415588379,
"acc": 69.68,
"time": 120.13594016301795,
"param": [
{
"p": 0.08349548280239105,
"m": 1.0
},
{
"p": 0.0507168285548687,
"m": 1.0
},
{
"p": 0.0970955342054367,
"m": 1.0
},
{
"p": 0.06455063074827194,
"m": 1.0
},
{
"p": 0.0578732043504715,
"m": 1.0
},
{
"p": 0.07040935754776001,
"m": 1.0
},
{
"p": 0.06937506049871445,
"m": 1.0
},
{
"p": 0.06210912764072418,
"m": 1.0
},
{
"p": 0.07627484202384949,
"m": 1.0
},
{
"p": 0.056626077741384506,
"m": 1.0
},
{
"p": 0.06921487301588058,
"m": 1.0
},
{
"p": 0.08875361829996109,
"m": 1.0
},
{
"p": 0.08508218079805374,
"m": 1.0
},
{
"p": 0.06842312216758728,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0546619892120361,
"val_loss": 0.9027867913246155,
"acc": 69.45,
"time": 115.32195139600663,
"param": [
{
"p": 0.09324012696743011,
"m": 1.0
},
{
"p": 0.04935207962989807,
"m": 1.0
},
{
"p": 0.061757031828165054,
"m": 1.0
},
{
"p": 0.08649084717035294,
"m": 1.0
},
{
"p": 0.05682414397597313,
"m": 1.0
},
{
"p": 0.0650225356221199,
"m": 1.0
},
{
"p": 0.09234610944986343,
"m": 1.0
},
{
"p": 0.06446625292301178,
"m": 1.0
},
{
"p": 0.05585373193025589,
"m": 1.0
},
{
"p": 0.07728356868028641,
"m": 1.0
},
{
"p": 0.06067543849349022,
"m": 1.0
},
{
"p": 0.08432621508836746,
"m": 1.0
},
{
"p": 0.09349890053272247,
"m": 1.0
},
{
"p": 0.0588630773127079,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.2054736614227295,
"val_loss": 0.9278318285942078,
"acc": 69.06,
"time": 132.78650283400202,
"param": [
{
"p": 0.08177809417247772,
"m": 1.0
},
{
"p": 0.0651741772890091,
"m": 1.0
},
{
"p": 0.05936810001730919,
"m": 1.0
},
{
"p": 0.06876596808433533,
"m": 1.0
},
{
"p": 0.033473894000053406,
"m": 1.0
},
{
"p": 0.05313516780734062,
"m": 1.0
},
{
"p": 0.07451370358467102,
"m": 1.0
},
{
"p": 0.06835854053497314,
"m": 1.0
},
{
"p": 0.07610855251550674,
"m": 1.0
},
{
"p": 0.08500547707080841,
"m": 1.0
},
{
"p": 0.08150028437376022,
"m": 1.0
},
{
"p": 0.08921387791633606,
"m": 1.0
},
{
"p": 0.09169584512710571,
"m": 1.0
},
{
"p": 0.07190830260515213,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.1528327465057373,
"val_loss": 0.8128323554992676,
"acc": 70.32,
"time": 109.83068637599354,
"param": [
{
"p": 0.08088116347789764,
"m": 1.0
},
{
"p": 0.06950142234563828,
"m": 1.0
},
{
"p": 0.07104486227035522,
"m": 1.0
},
{
"p": 0.07234102487564087,
"m": 1.0
},
{
"p": 0.0784652829170227,
"m": 1.0
},
{
"p": 0.06588569283485413,
"m": 1.0
},
{
"p": 0.06349007040262222,
"m": 1.0
},
{
"p": 0.07894465327262878,
"m": 1.0
},
{
"p": 0.07845300436019897,
"m": 1.0
},
{
"p": 0.07480159401893616,
"m": 1.0
},
{
"p": 0.059280287474393845,
"m": 1.0
},
{
"p": 0.07830072939395905,
"m": 1.0
},
{
"p": 0.07452883571386337,
"m": 1.0
},
{
"p": 0.05408140644431114,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.0181214809417725,
"val_loss": 1.0313496589660645,
"acc": 69.35,
"time": 114.63251429400407,
"param": [
{
"p": 0.060107044875621796,
"m": 1.0
},
{
"p": 0.059625811874866486,
"m": 1.0
},
{
"p": 0.09039729833602905,
"m": 1.0
},
{
"p": 0.0477961003780365,
"m": 1.0
},
{
"p": 0.0884517952799797,
"m": 1.0
},
{
"p": 0.03867417946457863,
"m": 1.0
},
{
"p": 0.08031155169010162,
"m": 1.0
},
{
"p": 0.07132063060998917,
"m": 1.0
},
{
"p": 0.07443607598543167,
"m": 1.0
},
{
"p": 0.07644601166248322,
"m": 1.0
},
{
"p": 0.07105575501918793,
"m": 1.0
},
{
"p": 0.0745508223772049,
"m": 1.0
},
{
"p": 0.09146571904420853,
"m": 1.0
},
{
"p": 0.07536119967699051,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.330605387687683,
"val_loss": 0.798021674156189,
"acc": 70.34,
"time": 110.97141373800696,
"param": [
{
"p": 0.10040424764156342,
"m": 1.0
},
{
"p": 0.050283282995224,
"m": 1.0
},
{
"p": 0.08358564227819443,
"m": 1.0
},
{
"p": 0.0586678609251976,
"m": 1.0
},
{
"p": 0.10238361358642578,
"m": 1.0
},
{
"p": 0.05742867290973663,
"m": 1.0
},
{
"p": 0.0757497176527977,
"m": 1.0
},
{
"p": 0.043766170740127563,
"m": 1.0
},
{
"p": 0.0674256756901741,
"m": 1.0
},
{
"p": 0.07128409296274185,
"m": 1.0
},
{
"p": 0.048556581139564514,
"m": 1.0
},
{
"p": 0.07635075598955154,
"m": 1.0
},
{
"p": 0.07929888367652893,
"m": 1.0
},
{
"p": 0.08481480926275253,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.222594976425171,
"val_loss": 0.9272282123565674,
"acc": 69.45,
"time": 111.94702334899921,
"param": [
{
"p": 0.08682993799448013,
"m": 1.0
},
{
"p": 0.05630756542086601,
"m": 1.0
},
{
"p": 0.08213231712579727,
"m": 1.0
},
{
"p": 0.06535931676626205,
"m": 1.0
},
{
"p": 0.062135737389326096,
"m": 1.0
},
{
"p": 0.053839311003685,
"m": 1.0
},
{
"p": 0.09000478684902191,
"m": 1.0
},
{
"p": 0.05930967256426811,
"m": 1.0
},
{
"p": 0.0655968114733696,
"m": 1.0
},
{
"p": 0.08173491805791855,
"m": 1.0
},
{
"p": 0.05504770576953888,
"m": 1.0
},
{
"p": 0.08351511508226395,
"m": 1.0
},
{
"p": 0.09215115755796432,
"m": 1.0
},
{
"p": 0.0660356730222702,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.2066879272460938,
"val_loss": 0.8686549663543701,
"acc": 68.6,
"time": 120.62423181801569,
"param": [
{
"p": 0.07301050424575806,
"m": 1.0
},
{
"p": 0.04930845648050308,
"m": 1.0
},
{
"p": 0.09074543416500092,
"m": 1.0
},
{
"p": 0.05841292068362236,
"m": 1.0
},
{
"p": 0.04587267339229584,
"m": 1.0
},
{
"p": 0.06478433310985565,
"m": 1.0
},
{
"p": 0.09448591619729996,
"m": 1.0
},
{
"p": 0.06658826768398285,
"m": 1.0
},
{
"p": 0.09632755815982819,
"m": 1.0
},
{
"p": 0.07600180804729462,
"m": 1.0
},
{
"p": 0.07726699858903885,
"m": 1.0
},
{
"p": 0.0630083754658699,
"m": 1.0
},
{
"p": 0.0784287080168724,
"m": 1.0
},
{
"p": 0.06575804948806763,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1514796018600464,
"val_loss": 0.8649411797523499,
"acc": 70.84,
"time": 114.7188867579971,
"param": [
{
"p": 0.08978687226772308,
"m": 1.0
},
{
"p": 0.059748414903879166,
"m": 1.0
},
{
"p": 0.0979544073343277,
"m": 1.0
},
{
"p": 0.041990168392658234,
"m": 1.0
},
{
"p": 0.046276431530714035,
"m": 1.0
},
{
"p": 0.06572792679071426,
"m": 1.0
},
{
"p": 0.07609523832798004,
"m": 1.0
},
{
"p": 0.09242277592420578,
"m": 1.0
},
{
"p": 0.07726920396089554,
"m": 1.0
},
{
"p": 0.05101979151368141,
"m": 1.0
},
{
"p": 0.07195094227790833,
"m": 1.0
},
{
"p": 0.08417889475822449,
"m": 1.0
},
{
"p": 0.0727924332022667,
"m": 1.0
},
{
"p": 0.07278653979301453,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.9977867603302002,
"val_loss": 0.989805281162262,
"acc": 69.64,
"time": 110.3551961510093,
"param": [
{
"p": 0.08932065218687057,
"m": 1.0
},
{
"p": 0.06271529942750931,
"m": 1.0
},
{
"p": 0.08601126074790955,
"m": 1.0
},
{
"p": 0.06637609750032425,
"m": 1.0
},
{
"p": 0.06774298846721649,
"m": 1.0
},
{
"p": 0.06820479035377502,
"m": 1.0
},
{
"p": 0.05847379192709923,
"m": 1.0
},
{
"p": 0.0545220747590065,
"m": 1.0
},
{
"p": 0.08378498256206512,
"m": 1.0
},
{
"p": 0.08417598903179169,
"m": 1.0
},
{
"p": 0.06827673316001892,
"m": 1.0
},
{
"p": 0.08391522616147995,
"m": 1.0
},
{
"p": 0.06901901215314865,
"m": 1.0
},
{
"p": 0.057461127638816833,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1029037237167358,
"val_loss": 0.9109887480735779,
"acc": 69.45,
"time": 109.33434756999486,
"param": [
{
"p": 0.0590539388358593,
"m": 1.0
},
{
"p": 0.04870734363794327,
"m": 1.0
},
{
"p": 0.11711689084768295,
"m": 1.0
},
{
"p": 0.06659434735774994,
"m": 1.0
},
{
"p": 0.0492870956659317,
"m": 1.0
},
{
"p": 0.04281673952937126,
"m": 1.0
},
{
"p": 0.08661019057035446,
"m": 1.0
},
{
"p": 0.0752008706331253,
"m": 1.0
},
{
"p": 0.0873696357011795,
"m": 1.0
},
{
"p": 0.0662204846739769,
"m": 1.0
},
{
"p": 0.09358732402324677,
"m": 1.0
},
{
"p": 0.08349455893039703,
"m": 1.0
},
{
"p": 0.08075394481420517,
"m": 1.0
},
{
"p": 0.04318675398826599,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.3430678844451904,
"val_loss": 0.7545268535614014,
"acc": 70.84,
"time": 125.03682724598912,
"param": [
{
"p": 0.09072720259428024,
"m": 1.0
},
{
"p": 0.05568339675664902,
"m": 1.0
},
{
"p": 0.07537491619586945,
"m": 1.0
},
{
"p": 0.06590920686721802,
"m": 1.0
},
{
"p": 0.0855581983923912,
"m": 1.0
},
{
"p": 0.02652624621987343,
"m": 1.0
},
{
"p": 0.07073178887367249,
"m": 1.0
},
{
"p": 0.07889781147241592,
"m": 1.0
},
{
"p": 0.0869869813323021,
"m": 1.0
},
{
"p": 0.07472945004701614,
"m": 1.0
},
{
"p": 0.06537702679634094,
"m": 1.0
},
{
"p": 0.09797613322734833,
"m": 1.0
},
{
"p": 0.07794065028429031,
"m": 1.0
},
{
"p": 0.04758109524846077,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.2771594524383545,
"val_loss": 0.9668484330177307,
"acc": 68.11,
"time": 115.70023185698665,
"param": [
{
"p": 0.07618913799524307,
"m": 1.0
},
{
"p": 0.062311459332704544,
"m": 1.0
},
{
"p": 0.08245078474283218,
"m": 1.0
},
{
"p": 0.06393907219171524,
"m": 1.0
},
{
"p": 0.06290526688098907,
"m": 1.0
},
{
"p": 0.08983893692493439,
"m": 1.0
},
{
"p": 0.06697896122932434,
"m": 1.0
},
{
"p": 0.08117993175983429,
"m": 1.0
},
{
"p": 0.06998298317193985,
"m": 1.0
},
{
"p": 0.07020736485719681,
"m": 1.0
},
{
"p": 0.06316734105348587,
"m": 1.0
},
{
"p": 0.07344021648168564,
"m": 1.0
},
{
"p": 0.07525523751974106,
"m": 1.0
},
{
"p": 0.062153320759534836,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.169201374053955,
"val_loss": 0.8951703906059265,
"acc": 70.39,
"time": 112.94533492499613,
"param": [
{
"p": 0.07817346602678299,
"m": 1.0
},
{
"p": 0.058136261999607086,
"m": 1.0
},
{
"p": 0.07038237154483795,
"m": 1.0
},
{
"p": 0.05519700050354004,
"m": 1.0
},
{
"p": 0.04833800345659256,
"m": 1.0
},
{
"p": 0.05207052081823349,
"m": 1.0
},
{
"p": 0.07942257076501846,
"m": 1.0
},
{
"p": 0.08687935769557953,
"m": 1.0
},
{
"p": 0.07455170154571533,
"m": 1.0
},
{
"p": 0.0813814029097557,
"m": 1.0
},
{
"p": 0.07990811765193939,
"m": 1.0
},
{
"p": 0.092693030834198,
"m": 1.0
},
{
"p": 0.09670612215995789,
"m": 1.0
},
{
"p": 0.046160176396369934,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.1476633548736572,
"val_loss": 1.0193907022476196,
"acc": 70.4,
"time": 131.8749592200038,
"param": [
{
"p": 0.0913938581943512,
"m": 1.0
},
{
"p": 0.06177660450339317,
"m": 1.0
},
{
"p": 0.07833380997180939,
"m": 1.0
},
{
"p": 0.08470281958580017,
"m": 1.0
},
{
"p": 0.07326693087816238,
"m": 1.0
},
{
"p": 0.07029934227466583,
"m": 1.0
},
{
"p": 0.05548249930143356,
"m": 1.0
},
{
"p": 0.056440964341163635,
"m": 1.0
},
{
"p": 0.07534752786159515,
"m": 1.0
},
{
"p": 0.0673515722155571,
"m": 1.0
},
{
"p": 0.08045902848243713,
"m": 1.0
},
{
"p": 0.07488584518432617,
"m": 1.0
},
{
"p": 0.08456694334745407,
"m": 1.0
},
{
"p": 0.045692287385463715,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.1216295957565308,
"val_loss": 0.7811495661735535,
"acc": 71.03,
"time": 127.3082177460019,
"param": [
{
"p": 0.08928795903921127,
"m": 1.0
},
{
"p": 0.05846942588686943,
"m": 1.0
},
{
"p": 0.08702853322029114,
"m": 1.0
},
{
"p": 0.033315688371658325,
"m": 1.0
},
{
"p": 0.05501583218574524,
"m": 1.0
},
{
"p": 0.07646376639604568,
"m": 1.0
},
{
"p": 0.054129403084516525,
"m": 1.0
},
{
"p": 0.06032884865999222,
"m": 1.0
},
{
"p": 0.07841896265745163,
"m": 1.0
},
{
"p": 0.07752084732055664,
"m": 1.0
},
{
"p": 0.08068660646677017,
"m": 1.0
},
{
"p": 0.07151107490062714,
"m": 1.0
},
{
"p": 0.09385709464550018,
"m": 1.0
},
{
"p": 0.08396586775779724,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.1204898357391357,
"val_loss": 0.8221602439880371,
"acc": 71.13,
"time": 109.67482272401685,
"param": [
{
"p": 0.07859401404857635,
"m": 1.0
},
{
"p": 0.061002735048532486,
"m": 1.0
},
{
"p": 0.08957970887422562,
"m": 1.0
},
{
"p": 0.0660632848739624,
"m": 1.0
},
{
"p": 0.03323787823319435,
"m": 1.0
},
{
"p": 0.07251318544149399,
"m": 1.0
},
{
"p": 0.07485630363225937,
"m": 1.0
},
{
"p": 0.032485008239746094,
"m": 1.0
},
{
"p": 0.09291424602270126,
"m": 1.0
},
{
"p": 0.07863916456699371,
"m": 1.0
},
{
"p": 0.07639797031879425,
"m": 1.0
},
{
"p": 0.06838309019804001,
"m": 1.0
},
{
"p": 0.11566673964262009,
"m": 1.0
},
{
"p": 0.05966669321060181,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.0510081052780151,
"val_loss": 0.7735916376113892,
"acc": 71.47,
"time": 109.34887541498756,
"param": [
{
"p": 0.07256139814853668,
"m": 1.0
},
{
"p": 0.048397522419691086,
"m": 1.0
},
{
"p": 0.0788656622171402,
"m": 1.0
},
{
"p": 0.08290176838636398,
"m": 1.0
},
{
"p": 0.05899319797754288,
"m": 1.0
},
{
"p": 0.04465196281671524,
"m": 1.0
},
{
"p": 0.07781697064638138,
"m": 1.0
},
{
"p": 0.06025939807295799,
"m": 1.0
},
{
"p": 0.048004355281591415,
"m": 1.0
},
{
"p": 0.09422404319047928,
"m": 1.0
},
{
"p": 0.07389717549085617,
"m": 1.0
},
{
"p": 0.08612599968910217,
"m": 1.0
},
{
"p": 0.09246112406253815,
"m": 1.0
},
{
"p": 0.08083938807249069,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.1765799522399902,
"val_loss": 0.8311590552330017,
"acc": 71.1,
"time": 109.35236455799895,
"param": [
{
"p": 0.10255987197160721,
"m": 1.0
},
{
"p": 0.056404706090688705,
"m": 1.0
},
{
"p": 0.08422130346298218,
"m": 1.0
},
{
"p": 0.05402161926031113,
"m": 1.0
},
{
"p": 0.04985594376921654,
"m": 1.0
},
{
"p": 0.05738703906536102,
"m": 1.0
},
{
"p": 0.06186707690358162,
"m": 1.0
},
{
"p": 0.07713610678911209,
"m": 1.0
},
{
"p": 0.07770726084709167,
"m": 1.0
},
{
"p": 0.070747010409832,
"m": 1.0
},
{
"p": 0.09904924035072327,
"m": 1.0
},
{
"p": 0.06941737234592438,
"m": 1.0
},
{
"p": 0.06181047111749649,
"m": 1.0
},
{
"p": 0.07781501859426498,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.1523064374923706,
"val_loss": 0.965149462223053,
"acc": 70.82,
"time": 108.78373819301487,
"param": [
{
"p": 0.07478529214859009,
"m": 1.0
},
{
"p": 0.035050325095653534,
"m": 1.0
},
{
"p": 0.1119970828294754,
"m": 1.0
},
{
"p": 0.03504345193505287,
"m": 1.0
},
{
"p": 0.03707784786820412,
"m": 1.0
},
{
"p": 0.08753042668104172,
"m": 1.0
},
{
"p": 0.0965033620595932,
"m": 1.0
},
{
"p": 0.07669734954833984,
"m": 1.0
},
{
"p": 0.0816195085644722,
"m": 1.0
},
{
"p": 0.08265065401792526,
"m": 1.0
},
{
"p": 0.07294489443302155,
"m": 1.0
},
{
"p": 0.06092722341418266,
"m": 1.0
},
{
"p": 0.08937669545412064,
"m": 1.0
},
{
"p": 0.057795919477939606,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.4159868955612183,
"val_loss": 0.8138580918312073,
"acc": 71.24,
"time": 130.98905380500946,
"param": [
{
"p": 0.09810120612382889,
"m": 1.0
},
{
"p": 0.0380830243229866,
"m": 1.0
},
{
"p": 0.10649454593658447,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.024320801720023155,
"m": 1.0
},
{
"p": 0.10442832857370377,
"m": 1.0
},
{
"p": 0.05893034115433693,
"m": 1.0
},
{
"p": 0.10331745445728302,
"m": 1.0
},
{
"p": 0.08726950734853745,
"m": 1.0
},
{
"p": 0.06904539465904236,
"m": 1.0
},
{
"p": 0.06357987970113754,
"m": 1.0
},
{
"p": 0.07421991229057312,
"m": 1.0
},
{
"p": 0.11055395752191544,
"m": 1.0
},
{
"p": 0.06165572628378868,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0553805828094482,
"val_loss": 0.7319979071617126,
"acc": 70.39,
"time": 110.33042888800264,
"param": [
{
"p": 0.07722172886133194,
"m": 1.0
},
{
"p": 0.06131257861852646,
"m": 1.0
},
{
"p": 0.06898323446512222,
"m": 1.0
},
{
"p": 0.06022360548377037,
"m": 1.0
},
{
"p": 0.07017511874437332,
"m": 1.0
},
{
"p": 0.07746969908475876,
"m": 1.0
},
{
"p": 0.07873402535915375,
"m": 1.0
},
{
"p": 0.06851126998662949,
"m": 1.0
},
{
"p": 0.08155281841754913,
"m": 1.0
},
{
"p": 0.07663393020629883,
"m": 1.0
},
{
"p": 0.05855648219585419,
"m": 1.0
},
{
"p": 0.07894115895032883,
"m": 1.0
},
{
"p": 0.06485360115766525,
"m": 1.0
},
{
"p": 0.07683070749044418,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.07231867313385,
"val_loss": 0.7590967416763306,
"acc": 70.87,
"time": 111.67451909999363,
"param": [
{
"p": 0.08587409555912018,
"m": 1.0
},
{
"p": 0.04190170392394066,
"m": 1.0
},
{
"p": 0.08131729066371918,
"m": 1.0
},
{
"p": 0.07009940594434738,
"m": 1.0
},
{
"p": 0.053643517196178436,
"m": 1.0
},
{
"p": 0.048074718564748764,
"m": 1.0
},
{
"p": 0.08588137477636337,
"m": 1.0
},
{
"p": 0.05683616176247597,
"m": 1.0
},
{
"p": 0.07299071550369263,
"m": 1.0
},
{
"p": 0.08897913992404938,
"m": 1.0
},
{
"p": 0.07754567265510559,
"m": 1.0
},
{
"p": 0.06352750957012177,
"m": 1.0
},
{
"p": 0.08577762544155121,
"m": 1.0
},
{
"p": 0.08755093067884445,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.0883859395980835,
"val_loss": 0.8980947732925415,
"acc": 70.64,
"time": 132.14966292498866,
"param": [
{
"p": 0.07470259070396423,
"m": 1.0
},
{
"p": 0.0533527210354805,
"m": 1.0
},
{
"p": 0.09764403104782104,
"m": 1.0
},
{
"p": 0.06705895066261292,
"m": 1.0
},
{
"p": 0.06217033788561821,
"m": 1.0
},
{
"p": 0.0731084942817688,
"m": 1.0
},
{
"p": 0.07760795950889587,
"m": 1.0
},
{
"p": 0.05733702331781387,
"m": 1.0
},
{
"p": 0.07679478079080582,
"m": 1.0
},
{
"p": 0.06252042204141617,
"m": 1.0
},
{
"p": 0.06999461352825165,
"m": 1.0
},
{
"p": 0.0861385315656662,
"m": 1.0
},
{
"p": 0.08940223604440689,
"m": 1.0
},
{
"p": 0.05216732621192932,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.1034502983093262,
"val_loss": 0.8504102826118469,
"acc": 71.68,
"time": 117.6470134749834,
"param": [
{
"p": 0.08337061107158661,
"m": 1.0
},
{
"p": 0.06635138392448425,
"m": 1.0
},
{
"p": 0.0790209248661995,
"m": 1.0
},
{
"p": 0.052772779017686844,
"m": 1.0
},
{
"p": 0.05055999755859375,
"m": 1.0
},
{
"p": 0.07513517886400223,
"m": 1.0
},
{
"p": 0.0581536591053009,
"m": 1.0
},
{
"p": 0.09380607306957245,
"m": 1.0
},
{
"p": 0.06395845860242844,
"m": 1.0
},
{
"p": 0.08537038415670395,
"m": 1.0
},
{
"p": 0.054471276700496674,
"m": 1.0
},
{
"p": 0.08507677167654037,
"m": 1.0
},
{
"p": 0.07921471446752548,
"m": 1.0
},
{
"p": 0.07273770868778229,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.1267086267471313,
"val_loss": 0.82715904712677,
"acc": 71.62,
"time": 125.40598718699766,
"param": [
{
"p": 0.08282990753650665,
"m": 1.0
},
{
"p": 0.0469096340239048,
"m": 1.0
},
{
"p": 0.0758577361702919,
"m": 1.0
},
{
"p": 0.05813820660114288,
"m": 1.0
},
{
"p": 0.061778660863637924,
"m": 1.0
},
{
"p": 0.07562427222728729,
"m": 1.0
},
{
"p": 0.05354449525475502,
"m": 1.0
},
{
"p": 0.08990609645843506,
"m": 1.0
},
{
"p": 0.08770617097616196,
"m": 1.0
},
{
"p": 0.06046918407082558,
"m": 1.0
},
{
"p": 0.07866741716861725,
"m": 1.0
},
{
"p": 0.08226017653942108,
"m": 1.0
},
{
"p": 0.07450925558805466,
"m": 1.0
},
{
"p": 0.07179880887269974,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.31306791305542,
"val_loss": 0.7504403591156006,
"acc": 71.13,
"time": 124.76518356701126,
"param": [
{
"p": 0.09651340544223785,
"m": 1.0
},
{
"p": 0.05162574350833893,
"m": 1.0
},
{
"p": 0.08308182656764984,
"m": 1.0
},
{
"p": 0.04681675136089325,
"m": 1.0
},
{
"p": 0.06792475283145905,
"m": 1.0
},
{
"p": 0.0739089846611023,
"m": 1.0
},
{
"p": 0.08086558431386948,
"m": 1.0
},
{
"p": 0.0548061765730381,
"m": 1.0
},
{
"p": 0.07978170365095139,
"m": 1.0
},
{
"p": 0.06747330725193024,
"m": 1.0
},
{
"p": 0.05971381440758705,
"m": 1.0
},
{
"p": 0.0575338713824749,
"m": 1.0
},
{
"p": 0.1016446202993393,
"m": 1.0
},
{
"p": 0.07830948382616043,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.4145363569259644,
"val_loss": 0.761212170124054,
"acc": 71.67,
"time": 110.22500909600058,
"param": [
{
"p": 0.06337933987379074,
"m": 1.0
},
{
"p": 0.049845825880765915,
"m": 1.0
},
{
"p": 0.07736486941576004,
"m": 1.0
},
{
"p": 0.058899715542793274,
"m": 1.0
},
{
"p": 0.03802540525794029,
"m": 1.0
},
{
"p": 0.06443826109170914,
"m": 1.0
},
{
"p": 0.0707150474190712,
"m": 1.0
},
{
"p": 0.08915966004133224,
"m": 1.0
},
{
"p": 0.07177544385194778,
"m": 1.0
},
{
"p": 0.08241807669401169,
"m": 1.0
},
{
"p": 0.0917656347155571,
"m": 1.0
},
{
"p": 0.07692653685808182,
"m": 1.0
},
{
"p": 0.09635855257511139,
"m": 1.0
},
{
"p": 0.0689275935292244,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.0331432819366455,
"val_loss": 0.761142909526825,
"acc": 71.8,
"time": 110.60979541597771,
"param": [
{
"p": 0.072518490254879,
"m": 1.0
},
{
"p": 0.0835457295179367,
"m": 1.0
},
{
"p": 0.07104319334030151,
"m": 1.0
},
{
"p": 0.04303820803761482,
"m": 1.0
},
{
"p": 0.05265455320477486,
"m": 1.0
},
{
"p": 0.05554421618580818,
"m": 1.0
},
{
"p": 0.0782424658536911,
"m": 1.0
},
{
"p": 0.062202516943216324,
"m": 1.0
},
{
"p": 0.08090025931596756,
"m": 1.0
},
{
"p": 0.07392331212759018,
"m": 1.0
},
{
"p": 0.07511980086565018,
"m": 1.0
},
{
"p": 0.08941596746444702,
"m": 1.0
},
{
"p": 0.09999673068523407,
"m": 1.0
},
{
"p": 0.061854518949985504,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.188385009765625,
"val_loss": 0.7450926303863525,
"acc": 72.36,
"time": 110.75975316698896,
"param": [
{
"p": 0.07455311715602875,
"m": 1.0
},
{
"p": 0.07688325643539429,
"m": 1.0
},
{
"p": 0.05378810316324234,
"m": 1.0
},
{
"p": 0.06970427930355072,
"m": 1.0
},
{
"p": 0.05898062512278557,
"m": 1.0
},
{
"p": 0.0677274689078331,
"m": 1.0
},
{
"p": 0.07098947465419769,
"m": 1.0
},
{
"p": 0.06892137974500656,
"m": 1.0
},
{
"p": 0.08488605171442032,
"m": 1.0
},
{
"p": 0.07247339189052582,
"m": 1.0
},
{
"p": 0.05934483930468559,
"m": 1.0
},
{
"p": 0.08538369834423065,
"m": 1.0
},
{
"p": 0.08550380170345306,
"m": 1.0
},
{
"p": 0.07086054235696793,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.3141056299209595,
"val_loss": 0.7886565327644348,
"acc": 72.07,
"time": 120.59064726301585,
"param": [
{
"p": 0.08535688370466232,
"m": 1.0
},
{
"p": 0.08414503931999207,
"m": 1.0
},
{
"p": 0.09036218374967575,
"m": 1.0
},
{
"p": 0.04724894464015961,
"m": 1.0
},
{
"p": 0.05637414753437042,
"m": 1.0
},
{
"p": 0.0752200335264206,
"m": 1.0
},
{
"p": 0.07132861763238907,
"m": 1.0
},
{
"p": 0.06206456944346428,
"m": 1.0
},
{
"p": 0.06925104558467865,
"m": 1.0
},
{
"p": 0.05947401002049446,
"m": 1.0
},
{
"p": 0.08801286667585373,
"m": 1.0
},
{
"p": 0.06682009249925613,
"m": 1.0
},
{
"p": 0.0705980509519577,
"m": 1.0
},
{
"p": 0.07374346256256104,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.3148548603057861,
"val_loss": 0.7858058214187622,
"acc": 71.53,
"time": 116.94507927499944,
"param": [
{
"p": 0.07135269790887833,
"m": 1.0
},
{
"p": 0.04747653007507324,
"m": 1.0
},
{
"p": 0.061585668474435806,
"m": 1.0
},
{
"p": 0.058989688754081726,
"m": 1.0
},
{
"p": 0.08183501660823822,
"m": 1.0
},
{
"p": 0.08731844276189804,
"m": 1.0
},
{
"p": 0.046706944704055786,
"m": 1.0
},
{
"p": 0.07746041566133499,
"m": 1.0
},
{
"p": 0.09693679958581924,
"m": 1.0
},
{
"p": 0.08299987763166428,
"m": 1.0
},
{
"p": 0.058610353618860245,
"m": 1.0
},
{
"p": 0.077018603682518,
"m": 1.0
},
{
"p": 0.09763173013925552,
"m": 1.0
},
{
"p": 0.054077208042144775,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.238453984260559,
"val_loss": 0.9151613116264343,
"acc": 71.62,
"time": 126.04774281699792,
"param": [
{
"p": 0.08623077720403671,
"m": 1.0
},
{
"p": 0.057890117168426514,
"m": 1.0
},
{
"p": 0.07260410487651825,
"m": 1.0
},
{
"p": 0.051957257091999054,
"m": 1.0
},
{
"p": 0.07026832550764084,
"m": 1.0
},
{
"p": 0.0703582689166069,
"m": 1.0
},
{
"p": 0.06203151494264603,
"m": 1.0
},
{
"p": 0.07654239237308502,
"m": 1.0
},
{
"p": 0.08021576702594757,
"m": 1.0
},
{
"p": 0.07245223224163055,
"m": 1.0
},
{
"p": 0.08749176561832428,
"m": 1.0
},
{
"p": 0.06914645433425903,
"m": 1.0
},
{
"p": 0.06543270498514175,
"m": 1.0
},
{
"p": 0.07737834751605988,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.9730892777442932,
"val_loss": 0.743637204170227,
"acc": 72.42,
"time": 120.17034703600802,
"param": [
{
"p": 0.09077420085668564,
"m": 1.0
},
{
"p": 0.031440358608961105,
"m": 1.0
},
{
"p": 0.08715453743934631,
"m": 1.0
},
{
"p": 0.058292511850595474,
"m": 1.0
},
{
"p": 0.061029694974422455,
"m": 1.0
},
{
"p": 0.07808102667331696,
"m": 1.0
},
{
"p": 0.0683470368385315,
"m": 1.0
},
{
"p": 0.07955040782690048,
"m": 1.0
},
{
"p": 0.0875687450170517,
"m": 1.0
},
{
"p": 0.08432623744010925,
"m": 1.0
},
{
"p": 0.06162544712424278,
"m": 1.0
},
{
"p": 0.08466552942991257,
"m": 1.0
},
{
"p": 0.08797820657491684,
"m": 1.0
},
{
"p": 0.03916606679558754,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.2124733924865723,
"val_loss": 0.8646112084388733,
"acc": 71.38,
"time": 113.16570041299565,
"param": [
{
"p": 0.05120464414358139,
"m": 1.0
},
{
"p": 0.06070127710700035,
"m": 1.0
},
{
"p": 0.06834603101015091,
"m": 1.0
},
{
"p": 0.08170776069164276,
"m": 1.0
},
{
"p": 0.07989686727523804,
"m": 1.0
},
{
"p": 0.08816675841808319,
"m": 1.0
},
{
"p": 0.060692109167575836,
"m": 1.0
},
{
"p": 0.07575570046901703,
"m": 1.0
},
{
"p": 0.06903491169214249,
"m": 1.0
},
{
"p": 0.04542991518974304,
"m": 1.0
},
{
"p": 0.046628858894109726,
"m": 1.0
},
{
"p": 0.08771828562021255,
"m": 1.0
},
{
"p": 0.10851612687110901,
"m": 1.0
},
{
"p": 0.07620074599981308,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.1278139352798462,
"val_loss": 0.7879506349563599,
"acc": 71.95,
"time": 109.07835406000959,
"param": [
{
"p": 0.07512761652469635,
"m": 1.0
},
{
"p": 0.06243047118186951,
"m": 1.0
},
{
"p": 0.08013498783111572,
"m": 1.0
},
{
"p": 0.07827606797218323,
"m": 1.0
},
{
"p": 0.08224622160196304,
"m": 1.0
},
{
"p": 0.08248576521873474,
"m": 1.0
},
{
"p": 0.06191694363951683,
"m": 1.0
},
{
"p": 0.061192743480205536,
"m": 1.0
},
{
"p": 0.06817805022001266,
"m": 1.0
},
{
"p": 0.06389356404542923,
"m": 1.0
},
{
"p": 0.07618574798107147,
"m": 1.0
},
{
"p": 0.0812900960445404,
"m": 1.0
},
{
"p": 0.0668857991695404,
"m": 1.0
},
{
"p": 0.05975596234202385,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.0371780395507812,
"val_loss": 0.8571169972419739,
"acc": 72.56,
"time": 109.36759507100214,
"param": [
{
"p": 0.09612961113452911,
"m": 1.0
},
{
"p": 0.059712693095207214,
"m": 1.0
},
{
"p": 0.08903037756681442,
"m": 1.0
},
{
"p": 0.06566724926233292,
"m": 1.0
},
{
"p": 0.039934441447257996,
"m": 1.0
},
{
"p": 0.03499770909547806,
"m": 1.0
},
{
"p": 0.07648201286792755,
"m": 1.0
},
{
"p": 0.0579686239361763,
"m": 1.0
},
{
"p": 0.07393323630094528,
"m": 1.0
},
{
"p": 0.06384886056184769,
"m": 1.0
},
{
"p": 0.1023673415184021,
"m": 1.0
},
{
"p": 0.09776481986045837,
"m": 1.0
},
{
"p": 0.08675122261047363,
"m": 1.0
},
{
"p": 0.05541184917092323,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.1543720960617065,
"val_loss": 0.8273866772651672,
"acc": 70.81,
"time": 110.24237414600793,
"param": [
{
"p": 0.08664637804031372,
"m": 1.0
},
{
"p": 0.06072442978620529,
"m": 1.0
},
{
"p": 0.09286931902170181,
"m": 1.0
},
{
"p": 0.040569160133600235,
"m": 1.0
},
{
"p": 0.05265910550951958,
"m": 1.0
},
{
"p": 0.08149868994951248,
"m": 1.0
},
{
"p": 0.03792918473482132,
"m": 1.0
},
{
"p": 0.06386468559503555,
"m": 1.0
},
{
"p": 0.08354584872722626,
"m": 1.0
},
{
"p": 0.0836702510714531,
"m": 1.0
},
{
"p": 0.06879691779613495,
"m": 1.0
},
{
"p": 0.06933652609586716,
"m": 1.0
},
{
"p": 0.0905889943242073,
"m": 1.0
},
{
"p": 0.08730043470859528,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.3115193843841553,
"val_loss": 0.8439728021621704,
"acc": 72.7,
"time": 109.25502214301378,
"param": [
{
"p": 0.07046639919281006,
"m": 1.0
},
{
"p": 0.03507278487086296,
"m": 1.0
},
{
"p": 0.08368387818336487,
"m": 1.0
},
{
"p": 0.053619369864463806,
"m": 1.0
},
{
"p": 0.038638610392808914,
"m": 1.0
},
{
"p": 0.06982511281967163,
"m": 1.0
},
{
"p": 0.05217182636260986,
"m": 1.0
},
{
"p": 0.08768954873085022,
"m": 1.0
},
{
"p": 0.08975452929735184,
"m": 1.0
},
{
"p": 0.08841506391763687,
"m": 1.0
},
{
"p": 0.08261828124523163,
"m": 1.0
},
{
"p": 0.08177527785301208,
"m": 1.0
},
{
"p": 0.10752296447753906,
"m": 1.0
},
{
"p": 0.05874650552868843,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.0944709777832031,
"val_loss": 0.7486294507980347,
"acc": 72.06,
"time": 110.57751595499576,
"param": [
{
"p": 0.08998803049325943,
"m": 1.0
},
{
"p": 0.06846674531698227,
"m": 1.0
},
{
"p": 0.06859725713729858,
"m": 1.0
},
{
"p": 0.08557478338479996,
"m": 1.0
},
{
"p": 0.06830839812755585,
"m": 1.0
},
{
"p": 0.0668688416481018,
"m": 1.0
},
{
"p": 0.06946132332086563,
"m": 1.0
},
{
"p": 0.07977402210235596,
"m": 1.0
},
{
"p": 0.05907890945672989,
"m": 1.0
},
{
"p": 0.08610161393880844,
"m": 1.0
},
{
"p": 0.05399045720696449,
"m": 1.0
},
{
"p": 0.0700078085064888,
"m": 1.0
},
{
"p": 0.06662268191576004,
"m": 1.0
},
{
"p": 0.06715907901525497,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.9518647789955139,
"val_loss": 0.8395603895187378,
"acc": 72.26,
"time": 119.61922409301042,
"param": [
{
"p": 0.0849367156624794,
"m": 1.0
},
{
"p": 0.06787875294685364,
"m": 1.0
},
{
"p": 0.06128167361021042,
"m": 1.0
},
{
"p": 0.06400473415851593,
"m": 1.0
},
{
"p": 0.05288451537489891,
"m": 1.0
},
{
"p": 0.07746455073356628,
"m": 1.0
},
{
"p": 0.0840175673365593,
"m": 1.0
},
{
"p": 0.07802311331033707,
"m": 1.0
},
{
"p": 0.06977729499340057,
"m": 1.0
},
{
"p": 0.07588250935077667,
"m": 1.0
},
{
"p": 0.07560761272907257,
"m": 1.0
},
{
"p": 0.07333626598119736,
"m": 1.0
},
{
"p": 0.07148497551679611,
"m": 1.0
},
{
"p": 0.06341975182294846,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.1517432928085327,
"val_loss": 0.7488389015197754,
"acc": 71.26,
"time": 110.41309469897533,
"param": [
{
"p": 0.09336940199136734,
"m": 1.0
},
{
"p": 0.05460401996970177,
"m": 1.0
},
{
"p": 0.08501587808132172,
"m": 1.0
},
{
"p": 0.0777411013841629,
"m": 1.0
},
{
"p": 0.02475745603442192,
"m": 1.0
},
{
"p": 0.06456900388002396,
"m": 1.0
},
{
"p": 0.06929038465023041,
"m": 1.0
},
{
"p": 0.08501823991537094,
"m": 1.0
},
{
"p": 0.08188564330339432,
"m": 1.0
},
{
"p": 0.06934240460395813,
"m": 1.0
},
{
"p": 0.08280126005411148,
"m": 1.0
},
{
"p": 0.08792252093553543,
"m": 1.0
},
{
"p": 0.07059676200151443,
"m": 1.0
},
{
"p": 0.053085826337337494,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.9771289825439453,
"val_loss": 0.7679810523986816,
"acc": 72.54,
"time": 109.27738274700823,
"param": [
{
"p": 0.0845932886004448,
"m": 1.0
},
{
"p": 0.047805145382881165,
"m": 1.0
},
{
"p": 0.0766989216208458,
"m": 1.0
},
{
"p": 0.055610883980989456,
"m": 1.0
},
{
"p": 0.05659830570220947,
"m": 1.0
},
{
"p": 0.061523981392383575,
"m": 1.0
},
{
"p": 0.06939796358346939,
"m": 1.0
},
{
"p": 0.08141136169433594,
"m": 1.0
},
{
"p": 0.07125327736139297,
"m": 1.0
},
{
"p": 0.08500360697507858,
"m": 1.0
},
{
"p": 0.0748734101653099,
"m": 1.0
},
{
"p": 0.06562456488609314,
"m": 1.0
},
{
"p": 0.09544915705919266,
"m": 1.0
},
{
"p": 0.07415605336427689,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.2019102573394775,
"val_loss": 0.8525813221931458,
"acc": 71.45,
"time": 108.85499641500064,
"param": [
{
"p": 0.0740887001156807,
"m": 1.0
},
{
"p": 0.06287068873643875,
"m": 1.0
},
{
"p": 0.07737698405981064,
"m": 1.0
},
{
"p": 0.0447675921022892,
"m": 1.0
},
{
"p": 0.05403151363134384,
"m": 1.0
},
{
"p": 0.06932568550109863,
"m": 1.0
},
{
"p": 0.07218366861343384,
"m": 1.0
},
{
"p": 0.05365639925003052,
"m": 1.0
},
{
"p": 0.08309826999902725,
"m": 1.0
},
{
"p": 0.08145519345998764,
"m": 1.0
},
{
"p": 0.09360036253929138,
"m": 1.0
},
{
"p": 0.06866694241762161,
"m": 1.0
},
{
"p": 0.07859863340854645,
"m": 1.0
},
{
"p": 0.08627928793430328,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0987058877944946,
"val_loss": 0.6935721039772034,
"acc": 72.62,
"time": 122.02185881798505,
"param": [
{
"p": 0.07461056858301163,
"m": 1.0
},
{
"p": 0.06915350258350372,
"m": 1.0
},
{
"p": 0.06689392030239105,
"m": 1.0
},
{
"p": 0.07093769311904907,
"m": 1.0
},
{
"p": 0.06898048520088196,
"m": 1.0
},
{
"p": 0.06899359077215195,
"m": 1.0
},
{
"p": 0.07399396598339081,
"m": 1.0
},
{
"p": 0.06213992461562157,
"m": 1.0
},
{
"p": 0.09227260947227478,
"m": 1.0
},
{
"p": 0.07738397270441055,
"m": 1.0
},
{
"p": 0.0697857141494751,
"m": 1.0
},
{
"p": 0.07666775584220886,
"m": 1.0
},
{
"p": 0.05919051542878151,
"m": 1.0
},
{
"p": 0.0689958706498146,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.0154833793640137,
"val_loss": 0.7399260997772217,
"acc": 72.96,
"time": 110.37065981997875,
"param": [
{
"p": 0.06369110196828842,
"m": 1.0
},
{
"p": 0.0631553903222084,
"m": 1.0
},
{
"p": 0.08055110275745392,
"m": 1.0
},
{
"p": 0.05232097581028938,
"m": 1.0
},
{
"p": 0.07156065851449966,
"m": 1.0
},
{
"p": 0.05134875327348709,
"m": 1.0
},
{
"p": 0.08110983669757843,
"m": 1.0
},
{
"p": 0.07929719984531403,
"m": 1.0
},
{
"p": 0.07203193753957748,
"m": 1.0
},
{
"p": 0.06312096863985062,
"m": 1.0
},
{
"p": 0.1073625236749649,
"m": 1.0
},
{
"p": 0.08009745180606842,
"m": 1.0
},
{
"p": 0.08849737793207169,
"m": 1.0
},
{
"p": 0.04585473611950874,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.4016817808151245,
"val_loss": 0.7037754058837891,
"acc": 72.56,
"time": 109.0339383080136,
"param": [
{
"p": 0.09610751271247864,
"m": 1.0
},
{
"p": 0.0696774497628212,
"m": 1.0
},
{
"p": 0.0734950602054596,
"m": 1.0
},
{
"p": 0.06349286437034607,
"m": 1.0
},
{
"p": 0.07325691729784012,
"m": 1.0
},
{
"p": 0.07916463911533356,
"m": 1.0
},
{
"p": 0.06216103956103325,
"m": 1.0
},
{
"p": 0.05391879752278328,
"m": 1.0
},
{
"p": 0.08310360461473465,
"m": 1.0
},
{
"p": 0.07657823711633682,
"m": 1.0
},
{
"p": 0.08834084123373032,
"m": 1.0
},
{
"p": 0.07148420065641403,
"m": 1.0
},
{
"p": 0.057159069925546646,
"m": 1.0
},
{
"p": 0.05205971747636795,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.1687272787094116,
"val_loss": 0.7577281594276428,
"acc": 72.85,
"time": 133.65389057798893,
"param": [
{
"p": 0.06824620068073273,
"m": 1.0
},
{
"p": 0.06306269019842148,
"m": 1.0
},
{
"p": 0.09369003027677536,
"m": 1.0
},
{
"p": 0.05474575608968735,
"m": 1.0
},
{
"p": 0.07687664031982422,
"m": 1.0
},
{
"p": 0.06453865766525269,
"m": 1.0
},
{
"p": 0.07833199203014374,
"m": 1.0
},
{
"p": 0.06104030832648277,
"m": 1.0
},
{
"p": 0.07496931403875351,
"m": 1.0
},
{
"p": 0.09029392898082733,
"m": 1.0
},
{
"p": 0.04910433292388916,
"m": 1.0
},
{
"p": 0.07403894513845444,
"m": 1.0
},
{
"p": 0.07854993641376495,
"m": 1.0
},
{
"p": 0.07251127809286118,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.0247973203659058,
"val_loss": 0.7759061455726624,
"acc": 72.91,
"time": 125.28956244699657,
"param": [
{
"p": 0.06218439340591431,
"m": 1.0
},
{
"p": 0.06674196571111679,
"m": 1.0
},
{
"p": 0.07864458858966827,
"m": 1.0
},
{
"p": 0.09736070781946182,
"m": 1.0
},
{
"p": 0.06871864199638367,
"m": 1.0
},
{
"p": 0.08416694402694702,
"m": 1.0
},
{
"p": 0.06915169954299927,
"m": 1.0
},
{
"p": 0.06291712075471878,
"m": 1.0
},
{
"p": 0.06822661310434341,
"m": 1.0
},
{
"p": 0.05367516726255417,
"m": 1.0
},
{
"p": 0.07009121030569077,
"m": 1.0
},
{
"p": 0.0809333324432373,
"m": 1.0
},
{
"p": 0.07531363517045975,
"m": 1.0
},
{
"p": 0.06187392771244049,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.1878330707550049,
"val_loss": 0.7715096473693848,
"acc": 71.93,
"time": 127.86219679101487,
"param": [
{
"p": 0.0704416036605835,
"m": 1.0
},
{
"p": 0.06308066099882126,
"m": 1.0
},
{
"p": 0.09698601812124252,
"m": 1.0
},
{
"p": 0.06290309131145477,
"m": 1.0
},
{
"p": 0.05391182377934456,
"m": 1.0
},
{
"p": 0.035382065922021866,
"m": 1.0
},
{
"p": 0.062350429594516754,
"m": 1.0
},
{
"p": 0.10145127028226852,
"m": 1.0
},
{
"p": 0.07443010061979294,
"m": 1.0
},
{
"p": 0.07890097051858902,
"m": 1.0
},
{
"p": 0.08879391849040985,
"m": 1.0
},
{
"p": 0.060224149376153946,
"m": 1.0
},
{
"p": 0.07226952910423279,
"m": 1.0
},
{
"p": 0.07887446135282516,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1404999494552612,
"val_loss": 0.7931182384490967,
"acc": 72.84,
"time": 111.21509271700052,
"param": [
{
"p": 0.07505767792463303,
"m": 1.0
},
{
"p": 0.07089889794588089,
"m": 1.0
},
{
"p": 0.0788826048374176,
"m": 1.0
},
{
"p": 0.06478449702262878,
"m": 1.0
},
{
"p": 0.04021502658724785,
"m": 1.0
},
{
"p": 0.05887255445122719,
"m": 1.0
},
{
"p": 0.07109740376472473,
"m": 1.0
},
{
"p": 0.06740085035562515,
"m": 1.0
},
{
"p": 0.06384946405887604,
"m": 1.0
},
{
"p": 0.09186931699514389,
"m": 1.0
},
{
"p": 0.07379806041717529,
"m": 1.0
},
{
"p": 0.09143254905939102,
"m": 1.0
},
{
"p": 0.08724024891853333,
"m": 1.0
},
{
"p": 0.0646008774638176,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.0032615661621094,
"val_loss": 0.7535122036933899,
"acc": 72.99,
"time": 110.1970701670216,
"param": [
{
"p": 0.07592041045427322,
"m": 1.0
},
{
"p": 0.08039192110300064,
"m": 1.0
},
{
"p": 0.06644821912050247,
"m": 1.0
},
{
"p": 0.07322248071432114,
"m": 1.0
},
{
"p": 0.05743193253874779,
"m": 1.0
},
{
"p": 0.078643299639225,
"m": 1.0
},
{
"p": 0.04987545683979988,
"m": 1.0
},
{
"p": 0.09087538719177246,
"m": 1.0
},
{
"p": 0.09495101124048233,
"m": 1.0
},
{
"p": 0.06627055257558823,
"m": 1.0
},
{
"p": 0.06331758946180344,
"m": 1.0
},
{
"p": 0.06892303377389908,
"m": 1.0
},
{
"p": 0.08030562847852707,
"m": 1.0
},
{
"p": 0.05342311039566994,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.2044408321380615,
"val_loss": 0.8041384816169739,
"acc": 72.78,
"time": 126.66263592100586,
"param": [
{
"p": 0.07338249683380127,
"m": 1.0
},
{
"p": 0.05944531783461571,
"m": 1.0
},
{
"p": 0.08702212572097778,
"m": 1.0
},
{
"p": 0.065182164311409,
"m": 1.0
},
{
"p": 0.05250930041074753,
"m": 1.0
},
{
"p": 0.06223234534263611,
"m": 1.0
},
{
"p": 0.08876536786556244,
"m": 1.0
},
{
"p": 0.07528772950172424,
"m": 1.0
},
{
"p": 0.07371290773153305,
"m": 1.0
},
{
"p": 0.06819626688957214,
"m": 1.0
},
{
"p": 0.08057136088609695,
"m": 1.0
},
{
"p": 0.07608478516340256,
"m": 1.0
},
{
"p": 0.0757467970252037,
"m": 1.0
},
{
"p": 0.06186103820800781,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9753517508506775,
"val_loss": 0.6989086866378784,
"acc": 72.66,
"time": 113.53708959100186,
"param": [
{
"p": 0.08618944883346558,
"m": 1.0
},
{
"p": 0.05703149363398552,
"m": 1.0
},
{
"p": 0.08446948975324631,
"m": 1.0
},
{
"p": 0.06169821694493294,
"m": 1.0
},
{
"p": 0.06316260248422623,
"m": 1.0
},
{
"p": 0.07167849689722061,
"m": 1.0
},
{
"p": 0.06866979598999023,
"m": 1.0
},
{
"p": 0.07970888912677765,
"m": 1.0
},
{
"p": 0.07477688044309616,
"m": 1.0
},
{
"p": 0.07869717478752136,
"m": 1.0
},
{
"p": 0.06688381731510162,
"m": 1.0
},
{
"p": 0.06021949648857117,
"m": 1.0
},
{
"p": 0.07341612875461578,
"m": 1.0
},
{
"p": 0.07339802384376526,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.1014117002487183,
"val_loss": 0.7521013617515564,
"acc": 73.23,
"time": 121.29775559401605,
"param": [
{
"p": 0.07834330946207047,
"m": 1.0
},
{
"p": 0.07149457186460495,
"m": 1.0
},
{
"p": 0.07649503648281097,
"m": 1.0
},
{
"p": 0.0585295706987381,
"m": 1.0
},
{
"p": 0.06050686538219452,
"m": 1.0
},
{
"p": 0.04414897412061691,
"m": 1.0
},
{
"p": 0.07137515395879745,
"m": 1.0
},
{
"p": 0.06210610270500183,
"m": 1.0
},
{
"p": 0.09796687960624695,
"m": 1.0
},
{
"p": 0.057268884032964706,
"m": 1.0
},
{
"p": 0.06863574683666229,
"m": 1.0
},
{
"p": 0.10522861033678055,
"m": 1.0
},
{
"p": 0.07008345425128937,
"m": 1.0
},
{
"p": 0.07781687378883362,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.0646418333053589,
"val_loss": 0.7296915054321289,
"acc": 71.89,
"time": 107.66314698799397,
"param": [
{
"p": 0.08508607745170593,
"m": 1.0
},
{
"p": 0.06278932839632034,
"m": 1.0
},
{
"p": 0.07136380672454834,
"m": 1.0
},
{
"p": 0.08190494775772095,
"m": 1.0
},
{
"p": 0.05738489702343941,
"m": 1.0
},
{
"p": 0.06558186560869217,
"m": 1.0
},
{
"p": 0.06835561990737915,
"m": 1.0
},
{
"p": 0.06452193111181259,
"m": 1.0
},
{
"p": 0.06747899949550629,
"m": 1.0
},
{
"p": 0.08120761066675186,
"m": 1.0
},
{
"p": 0.06588885933160782,
"m": 1.0
},
{
"p": 0.06837738305330276,
"m": 1.0
},
{
"p": 0.0764431580901146,
"m": 1.0
},
{
"p": 0.08361560851335526,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.1636168956756592,
"val_loss": 0.6769063472747803,
"acc": 72.56,
"time": 121.81513219399494,
"param": [
{
"p": 0.08589078485965729,
"m": 1.0
},
{
"p": 0.05579133331775665,
"m": 1.0
},
{
"p": 0.07748457789421082,
"m": 1.0
},
{
"p": 0.0600576177239418,
"m": 1.0
},
{
"p": 0.05483758822083473,
"m": 1.0
},
{
"p": 0.06405358761548996,
"m": 1.0
},
{
"p": 0.06568671762943268,
"m": 1.0
},
{
"p": 0.07612840086221695,
"m": 1.0
},
{
"p": 0.06431907415390015,
"m": 1.0
},
{
"p": 0.06165488436818123,
"m": 1.0
},
{
"p": 0.07447700202465057,
"m": 1.0
},
{
"p": 0.0810137465596199,
"m": 1.0
},
{
"p": 0.08725056052207947,
"m": 1.0
},
{
"p": 0.09135417640209198,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.0358672142028809,
"val_loss": 0.8819786310195923,
"acc": 72.96,
"time": 118.4651360870048,
"param": [
{
"p": 0.09012263268232346,
"m": 1.0
},
{
"p": 0.038599174469709396,
"m": 1.0
},
{
"p": 0.07081909477710724,
"m": 1.0
},
{
"p": 0.05362410843372345,
"m": 1.0
},
{
"p": 0.062180791050195694,
"m": 1.0
},
{
"p": 0.05803811922669411,
"m": 1.0
},
{
"p": 0.06250177323818207,
"m": 1.0
},
{
"p": 0.07627902925014496,
"m": 1.0
},
{
"p": 0.08487376570701599,
"m": 1.0
},
{
"p": 0.09499246627092361,
"m": 1.0
},
{
"p": 0.048239219933748245,
"m": 1.0
},
{
"p": 0.1001627966761589,
"m": 1.0
},
{
"p": 0.10708778351545334,
"m": 1.0
},
{
"p": 0.05247921869158745,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1594644784927368,
"val_loss": 0.741512656211853,
"acc": 71.68,
"time": 123.20837717500399,
"param": [
{
"p": 0.07347062975168228,
"m": 1.0
},
{
"p": 0.07988370209932327,
"m": 1.0
},
{
"p": 0.0821944922208786,
"m": 1.0
},
{
"p": 0.05651634931564331,
"m": 1.0
},
{
"p": 0.059465911239385605,
"m": 1.0
},
{
"p": 0.08335822075605392,
"m": 1.0
},
{
"p": 0.0672534853219986,
"m": 1.0
},
{
"p": 0.06970825046300888,
"m": 1.0
},
{
"p": 0.0612524151802063,
"m": 1.0
},
{
"p": 0.06399258226156235,
"m": 1.0
},
{
"p": 0.0808987244963646,
"m": 1.0
},
{
"p": 0.06813953071832657,
"m": 1.0
},
{
"p": 0.09542939066886902,
"m": 1.0
},
{
"p": 0.058436319231987,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.9156039357185364,
"val_loss": 0.8134433031082153,
"acc": 72.17,
"time": 136.15880418699817,
"param": [
{
"p": 0.0651400238275528,
"m": 1.0
},
{
"p": 0.08692539483308792,
"m": 1.0
},
{
"p": 0.07828745245933533,
"m": 1.0
},
{
"p": 0.0666174665093422,
"m": 1.0
},
{
"p": 0.060705769807100296,
"m": 1.0
},
{
"p": 0.06247466430068016,
"m": 1.0
},
{
"p": 0.06898617744445801,
"m": 1.0
},
{
"p": 0.06452522426843643,
"m": 1.0
},
{
"p": 0.06904628127813339,
"m": 1.0
},
{
"p": 0.06540004909038544,
"m": 1.0
},
{
"p": 0.07787230610847473,
"m": 1.0
},
{
"p": 0.06888412684202194,
"m": 1.0
},
{
"p": 0.09241189062595367,
"m": 1.0
},
{
"p": 0.07272319495677948,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.8768112659454346,
"val_loss": 0.8403293490409851,
"acc": 72.27,
"time": 114.15570896700956,
"param": [
{
"p": 0.0947316512465477,
"m": 1.0
},
{
"p": 0.06673713773488998,
"m": 1.0
},
{
"p": 0.09090624749660492,
"m": 1.0
},
{
"p": 0.0726890042424202,
"m": 1.0
},
{
"p": 0.05065678805112839,
"m": 1.0
},
{
"p": 0.060992348939180374,
"m": 1.0
},
{
"p": 0.03978348523378372,
"m": 1.0
},
{
"p": 0.08318443596363068,
"m": 1.0
},
{
"p": 0.05954227223992348,
"m": 1.0
},
{
"p": 0.06279056519269943,
"m": 1.0
},
{
"p": 0.08879398554563522,
"m": 1.0
},
{
"p": 0.0901012197136879,
"m": 1.0
},
{
"p": 0.07012796401977539,
"m": 1.0
},
{
"p": 0.0689629465341568,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink