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(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json

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

{
"Accuracy": 73.63,
"Time": [
88.61166055052696,
5.161928907822884
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.287405252456665,
"val_loss": 2.2701499462127686,
"acc": 20.13,
"time": 85.31958955293521,
"param": [
{
"p": 0.09734988212585449,
"m": 1.0
},
{
"p": 0.07431870698928833,
"m": 1.0
},
{
"p": 0.06094992160797119,
"m": 1.0
},
{
"p": 0.0830099880695343,
"m": 1.0
},
{
"p": 0.07657446712255478,
"m": 1.0
},
{
"p": 0.07309281826019287,
"m": 1.0
},
{
"p": 0.08597704768180847,
"m": 1.0
},
{
"p": 0.051401346921920776,
"m": 1.0
},
{
"p": 0.07523633539676666,
"m": 1.0
},
{
"p": 0.09067486971616745,
"m": 1.0
},
{
"p": 0.0572822168469429,
"m": 1.0
},
{
"p": 0.05823943763971329,
"m": 1.0
},
{
"p": 0.09862129390239716,
"m": 1.0
},
{
"p": 0.017271682620048523,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.1824791431427,
"val_loss": 2.061840057373047,
"acc": 24.35,
"time": 83.76259178807959,
"param": [
{
"p": 0.09705313295125961,
"m": 1.0
},
{
"p": 0.06040884926915169,
"m": 1.0
},
{
"p": 0.07272826880216599,
"m": 1.0
},
{
"p": 0.07549863308668137,
"m": 1.0
},
{
"p": 0.07427658140659332,
"m": 1.0
},
{
"p": 0.08823178708553314,
"m": 1.0
},
{
"p": 0.09373076260089874,
"m": 1.0
},
{
"p": 0.04880475252866745,
"m": 1.0
},
{
"p": 0.07028559595346451,
"m": 1.0
},
{
"p": 0.09253260493278503,
"m": 1.0
},
{
"p": 0.05125978961586952,
"m": 1.0
},
{
"p": 0.06976187229156494,
"m": 1.0
},
{
"p": 0.10542728751897812,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1080379486083984,
"val_loss": 1.9309450387954712,
"acc": 30.73,
"time": 97.39760152902454,
"param": [
{
"p": 0.09431897103786469,
"m": 1.0
},
{
"p": 0.08305028080940247,
"m": 1.0
},
{
"p": 0.09871143102645874,
"m": 1.0
},
{
"p": 0.04146257042884827,
"m": 1.0
},
{
"p": 0.07388076186180115,
"m": 1.0
},
{
"p": 0.10449870675802231,
"m": 1.0
},
{
"p": 0.07509056478738785,
"m": 1.0
},
{
"p": 0.05325397104024887,
"m": 1.0
},
{
"p": 0.052039917558431625,
"m": 1.0
},
{
"p": 0.08462546765804291,
"m": 1.0
},
{
"p": 0.05500805005431175,
"m": 1.0
},
{
"p": 0.06895500421524048,
"m": 1.0
},
{
"p": 0.11510433256626129,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.8578851222991943,
"val_loss": 1.7834504842758179,
"acc": 36.89,
"time": 84.35504892794415,
"param": [
{
"p": 0.09115529805421829,
"m": 1.0
},
{
"p": 0.07832523435354233,
"m": 1.0
},
{
"p": 0.10200878232717514,
"m": 1.0
},
{
"p": 0.04920284077525139,
"m": 1.0
},
{
"p": 0.06590556353330612,
"m": 1.0
},
{
"p": 0.10138658434152603,
"m": 1.0
},
{
"p": 0.07129830121994019,
"m": 1.0
},
{
"p": 0.05436447635293007,
"m": 1.0
},
{
"p": 0.04611203446984291,
"m": 1.0
},
{
"p": 0.08116255700588226,
"m": 1.0
},
{
"p": 0.04580853879451752,
"m": 1.0
},
{
"p": 0.0892031267285347,
"m": 1.0
},
{
"p": 0.12406671792268753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.9366240501403809,
"val_loss": 1.686806082725525,
"acc": 39.43,
"time": 96.53319385717623,
"param": [
{
"p": 0.09313605725765228,
"m": 1.0
},
{
"p": 0.06118583306670189,
"m": 1.0
},
{
"p": 0.12397065758705139,
"m": 1.0
},
{
"p": 0.0781823918223381,
"m": 1.0
},
{
"p": 0.05224686861038208,
"m": 1.0
},
{
"p": 0.08690117299556732,
"m": 1.0
},
{
"p": 0.05510267987847328,
"m": 1.0
},
{
"p": 0.049417611211538315,
"m": 1.0
},
{
"p": 0.05045091360807419,
"m": 1.0
},
{
"p": 0.07668410986661911,
"m": 1.0
},
{
"p": 0.04427196457982063,
"m": 1.0
},
{
"p": 0.0968097671866417,
"m": 1.0
},
{
"p": 0.1316400021314621,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7915499210357666,
"val_loss": 1.6837408542633057,
"acc": 39.98,
"time": 97.75080576399341,
"param": [
{
"p": 0.09784267097711563,
"m": 1.0
},
{
"p": 0.04620074853301048,
"m": 1.0
},
{
"p": 0.14252084493637085,
"m": 1.0
},
{
"p": 0.09821896255016327,
"m": 1.0
},
{
"p": 0.045283786952495575,
"m": 1.0
},
{
"p": 0.06704837828874588,
"m": 1.0
},
{
"p": 0.043329253792762756,
"m": 1.0
},
{
"p": 0.04615308344364166,
"m": 1.0
},
{
"p": 0.05920594558119774,
"m": 1.0
},
{
"p": 0.0737120509147644,
"m": 1.0
},
{
"p": 0.04175196960568428,
"m": 1.0
},
{
"p": 0.09082305431365967,
"m": 1.0
},
{
"p": 0.14790931344032288,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7252895832061768,
"val_loss": 1.612677812576294,
"acc": 42.54,
"time": 86.85264456900768,
"param": [
{
"p": 0.10972047597169876,
"m": 1.0
},
{
"p": 0.01575641706585884,
"m": 1.0
},
{
"p": 0.17800204455852509,
"m": 1.0
},
{
"p": 0.11869295686483383,
"m": 1.0
},
{
"p": 0.034029316157102585,
"m": 1.0
},
{
"p": 0.04690851643681526,
"m": 1.0
},
{
"p": 0.029849965125322342,
"m": 1.0
},
{
"p": 0.03779517859220505,
"m": 1.0
},
{
"p": 0.05580097809433937,
"m": 1.0
},
{
"p": 0.0707593709230423,
"m": 1.0
},
{
"p": 0.035962559282779694,
"m": 1.0
},
{
"p": 0.0897713229060173,
"m": 1.0
},
{
"p": 0.17695091664791107,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.7433196306228638,
"val_loss": 1.558357834815979,
"acc": 41.53,
"time": 83.37960212701,
"param": [
{
"p": 0.12400944530963898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22497914731502533,
"m": 1.0
},
{
"p": 0.13300053775310516,
"m": 1.0
},
{
"p": 0.010856732726097107,
"m": 1.0
},
{
"p": 0.021409181877970695,
"m": 1.0
},
{
"p": 0.016741745173931122,
"m": 1.0
},
{
"p": 0.014064918272197247,
"m": 1.0
},
{
"p": 0.0464046373963356,
"m": 1.0
},
{
"p": 0.061574626713991165,
"m": 1.0
},
{
"p": 0.02454816922545433,
"m": 1.0
},
{
"p": 0.0903741717338562,
"m": 1.0
},
{
"p": 0.23203667998313904,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.525707721710205,
"val_loss": 1.4670403003692627,
"acc": 45.55,
"time": 97.2810917259194,
"param": [
{
"p": 0.126475989818573,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23862512409687042,
"m": 1.0
},
{
"p": 0.132090762257576,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012860137969255447,
"m": 1.0
},
{
"p": 0.00926093477755785,
"m": 1.0
},
{
"p": 0.05548904463648796,
"m": 1.0
},
{
"p": 0.05899709835648537,
"m": 1.0
},
{
"p": 0.023397060111165047,
"m": 1.0
},
{
"p": 0.08116305619478226,
"m": 1.0
},
{
"p": 0.2616407573223114,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7208224534988403,
"val_loss": 1.5221362113952637,
"acc": 45.71,
"time": 100.21154181705788,
"param": [
{
"p": 0.11520183831453323,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20839804410934448,
"m": 1.0
},
{
"p": 0.11654677987098694,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03590143099427223,
"m": 1.0
},
{
"p": 0.018729956820607185,
"m": 1.0
},
{
"p": 0.06409373879432678,
"m": 1.0
},
{
"p": 0.06578601896762848,
"m": 1.0
},
{
"p": 0.04695664346218109,
"m": 1.0
},
{
"p": 0.0820818692445755,
"m": 1.0
},
{
"p": 0.24630357325077057,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.7372246980667114,
"val_loss": 1.5025806427001953,
"acc": 47.85,
"time": 97.74593503004871,
"param": [
{
"p": 0.10731681436300278,
"m": 1.0
},
{
"p": 0.009512745775282383,
"m": 1.0
},
{
"p": 0.17079833149909973,
"m": 1.0
},
{
"p": 0.10254805535078049,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00023293530102819204,
"m": 1.0
},
{
"p": 0.05917423218488693,
"m": 1.0
},
{
"p": 0.04037271812558174,
"m": 1.0
},
{
"p": 0.06168685480952263,
"m": 1.0
},
{
"p": 0.08849502354860306,
"m": 1.0
},
{
"p": 0.062222376465797424,
"m": 1.0
},
{
"p": 0.08808839321136475,
"m": 1.0
},
{
"p": 0.20955143868923187,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.7271853685379028,
"val_loss": 1.4803415536880493,
"acc": 46.78,
"time": 85.22433881601319,
"param": [
{
"p": 0.10289817303419113,
"m": 1.0
},
{
"p": 0.007513719145208597,
"m": 1.0
},
{
"p": 0.16235724091529846,
"m": 1.0
},
{
"p": 0.09601230919361115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06291058659553528,
"m": 1.0
},
{
"p": 0.035449594259262085,
"m": 1.0
},
{
"p": 0.05354197323322296,
"m": 1.0
},
{
"p": 0.10865996032953262,
"m": 1.0
},
{
"p": 0.07484349608421326,
"m": 1.0
},
{
"p": 0.08625603467226028,
"m": 1.0
},
{
"p": 0.20955684781074524,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.394808053970337,
"val_loss": 1.3539831638336182,
"acc": 50.28,
"time": 84.39694792497903,
"param": [
{
"p": 0.10367006063461304,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16129852831363678,
"m": 1.0
},
{
"p": 0.08335021883249283,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06798349320888519,
"m": 1.0
},
{
"p": 0.012207208201289177,
"m": 1.0
},
{
"p": 0.0415201373398304,
"m": 1.0
},
{
"p": 0.13321372866630554,
"m": 1.0
},
{
"p": 0.08638796955347061,
"m": 1.0
},
{
"p": 0.07657961547374725,
"m": 1.0
},
{
"p": 0.23378899693489075,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.6937682628631592,
"val_loss": 1.3706307411193848,
"acc": 51.56,
"time": 83.81102326884866,
"param": [
{
"p": 0.11592674255371094,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16005685925483704,
"m": 1.0
},
{
"p": 0.07816074043512344,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07184595614671707,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.024305664002895355,
"m": 1.0
},
{
"p": 0.14447495341300964,
"m": 1.0
},
{
"p": 0.0991288274526596,
"m": 1.0
},
{
"p": 0.0686006247997284,
"m": 1.0
},
{
"p": 0.23749956488609314,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5723413228988647,
"val_loss": 1.3005614280700684,
"acc": 53.78,
"time": 97.75840544491075,
"param": [
{
"p": 0.12614108622074127,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16816507279872894,
"m": 1.0
},
{
"p": 0.06594081223011017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05662029981613159,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009854847565293312,
"m": 1.0
},
{
"p": 0.15553641319274902,
"m": 1.0
},
{
"p": 0.09530666470527649,
"m": 1.0
},
{
"p": 0.062287505716085434,
"m": 1.0
},
{
"p": 0.2601473331451416,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.5934878587722778,
"val_loss": 1.4215527772903442,
"acc": 54.34,
"time": 90.58671039598994,
"param": [
{
"p": 0.1288420557975769,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1715540587902069,
"m": 1.0
},
{
"p": 0.05286140367388725,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.050172265619039536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16013772785663605,
"m": 1.0
},
{
"p": 0.09464594721794128,
"m": 1.0
},
{
"p": 0.06177271902561188,
"m": 1.0
},
{
"p": 0.2800138592720032,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.5000154972076416,
"val_loss": 1.3109405040740967,
"acc": 54.12,
"time": 83.07182117900811,
"param": [
{
"p": 0.13248580694198608,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16070964932441711,
"m": 1.0
},
{
"p": 0.03571063652634621,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05253363028168678,
"m": 1.0
},
{
"p": 0.004956914111971855,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15537795424461365,
"m": 1.0
},
{
"p": 0.09300484508275986,
"m": 1.0
},
{
"p": 0.07171190530061722,
"m": 1.0
},
{
"p": 0.2935086786746979,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.4155267477035522,
"val_loss": 1.2560627460479736,
"acc": 56.77,
"time": 83.8156892110128,
"param": [
{
"p": 0.13894085586071014,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14017201960086823,
"m": 1.0
},
{
"p": 0.024699734523892403,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.001520176767371595,
"m": 1.0
},
{
"p": 0.056685641407966614,
"m": 1.0
},
{
"p": 0.023517969995737076,
"m": 1.0
},
{
"p": 0.001882819808088243,
"m": 1.0
},
{
"p": 0.14195601642131805,
"m": 1.0
},
{
"p": 0.10278791934251785,
"m": 1.0
},
{
"p": 0.0841377004981041,
"m": 1.0
},
{
"p": 0.2697659134864807,
"m": 1.0
},
{
"p": 0.013933212496340275,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.2771292924880981,
"val_loss": 1.3298531770706177,
"acc": 55.3,
"time": 91.44146854407154,
"param": [
{
"p": 0.15024974942207336,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12819790840148926,
"m": 1.0
},
{
"p": 0.01846812665462494,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05245665833353996,
"m": 1.0
},
{
"p": 0.026232756674289703,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1427420824766159,
"m": 1.0
},
{
"p": 0.10667838156223297,
"m": 1.0
},
{
"p": 0.09280461072921753,
"m": 1.0
},
{
"p": 0.28077489137649536,
"m": 1.0
},
{
"p": 0.001394876861013472,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.4638584852218628,
"val_loss": 1.250264048576355,
"acc": 56.24,
"time": 86.38692868314683,
"param": [
{
"p": 0.15857483446598053,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12264712899923325,
"m": 1.0
},
{
"p": 0.008676803670823574,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04967549815773964,
"m": 1.0
},
{
"p": 0.02083529345691204,
"m": 1.0
},
{
"p": 0.0032543533015996218,
"m": 1.0
},
{
"p": 0.14395175874233246,
"m": 1.0
},
{
"p": 0.10306596010923386,
"m": 1.0
},
{
"p": 0.09663848578929901,
"m": 1.0
},
{
"p": 0.29267993569374084,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.3973881006240845,
"val_loss": 1.1647100448608398,
"acc": 58.72,
"time": 87.63812917820178,
"param": [
{
"p": 0.16663618385791779,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12121103703975677,
"m": 1.0
},
{
"p": 0.004405272658914328,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04068835824728012,
"m": 1.0
},
{
"p": 0.009629953652620316,
"m": 1.0
},
{
"p": 0.006018741987645626,
"m": 1.0
},
{
"p": 0.1516236513853073,
"m": 1.0
},
{
"p": 0.09120980650186539,
"m": 1.0
},
{
"p": 0.1068224236369133,
"m": 1.0
},
{
"p": 0.30175456404685974,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.3296630382537842,
"val_loss": 1.2525010108947754,
"acc": 58.43,
"time": 85.37503499281593,
"param": [
{
"p": 0.15663264691829681,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1319081336259842,
"m": 1.0
},
{
"p": 0.017466014251112938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0033960456494241953,
"m": 1.0
},
{
"p": 0.035250913351774216,
"m": 1.0
},
{
"p": 0.018791835755109787,
"m": 1.0
},
{
"p": 0.009228275157511234,
"m": 1.0
},
{
"p": 0.14932703971862793,
"m": 1.0
},
{
"p": 0.08013620972633362,
"m": 1.0
},
{
"p": 0.11119376122951508,
"m": 1.0
},
{
"p": 0.2866691052913666,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.2912871837615967,
"val_loss": 1.1663569211959839,
"acc": 58.14,
"time": 97.61963606788777,
"param": [
{
"p": 0.13376936316490173,
"m": 1.0
},
{
"p": 0.003956431522965431,
"m": 1.0
},
{
"p": 0.13142025470733643,
"m": 1.0
},
{
"p": 0.03868195042014122,
"m": 1.0
},
{
"p": 0.0012548059457913041,
"m": 1.0
},
{
"p": 0.009386327117681503,
"m": 1.0
},
{
"p": 0.03586290031671524,
"m": 1.0
},
{
"p": 0.031193826347589493,
"m": 1.0
},
{
"p": 0.027862677350640297,
"m": 1.0
},
{
"p": 0.14387434720993042,
"m": 1.0
},
{
"p": 0.06477145105600357,
"m": 1.0
},
{
"p": 0.1132754236459732,
"m": 1.0
},
{
"p": 0.2642005383968353,
"m": 1.0
},
{
"p": 0.0004896557074971497,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.446851372718811,
"val_loss": 1.1473344564437866,
"acc": 60.54,
"time": 92.22574043599889,
"param": [
{
"p": 0.11958400160074234,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1241619661450386,
"m": 1.0
},
{
"p": 0.05412665382027626,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.020583052188158035,
"m": 1.0
},
{
"p": 0.027240071445703506,
"m": 1.0
},
{
"p": 0.04107079282402992,
"m": 1.0
},
{
"p": 0.03924817964434624,
"m": 1.0
},
{
"p": 0.14084768295288086,
"m": 1.0
},
{
"p": 0.045641638338565826,
"m": 1.0
},
{
"p": 0.11946770548820496,
"m": 1.0
},
{
"p": 0.26413312554359436,
"m": 1.0
},
{
"p": 0.0038950396701693535,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.2773958444595337,
"val_loss": 1.218786358833313,
"acc": 59.99,
"time": 96.69155627395958,
"param": [
{
"p": 0.10531359165906906,
"m": 1.0
},
{
"p": 0.0033737863413989544,
"m": 1.0
},
{
"p": 0.11503522843122482,
"m": 1.0
},
{
"p": 0.06393200159072876,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.033364806324243546,
"m": 1.0
},
{
"p": 0.035898931324481964,
"m": 1.0
},
{
"p": 0.05326729640364647,
"m": 1.0
},
{
"p": 0.0422290563583374,
"m": 1.0
},
{
"p": 0.13446204364299774,
"m": 1.0
},
{
"p": 0.04140523821115494,
"m": 1.0
},
{
"p": 0.12104736268520355,
"m": 1.0
},
{
"p": 0.23729316890239716,
"m": 1.0
},
{
"p": 0.013377622701227665,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.3961340188980103,
"val_loss": 1.09765625,
"acc": 60.27,
"time": 97.09227366000414,
"param": [
{
"p": 0.09647299349308014,
"m": 1.0
},
{
"p": 0.003011366119608283,
"m": 1.0
},
{
"p": 0.1054626926779747,
"m": 1.0
},
{
"p": 0.07222999632358551,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02900143899023533,
"m": 1.0
},
{
"p": 0.04643809795379639,
"m": 1.0
},
{
"p": 0.06624647974967957,
"m": 1.0
},
{
"p": 0.05259169265627861,
"m": 1.0
},
{
"p": 0.1332901269197464,
"m": 1.0
},
{
"p": 0.04714189097285271,
"m": 1.0
},
{
"p": 0.12186449766159058,
"m": 1.0
},
{
"p": 0.21139872074127197,
"m": 1.0
},
{
"p": 0.014849914237856865,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.25288724899292,
"val_loss": 1.1775838136672974,
"acc": 60.05,
"time": 98.70419392804615,
"param": [
{
"p": 0.0860946774482727,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09778324514627457,
"m": 1.0
},
{
"p": 0.07142989337444305,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0250620748847723,
"m": 1.0
},
{
"p": 0.06593681126832962,
"m": 1.0
},
{
"p": 0.06870856881141663,
"m": 1.0
},
{
"p": 0.05275654420256615,
"m": 1.0
},
{
"p": 0.14188164472579956,
"m": 1.0
},
{
"p": 0.0585741251707077,
"m": 1.0
},
{
"p": 0.12062893807888031,
"m": 1.0
},
{
"p": 0.19898544251918793,
"m": 1.0
},
{
"p": 0.012157991528511047,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.063017725944519,
"val_loss": 1.05006742477417,
"acc": 61.01,
"time": 85.75337719288655,
"param": [
{
"p": 0.07425931096076965,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10261330753564835,
"m": 1.0
},
{
"p": 0.05924829840660095,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01172481570392847,
"m": 1.0
},
{
"p": 0.08496324717998505,
"m": 1.0
},
{
"p": 0.05776083469390869,
"m": 1.0
},
{
"p": 0.03498497232794762,
"m": 1.0
},
{
"p": 0.15735071897506714,
"m": 1.0
},
{
"p": 0.056507352739572525,
"m": 1.0
},
{
"p": 0.12884829938411713,
"m": 1.0
},
{
"p": 0.21242231130599976,
"m": 1.0
},
{
"p": 0.019316576421260834,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.1534382104873657,
"val_loss": 1.0920740365982056,
"acc": 62.64,
"time": 83.35469630802982,
"param": [
{
"p": 0.07159218937158585,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10091525316238403,
"m": 1.0
},
{
"p": 0.0535653792321682,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0009257227065972984,
"m": 1.0
},
{
"p": 0.08690521121025085,
"m": 1.0
},
{
"p": 0.05388972908258438,
"m": 1.0
},
{
"p": 0.03373296931385994,
"m": 1.0
},
{
"p": 0.17254409193992615,
"m": 1.0
},
{
"p": 0.06096425652503967,
"m": 1.0
},
{
"p": 0.14547964930534363,
"m": 1.0
},
{
"p": 0.2194855511188507,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.3771307468414307,
"val_loss": 1.0687315464019775,
"acc": 62.45,
"time": 82.80659363302402,
"param": [
{
"p": 0.06548135727643967,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11115983873605728,
"m": 1.0
},
{
"p": 0.02634834684431553,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09182718396186829,
"m": 1.0
},
{
"p": 0.0454024113714695,
"m": 1.0
},
{
"p": 0.03010256588459015,
"m": 1.0
},
{
"p": 0.18186043202877045,
"m": 1.0
},
{
"p": 0.04507872462272644,
"m": 1.0
},
{
"p": 0.167631134390831,
"m": 1.0
},
{
"p": 0.23510804772377014,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.399969458580017,
"val_loss": 1.017691731452942,
"acc": 62.38,
"time": 90.43092089192942,
"param": [
{
"p": 0.05470360815525055,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11267665028572083,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10084988921880722,
"m": 1.0
},
{
"p": 0.015577693469822407,
"m": 1.0
},
{
"p": 0.018862146884202957,
"m": 1.0
},
{
"p": 0.21329617500305176,
"m": 1.0
},
{
"p": 0.0323161818087101,
"m": 1.0
},
{
"p": 0.18146690726280212,
"m": 1.0
},
{
"p": 0.27025073766708374,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.311847448348999,
"val_loss": 1.0582492351531982,
"acc": 60.48,
"time": 83.83605305012316,
"param": [
{
"p": 0.046696245670318604,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10208990424871445,
"m": 1.0
},
{
"p": 6.525915523525327e-05,
"m": 1.0
},
{
"p": 0.0002907229063566774,
"m": 1.0
},
{
"p": 0.0017867849674075842,
"m": 1.0
},
{
"p": 0.09693937003612518,
"m": 1.0
},
{
"p": 0.011137600056827068,
"m": 1.0
},
{
"p": 0.013429660350084305,
"m": 1.0
},
{
"p": 0.22537022829055786,
"m": 1.0
},
{
"p": 0.02308163046836853,
"m": 1.0
},
{
"p": 0.18978765606880188,
"m": 1.0
},
{
"p": 0.28704407811164856,
"m": 1.0
},
{
"p": 0.0022808655630797148,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.101828694343567,
"val_loss": 1.0558475255966187,
"acc": 62.94,
"time": 89.80225980700925,
"param": [
{
"p": 0.05024112015962601,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08710340410470963,
"m": 1.0
},
{
"p": 0.0014615828404203057,
"m": 1.0
},
{
"p": 0.023283077403903008,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08402924984693527,
"m": 1.0
},
{
"p": 0.025126513093709946,
"m": 1.0
},
{
"p": 0.02205768972635269,
"m": 1.0
},
{
"p": 0.22058412432670593,
"m": 1.0
},
{
"p": 0.0204196497797966,
"m": 1.0
},
{
"p": 0.18749400973320007,
"m": 1.0
},
{
"p": 0.27819958329200745,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.356504201889038,
"val_loss": 0.986789345741272,
"acc": 63.37,
"time": 84.9997066189535,
"param": [
{
"p": 0.06343256682157516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08228766918182373,
"m": 1.0
},
{
"p": 0.016450008377432823,
"m": 1.0
},
{
"p": 0.030682474374771118,
"m": 1.0
},
{
"p": 0.0011166500626131892,
"m": 1.0
},
{
"p": 0.07699503004550934,
"m": 1.0
},
{
"p": 0.03675718978047371,
"m": 1.0
},
{
"p": 0.03532829135656357,
"m": 1.0
},
{
"p": 0.20503371953964233,
"m": 1.0
},
{
"p": 0.022482067346572876,
"m": 1.0
},
{
"p": 0.16926448047161102,
"m": 1.0
},
{
"p": 0.2534784972667694,
"m": 1.0
},
{
"p": 0.006691228598356247,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.449669361114502,
"val_loss": 1.1012356281280518,
"acc": 63.92,
"time": 83.99499191599898,
"param": [
{
"p": 0.07441224157810211,
"m": 1.0
},
{
"p": 0.006283225957304239,
"m": 1.0
},
{
"p": 0.08200699090957642,
"m": 1.0
},
{
"p": 0.03365609422326088,
"m": 1.0
},
{
"p": 0.04431218281388283,
"m": 1.0
},
{
"p": 0.00042634690180420876,
"m": 1.0
},
{
"p": 0.07515322417020798,
"m": 1.0
},
{
"p": 0.05156379193067551,
"m": 1.0
},
{
"p": 0.04933447018265724,
"m": 1.0
},
{
"p": 0.16666005551815033,
"m": 1.0
},
{
"p": 0.04380883648991585,
"m": 1.0
},
{
"p": 0.14052826166152954,
"m": 1.0
},
{
"p": 0.20604662597179413,
"m": 1.0
},
{
"p": 0.025807732716202736,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.1775610446929932,
"val_loss": 1.012991189956665,
"acc": 63.93,
"time": 85.361268944107,
"param": [
{
"p": 0.08669722825288773,
"m": 1.0
},
{
"p": 0.002258413238450885,
"m": 1.0
},
{
"p": 0.08700354397296906,
"m": 1.0
},
{
"p": 0.045533791184425354,
"m": 1.0
},
{
"p": 0.03825173154473305,
"m": 1.0
},
{
"p": 0.0015908022178336978,
"m": 1.0
},
{
"p": 0.07447870820760727,
"m": 1.0
},
{
"p": 0.052516426891088486,
"m": 1.0
},
{
"p": 0.06063403561711311,
"m": 1.0
},
{
"p": 0.15612977743148804,
"m": 1.0
},
{
"p": 0.058794520795345306,
"m": 1.0
},
{
"p": 0.1323976069688797,
"m": 1.0
},
{
"p": 0.17388908565044403,
"m": 1.0
},
{
"p": 0.029824338853359222,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.4364198446273804,
"val_loss": 1.0714954137802124,
"acc": 65.54,
"time": 85.54013629001565,
"param": [
{
"p": 0.09418553858995438,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08814310282468796,
"m": 1.0
},
{
"p": 0.060042090713977814,
"m": 1.0
},
{
"p": 0.01916361227631569,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06209086999297142,
"m": 1.0
},
{
"p": 0.06172578036785126,
"m": 1.0
},
{
"p": 0.06259727478027344,
"m": 1.0
},
{
"p": 0.16170546412467957,
"m": 1.0
},
{
"p": 0.07184895873069763,
"m": 1.0
},
{
"p": 0.1385367214679718,
"m": 1.0
},
{
"p": 0.16196423768997192,
"m": 1.0
},
{
"p": 0.01799631305038929,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.3480055332183838,
"val_loss": 0.8836350440979004,
"acc": 64.53,
"time": 82.82264155405574,
"param": [
{
"p": 0.09428799152374268,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09367042034864426,
"m": 1.0
},
{
"p": 0.06925005465745926,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.002122133271768689,
"m": 1.0
},
{
"p": 0.06111668050289154,
"m": 1.0
},
{
"p": 0.07318482547998428,
"m": 1.0
},
{
"p": 0.05896154046058655,
"m": 1.0
},
{
"p": 0.1673814207315445,
"m": 1.0
},
{
"p": 0.07034450024366379,
"m": 1.0
},
{
"p": 0.13046011328697205,
"m": 1.0
},
{
"p": 0.16716094315052032,
"m": 1.0
},
{
"p": 0.012059440836310387,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.2087355852127075,
"val_loss": 0.9458838105201721,
"acc": 65.43,
"time": 85.36359656206332,
"param": [
{
"p": 0.09320002794265747,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09791386127471924,
"m": 1.0
},
{
"p": 0.06584937870502472,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05991623178124428,
"m": 1.0
},
{
"p": 0.07680980116128922,
"m": 1.0
},
{
"p": 0.049101460725069046,
"m": 1.0
},
{
"p": 0.1820671260356903,
"m": 1.0
},
{
"p": 0.05878573656082153,
"m": 1.0
},
{
"p": 0.12397167086601257,
"m": 1.0
},
{
"p": 0.19238463044166565,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.0389204025268555,
"val_loss": 0.8855674266815186,
"acc": 66.12,
"time": 83.98737479303963,
"param": [
{
"p": 0.09272503107786179,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09952857345342636,
"m": 1.0
},
{
"p": 0.05313754454255104,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0705331563949585,
"m": 1.0
},
{
"p": 0.07576493173837662,
"m": 1.0
},
{
"p": 0.027670415118336678,
"m": 1.0
},
{
"p": 0.19436949491500854,
"m": 1.0
},
{
"p": 0.04998696967959404,
"m": 1.0
},
{
"p": 0.11840953677892685,
"m": 1.0
},
{
"p": 0.21787437796592712,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.2214421033859253,
"val_loss": 0.9779534935951233,
"acc": 65.83,
"time": 84.27279951306991,
"param": [
{
"p": 0.09318192303180695,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11463712155818939,
"m": 1.0
},
{
"p": 0.04286830127239227,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00018674001330509782,
"m": 1.0
},
{
"p": 0.06372963637113571,
"m": 1.0
},
{
"p": 0.07563304901123047,
"m": 1.0
},
{
"p": 0.012975399382412434,
"m": 1.0
},
{
"p": 0.20437820255756378,
"m": 1.0
},
{
"p": 0.04812826216220856,
"m": 1.0
},
{
"p": 0.12153346836566925,
"m": 1.0
},
{
"p": 0.22274789214134216,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.193922996520996,
"val_loss": 1.037054181098938,
"acc": 65.39,
"time": 89.53292227303609,
"param": [
{
"p": 0.09802456945180893,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13472220301628113,
"m": 1.0
},
{
"p": 0.0321904756128788,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0006015971885062754,
"m": 1.0
},
{
"p": 0.04797133430838585,
"m": 1.0
},
{
"p": 0.07818993180990219,
"m": 1.0
},
{
"p": 0.006637467537075281,
"m": 1.0
},
{
"p": 0.20801368355751038,
"m": 1.0
},
{
"p": 0.04091421514749527,
"m": 1.0
},
{
"p": 0.14213404059410095,
"m": 1.0
},
{
"p": 0.2106005996465683,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.2413330078125,
"val_loss": 1.0129107236862183,
"acc": 66.59,
"time": 91.47710876306519,
"param": [
{
"p": 0.10475809127092361,
"m": 1.0
},
{
"p": 0.0004129987792111933,
"m": 1.0
},
{
"p": 0.1427730917930603,
"m": 1.0
},
{
"p": 0.02895328775048256,
"m": 1.0
},
{
"p": 0.0004075534816365689,
"m": 1.0
},
{
"p": 0.002369134221225977,
"m": 1.0
},
{
"p": 0.03872331976890564,
"m": 1.0
},
{
"p": 0.07830396294593811,
"m": 1.0
},
{
"p": 0.015982113778591156,
"m": 1.0
},
{
"p": 0.2060275375843048,
"m": 1.0
},
{
"p": 0.026849547401070595,
"m": 1.0
},
{
"p": 0.14844657480716705,
"m": 1.0
},
{
"p": 0.19869260489940643,
"m": 1.0
},
{
"p": 0.007300189230591059,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.9216246008872986,
"val_loss": 0.8896802663803101,
"acc": 67.2,
"time": 85.75081237498671,
"param": [
{
"p": 0.10607494413852692,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13531911373138428,
"m": 1.0
},
{
"p": 0.0359715074300766,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03914519026875496,
"m": 1.0
},
{
"p": 0.08771588653326035,
"m": 1.0
},
{
"p": 0.04071686416864395,
"m": 1.0
},
{
"p": 0.19031043350696564,
"m": 1.0
},
{
"p": 0.0293299350887537,
"m": 1.0
},
{
"p": 0.14167779684066772,
"m": 1.0
},
{
"p": 0.18063762784004211,
"m": 1.0
},
{
"p": 0.013100774958729744,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.1390107870101929,
"val_loss": 0.8954319357872009,
"acc": 66.81,
"time": 83.17168383789249,
"param": [
{
"p": 0.11111380159854889,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1315411478281021,
"m": 1.0
},
{
"p": 0.0513681136071682,
"m": 1.0
},
{
"p": 0.009279207326471806,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04318428039550781,
"m": 1.0
},
{
"p": 0.09541425853967667,
"m": 1.0
},
{
"p": 0.055498361587524414,
"m": 1.0
},
{
"p": 0.15995940566062927,
"m": 1.0
},
{
"p": 0.021493785083293915,
"m": 1.0
},
{
"p": 0.13525184988975525,
"m": 1.0
},
{
"p": 0.16793400049209595,
"m": 1.0
},
{
"p": 0.017961861565709114,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2465182542800903,
"val_loss": 0.9725402593612671,
"acc": 67.57,
"time": 82.68748391489498,
"param": [
{
"p": 0.11312013119459152,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12878480553627014,
"m": 1.0
},
{
"p": 0.06520963460206985,
"m": 1.0
},
{
"p": 0.010176424868404865,
"m": 1.0
},
{
"p": 0.002130420645698905,
"m": 1.0
},
{
"p": 0.040577009320259094,
"m": 1.0
},
{
"p": 0.0930735245347023,
"m": 1.0
},
{
"p": 0.0796104371547699,
"m": 1.0
},
{
"p": 0.13082562386989594,
"m": 1.0
},
{
"p": 0.004373687785118818,
"m": 1.0
},
{
"p": 0.15024343132972717,
"m": 1.0
},
{
"p": 0.16008508205413818,
"m": 1.0
},
{
"p": 0.021789876744151115,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.1996278762817383,
"val_loss": 0.9007476568222046,
"acc": 66.31,
"time": 82.86616213805974,
"param": [
{
"p": 0.12246520072221756,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11204992234706879,
"m": 1.0
},
{
"p": 0.07439490407705307,
"m": 1.0
},
{
"p": 0.022406259551644325,
"m": 1.0
},
{
"p": 0.008842851966619492,
"m": 1.0
},
{
"p": 0.04863886162638664,
"m": 1.0
},
{
"p": 0.0913543850183487,
"m": 1.0
},
{
"p": 0.08674494177103043,
"m": 1.0
},
{
"p": 0.09789241850376129,
"m": 1.0
},
{
"p": 0.00535563426092267,
"m": 1.0
},
{
"p": 0.14948968589305878,
"m": 1.0
},
{
"p": 0.1480187624692917,
"m": 1.0
},
{
"p": 0.0323462039232254,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.0918654203414917,
"val_loss": 0.856930673122406,
"acc": 67.53,
"time": 85.93850421113893,
"param": [
{
"p": 0.1276881843805313,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.101425401866436,
"m": 1.0
},
{
"p": 0.07616136223077774,
"m": 1.0
},
{
"p": 0.021800870075821877,
"m": 1.0
},
{
"p": 0.01217880379408598,
"m": 1.0
},
{
"p": 0.05218559131026268,
"m": 1.0
},
{
"p": 0.10184044390916824,
"m": 1.0
},
{
"p": 0.0893816351890564,
"m": 1.0
},
{
"p": 0.0799778625369072,
"m": 1.0
},
{
"p": 0.005964437033981085,
"m": 1.0
},
{
"p": 0.15713980793952942,
"m": 1.0
},
{
"p": 0.14331407845020294,
"m": 1.0
},
{
"p": 0.030941441655158997,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.1490345001220703,
"val_loss": 0.8870027661323547,
"acc": 68.19,
"time": 93.55161641607992,
"param": [
{
"p": 0.11600081622600555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0846625491976738,
"m": 1.0
},
{
"p": 0.07360435277223587,
"m": 1.0
},
{
"p": 0.025073617696762085,
"m": 1.0
},
{
"p": 0.02345745638012886,
"m": 1.0
},
{
"p": 0.05261225253343582,
"m": 1.0
},
{
"p": 0.10935984551906586,
"m": 1.0
},
{
"p": 0.09129057824611664,
"m": 1.0
},
{
"p": 0.07556355744600296,
"m": 1.0
},
{
"p": 0.013389998115599155,
"m": 1.0
},
{
"p": 0.15908914804458618,
"m": 1.0
},
{
"p": 0.14785975217819214,
"m": 1.0
},
{
"p": 0.028036167845129967,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.0553780794143677,
"val_loss": 0.9306752681732178,
"acc": 68.28,
"time": 82.95162062300369,
"param": [
{
"p": 0.11344722658395767,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06761351227760315,
"m": 1.0
},
{
"p": 0.060177091509103775,
"m": 1.0
},
{
"p": 0.019511746242642403,
"m": 1.0
},
{
"p": 0.04131310060620308,
"m": 1.0
},
{
"p": 0.054233867675065994,
"m": 1.0
},
{
"p": 0.10607187449932098,
"m": 1.0
},
{
"p": 0.09669193625450134,
"m": 1.0
},
{
"p": 0.07508005946874619,
"m": 1.0
},
{
"p": 0.026329245418310165,
"m": 1.0
},
{
"p": 0.16259975731372833,
"m": 1.0
},
{
"p": 0.14965324103832245,
"m": 1.0
},
{
"p": 0.027277370914816856,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2587822675704956,
"val_loss": 0.9021943211555481,
"acc": 68.38,
"time": 85.1084577429574,
"param": [
{
"p": 0.12117492407560349,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.062459371984004974,
"m": 1.0
},
{
"p": 0.05289590358734131,
"m": 1.0
},
{
"p": 0.0168578140437603,
"m": 1.0
},
{
"p": 0.05050763487815857,
"m": 1.0
},
{
"p": 0.04601968824863434,
"m": 1.0
},
{
"p": 0.09223836660385132,
"m": 1.0
},
{
"p": 0.11167873442173004,
"m": 1.0
},
{
"p": 0.057644765824079514,
"m": 1.0
},
{
"p": 0.03611250966787338,
"m": 1.0
},
{
"p": 0.1715754121541977,
"m": 1.0
},
{
"p": 0.1402260661125183,
"m": 1.0
},
{
"p": 0.04060874879360199,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.994683027267456,
"val_loss": 1.0414453744888306,
"acc": 67.68,
"time": 87.01306340005249,
"param": [
{
"p": 0.15378232300281525,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05237703397870064,
"m": 1.0
},
{
"p": 0.03292643278837204,
"m": 1.0
},
{
"p": 0.005675572901964188,
"m": 1.0
},
{
"p": 0.04744690656661987,
"m": 1.0
},
{
"p": 0.01933649741113186,
"m": 1.0
},
{
"p": 0.07775269448757172,
"m": 1.0
},
{
"p": 0.12894301116466522,
"m": 1.0
},
{
"p": 0.033962611109018326,
"m": 1.0
},
{
"p": 0.028446756303310394,
"m": 1.0
},
{
"p": 0.20872841775417328,
"m": 1.0
},
{
"p": 0.16040322184562683,
"m": 1.0
},
{
"p": 0.050218526273965836,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.0758254528045654,
"val_loss": 1.0682660341262817,
"acc": 67.1,
"time": 89.5575952809304,
"param": [
{
"p": 0.18367354571819305,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040298592299222946,
"m": 1.0
},
{
"p": 0.009554707445204258,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03318941220641136,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06933248788118362,
"m": 1.0
},
{
"p": 0.1409938931465149,
"m": 1.0
},
{
"p": 0.01714818738400936,
"m": 1.0
},
{
"p": 0.01864619553089142,
"m": 1.0
},
{
"p": 0.257553368806839,
"m": 1.0
},
{
"p": 0.17921365797519684,
"m": 1.0
},
{
"p": 0.050395987927913666,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.8251791000366211,
"val_loss": 0.8786454200744629,
"acc": 67.55,
"time": 82.40734519483522,
"param": [
{
"p": 0.21498070657253265,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019459210336208344,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0002090771304210648,
"m": 1.0
},
{
"p": 0.03299394249916077,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.053516220301389694,
"m": 1.0
},
{
"p": 0.13825175166130066,
"m": 1.0
},
{
"p": 0.00410827063024044,
"m": 1.0
},
{
"p": 0.002717168303206563,
"m": 1.0
},
{
"p": 0.31316521763801575,
"m": 1.0
},
{
"p": 0.18518009781837463,
"m": 1.0
},
{
"p": 0.035418346524238586,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.2119306325912476,
"val_loss": 0.9487240314483643,
"acc": 67.62,
"time": 92.662175625097,
"param": [
{
"p": 0.21922120451927185,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012595504522323608,
"m": 1.0
},
{
"p": 0.0044211335480213165,
"m": 1.0
},
{
"p": 0.004087100736796856,
"m": 1.0
},
{
"p": 0.03963609039783478,
"m": 1.0
},
{
"p": 0.015530519187450409,
"m": 1.0
},
{
"p": 0.044992588460445404,
"m": 1.0
},
{
"p": 0.1332976222038269,
"m": 1.0
},
{
"p": 0.014501961879432201,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.32766634225845337,
"m": 1.0
},
{
"p": 0.16861626505851746,
"m": 1.0
},
{
"p": 0.015433656983077526,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.0308681726455688,
"val_loss": 0.8334435820579529,
"acc": 67.54,
"time": 97.90323440311477,
"param": [
{
"p": 0.21262840926647186,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011629299260675907,
"m": 1.0
},
{
"p": 0.005986553151160479,
"m": 1.0
},
{
"p": 0.01315219234675169,
"m": 1.0
},
{
"p": 0.045980773866176605,
"m": 1.0
},
{
"p": 0.035187143832445145,
"m": 1.0
},
{
"p": 0.03044125624001026,
"m": 1.0
},
{
"p": 0.13262403011322021,
"m": 1.0
},
{
"p": 0.01982160098850727,
"m": 1.0
},
{
"p": 0.0016863540513440967,
"m": 1.0
},
{
"p": 0.32674917578697205,
"m": 1.0
},
{
"p": 0.1465967893600464,
"m": 1.0
},
{
"p": 0.01751643978059292,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.9078887104988098,
"val_loss": 0.878580629825592,
"acc": 67.78,
"time": 93.87037393893115,
"param": [
{
"p": 0.19764183461666107,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01776120439171791,
"m": 1.0
},
{
"p": 0.011397259309887886,
"m": 1.0
},
{
"p": 0.019789639860391617,
"m": 1.0
},
{
"p": 0.054570868611335754,
"m": 1.0
},
{
"p": 0.04455607011914253,
"m": 1.0
},
{
"p": 0.027991149574518204,
"m": 1.0
},
{
"p": 0.13356375694274902,
"m": 1.0
},
{
"p": 0.02091110311448574,
"m": 1.0
},
{
"p": 0.007719716522842646,
"m": 1.0
},
{
"p": 0.314278781414032,
"m": 1.0
},
{
"p": 0.12157051265239716,
"m": 1.0
},
{
"p": 0.028248067945241928,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.198944091796875,
"val_loss": 0.9685752391815186,
"acc": 69.38,
"time": 83.04898525797762,
"param": [
{
"p": 0.1766400933265686,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0275043323636055,
"m": 1.0
},
{
"p": 0.017857806757092476,
"m": 1.0
},
{
"p": 0.023993832990527153,
"m": 1.0
},
{
"p": 0.06297684460878372,
"m": 1.0
},
{
"p": 0.05499361827969551,
"m": 1.0
},
{
"p": 0.02902199514210224,
"m": 1.0
},
{
"p": 0.12424067407846451,
"m": 1.0
},
{
"p": 0.02403075434267521,
"m": 1.0
},
{
"p": 0.029510362073779106,
"m": 1.0
},
{
"p": 0.28726550936698914,
"m": 1.0
},
{
"p": 0.11002715677022934,
"m": 1.0
},
{
"p": 0.03193697705864906,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.8572065830230713,
"val_loss": 0.9162672758102417,
"acc": 68.3,
"time": 83.96319584501907,
"param": [
{
"p": 0.16804075241088867,
"m": 1.0
},
{
"p": 0.0010069127893075347,
"m": 1.0
},
{
"p": 0.039833277463912964,
"m": 1.0
},
{
"p": 0.01318106334656477,
"m": 1.0
},
{
"p": 0.013415529392659664,
"m": 1.0
},
{
"p": 0.05648251250386238,
"m": 1.0
},
{
"p": 0.07154108583927155,
"m": 1.0
},
{
"p": 0.029771851375699043,
"m": 1.0
},
{
"p": 0.11332333087921143,
"m": 1.0
},
{
"p": 0.03074001520872116,
"m": 1.0
},
{
"p": 0.05230260267853737,
"m": 1.0
},
{
"p": 0.2753109037876129,
"m": 1.0
},
{
"p": 0.11215054243803024,
"m": 1.0
},
{
"p": 0.022899631410837173,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.9346616864204407,
"val_loss": 0.8512173295021057,
"acc": 69.13,
"time": 85.97018528706394,
"param": [
{
"p": 0.1572427600622177,
"m": 1.0
},
{
"p": 0.008946813642978668,
"m": 1.0
},
{
"p": 0.042138826102018356,
"m": 1.0
},
{
"p": 0.0208910945802927,
"m": 1.0
},
{
"p": 0.0009375590598210692,
"m": 1.0
},
{
"p": 0.0473790243268013,
"m": 1.0
},
{
"p": 0.06495392322540283,
"m": 1.0
},
{
"p": 0.035283464938402176,
"m": 1.0
},
{
"p": 0.10909178107976913,
"m": 1.0
},
{
"p": 0.04860329627990723,
"m": 1.0
},
{
"p": 0.08262159675359726,
"m": 1.0
},
{
"p": 0.2570737302303314,
"m": 1.0
},
{
"p": 0.11557126045227051,
"m": 1.0
},
{
"p": 0.009264905005693436,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.9248756170272827,
"val_loss": 0.7841275930404663,
"acc": 69.01,
"time": 89.94794978993014,
"param": [
{
"p": 0.14305587112903595,
"m": 1.0
},
{
"p": 0.015131021849811077,
"m": 1.0
},
{
"p": 0.055704034864902496,
"m": 1.0
},
{
"p": 0.03480521962046623,
"m": 1.0
},
{
"p": 0.0009761315304785967,
"m": 1.0
},
{
"p": 0.0482294075191021,
"m": 1.0
},
{
"p": 0.05107812583446503,
"m": 1.0
},
{
"p": 0.044005271047353745,
"m": 1.0
},
{
"p": 0.10386990755796432,
"m": 1.0
},
{
"p": 0.059027694165706635,
"m": 1.0
},
{
"p": 0.0985446348786354,
"m": 1.0
},
{
"p": 0.21334679424762726,
"m": 1.0
},
{
"p": 0.11450646817684174,
"m": 1.0
},
{
"p": 0.01771942712366581,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.0774142742156982,
"val_loss": 0.9756574630737305,
"acc": 69.14,
"time": 83.10764947906137,
"param": [
{
"p": 0.11869267374277115,
"m": 1.0
},
{
"p": 0.023209216073155403,
"m": 1.0
},
{
"p": 0.05731561779975891,
"m": 1.0
},
{
"p": 0.05340077728033066,
"m": 1.0
},
{
"p": 0.009585550986230373,
"m": 1.0
},
{
"p": 0.040151916444301605,
"m": 1.0
},
{
"p": 0.0391555093228817,
"m": 1.0
},
{
"p": 0.060751426964998245,
"m": 1.0
},
{
"p": 0.096225805580616,
"m": 1.0
},
{
"p": 0.06861526519060135,
"m": 1.0
},
{
"p": 0.1096428632736206,
"m": 1.0
},
{
"p": 0.17604000866413116,
"m": 1.0
},
{
"p": 0.10702188313007355,
"m": 1.0
},
{
"p": 0.040191400796175,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.8132900595664978,
"val_loss": 0.898564875125885,
"acc": 69.87,
"time": 83.61760057206266,
"param": [
{
"p": 0.12679503858089447,
"m": 1.0
},
{
"p": 0.0060261888429522514,
"m": 1.0
},
{
"p": 0.0521414540708065,
"m": 1.0
},
{
"p": 0.0614633709192276,
"m": 1.0
},
{
"p": 0.018811805173754692,
"m": 1.0
},
{
"p": 0.0241091288626194,
"m": 1.0
},
{
"p": 0.029173729941248894,
"m": 1.0
},
{
"p": 0.0718429908156395,
"m": 1.0
},
{
"p": 0.0920911356806755,
"m": 1.0
},
{
"p": 0.07338277995586395,
"m": 1.0
},
{
"p": 0.11561474204063416,
"m": 1.0
},
{
"p": 0.1724129170179367,
"m": 1.0
},
{
"p": 0.10891148447990417,
"m": 1.0
},
{
"p": 0.04722323268651962,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.9912421703338623,
"val_loss": 0.9661061763763428,
"acc": 68.07,
"time": 87.99290068703704,
"param": [
{
"p": 0.13867241144180298,
"m": 1.0
},
{
"p": 0.0009747985168360174,
"m": 1.0
},
{
"p": 0.0568852536380291,
"m": 1.0
},
{
"p": 0.05532478168606758,
"m": 1.0
},
{
"p": 0.03230343759059906,
"m": 1.0
},
{
"p": 0.010297639295458794,
"m": 1.0
},
{
"p": 0.026522861793637276,
"m": 1.0
},
{
"p": 0.07485810667276382,
"m": 1.0
},
{
"p": 0.08216720074415207,
"m": 1.0
},
{
"p": 0.07517623901367188,
"m": 1.0
},
{
"p": 0.1130608320236206,
"m": 1.0
},
{
"p": 0.17803426086902618,
"m": 1.0
},
{
"p": 0.10613325983285904,
"m": 1.0
},
{
"p": 0.04958892613649368,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.0912401676177979,
"val_loss": 0.9034613966941833,
"acc": 69.1,
"time": 83.39796356600709,
"param": [
{
"p": 0.12971064448356628,
"m": 1.0
},
{
"p": 0.003113140119239688,
"m": 1.0
},
{
"p": 0.055730268359184265,
"m": 1.0
},
{
"p": 0.04715881496667862,
"m": 1.0
},
{
"p": 0.05773685872554779,
"m": 1.0
},
{
"p": 0.006636084523051977,
"m": 1.0
},
{
"p": 0.04535813629627228,
"m": 1.0
},
{
"p": 0.06646914780139923,
"m": 1.0
},
{
"p": 0.07757961004972458,
"m": 1.0
},
{
"p": 0.07305196672677994,
"m": 1.0
},
{
"p": 0.10632734000682831,
"m": 1.0
},
{
"p": 0.16757556796073914,
"m": 1.0
},
{
"p": 0.1004244014620781,
"m": 1.0
},
{
"p": 0.0631280466914177,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.0592231750488281,
"val_loss": 0.8870428204536438,
"acc": 69.62,
"time": 82.83470760309137,
"param": [
{
"p": 0.12297630310058594,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05578060448169708,
"m": 1.0
},
{
"p": 0.038502611219882965,
"m": 1.0
},
{
"p": 0.08199217170476913,
"m": 1.0
},
{
"p": 0.019206451252102852,
"m": 1.0
},
{
"p": 0.04879932478070259,
"m": 1.0
},
{
"p": 0.06527446955442429,
"m": 1.0
},
{
"p": 0.08376459777355194,
"m": 1.0
},
{
"p": 0.057423096150159836,
"m": 1.0
},
{
"p": 0.09763602167367935,
"m": 1.0
},
{
"p": 0.16191153228282928,
"m": 1.0
},
{
"p": 0.09648008644580841,
"m": 1.0
},
{
"p": 0.07025279849767685,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.109883189201355,
"val_loss": 0.9085809588432312,
"acc": 70.15,
"time": 85.54345336300321,
"param": [
{
"p": 0.11955124139785767,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.054195765405893326,
"m": 1.0
},
{
"p": 0.024045048281550407,
"m": 1.0
},
{
"p": 0.09360840171575546,
"m": 1.0
},
{
"p": 0.04012175276875496,
"m": 1.0
},
{
"p": 0.04836461320519447,
"m": 1.0
},
{
"p": 0.055435940623283386,
"m": 1.0
},
{
"p": 0.08526550978422165,
"m": 1.0
},
{
"p": 0.059018153697252274,
"m": 1.0
},
{
"p": 0.08448707312345505,
"m": 1.0
},
{
"p": 0.16862908005714417,
"m": 1.0
},
{
"p": 0.1026320531964302,
"m": 1.0
},
{
"p": 0.06464540213346481,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.9840508103370667,
"val_loss": 0.781160295009613,
"acc": 70.4,
"time": 89.99689319683239,
"param": [
{
"p": 0.11483614146709442,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05788370966911316,
"m": 1.0
},
{
"p": 0.020024150609970093,
"m": 1.0
},
{
"p": 0.08408547192811966,
"m": 1.0
},
{
"p": 0.05068817734718323,
"m": 1.0
},
{
"p": 0.04025401547551155,
"m": 1.0
},
{
"p": 0.06109559163451195,
"m": 1.0
},
{
"p": 0.0833473652601242,
"m": 1.0
},
{
"p": 0.0664614737033844,
"m": 1.0
},
{
"p": 0.07003681361675262,
"m": 1.0
},
{
"p": 0.16460949182510376,
"m": 1.0
},
{
"p": 0.11796924471855164,
"m": 1.0
},
{
"p": 0.06870827078819275,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.9527844190597534,
"val_loss": 0.905566394329071,
"acc": 70.75,
"time": 83.19599600997753,
"param": [
{
"p": 0.10860411822795868,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05957125872373581,
"m": 1.0
},
{
"p": 0.017887882888317108,
"m": 1.0
},
{
"p": 0.06339390575885773,
"m": 1.0
},
{
"p": 0.06073173135519028,
"m": 1.0
},
{
"p": 0.04761777073144913,
"m": 1.0
},
{
"p": 0.06954769045114517,
"m": 1.0
},
{
"p": 0.08352559804916382,
"m": 1.0
},
{
"p": 0.07516857236623764,
"m": 1.0
},
{
"p": 0.0753837451338768,
"m": 1.0
},
{
"p": 0.16227346658706665,
"m": 1.0
},
{
"p": 0.12259470671415329,
"m": 1.0
},
{
"p": 0.05369951203465462,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.8568935394287109,
"val_loss": 0.9700471758842468,
"acc": 70.11,
"time": 90.83089538407512,
"param": [
{
"p": 0.11409801244735718,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05698825791478157,
"m": 1.0
},
{
"p": 0.01227826252579689,
"m": 1.0
},
{
"p": 0.049310363829135895,
"m": 1.0
},
{
"p": 0.05933677777647972,
"m": 1.0
},
{
"p": 0.060252364724874496,
"m": 1.0
},
{
"p": 0.07040058076381683,
"m": 1.0
},
{
"p": 0.08571797609329224,
"m": 1.0
},
{
"p": 0.07712718099355698,
"m": 1.0
},
{
"p": 0.0759384036064148,
"m": 1.0
},
{
"p": 0.169780433177948,
"m": 1.0
},
{
"p": 0.13144168257713318,
"m": 1.0
},
{
"p": 0.03732968494296074,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.0264973640441895,
"val_loss": 0.8668050169944763,
"acc": 69.78,
"time": 93.39427407085896,
"param": [
{
"p": 0.12180908024311066,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034461915493011475,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04512520506978035,
"m": 1.0
},
{
"p": 0.04536103457212448,
"m": 1.0
},
{
"p": 0.05839351564645767,
"m": 1.0
},
{
"p": 0.07176347076892853,
"m": 1.0
},
{
"p": 0.09513060003519058,
"m": 1.0
},
{
"p": 0.0766853541135788,
"m": 1.0
},
{
"p": 0.07157013565301895,
"m": 1.0
},
{
"p": 0.20401149988174438,
"m": 1.0
},
{
"p": 0.15286429226398468,
"m": 1.0
},
{
"p": 0.022823791950941086,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.6427332758903503,
"val_loss": 0.8209148645401001,
"acc": 69.8,
"time": 92.99715072312392,
"param": [
{
"p": 0.1328975260257721,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02231542579829693,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02790873497724533,
"m": 1.0
},
{
"p": 0.028462709859013557,
"m": 1.0
},
{
"p": 0.046792324632406235,
"m": 1.0
},
{
"p": 0.0742134228348732,
"m": 1.0
},
{
"p": 0.10193925350904465,
"m": 1.0
},
{
"p": 0.07943853735923767,
"m": 1.0
},
{
"p": 0.06892840564250946,
"m": 1.0
},
{
"p": 0.24498504400253296,
"m": 1.0
},
{
"p": 0.17053571343421936,
"m": 1.0
},
{
"p": 0.0015829168260097504,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.6812978386878967,
"val_loss": 0.8840112090110779,
"acc": 70.83,
"time": 86.32544639194384,
"param": [
{
"p": 0.13707953691482544,
"m": 1.0
},
{
"p": 0.001999951433390379,
"m": 1.0
},
{
"p": 0.023195534944534302,
"m": 1.0
},
{
"p": 0.0012450986541807652,
"m": 1.0
},
{
"p": 0.014634774997830391,
"m": 1.0
},
{
"p": 0.025520561262965202,
"m": 1.0
},
{
"p": 0.03298918157815933,
"m": 1.0
},
{
"p": 0.07312951236963272,
"m": 1.0
},
{
"p": 0.10347353667020798,
"m": 1.0
},
{
"p": 0.07964523136615753,
"m": 1.0
},
{
"p": 0.06590571999549866,
"m": 1.0
},
{
"p": 0.25557106733322144,
"m": 1.0
},
{
"p": 0.18403348326683044,
"m": 1.0
},
{
"p": 0.001576790353283286,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.9207112193107605,
"val_loss": 0.9155493378639221,
"acc": 69.71,
"time": 97.64619682403281,
"param": [
{
"p": 0.13366246223449707,
"m": 1.0
},
{
"p": 0.01995227113366127,
"m": 1.0
},
{
"p": 0.034442782402038574,
"m": 1.0
},
{
"p": 0.01657838374376297,
"m": 1.0
},
{
"p": 0.022465595975518227,
"m": 1.0
},
{
"p": 0.030309369787573814,
"m": 1.0
},
{
"p": 0.03439358249306679,
"m": 1.0
},
{
"p": 0.06419211626052856,
"m": 1.0
},
{
"p": 0.1053280308842659,
"m": 1.0
},
{
"p": 0.07725797593593597,
"m": 1.0
},
{
"p": 0.05078435689210892,
"m": 1.0
},
{
"p": 0.23391592502593994,
"m": 1.0
},
{
"p": 0.15751919150352478,
"m": 1.0
},
{
"p": 0.019197864457964897,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.8765326738357544,
"val_loss": 0.8564939498901367,
"acc": 70.55,
"time": 84.3420288960915,
"param": [
{
"p": 0.12326531857252121,
"m": 1.0
},
{
"p": 0.02543731778860092,
"m": 1.0
},
{
"p": 0.04263931140303612,
"m": 1.0
},
{
"p": 0.03924018517136574,
"m": 1.0
},
{
"p": 0.0325201041996479,
"m": 1.0
},
{
"p": 0.04040256887674332,
"m": 1.0
},
{
"p": 0.04231638461351395,
"m": 1.0
},
{
"p": 0.06331074982881546,
"m": 1.0
},
{
"p": 0.10124153643846512,
"m": 1.0
},
{
"p": 0.07834146171808243,
"m": 1.0
},
{
"p": 0.04317088425159454,
"m": 1.0
},
{
"p": 0.1894584745168686,
"m": 1.0
},
{
"p": 0.12780071794986725,
"m": 1.0
},
{
"p": 0.050855085253715515,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.119217872619629,
"val_loss": 0.8966798186302185,
"acc": 69.51,
"time": 86.41140650282614,
"param": [
{
"p": 0.11547794938087463,
"m": 1.0
},
{
"p": 0.025148490443825722,
"m": 1.0
},
{
"p": 0.050018925219774246,
"m": 1.0
},
{
"p": 0.035879600793123245,
"m": 1.0
},
{
"p": 0.04770310968160629,
"m": 1.0
},
{
"p": 0.05731966719031334,
"m": 1.0
},
{
"p": 0.0371190570294857,
"m": 1.0
},
{
"p": 0.0650685727596283,
"m": 1.0
},
{
"p": 0.09589503705501556,
"m": 1.0
},
{
"p": 0.0826297253370285,
"m": 1.0
},
{
"p": 0.06114930659532547,
"m": 1.0
},
{
"p": 0.15313033759593964,
"m": 1.0
},
{
"p": 0.11499058455228806,
"m": 1.0
},
{
"p": 0.05846967175602913,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.2181464433670044,
"val_loss": 0.8324041962623596,
"acc": 71.03,
"time": 96.23664016509429,
"param": [
{
"p": 0.11315403133630753,
"m": 1.0
},
{
"p": 0.015803145244717598,
"m": 1.0
},
{
"p": 0.0450899638235569,
"m": 1.0
},
{
"p": 0.022621488198637962,
"m": 1.0
},
{
"p": 0.05218444764614105,
"m": 1.0
},
{
"p": 0.06782247871160507,
"m": 1.0
},
{
"p": 0.020770160481333733,
"m": 1.0
},
{
"p": 0.06056959182024002,
"m": 1.0
},
{
"p": 0.08854494243860245,
"m": 1.0
},
{
"p": 0.09535487741231918,
"m": 1.0
},
{
"p": 0.08998209238052368,
"m": 1.0
},
{
"p": 0.1469656080007553,
"m": 1.0
},
{
"p": 0.11896950751543045,
"m": 1.0
},
{
"p": 0.062167659401893616,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.994500458240509,
"val_loss": 0.8036741614341736,
"acc": 70.64,
"time": 89.8464946448803,
"param": [
{
"p": 0.12380219250917435,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04495101794600487,
"m": 1.0
},
{
"p": 0.020877264440059662,
"m": 1.0
},
{
"p": 0.04610184580087662,
"m": 1.0
},
{
"p": 0.08734577149152756,
"m": 1.0
},
{
"p": 0.002353015122935176,
"m": 1.0
},
{
"p": 0.04960988461971283,
"m": 1.0
},
{
"p": 0.08570623397827148,
"m": 1.0
},
{
"p": 0.10400788486003876,
"m": 1.0
},
{
"p": 0.11031327396631241,
"m": 1.0
},
{
"p": 0.14696232974529266,
"m": 1.0
},
{
"p": 0.11978141218423843,
"m": 1.0
},
{
"p": 0.058187805116176605,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.9997375011444092,
"val_loss": 0.7714599967002869,
"acc": 71.37,
"time": 83.66652187495492,
"param": [
{
"p": 0.12701156735420227,
"m": 1.0
},
{
"p": 0.0007814675918780267,
"m": 1.0
},
{
"p": 0.04300762340426445,
"m": 1.0
},
{
"p": 0.02100781910121441,
"m": 1.0
},
{
"p": 0.04074908420443535,
"m": 1.0
},
{
"p": 0.10635638236999512,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03737562522292137,
"m": 1.0
},
{
"p": 0.07682186365127563,
"m": 1.0
},
{
"p": 0.10243133455514908,
"m": 1.0
},
{
"p": 0.12019678205251694,
"m": 1.0
},
{
"p": 0.13444338738918304,
"m": 1.0
},
{
"p": 0.13092133402824402,
"m": 1.0
},
{
"p": 0.05889575183391571,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.840144693851471,
"val_loss": 0.9222412109375,
"acc": 70.71,
"time": 84.8913960698992,
"param": [
{
"p": 0.1288754642009735,
"m": 1.0
},
{
"p": 0.018336383625864983,
"m": 1.0
},
{
"p": 0.05151630938053131,
"m": 1.0
},
{
"p": 0.03319172188639641,
"m": 1.0
},
{
"p": 0.05065770819783211,
"m": 1.0
},
{
"p": 0.09590993076562881,
"m": 1.0
},
{
"p": 0.011348358355462551,
"m": 1.0
},
{
"p": 0.041731446981430054,
"m": 1.0
},
{
"p": 0.05499829724431038,
"m": 1.0
},
{
"p": 0.08604912459850311,
"m": 1.0
},
{
"p": 0.12113270908594131,
"m": 1.0
},
{
"p": 0.11879858374595642,
"m": 1.0
},
{
"p": 0.13222044706344604,
"m": 1.0
},
{
"p": 0.05523357167840004,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.8172163367271423,
"val_loss": 0.7832677960395813,
"acc": 70.99,
"time": 85.63880802388303,
"param": [
{
"p": 0.13169772922992706,
"m": 1.0
},
{
"p": 0.02807479351758957,
"m": 1.0
},
{
"p": 0.06267466396093369,
"m": 1.0
},
{
"p": 0.023366441950201988,
"m": 1.0
},
{
"p": 0.0446244515478611,
"m": 1.0
},
{
"p": 0.08614139258861542,
"m": 1.0
},
{
"p": 0.0276423841714859,
"m": 1.0
},
{
"p": 0.041937220841646194,
"m": 1.0
},
{
"p": 0.0565890297293663,
"m": 1.0
},
{
"p": 0.07460217922925949,
"m": 1.0
},
{
"p": 0.12269207835197449,
"m": 1.0
},
{
"p": 0.12703387439250946,
"m": 1.0
},
{
"p": 0.1281137615442276,
"m": 1.0
},
{
"p": 0.044809989631175995,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.8769169449806213,
"val_loss": 0.8212548494338989,
"acc": 70.91,
"time": 83.78018981893547,
"param": [
{
"p": 0.1488530933856964,
"m": 1.0
},
{
"p": 0.03001711703836918,
"m": 1.0
},
{
"p": 0.07204598933458328,
"m": 1.0
},
{
"p": 0.01509513147175312,
"m": 1.0
},
{
"p": 0.028279943391680717,
"m": 1.0
},
{
"p": 0.08273519575595856,
"m": 1.0
},
{
"p": 0.041128724813461304,
"m": 1.0
},
{
"p": 0.043943457305431366,
"m": 1.0
},
{
"p": 0.06530492752790451,
"m": 1.0
},
{
"p": 0.07912518084049225,
"m": 1.0
},
{
"p": 0.110179603099823,
"m": 1.0
},
{
"p": 0.12045741826295853,
"m": 1.0
},
{
"p": 0.11508166044950485,
"m": 1.0
},
{
"p": 0.047752562910318375,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.966428816318512,
"val_loss": 0.8612014651298523,
"acc": 71.2,
"time": 84.41126238694414,
"param": [
{
"p": 0.16928444802761078,
"m": 1.0
},
{
"p": 0.019453439861536026,
"m": 1.0
},
{
"p": 0.07216764986515045,
"m": 1.0
},
{
"p": 0.02017427608370781,
"m": 1.0
},
{
"p": 0.020539943128824234,
"m": 1.0
},
{
"p": 0.08205004036426544,
"m": 1.0
},
{
"p": 0.03896564990282059,
"m": 1.0
},
{
"p": 0.04471370205283165,
"m": 1.0
},
{
"p": 0.06486788392066956,
"m": 1.0
},
{
"p": 0.08142691850662231,
"m": 1.0
},
{
"p": 0.10515177249908447,
"m": 1.0
},
{
"p": 0.1078028604388237,
"m": 1.0
},
{
"p": 0.12702693045139313,
"m": 1.0
},
{
"p": 0.04637448117136955,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.7396377325057983,
"val_loss": 0.9153546094894409,
"acc": 70.99,
"time": 83.80832661106251,
"param": [
{
"p": 0.17451409995555878,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06817328184843063,
"m": 1.0
},
{
"p": 0.013375036418437958,
"m": 1.0
},
{
"p": 0.030710382387042046,
"m": 1.0
},
{
"p": 0.0896674394607544,
"m": 1.0
},
{
"p": 0.04733164235949516,
"m": 1.0
},
{
"p": 0.04071745648980141,
"m": 1.0
},
{
"p": 0.06488124281167984,
"m": 1.0
},
{
"p": 0.08474691212177277,
"m": 1.0
},
{
"p": 0.10274638235569,
"m": 1.0
},
{
"p": 0.0976453348994255,
"m": 1.0
},
{
"p": 0.14296893775463104,
"m": 1.0
},
{
"p": 0.042521823197603226,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.7879736423492432,
"val_loss": 0.8601782321929932,
"acc": 70.54,
"time": 88.82102617691271,
"param": [
{
"p": 0.18134474754333496,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07394694536924362,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03811633959412575,
"m": 1.0
},
{
"p": 0.08190008997917175,
"m": 1.0
},
{
"p": 0.033592574298381805,
"m": 1.0
},
{
"p": 0.025267470628023148,
"m": 1.0
},
{
"p": 0.059029001742601395,
"m": 1.0
},
{
"p": 0.08859933912754059,
"m": 1.0
},
{
"p": 0.1247192770242691,
"m": 1.0
},
{
"p": 0.09260038286447525,
"m": 1.0
},
{
"p": 0.16260071098804474,
"m": 1.0
},
{
"p": 0.0382830873131752,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.0086640119552612,
"val_loss": 0.915647566318512,
"acc": 69.51,
"time": 94.68235480017029,
"param": [
{
"p": 0.19609376788139343,
"m": 1.0
},
{
"p": 0.008969477377831936,
"m": 1.0
},
{
"p": 0.07570206373929977,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.035535018891096115,
"m": 1.0
},
{
"p": 0.07127317786216736,
"m": 1.0
},
{
"p": 0.0316261425614357,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05613033100962639,
"m": 1.0
},
{
"p": 0.09076704829931259,
"m": 1.0
},
{
"p": 0.14488206803798676,
"m": 1.0
},
{
"p": 0.084441177546978,
"m": 1.0
},
{
"p": 0.1708122342824936,
"m": 1.0
},
{
"p": 0.03376749902963638,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.0005663633346558,
"val_loss": 0.8124681115150452,
"acc": 71.01,
"time": 93.66262533003464,
"param": [
{
"p": 0.22364935278892517,
"m": 1.0
},
{
"p": 0.00909245852380991,
"m": 1.0
},
{
"p": 0.07042129337787628,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.031416989862918854,
"m": 1.0
},
{
"p": 0.07375866919755936,
"m": 1.0
},
{
"p": 0.010856818407773972,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.030806012451648712,
"m": 1.0
},
{
"p": 0.09698238223791122,
"m": 1.0
},
{
"p": 0.16293996572494507,
"m": 1.0
},
{
"p": 0.06902525573968887,
"m": 1.0
},
{
"p": 0.18981178104877472,
"m": 1.0
},
{
"p": 0.031239019706845284,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.8293473720550537,
"val_loss": 0.8289496302604675,
"acc": 70.79,
"time": 97.28980053099804,
"param": [
{
"p": 0.223830908536911,
"m": 1.0
},
{
"p": 0.0071843392215669155,
"m": 1.0
},
{
"p": 0.06644260883331299,
"m": 1.0
},
{
"p": 0.0005685583455488086,
"m": 1.0
},
{
"p": 0.029910748824477196,
"m": 1.0
},
{
"p": 0.07120175659656525,
"m": 1.0
},
{
"p": 7.693833322264254e-05,
"m": 1.0
},
{
"p": 0.0023840628564357758,
"m": 1.0
},
{
"p": 0.01888604648411274,
"m": 1.0
},
{
"p": 0.10368397831916809,
"m": 1.0
},
{
"p": 0.1744791865348816,
"m": 1.0
},
{
"p": 0.06446538865566254,
"m": 1.0
},
{
"p": 0.19413714110851288,
"m": 1.0
},
{
"p": 0.04274827986955643,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.8229464292526245,
"val_loss": 0.8714760541915894,
"acc": 71.07,
"time": 91.20440484792925,
"param": [
{
"p": 0.19458699226379395,
"m": 1.0
},
{
"p": 0.007844195701181889,
"m": 1.0
},
{
"p": 0.07725118100643158,
"m": 1.0
},
{
"p": 0.009316842071712017,
"m": 1.0
},
{
"p": 0.025972027331590652,
"m": 1.0
},
{
"p": 0.07019876688718796,
"m": 1.0
},
{
"p": 0.006084473337978125,
"m": 1.0
},
{
"p": 0.01445156242698431,
"m": 1.0
},
{
"p": 0.0411580353975296,
"m": 1.0
},
{
"p": 0.09619170427322388,
"m": 1.0
},
{
"p": 0.1542830914258957,
"m": 1.0
},
{
"p": 0.06421048194169998,
"m": 1.0
},
{
"p": 0.17555563151836395,
"m": 1.0
},
{
"p": 0.06289499998092651,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.8974992036819458,
"val_loss": 0.7469037771224976,
"acc": 71.26,
"time": 83.32421015994623,
"param": [
{
"p": 0.16387668251991272,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08358535915613174,
"m": 1.0
},
{
"p": 0.025367414578795433,
"m": 1.0
},
{
"p": 0.028813881799578667,
"m": 1.0
},
{
"p": 0.07005404680967331,
"m": 1.0
},
{
"p": 0.01849311776459217,
"m": 1.0
},
{
"p": 0.0473366416990757,
"m": 1.0
},
{
"p": 0.047679733484983444,
"m": 1.0
},
{
"p": 0.09427904337644577,
"m": 1.0
},
{
"p": 0.13945713639259338,
"m": 1.0
},
{
"p": 0.06778478622436523,
"m": 1.0
},
{
"p": 0.13973937928676605,
"m": 1.0
},
{
"p": 0.07353275269269943,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.7680581212043762,
"val_loss": 0.834695041179657,
"acc": 71.02,
"time": 89.72646090318449,
"param": [
{
"p": 0.15460054576396942,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0818600133061409,
"m": 1.0
},
{
"p": 0.03666246309876442,
"m": 1.0
},
{
"p": 0.016265058889985085,
"m": 1.0
},
{
"p": 0.07868435978889465,
"m": 1.0
},
{
"p": 0.013893474824726582,
"m": 1.0
},
{
"p": 0.06141156703233719,
"m": 1.0
},
{
"p": 0.04007965698838234,
"m": 1.0
},
{
"p": 0.10510461032390594,
"m": 1.0
},
{
"p": 0.13998904824256897,
"m": 1.0
},
{
"p": 0.08058289438486099,
"m": 1.0
},
{
"p": 0.11829657107591629,
"m": 1.0
},
{
"p": 0.07256980985403061,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.0091266632080078,
"val_loss": 0.9195572137832642,
"acc": 70.7,
"time": 92.76905649085529,
"param": [
{
"p": 0.15375016629695892,
"m": 1.0
},
{
"p": 0.00023820585920475423,
"m": 1.0
},
{
"p": 0.08514586091041565,
"m": 1.0
},
{
"p": 0.03175206109881401,
"m": 1.0
},
{
"p": 0.02729286253452301,
"m": 1.0
},
{
"p": 0.08951802551746368,
"m": 1.0
},
{
"p": 0.007372161373496056,
"m": 1.0
},
{
"p": 0.06604001671075821,
"m": 1.0
},
{
"p": 0.049269091337919235,
"m": 1.0
},
{
"p": 0.10895045101642609,
"m": 1.0
},
{
"p": 0.1322677731513977,
"m": 1.0
},
{
"p": 0.07296016812324524,
"m": 1.0
},
{
"p": 0.10297047346830368,
"m": 1.0
},
{
"p": 0.07247262448072433,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9197173714637756,
"val_loss": 0.9155061841011047,
"acc": 71.25,
"time": 89.340004659025,
"param": [
{
"p": 0.14900606870651245,
"m": 1.0
},
{
"p": 0.0004003439680673182,
"m": 1.0
},
{
"p": 0.08790618181228638,
"m": 1.0
},
{
"p": 0.029696516692638397,
"m": 1.0
},
{
"p": 0.05449002608656883,
"m": 1.0
},
{
"p": 0.0808199793100357,
"m": 1.0
},
{
"p": 0.00022727820032741874,
"m": 1.0
},
{
"p": 0.07059282809495926,
"m": 1.0
},
{
"p": 0.05933874472975731,
"m": 1.0
},
{
"p": 0.10694755613803864,
"m": 1.0
},
{
"p": 0.11141987890005112,
"m": 1.0
},
{
"p": 0.07334234565496445,
"m": 1.0
},
{
"p": 0.09706013649702072,
"m": 1.0
},
{
"p": 0.07875215262174606,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.8626179099082947,
"val_loss": 0.8028021454811096,
"acc": 70.86,
"time": 84.19942423515022,
"param": [
{
"p": 0.13479100167751312,
"m": 1.0
},
{
"p": 0.010098788887262344,
"m": 1.0
},
{
"p": 0.08145272731781006,
"m": 1.0
},
{
"p": 0.04296775907278061,
"m": 1.0
},
{
"p": 0.07679625600576401,
"m": 1.0
},
{
"p": 0.07875015586614609,
"m": 1.0
},
{
"p": 0.007869160734117031,
"m": 1.0
},
{
"p": 0.06326255202293396,
"m": 1.0
},
{
"p": 0.06184036657214165,
"m": 1.0
},
{
"p": 0.08758082240819931,
"m": 1.0
},
{
"p": 0.1031709834933281,
"m": 1.0
},
{
"p": 0.06493625044822693,
"m": 1.0
},
{
"p": 0.09753463417291641,
"m": 1.0
},
{
"p": 0.08894858509302139,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9331222176551819,
"val_loss": 0.8096659183502197,
"acc": 71.85,
"time": 86.054266752908,
"param": [
{
"p": 0.14500294625759125,
"m": 1.0
},
{
"p": 0.019995352253317833,
"m": 1.0
},
{
"p": 0.07339014112949371,
"m": 1.0
},
{
"p": 0.053882937878370285,
"m": 1.0
},
{
"p": 0.09254797548055649,
"m": 1.0
},
{
"p": 0.07755152881145477,
"m": 1.0
},
{
"p": 0.0005618909490294755,
"m": 1.0
},
{
"p": 0.05176473781466484,
"m": 1.0
},
{
"p": 0.054601237177848816,
"m": 1.0
},
{
"p": 0.06774313747882843,
"m": 1.0
},
{
"p": 0.11092878878116608,
"m": 1.0
},
{
"p": 0.06172029301524162,
"m": 1.0
},
{
"p": 0.10720402747392654,
"m": 1.0
},
{
"p": 0.08310504257678986,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9541223645210266,
"val_loss": 0.8398876190185547,
"acc": 71.25,
"time": 88.25580835598521,
"param": [
{
"p": 0.14684495329856873,
"m": 1.0
},
{
"p": 0.026459597051143646,
"m": 1.0
},
{
"p": 0.06449320912361145,
"m": 1.0
},
{
"p": 0.06938934326171875,
"m": 1.0
},
{
"p": 0.09221789985895157,
"m": 1.0
},
{
"p": 0.09027513116598129,
"m": 1.0
},
{
"p": 0.002231376012787223,
"m": 1.0
},
{
"p": 0.046426400542259216,
"m": 1.0
},
{
"p": 0.05465297773480415,
"m": 1.0
},
{
"p": 0.04861621931195259,
"m": 1.0
},
{
"p": 0.116286501288414,
"m": 1.0
},
{
"p": 0.056987445801496506,
"m": 1.0
},
{
"p": 0.12047899514436722,
"m": 1.0
},
{
"p": 0.06463992595672607,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.9099500179290771,
"val_loss": 0.7814528346061707,
"acc": 71.52,
"time": 84.59370024502277,
"param": [
{
"p": 0.12827804684638977,
"m": 1.0
},
{
"p": 0.03336440026760101,
"m": 1.0
},
{
"p": 0.049488913267850876,
"m": 1.0
},
{
"p": 0.08212743699550629,
"m": 1.0
},
{
"p": 0.09447214752435684,
"m": 1.0
},
{
"p": 0.08461802452802658,
"m": 1.0
},
{
"p": 0.014181017875671387,
"m": 1.0
},
{
"p": 0.04651619866490364,
"m": 1.0
},
{
"p": 0.06111089140176773,
"m": 1.0
},
{
"p": 0.05861779302358627,
"m": 1.0
},
{
"p": 0.11084836721420288,
"m": 1.0
},
{
"p": 0.05078404024243355,
"m": 1.0
},
{
"p": 0.1316055953502655,
"m": 1.0
},
{
"p": 0.05398708954453468,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.9720615744590759,
"val_loss": 0.8355966210365295,
"acc": 71.25,
"time": 89.84454107400961,
"param": [
{
"p": 0.11970986425876617,
"m": 1.0
},
{
"p": 0.037169311195611954,
"m": 1.0
},
{
"p": 0.0493827722966671,
"m": 1.0
},
{
"p": 0.08365102112293243,
"m": 1.0
},
{
"p": 0.08780767768621445,
"m": 1.0
},
{
"p": 0.06569010764360428,
"m": 1.0
},
{
"p": 0.01884937286376953,
"m": 1.0
},
{
"p": 0.056681759655475616,
"m": 1.0
},
{
"p": 0.07331212610006332,
"m": 1.0
},
{
"p": 0.07899303734302521,
"m": 1.0
},
{
"p": 0.09529206156730652,
"m": 1.0
},
{
"p": 0.060485027730464935,
"m": 1.0
},
{
"p": 0.12087957561016083,
"m": 1.0
},
{
"p": 0.052096281200647354,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.0544099807739258,
"val_loss": 0.7102094292640686,
"acc": 72.04,
"time": 85.46615152689628,
"param": [
{
"p": 0.10964516550302505,
"m": 1.0
},
{
"p": 0.05250164121389389,
"m": 1.0
},
{
"p": 0.05790935456752777,
"m": 1.0
},
{
"p": 0.07735732942819595,
"m": 1.0
},
{
"p": 0.08336388319730759,
"m": 1.0
},
{
"p": 0.04916652292013168,
"m": 1.0
},
{
"p": 0.02229750156402588,
"m": 1.0
},
{
"p": 0.05143943801522255,
"m": 1.0
},
{
"p": 0.08150805532932281,
"m": 1.0
},
{
"p": 0.09787176549434662,
"m": 1.0
},
{
"p": 0.08149521797895432,
"m": 1.0
},
{
"p": 0.06564155966043472,
"m": 1.0
},
{
"p": 0.11533021926879883,
"m": 1.0
},
{
"p": 0.054472412914037704,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.0351287126541138,
"val_loss": 0.8932622075080872,
"acc": 71.16,
"time": 94.72856484516524,
"param": [
{
"p": 0.10677208751440048,
"m": 1.0
},
{
"p": 0.05860939994454384,
"m": 1.0
},
{
"p": 0.07541809231042862,
"m": 1.0
},
{
"p": 0.06175646930932999,
"m": 1.0
},
{
"p": 0.07509909570217133,
"m": 1.0
},
{
"p": 0.04571766033768654,
"m": 1.0
},
{
"p": 0.01761750318109989,
"m": 1.0
},
{
"p": 0.04476403445005417,
"m": 1.0
},
{
"p": 0.09467831254005432,
"m": 1.0
},
{
"p": 0.10928134620189667,
"m": 1.0
},
{
"p": 0.07975214719772339,
"m": 1.0
},
{
"p": 0.06815134733915329,
"m": 1.0
},
{
"p": 0.11419898271560669,
"m": 1.0
},
{
"p": 0.04818348586559296,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.8853939771652222,
"val_loss": 0.8071363568305969,
"acc": 70.87,
"time": 87.34682509489357,
"param": [
{
"p": 0.10435142368078232,
"m": 1.0
},
{
"p": 0.06342744827270508,
"m": 1.0
},
{
"p": 0.09408441185951233,
"m": 1.0
},
{
"p": 0.05450257286429405,
"m": 1.0
},
{
"p": 0.06069832667708397,
"m": 1.0
},
{
"p": 0.03688296675682068,
"m": 1.0
},
{
"p": 0.0105741573497653,
"m": 1.0
},
{
"p": 0.03296563774347305,
"m": 1.0
},
{
"p": 0.10151387006044388,
"m": 1.0
},
{
"p": 0.11698935180902481,
"m": 1.0
},
{
"p": 0.09014222025871277,
"m": 1.0
},
{
"p": 0.06554827839136124,
"m": 1.0
},
{
"p": 0.1233384907245636,
"m": 1.0
},
{
"p": 0.044980768114328384,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.6836127042770386,
"val_loss": 0.9391573071479797,
"acc": 70.96,
"time": 94.16597981913947,
"param": [
{
"p": 0.09987182170152664,
"m": 1.0
},
{
"p": 0.06059916689991951,
"m": 1.0
},
{
"p": 0.10454792529344559,
"m": 1.0
},
{
"p": 0.04196707159280777,
"m": 1.0
},
{
"p": 0.04899439215660095,
"m": 1.0
},
{
"p": 0.028326889500021935,
"m": 1.0
},
{
"p": 0.011952335946261883,
"m": 1.0
},
{
"p": 0.031088724732398987,
"m": 1.0
},
{
"p": 0.09466932713985443,
"m": 1.0
},
{
"p": 0.13075366616249084,
"m": 1.0
},
{
"p": 0.10753308981657028,
"m": 1.0
},
{
"p": 0.07274401187896729,
"m": 1.0
},
{
"p": 0.11671921610832214,
"m": 1.0
},
{
"p": 0.05023239925503731,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.0181307792663574,
"val_loss": 0.8347230553627014,
"acc": 71.94,
"time": 89.60053315199912,
"param": [
{
"p": 0.1010022759437561,
"m": 1.0
},
{
"p": 0.04797133430838585,
"m": 1.0
},
{
"p": 0.11598131060600281,
"m": 1.0
},
{
"p": 0.030426448211073875,
"m": 1.0
},
{
"p": 0.04543070122599602,
"m": 1.0
},
{
"p": 0.019498512148857117,
"m": 1.0
},
{
"p": 3.816863682004623e-06,
"m": 1.0
},
{
"p": 0.03722621873021126,
"m": 1.0
},
{
"p": 0.085050068795681,
"m": 1.0
},
{
"p": 0.15502682328224182,
"m": 1.0
},
{
"p": 0.12613271176815033,
"m": 1.0
},
{
"p": 0.0764932781457901,
"m": 1.0
},
{
"p": 0.11228188127279282,
"m": 1.0
},
{
"p": 0.047474589198827744,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.6803052425384521,
"val_loss": 0.9030432105064392,
"acc": 72.22,
"time": 84.14199880394153,
"param": [
{
"p": 0.10308392345905304,
"m": 1.0
},
{
"p": 0.03540737181901932,
"m": 1.0
},
{
"p": 0.11410242319107056,
"m": 1.0
},
{
"p": 0.022547485306859016,
"m": 1.0
},
{
"p": 0.04758557304739952,
"m": 1.0
},
{
"p": 0.00571586936712265,
"m": 1.0
},
{
"p": 0.005117205437272787,
"m": 1.0
},
{
"p": 0.04856672137975693,
"m": 1.0
},
{
"p": 0.07497631758451462,
"m": 1.0
},
{
"p": 0.1706850528717041,
"m": 1.0
},
{
"p": 0.12845753133296967,
"m": 1.0
},
{
"p": 0.09641066938638687,
"m": 1.0
},
{
"p": 0.11081312596797943,
"m": 1.0
},
{
"p": 0.03653080388903618,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.8639423847198486,
"val_loss": 0.929076611995697,
"acc": 71.26,
"time": 85.26145310513675,
"param": [
{
"p": 0.10224032402038574,
"m": 1.0
},
{
"p": 0.025784270837903023,
"m": 1.0
},
{
"p": 0.10805948078632355,
"m": 1.0
},
{
"p": 0.03259781375527382,
"m": 1.0
},
{
"p": 0.05638852342963219,
"m": 1.0
},
{
"p": 0.0063586109317839146,
"m": 1.0
},
{
"p": 0.008207118138670921,
"m": 1.0
},
{
"p": 0.0609591081738472,
"m": 1.0
},
{
"p": 0.0625414103269577,
"m": 1.0
},
{
"p": 0.17719528079032898,
"m": 1.0
},
{
"p": 0.12510617077350616,
"m": 1.0
},
{
"p": 0.10976606607437134,
"m": 1.0
},
{
"p": 0.09862544387578964,
"m": 1.0
},
{
"p": 0.02617044933140278,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.7002907395362854,
"val_loss": 0.8047282695770264,
"acc": 72.19,
"time": 85.32449334906414,
"param": [
{
"p": 0.09255019575357437,
"m": 1.0
},
{
"p": 0.01710229553282261,
"m": 1.0
},
{
"p": 0.09623650461435318,
"m": 1.0
},
{
"p": 0.05965924263000488,
"m": 1.0
},
{
"p": 0.059275757521390915,
"m": 1.0
},
{
"p": 0.012160041369497776,
"m": 1.0
},
{
"p": 0.012235838919878006,
"m": 1.0
},
{
"p": 0.07173482328653336,
"m": 1.0
},
{
"p": 0.056038204580545425,
"m": 1.0
},
{
"p": 0.16462218761444092,
"m": 1.0
},
{
"p": 0.11955960094928741,
"m": 1.0
},
{
"p": 0.12276972830295563,
"m": 1.0
},
{
"p": 0.08425681293010712,
"m": 1.0
},
{
"p": 0.031798820942640305,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.6600046157836914,
"val_loss": 0.8628110885620117,
"acc": 71.0,
"time": 82.70459712203592,
"param": [
{
"p": 0.08515258133411407,
"m": 1.0
},
{
"p": 0.010802934877574444,
"m": 1.0
},
{
"p": 0.07197720557451248,
"m": 1.0
},
{
"p": 0.080792635679245,
"m": 1.0
},
{
"p": 0.026638822630047798,
"m": 1.0
},
{
"p": 0.01470135897397995,
"m": 1.0
},
{
"p": 0.023341068997979164,
"m": 1.0
},
{
"p": 0.09667136520147324,
"m": 1.0
},
{
"p": 0.052516717463731766,
"m": 1.0
},
{
"p": 0.16452060639858246,
"m": 1.0
},
{
"p": 0.12406479567289352,
"m": 1.0
},
{
"p": 0.136819526553154,
"m": 1.0
},
{
"p": 0.07536032050848007,
"m": 1.0
},
{
"p": 0.036640070378780365,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.6214515566825867,
"val_loss": 0.9682614207267761,
"acc": 70.93,
"time": 82.8453494689893,
"param": [
{
"p": 0.09262232482433319,
"m": 1.0
},
{
"p": 0.007111160084605217,
"m": 1.0
},
{
"p": 0.07619374990463257,
"m": 1.0
},
{
"p": 0.0756838470697403,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009696234948933125,
"m": 1.0
},
{
"p": 0.024522006511688232,
"m": 1.0
},
{
"p": 0.11097361147403717,
"m": 1.0
},
{
"p": 0.054274965077638626,
"m": 1.0
},
{
"p": 0.16780425608158112,
"m": 1.0
},
{
"p": 0.1358826905488968,
"m": 1.0
},
{
"p": 0.140531986951828,
"m": 1.0
},
{
"p": 0.06328625231981277,
"m": 1.0
},
{
"p": 0.04141690582036972,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.6836118698120117,
"val_loss": 0.8450297117233276,
"acc": 71.97,
"time": 83.10946427588351,
"param": [
{
"p": 0.09256842732429504,
"m": 1.0
},
{
"p": 0.00034942018100991845,
"m": 1.0
},
{
"p": 0.0868571400642395,
"m": 1.0
},
{
"p": 0.06503630429506302,
"m": 1.0
},
{
"p": 0.001081006950698793,
"m": 1.0
},
{
"p": 0.023537565022706985,
"m": 1.0
},
{
"p": 0.023372896015644073,
"m": 1.0
},
{
"p": 0.1168690025806427,
"m": 1.0
},
{
"p": 0.06735558062791824,
"m": 1.0
},
{
"p": 0.15673530101776123,
"m": 1.0
},
{
"p": 0.13499577343463898,
"m": 1.0
},
{
"p": 0.13075366616249084,
"m": 1.0
},
{
"p": 0.052361860871315,
"m": 1.0
},
{
"p": 0.04812609404325485,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.8231385350227356,
"val_loss": 0.7437652349472046,
"acc": 71.89,
"time": 90.3200637830887,
"param": [
{
"p": 0.09818548709154129,
"m": 1.0
},
{
"p": 0.008352359756827354,
"m": 1.0
},
{
"p": 0.09164448082447052,
"m": 1.0
},
{
"p": 0.05561452731490135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.036859333515167236,
"m": 1.0
},
{
"p": 0.02704194374382496,
"m": 1.0
},
{
"p": 0.11239710450172424,
"m": 1.0
},
{
"p": 0.06874498724937439,
"m": 1.0
},
{
"p": 0.15029709041118622,
"m": 1.0
},
{
"p": 0.1405533105134964,
"m": 1.0
},
{
"p": 0.12580609321594238,
"m": 1.0
},
{
"p": 0.0566529855132103,
"m": 1.0
},
{
"p": 0.027850298210978508,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.808642566204071,
"val_loss": 0.8600757718086243,
"acc": 72.39,
"time": 95.53073808201589,
"param": [
{
"p": 0.1161377876996994,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10635367780923843,
"m": 1.0
},
{
"p": 0.05123402178287506,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04935651272535324,
"m": 1.0
},
{
"p": 0.02198442444205284,
"m": 1.0
},
{
"p": 0.09592752903699875,
"m": 1.0
},
{
"p": 0.05977057293057442,
"m": 1.0
},
{
"p": 0.14771941304206848,
"m": 1.0
},
{
"p": 0.1402491182088852,
"m": 1.0
},
{
"p": 0.13120080530643463,
"m": 1.0
},
{
"p": 0.06117302179336548,
"m": 1.0
},
{
"p": 0.018893076106905937,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.8283348679542542,
"val_loss": 0.806406557559967,
"acc": 71.92,
"time": 83.15002376609482,
"param": [
{
"p": 0.12525393068790436,
"m": 1.0
},
{
"p": 0.009044041857123375,
"m": 1.0
},
{
"p": 0.10540419816970825,
"m": 1.0
},
{
"p": 0.061143647879362106,
"m": 1.0
},
{
"p": 0.002542778616771102,
"m": 1.0
},
{
"p": 0.05139240622520447,
"m": 1.0
},
{
"p": 0.036882031708955765,
"m": 1.0
},
{
"p": 0.07303299754858017,
"m": 1.0
},
{
"p": 0.050814542919397354,
"m": 1.0
},
{
"p": 0.13044406473636627,
"m": 1.0
},
{
"p": 0.1274276077747345,
"m": 1.0
},
{
"p": 0.12161353975534439,
"m": 1.0
},
{
"p": 0.07442846149206161,
"m": 1.0
},
{
"p": 0.030575791373848915,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.8615244626998901,
"val_loss": 0.9007874727249146,
"acc": 71.79,
"time": 85.95893647405319,
"param": [
{
"p": 0.1341853141784668,
"m": 1.0
},
{
"p": 0.00640475656837225,
"m": 1.0
},
{
"p": 0.10087180137634277,
"m": 1.0
},
{
"p": 0.05608567222952843,
"m": 1.0
},
{
"p": 0.009683294221758842,
"m": 1.0
},
{
"p": 0.04552670568227768,
"m": 1.0
},
{
"p": 0.050645723938941956,
"m": 1.0
},
{
"p": 0.045415714383125305,
"m": 1.0
},
{
"p": 0.04477539286017418,
"m": 1.0
},
{
"p": 0.13054098188877106,
"m": 1.0
},
{
"p": 0.11412227898836136,
"m": 1.0
},
{
"p": 0.12164968252182007,
"m": 1.0
},
{
"p": 0.09073954820632935,
"m": 1.0
},
{
"p": 0.049353230744600296,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9889268279075623,
"val_loss": 0.870298445224762,
"acc": 72.6,
"time": 100.77634258312173,
"param": [
{
"p": 0.13172735273838043,
"m": 1.0
},
{
"p": 0.02444162778556347,
"m": 1.0
},
{
"p": 0.09524567425251007,
"m": 1.0
},
{
"p": 0.04024478793144226,
"m": 1.0
},
{
"p": 0.026911785826086998,
"m": 1.0
},
{
"p": 0.04605371505022049,
"m": 1.0
},
{
"p": 0.06353411823511124,
"m": 1.0
},
{
"p": 0.047880470752716064,
"m": 1.0
},
{
"p": 0.045194175094366074,
"m": 1.0
},
{
"p": 0.11457688361406326,
"m": 1.0
},
{
"p": 0.09192550927400589,
"m": 1.0
},
{
"p": 0.11323518306016922,
"m": 1.0
},
{
"p": 0.0938280001282692,
"m": 1.0
},
{
"p": 0.06520082801580429,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.6740552186965942,
"val_loss": 0.8897724151611328,
"acc": 72.15,
"time": 89.09389160992578,
"param": [
{
"p": 0.12385347485542297,
"m": 1.0
},
{
"p": 0.027864813804626465,
"m": 1.0
},
{
"p": 0.08728380501270294,
"m": 1.0
},
{
"p": 0.0360197052359581,
"m": 1.0
},
{
"p": 0.024578498676419258,
"m": 1.0
},
{
"p": 0.0570891909301281,
"m": 1.0
},
{
"p": 0.07558947801589966,
"m": 1.0
},
{
"p": 0.036671169102191925,
"m": 1.0
},
{
"p": 0.06512685120105743,
"m": 1.0
},
{
"p": 0.10029296576976776,
"m": 1.0
},
{
"p": 0.0734306275844574,
"m": 1.0
},
{
"p": 0.10771110653877258,
"m": 1.0
},
{
"p": 0.1026371642947197,
"m": 1.0
},
{
"p": 0.0818510353565216,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.0250452756881714,
"val_loss": 0.9512598514556885,
"acc": 72.51,
"time": 93.99801635998301,
"param": [
{
"p": 0.1169264018535614,
"m": 1.0
},
{
"p": 0.025419464334845543,
"m": 1.0
},
{
"p": 0.07369083166122437,
"m": 1.0
},
{
"p": 0.03936447948217392,
"m": 1.0
},
{
"p": 0.03488368168473244,
"m": 1.0
},
{
"p": 0.06480912119150162,
"m": 1.0
},
{
"p": 0.08372865617275238,
"m": 1.0
},
{
"p": 0.024689750745892525,
"m": 1.0
},
{
"p": 0.08833964914083481,
"m": 1.0
},
{
"p": 0.08683517575263977,
"m": 1.0
},
{
"p": 0.06957118213176727,
"m": 1.0
},
{
"p": 0.10026659071445465,
"m": 1.0
},
{
"p": 0.0987248569726944,
"m": 1.0
},
{
"p": 0.09275016188621521,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.7552632093429565,
"val_loss": 0.6317459344863892,
"acc": 72.48,
"time": 92.68769218400121,
"param": [
{
"p": 0.11201774328947067,
"m": 1.0
},
{
"p": 0.023544253781437874,
"m": 1.0
},
{
"p": 0.06508918851613998,
"m": 1.0
},
{
"p": 0.03803299367427826,
"m": 1.0
},
{
"p": 0.05187580734491348,
"m": 1.0
},
{
"p": 0.0634346753358841,
"m": 1.0
},
{
"p": 0.08971404284238815,
"m": 1.0
},
{
"p": 0.021579120308160782,
"m": 1.0
},
{
"p": 0.10629624873399734,
"m": 1.0
},
{
"p": 0.07619854062795639,
"m": 1.0
},
{
"p": 0.06710032373666763,
"m": 1.0
},
{
"p": 0.09347505867481232,
"m": 1.0
},
{
"p": 0.08946339040994644,
"m": 1.0
},
{
"p": 0.10217863321304321,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.9016964435577393,
"val_loss": 0.89434814453125,
"acc": 72.72,
"time": 92.93142556585371,
"param": [
{
"p": 0.1190137267112732,
"m": 1.0
},
{
"p": 0.012753933668136597,
"m": 1.0
},
{
"p": 0.04852404445409775,
"m": 1.0
},
{
"p": 0.03891656920313835,
"m": 1.0
},
{
"p": 0.07601298391819,
"m": 1.0
},
{
"p": 0.06391126662492752,
"m": 1.0
},
{
"p": 0.08764678984880447,
"m": 1.0
},
{
"p": 0.025369619950652122,
"m": 1.0
},
{
"p": 0.10680297762155533,
"m": 1.0
},
{
"p": 0.0686069056391716,
"m": 1.0
},
{
"p": 0.059328630566596985,
"m": 1.0
},
{
"p": 0.09463717043399811,
"m": 1.0
},
{
"p": 0.08459432423114777,
"m": 1.0
},
{
"p": 0.11388108879327774,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.8251104354858398,
"val_loss": 0.9301360249519348,
"acc": 72.25,
"time": 84.04959306004457,
"param": [
{
"p": 0.13557420670986176,
"m": 1.0
},
{
"p": 0.0006899295840412378,
"m": 1.0
},
{
"p": 0.037731416523456573,
"m": 1.0
},
{
"p": 0.04101680964231491,
"m": 1.0
},
{
"p": 0.064963199198246,
"m": 1.0
},
{
"p": 0.07421724498271942,
"m": 1.0
},
{
"p": 0.07871448248624802,
"m": 1.0
},
{
"p": 0.02851044572889805,
"m": 1.0
},
{
"p": 0.0954236313700676,
"m": 1.0
},
{
"p": 0.06807102262973785,
"m": 1.0
},
{
"p": 0.05028354376554489,
"m": 1.0
},
{
"p": 0.09356077760457993,
"m": 1.0
},
{
"p": 0.09143400937318802,
"m": 1.0
},
{
"p": 0.13980916142463684,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.9812189340591431,
"val_loss": 0.7700104117393494,
"acc": 73.07,
"time": 83.88600296992809,
"param": [
{
"p": 0.16167420148849487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01842384971678257,
"m": 1.0
},
{
"p": 0.055564600974321365,
"m": 1.0
},
{
"p": 0.05987617000937462,
"m": 1.0
},
{
"p": 0.0786604955792427,
"m": 1.0
},
{
"p": 0.057270850986242294,
"m": 1.0
},
{
"p": 0.032342858612537384,
"m": 1.0
},
{
"p": 0.08227882534265518,
"m": 1.0
},
{
"p": 0.05815962702035904,
"m": 1.0
},
{
"p": 0.05027688667178154,
"m": 1.0
},
{
"p": 0.09967825561761856,
"m": 1.0
},
{
"p": 0.0831943228840828,
"m": 1.0
},
{
"p": 0.1625990867614746,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.953781247138977,
"val_loss": 0.8301358819007874,
"acc": 72.13,
"time": 85.72291399212554,
"param": [
{
"p": 0.1763821393251419,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011851982213556767,
"m": 1.0
},
{
"p": 0.06365717202425003,
"m": 1.0
},
{
"p": 0.07103361189365387,
"m": 1.0
},
{
"p": 0.08132991194725037,
"m": 1.0
},
{
"p": 0.021228214725852013,
"m": 1.0
},
{
"p": 0.03251330181956291,
"m": 1.0
},
{
"p": 0.07325787097215652,
"m": 1.0
},
{
"p": 0.046564824879169464,
"m": 1.0
},
{
"p": 0.06536035984754562,
"m": 1.0
},
{
"p": 0.09015892446041107,
"m": 1.0
},
{
"p": 0.08564076572656631,
"m": 1.0
},
{
"p": 0.18102093040943146,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.9670457243919373,
"val_loss": 0.8229267597198486,
"acc": 72.76,
"time": 84.39155624690466,
"param": [
{
"p": 0.17241381108760834,
"m": 1.0
},
{
"p": 0.013963048346340656,
"m": 1.0
},
{
"p": 0.018329471349716187,
"m": 1.0
},
{
"p": 0.06984726339578629,
"m": 1.0
},
{
"p": 0.06809515506029129,
"m": 1.0
},
{
"p": 0.0763387680053711,
"m": 1.0
},
{
"p": 0.0026708892546594143,
"m": 1.0
},
{
"p": 0.045125748962163925,
"m": 1.0
},
{
"p": 0.06101435795426369,
"m": 1.0
},
{
"p": 0.05456234887242317,
"m": 1.0
},
{
"p": 0.05724113807082176,
"m": 1.0
},
{
"p": 0.08039989322423935,
"m": 1.0
},
{
"p": 0.10346195101737976,
"m": 1.0
},
{
"p": 0.1765361875295639,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.9592414498329163,
"val_loss": 0.8007602095603943,
"acc": 72.58,
"time": 85.33624053397216,
"param": [
{
"p": 0.14814597368240356,
"m": 1.0
},
{
"p": 0.0329916886985302,
"m": 1.0
},
{
"p": 0.05326354503631592,
"m": 1.0
},
{
"p": 0.07172972708940506,
"m": 1.0
},
{
"p": 0.05222266912460327,
"m": 1.0
},
{
"p": 0.061017584055662155,
"m": 1.0
},
{
"p": 0.013980167917907238,
"m": 1.0
},
{
"p": 0.05881457403302193,
"m": 1.0
},
{
"p": 0.06827421486377716,
"m": 1.0
},
{
"p": 0.07705533504486084,
"m": 1.0
},
{
"p": 0.05648434907197952,
"m": 1.0
},
{
"p": 0.0676126480102539,
"m": 1.0
},
{
"p": 0.09699444472789764,
"m": 1.0
},
{
"p": 0.1414131224155426,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.062320351600647,
"val_loss": 0.7248965501785278,
"acc": 72.78,
"time": 83.51657241699286,
"param": [
{
"p": 0.12344305217266083,
"m": 1.0
},
{
"p": 0.046726591885089874,
"m": 1.0
},
{
"p": 0.06591279804706573,
"m": 1.0
},
{
"p": 0.06857451796531677,
"m": 1.0
},
{
"p": 0.0478515550494194,
"m": 1.0
},
{
"p": 0.05815592035651207,
"m": 1.0
},
{
"p": 0.02768850326538086,
"m": 1.0
},
{
"p": 0.064258873462677,
"m": 1.0
},
{
"p": 0.08701200783252716,
"m": 1.0
},
{
"p": 0.07300426065921783,
"m": 1.0
},
{
"p": 0.061188410967588425,
"m": 1.0
},
{
"p": 0.05560429021716118,
"m": 1.0
},
{
"p": 0.09269655495882034,
"m": 1.0
},
{
"p": 0.12788262963294983,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.8363626599311829,
"val_loss": 0.7697320580482483,
"acc": 72.84,
"time": 82.98592147091404,
"param": [
{
"p": 0.10909277945756912,
"m": 1.0
},
{
"p": 0.04479813575744629,
"m": 1.0
},
{
"p": 0.08003605157136917,
"m": 1.0
},
{
"p": 0.0520627461373806,
"m": 1.0
},
{
"p": 0.03944939374923706,
"m": 1.0
},
{
"p": 0.06746475398540497,
"m": 1.0
},
{
"p": 0.023625504225492477,
"m": 1.0
},
{
"p": 0.06720183044672012,
"m": 1.0
},
{
"p": 0.10535228997468948,
"m": 1.0
},
{
"p": 0.056602321565151215,
"m": 1.0
},
{
"p": 0.08199001848697662,
"m": 1.0
},
{
"p": 0.05447732284665108,
"m": 1.0
},
{
"p": 0.10118260979652405,
"m": 1.0
},
{
"p": 0.11666423827409744,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.9096671938896179,
"val_loss": 0.8700348734855652,
"acc": 72.74,
"time": 82.74473552103154,
"param": [
{
"p": 0.09579520672559738,
"m": 1.0
},
{
"p": 0.03397483006119728,
"m": 1.0
},
{
"p": 0.10817500203847885,
"m": 1.0
},
{
"p": 0.04500836879014969,
"m": 1.0
},
{
"p": 0.04066206142306328,
"m": 1.0
},
{
"p": 0.057283930480480194,
"m": 1.0
},
{
"p": 0.011325705796480179,
"m": 1.0
},
{
"p": 0.06050950661301613,
"m": 1.0
},
{
"p": 0.11289841681718826,
"m": 1.0
},
{
"p": 0.04737234115600586,
"m": 1.0
},
{
"p": 0.10144521296024323,
"m": 1.0
},
{
"p": 0.05683527886867523,
"m": 1.0
},
{
"p": 0.12182722985744476,
"m": 1.0
},
{
"p": 0.10688691586256027,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.0442990064620972,
"val_loss": 0.816191554069519,
"acc": 71.95,
"time": 88.4566050581634,
"param": [
{
"p": 0.08754986524581909,
"m": 1.0
},
{
"p": 0.0350370779633522,
"m": 1.0
},
{
"p": 0.1312350183725357,
"m": 1.0
},
{
"p": 0.05087476223707199,
"m": 1.0
},
{
"p": 0.04112204909324646,
"m": 1.0
},
{
"p": 0.055838506668806076,
"m": 1.0
},
{
"p": 0.015397213399410248,
"m": 1.0
},
{
"p": 0.05914314091205597,
"m": 1.0
},
{
"p": 0.09840591251850128,
"m": 1.0
},
{
"p": 0.0548381507396698,
"m": 1.0
},
{
"p": 0.09560950845479965,
"m": 1.0
},
{
"p": 0.048694904893636703,
"m": 1.0
},
{
"p": 0.1407521516084671,
"m": 1.0
},
{
"p": 0.08550166338682175,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.6150189638137817,
"val_loss": 0.8635094165802002,
"acc": 72.43,
"time": 88.05191902304068,
"param": [
{
"p": 0.0780303031206131,
"m": 1.0
},
{
"p": 0.039694324135780334,
"m": 1.0
},
{
"p": 0.11847830563783646,
"m": 1.0
},
{
"p": 0.05604021996259689,
"m": 1.0
},
{
"p": 0.03966910019516945,
"m": 1.0
},
{
"p": 0.07162108272314072,
"m": 1.0
},
{
"p": 0.019124077633023262,
"m": 1.0
},
{
"p": 0.052696533501148224,
"m": 1.0
},
{
"p": 0.09140469878911972,
"m": 1.0
},
{
"p": 0.07188411056995392,
"m": 1.0
},
{
"p": 0.09973350167274475,
"m": 1.0
},
{
"p": 0.05339536443352699,
"m": 1.0
},
{
"p": 0.13545532524585724,
"m": 1.0
},
{
"p": 0.07277315109968185,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.8229245543479919,
"val_loss": 0.7368395328521729,
"acc": 72.47,
"time": 94.96627654088661,
"param": [
{
"p": 0.06394106149673462,
"m": 1.0
},
{
"p": 0.03549914434552193,
"m": 1.0
},
{
"p": 0.09445755183696747,
"m": 1.0
},
{
"p": 0.05868766829371452,
"m": 1.0
},
{
"p": 0.04154115542769432,
"m": 1.0
},
{
"p": 0.08587227761745453,
"m": 1.0
},
{
"p": 0.032211486250162125,
"m": 1.0
},
{
"p": 0.04499487206339836,
"m": 1.0
},
{
"p": 0.08614491671323776,
"m": 1.0
},
{
"p": 0.08926159888505936,
"m": 1.0
},
{
"p": 0.10822973400354385,
"m": 1.0
},
{
"p": 0.06026063859462738,
"m": 1.0
},
{
"p": 0.1256064772605896,
"m": 1.0
},
{
"p": 0.07329140603542328,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.9061716794967651,
"val_loss": 0.6077194213867188,
"acc": 72.61,
"time": 94.38174790004268,
"param": [
{
"p": 0.051461994647979736,
"m": 1.0
},
{
"p": 0.022271784022450447,
"m": 1.0
},
{
"p": 0.0761454626917839,
"m": 1.0
},
{
"p": 0.055673860013484955,
"m": 1.0
},
{
"p": 0.05211402103304863,
"m": 1.0
},
{
"p": 0.09276829659938812,
"m": 1.0
},
{
"p": 0.030940299853682518,
"m": 1.0
},
{
"p": 0.044485945254564285,
"m": 1.0
},
{
"p": 0.07506583631038666,
"m": 1.0
},
{
"p": 0.09903104603290558,
"m": 1.0
},
{
"p": 0.12601438164710999,
"m": 1.0
},
{
"p": 0.07451140880584717,
"m": 1.0
},
{
"p": 0.12491858005523682,
"m": 1.0
},
{
"p": 0.07459709793329239,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.7531547546386719,
"val_loss": 0.9820442795753479,
"acc": 72.9,
"time": 84.00476094381884,
"param": [
{
"p": 0.04788229241967201,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07716673612594604,
"m": 1.0
},
{
"p": 0.051840536296367645,
"m": 1.0
},
{
"p": 0.05433984473347664,
"m": 1.0
},
{
"p": 0.08366476744413376,
"m": 1.0
},
{
"p": 0.02216188982129097,
"m": 1.0
},
{
"p": 0.035343606024980545,
"m": 1.0
},
{
"p": 0.0692974105477333,
"m": 1.0
},
{
"p": 0.11823025345802307,
"m": 1.0
},
{
"p": 0.14035451412200928,
"m": 1.0
},
{
"p": 0.07595667243003845,
"m": 1.0
},
{
"p": 0.14039093255996704,
"m": 1.0
},
{
"p": 0.08337050676345825,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.0505846738815308,
"val_loss": 0.9169369339942932,
"acc": 72.47,
"time": 92.58778410800733,
"param": [
{
"p": 0.06073049455881119,
"m": 1.0
},
{
"p": 0.0005243956111371517,
"m": 1.0
},
{
"p": 0.06336529552936554,
"m": 1.0
},
{
"p": 0.04753740876913071,
"m": 1.0
},
{
"p": 0.046278227120637894,
"m": 1.0
},
{
"p": 0.09311173111200333,
"m": 1.0
},
{
"p": 0.024978747591376305,
"m": 1.0
},
{
"p": 0.03171337768435478,
"m": 1.0
},
{
"p": 0.05886499956250191,
"m": 1.0
},
{
"p": 0.1290995478630066,
"m": 1.0
},
{
"p": 0.14350374042987823,
"m": 1.0
},
{
"p": 0.06608248502016068,
"m": 1.0
},
{
"p": 0.14156338572502136,
"m": 1.0
},
{
"p": 0.09264619648456573,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.9080038070678711,
"val_loss": 0.78959721326828,
"acc": 72.53,
"time": 94.83399359788746,
"param": [
{
"p": 0.0725526437163353,
"m": 1.0
},
{
"p": 0.01012822799384594,
"m": 1.0
},
{
"p": 0.057950377464294434,
"m": 1.0
},
{
"p": 0.05061446502804756,
"m": 1.0
},
{
"p": 0.030823534354567528,
"m": 1.0
},
{
"p": 0.10258360952138901,
"m": 1.0
},
{
"p": 0.04346782714128494,
"m": 1.0
},
{
"p": 0.035708095878362656,
"m": 1.0
},
{
"p": 0.05633534491062164,
"m": 1.0
},
{
"p": 0.12264595925807953,
"m": 1.0
},
{
"p": 0.13459880650043488,
"m": 1.0
},
{
"p": 0.05754956603050232,
"m": 1.0
},
{
"p": 0.13227404654026031,
"m": 1.0
},
{
"p": 0.09276747703552246,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.057862639427185,
"val_loss": 0.7779653668403625,
"acc": 73.39,
"time": 92.51940695219673,
"param": [
{
"p": 0.06394640356302261,
"m": 1.0
},
{
"p": 0.026405902579426765,
"m": 1.0
},
{
"p": 0.08453277498483658,
"m": 1.0
},
{
"p": 0.05404839292168617,
"m": 1.0
},
{
"p": 0.005556738469749689,
"m": 1.0
},
{
"p": 0.1050717905163765,
"m": 1.0
},
{
"p": 0.059261418879032135,
"m": 1.0
},
{
"p": 0.04486412927508354,
"m": 1.0
},
{
"p": 0.058994218707084656,
"m": 1.0
},
{
"p": 0.11525975912809372,
"m": 1.0
},
{
"p": 0.12288600206375122,
"m": 1.0
},
{
"p": 0.04424988478422165,
"m": 1.0
},
{
"p": 0.14536240696907043,
"m": 1.0
},
{
"p": 0.06956017762422562,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.8701611161231995,
"val_loss": 0.8982112407684326,
"acc": 72.09,
"time": 93.40069433511235,
"param": [
{
"p": 0.05296456441283226,
"m": 1.0
},
{
"p": 0.0249052532017231,
"m": 1.0
},
{
"p": 0.11199083179235458,
"m": 1.0
},
{
"p": 0.05473192408680916,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10677943378686905,
"m": 1.0
},
{
"p": 0.05366876721382141,
"m": 1.0
},
{
"p": 0.0553133599460125,
"m": 1.0
},
{
"p": 0.07122182846069336,
"m": 1.0
},
{
"p": 0.1129743829369545,
"m": 1.0
},
{
"p": 0.11869366466999054,
"m": 1.0
},
{
"p": 0.030065318569540977,
"m": 1.0
},
{
"p": 0.15547864139080048,
"m": 1.0
},
{
"p": 0.051212042570114136,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.8474851846694946,
"val_loss": 0.8091294169425964,
"acc": 72.63,
"time": 93.85672062612139,
"param": [
{
"p": 0.057385366410017014,
"m": 1.0
},
{
"p": 0.028714604675769806,
"m": 1.0
},
{
"p": 0.10274738818407059,
"m": 1.0
},
{
"p": 0.061779215931892395,
"m": 1.0
},
{
"p": 0.007758548017591238,
"m": 1.0
},
{
"p": 0.11087942123413086,
"m": 1.0
},
{
"p": 0.038956865668296814,
"m": 1.0
},
{
"p": 0.05923993140459061,
"m": 1.0
},
{
"p": 0.09291766583919525,
"m": 1.0
},
{
"p": 0.09796955436468124,
"m": 1.0
},
{
"p": 0.10927381366491318,
"m": 1.0
},
{
"p": 0.03491813689470291,
"m": 1.0
},
{
"p": 0.14077438414096832,
"m": 1.0
},
{
"p": 0.05668508633971214,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.9075120091438293,
"val_loss": 0.7770863175392151,
"acc": 72.91,
"time": 97.0424420919735,
"param": [
{
"p": 0.0560988150537014,
"m": 1.0
},
{
"p": 0.04624353349208832,
"m": 1.0
},
{
"p": 0.09826115518808365,
"m": 1.0
},
{
"p": 0.06403959542512894,
"m": 1.0
},
{
"p": 0.0206547062844038,
"m": 1.0
},
{
"p": 0.09842755645513535,
"m": 1.0
},
{
"p": 0.04174470528960228,
"m": 1.0
},
{
"p": 0.056316956877708435,
"m": 1.0
},
{
"p": 0.0908859521150589,
"m": 1.0
},
{
"p": 0.08844956755638123,
"m": 1.0
},
{
"p": 0.09750200062990189,
"m": 1.0
},
{
"p": 0.05043869465589523,
"m": 1.0
},
{
"p": 0.1263209879398346,
"m": 1.0
},
{
"p": 0.06461579352617264,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.8119826912879944,
"val_loss": 0.8293080925941467,
"acc": 72.82,
"time": 82.88142556813546,
"param": [
{
"p": 0.05286029353737831,
"m": 1.0
},
{
"p": 0.05259895324707031,
"m": 1.0
},
{
"p": 0.09399376809597015,
"m": 1.0
},
{
"p": 0.0678461343050003,
"m": 1.0
},
{
"p": 0.019341662526130676,
"m": 1.0
},
{
"p": 0.10270653665065765,
"m": 1.0
},
{
"p": 0.047219328582286835,
"m": 1.0
},
{
"p": 0.04329995438456535,
"m": 1.0
},
{
"p": 0.09320846199989319,
"m": 1.0
},
{
"p": 0.09720826148986816,
"m": 1.0
},
{
"p": 0.0858025774359703,
"m": 1.0
},
{
"p": 0.04947734624147415,
"m": 1.0
},
{
"p": 0.11989622563123703,
"m": 1.0
},
{
"p": 0.07454055547714233,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9177513718605042,
"val_loss": 0.8603585958480835,
"acc": 72.41,
"time": 84.30138205108233,
"param": [
{
"p": 0.06756650656461716,
"m": 1.0
},
{
"p": 0.05841302499175072,
"m": 1.0
},
{
"p": 0.0884198471903801,
"m": 1.0
},
{
"p": 0.062152061611413956,
"m": 1.0
},
{
"p": 0.020627761259675026,
"m": 1.0
},
{
"p": 0.09965353459119797,
"m": 1.0
},
{
"p": 0.06785180419683456,
"m": 1.0
},
{
"p": 0.04315030202269554,
"m": 1.0
},
{
"p": 0.08289871364831924,
"m": 1.0
},
{
"p": 0.09528780728578568,
"m": 1.0
},
{
"p": 0.07174555957317352,
"m": 1.0
},
{
"p": 0.05249359831213951,
"m": 1.0
},
{
"p": 0.10742374509572983,
"m": 1.0
},
{
"p": 0.08231569081544876,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.8629890084266663,
"val_loss": 0.8865270018577576,
"acc": 73.28,
"time": 85.33181182295084,
"param": [
{
"p": 0.0728086456656456,
"m": 1.0
},
{
"p": 0.059331975877285004,
"m": 1.0
},
{
"p": 0.07310496270656586,
"m": 1.0
},
{
"p": 0.06342128664255142,
"m": 1.0
},
{
"p": 0.03113175928592682,
"m": 1.0
},
{
"p": 0.10850245505571365,
"m": 1.0
},
{
"p": 0.09058421105146408,
"m": 1.0
},
{
"p": 0.05837260186672211,
"m": 1.0
},
{
"p": 0.0684458315372467,
"m": 1.0
},
{
"p": 0.08964481949806213,
"m": 1.0
},
{
"p": 0.04473823681473732,
"m": 1.0
},
{
"p": 0.043850190937519073,
"m": 1.0
},
{
"p": 0.11702429503202438,
"m": 1.0
},
{
"p": 0.07903868705034256,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.865696370601654,
"val_loss": 0.861945390701294,
"acc": 72.89,
"time": 85.85069758212194,
"param": [
{
"p": 0.08530731499195099,
"m": 1.0
},
{
"p": 0.0428474098443985,
"m": 1.0
},
{
"p": 0.0589667484164238,
"m": 1.0
},
{
"p": 0.06270739436149597,
"m": 1.0
},
{
"p": 0.036027926951646805,
"m": 1.0
},
{
"p": 0.12223836034536362,
"m": 1.0
},
{
"p": 0.07883139699697495,
"m": 1.0
},
{
"p": 0.06192009150981903,
"m": 1.0
},
{
"p": 0.08330026268959045,
"m": 1.0
},
{
"p": 0.08178962022066116,
"m": 1.0
},
{
"p": 0.03465314954519272,
"m": 1.0
},
{
"p": 0.04891269654035568,
"m": 1.0
},
{
"p": 0.12659865617752075,
"m": 1.0
},
{
"p": 0.07589902728796005,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.7219372391700745,
"val_loss": 0.8048142790794373,
"acc": 72.98,
"time": 94.39215562399477,
"param": [
{
"p": 0.09251297265291214,
"m": 1.0
},
{
"p": 0.020928140729665756,
"m": 1.0
},
{
"p": 0.05930709466338158,
"m": 1.0
},
{
"p": 0.06838564574718475,
"m": 1.0
},
{
"p": 0.04776803404092789,
"m": 1.0
},
{
"p": 0.11381072551012039,
"m": 1.0
},
{
"p": 0.06916903704404831,
"m": 1.0
},
{
"p": 0.05979786440730095,
"m": 1.0
},
{
"p": 0.08587314188480377,
"m": 1.0
},
{
"p": 0.07299960404634476,
"m": 1.0
},
{
"p": 0.0310373455286026,
"m": 1.0
},
{
"p": 0.058906808495521545,
"m": 1.0
},
{
"p": 0.13971643149852753,
"m": 1.0
},
{
"p": 0.0797872245311737,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.8418603539466858,
"val_loss": 0.9594658613204956,
"acc": 73.35,
"time": 83.56377121806145,
"param": [
{
"p": 0.08736059814691544,
"m": 1.0
},
{
"p": 0.012989583425223827,
"m": 1.0
},
{
"p": 0.05813287943601608,
"m": 1.0
},
{
"p": 0.06939445436000824,
"m": 1.0
},
{
"p": 0.06856086850166321,
"m": 1.0
},
{
"p": 0.09731639921665192,
"m": 1.0
},
{
"p": 0.07039128988981247,
"m": 1.0
},
{
"p": 0.07123401015996933,
"m": 1.0
},
{
"p": 0.08521535247564316,
"m": 1.0
},
{
"p": 0.07558520883321762,
"m": 1.0
},
{
"p": 0.032726582139730453,
"m": 1.0
},
{
"p": 0.06541158258914948,
"m": 1.0
},
{
"p": 0.12584295868873596,
"m": 1.0
},
{
"p": 0.07983825355768204,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8851332664489746,
"val_loss": 0.9084780812263489,
"acc": 73.63,
"time": 88.63818545895629,
"param": [
{
"p": 0.08307908475399017,
"m": 1.0
},
{
"p": 0.022197328507900238,
"m": 1.0
},
{
"p": 0.053130924701690674,
"m": 1.0
},
{
"p": 0.062368374317884445,
"m": 1.0
},
{
"p": 0.08414667099714279,
"m": 1.0
},
{
"p": 0.09847413003444672,
"m": 1.0
},
{
"p": 0.06237863004207611,
"m": 1.0
},
{
"p": 0.06796246021986008,
"m": 1.0
},
{
"p": 0.07594911009073257,
"m": 1.0
},
{
"p": 0.07529677450656891,
"m": 1.0
},
{
"p": 0.054313406348228455,
"m": 1.0
},
{
"p": 0.07210291922092438,
"m": 1.0
},
{
"p": 0.11086834222078323,
"m": 1.0
},
{
"p": 0.07773183286190033,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.9928266406059265,
"val_loss": 0.874968945980072,
"acc": 72.82,
"time": 85.60082008317113,
"param": [
{
"p": 0.07764817029237747,
"m": 1.0
},
{
"p": 0.02689483016729355,
"m": 1.0
},
{
"p": 0.045657914131879807,
"m": 1.0
},
{
"p": 0.06377412378787994,
"m": 1.0
},
{
"p": 0.08844664692878723,
"m": 1.0
},
{
"p": 0.10044512897729874,
"m": 1.0
},
{
"p": 0.0636889860033989,
"m": 1.0
},
{
"p": 0.06755770742893219,
"m": 1.0
},
{
"p": 0.07682179659605026,
"m": 1.0
},
{
"p": 0.07698880881071091,
"m": 1.0
},
{
"p": 0.057756777852773666,
"m": 1.0
},
{
"p": 0.06923019140958786,
"m": 1.0
},
{
"p": 0.09854817390441895,
"m": 1.0
},
{
"p": 0.08654072880744934,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.800008237361908,
"val_loss": 0.8263612985610962,
"acc": 73.05,
"time": 95.35571874398738,
"param": [
{
"p": 0.07797174155712128,
"m": 1.0
},
{
"p": 0.03883938491344452,
"m": 1.0
},
{
"p": 0.05461382865905762,
"m": 1.0
},
{
"p": 0.05859619751572609,
"m": 1.0
},
{
"p": 0.09189194440841675,
"m": 1.0
},
{
"p": 0.09834042191505432,
"m": 1.0
},
{
"p": 0.06430350244045258,
"m": 1.0
},
{
"p": 0.07495182007551193,
"m": 1.0
},
{
"p": 0.08434157818555832,
"m": 1.0
},
{
"p": 0.08121562749147415,
"m": 1.0
},
{
"p": 0.044718317687511444,
"m": 1.0
},
{
"p": 0.07223394513130188,
"m": 1.0
},
{
"p": 0.0824689269065857,
"m": 1.0
},
{
"p": 0.07551271468400955,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.0969583988189697,
"val_loss": 0.854412853717804,
"acc": 73.18,
"time": 93.80442893481813,
"param": [
{
"p": 0.08146008849143982,
"m": 1.0
},
{
"p": 0.040636979043483734,
"m": 1.0
},
{
"p": 0.07604262977838516,
"m": 1.0
},
{
"p": 0.0498562827706337,
"m": 1.0
},
{
"p": 0.09235335886478424,
"m": 1.0
},
{
"p": 0.0956648588180542,
"m": 1.0
},
{
"p": 0.07201368361711502,
"m": 1.0
},
{
"p": 0.08836127072572708,
"m": 1.0
},
{
"p": 0.09480170905590057,
"m": 1.0
},
{
"p": 0.08125939965248108,
"m": 1.0
},
{
"p": 0.024375714361667633,
"m": 1.0
},
{
"p": 0.05893513932824135,
"m": 1.0
},
{
"p": 0.07986582070589066,
"m": 1.0
},
{
"p": 0.06437301635742188,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.9182732105255127,
"val_loss": 0.8037329316139221,
"acc": 73.42,
"time": 96.42277318611741,
"param": [
{
"p": 0.09089890867471695,
"m": 1.0
},
{
"p": 0.021627845242619514,
"m": 1.0
},
{
"p": 0.0975203737616539,
"m": 1.0
},
{
"p": 0.04467339441180229,
"m": 1.0
},
{
"p": 0.08737156540155411,
"m": 1.0
},
{
"p": 0.10100144147872925,
"m": 1.0
},
{
"p": 0.07048693299293518,
"m": 1.0
},
{
"p": 0.09887335449457169,
"m": 1.0
},
{
"p": 0.11224151402711868,
"m": 1.0
},
{
"p": 0.082840196788311,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07766816020011902,
"m": 1.0
},
{
"p": 0.06650345027446747,
"m": 1.0
},
{
"p": 0.048292871564626694,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.798147439956665,
"val_loss": 0.8555192351341248,
"acc": 72.86,
"time": 98.26368874893524,
"param": [
{
"p": 0.09670612215995789,
"m": 1.0
},
{
"p": 0.005465337540954351,
"m": 1.0
},
{
"p": 0.1192554384469986,
"m": 1.0
},
{
"p": 0.038980986922979355,
"m": 1.0
},
{
"p": 0.08711452782154083,
"m": 1.0
},
{
"p": 0.10714225471019745,
"m": 1.0
},
{
"p": 0.06760729104280472,
"m": 1.0
},
{
"p": 0.10654749721288681,
"m": 1.0
},
{
"p": 0.12750010192394257,
"m": 1.0
},
{
"p": 0.08538027107715607,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09345604479312897,
"m": 1.0
},
{
"p": 0.036924391984939575,
"m": 1.0
},
{
"p": 0.02791971154510975,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.8008267879486084,
"val_loss": 0.8458405137062073,
"acc": 72.98,
"time": 99.64546968298964,
"param": [
{
"p": 0.08373652398586273,
"m": 1.0
},
{
"p": 0.005729392170906067,
"m": 1.0
},
{
"p": 0.12173033505678177,
"m": 1.0
},
{
"p": 0.052991073578596115,
"m": 1.0
},
{
"p": 0.08463063091039658,
"m": 1.0
},
{
"p": 0.12058527022600174,
"m": 1.0
},
{
"p": 0.07147904485464096,
"m": 1.0
},
{
"p": 0.10373342037200928,
"m": 1.0
},
{
"p": 0.1316877156496048,
"m": 1.0
},
{
"p": 0.07753455638885498,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09589789062738419,
"m": 1.0
},
{
"p": 0.02441481500864029,
"m": 1.0
},
{
"p": 0.025849290192127228,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink