smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
191 KiB
JSON
Executable file

{
"Accuracy": 73.96,
"Time": [
303.80212835080806,
15.071564620462574,
60901.56302571902
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.138220310211182,
"val_loss": 2.097463846206665,
"acc": 22.69,
"time": 242.12746110092849,
"param": [
{
"p": 0.1029331311583519,
"m": 1.0
},
{
"p": 0.07122384011745453,
"m": 1.0
},
{
"p": 0.06804373860359192,
"m": 1.0
},
{
"p": 0.07932136952877045,
"m": 1.0
},
{
"p": 0.09377335011959076,
"m": 1.0
},
{
"p": 0.07075878977775574,
"m": 1.0
},
{
"p": 0.07089897990226746,
"m": 1.0
},
{
"p": 0.06119783595204353,
"m": 1.0
},
{
"p": 0.05294604226946831,
"m": 1.0
},
{
"p": 0.0960528552532196,
"m": 1.0
},
{
"p": 0.06416234374046326,
"m": 1.0
},
{
"p": 0.0643996149301529,
"m": 1.0
},
{
"p": 0.05984104424715042,
"m": 1.0
},
{
"p": 0.044447097927331924,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.1276397705078125,
"val_loss": 1.7866225242614746,
"acc": 33.37,
"time": 294.0760141219944,
"param": [
{
"p": 0.18397971987724304,
"m": 1.0
},
{
"p": 0.07444199174642563,
"m": 1.0
},
{
"p": 0.06879009306430817,
"m": 1.0
},
{
"p": 0.11299063265323639,
"m": 1.0
},
{
"p": 0.10582003742456436,
"m": 1.0
},
{
"p": 0.12094410508871078,
"m": 1.0
},
{
"p": 0.07279501855373383,
"m": 1.0
},
{
"p": 0.019125645980238914,
"m": 1.0
},
{
"p": 0.04975682497024536,
"m": 1.0
},
{
"p": 0.11680977791547775,
"m": 1.0
},
{
"p": 0.011291871778666973,
"m": 1.0
},
{
"p": 0.0168857891112566,
"m": 1.0
},
{
"p": 0.045552853494882584,
"m": 1.0
},
{
"p": 0.0008156535332091153,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 3.576785087585449,
"val_loss": 1.5634335279464722,
"acc": 43.68,
"time": 302.8852038439363,
"param": [
{
"p": 0.2612098157405853,
"m": 1.0
},
{
"p": 0.0007205786532722414,
"m": 1.0
},
{
"p": 0.06546483933925629,
"m": 1.0
},
{
"p": 0.14255809783935547,
"m": 1.0
},
{
"p": 0.0007205786532722414,
"m": 1.0
},
{
"p": 0.1352747082710266,
"m": 1.0
},
{
"p": 0.11191049963235855,
"m": 1.0
},
{
"p": 0.0007205786532722414,
"m": 1.0
},
{
"p": 0.143911674618721,
"m": 1.0
},
{
"p": 0.1321837157011032,
"m": 1.0
},
{
"p": 0.0007205786532722414,
"m": 1.0
},
{
"p": 0.0030072417575865984,
"m": 1.0
},
{
"p": 0.0008764165686443448,
"m": 1.0
},
{
"p": 0.0007205786532722414,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.9081549644470215,
"val_loss": 1.5414944887161255,
"acc": 43.29,
"time": 280.27751269901637,
"param": [
{
"p": 0.2461329847574234,
"m": 1.0
},
{
"p": 0.0018594684079289436,
"m": 1.0
},
{
"p": 0.09543822705745697,
"m": 1.0
},
{
"p": 0.1298651248216629,
"m": 1.0
},
{
"p": 0.0007075171452015638,
"m": 1.0
},
{
"p": 0.031552061438560486,
"m": 1.0
},
{
"p": 0.1374419629573822,
"m": 1.0
},
{
"p": 0.006645624991506338,
"m": 1.0
},
{
"p": 0.08394408971071243,
"m": 1.0
},
{
"p": 0.08633828163146973,
"m": 1.0
},
{
"p": 0.0007075171452015638,
"m": 1.0
},
{
"p": 0.08089261502027512,
"m": 1.0
},
{
"p": 0.093759685754776,
"m": 1.0
},
{
"p": 0.00471481354907155,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.2934675216674805,
"val_loss": 1.4447224140167236,
"acc": 45.03,
"time": 266.74763537198305,
"param": [
{
"p": 0.17544101178646088,
"m": 1.0
},
{
"p": 0.0033024705480784178,
"m": 1.0
},
{
"p": 0.0480746328830719,
"m": 1.0
},
{
"p": 0.10704927146434784,
"m": 1.0
},
{
"p": 0.0007117547211237252,
"m": 1.0
},
{
"p": 0.0809105783700943,
"m": 1.0
},
{
"p": 0.11978007853031158,
"m": 1.0
},
{
"p": 0.025347590446472168,
"m": 1.0
},
{
"p": 0.11161808669567108,
"m": 1.0
},
{
"p": 0.07364749163389206,
"m": 1.0
},
{
"p": 0.045490458607673645,
"m": 1.0
},
{
"p": 0.12088651955127716,
"m": 1.0
},
{
"p": 0.08702826499938965,
"m": 1.0
},
{
"p": 0.0007117547211237252,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.2873377799987793,
"val_loss": 1.662469506263733,
"acc": 44.21,
"time": 285.2853921969654,
"param": [
{
"p": 0.16244754195213318,
"m": 1.0
},
{
"p": 0.02528136596083641,
"m": 1.0
},
{
"p": 0.08140882849693298,
"m": 1.0
},
{
"p": 0.045038364827632904,
"m": 1.0
},
{
"p": 0.0007324223406612873,
"m": 1.0
},
{
"p": 0.04766513407230377,
"m": 1.0
},
{
"p": 0.12221240252256393,
"m": 1.0
},
{
"p": 0.09217473864555359,
"m": 1.0
},
{
"p": 0.08237428218126297,
"m": 1.0
},
{
"p": 0.03552834317088127,
"m": 1.0
},
{
"p": 0.053860854357481,
"m": 1.0
},
{
"p": 0.14903682470321655,
"m": 1.0
},
{
"p": 0.09594978392124176,
"m": 1.0
},
{
"p": 0.006289107259362936,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.20613169670105,
"val_loss": 1.3736628293991089,
"acc": 52.36,
"time": 302.4288988870103,
"param": [
{
"p": 0.11742965877056122,
"m": 1.0
},
{
"p": 0.0010827896185219288,
"m": 1.0
},
{
"p": 0.09644448757171631,
"m": 1.0
},
{
"p": 0.06490892171859741,
"m": 1.0
},
{
"p": 0.00071349908830598,
"m": 1.0
},
{
"p": 0.04553066939115524,
"m": 1.0
},
{
"p": 0.11645793169736862,
"m": 1.0
},
{
"p": 0.09406647086143494,
"m": 1.0
},
{
"p": 0.08521104604005814,
"m": 1.0
},
{
"p": 0.11454010009765625,
"m": 1.0
},
{
"p": 0.07208072394132614,
"m": 1.0
},
{
"p": 0.10675357282161713,
"m": 1.0
},
{
"p": 0.07825826108455658,
"m": 1.0
},
{
"p": 0.006521906238049269,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.08012318611145,
"val_loss": 1.2199715375900269,
"acc": 52.22,
"time": 289.460956751951,
"param": [
{
"p": 0.15393246710300446,
"m": 1.0
},
{
"p": 0.0007139149238355458,
"m": 1.0
},
{
"p": 0.10096153616905212,
"m": 1.0
},
{
"p": 0.05493466556072235,
"m": 1.0
},
{
"p": 0.0007139149238355458,
"m": 1.0
},
{
"p": 0.04779110103845596,
"m": 1.0
},
{
"p": 0.09914204478263855,
"m": 1.0
},
{
"p": 0.10606858134269714,
"m": 1.0
},
{
"p": 0.1175493523478508,
"m": 1.0
},
{
"p": 0.11689399182796478,
"m": 1.0
},
{
"p": 0.04924219846725464,
"m": 1.0
},
{
"p": 0.10045813769102097,
"m": 1.0
},
{
"p": 0.02944411151111126,
"m": 1.0
},
{
"p": 0.022154025733470917,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.9118447303771973,
"val_loss": 1.1613157987594604,
"acc": 52.74,
"time": 267.32785474602133,
"param": [
{
"p": 0.1639190912246704,
"m": 1.0
},
{
"p": 0.0007150814635679126,
"m": 1.0
},
{
"p": 0.119442880153656,
"m": 1.0
},
{
"p": 0.04304056987166405,
"m": 1.0
},
{
"p": 0.025182247161865234,
"m": 1.0
},
{
"p": 0.06872589886188507,
"m": 1.0
},
{
"p": 0.08197342604398727,
"m": 1.0
},
{
"p": 0.07582486420869827,
"m": 1.0
},
{
"p": 0.09046179801225662,
"m": 1.0
},
{
"p": 0.09567202627658844,
"m": 1.0
},
{
"p": 0.050093501806259155,
"m": 1.0
},
{
"p": 0.10104729235172272,
"m": 1.0
},
{
"p": 0.06951332837343216,
"m": 1.0
},
{
"p": 0.014388028532266617,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 3.037283420562744,
"val_loss": 1.3454103469848633,
"acc": 53.26,
"time": 298.5460604149848,
"param": [
{
"p": 0.16605699062347412,
"m": 1.0
},
{
"p": 0.0014804841484874487,
"m": 1.0
},
{
"p": 0.10785927623510361,
"m": 1.0
},
{
"p": 0.08218532055616379,
"m": 1.0
},
{
"p": 0.053535811603069305,
"m": 1.0
},
{
"p": 0.07125328481197357,
"m": 1.0
},
{
"p": 0.1219366118311882,
"m": 1.0
},
{
"p": 0.04271582141518593,
"m": 1.0
},
{
"p": 0.05341588705778122,
"m": 1.0
},
{
"p": 0.08433427661657333,
"m": 1.0
},
{
"p": 0.07429640740156174,
"m": 1.0
},
{
"p": 0.03182025998830795,
"m": 1.0
},
{
"p": 0.09711907804012299,
"m": 1.0
},
{
"p": 0.011990458704531193,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.443232536315918,
"val_loss": 1.2778797149658203,
"acc": 56.66,
"time": 287.0077219810337,
"param": [
{
"p": 0.13401956856250763,
"m": 1.0
},
{
"p": 0.0007240739068947732,
"m": 1.0
},
{
"p": 0.12851883471012115,
"m": 1.0
},
{
"p": 0.04329237341880798,
"m": 1.0
},
{
"p": 0.0256731566041708,
"m": 1.0
},
{
"p": 0.04510538652539253,
"m": 1.0
},
{
"p": 0.08821586519479752,
"m": 1.0
},
{
"p": 0.06715696305036545,
"m": 1.0
},
{
"p": 0.07409900426864624,
"m": 1.0
},
{
"p": 0.04533153772354126,
"m": 1.0
},
{
"p": 0.09951675683259964,
"m": 1.0
},
{
"p": 0.10990235954523087,
"m": 1.0
},
{
"p": 0.11710632592439651,
"m": 1.0
},
{
"p": 0.021337762475013733,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 2.3765997886657715,
"val_loss": 1.1568275690078735,
"acc": 56.83,
"time": 296.2935012100497,
"param": [
{
"p": 0.14356352388858795,
"m": 1.0
},
{
"p": 0.017284374684095383,
"m": 1.0
},
{
"p": 0.09987116605043411,
"m": 1.0
},
{
"p": 0.05504555627703667,
"m": 1.0
},
{
"p": 0.002133206930011511,
"m": 1.0
},
{
"p": 0.03437120094895363,
"m": 1.0
},
{
"p": 0.11029208451509476,
"m": 1.0
},
{
"p": 0.07163973152637482,
"m": 1.0
},
{
"p": 0.07588159292936325,
"m": 1.0
},
{
"p": 0.11888106167316437,
"m": 1.0
},
{
"p": 0.04422612115740776,
"m": 1.0
},
{
"p": 0.11031531542539597,
"m": 1.0
},
{
"p": 0.10324838012456894,
"m": 1.0
},
{
"p": 0.013246623799204826,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.8690786361694336,
"val_loss": 1.1294320821762085,
"acc": 55.68,
"time": 296.23296580906026,
"param": [
{
"p": 0.12318074703216553,
"m": 1.0
},
{
"p": 0.0007056276081129909,
"m": 1.0
},
{
"p": 0.08670087903738022,
"m": 1.0
},
{
"p": 0.009419994428753853,
"m": 1.0
},
{
"p": 0.008744657970964909,
"m": 1.0
},
{
"p": 0.07871255278587341,
"m": 1.0
},
{
"p": 0.11781414598226547,
"m": 1.0
},
{
"p": 0.08495786786079407,
"m": 1.0
},
{
"p": 0.11434010416269302,
"m": 1.0
},
{
"p": 0.12802790105342865,
"m": 1.0
},
{
"p": 0.06748893111944199,
"m": 1.0
},
{
"p": 0.09635037183761597,
"m": 1.0
},
{
"p": 0.055945806205272675,
"m": 1.0
},
{
"p": 0.027610430493950844,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.9581494331359863,
"val_loss": 1.167027235031128,
"acc": 57.13,
"time": 295.4985476019792,
"param": [
{
"p": 0.12934696674346924,
"m": 1.0
},
{
"p": 0.031107639893889427,
"m": 1.0
},
{
"p": 0.11280770599842072,
"m": 1.0
},
{
"p": 0.06647936254739761,
"m": 1.0
},
{
"p": 0.030209125950932503,
"m": 1.0
},
{
"p": 0.011683586984872818,
"m": 1.0
},
{
"p": 0.10233233124017715,
"m": 1.0
},
{
"p": 0.0708397626876831,
"m": 1.0
},
{
"p": 0.07359243929386139,
"m": 1.0
},
{
"p": 0.07241742312908173,
"m": 1.0
},
{
"p": 0.0622919425368309,
"m": 1.0
},
{
"p": 0.10358458757400513,
"m": 1.0
},
{
"p": 0.09233960509300232,
"m": 1.0
},
{
"p": 0.040967535227537155,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.340039014816284,
"val_loss": 1.148219347000122,
"acc": 59.66,
"time": 255.4260368209798,
"param": [
{
"p": 0.12483534961938858,
"m": 1.0
},
{
"p": 0.017576513811945915,
"m": 1.0
},
{
"p": 0.1126585602760315,
"m": 1.0
},
{
"p": 0.08145722001791,
"m": 1.0
},
{
"p": 0.0238194577395916,
"m": 1.0
},
{
"p": 0.03935438022017479,
"m": 1.0
},
{
"p": 0.1332363784313202,
"m": 1.0
},
{
"p": 0.025445055216550827,
"m": 1.0
},
{
"p": 0.1014566570520401,
"m": 1.0
},
{
"p": 0.09537452459335327,
"m": 1.0
},
{
"p": 0.033204611390829086,
"m": 1.0
},
{
"p": 0.09731320291757584,
"m": 1.0
},
{
"p": 0.11355787515640259,
"m": 1.0
},
{
"p": 0.0007102068630047143,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.396193504333496,
"val_loss": 1.0391117334365845,
"acc": 59.1,
"time": 264.6418008529581,
"param": [
{
"p": 0.1454414576292038,
"m": 1.0
},
{
"p": 0.012994264252483845,
"m": 1.0
},
{
"p": 0.09896162152290344,
"m": 1.0
},
{
"p": 0.06546518206596375,
"m": 1.0
},
{
"p": 0.031660955399274826,
"m": 1.0
},
{
"p": 0.044053610414266586,
"m": 1.0
},
{
"p": 0.0974198430776596,
"m": 1.0
},
{
"p": 0.07343310862779617,
"m": 1.0
},
{
"p": 0.07116947323083878,
"m": 1.0
},
{
"p": 0.08609996736049652,
"m": 1.0
},
{
"p": 0.05716463923454285,
"m": 1.0
},
{
"p": 0.09088317304849625,
"m": 1.0
},
{
"p": 0.08276981860399246,
"m": 1.0
},
{
"p": 0.04248283803462982,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.096191167831421,
"val_loss": 1.075831651687622,
"acc": 62.27,
"time": 285.57231143605895,
"param": [
{
"p": 0.11284913122653961,
"m": 1.0
},
{
"p": 0.004105831030756235,
"m": 1.0
},
{
"p": 0.1125182956457138,
"m": 1.0
},
{
"p": 0.07403095066547394,
"m": 1.0
},
{
"p": 0.04042745754122734,
"m": 1.0
},
{
"p": 0.029894333332777023,
"m": 1.0
},
{
"p": 0.0882728174328804,
"m": 1.0
},
{
"p": 0.07348456978797913,
"m": 1.0
},
{
"p": 0.11473287642002106,
"m": 1.0
},
{
"p": 0.10223683714866638,
"m": 1.0
},
{
"p": 0.05603919178247452,
"m": 1.0
},
{
"p": 0.09395530074834824,
"m": 1.0
},
{
"p": 0.09674423187971115,
"m": 1.0
},
{
"p": 0.0007082539959810674,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.528964042663574,
"val_loss": 1.1352981328964233,
"acc": 62.91,
"time": 314.6956836479949,
"param": [
{
"p": 0.0975920781493187,
"m": 1.0
},
{
"p": 0.029286962002515793,
"m": 1.0
},
{
"p": 0.08148123323917389,
"m": 1.0
},
{
"p": 0.053210701793432236,
"m": 1.0
},
{
"p": 0.032384078949689865,
"m": 1.0
},
{
"p": 0.03565425053238869,
"m": 1.0
},
{
"p": 0.08479611575603485,
"m": 1.0
},
{
"p": 0.08418193459510803,
"m": 1.0
},
{
"p": 0.09533277899026871,
"m": 1.0
},
{
"p": 0.11292058229446411,
"m": 1.0
},
{
"p": 0.07187694311141968,
"m": 1.0
},
{
"p": 0.09259431064128876,
"m": 1.0
},
{
"p": 0.08923076093196869,
"m": 1.0
},
{
"p": 0.03945738822221756,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.12164568901062,
"val_loss": 1.2065547704696655,
"acc": 61.62,
"time": 306.7413719469914,
"param": [
{
"p": 0.10853325575590134,
"m": 1.0
},
{
"p": 0.016207389533519745,
"m": 1.0
},
{
"p": 0.08856093138456345,
"m": 1.0
},
{
"p": 0.07903473824262619,
"m": 1.0
},
{
"p": 0.05510351434350014,
"m": 1.0
},
{
"p": 0.004147706553339958,
"m": 1.0
},
{
"p": 0.10491713881492615,
"m": 1.0
},
{
"p": 0.08515936881303787,
"m": 1.0
},
{
"p": 0.06514423340559006,
"m": 1.0
},
{
"p": 0.09991496056318283,
"m": 1.0
},
{
"p": 0.07275862246751785,
"m": 1.0
},
{
"p": 0.09744157642126083,
"m": 1.0
},
{
"p": 0.08790816366672516,
"m": 1.0
},
{
"p": 0.03516841307282448,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.2172622680664062,
"val_loss": 0.9275910258293152,
"acc": 63.67,
"time": 279.30126325495075,
"param": [
{
"p": 0.09985464066267014,
"m": 1.0
},
{
"p": 0.043382808566093445,
"m": 1.0
},
{
"p": 0.08453946560621262,
"m": 1.0
},
{
"p": 0.05970057100057602,
"m": 1.0
},
{
"p": 0.0298033207654953,
"m": 1.0
},
{
"p": 0.026156950742006302,
"m": 1.0
},
{
"p": 0.0860857143998146,
"m": 1.0
},
{
"p": 0.07855740189552307,
"m": 1.0
},
{
"p": 0.1079232394695282,
"m": 1.0
},
{
"p": 0.08783438801765442,
"m": 1.0
},
{
"p": 0.061002641916275024,
"m": 1.0
},
{
"p": 0.11400718986988068,
"m": 1.0
},
{
"p": 0.07959500700235367,
"m": 1.0
},
{
"p": 0.041556600481271744,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.981706142425537,
"val_loss": 1.0889532566070557,
"acc": 61.32,
"time": 302.68570221797563,
"param": [
{
"p": 0.15518461167812347,
"m": 1.0
},
{
"p": 0.022551624104380608,
"m": 1.0
},
{
"p": 0.06614885479211807,
"m": 1.0
},
{
"p": 0.08138103783130646,
"m": 1.0
},
{
"p": 0.009139818139374256,
"m": 1.0
},
{
"p": 0.0007031503482721746,
"m": 1.0
},
{
"p": 0.09964597225189209,
"m": 1.0
},
{
"p": 0.07445875555276871,
"m": 1.0
},
{
"p": 0.11013979464769363,
"m": 1.0
},
{
"p": 0.10302641242742538,
"m": 1.0
},
{
"p": 0.023160574957728386,
"m": 1.0
},
{
"p": 0.10725660622119904,
"m": 1.0
},
{
"p": 0.10398534685373306,
"m": 1.0
},
{
"p": 0.04321747273206711,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.9668869972229004,
"val_loss": 1.1374993324279785,
"acc": 64.03,
"time": 291.7662269779248,
"param": [
{
"p": 0.13511164486408234,
"m": 1.0
},
{
"p": 0.012990385293960571,
"m": 1.0
},
{
"p": 0.10266700387001038,
"m": 1.0
},
{
"p": 0.03518235310912132,
"m": 1.0
},
{
"p": 0.03264988586306572,
"m": 1.0
},
{
"p": 0.012247281149029732,
"m": 1.0
},
{
"p": 0.10195333510637283,
"m": 1.0
},
{
"p": 0.07560443878173828,
"m": 1.0
},
{
"p": 0.07713208347558975,
"m": 1.0
},
{
"p": 0.11770723015069962,
"m": 1.0
},
{
"p": 0.04334181919693947,
"m": 1.0
},
{
"p": 0.11975390464067459,
"m": 1.0
},
{
"p": 0.0932697057723999,
"m": 1.0
},
{
"p": 0.040388815104961395,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.2816734313964844,
"val_loss": 0.9063349366188049,
"acc": 64.75,
"time": 313.1898344299989,
"param": [
{
"p": 0.10045624524354935,
"m": 1.0
},
{
"p": 0.02916288562119007,
"m": 1.0
},
{
"p": 0.07974211126565933,
"m": 1.0
},
{
"p": 0.07378208637237549,
"m": 1.0
},
{
"p": 0.029130252078175545,
"m": 1.0
},
{
"p": 0.06971175968647003,
"m": 1.0
},
{
"p": 0.0974443331360817,
"m": 1.0
},
{
"p": 0.07642599940299988,
"m": 1.0
},
{
"p": 0.08380594104528427,
"m": 1.0
},
{
"p": 0.09784360229969025,
"m": 1.0
},
{
"p": 0.05994779244065285,
"m": 1.0
},
{
"p": 0.07740415632724762,
"m": 1.0
},
{
"p": 0.0908522680401802,
"m": 1.0
},
{
"p": 0.034290581941604614,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.2564282417297363,
"val_loss": 1.099603295326233,
"acc": 64.5,
"time": 285.49167431506794,
"param": [
{
"p": 0.14744411408901215,
"m": 1.0
},
{
"p": 0.01913083903491497,
"m": 1.0
},
{
"p": 0.10282066464424133,
"m": 1.0
},
{
"p": 0.08122539520263672,
"m": 1.0
},
{
"p": 0.04253020137548447,
"m": 1.0
},
{
"p": 0.02579864114522934,
"m": 1.0
},
{
"p": 0.06431153416633606,
"m": 1.0
},
{
"p": 0.08815279603004456,
"m": 1.0
},
{
"p": 0.06845226883888245,
"m": 1.0
},
{
"p": 0.0872349962592125,
"m": 1.0
},
{
"p": 0.07480534166097641,
"m": 1.0
},
{
"p": 0.08090809732675552,
"m": 1.0
},
{
"p": 0.0780041292309761,
"m": 1.0
},
{
"p": 0.039180949330329895,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.131241798400879,
"val_loss": 0.9930480718612671,
"acc": 64.93,
"time": 277.1772698489949,
"param": [
{
"p": 0.10114169865846634,
"m": 1.0
},
{
"p": 0.025825733318924904,
"m": 1.0
},
{
"p": 0.09394434094429016,
"m": 1.0
},
{
"p": 0.07253653556108475,
"m": 1.0
},
{
"p": 0.04451331868767738,
"m": 1.0
},
{
"p": 0.06872022151947021,
"m": 1.0
},
{
"p": 0.0973922461271286,
"m": 1.0
},
{
"p": 0.07287809997797012,
"m": 1.0
},
{
"p": 0.0768430083990097,
"m": 1.0
},
{
"p": 0.08636480569839478,
"m": 1.0
},
{
"p": 0.07149910926818848,
"m": 1.0
},
{
"p": 0.07411853224039078,
"m": 1.0
},
{
"p": 0.08307575434446335,
"m": 1.0
},
{
"p": 0.031146643683314323,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.144944429397583,
"val_loss": 0.9030807614326477,
"acc": 65.15,
"time": 291.1332803440746,
"param": [
{
"p": 0.09513512998819351,
"m": 1.0
},
{
"p": 0.003080815076828003,
"m": 1.0
},
{
"p": 0.09362394362688065,
"m": 1.0
},
{
"p": 0.055813468992710114,
"m": 1.0
},
{
"p": 0.04851216450333595,
"m": 1.0
},
{
"p": 0.04445209726691246,
"m": 1.0
},
{
"p": 0.09990715235471725,
"m": 1.0
},
{
"p": 0.07897617667913437,
"m": 1.0
},
{
"p": 0.08793988078832626,
"m": 1.0
},
{
"p": 0.09142956882715225,
"m": 1.0
},
{
"p": 0.07163622975349426,
"m": 1.0
},
{
"p": 0.08838491886854172,
"m": 1.0
},
{
"p": 0.09982546418905258,
"m": 1.0
},
{
"p": 0.04128308966755867,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.801832914352417,
"val_loss": 0.9477130174636841,
"acc": 66.95,
"time": 306.7543923520716,
"param": [
{
"p": 0.11921557039022446,
"m": 1.0
},
{
"p": 0.008660782128572464,
"m": 1.0
},
{
"p": 0.07116267085075378,
"m": 1.0
},
{
"p": 0.0885225459933281,
"m": 1.0
},
{
"p": 0.06120486184954643,
"m": 1.0
},
{
"p": 0.08039072901010513,
"m": 1.0
},
{
"p": 0.07680127769708633,
"m": 1.0
},
{
"p": 0.04427867755293846,
"m": 1.0
},
{
"p": 0.08135669678449631,
"m": 1.0
},
{
"p": 0.04981224238872528,
"m": 1.0
},
{
"p": 0.082130067050457,
"m": 1.0
},
{
"p": 0.11631182581186295,
"m": 1.0
},
{
"p": 0.0934729278087616,
"m": 1.0
},
{
"p": 0.02667919732630253,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.9033057689666748,
"val_loss": 1.0080939531326294,
"acc": 66.27,
"time": 276.34270544711035,
"param": [
{
"p": 0.11580793559551239,
"m": 1.0
},
{
"p": 0.02452448010444641,
"m": 1.0
},
{
"p": 0.050084199756383896,
"m": 1.0
},
{
"p": 0.06956042349338531,
"m": 1.0
},
{
"p": 0.04940113425254822,
"m": 1.0
},
{
"p": 0.03657190874218941,
"m": 1.0
},
{
"p": 0.10373882949352264,
"m": 1.0
},
{
"p": 0.08507725596427917,
"m": 1.0
},
{
"p": 0.07577284425497055,
"m": 1.0
},
{
"p": 0.06602378189563751,
"m": 1.0
},
{
"p": 0.06214035302400589,
"m": 1.0
},
{
"p": 0.10170438885688782,
"m": 1.0
},
{
"p": 0.11044007539749146,
"m": 1.0
},
{
"p": 0.0491524301469326,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.7405612468719482,
"val_loss": 0.9657961130142212,
"acc": 65.32,
"time": 312.85855103004724,
"param": [
{
"p": 0.12169135361909866,
"m": 1.0
},
{
"p": 0.031075377017259598,
"m": 1.0
},
{
"p": 0.0814666822552681,
"m": 1.0
},
{
"p": 0.07276590168476105,
"m": 1.0
},
{
"p": 0.022782400250434875,
"m": 1.0
},
{
"p": 0.047580536454916,
"m": 1.0
},
{
"p": 0.0899793952703476,
"m": 1.0
},
{
"p": 0.07399579137563705,
"m": 1.0
},
{
"p": 0.07564733177423477,
"m": 1.0
},
{
"p": 0.09835759550333023,
"m": 1.0
},
{
"p": 0.07487019151449203,
"m": 1.0
},
{
"p": 0.09569904208183289,
"m": 1.0
},
{
"p": 0.08048615604639053,
"m": 1.0
},
{
"p": 0.033602237701416016,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.030419111251831,
"val_loss": 0.945047914981842,
"acc": 66.17,
"time": 311.0692569720559,
"param": [
{
"p": 0.09166628122329712,
"m": 1.0
},
{
"p": 0.03418177738785744,
"m": 1.0
},
{
"p": 0.08927303552627563,
"m": 1.0
},
{
"p": 0.06154073029756546,
"m": 1.0
},
{
"p": 0.05908302962779999,
"m": 1.0
},
{
"p": 0.04130084812641144,
"m": 1.0
},
{
"p": 0.10435803234577179,
"m": 1.0
},
{
"p": 0.06857883930206299,
"m": 1.0
},
{
"p": 0.10866861045360565,
"m": 1.0
},
{
"p": 0.06651575118303299,
"m": 1.0
},
{
"p": 0.06757475435733795,
"m": 1.0
},
{
"p": 0.10350760072469711,
"m": 1.0
},
{
"p": 0.0612335279583931,
"m": 1.0
},
{
"p": 0.04251713305711746,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 2.026644468307495,
"val_loss": 1.037825584411621,
"acc": 65.74,
"time": 281.1991645670496,
"param": [
{
"p": 0.10821521282196045,
"m": 1.0
},
{
"p": 0.04538428410887718,
"m": 1.0
},
{
"p": 0.085494764149189,
"m": 1.0
},
{
"p": 0.07709773629903793,
"m": 1.0
},
{
"p": 0.0329815037548542,
"m": 1.0
},
{
"p": 0.001819821074604988,
"m": 1.0
},
{
"p": 0.096765898168087,
"m": 1.0
},
{
"p": 0.07567764818668365,
"m": 1.0
},
{
"p": 0.0755082443356514,
"m": 1.0
},
{
"p": 0.10698360204696655,
"m": 1.0
},
{
"p": 0.08859538286924362,
"m": 1.0
},
{
"p": 0.08471053838729858,
"m": 1.0
},
{
"p": 0.08485263586044312,
"m": 1.0
},
{
"p": 0.03591272979974747,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.8220590353012085,
"val_loss": 0.8101822137832642,
"acc": 66.75,
"time": 311.92211557901464,
"param": [
{
"p": 0.11796879023313522,
"m": 1.0
},
{
"p": 0.03183034434914589,
"m": 1.0
},
{
"p": 0.0811883881688118,
"m": 1.0
},
{
"p": 0.07735227793455124,
"m": 1.0
},
{
"p": 0.0249160248786211,
"m": 1.0
},
{
"p": 0.0592336468398571,
"m": 1.0
},
{
"p": 0.09879086166620255,
"m": 1.0
},
{
"p": 0.05402473732829094,
"m": 1.0
},
{
"p": 0.09573196619749069,
"m": 1.0
},
{
"p": 0.08848381787538528,
"m": 1.0
},
{
"p": 0.057282134890556335,
"m": 1.0
},
{
"p": 0.07059772312641144,
"m": 1.0
},
{
"p": 0.0977282002568245,
"m": 1.0
},
{
"p": 0.044871099293231964,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.9099688529968262,
"val_loss": 1.0833165645599365,
"acc": 66.6,
"time": 290.3813730070833,
"param": [
{
"p": 0.1114824190735817,
"m": 1.0
},
{
"p": 0.007259725127369165,
"m": 1.0
},
{
"p": 0.10685880482196808,
"m": 1.0
},
{
"p": 0.056439757347106934,
"m": 1.0
},
{
"p": 0.04092910885810852,
"m": 1.0
},
{
"p": 0.055981434881687164,
"m": 1.0
},
{
"p": 0.08473782986402512,
"m": 1.0
},
{
"p": 0.06098487600684166,
"m": 1.0
},
{
"p": 0.10406889766454697,
"m": 1.0
},
{
"p": 0.08861929178237915,
"m": 1.0
},
{
"p": 0.09138959646224976,
"m": 1.0
},
{
"p": 0.07341194152832031,
"m": 1.0
},
{
"p": 0.0672886073589325,
"m": 1.0
},
{
"p": 0.0505477711558342,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.8333704471588135,
"val_loss": 0.9741533398628235,
"acc": 68.07,
"time": 302.35046439501457,
"param": [
{
"p": 0.1043032556772232,
"m": 1.0
},
{
"p": 0.04790854454040527,
"m": 1.0
},
{
"p": 0.07947339862585068,
"m": 1.0
},
{
"p": 0.07057635486125946,
"m": 1.0
},
{
"p": 0.052799880504608154,
"m": 1.0
},
{
"p": 0.06367678940296173,
"m": 1.0
},
{
"p": 0.09495837986469269,
"m": 1.0
},
{
"p": 0.07697899639606476,
"m": 1.0
},
{
"p": 0.0665472149848938,
"m": 1.0
},
{
"p": 0.08539527654647827,
"m": 1.0
},
{
"p": 0.06948639452457428,
"m": 1.0
},
{
"p": 0.06538845598697662,
"m": 1.0
},
{
"p": 0.07935143262147903,
"m": 1.0
},
{
"p": 0.04315561056137085,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.504933476448059,
"val_loss": 0.815732479095459,
"acc": 68.6,
"time": 290.0556428389391,
"param": [
{
"p": 0.0814138725399971,
"m": 1.0
},
{
"p": 0.04334516450762749,
"m": 1.0
},
{
"p": 0.09860768169164658,
"m": 1.0
},
{
"p": 0.06909532845020294,
"m": 1.0
},
{
"p": 0.03481141850352287,
"m": 1.0
},
{
"p": 0.058431223034858704,
"m": 1.0
},
{
"p": 0.09076547622680664,
"m": 1.0
},
{
"p": 0.05935518071055412,
"m": 1.0
},
{
"p": 0.08280465751886368,
"m": 1.0
},
{
"p": 0.07437072694301605,
"m": 1.0
},
{
"p": 0.07255976647138596,
"m": 1.0
},
{
"p": 0.08962757885456085,
"m": 1.0
},
{
"p": 0.09131981432437897,
"m": 1.0
},
{
"p": 0.05349219590425491,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.6921241283416748,
"val_loss": 0.8890010714530945,
"acc": 67.56,
"time": 288.53263712499756,
"param": [
{
"p": 0.11377120018005371,
"m": 1.0
},
{
"p": 0.04012630879878998,
"m": 1.0
},
{
"p": 0.08711996674537659,
"m": 1.0
},
{
"p": 0.08478841185569763,
"m": 1.0
},
{
"p": 0.05934567004442215,
"m": 1.0
},
{
"p": 0.04140089824795723,
"m": 1.0
},
{
"p": 0.07142302393913269,
"m": 1.0
},
{
"p": 0.05699627473950386,
"m": 1.0
},
{
"p": 0.07725254446268082,
"m": 1.0
},
{
"p": 0.08494681119918823,
"m": 1.0
},
{
"p": 0.06379237025976181,
"m": 1.0
},
{
"p": 0.07396894693374634,
"m": 1.0
},
{
"p": 0.0886652022600174,
"m": 1.0
},
{
"p": 0.056402381509542465,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.8094475269317627,
"val_loss": 0.9487337470054626,
"acc": 68.28,
"time": 290.38426846894436,
"param": [
{
"p": 0.11582683771848679,
"m": 1.0
},
{
"p": 0.04264773428440094,
"m": 1.0
},
{
"p": 0.07721670717000961,
"m": 1.0
},
{
"p": 0.0773511454463005,
"m": 1.0
},
{
"p": 0.053527481853961945,
"m": 1.0
},
{
"p": 0.06350786983966827,
"m": 1.0
},
{
"p": 0.06689733266830444,
"m": 1.0
},
{
"p": 0.07299993187189102,
"m": 1.0
},
{
"p": 0.0600663460791111,
"m": 1.0
},
{
"p": 0.09827720373868942,
"m": 1.0
},
{
"p": 0.06653251498937607,
"m": 1.0
},
{
"p": 0.06751489639282227,
"m": 1.0
},
{
"p": 0.0882456973195076,
"m": 1.0
},
{
"p": 0.04938821122050285,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 2.0392704010009766,
"val_loss": 1.0157450437545776,
"acc": 67.36,
"time": 273.8032298629405,
"param": [
{
"p": 0.1113869771361351,
"m": 1.0
},
{
"p": 0.05163427069783211,
"m": 1.0
},
{
"p": 0.08407458662986755,
"m": 1.0
},
{
"p": 0.04702001437544823,
"m": 1.0
},
{
"p": 0.05028845742344856,
"m": 1.0
},
{
"p": 0.05225594714283943,
"m": 1.0
},
{
"p": 0.0795399472117424,
"m": 1.0
},
{
"p": 0.05161326378583908,
"m": 1.0
},
{
"p": 0.07964527606964111,
"m": 1.0
},
{
"p": 0.10443955659866333,
"m": 1.0
},
{
"p": 0.05662126839160919,
"m": 1.0
},
{
"p": 0.08517668396234512,
"m": 1.0
},
{
"p": 0.08576047420501709,
"m": 1.0
},
{
"p": 0.060543242841959,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.5743768215179443,
"val_loss": 0.7907892465591431,
"acc": 68.75,
"time": 307.9737410240341,
"param": [
{
"p": 0.1253688931465149,
"m": 1.0
},
{
"p": 0.02692696638405323,
"m": 1.0
},
{
"p": 0.08494684100151062,
"m": 1.0
},
{
"p": 0.05792830139398575,
"m": 1.0
},
{
"p": 0.04578793793916702,
"m": 1.0
},
{
"p": 0.04638690873980522,
"m": 1.0
},
{
"p": 0.0881810411810875,
"m": 1.0
},
{
"p": 0.08485151827335358,
"m": 1.0
},
{
"p": 0.09291257709264755,
"m": 1.0
},
{
"p": 0.07326813787221909,
"m": 1.0
},
{
"p": 0.0780981034040451,
"m": 1.0
},
{
"p": 0.04675501585006714,
"m": 1.0
},
{
"p": 0.08748892694711685,
"m": 1.0
},
{
"p": 0.0610988512635231,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.5958054065704346,
"val_loss": 1.097680687904358,
"acc": 67.79,
"time": 278.33938904106617,
"param": [
{
"p": 0.10999622941017151,
"m": 1.0
},
{
"p": 0.031092699617147446,
"m": 1.0
},
{
"p": 0.08990583568811417,
"m": 1.0
},
{
"p": 0.08844980597496033,
"m": 1.0
},
{
"p": 0.01823708601295948,
"m": 1.0
},
{
"p": 0.01631903648376465,
"m": 1.0
},
{
"p": 0.09759063273668289,
"m": 1.0
},
{
"p": 0.05430515110492706,
"m": 1.0
},
{
"p": 0.08036606758832932,
"m": 1.0
},
{
"p": 0.06620512902736664,
"m": 1.0
},
{
"p": 0.07707930356264114,
"m": 1.0
},
{
"p": 0.11265870928764343,
"m": 1.0
},
{
"p": 0.0939972996711731,
"m": 1.0
},
{
"p": 0.06379687786102295,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.6700875759124756,
"val_loss": 0.791630208492279,
"acc": 67.61,
"time": 315.946902628988,
"param": [
{
"p": 0.10599540919065475,
"m": 1.0
},
{
"p": 0.04651282727718353,
"m": 1.0
},
{
"p": 0.07760737836360931,
"m": 1.0
},
{
"p": 0.054424211382865906,
"m": 1.0
},
{
"p": 0.032515719532966614,
"m": 1.0
},
{
"p": 0.04869795963168144,
"m": 1.0
},
{
"p": 0.09643647074699402,
"m": 1.0
},
{
"p": 0.08721199631690979,
"m": 1.0
},
{
"p": 0.0926089733839035,
"m": 1.0
},
{
"p": 0.0931178480386734,
"m": 1.0
},
{
"p": 0.06320841610431671,
"m": 1.0
},
{
"p": 0.08467153459787369,
"m": 1.0
},
{
"p": 0.07225767523050308,
"m": 1.0
},
{
"p": 0.04473360255360603,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.1900379657745361,
"val_loss": 0.9201077222824097,
"acc": 68.96,
"time": 313.5097070620395,
"param": [
{
"p": 0.1058531329035759,
"m": 1.0
},
{
"p": 0.04336763918399811,
"m": 1.0
},
{
"p": 0.08690029382705688,
"m": 1.0
},
{
"p": 0.07554185390472412,
"m": 1.0
},
{
"p": 0.054249558597803116,
"m": 1.0
},
{
"p": 0.033586591482162476,
"m": 1.0
},
{
"p": 0.07846459001302719,
"m": 1.0
},
{
"p": 0.09019409120082855,
"m": 1.0
},
{
"p": 0.07791268825531006,
"m": 1.0
},
{
"p": 0.1019895076751709,
"m": 1.0
},
{
"p": 0.06068871542811394,
"m": 1.0
},
{
"p": 0.0665803775191307,
"m": 1.0
},
{
"p": 0.07416536659002304,
"m": 1.0
},
{
"p": 0.05050550401210785,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.7153288125991821,
"val_loss": 0.9657266139984131,
"acc": 68.65,
"time": 297.0782244880684,
"param": [
{
"p": 0.11537891626358032,
"m": 1.0
},
{
"p": 0.03725624084472656,
"m": 1.0
},
{
"p": 0.08876091986894608,
"m": 1.0
},
{
"p": 0.056546472012996674,
"m": 1.0
},
{
"p": 0.069707490503788,
"m": 1.0
},
{
"p": 0.03511703759431839,
"m": 1.0
},
{
"p": 0.07945572584867477,
"m": 1.0
},
{
"p": 0.06853936612606049,
"m": 1.0
},
{
"p": 0.0831478089094162,
"m": 1.0
},
{
"p": 0.0754307433962822,
"m": 1.0
},
{
"p": 0.09188738465309143,
"m": 1.0
},
{
"p": 0.07727819681167603,
"m": 1.0
},
{
"p": 0.08668975532054901,
"m": 1.0
},
{
"p": 0.034803882241249084,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.4490013122558594,
"val_loss": 0.8744950294494629,
"acc": 68.94,
"time": 292.6089335329598,
"param": [
{
"p": 0.10120631754398346,
"m": 1.0
},
{
"p": 0.045415863394737244,
"m": 1.0
},
{
"p": 0.07526370137929916,
"m": 1.0
},
{
"p": 0.07860023528337479,
"m": 1.0
},
{
"p": 0.03428173437714577,
"m": 1.0
},
{
"p": 0.02394993230700493,
"m": 1.0
},
{
"p": 0.09419739991426468,
"m": 1.0
},
{
"p": 0.07572277635335922,
"m": 1.0
},
{
"p": 0.060960184782743454,
"m": 1.0
},
{
"p": 0.10478715598583221,
"m": 1.0
},
{
"p": 0.06820419430732727,
"m": 1.0
},
{
"p": 0.09203581511974335,
"m": 1.0
},
{
"p": 0.0884784460067749,
"m": 1.0
},
{
"p": 0.0568961575627327,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.6836049556732178,
"val_loss": 0.8632262945175171,
"acc": 68.32,
"time": 304.4366212988971,
"param": [
{
"p": 0.11364294588565826,
"m": 1.0
},
{
"p": 0.023888368159532547,
"m": 1.0
},
{
"p": 0.08922120183706284,
"m": 1.0
},
{
"p": 0.07358981668949127,
"m": 1.0
},
{
"p": 0.04877151548862457,
"m": 1.0
},
{
"p": 0.062146950513124466,
"m": 1.0
},
{
"p": 0.1148054301738739,
"m": 1.0
},
{
"p": 0.07981599122285843,
"m": 1.0
},
{
"p": 0.05678035691380501,
"m": 1.0
},
{
"p": 0.07131659239530563,
"m": 1.0
},
{
"p": 0.05484947934746742,
"m": 1.0
},
{
"p": 0.08451876789331436,
"m": 1.0
},
{
"p": 0.07320110499858856,
"m": 1.0
},
{
"p": 0.05345163866877556,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.5490590333938599,
"val_loss": 0.9264556765556335,
"acc": 67.79,
"time": 297.1930882289307,
"param": [
{
"p": 0.10273967683315277,
"m": 1.0
},
{
"p": 0.04163876920938492,
"m": 1.0
},
{
"p": 0.08005023002624512,
"m": 1.0
},
{
"p": 0.07228947430849075,
"m": 1.0
},
{
"p": 0.031667642295360565,
"m": 1.0
},
{
"p": 0.0312669612467289,
"m": 1.0
},
{
"p": 0.10069873929023743,
"m": 1.0
},
{
"p": 0.03910525143146515,
"m": 1.0
},
{
"p": 0.12613822519779205,
"m": 1.0
},
{
"p": 0.08793704211711884,
"m": 1.0
},
{
"p": 0.07368540018796921,
"m": 1.0
},
{
"p": 0.07879132032394409,
"m": 1.0
},
{
"p": 0.09930567443370819,
"m": 1.0
},
{
"p": 0.034685537219047546,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.6956321001052856,
"val_loss": 0.8580144047737122,
"acc": 68.91,
"time": 283.74219252099283,
"param": [
{
"p": 0.09751379489898682,
"m": 1.0
},
{
"p": 0.039263706654310226,
"m": 1.0
},
{
"p": 0.100943423807621,
"m": 1.0
},
{
"p": 0.06656473875045776,
"m": 1.0
},
{
"p": 0.04531817138195038,
"m": 1.0
},
{
"p": 0.06116276979446411,
"m": 1.0
},
{
"p": 0.08850089460611343,
"m": 1.0
},
{
"p": 0.05036156252026558,
"m": 1.0
},
{
"p": 0.07120490819215775,
"m": 1.0
},
{
"p": 0.0783718004822731,
"m": 1.0
},
{
"p": 0.06570693105459213,
"m": 1.0
},
{
"p": 0.0943724662065506,
"m": 1.0
},
{
"p": 0.0720849484205246,
"m": 1.0
},
{
"p": 0.06862987577915192,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.5329887866973877,
"val_loss": 0.8447271585464478,
"acc": 69.34,
"time": 300.74420459300745,
"param": [
{
"p": 0.09045810997486115,
"m": 1.0
},
{
"p": 0.041121259331703186,
"m": 1.0
},
{
"p": 0.09637439996004105,
"m": 1.0
},
{
"p": 0.06225281581282616,
"m": 1.0
},
{
"p": 0.04198014736175537,
"m": 1.0
},
{
"p": 0.04472378268837929,
"m": 1.0
},
{
"p": 0.06489572674036026,
"m": 1.0
},
{
"p": 0.0781625285744667,
"m": 1.0
},
{
"p": 0.09711959213018417,
"m": 1.0
},
{
"p": 0.07782714813947678,
"m": 1.0
},
{
"p": 0.08902772516012192,
"m": 1.0
},
{
"p": 0.08115497976541519,
"m": 1.0
},
{
"p": 0.09273520112037659,
"m": 1.0
},
{
"p": 0.042166568338871,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.1416287422180176,
"val_loss": 0.9247531294822693,
"acc": 68.74,
"time": 307.64760686899535,
"param": [
{
"p": 0.07194788753986359,
"m": 1.0
},
{
"p": 0.03081733174622059,
"m": 1.0
},
{
"p": 0.08796030282974243,
"m": 1.0
},
{
"p": 0.06610968708992004,
"m": 1.0
},
{
"p": 0.020629264414310455,
"m": 1.0
},
{
"p": 0.029556239023804665,
"m": 1.0
},
{
"p": 0.08736247569322586,
"m": 1.0
},
{
"p": 0.08308743685483932,
"m": 1.0
},
{
"p": 0.08971255272626877,
"m": 1.0
},
{
"p": 0.0883890837430954,
"m": 1.0
},
{
"p": 0.0928417295217514,
"m": 1.0
},
{
"p": 0.10066357254981995,
"m": 1.0
},
{
"p": 0.09594208747148514,
"m": 1.0
},
{
"p": 0.05498022586107254,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.7186239957809448,
"val_loss": 0.8781575560569763,
"acc": 69.33,
"time": 323.8650337710278,
"param": [
{
"p": 0.11001607775688171,
"m": 1.0
},
{
"p": 0.05468189716339111,
"m": 1.0
},
{
"p": 0.060505807399749756,
"m": 1.0
},
{
"p": 0.04635630175471306,
"m": 1.0
},
{
"p": 0.051487233489751816,
"m": 1.0
},
{
"p": 0.03166704252362251,
"m": 1.0
},
{
"p": 0.09788147360086441,
"m": 1.0
},
{
"p": 0.04204002395272255,
"m": 1.0
},
{
"p": 0.07638751715421677,
"m": 1.0
},
{
"p": 0.09077402949333191,
"m": 1.0
},
{
"p": 0.09339310228824615,
"m": 1.0
},
{
"p": 0.08307057619094849,
"m": 1.0
},
{
"p": 0.10772349685430527,
"m": 1.0
},
{
"p": 0.05401533842086792,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.4908642768859863,
"val_loss": 0.7270799875259399,
"acc": 69.79,
"time": 292.46753699996043,
"param": [
{
"p": 0.08577987551689148,
"m": 1.0
},
{
"p": 0.03595650941133499,
"m": 1.0
},
{
"p": 0.09351864457130432,
"m": 1.0
},
{
"p": 0.054013825953006744,
"m": 1.0
},
{
"p": 0.03659360855817795,
"m": 1.0
},
{
"p": 0.06178676337003708,
"m": 1.0
},
{
"p": 0.07548291236162186,
"m": 1.0
},
{
"p": 0.06854736059904099,
"m": 1.0
},
{
"p": 0.08141757547855377,
"m": 1.0
},
{
"p": 0.09494499862194061,
"m": 1.0
},
{
"p": 0.07599131762981415,
"m": 1.0
},
{
"p": 0.08096174895763397,
"m": 1.0
},
{
"p": 0.08901090174913406,
"m": 1.0
},
{
"p": 0.06599394977092743,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.2756638526916504,
"val_loss": 0.8465229868888855,
"acc": 69.88,
"time": 316.21565442497376,
"param": [
{
"p": 0.09943888336420059,
"m": 1.0
},
{
"p": 0.04562769830226898,
"m": 1.0
},
{
"p": 0.0964890792965889,
"m": 1.0
},
{
"p": 0.06720655411481857,
"m": 1.0
},
{
"p": 0.02944370172917843,
"m": 1.0
},
{
"p": 0.06190565973520279,
"m": 1.0
},
{
"p": 0.09147056192159653,
"m": 1.0
},
{
"p": 0.049533724784851074,
"m": 1.0
},
{
"p": 0.08677663654088974,
"m": 1.0
},
{
"p": 0.08838608115911484,
"m": 1.0
},
{
"p": 0.05667891353368759,
"m": 1.0
},
{
"p": 0.07093817740678787,
"m": 1.0
},
{
"p": 0.09142910689115524,
"m": 1.0
},
{
"p": 0.06467526406049728,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.7259466648101807,
"val_loss": 0.7973617315292358,
"acc": 67.71,
"time": 290.4654860419687,
"param": [
{
"p": 0.09631922096014023,
"m": 1.0
},
{
"p": 0.051101408898830414,
"m": 1.0
},
{
"p": 0.09133412688970566,
"m": 1.0
},
{
"p": 0.06130771338939667,
"m": 1.0
},
{
"p": 0.051417313516139984,
"m": 1.0
},
{
"p": 0.03930222988128662,
"m": 1.0
},
{
"p": 0.0524437390267849,
"m": 1.0
},
{
"p": 0.07636158913373947,
"m": 1.0
},
{
"p": 0.09982244670391083,
"m": 1.0
},
{
"p": 0.0800415650010109,
"m": 1.0
},
{
"p": 0.08529511094093323,
"m": 1.0
},
{
"p": 0.07964227348566055,
"m": 1.0
},
{
"p": 0.09521856158971786,
"m": 1.0
},
{
"p": 0.04039260745048523,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.443748950958252,
"val_loss": 0.9130555987358093,
"acc": 68.79,
"time": 296.36633672297467,
"param": [
{
"p": 0.1023951843380928,
"m": 1.0
},
{
"p": 0.04343343898653984,
"m": 1.0
},
{
"p": 0.07758360356092453,
"m": 1.0
},
{
"p": 0.06890790909528732,
"m": 1.0
},
{
"p": 0.05206697806715965,
"m": 1.0
},
{
"p": 0.06995664536952972,
"m": 1.0
},
{
"p": 0.08177167177200317,
"m": 1.0
},
{
"p": 0.07011335343122482,
"m": 1.0
},
{
"p": 0.07224214822053909,
"m": 1.0
},
{
"p": 0.08325599133968353,
"m": 1.0
},
{
"p": 0.0738445520401001,
"m": 1.0
},
{
"p": 0.08902132511138916,
"m": 1.0
},
{
"p": 0.06922774761915207,
"m": 1.0
},
{
"p": 0.046179454773664474,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.5541154146194458,
"val_loss": 0.8447914123535156,
"acc": 69.18,
"time": 309.702001407044,
"param": [
{
"p": 0.09359345585107803,
"m": 1.0
},
{
"p": 0.04965898394584656,
"m": 1.0
},
{
"p": 0.08112427592277527,
"m": 1.0
},
{
"p": 0.05852897837758064,
"m": 1.0
},
{
"p": 0.05418113246560097,
"m": 1.0
},
{
"p": 0.040150005370378494,
"m": 1.0
},
{
"p": 0.060572706162929535,
"m": 1.0
},
{
"p": 0.07514701038599014,
"m": 1.0
},
{
"p": 0.09728123992681503,
"m": 1.0
},
{
"p": 0.0844680666923523,
"m": 1.0
},
{
"p": 0.0732610672712326,
"m": 1.0
},
{
"p": 0.08522003144025803,
"m": 1.0
},
{
"p": 0.08567709475755692,
"m": 1.0
},
{
"p": 0.0611359067261219,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.6127581596374512,
"val_loss": 0.9135435223579407,
"acc": 69.79,
"time": 308.24041022500023,
"param": [
{
"p": 0.08730965852737427,
"m": 1.0
},
{
"p": 0.051704924553632736,
"m": 1.0
},
{
"p": 0.08256996423006058,
"m": 1.0
},
{
"p": 0.06548727303743362,
"m": 1.0
},
{
"p": 0.05243905261158943,
"m": 1.0
},
{
"p": 0.013671879656612873,
"m": 1.0
},
{
"p": 0.09206074476242065,
"m": 1.0
},
{
"p": 0.09133422374725342,
"m": 1.0
},
{
"p": 0.0873132199048996,
"m": 1.0
},
{
"p": 0.08817711472511292,
"m": 1.0
},
{
"p": 0.0923815369606018,
"m": 1.0
},
{
"p": 0.08490854501724243,
"m": 1.0
},
{
"p": 0.06472571939229965,
"m": 1.0
},
{
"p": 0.04591606184840202,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.4802069664001465,
"val_loss": 0.8723056316375732,
"acc": 69.28,
"time": 319.70370103104506,
"param": [
{
"p": 0.11674614995718002,
"m": 1.0
},
{
"p": 0.06695511192083359,
"m": 1.0
},
{
"p": 0.07257547229528427,
"m": 1.0
},
{
"p": 0.0864461213350296,
"m": 1.0
},
{
"p": 0.04825457185506821,
"m": 1.0
},
{
"p": 0.03219824284315109,
"m": 1.0
},
{
"p": 0.07415294647216797,
"m": 1.0
},
{
"p": 0.07005792111158371,
"m": 1.0
},
{
"p": 0.08566999435424805,
"m": 1.0
},
{
"p": 0.05050070956349373,
"m": 1.0
},
{
"p": 0.08214583247900009,
"m": 1.0
},
{
"p": 0.06702195852994919,
"m": 1.0
},
{
"p": 0.08814527839422226,
"m": 1.0
},
{
"p": 0.05912968888878822,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.4433809518814087,
"val_loss": 0.8890352249145508,
"acc": 69.77,
"time": 310.2689609940862,
"param": [
{
"p": 0.07332375645637512,
"m": 1.0
},
{
"p": 0.04201318696141243,
"m": 1.0
},
{
"p": 0.09148789942264557,
"m": 1.0
},
{
"p": 0.0782560333609581,
"m": 1.0
},
{
"p": 0.05835987254977226,
"m": 1.0
},
{
"p": 0.034285858273506165,
"m": 1.0
},
{
"p": 0.09045377373695374,
"m": 1.0
},
{
"p": 0.08335082978010178,
"m": 1.0
},
{
"p": 0.10651952773332596,
"m": 1.0
},
{
"p": 0.07005568593740463,
"m": 1.0
},
{
"p": 0.08715036511421204,
"m": 1.0
},
{
"p": 0.06215723603963852,
"m": 1.0
},
{
"p": 0.07394546270370483,
"m": 1.0
},
{
"p": 0.04864050820469856,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.642026424407959,
"val_loss": 0.7940433621406555,
"acc": 68.6,
"time": 298.8058932960266,
"param": [
{
"p": 0.08732175081968307,
"m": 1.0
},
{
"p": 0.04771823063492775,
"m": 1.0
},
{
"p": 0.07004354149103165,
"m": 1.0
},
{
"p": 0.06867307424545288,
"m": 1.0
},
{
"p": 0.031989261507987976,
"m": 1.0
},
{
"p": 0.04454561322927475,
"m": 1.0
},
{
"p": 0.0730612576007843,
"m": 1.0
},
{
"p": 0.06904385983943939,
"m": 1.0
},
{
"p": 0.08149213343858719,
"m": 1.0
},
{
"p": 0.1113564595580101,
"m": 1.0
},
{
"p": 0.06772669404745102,
"m": 1.0
},
{
"p": 0.07671624422073364,
"m": 1.0
},
{
"p": 0.10445105284452438,
"m": 1.0
},
{
"p": 0.0658608227968216,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.3316380977630615,
"val_loss": 0.7692422270774841,
"acc": 70.4,
"time": 302.8760494220769,
"param": [
{
"p": 0.1180843636393547,
"m": 1.0
},
{
"p": 0.055472925305366516,
"m": 1.0
},
{
"p": 0.08447026461362839,
"m": 1.0
},
{
"p": 0.09657683968544006,
"m": 1.0
},
{
"p": 0.052691783756017685,
"m": 1.0
},
{
"p": 0.05567246302962303,
"m": 1.0
},
{
"p": 0.04980967193841934,
"m": 1.0
},
{
"p": 0.0863107219338417,
"m": 1.0
},
{
"p": 0.08658694475889206,
"m": 1.0
},
{
"p": 0.06802232563495636,
"m": 1.0
},
{
"p": 0.03310595452785492,
"m": 1.0
},
{
"p": 0.07795896381139755,
"m": 1.0
},
{
"p": 0.08231412619352341,
"m": 1.0
},
{
"p": 0.05292262136936188,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.7550503015518188,
"val_loss": 0.9401586651802063,
"acc": 70.36,
"time": 306.52479740802664,
"param": [
{
"p": 0.08421321958303452,
"m": 1.0
},
{
"p": 0.045491404831409454,
"m": 1.0
},
{
"p": 0.10362675040960312,
"m": 1.0
},
{
"p": 0.06004759669303894,
"m": 1.0
},
{
"p": 0.05346115306019783,
"m": 1.0
},
{
"p": 0.04946991801261902,
"m": 1.0
},
{
"p": 0.07174688577651978,
"m": 1.0
},
{
"p": 0.09323352575302124,
"m": 1.0
},
{
"p": 0.08160635828971863,
"m": 1.0
},
{
"p": 0.07554198056459427,
"m": 1.0
},
{
"p": 0.054183050990104675,
"m": 1.0
},
{
"p": 0.09151452779769897,
"m": 1.0
},
{
"p": 0.07194069772958755,
"m": 1.0
},
{
"p": 0.0639229267835617,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3115071058273315,
"val_loss": 0.9331715106964111,
"acc": 69.93,
"time": 290.10597437701654,
"param": [
{
"p": 0.09184811264276505,
"m": 1.0
},
{
"p": 0.050725534558296204,
"m": 1.0
},
{
"p": 0.07053565233945847,
"m": 1.0
},
{
"p": 0.05905461311340332,
"m": 1.0
},
{
"p": 0.04340115189552307,
"m": 1.0
},
{
"p": 0.018486065790057182,
"m": 1.0
},
{
"p": 0.09242412447929382,
"m": 1.0
},
{
"p": 0.07343322783708572,
"m": 1.0
},
{
"p": 0.07591169327497482,
"m": 1.0
},
{
"p": 0.1046723946928978,
"m": 1.0
},
{
"p": 0.07093188166618347,
"m": 1.0
},
{
"p": 0.10078470408916473,
"m": 1.0
},
{
"p": 0.059798501431941986,
"m": 1.0
},
{
"p": 0.08799229562282562,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.4119141101837158,
"val_loss": 0.7726812958717346,
"acc": 70.22,
"time": 306.1312066030223,
"param": [
{
"p": 0.09749589115381241,
"m": 1.0
},
{
"p": 0.04148313030600548,
"m": 1.0
},
{
"p": 0.07352819293737411,
"m": 1.0
},
{
"p": 0.04493246600031853,
"m": 1.0
},
{
"p": 0.050529833883047104,
"m": 1.0
},
{
"p": 0.062454529106616974,
"m": 1.0
},
{
"p": 0.08579059690237045,
"m": 1.0
},
{
"p": 0.07379376143217087,
"m": 1.0
},
{
"p": 0.0878853127360344,
"m": 1.0
},
{
"p": 0.08431985229253769,
"m": 1.0
},
{
"p": 0.07851807028055191,
"m": 1.0
},
{
"p": 0.07008545845746994,
"m": 1.0
},
{
"p": 0.0822228416800499,
"m": 1.0
},
{
"p": 0.06696005165576935,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.436277985572815,
"val_loss": 0.8399659395217896,
"acc": 70.36,
"time": 300.397016666946,
"param": [
{
"p": 0.08720193803310394,
"m": 1.0
},
{
"p": 0.04469814896583557,
"m": 1.0
},
{
"p": 0.09140679240226746,
"m": 1.0
},
{
"p": 0.07196275144815445,
"m": 1.0
},
{
"p": 0.058895137161016464,
"m": 1.0
},
{
"p": 0.018013086169958115,
"m": 1.0
},
{
"p": 0.06736165285110474,
"m": 1.0
},
{
"p": 0.07823269069194794,
"m": 1.0
},
{
"p": 0.06909476220607758,
"m": 1.0
},
{
"p": 0.08735471963882446,
"m": 1.0
},
{
"p": 0.07698998600244522,
"m": 1.0
},
{
"p": 0.09071824699640274,
"m": 1.0
},
{
"p": 0.08189398795366287,
"m": 1.0
},
{
"p": 0.07617611438035965,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.289097785949707,
"val_loss": 0.99872225522995,
"acc": 70.69,
"time": 310.4541326230392,
"param": [
{
"p": 0.07396817952394485,
"m": 1.0
},
{
"p": 0.04846547171473503,
"m": 1.0
},
{
"p": 0.07628995925188065,
"m": 1.0
},
{
"p": 0.07542407512664795,
"m": 1.0
},
{
"p": 0.05847169831395149,
"m": 1.0
},
{
"p": 0.04562591761350632,
"m": 1.0
},
{
"p": 0.06659957766532898,
"m": 1.0
},
{
"p": 0.09278646111488342,
"m": 1.0
},
{
"p": 0.08495042473077774,
"m": 1.0
},
{
"p": 0.0885915532708168,
"m": 1.0
},
{
"p": 0.07734242081642151,
"m": 1.0
},
{
"p": 0.08476363867521286,
"m": 1.0
},
{
"p": 0.06738781929016113,
"m": 1.0
},
{
"p": 0.05933278053998947,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.4417883157730103,
"val_loss": 0.9382132887840271,
"acc": 70.09,
"time": 302.4882765020011,
"param": [
{
"p": 0.10413172096014023,
"m": 1.0
},
{
"p": 0.07904049009084702,
"m": 1.0
},
{
"p": 0.0627484917640686,
"m": 1.0
},
{
"p": 0.06375136226415634,
"m": 1.0
},
{
"p": 0.05256759747862816,
"m": 1.0
},
{
"p": 0.036859769374132156,
"m": 1.0
},
{
"p": 0.10709087550640106,
"m": 1.0
},
{
"p": 0.08034763485193253,
"m": 1.0
},
{
"p": 0.05889693275094032,
"m": 1.0
},
{
"p": 0.05566912889480591,
"m": 1.0
},
{
"p": 0.08858788013458252,
"m": 1.0
},
{
"p": 0.07402479648590088,
"m": 1.0
},
{
"p": 0.11139475554227829,
"m": 1.0
},
{
"p": 0.02488858252763748,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.243553638458252,
"val_loss": 0.8953949809074402,
"acc": 70.87,
"time": 318.4807602459332,
"param": [
{
"p": 0.09830984473228455,
"m": 1.0
},
{
"p": 0.043577440083026886,
"m": 1.0
},
{
"p": 0.06049416959285736,
"m": 1.0
},
{
"p": 0.06845640391111374,
"m": 1.0
},
{
"p": 0.04567653313279152,
"m": 1.0
},
{
"p": 0.0369509793817997,
"m": 1.0
},
{
"p": 0.08814013749361038,
"m": 1.0
},
{
"p": 0.0592467226088047,
"m": 1.0
},
{
"p": 0.0886971652507782,
"m": 1.0
},
{
"p": 0.08070232719182968,
"m": 1.0
},
{
"p": 0.08141454309225082,
"m": 1.0
},
{
"p": 0.0900970920920372,
"m": 1.0
},
{
"p": 0.09281840920448303,
"m": 1.0
},
{
"p": 0.0654182955622673,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.2414854764938354,
"val_loss": 0.8088306784629822,
"acc": 69.02,
"time": 274.7194058849709,
"param": [
{
"p": 0.08640491962432861,
"m": 1.0
},
{
"p": 0.06357769668102264,
"m": 1.0
},
{
"p": 0.09592532366514206,
"m": 1.0
},
{
"p": 0.053405292332172394,
"m": 1.0
},
{
"p": 0.0515391007065773,
"m": 1.0
},
{
"p": 0.042869698256254196,
"m": 1.0
},
{
"p": 0.06907130032777786,
"m": 1.0
},
{
"p": 0.0625109001994133,
"m": 1.0
},
{
"p": 0.080039843916893,
"m": 1.0
},
{
"p": 0.06494643539190292,
"m": 1.0
},
{
"p": 0.07946203649044037,
"m": 1.0
},
{
"p": 0.09163986146450043,
"m": 1.0
},
{
"p": 0.09194236248731613,
"m": 1.0
},
{
"p": 0.06666532158851624,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.5123846530914307,
"val_loss": 0.8362355828285217,
"acc": 69.52,
"time": 317.6956717779394,
"param": [
{
"p": 0.08465395867824554,
"m": 1.0
},
{
"p": 0.046113159507513046,
"m": 1.0
},
{
"p": 0.09396553039550781,
"m": 1.0
},
{
"p": 0.0746450424194336,
"m": 1.0
},
{
"p": 0.008488801307976246,
"m": 1.0
},
{
"p": 0.033890947699546814,
"m": 1.0
},
{
"p": 0.06822311878204346,
"m": 1.0
},
{
"p": 0.07828431576490402,
"m": 1.0
},
{
"p": 0.06787588447332382,
"m": 1.0
},
{
"p": 0.08322931826114655,
"m": 1.0
},
{
"p": 0.09486524760723114,
"m": 1.0
},
{
"p": 0.10859127342700958,
"m": 1.0
},
{
"p": 0.08250897377729416,
"m": 1.0
},
{
"p": 0.074664406478405,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.3835294246673584,
"val_loss": 0.8762683272361755,
"acc": 70.19,
"time": 316.13455666811205,
"param": [
{
"p": 0.08962070196866989,
"m": 1.0
},
{
"p": 0.0467127300798893,
"m": 1.0
},
{
"p": 0.08117640763521194,
"m": 1.0
},
{
"p": 0.07809476554393768,
"m": 1.0
},
{
"p": 0.03916826471686363,
"m": 1.0
},
{
"p": 0.04295530170202255,
"m": 1.0
},
{
"p": 0.07373655587434769,
"m": 1.0
},
{
"p": 0.07465963065624237,
"m": 1.0
},
{
"p": 0.07579368352890015,
"m": 1.0
},
{
"p": 0.08945057541131973,
"m": 1.0
},
{
"p": 0.07834722846746445,
"m": 1.0
},
{
"p": 0.10187814384698868,
"m": 1.0
},
{
"p": 0.07760104537010193,
"m": 1.0
},
{
"p": 0.05080494284629822,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.4010875225067139,
"val_loss": 0.8246253728866577,
"acc": 70.08,
"time": 282.41549655993003,
"param": [
{
"p": 0.07963448017835617,
"m": 1.0
},
{
"p": 0.04480653628706932,
"m": 1.0
},
{
"p": 0.09162591397762299,
"m": 1.0
},
{
"p": 0.08001359552145004,
"m": 1.0
},
{
"p": 0.060029711574316025,
"m": 1.0
},
{
"p": 0.0627824142575264,
"m": 1.0
},
{
"p": 0.08507579565048218,
"m": 1.0
},
{
"p": 0.025421706959605217,
"m": 1.0
},
{
"p": 0.08723276108503342,
"m": 1.0
},
{
"p": 0.09084101021289825,
"m": 1.0
},
{
"p": 0.0907261073589325,
"m": 1.0
},
{
"p": 0.08459413796663284,
"m": 1.0
},
{
"p": 0.06742753088474274,
"m": 1.0
},
{
"p": 0.0497882254421711,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.403516411781311,
"val_loss": 0.7989087700843811,
"acc": 70.72,
"time": 310.1902662559878,
"param": [
{
"p": 0.07192371040582657,
"m": 1.0
},
{
"p": 0.043106116354465485,
"m": 1.0
},
{
"p": 0.09591927379369736,
"m": 1.0
},
{
"p": 0.0747898519039154,
"m": 1.0
},
{
"p": 0.0648835301399231,
"m": 1.0
},
{
"p": 0.0362127311527729,
"m": 1.0
},
{
"p": 0.0830717384815216,
"m": 1.0
},
{
"p": 0.08399869501590729,
"m": 1.0
},
{
"p": 0.08056333661079407,
"m": 1.0
},
{
"p": 0.060291774570941925,
"m": 1.0
},
{
"p": 0.08040257543325424,
"m": 1.0
},
{
"p": 0.0924869179725647,
"m": 1.0
},
{
"p": 0.07820083200931549,
"m": 1.0
},
{
"p": 0.05414891988039017,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.6036514043807983,
"val_loss": 0.8952010273933411,
"acc": 69.67,
"time": 327.4000274540158,
"param": [
{
"p": 0.10756243765354156,
"m": 1.0
},
{
"p": 0.048494115471839905,
"m": 1.0
},
{
"p": 0.0710793286561966,
"m": 1.0
},
{
"p": 0.07073623687028885,
"m": 1.0
},
{
"p": 0.045689597725868225,
"m": 1.0
},
{
"p": 0.05890924483537674,
"m": 1.0
},
{
"p": 0.05324190855026245,
"m": 1.0
},
{
"p": 0.07858585566282272,
"m": 1.0
},
{
"p": 0.08123801648616791,
"m": 1.0
},
{
"p": 0.08607461303472519,
"m": 1.0
},
{
"p": 0.09280567616224289,
"m": 1.0
},
{
"p": 0.0570138581097126,
"m": 1.0
},
{
"p": 0.08004757016897202,
"m": 1.0
},
{
"p": 0.06852153688669205,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.3471977710723877,
"val_loss": 0.812930166721344,
"acc": 70.58,
"time": 310.0224996400066,
"param": [
{
"p": 0.09217190742492676,
"m": 1.0
},
{
"p": 0.034086283296346664,
"m": 1.0
},
{
"p": 0.09600166231393814,
"m": 1.0
},
{
"p": 0.06018173322081566,
"m": 1.0
},
{
"p": 0.04954269528388977,
"m": 1.0
},
{
"p": 0.06190690025687218,
"m": 1.0
},
{
"p": 0.08692783117294312,
"m": 1.0
},
{
"p": 0.08079269528388977,
"m": 1.0
},
{
"p": 0.07507719099521637,
"m": 1.0
},
{
"p": 0.0701838880777359,
"m": 1.0
},
{
"p": 0.05675091594457626,
"m": 1.0
},
{
"p": 0.0932854413986206,
"m": 1.0
},
{
"p": 0.09641522914171219,
"m": 1.0
},
{
"p": 0.04667559638619423,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.2845971584320068,
"val_loss": 0.7840952277183533,
"acc": 70.97,
"time": 317.4883863830473,
"param": [
{
"p": 0.09630213677883148,
"m": 1.0
},
{
"p": 0.05719413235783577,
"m": 1.0
},
{
"p": 0.07788239419460297,
"m": 1.0
},
{
"p": 0.057156484574079514,
"m": 1.0
},
{
"p": 0.030151931568980217,
"m": 1.0
},
{
"p": 0.05141321197152138,
"m": 1.0
},
{
"p": 0.06884796917438507,
"m": 1.0
},
{
"p": 0.0510157085955143,
"m": 1.0
},
{
"p": 0.0987149029970169,
"m": 1.0
},
{
"p": 0.09307777881622314,
"m": 1.0
},
{
"p": 0.09635811299085617,
"m": 1.0
},
{
"p": 0.07609564065933228,
"m": 1.0
},
{
"p": 0.07311772555112839,
"m": 1.0
},
{
"p": 0.07267188280820847,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.75777268409729,
"val_loss": 0.9558957815170288,
"acc": 70.65,
"time": 309.2838727979688,
"param": [
{
"p": 0.09245216846466064,
"m": 1.0
},
{
"p": 0.05010069161653519,
"m": 1.0
},
{
"p": 0.08241888880729675,
"m": 1.0
},
{
"p": 0.0502006970345974,
"m": 1.0
},
{
"p": 0.05302087217569351,
"m": 1.0
},
{
"p": 0.05208682268857956,
"m": 1.0
},
{
"p": 0.07106560468673706,
"m": 1.0
},
{
"p": 0.09125610440969467,
"m": 1.0
},
{
"p": 0.08537861704826355,
"m": 1.0
},
{
"p": 0.0969984158873558,
"m": 1.0
},
{
"p": 0.05984630063176155,
"m": 1.0
},
{
"p": 0.07168930023908615,
"m": 1.0
},
{
"p": 0.08805578202009201,
"m": 1.0
},
{
"p": 0.055429697036743164,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.2731215953826904,
"val_loss": 0.8460577726364136,
"acc": 70.88,
"time": 314.7784807269927,
"param": [
{
"p": 0.09125632047653198,
"m": 1.0
},
{
"p": 0.06083797290921211,
"m": 1.0
},
{
"p": 0.09225215017795563,
"m": 1.0
},
{
"p": 0.047168564051389694,
"m": 1.0
},
{
"p": 0.044443871825933456,
"m": 1.0
},
{
"p": 0.08164212107658386,
"m": 1.0
},
{
"p": 0.05878165736794472,
"m": 1.0
},
{
"p": 0.07692256569862366,
"m": 1.0
},
{
"p": 0.061336297541856766,
"m": 1.0
},
{
"p": 0.07963548600673676,
"m": 1.0
},
{
"p": 0.04527341574430466,
"m": 1.0
},
{
"p": 0.08021742105484009,
"m": 1.0
},
{
"p": 0.10265122354030609,
"m": 1.0
},
{
"p": 0.07758094370365143,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.5181500911712646,
"val_loss": 0.8140960335731506,
"acc": 70.71,
"time": 301.35577553801704,
"param": [
{
"p": 0.0829535573720932,
"m": 1.0
},
{
"p": 0.056947849690914154,
"m": 1.0
},
{
"p": 0.0866917073726654,
"m": 1.0
},
{
"p": 0.06571117788553238,
"m": 1.0
},
{
"p": 0.04284972697496414,
"m": 1.0
},
{
"p": 0.0006899826694279909,
"m": 1.0
},
{
"p": 0.07657266408205032,
"m": 1.0
},
{
"p": 0.08563782274723053,
"m": 1.0
},
{
"p": 0.07654162496328354,
"m": 1.0
},
{
"p": 0.07677707821130753,
"m": 1.0
},
{
"p": 0.0913429781794548,
"m": 1.0
},
{
"p": 0.09245336800813675,
"m": 1.0
},
{
"p": 0.0957697406411171,
"m": 1.0
},
{
"p": 0.06906069070100784,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.6027309894561768,
"val_loss": 0.7664966583251953,
"acc": 71.53,
"time": 307.4693084859755,
"param": [
{
"p": 0.07777681201696396,
"m": 1.0
},
{
"p": 0.03268354758620262,
"m": 1.0
},
{
"p": 0.09879124164581299,
"m": 1.0
},
{
"p": 0.07165355980396271,
"m": 1.0
},
{
"p": 0.07426456362009048,
"m": 1.0
},
{
"p": 0.03277326002717018,
"m": 1.0
},
{
"p": 0.05443044379353523,
"m": 1.0
},
{
"p": 0.07296016067266464,
"m": 1.0
},
{
"p": 0.0801495760679245,
"m": 1.0
},
{
"p": 0.06892617791891098,
"m": 1.0
},
{
"p": 0.06992251425981522,
"m": 1.0
},
{
"p": 0.09901382774114609,
"m": 1.0
},
{
"p": 0.10991165041923523,
"m": 1.0
},
{
"p": 0.056742679327726364,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.4082386493682861,
"val_loss": 0.8591681122779846,
"acc": 71.4,
"time": 313.75201658101287,
"param": [
{
"p": 0.0956512987613678,
"m": 1.0
},
{
"p": 0.06298649311065674,
"m": 1.0
},
{
"p": 0.08350352197885513,
"m": 1.0
},
{
"p": 0.06735879927873611,
"m": 1.0
},
{
"p": 0.06897664070129395,
"m": 1.0
},
{
"p": 0.0367998443543911,
"m": 1.0
},
{
"p": 0.08887244015932083,
"m": 1.0
},
{
"p": 0.07519315183162689,
"m": 1.0
},
{
"p": 0.0925530418753624,
"m": 1.0
},
{
"p": 0.07414190471172333,
"m": 1.0
},
{
"p": 0.06369159370660782,
"m": 1.0
},
{
"p": 0.07111174613237381,
"m": 1.0
},
{
"p": 0.05238668993115425,
"m": 1.0
},
{
"p": 0.06677287071943283,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.4858673810958862,
"val_loss": 0.7940183281898499,
"acc": 71.03,
"time": 287.0821944399504,
"param": [
{
"p": 0.09830459952354431,
"m": 1.0
},
{
"p": 0.030575037002563477,
"m": 1.0
},
{
"p": 0.08613051474094391,
"m": 1.0
},
{
"p": 0.08351203799247742,
"m": 1.0
},
{
"p": 0.05252586677670479,
"m": 1.0
},
{
"p": 0.033216118812561035,
"m": 1.0
},
{
"p": 0.07387544959783554,
"m": 1.0
},
{
"p": 0.07753191888332367,
"m": 1.0
},
{
"p": 0.08693841099739075,
"m": 1.0
},
{
"p": 0.06771914660930634,
"m": 1.0
},
{
"p": 0.08923821151256561,
"m": 1.0
},
{
"p": 0.08732586354017258,
"m": 1.0
},
{
"p": 0.08039847016334534,
"m": 1.0
},
{
"p": 0.05270834639668465,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.2744008302688599,
"val_loss": 0.8054648041725159,
"acc": 71.02,
"time": 321.5605894989567,
"param": [
{
"p": 0.07321666181087494,
"m": 1.0
},
{
"p": 0.05785122141242027,
"m": 1.0
},
{
"p": 0.07852257043123245,
"m": 1.0
},
{
"p": 0.081781305372715,
"m": 1.0
},
{
"p": 0.03850892186164856,
"m": 1.0
},
{
"p": 0.051525916904211044,
"m": 1.0
},
{
"p": 0.08486896753311157,
"m": 1.0
},
{
"p": 0.06886941939592361,
"m": 1.0
},
{
"p": 0.07457394152879715,
"m": 1.0
},
{
"p": 0.07338274270296097,
"m": 1.0
},
{
"p": 0.09191074967384338,
"m": 1.0
},
{
"p": 0.07734419405460358,
"m": 1.0
},
{
"p": 0.06770393997430801,
"m": 1.0
},
{
"p": 0.07993942499160767,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.544209361076355,
"val_loss": 0.9053403735160828,
"acc": 69.67,
"time": 296.56754986708984,
"param": [
{
"p": 0.1059022918343544,
"m": 1.0
},
{
"p": 0.05010581389069557,
"m": 1.0
},
{
"p": 0.10349245369434357,
"m": 1.0
},
{
"p": 0.06709928810596466,
"m": 1.0
},
{
"p": 0.04133341833949089,
"m": 1.0
},
{
"p": 0.028929008170962334,
"m": 1.0
},
{
"p": 0.08364135771989822,
"m": 1.0
},
{
"p": 0.07228564471006393,
"m": 1.0
},
{
"p": 0.10089807212352753,
"m": 1.0
},
{
"p": 0.06891221553087234,
"m": 1.0
},
{
"p": 0.07217801362276077,
"m": 1.0
},
{
"p": 0.06554717570543289,
"m": 1.0
},
{
"p": 0.08672583103179932,
"m": 1.0
},
{
"p": 0.0529494509100914,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.406431794166565,
"val_loss": 0.8305644989013672,
"acc": 70.2,
"time": 298.95029146806337,
"param": [
{
"p": 0.08317360281944275,
"m": 1.0
},
{
"p": 0.06854172796010971,
"m": 1.0
},
{
"p": 0.06513021141290665,
"m": 1.0
},
{
"p": 0.08846885710954666,
"m": 1.0
},
{
"p": 0.014377854764461517,
"m": 1.0
},
{
"p": 0.03526708111166954,
"m": 1.0
},
{
"p": 0.0858176201581955,
"m": 1.0
},
{
"p": 0.0683102011680603,
"m": 1.0
},
{
"p": 0.08551286906003952,
"m": 1.0
},
{
"p": 0.07149980962276459,
"m": 1.0
},
{
"p": 0.08911801874637604,
"m": 1.0
},
{
"p": 0.09356386214494705,
"m": 1.0
},
{
"p": 0.0886237844824791,
"m": 1.0
},
{
"p": 0.06259450316429138,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.212639570236206,
"val_loss": 0.8450854420661926,
"acc": 70.8,
"time": 306.4736933989916,
"param": [
{
"p": 0.09526602178812027,
"m": 1.0
},
{
"p": 0.029514281079173088,
"m": 1.0
},
{
"p": 0.10121811926364899,
"m": 1.0
},
{
"p": 0.050608061254024506,
"m": 1.0
},
{
"p": 0.014079079031944275,
"m": 1.0
},
{
"p": 0.04803800582885742,
"m": 1.0
},
{
"p": 0.09193965792655945,
"m": 1.0
},
{
"p": 0.08451094478368759,
"m": 1.0
},
{
"p": 0.08235617727041245,
"m": 1.0
},
{
"p": 0.08572100102901459,
"m": 1.0
},
{
"p": 0.0738324299454689,
"m": 1.0
},
{
"p": 0.09267935901880264,
"m": 1.0
},
{
"p": 0.09428512305021286,
"m": 1.0
},
{
"p": 0.055951714515686035,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.398812174797058,
"val_loss": 0.8422784209251404,
"acc": 71.16,
"time": 292.77273060102016,
"param": [
{
"p": 0.1000230684876442,
"m": 1.0
},
{
"p": 0.051802996546030045,
"m": 1.0
},
{
"p": 0.09389770776033401,
"m": 1.0
},
{
"p": 0.03838527575135231,
"m": 1.0
},
{
"p": 0.06474711000919342,
"m": 1.0
},
{
"p": 0.0006915254052728415,
"m": 1.0
},
{
"p": 0.07537525147199631,
"m": 1.0
},
{
"p": 0.09337658435106277,
"m": 1.0
},
{
"p": 0.07756894081830978,
"m": 1.0
},
{
"p": 0.09754399210214615,
"m": 1.0
},
{
"p": 0.07811073213815689,
"m": 1.0
},
{
"p": 0.07834921777248383,
"m": 1.0
},
{
"p": 0.08251825720071793,
"m": 1.0
},
{
"p": 0.06760939210653305,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.9095447063446045,
"val_loss": 0.7431064248085022,
"acc": 71.88,
"time": 312.5179981359979,
"param": [
{
"p": 0.10056785494089127,
"m": 1.0
},
{
"p": 0.05719764530658722,
"m": 1.0
},
{
"p": 0.07472962141036987,
"m": 1.0
},
{
"p": 0.07784953713417053,
"m": 1.0
},
{
"p": 0.04099191725254059,
"m": 1.0
},
{
"p": 0.06092555820941925,
"m": 1.0
},
{
"p": 0.08000785857439041,
"m": 1.0
},
{
"p": 0.0805588811635971,
"m": 1.0
},
{
"p": 0.05540147051215172,
"m": 1.0
},
{
"p": 0.10527735203504562,
"m": 1.0
},
{
"p": 0.06777608394622803,
"m": 1.0
},
{
"p": 0.080207459628582,
"m": 1.0
},
{
"p": 0.05821933597326279,
"m": 1.0
},
{
"p": 0.06028943881392479,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.1511653661727905,
"val_loss": 0.9663122296333313,
"acc": 70.65,
"time": 320.1919167350279,
"param": [
{
"p": 0.09448298066854477,
"m": 1.0
},
{
"p": 0.04459404572844505,
"m": 1.0
},
{
"p": 0.10662876814603806,
"m": 1.0
},
{
"p": 0.0725482925772667,
"m": 1.0
},
{
"p": 0.0626593604683876,
"m": 1.0
},
{
"p": 0.05865870416164398,
"m": 1.0
},
{
"p": 0.08364922553300858,
"m": 1.0
},
{
"p": 0.05423115938901901,
"m": 1.0
},
{
"p": 0.07958445698022842,
"m": 1.0
},
{
"p": 0.07278039306402206,
"m": 1.0
},
{
"p": 0.08184438198804855,
"m": 1.0
},
{
"p": 0.06586039066314697,
"m": 1.0
},
{
"p": 0.06959737837314606,
"m": 1.0
},
{
"p": 0.05288054421544075,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.2548890113830566,
"val_loss": 0.8660158514976501,
"acc": 71.83,
"time": 290.5244626040803,
"param": [
{
"p": 0.09929464012384415,
"m": 1.0
},
{
"p": 0.06612342596054077,
"m": 1.0
},
{
"p": 0.07452994585037231,
"m": 1.0
},
{
"p": 0.06890875846147537,
"m": 1.0
},
{
"p": 0.05231911689043045,
"m": 1.0
},
{
"p": 0.05223338305950165,
"m": 1.0
},
{
"p": 0.06186369061470032,
"m": 1.0
},
{
"p": 0.0743468850851059,
"m": 1.0
},
{
"p": 0.0963587686419487,
"m": 1.0
},
{
"p": 0.04814136028289795,
"m": 1.0
},
{
"p": 0.06240692734718323,
"m": 1.0
},
{
"p": 0.08630473166704178,
"m": 1.0
},
{
"p": 0.09664971381425858,
"m": 1.0
},
{
"p": 0.06051867827773094,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.1690691709518433,
"val_loss": 0.9733654856681824,
"acc": 71.18,
"time": 317.8687928619329,
"param": [
{
"p": 0.08334562927484512,
"m": 1.0
},
{
"p": 0.061662737280130386,
"m": 1.0
},
{
"p": 0.08241594582796097,
"m": 1.0
},
{
"p": 0.03918279707431793,
"m": 1.0
},
{
"p": 0.04158071428537369,
"m": 1.0
},
{
"p": 0.039234865456819534,
"m": 1.0
},
{
"p": 0.07318554818630219,
"m": 1.0
},
{
"p": 0.08164094388484955,
"m": 1.0
},
{
"p": 0.10895062983036041,
"m": 1.0
},
{
"p": 0.06472737342119217,
"m": 1.0
},
{
"p": 0.07902299612760544,
"m": 1.0
},
{
"p": 0.08790537714958191,
"m": 1.0
},
{
"p": 0.09025910496711731,
"m": 1.0
},
{
"p": 0.06688524037599564,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.4396330118179321,
"val_loss": 0.8200681805610657,
"acc": 71.55,
"time": 309.62083780998364,
"param": [
{
"p": 0.08545993268489838,
"m": 1.0
},
{
"p": 0.053083766251802444,
"m": 1.0
},
{
"p": 0.09420070052146912,
"m": 1.0
},
{
"p": 0.07199742645025253,
"m": 1.0
},
{
"p": 0.051990725100040436,
"m": 1.0
},
{
"p": 0.05669402331113815,
"m": 1.0
},
{
"p": 0.0748695582151413,
"m": 1.0
},
{
"p": 0.045160043984651566,
"m": 1.0
},
{
"p": 0.06885498017072678,
"m": 1.0
},
{
"p": 0.08677028119564056,
"m": 1.0
},
{
"p": 0.09025061130523682,
"m": 1.0
},
{
"p": 0.04242907464504242,
"m": 1.0
},
{
"p": 0.09374919533729553,
"m": 1.0
},
{
"p": 0.08448968082666397,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.3658329248428345,
"val_loss": 0.8324663043022156,
"acc": 72.17,
"time": 314.1578739770921,
"param": [
{
"p": 0.08734948933124542,
"m": 1.0
},
{
"p": 0.06154872849583626,
"m": 1.0
},
{
"p": 0.08628879487514496,
"m": 1.0
},
{
"p": 0.08646891266107559,
"m": 1.0
},
{
"p": 0.04135885089635849,
"m": 1.0
},
{
"p": 0.05265374854207039,
"m": 1.0
},
{
"p": 0.09841646999120712,
"m": 1.0
},
{
"p": 0.05965837463736534,
"m": 1.0
},
{
"p": 0.051255643367767334,
"m": 1.0
},
{
"p": 0.09945769608020782,
"m": 1.0
},
{
"p": 0.07663930207490921,
"m": 1.0
},
{
"p": 0.05433634668588638,
"m": 1.0
},
{
"p": 0.08479570597410202,
"m": 1.0
},
{
"p": 0.059771981090307236,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.4918127059936523,
"val_loss": 0.9294858574867249,
"acc": 72.34,
"time": 306.84588854096364,
"param": [
{
"p": 0.08976105600595474,
"m": 1.0
},
{
"p": 0.057538919150829315,
"m": 1.0
},
{
"p": 0.09959736466407776,
"m": 1.0
},
{
"p": 0.052986908704042435,
"m": 1.0
},
{
"p": 0.030427569523453712,
"m": 1.0
},
{
"p": 0.06908775866031647,
"m": 1.0
},
{
"p": 0.0926775336265564,
"m": 1.0
},
{
"p": 0.06488487124443054,
"m": 1.0
},
{
"p": 0.07363701611757278,
"m": 1.0
},
{
"p": 0.07627911120653152,
"m": 1.0
},
{
"p": 0.059699591249227524,
"m": 1.0
},
{
"p": 0.0824795663356781,
"m": 1.0
},
{
"p": 0.07638262957334518,
"m": 1.0
},
{
"p": 0.07456018030643463,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.4291068315505981,
"val_loss": 0.8460944890975952,
"acc": 71.28,
"time": 325.26795112504624,
"param": [
{
"p": 0.09814862161874771,
"m": 1.0
},
{
"p": 0.045208435505628586,
"m": 1.0
},
{
"p": 0.08764254301786423,
"m": 1.0
},
{
"p": 0.07366424798965454,
"m": 1.0
},
{
"p": 0.011387770064175129,
"m": 1.0
},
{
"p": 0.053744882345199585,
"m": 1.0
},
{
"p": 0.04365832731127739,
"m": 1.0
},
{
"p": 0.07286574691534042,
"m": 1.0
},
{
"p": 0.0765196830034256,
"m": 1.0
},
{
"p": 0.09258288890123367,
"m": 1.0
},
{
"p": 0.07823086529970169,
"m": 1.0
},
{
"p": 0.0923331081867218,
"m": 1.0
},
{
"p": 0.10774985700845718,
"m": 1.0
},
{
"p": 0.06626306474208832,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.2543140649795532,
"val_loss": 0.7841359972953796,
"acc": 71.9,
"time": 325.7980855599744,
"param": [
{
"p": 0.09043598920106888,
"m": 1.0
},
{
"p": 0.05074013024568558,
"m": 1.0
},
{
"p": 0.08153741806745529,
"m": 1.0
},
{
"p": 0.07291395962238312,
"m": 1.0
},
{
"p": 0.0274847149848938,
"m": 1.0
},
{
"p": 0.051749322563409805,
"m": 1.0
},
{
"p": 0.07448650151491165,
"m": 1.0
},
{
"p": 0.07523160427808762,
"m": 1.0
},
{
"p": 0.07079207897186279,
"m": 1.0
},
{
"p": 0.08911432325839996,
"m": 1.0
},
{
"p": 0.06698846817016602,
"m": 1.0
},
{
"p": 0.09509211778640747,
"m": 1.0
},
{
"p": 0.06633924692869186,
"m": 1.0
},
{
"p": 0.08709412813186646,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.0581024885177612,
"val_loss": 0.8931233882904053,
"acc": 71.3,
"time": 307.05060355202295,
"param": [
{
"p": 0.05055850371718407,
"m": 1.0
},
{
"p": 0.045152731239795685,
"m": 1.0
},
{
"p": 0.06879071891307831,
"m": 1.0
},
{
"p": 0.05330170691013336,
"m": 1.0
},
{
"p": 0.06680060178041458,
"m": 1.0
},
{
"p": 0.06259690225124359,
"m": 1.0
},
{
"p": 0.06734790652990341,
"m": 1.0
},
{
"p": 0.07776853442192078,
"m": 1.0
},
{
"p": 0.09087999910116196,
"m": 1.0
},
{
"p": 0.08311240375041962,
"m": 1.0
},
{
"p": 0.0889817327260971,
"m": 1.0
},
{
"p": 0.06856478750705719,
"m": 1.0
},
{
"p": 0.09995504468679428,
"m": 1.0
},
{
"p": 0.0761883556842804,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.482410192489624,
"val_loss": 0.9492600560188293,
"acc": 70.78,
"time": 315.11079633398913,
"param": [
{
"p": 0.03552810847759247,
"m": 1.0
},
{
"p": 0.06214674189686775,
"m": 1.0
},
{
"p": 0.0700945258140564,
"m": 1.0
},
{
"p": 0.07021662592887878,
"m": 1.0
},
{
"p": 0.051939092576503754,
"m": 1.0
},
{
"p": 0.045513466000556946,
"m": 1.0
},
{
"p": 0.06544740498065948,
"m": 1.0
},
{
"p": 0.07988741248846054,
"m": 1.0
},
{
"p": 0.09348508715629578,
"m": 1.0
},
{
"p": 0.09604191035032272,
"m": 1.0
},
{
"p": 0.09815345704555511,
"m": 1.0
},
{
"p": 0.08870809525251389,
"m": 1.0
},
{
"p": 0.09258490055799484,
"m": 1.0
},
{
"p": 0.05025317519903183,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1292575597763062,
"val_loss": 0.8242555856704712,
"acc": 71.85,
"time": 322.02887832396664,
"param": [
{
"p": 0.08955653011798859,
"m": 1.0
},
{
"p": 0.045130979269742966,
"m": 1.0
},
{
"p": 0.08719205856323242,
"m": 1.0
},
{
"p": 0.04262029379606247,
"m": 1.0
},
{
"p": 0.056929972022771835,
"m": 1.0
},
{
"p": 0.049277301877737045,
"m": 1.0
},
{
"p": 0.0717390775680542,
"m": 1.0
},
{
"p": 0.07409839332103729,
"m": 1.0
},
{
"p": 0.09363175183534622,
"m": 1.0
},
{
"p": 0.055079080164432526,
"m": 1.0
},
{
"p": 0.07734204828739166,
"m": 1.0
},
{
"p": 0.09742595255374908,
"m": 1.0
},
{
"p": 0.09485219419002533,
"m": 1.0
},
{
"p": 0.06512440741062164,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.273762583732605,
"val_loss": 0.9277361035346985,
"acc": 71.86,
"time": 293.4882822249783,
"param": [
{
"p": 0.10285806655883789,
"m": 1.0
},
{
"p": 0.040155310183763504,
"m": 1.0
},
{
"p": 0.08153893798589706,
"m": 1.0
},
{
"p": 0.08120148628950119,
"m": 1.0
},
{
"p": 0.07047965377569199,
"m": 1.0
},
{
"p": 0.056466780602931976,
"m": 1.0
},
{
"p": 0.0522613599896431,
"m": 1.0
},
{
"p": 0.07612410187721252,
"m": 1.0
},
{
"p": 0.04450930655002594,
"m": 1.0
},
{
"p": 0.07455269992351532,
"m": 1.0
},
{
"p": 0.09248356521129608,
"m": 1.0
},
{
"p": 0.06942148506641388,
"m": 1.0
},
{
"p": 0.09027791023254395,
"m": 1.0
},
{
"p": 0.06766943633556366,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.5889984369277954,
"val_loss": 0.7542810440063477,
"acc": 71.41,
"time": 303.04400505300146,
"param": [
{
"p": 0.06309771537780762,
"m": 1.0
},
{
"p": 0.05422624573111534,
"m": 1.0
},
{
"p": 0.07446747273206711,
"m": 1.0
},
{
"p": 0.07812052220106125,
"m": 1.0
},
{
"p": 0.06894879788160324,
"m": 1.0
},
{
"p": 0.04117085412144661,
"m": 1.0
},
{
"p": 0.06091933697462082,
"m": 1.0
},
{
"p": 0.07708469033241272,
"m": 1.0
},
{
"p": 0.07233411073684692,
"m": 1.0
},
{
"p": 0.088689886033535,
"m": 1.0
},
{
"p": 0.06324031949043274,
"m": 1.0
},
{
"p": 0.07876388728618622,
"m": 1.0
},
{
"p": 0.09414013475179672,
"m": 1.0
},
{
"p": 0.0847960039973259,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.3884479999542236,
"val_loss": 0.8830858469009399,
"acc": 72.18,
"time": 313.1940239800606,
"param": [
{
"p": 0.07407276332378387,
"m": 1.0
},
{
"p": 0.07213514298200607,
"m": 1.0
},
{
"p": 0.09387865662574768,
"m": 1.0
},
{
"p": 0.07434748858213425,
"m": 1.0
},
{
"p": 0.0403575524687767,
"m": 1.0
},
{
"p": 0.046405307948589325,
"m": 1.0
},
{
"p": 0.07378235459327698,
"m": 1.0
},
{
"p": 0.05729011818766594,
"m": 1.0
},
{
"p": 0.08483369648456573,
"m": 1.0
},
{
"p": 0.08343803882598877,
"m": 1.0
},
{
"p": 0.08016367256641388,
"m": 1.0
},
{
"p": 0.08435118943452835,
"m": 1.0
},
{
"p": 0.06887438893318176,
"m": 1.0
},
{
"p": 0.06606954336166382,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.9616272449493408,
"val_loss": 0.8423542380332947,
"acc": 72.08,
"time": 281.38801450200845,
"param": [
{
"p": 0.09213890135288239,
"m": 1.0
},
{
"p": 0.06936413049697876,
"m": 1.0
},
{
"p": 0.08821383863687515,
"m": 1.0
},
{
"p": 0.07839096337556839,
"m": 1.0
},
{
"p": 0.05222740396857262,
"m": 1.0
},
{
"p": 0.02079387567937374,
"m": 1.0
},
{
"p": 0.07745286822319031,
"m": 1.0
},
{
"p": 0.046383798122406006,
"m": 1.0
},
{
"p": 0.08003809303045273,
"m": 1.0
},
{
"p": 0.08123145997524261,
"m": 1.0
},
{
"p": 0.07528889924287796,
"m": 1.0
},
{
"p": 0.10106726735830307,
"m": 1.0
},
{
"p": 0.07757888734340668,
"m": 1.0
},
{
"p": 0.05982965603470802,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.318292260169983,
"val_loss": 0.7694441676139832,
"acc": 72.33,
"time": 304.5097461399855,
"param": [
{
"p": 0.06313423812389374,
"m": 1.0
},
{
"p": 0.06232943385839462,
"m": 1.0
},
{
"p": 0.09293478727340698,
"m": 1.0
},
{
"p": 0.07569185644388199,
"m": 1.0
},
{
"p": 0.01556437462568283,
"m": 1.0
},
{
"p": 0.0713522657752037,
"m": 1.0
},
{
"p": 0.0700361356139183,
"m": 1.0
},
{
"p": 0.07369743287563324,
"m": 1.0
},
{
"p": 0.07768131792545319,
"m": 1.0
},
{
"p": 0.06800149381160736,
"m": 1.0
},
{
"p": 0.07607095688581467,
"m": 1.0
},
{
"p": 0.08173611760139465,
"m": 1.0
},
{
"p": 0.09979172796010971,
"m": 1.0
},
{
"p": 0.07197780907154083,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.9571243524551392,
"val_loss": 0.9831724166870117,
"acc": 71.06,
"time": 299.2013513009297,
"param": [
{
"p": 0.08216576278209686,
"m": 1.0
},
{
"p": 0.05703502148389816,
"m": 1.0
},
{
"p": 0.10362619906663895,
"m": 1.0
},
{
"p": 0.0673653781414032,
"m": 1.0
},
{
"p": 0.051970578730106354,
"m": 1.0
},
{
"p": 0.042373377829790115,
"m": 1.0
},
{
"p": 0.045860279351472855,
"m": 1.0
},
{
"p": 0.08302755653858185,
"m": 1.0
},
{
"p": 0.05852138623595238,
"m": 1.0
},
{
"p": 0.08021873980760574,
"m": 1.0
},
{
"p": 0.0953512042760849,
"m": 1.0
},
{
"p": 0.09281141310930252,
"m": 1.0
},
{
"p": 0.09535839408636093,
"m": 1.0
},
{
"p": 0.04431474581360817,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.4588319063186646,
"val_loss": 0.7754865884780884,
"acc": 71.5,
"time": 311.64457698492333,
"param": [
{
"p": 0.051980599761009216,
"m": 1.0
},
{
"p": 0.04824937507510185,
"m": 1.0
},
{
"p": 0.08190149813890457,
"m": 1.0
},
{
"p": 0.05371791869401932,
"m": 1.0
},
{
"p": 0.05280427634716034,
"m": 1.0
},
{
"p": 0.059209417551755905,
"m": 1.0
},
{
"p": 0.07593560963869095,
"m": 1.0
},
{
"p": 0.07740026712417603,
"m": 1.0
},
{
"p": 0.0926196277141571,
"m": 1.0
},
{
"p": 0.08304687589406967,
"m": 1.0
},
{
"p": 0.09332577884197235,
"m": 1.0
},
{
"p": 0.08596765995025635,
"m": 1.0
},
{
"p": 0.06347052752971649,
"m": 1.0
},
{
"p": 0.08037061244249344,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2229282855987549,
"val_loss": 0.8506076335906982,
"acc": 72.6,
"time": 298.4145132750273,
"param": [
{
"p": 0.0971766784787178,
"m": 1.0
},
{
"p": 0.04432075098156929,
"m": 1.0
},
{
"p": 0.09770728647708893,
"m": 1.0
},
{
"p": 0.057388123124837875,
"m": 1.0
},
{
"p": 0.04708482325077057,
"m": 1.0
},
{
"p": 0.026632733643054962,
"m": 1.0
},
{
"p": 0.0840991884469986,
"m": 1.0
},
{
"p": 0.08190949261188507,
"m": 1.0
},
{
"p": 0.0812675952911377,
"m": 1.0
},
{
"p": 0.07236749678850174,
"m": 1.0
},
{
"p": 0.055649030953645706,
"m": 1.0
},
{
"p": 0.10215864330530167,
"m": 1.0
},
{
"p": 0.09123823791742325,
"m": 1.0
},
{
"p": 0.06099991872906685,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.5230448246002197,
"val_loss": 0.78098464012146,
"acc": 72.37,
"time": 330.67430646903813,
"param": [
{
"p": 0.08587087690830231,
"m": 1.0
},
{
"p": 0.06990392506122589,
"m": 1.0
},
{
"p": 0.10523850470781326,
"m": 1.0
},
{
"p": 0.06555353850126266,
"m": 1.0
},
{
"p": 0.05330699309706688,
"m": 1.0
},
{
"p": 0.02116437815129757,
"m": 1.0
},
{
"p": 0.07064767926931381,
"m": 1.0
},
{
"p": 0.07354918122291565,
"m": 1.0
},
{
"p": 0.07506118714809418,
"m": 1.0
},
{
"p": 0.05947594717144966,
"m": 1.0
},
{
"p": 0.08303029090166092,
"m": 1.0
},
{
"p": 0.07021309435367584,
"m": 1.0
},
{
"p": 0.09329673647880554,
"m": 1.0
},
{
"p": 0.07368781417608261,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.1095091104507446,
"val_loss": 0.9995960593223572,
"acc": 70.67,
"time": 315.28413794608787,
"param": [
{
"p": 0.11474119126796722,
"m": 1.0
},
{
"p": 0.048914339393377304,
"m": 1.0
},
{
"p": 0.08548187464475632,
"m": 1.0
},
{
"p": 0.07653569430112839,
"m": 1.0
},
{
"p": 0.039975520223379135,
"m": 1.0
},
{
"p": 0.017907852306962013,
"m": 1.0
},
{
"p": 0.07557560503482819,
"m": 1.0
},
{
"p": 0.06839195638895035,
"m": 1.0
},
{
"p": 0.097300224006176,
"m": 1.0
},
{
"p": 0.07969525456428528,
"m": 1.0
},
{
"p": 0.04012376815080643,
"m": 1.0
},
{
"p": 0.10396468639373779,
"m": 1.0
},
{
"p": 0.07687278836965561,
"m": 1.0
},
{
"p": 0.0745193362236023,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.2002201080322266,
"val_loss": 0.8108815550804138,
"acc": 72.51,
"time": 303.5786385820247,
"param": [
{
"p": 0.08445456624031067,
"m": 1.0
},
{
"p": 0.029334982857108116,
"m": 1.0
},
{
"p": 0.08877452462911606,
"m": 1.0
},
{
"p": 0.061761122196912766,
"m": 1.0
},
{
"p": 0.043051403015851974,
"m": 1.0
},
{
"p": 0.04647301137447357,
"m": 1.0
},
{
"p": 0.10138671845197678,
"m": 1.0
},
{
"p": 0.05964786931872368,
"m": 1.0
},
{
"p": 0.08682117611169815,
"m": 1.0
},
{
"p": 0.07708318531513214,
"m": 1.0
},
{
"p": 0.06900162249803543,
"m": 1.0
},
{
"p": 0.08656775951385498,
"m": 1.0
},
{
"p": 0.09205283224582672,
"m": 1.0
},
{
"p": 0.07358917593955994,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.1219327449798584,
"val_loss": 0.8075578808784485,
"acc": 72.05,
"time": 297.72342327900697,
"param": [
{
"p": 0.07406964898109436,
"m": 1.0
},
{
"p": 0.02823079563677311,
"m": 1.0
},
{
"p": 0.0970415249466896,
"m": 1.0
},
{
"p": 0.09711972624063492,
"m": 1.0
},
{
"p": 0.020066650584340096,
"m": 1.0
},
{
"p": 0.05285979062318802,
"m": 1.0
},
{
"p": 0.07974182814359665,
"m": 1.0
},
{
"p": 0.06855060160160065,
"m": 1.0
},
{
"p": 0.06814344972372055,
"m": 1.0
},
{
"p": 0.08840060234069824,
"m": 1.0
},
{
"p": 0.08881033211946487,
"m": 1.0
},
{
"p": 0.07833008468151093,
"m": 1.0
},
{
"p": 0.0887071043252945,
"m": 1.0
},
{
"p": 0.06992786377668381,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.3424347639083862,
"val_loss": 0.7952105402946472,
"acc": 72.24,
"time": 319.91828670701943,
"param": [
{
"p": 0.05722033232450485,
"m": 1.0
},
{
"p": 0.04127975553274155,
"m": 1.0
},
{
"p": 0.10800909996032715,
"m": 1.0
},
{
"p": 0.05126004293560982,
"m": 1.0
},
{
"p": 0.06044291332364082,
"m": 1.0
},
{
"p": 0.055164698511362076,
"m": 1.0
},
{
"p": 0.07855843752622604,
"m": 1.0
},
{
"p": 0.05358147621154785,
"m": 1.0
},
{
"p": 0.06128499284386635,
"m": 1.0
},
{
"p": 0.08756628632545471,
"m": 1.0
},
{
"p": 0.09046641737222672,
"m": 1.0
},
{
"p": 0.0921386256814003,
"m": 1.0
},
{
"p": 0.09057365357875824,
"m": 1.0
},
{
"p": 0.07245317101478577,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.4195951223373413,
"val_loss": 0.9110146164894104,
"acc": 71.4,
"time": 298.22318940400146,
"param": [
{
"p": 0.0926293432712555,
"m": 1.0
},
{
"p": 0.052492838352918625,
"m": 1.0
},
{
"p": 0.08103729784488678,
"m": 1.0
},
{
"p": 0.07355440407991409,
"m": 1.0
},
{
"p": 0.044395286589860916,
"m": 1.0
},
{
"p": 0.05827486515045166,
"m": 1.0
},
{
"p": 0.07109539210796356,
"m": 1.0
},
{
"p": 0.08206471800804138,
"m": 1.0
},
{
"p": 0.07263894379138947,
"m": 1.0
},
{
"p": 0.06432934105396271,
"m": 1.0
},
{
"p": 0.08682318776845932,
"m": 1.0
},
{
"p": 0.06622608006000519,
"m": 1.0
},
{
"p": 0.0804440900683403,
"m": 1.0
},
{
"p": 0.07399419695138931,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.5968353748321533,
"val_loss": 0.7566343545913696,
"acc": 72.38,
"time": 313.39708227897063,
"param": [
{
"p": 0.06903202831745148,
"m": 1.0
},
{
"p": 0.07492852210998535,
"m": 1.0
},
{
"p": 0.07260946929454803,
"m": 1.0
},
{
"p": 0.07137524336576462,
"m": 1.0
},
{
"p": 0.06119801104068756,
"m": 1.0
},
{
"p": 0.050244204699993134,
"m": 1.0
},
{
"p": 0.05299895256757736,
"m": 1.0
},
{
"p": 0.067497618496418,
"m": 1.0
},
{
"p": 0.09417425841093063,
"m": 1.0
},
{
"p": 0.06235525384545326,
"m": 1.0
},
{
"p": 0.07760443538427353,
"m": 1.0
},
{
"p": 0.10484836250543594,
"m": 1.0
},
{
"p": 0.08186721056699753,
"m": 1.0
},
{
"p": 0.05926648899912834,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.4000554084777832,
"val_loss": 0.8856644630432129,
"acc": 72.46,
"time": 301.6683913579909,
"param": [
{
"p": 0.07476740330457687,
"m": 1.0
},
{
"p": 0.06953509151935577,
"m": 1.0
},
{
"p": 0.08744167536497116,
"m": 1.0
},
{
"p": 0.06164604797959328,
"m": 1.0
},
{
"p": 0.04652424901723862,
"m": 1.0
},
{
"p": 0.049578260630369186,
"m": 1.0
},
{
"p": 0.06252944469451904,
"m": 1.0
},
{
"p": 0.06903912127017975,
"m": 1.0
},
{
"p": 0.08392874151468277,
"m": 1.0
},
{
"p": 0.08612009882926941,
"m": 1.0
},
{
"p": 0.0783761739730835,
"m": 1.0
},
{
"p": 0.07119961082935333,
"m": 1.0
},
{
"p": 0.09297891706228256,
"m": 1.0
},
{
"p": 0.06633514910936356,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.3749194145202637,
"val_loss": 0.799501359462738,
"acc": 72.07,
"time": 300.0528285430046,
"param": [
{
"p": 0.09010138362646103,
"m": 1.0
},
{
"p": 0.03062421642243862,
"m": 1.0
},
{
"p": 0.08402864634990692,
"m": 1.0
},
{
"p": 0.05493929237127304,
"m": 1.0
},
{
"p": 0.08685825765132904,
"m": 1.0
},
{
"p": 0.059308335185050964,
"m": 1.0
},
{
"p": 0.025356214493513107,
"m": 1.0
},
{
"p": 0.0908963531255722,
"m": 1.0
},
{
"p": 0.06488864868879318,
"m": 1.0
},
{
"p": 0.08625898510217667,
"m": 1.0
},
{
"p": 0.06944051384925842,
"m": 1.0
},
{
"p": 0.08713509142398834,
"m": 1.0
},
{
"p": 0.10094892978668213,
"m": 1.0
},
{
"p": 0.06921514123678207,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.2255371809005737,
"val_loss": 0.7792701125144958,
"acc": 72.66,
"time": 315.94835769897327,
"param": [
{
"p": 0.10074343532323837,
"m": 1.0
},
{
"p": 0.048725590109825134,
"m": 1.0
},
{
"p": 0.09804446995258331,
"m": 1.0
},
{
"p": 0.08159371465444565,
"m": 1.0
},
{
"p": 0.029126768931746483,
"m": 1.0
},
{
"p": 0.04703371599316597,
"m": 1.0
},
{
"p": 0.07022646814584732,
"m": 1.0
},
{
"p": 0.07423830032348633,
"m": 1.0
},
{
"p": 0.08358235657215118,
"m": 1.0
},
{
"p": 0.060577064752578735,
"m": 1.0
},
{
"p": 0.08712700754404068,
"m": 1.0
},
{
"p": 0.07595430314540863,
"m": 1.0
},
{
"p": 0.07100288569927216,
"m": 1.0
},
{
"p": 0.07202401012182236,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.1868746280670166,
"val_loss": 0.748429536819458,
"acc": 72.5,
"time": 294.33826002001297,
"param": [
{
"p": 0.09507708251476288,
"m": 1.0
},
{
"p": 0.04140152409672737,
"m": 1.0
},
{
"p": 0.10134916007518768,
"m": 1.0
},
{
"p": 0.07829231023788452,
"m": 1.0
},
{
"p": 0.02725864388048649,
"m": 1.0
},
{
"p": 0.05543362721800804,
"m": 1.0
},
{
"p": 0.053175874054431915,
"m": 1.0
},
{
"p": 0.08969990164041519,
"m": 1.0
},
{
"p": 0.07417487353086472,
"m": 1.0
},
{
"p": 0.07597970962524414,
"m": 1.0
},
{
"p": 0.0713186264038086,
"m": 1.0
},
{
"p": 0.0588301382958889,
"m": 1.0
},
{
"p": 0.09978613257408142,
"m": 1.0
},
{
"p": 0.07822244614362717,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.0540976524353027,
"val_loss": 0.7030723690986633,
"acc": 71.58,
"time": 300.2072926419787,
"param": [
{
"p": 0.10605880618095398,
"m": 1.0
},
{
"p": 0.0006701303063891828,
"m": 1.0
},
{
"p": 0.10784538090229034,
"m": 1.0
},
{
"p": 0.07170958071947098,
"m": 1.0
},
{
"p": 0.036404792219400406,
"m": 1.0
},
{
"p": 0.06890273094177246,
"m": 1.0
},
{
"p": 0.06950133293867111,
"m": 1.0
},
{
"p": 0.10172335058450699,
"m": 1.0
},
{
"p": 0.06321238726377487,
"m": 1.0
},
{
"p": 0.06880173832178116,
"m": 1.0
},
{
"p": 0.055258192121982574,
"m": 1.0
},
{
"p": 0.07351947575807571,
"m": 1.0
},
{
"p": 0.09972741454839706,
"m": 1.0
},
{
"p": 0.07666455954313278,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.2676591873168945,
"val_loss": 0.8520776629447937,
"acc": 71.96,
"time": 324.8412116760155,
"param": [
{
"p": 0.08820265531539917,
"m": 1.0
},
{
"p": 0.05904306843876839,
"m": 1.0
},
{
"p": 0.08626443147659302,
"m": 1.0
},
{
"p": 0.07278060168027878,
"m": 1.0
},
{
"p": 0.055753011256456375,
"m": 1.0
},
{
"p": 0.029752857983112335,
"m": 1.0
},
{
"p": 0.061570581048727036,
"m": 1.0
},
{
"p": 0.09234078973531723,
"m": 1.0
},
{
"p": 0.0981961190700531,
"m": 1.0
},
{
"p": 0.06495639681816101,
"m": 1.0
},
{
"p": 0.0802888348698616,
"m": 1.0
},
{
"p": 0.08343855291604996,
"m": 1.0
},
{
"p": 0.08092310279607773,
"m": 1.0
},
{
"p": 0.04648894816637039,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.4510782957077026,
"val_loss": 0.7573171257972717,
"acc": 72.42,
"time": 286.107401890913,
"param": [
{
"p": 0.10608003288507462,
"m": 1.0
},
{
"p": 0.03966635838150978,
"m": 1.0
},
{
"p": 0.08145948499441147,
"m": 1.0
},
{
"p": 0.08171112835407257,
"m": 1.0
},
{
"p": 0.026055971160531044,
"m": 1.0
},
{
"p": 0.029724562540650368,
"m": 1.0
},
{
"p": 0.06351479887962341,
"m": 1.0
},
{
"p": 0.07422211766242981,
"m": 1.0
},
{
"p": 0.08322092145681381,
"m": 1.0
},
{
"p": 0.09197590500116348,
"m": 1.0
},
{
"p": 0.07954376190900803,
"m": 1.0
},
{
"p": 0.07355562597513199,
"m": 1.0
},
{
"p": 0.08710479736328125,
"m": 1.0
},
{
"p": 0.08216460794210434,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.1280856132507324,
"val_loss": 0.8513264656066895,
"acc": 71.98,
"time": 300.4801037160214,
"param": [
{
"p": 0.07547082006931305,
"m": 1.0
},
{
"p": 0.03851345553994179,
"m": 1.0
},
{
"p": 0.08620472252368927,
"m": 1.0
},
{
"p": 0.08203985542058945,
"m": 1.0
},
{
"p": 0.06075901538133621,
"m": 1.0
},
{
"p": 0.061162400990724564,
"m": 1.0
},
{
"p": 0.06285540014505386,
"m": 1.0
},
{
"p": 0.06663430482149124,
"m": 1.0
},
{
"p": 0.0843239426612854,
"m": 1.0
},
{
"p": 0.07419540733098984,
"m": 1.0
},
{
"p": 0.07513805478811264,
"m": 1.0
},
{
"p": 0.08075137436389923,
"m": 1.0
},
{
"p": 0.07635469734668732,
"m": 1.0
},
{
"p": 0.07559649646282196,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.2423131465911865,
"val_loss": 0.8522623181343079,
"acc": 72.51,
"time": 311.47352579189464,
"param": [
{
"p": 0.09168680012226105,
"m": 1.0
},
{
"p": 0.049691081047058105,
"m": 1.0
},
{
"p": 0.08534812927246094,
"m": 1.0
},
{
"p": 0.06560896337032318,
"m": 1.0
},
{
"p": 0.0341431088745594,
"m": 1.0
},
{
"p": 0.025482160970568657,
"m": 1.0
},
{
"p": 0.07208137214183807,
"m": 1.0
},
{
"p": 0.085717111825943,
"m": 1.0
},
{
"p": 0.08087282627820969,
"m": 1.0
},
{
"p": 0.0700325220823288,
"m": 1.0
},
{
"p": 0.059499841183423996,
"m": 1.0
},
{
"p": 0.10505979508161545,
"m": 1.0
},
{
"p": 0.0789518803358078,
"m": 1.0
},
{
"p": 0.09582452476024628,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.1921049356460571,
"val_loss": 0.8486801385879517,
"acc": 72.17,
"time": 320.2793372949818,
"param": [
{
"p": 0.08439434319734573,
"m": 1.0
},
{
"p": 0.0391690656542778,
"m": 1.0
},
{
"p": 0.0849110335111618,
"m": 1.0
},
{
"p": 0.06549177318811417,
"m": 1.0
},
{
"p": 0.029981441795825958,
"m": 1.0
},
{
"p": 0.05171126499772072,
"m": 1.0
},
{
"p": 0.07771966606378555,
"m": 1.0
},
{
"p": 0.07341857999563217,
"m": 1.0
},
{
"p": 0.10367896407842636,
"m": 1.0
},
{
"p": 0.06870648264884949,
"m": 1.0
},
{
"p": 0.09170465916395187,
"m": 1.0
},
{
"p": 0.08665712922811508,
"m": 1.0
},
{
"p": 0.0775429755449295,
"m": 1.0
},
{
"p": 0.06491252034902573,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.3004447221755981,
"val_loss": 0.8657969236373901,
"acc": 71.72,
"time": 302.99639303202275,
"param": [
{
"p": 0.10190784931182861,
"m": 1.0
},
{
"p": 0.07127903401851654,
"m": 1.0
},
{
"p": 0.0889577567577362,
"m": 1.0
},
{
"p": 0.06731385737657547,
"m": 1.0
},
{
"p": 0.05293816328048706,
"m": 1.0
},
{
"p": 0.041734933853149414,
"m": 1.0
},
{
"p": 0.07829649746417999,
"m": 1.0
},
{
"p": 0.047631777822971344,
"m": 1.0
},
{
"p": 0.10286153852939606,
"m": 1.0
},
{
"p": 0.044182032346725464,
"m": 1.0
},
{
"p": 0.06878001987934113,
"m": 1.0
},
{
"p": 0.0987362265586853,
"m": 1.0
},
{
"p": 0.06052659451961517,
"m": 1.0
},
{
"p": 0.07485367357730865,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.026065707206726,
"val_loss": 0.8929423093795776,
"acc": 70.63,
"time": 313.77097936195787,
"param": [
{
"p": 0.08024169504642487,
"m": 1.0
},
{
"p": 0.05585652217268944,
"m": 1.0
},
{
"p": 0.07926665246486664,
"m": 1.0
},
{
"p": 0.06391040980815887,
"m": 1.0
},
{
"p": 0.05586186796426773,
"m": 1.0
},
{
"p": 0.06303632259368896,
"m": 1.0
},
{
"p": 0.06431553512811661,
"m": 1.0
},
{
"p": 0.09030179679393768,
"m": 1.0
},
{
"p": 0.09642168879508972,
"m": 1.0
},
{
"p": 0.06589110195636749,
"m": 1.0
},
{
"p": 0.09244943410158157,
"m": 1.0
},
{
"p": 0.08713026344776154,
"m": 1.0
},
{
"p": 0.05844994634389877,
"m": 1.0
},
{
"p": 0.04686669632792473,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.4309264421463013,
"val_loss": 0.862592875957489,
"acc": 72.51,
"time": 328.9458068209933,
"param": [
{
"p": 0.08073580265045166,
"m": 1.0
},
{
"p": 0.05535425618290901,
"m": 1.0
},
{
"p": 0.09080683439970016,
"m": 1.0
},
{
"p": 0.0567827969789505,
"m": 1.0
},
{
"p": 0.056292466819286346,
"m": 1.0
},
{
"p": 0.03207233548164368,
"m": 1.0
},
{
"p": 0.08527611196041107,
"m": 1.0
},
{
"p": 0.051575735211372375,
"m": 1.0
},
{
"p": 0.08164777606725693,
"m": 1.0
},
{
"p": 0.08413147926330566,
"m": 1.0
},
{
"p": 0.05768674984574318,
"m": 1.0
},
{
"p": 0.09577679634094238,
"m": 1.0
},
{
"p": 0.07397492974996567,
"m": 1.0
},
{
"p": 0.09788597375154495,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.9343210458755493,
"val_loss": 0.6536099910736084,
"acc": 71.84,
"time": 309.43043637508526,
"param": [
{
"p": 0.08353788405656815,
"m": 1.0
},
{
"p": 0.04872915521264076,
"m": 1.0
},
{
"p": 0.08525782078504562,
"m": 1.0
},
{
"p": 0.05559409037232399,
"m": 1.0
},
{
"p": 0.06738758087158203,
"m": 1.0
},
{
"p": 0.050259191542863846,
"m": 1.0
},
{
"p": 0.07865221798419952,
"m": 1.0
},
{
"p": 0.06801541894674301,
"m": 1.0
},
{
"p": 0.06658991426229477,
"m": 1.0
},
{
"p": 0.0756327211856842,
"m": 1.0
},
{
"p": 0.09676864743232727,
"m": 1.0
},
{
"p": 0.08763372898101807,
"m": 1.0
},
{
"p": 0.06817097216844559,
"m": 1.0
},
{
"p": 0.06777063757181168,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.21333646774292,
"val_loss": 0.8282188177108765,
"acc": 72.73,
"time": 321.7386945299804,
"param": [
{
"p": 0.08306141197681427,
"m": 1.0
},
{
"p": 0.08117794245481491,
"m": 1.0
},
{
"p": 0.08888361603021622,
"m": 1.0
},
{
"p": 0.06159188225865364,
"m": 1.0
},
{
"p": 0.05689021944999695,
"m": 1.0
},
{
"p": 0.026445267722010612,
"m": 1.0
},
{
"p": 0.060497138649225235,
"m": 1.0
},
{
"p": 0.08274650573730469,
"m": 1.0
},
{
"p": 0.08039899170398712,
"m": 1.0
},
{
"p": 0.06014891713857651,
"m": 1.0
},
{
"p": 0.0895303264260292,
"m": 1.0
},
{
"p": 0.07306014746427536,
"m": 1.0
},
{
"p": 0.08941178768873215,
"m": 1.0
},
{
"p": 0.06615587323904037,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.057778000831604,
"val_loss": 0.9502403736114502,
"acc": 71.69,
"time": 304.4544934729347,
"param": [
{
"p": 0.08304749429225922,
"m": 1.0
},
{
"p": 0.03937309607863426,
"m": 1.0
},
{
"p": 0.10852449387311935,
"m": 1.0
},
{
"p": 0.0735854059457779,
"m": 1.0
},
{
"p": 0.016245493665337563,
"m": 1.0
},
{
"p": 0.07387140393257141,
"m": 1.0
},
{
"p": 0.07244366407394409,
"m": 1.0
},
{
"p": 0.053623903542757034,
"m": 1.0
},
{
"p": 0.09349939227104187,
"m": 1.0
},
{
"p": 0.06200443580746651,
"m": 1.0
},
{
"p": 0.05899776145815849,
"m": 1.0
},
{
"p": 0.08955662697553635,
"m": 1.0
},
{
"p": 0.0818546935915947,
"m": 1.0
},
{
"p": 0.09337211400270462,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0449926853179932,
"val_loss": 0.8982341289520264,
"acc": 72.26,
"time": 285.9040031960467,
"param": [
{
"p": 0.0962023138999939,
"m": 1.0
},
{
"p": 0.08291086554527283,
"m": 1.0
},
{
"p": 0.09106166660785675,
"m": 1.0
},
{
"p": 0.06046539545059204,
"m": 1.0
},
{
"p": 0.04331190884113312,
"m": 1.0
},
{
"p": 0.055346742272377014,
"m": 1.0
},
{
"p": 0.05063771829009056,
"m": 1.0
},
{
"p": 0.08639177680015564,
"m": 1.0
},
{
"p": 0.07959133386611938,
"m": 1.0
},
{
"p": 0.08864471316337585,
"m": 1.0
},
{
"p": 0.07077108323574066,
"m": 1.0
},
{
"p": 0.06403639167547226,
"m": 1.0
},
{
"p": 0.05322045087814331,
"m": 1.0
},
{
"p": 0.07740763574838638,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.2207510471343994,
"val_loss": 0.9619767069816589,
"acc": 72.48,
"time": 305.7728027170524,
"param": [
{
"p": 0.06877807527780533,
"m": 1.0
},
{
"p": 0.059630196541547775,
"m": 1.0
},
{
"p": 0.09568455070257187,
"m": 1.0
},
{
"p": 0.08656056970357895,
"m": 1.0
},
{
"p": 0.06122861057519913,
"m": 1.0
},
{
"p": 0.04247308522462845,
"m": 1.0
},
{
"p": 0.06344486027956009,
"m": 1.0
},
{
"p": 0.09470660239458084,
"m": 1.0
},
{
"p": 0.09039881825447083,
"m": 1.0
},
{
"p": 0.04617549479007721,
"m": 1.0
},
{
"p": 0.08747005462646484,
"m": 1.0
},
{
"p": 0.062498293817043304,
"m": 1.0
},
{
"p": 0.07453223317861557,
"m": 1.0
},
{
"p": 0.06641847640275955,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.121697187423706,
"val_loss": 0.8985548615455627,
"acc": 72.31,
"time": 296.30655613692943,
"param": [
{
"p": 0.0833778977394104,
"m": 1.0
},
{
"p": 0.05795171484351158,
"m": 1.0
},
{
"p": 0.08312980830669403,
"m": 1.0
},
{
"p": 0.0557207353413105,
"m": 1.0
},
{
"p": 0.03999679535627365,
"m": 1.0
},
{
"p": 0.05774443969130516,
"m": 1.0
},
{
"p": 0.07609216123819351,
"m": 1.0
},
{
"p": 0.08841825276613235,
"m": 1.0
},
{
"p": 0.06153324991464615,
"m": 1.0
},
{
"p": 0.08774080127477646,
"m": 1.0
},
{
"p": 0.09496217221021652,
"m": 1.0
},
{
"p": 0.0834268257021904,
"m": 1.0
},
{
"p": 0.07281522452831268,
"m": 1.0
},
{
"p": 0.057089913636446,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.3378885984420776,
"val_loss": 0.6999375820159912,
"acc": 71.71,
"time": 322.2148989510024,
"param": [
{
"p": 0.07814019918441772,
"m": 1.0
},
{
"p": 0.04234401136636734,
"m": 1.0
},
{
"p": 0.08759692311286926,
"m": 1.0
},
{
"p": 0.05131104588508606,
"m": 1.0
},
{
"p": 0.027603311464190483,
"m": 1.0
},
{
"p": 0.03226424381136894,
"m": 1.0
},
{
"p": 0.08070870488882065,
"m": 1.0
},
{
"p": 0.06528597325086594,
"m": 1.0
},
{
"p": 0.10471200197935104,
"m": 1.0
},
{
"p": 0.09486798942089081,
"m": 1.0
},
{
"p": 0.08498908579349518,
"m": 1.0
},
{
"p": 0.07524780184030533,
"m": 1.0
},
{
"p": 0.09823727607727051,
"m": 1.0
},
{
"p": 0.07669150084257126,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.2317774295806885,
"val_loss": 0.6668196320533752,
"acc": 72.38,
"time": 302.9826375419507,
"param": [
{
"p": 0.06255356222391129,
"m": 1.0
},
{
"p": 0.048486970365047455,
"m": 1.0
},
{
"p": 0.08699245005846024,
"m": 1.0
},
{
"p": 0.0602845661342144,
"m": 1.0
},
{
"p": 0.04295540228486061,
"m": 1.0
},
{
"p": 0.045543644577264786,
"m": 1.0
},
{
"p": 0.11652640998363495,
"m": 1.0
},
{
"p": 0.07014341652393341,
"m": 1.0
},
{
"p": 0.06803076714277267,
"m": 1.0
},
{
"p": 0.08905541896820068,
"m": 1.0
},
{
"p": 0.06958848983049393,
"m": 1.0
},
{
"p": 0.0933358445763588,
"m": 1.0
},
{
"p": 0.08136789500713348,
"m": 1.0
},
{
"p": 0.06513515114784241,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.1077324151992798,
"val_loss": 0.7610117793083191,
"acc": 72.54,
"time": 318.00009235402104,
"param": [
{
"p": 0.06667671352624893,
"m": 1.0
},
{
"p": 0.05732492730021477,
"m": 1.0
},
{
"p": 0.10028175264596939,
"m": 1.0
},
{
"p": 0.06280045211315155,
"m": 1.0
},
{
"p": 0.05377644672989845,
"m": 1.0
},
{
"p": 0.03385673835873604,
"m": 1.0
},
{
"p": 0.06859464198350906,
"m": 1.0
},
{
"p": 0.08047056198120117,
"m": 1.0
},
{
"p": 0.0864027589559555,
"m": 1.0
},
{
"p": 0.07107129693031311,
"m": 1.0
},
{
"p": 0.08833388984203339,
"m": 1.0
},
{
"p": 0.07701180875301361,
"m": 1.0
},
{
"p": 0.08188451081514359,
"m": 1.0
},
{
"p": 0.07151345163583755,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.0542219877243042,
"val_loss": 0.9082059860229492,
"acc": 72.06,
"time": 322.5044901400106,
"param": [
{
"p": 0.07359331846237183,
"m": 1.0
},
{
"p": 0.037150152027606964,
"m": 1.0
},
{
"p": 0.09854165464639664,
"m": 1.0
},
{
"p": 0.07013469189405441,
"m": 1.0
},
{
"p": 0.04739431291818619,
"m": 1.0
},
{
"p": 0.05723987892270088,
"m": 1.0
},
{
"p": 0.05792009457945824,
"m": 1.0
},
{
"p": 0.043836161494255066,
"m": 1.0
},
{
"p": 0.06859885156154633,
"m": 1.0
},
{
"p": 0.09216576814651489,
"m": 1.0
},
{
"p": 0.09437103569507599,
"m": 1.0
},
{
"p": 0.08421413600444794,
"m": 1.0
},
{
"p": 0.08705098181962967,
"m": 1.0
},
{
"p": 0.08778899908065796,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.6138849258422852,
"val_loss": 0.7798967957496643,
"acc": 71.99,
"time": 294.7821776410565,
"param": [
{
"p": 0.05694543197751045,
"m": 1.0
},
{
"p": 0.05786775052547455,
"m": 1.0
},
{
"p": 0.07928497344255447,
"m": 1.0
},
{
"p": 0.061784777790308,
"m": 1.0
},
{
"p": 0.045235637575387955,
"m": 1.0
},
{
"p": 0.05196933075785637,
"m": 1.0
},
{
"p": 0.04758523032069206,
"m": 1.0
},
{
"p": 0.10191593319177628,
"m": 1.0
},
{
"p": 0.08131350576877594,
"m": 1.0
},
{
"p": 0.09413298219442368,
"m": 1.0
},
{
"p": 0.09887583553791046,
"m": 1.0
},
{
"p": 0.06623055040836334,
"m": 1.0
},
{
"p": 0.08454497903585434,
"m": 1.0
},
{
"p": 0.07231304794549942,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.3582086563110352,
"val_loss": 0.7536771893501282,
"acc": 72.74,
"time": 311.4032868350623,
"param": [
{
"p": 0.07997646927833557,
"m": 1.0
},
{
"p": 0.0570622943341732,
"m": 1.0
},
{
"p": 0.09619991481304169,
"m": 1.0
},
{
"p": 0.07772756367921829,
"m": 1.0
},
{
"p": 0.048150815069675446,
"m": 1.0
},
{
"p": 0.04833102971315384,
"m": 1.0
},
{
"p": 0.09008906781673431,
"m": 1.0
},
{
"p": 0.059420980513095856,
"m": 1.0
},
{
"p": 0.08684578537940979,
"m": 1.0
},
{
"p": 0.0650579035282135,
"m": 1.0
},
{
"p": 0.07988102734088898,
"m": 1.0
},
{
"p": 0.05677039176225662,
"m": 1.0
},
{
"p": 0.07792965322732925,
"m": 1.0
},
{
"p": 0.07655714452266693,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9682252407073975,
"val_loss": 0.7187934517860413,
"acc": 72.67,
"time": 307.0211203220533,
"param": [
{
"p": 0.0853574126958847,
"m": 1.0
},
{
"p": 0.04763568565249443,
"m": 1.0
},
{
"p": 0.09113840013742447,
"m": 1.0
},
{
"p": 0.06468301266431808,
"m": 1.0
},
{
"p": 0.06689770519733429,
"m": 1.0
},
{
"p": 0.05728520080447197,
"m": 1.0
},
{
"p": 0.07260075956583023,
"m": 1.0
},
{
"p": 0.07500224560499191,
"m": 1.0
},
{
"p": 0.07595930993556976,
"m": 1.0
},
{
"p": 0.05229860916733742,
"m": 1.0
},
{
"p": 0.07074275612831116,
"m": 1.0
},
{
"p": 0.08296039700508118,
"m": 1.0
},
{
"p": 0.08273236453533173,
"m": 1.0
},
{
"p": 0.07470618188381195,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.0968201160430908,
"val_loss": 0.6803255677223206,
"acc": 72.85,
"time": 305.59702726791147,
"param": [
{
"p": 0.08861954510211945,
"m": 1.0
},
{
"p": 0.04598171263933182,
"m": 1.0
},
{
"p": 0.10448112338781357,
"m": 1.0
},
{
"p": 0.0482582226395607,
"m": 1.0
},
{
"p": 0.05192071571946144,
"m": 1.0
},
{
"p": 0.02434028685092926,
"m": 1.0
},
{
"p": 0.07278501987457275,
"m": 1.0
},
{
"p": 0.06804678589105606,
"m": 1.0
},
{
"p": 0.09603935480117798,
"m": 1.0
},
{
"p": 0.08480072766542435,
"m": 1.0
},
{
"p": 0.08674491196870804,
"m": 1.0
},
{
"p": 0.0880129262804985,
"m": 1.0
},
{
"p": 0.058670591562986374,
"m": 1.0
},
{
"p": 0.08129799365997314,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9541793465614319,
"val_loss": 0.7446656227111816,
"acc": 72.8,
"time": 314.0218550260179,
"param": [
{
"p": 0.08118116855621338,
"m": 1.0
},
{
"p": 0.028667716309428215,
"m": 1.0
},
{
"p": 0.08346860110759735,
"m": 1.0
},
{
"p": 0.058611489832401276,
"m": 1.0
},
{
"p": 0.06819024682044983,
"m": 1.0
},
{
"p": 0.051892563700675964,
"m": 1.0
},
{
"p": 0.10105814039707184,
"m": 1.0
},
{
"p": 0.06581815332174301,
"m": 1.0
},
{
"p": 0.08729518949985504,
"m": 1.0
},
{
"p": 0.06924359500408173,
"m": 1.0
},
{
"p": 0.051991913467645645,
"m": 1.0
},
{
"p": 0.07743508368730545,
"m": 1.0
},
{
"p": 0.09767347574234009,
"m": 1.0
},
{
"p": 0.07747258991003036,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.3139851093292236,
"val_loss": 0.8374220132827759,
"acc": 72.95,
"time": 298.5462195780128,
"param": [
{
"p": 0.05651337653398514,
"m": 1.0
},
{
"p": 0.029075220227241516,
"m": 1.0
},
{
"p": 0.09586494415998459,
"m": 1.0
},
{
"p": 0.07700348645448685,
"m": 1.0
},
{
"p": 0.06067749857902527,
"m": 1.0
},
{
"p": 0.04719291254878044,
"m": 1.0
},
{
"p": 0.07451475411653519,
"m": 1.0
},
{
"p": 0.08570835739374161,
"m": 1.0
},
{
"p": 0.0850541740655899,
"m": 1.0
},
{
"p": 0.08219597488641739,
"m": 1.0
},
{
"p": 0.06819874048233032,
"m": 1.0
},
{
"p": 0.06623339653015137,
"m": 1.0
},
{
"p": 0.0934591293334961,
"m": 1.0
},
{
"p": 0.07830810546875,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.0165168046951294,
"val_loss": 0.8301941752433777,
"acc": 71.75,
"time": 311.46646760508884,
"param": [
{
"p": 0.0831046923995018,
"m": 1.0
},
{
"p": 0.02927839569747448,
"m": 1.0
},
{
"p": 0.09626440703868866,
"m": 1.0
},
{
"p": 0.09404676407575607,
"m": 1.0
},
{
"p": 0.0404396615922451,
"m": 1.0
},
{
"p": 0.04762563854455948,
"m": 1.0
},
{
"p": 0.08197183161973953,
"m": 1.0
},
{
"p": 0.040981143712997437,
"m": 1.0
},
{
"p": 0.0739971250295639,
"m": 1.0
},
{
"p": 0.07839170098304749,
"m": 1.0
},
{
"p": 0.0860375314950943,
"m": 1.0
},
{
"p": 0.09609665721654892,
"m": 1.0
},
{
"p": 0.06496232748031616,
"m": 1.0
},
{
"p": 0.08680208027362823,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.1705434322357178,
"val_loss": 0.8747028708457947,
"acc": 73.14,
"time": 317.12493471603375,
"param": [
{
"p": 0.08146188408136368,
"m": 1.0
},
{
"p": 0.07488931715488434,
"m": 1.0
},
{
"p": 0.10431135445833206,
"m": 1.0
},
{
"p": 0.04961841553449631,
"m": 1.0
},
{
"p": 0.05005333200097084,
"m": 1.0
},
{
"p": 0.05011016130447388,
"m": 1.0
},
{
"p": 0.0655810534954071,
"m": 1.0
},
{
"p": 0.06377798318862915,
"m": 1.0
},
{
"p": 0.07088842242956161,
"m": 1.0
},
{
"p": 0.06292793154716492,
"m": 1.0
},
{
"p": 0.061344895511865616,
"m": 1.0
},
{
"p": 0.09543194621801376,
"m": 1.0
},
{
"p": 0.09376160055398941,
"m": 1.0
},
{
"p": 0.07584163546562195,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.0034749507904053,
"val_loss": 0.8774877190589905,
"acc": 71.81,
"time": 292.8318936260184,
"param": [
{
"p": 0.0958862379193306,
"m": 1.0
},
{
"p": 0.013444055803120136,
"m": 1.0
},
{
"p": 0.09617060422897339,
"m": 1.0
},
{
"p": 0.07481855899095535,
"m": 1.0
},
{
"p": 0.030080463737249374,
"m": 1.0
},
{
"p": 0.07746551930904388,
"m": 1.0
},
{
"p": 0.09416364133358002,
"m": 1.0
},
{
"p": 0.10237596929073334,
"m": 1.0
},
{
"p": 0.07473757117986679,
"m": 1.0
},
{
"p": 0.09748176485300064,
"m": 1.0
},
{
"p": 0.040347933769226074,
"m": 1.0
},
{
"p": 0.051247723400592804,
"m": 1.0
},
{
"p": 0.09171094745397568,
"m": 1.0
},
{
"p": 0.06006898730993271,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3008707761764526,
"val_loss": 0.7500907182693481,
"acc": 72.7,
"time": 290.3759602709906,
"param": [
{
"p": 0.08279865980148315,
"m": 1.0
},
{
"p": 0.03692672401666641,
"m": 1.0
},
{
"p": 0.08368024975061417,
"m": 1.0
},
{
"p": 0.07400326430797577,
"m": 1.0
},
{
"p": 0.06655988097190857,
"m": 1.0
},
{
"p": 0.029033275321125984,
"m": 1.0
},
{
"p": 0.10345978289842606,
"m": 1.0
},
{
"p": 0.09535928070545197,
"m": 1.0
},
{
"p": 0.03545254096388817,
"m": 1.0
},
{
"p": 0.05852343142032623,
"m": 1.0
},
{
"p": 0.08513433486223221,
"m": 1.0
},
{
"p": 0.09029287099838257,
"m": 1.0
},
{
"p": 0.08206786960363388,
"m": 1.0
},
{
"p": 0.07670789211988449,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.057186245918274,
"val_loss": 0.8027971386909485,
"acc": 72.17,
"time": 292.09329112200066,
"param": [
{
"p": 0.10764306783676147,
"m": 1.0
},
{
"p": 0.04744645953178406,
"m": 1.0
},
{
"p": 0.06511370092630386,
"m": 1.0
},
{
"p": 0.07814254611730576,
"m": 1.0
},
{
"p": 0.03140554577112198,
"m": 1.0
},
{
"p": 0.06155899167060852,
"m": 1.0
},
{
"p": 0.07489297538995743,
"m": 1.0
},
{
"p": 0.07680497318506241,
"m": 1.0
},
{
"p": 0.09301495552062988,
"m": 1.0
},
{
"p": 0.06967858970165253,
"m": 1.0
},
{
"p": 0.05702194571495056,
"m": 1.0
},
{
"p": 0.07535405457019806,
"m": 1.0
},
{
"p": 0.07899918407201767,
"m": 1.0
},
{
"p": 0.08292286843061447,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.2028075456619263,
"val_loss": 0.704991340637207,
"acc": 73.01,
"time": 306.7768009720603,
"param": [
{
"p": 0.08376405388116837,
"m": 1.0
},
{
"p": 0.07324804365634918,
"m": 1.0
},
{
"p": 0.08811844885349274,
"m": 1.0
},
{
"p": 0.0665198490023613,
"m": 1.0
},
{
"p": 0.011784891597926617,
"m": 1.0
},
{
"p": 0.056155115365982056,
"m": 1.0
},
{
"p": 0.09359470754861832,
"m": 1.0
},
{
"p": 0.07975082099437714,
"m": 1.0
},
{
"p": 0.08249755948781967,
"m": 1.0
},
{
"p": 0.07051068544387817,
"m": 1.0
},
{
"p": 0.08665843307971954,
"m": 1.0
},
{
"p": 0.08832134306430817,
"m": 1.0
},
{
"p": 0.05141989514231682,
"m": 1.0
},
{
"p": 0.06765619665384293,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.4573208093643188,
"val_loss": 0.9094091057777405,
"acc": 71.66,
"time": 298.64221831504256,
"param": [
{
"p": 0.08304240554571152,
"m": 1.0
},
{
"p": 0.04397251084446907,
"m": 1.0
},
{
"p": 0.07906714826822281,
"m": 1.0
},
{
"p": 0.048557013273239136,
"m": 1.0
},
{
"p": 0.04984743520617485,
"m": 1.0
},
{
"p": 0.05144638568162918,
"m": 1.0
},
{
"p": 0.08053652197122574,
"m": 1.0
},
{
"p": 0.07061450183391571,
"m": 1.0
},
{
"p": 0.09236370027065277,
"m": 1.0
},
{
"p": 0.07576293498277664,
"m": 1.0
},
{
"p": 0.07238461077213287,
"m": 1.0
},
{
"p": 0.07920089364051819,
"m": 1.0
},
{
"p": 0.09099701046943665,
"m": 1.0
},
{
"p": 0.08220700174570084,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.4427506923675537,
"val_loss": 0.802801251411438,
"acc": 72.71,
"time": 323.46062050201,
"param": [
{
"p": 0.05971970781683922,
"m": 1.0
},
{
"p": 0.01802395097911358,
"m": 1.0
},
{
"p": 0.09811742603778839,
"m": 1.0
},
{
"p": 0.07625500857830048,
"m": 1.0
},
{
"p": 0.06576268374919891,
"m": 1.0
},
{
"p": 0.04174818471074104,
"m": 1.0
},
{
"p": 0.09210680425167084,
"m": 1.0
},
{
"p": 0.06876040995121002,
"m": 1.0
},
{
"p": 0.08169940114021301,
"m": 1.0
},
{
"p": 0.1000685840845108,
"m": 1.0
},
{
"p": 0.04957740753889084,
"m": 1.0
},
{
"p": 0.09083794057369232,
"m": 1.0
},
{
"p": 0.07954432815313339,
"m": 1.0
},
{
"p": 0.07777827978134155,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.1538714170455933,
"val_loss": 0.7551389932632446,
"acc": 72.79,
"time": 328.0817196199205,
"param": [
{
"p": 0.09455303102731705,
"m": 1.0
},
{
"p": 0.07375102490186691,
"m": 1.0
},
{
"p": 0.0840541198849678,
"m": 1.0
},
{
"p": 0.06675968319177628,
"m": 1.0
},
{
"p": 0.04314349964261055,
"m": 1.0
},
{
"p": 0.07352899014949799,
"m": 1.0
},
{
"p": 0.051741521805524826,
"m": 1.0
},
{
"p": 0.07053042203187943,
"m": 1.0
},
{
"p": 0.0746421217918396,
"m": 1.0
},
{
"p": 0.08883003890514374,
"m": 1.0
},
{
"p": 0.063447967171669,
"m": 1.0
},
{
"p": 0.09129003435373306,
"m": 1.0
},
{
"p": 0.07278592884540558,
"m": 1.0
},
{
"p": 0.05094161629676819,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.4641035795211792,
"val_loss": 0.7607707381248474,
"acc": 73.09,
"time": 302.6137473830022,
"param": [
{
"p": 0.06097976118326187,
"m": 1.0
},
{
"p": 0.0643068179488182,
"m": 1.0
},
{
"p": 0.07917554676532745,
"m": 1.0
},
{
"p": 0.07986056059598923,
"m": 1.0
},
{
"p": 0.05178617686033249,
"m": 1.0
},
{
"p": 0.06376069784164429,
"m": 1.0
},
{
"p": 0.05748317390680313,
"m": 1.0
},
{
"p": 0.07694320380687714,
"m": 1.0
},
{
"p": 0.06391613930463791,
"m": 1.0
},
{
"p": 0.07393337041139603,
"m": 1.0
},
{
"p": 0.0732368603348732,
"m": 1.0
},
{
"p": 0.09673495590686798,
"m": 1.0
},
{
"p": 0.08835556358098984,
"m": 1.0
},
{
"p": 0.06952714920043945,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 0.8599488139152527,
"val_loss": 0.6851572394371033,
"acc": 73.07,
"time": 300.73430031503085,
"param": [
{
"p": 0.07335523515939713,
"m": 1.0
},
{
"p": 0.06663617491722107,
"m": 1.0
},
{
"p": 0.09299493581056595,
"m": 1.0
},
{
"p": 0.04122505336999893,
"m": 1.0
},
{
"p": 0.04729827865958214,
"m": 1.0
},
{
"p": 0.05276590958237648,
"m": 1.0
},
{
"p": 0.06841856986284256,
"m": 1.0
},
{
"p": 0.09341762959957123,
"m": 1.0
},
{
"p": 0.05366327613592148,
"m": 1.0
},
{
"p": 0.10369811952114105,
"m": 1.0
},
{
"p": 0.0721789225935936,
"m": 1.0
},
{
"p": 0.08684617280960083,
"m": 1.0
},
{
"p": 0.07562421262264252,
"m": 1.0
},
{
"p": 0.07187759876251221,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.4698187112808228,
"val_loss": 0.6534523963928223,
"acc": 72.66,
"time": 303.023143467959,
"param": [
{
"p": 0.08751243352890015,
"m": 1.0
},
{
"p": 0.05235641077160835,
"m": 1.0
},
{
"p": 0.06789973378181458,
"m": 1.0
},
{
"p": 0.06432182341814041,
"m": 1.0
},
{
"p": 0.03896521031856537,
"m": 1.0
},
{
"p": 0.04553201422095299,
"m": 1.0
},
{
"p": 0.05854977294802666,
"m": 1.0
},
{
"p": 0.08036109060049057,
"m": 1.0
},
{
"p": 0.08573354035615921,
"m": 1.0
},
{
"p": 0.08751839399337769,
"m": 1.0
},
{
"p": 0.08224309235811234,
"m": 1.0
},
{
"p": 0.08356568962335587,
"m": 1.0
},
{
"p": 0.09631849825382233,
"m": 1.0
},
{
"p": 0.06912233680486679,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.2004839181900024,
"val_loss": 0.9004444479942322,
"acc": 72.5,
"time": 317.05967530503403,
"param": [
{
"p": 0.06689226627349854,
"m": 1.0
},
{
"p": 0.04945440590381622,
"m": 1.0
},
{
"p": 0.09024342149496078,
"m": 1.0
},
{
"p": 0.06207570433616638,
"m": 1.0
},
{
"p": 0.04926890507340431,
"m": 1.0
},
{
"p": 0.03630296513438225,
"m": 1.0
},
{
"p": 0.08501498401165009,
"m": 1.0
},
{
"p": 0.07431106269359589,
"m": 1.0
},
{
"p": 0.07331021875143051,
"m": 1.0
},
{
"p": 0.07996118068695068,
"m": 1.0
},
{
"p": 0.08209328353404999,
"m": 1.0
},
{
"p": 0.05301361158490181,
"m": 1.0
},
{
"p": 0.10597788542509079,
"m": 1.0
},
{
"p": 0.0920800119638443,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.085427165031433,
"val_loss": 0.7161977887153625,
"acc": 72.12,
"time": 316.46577855502255,
"param": [
{
"p": 0.10804271697998047,
"m": 1.0
},
{
"p": 0.023390965536236763,
"m": 1.0
},
{
"p": 0.09209037572145462,
"m": 1.0
},
{
"p": 0.06411243230104446,
"m": 1.0
},
{
"p": 0.03990640118718147,
"m": 1.0
},
{
"p": 0.05040716007351875,
"m": 1.0
},
{
"p": 0.08146727830171585,
"m": 1.0
},
{
"p": 0.06721803545951843,
"m": 1.0
},
{
"p": 0.06735493987798691,
"m": 1.0
},
{
"p": 0.09481611847877502,
"m": 1.0
},
{
"p": 0.09474062919616699,
"m": 1.0
},
{
"p": 0.07575803250074387,
"m": 1.0
},
{
"p": 0.06880844384431839,
"m": 1.0
},
{
"p": 0.07188645005226135,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.4347728490829468,
"val_loss": 0.7705555558204651,
"acc": 72.74,
"time": 288.53834764193743,
"param": [
{
"p": 0.08035179227590561,
"m": 1.0
},
{
"p": 0.030871858820319176,
"m": 1.0
},
{
"p": 0.06320154666900635,
"m": 1.0
},
{
"p": 0.08864481747150421,
"m": 1.0
},
{
"p": 0.04975028708577156,
"m": 1.0
},
{
"p": 0.0728088766336441,
"m": 1.0
},
{
"p": 0.08373533189296722,
"m": 1.0
},
{
"p": 0.06064382195472717,
"m": 1.0
},
{
"p": 0.07396868616342545,
"m": 1.0
},
{
"p": 0.07149770110845566,
"m": 1.0
},
{
"p": 0.08008633553981781,
"m": 1.0
},
{
"p": 0.07669855654239655,
"m": 1.0
},
{
"p": 0.09049501270055771,
"m": 1.0
},
{
"p": 0.07724539190530777,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.2524510622024536,
"val_loss": 0.7595881819725037,
"acc": 72.8,
"time": 309.45339650602546,
"param": [
{
"p": 0.10224626958370209,
"m": 1.0
},
{
"p": 0.05969969183206558,
"m": 1.0
},
{
"p": 0.08219340443611145,
"m": 1.0
},
{
"p": 0.0975608304142952,
"m": 1.0
},
{
"p": 0.06730201095342636,
"m": 1.0
},
{
"p": 0.046633873134851456,
"m": 1.0
},
{
"p": 0.032531458884477615,
"m": 1.0
},
{
"p": 0.06683406233787537,
"m": 1.0
},
{
"p": 0.07786718755960464,
"m": 1.0
},
{
"p": 0.06273128092288971,
"m": 1.0
},
{
"p": 0.08853758126497269,
"m": 1.0
},
{
"p": 0.05492663383483887,
"m": 1.0
},
{
"p": 0.08577653020620346,
"m": 1.0
},
{
"p": 0.07515911012887955,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 0.8767142295837402,
"val_loss": 0.7908080816268921,
"acc": 72.29,
"time": 307.84270640893374,
"param": [
{
"p": 0.0875193253159523,
"m": 1.0
},
{
"p": 0.030579375103116035,
"m": 1.0
},
{
"p": 0.09565629810094833,
"m": 1.0
},
{
"p": 0.08149664103984833,
"m": 1.0
},
{
"p": 0.07005935162305832,
"m": 1.0
},
{
"p": 0.06307632476091385,
"m": 1.0
},
{
"p": 0.08824249356985092,
"m": 1.0
},
{
"p": 0.05772733315825462,
"m": 1.0
},
{
"p": 0.029204759746789932,
"m": 1.0
},
{
"p": 0.07751818001270294,
"m": 1.0
},
{
"p": 0.09190787374973297,
"m": 1.0
},
{
"p": 0.07796476036310196,
"m": 1.0
},
{
"p": 0.06563869118690491,
"m": 1.0
},
{
"p": 0.08340859413146973,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.1408674716949463,
"val_loss": 0.7857425212860107,
"acc": 72.81,
"time": 333.9421231849119,
"param": [
{
"p": 0.10157377272844315,
"m": 1.0
},
{
"p": 0.02794456295669079,
"m": 1.0
},
{
"p": 0.09044912457466125,
"m": 1.0
},
{
"p": 0.10109502822160721,
"m": 1.0
},
{
"p": 0.009367100894451141,
"m": 1.0
},
{
"p": 0.0675085037946701,
"m": 1.0
},
{
"p": 0.07929189503192902,
"m": 1.0
},
{
"p": 0.09126832336187363,
"m": 1.0
},
{
"p": 0.08184804767370224,
"m": 1.0
},
{
"p": 0.08463495224714279,
"m": 1.0
},
{
"p": 0.08006273955106735,
"m": 1.0
},
{
"p": 0.034633755683898926,
"m": 1.0
},
{
"p": 0.10416919738054276,
"m": 1.0
},
{
"p": 0.046152982860803604,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.7688335180282593,
"val_loss": 0.9313048124313354,
"acc": 71.99,
"time": 285.71566694090143,
"param": [
{
"p": 0.08166787028312683,
"m": 1.0
},
{
"p": 0.04108898341655731,
"m": 1.0
},
{
"p": 0.0874893069267273,
"m": 1.0
},
{
"p": 0.07173813134431839,
"m": 1.0
},
{
"p": 0.06913024932146072,
"m": 1.0
},
{
"p": 0.07233321666717529,
"m": 1.0
},
{
"p": 0.06570961326360703,
"m": 1.0
},
{
"p": 0.07827943563461304,
"m": 1.0
},
{
"p": 0.05043283849954605,
"m": 1.0
},
{
"p": 0.06717657297849655,
"m": 1.0
},
{
"p": 0.04535350203514099,
"m": 1.0
},
{
"p": 0.09484387934207916,
"m": 1.0
},
{
"p": 0.09100744873285294,
"m": 1.0
},
{
"p": 0.08374889940023422,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.034057855606079,
"val_loss": 0.8302881121635437,
"acc": 73.06,
"time": 318.3078391950112,
"param": [
{
"p": 0.05807213857769966,
"m": 1.0
},
{
"p": 0.05104923993349075,
"m": 1.0
},
{
"p": 0.09866970032453537,
"m": 1.0
},
{
"p": 0.08338011801242828,
"m": 1.0
},
{
"p": 0.06046738475561142,
"m": 1.0
},
{
"p": 0.05652911588549614,
"m": 1.0
},
{
"p": 0.06913645565509796,
"m": 1.0
},
{
"p": 0.07537264376878738,
"m": 1.0
},
{
"p": 0.04988342896103859,
"m": 1.0
},
{
"p": 0.07525244355201721,
"m": 1.0
},
{
"p": 0.1072285920381546,
"m": 1.0
},
{
"p": 0.07336165010929108,
"m": 1.0
},
{
"p": 0.0864700898528099,
"m": 1.0
},
{
"p": 0.055126991122961044,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.2573742866516113,
"val_loss": 0.7887306213378906,
"acc": 73.46,
"time": 313.2032273010118,
"param": [
{
"p": 0.04439730942249298,
"m": 1.0
},
{
"p": 0.05541204288601875,
"m": 1.0
},
{
"p": 0.0994245707988739,
"m": 1.0
},
{
"p": 0.08735808730125427,
"m": 1.0
},
{
"p": 0.04908584803342819,
"m": 1.0
},
{
"p": 0.07223785668611526,
"m": 1.0
},
{
"p": 0.060825467109680176,
"m": 1.0
},
{
"p": 0.0727677121758461,
"m": 1.0
},
{
"p": 0.06267044693231583,
"m": 1.0
},
{
"p": 0.09361351281404495,
"m": 1.0
},
{
"p": 0.06691808253526688,
"m": 1.0
},
{
"p": 0.08271247148513794,
"m": 1.0
},
{
"p": 0.08999435603618622,
"m": 1.0
},
{
"p": 0.06258216500282288,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.269588828086853,
"val_loss": 0.7050250172615051,
"acc": 73.43,
"time": 301.5747736810008,
"param": [
{
"p": 0.06911435723304749,
"m": 1.0
},
{
"p": 0.06190207228064537,
"m": 1.0
},
{
"p": 0.07469498366117477,
"m": 1.0
},
{
"p": 0.05717970430850983,
"m": 1.0
},
{
"p": 0.009958023205399513,
"m": 1.0
},
{
"p": 0.09537729620933533,
"m": 1.0
},
{
"p": 0.049890004098415375,
"m": 1.0
},
{
"p": 0.0809786319732666,
"m": 1.0
},
{
"p": 0.11051186174154282,
"m": 1.0
},
{
"p": 0.09527941793203354,
"m": 1.0
},
{
"p": 0.06399574875831604,
"m": 1.0
},
{
"p": 0.06654246896505356,
"m": 1.0
},
{
"p": 0.09213840961456299,
"m": 1.0
},
{
"p": 0.07243707776069641,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 1.4050151109695435,
"val_loss": 0.777143120765686,
"acc": 73.04,
"time": 282.76194780506194,
"param": [
{
"p": 0.08860303461551666,
"m": 1.0
},
{
"p": 0.01341480202972889,
"m": 1.0
},
{
"p": 0.09393332898616791,
"m": 1.0
},
{
"p": 0.06436695903539658,
"m": 1.0
},
{
"p": 0.06906574964523315,
"m": 1.0
},
{
"p": 0.089364193379879,
"m": 1.0
},
{
"p": 0.07948136329650879,
"m": 1.0
},
{
"p": 0.07352899760007858,
"m": 1.0
},
{
"p": 0.0934012159705162,
"m": 1.0
},
{
"p": 0.07066677510738373,
"m": 1.0
},
{
"p": 0.04565112292766571,
"m": 1.0
},
{
"p": 0.0566251240670681,
"m": 1.0
},
{
"p": 0.0766914039850235,
"m": 1.0
},
{
"p": 0.08520590513944626,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.2800376415252686,
"val_loss": 0.8668241500854492,
"acc": 72.16,
"time": 310.42872838606127,
"param": [
{
"p": 0.09118912369012833,
"m": 1.0
},
{
"p": 0.045347511768341064,
"m": 1.0
},
{
"p": 0.08878370374441147,
"m": 1.0
},
{
"p": 0.045301761478185654,
"m": 1.0
},
{
"p": 0.04934575781226158,
"m": 1.0
},
{
"p": 0.08357814699411392,
"m": 1.0
},
{
"p": 0.07376265525817871,
"m": 1.0
},
{
"p": 0.0884217843413353,
"m": 1.0
},
{
"p": 0.06707511842250824,
"m": 1.0
},
{
"p": 0.06814740598201752,
"m": 1.0
},
{
"p": 0.08108224719762802,
"m": 1.0
},
{
"p": 0.07425277680158615,
"m": 1.0
},
{
"p": 0.07215996086597443,
"m": 1.0
},
{
"p": 0.07155204564332962,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.213889241218567,
"val_loss": 0.9523861408233643,
"acc": 72.96,
"time": 320.3760062570218,
"param": [
{
"p": 0.06297560036182404,
"m": 1.0
},
{
"p": 0.058191634714603424,
"m": 1.0
},
{
"p": 0.08870375901460648,
"m": 1.0
},
{
"p": 0.07079708576202393,
"m": 1.0
},
{
"p": 0.04092275723814964,
"m": 1.0
},
{
"p": 0.03430119901895523,
"m": 1.0
},
{
"p": 0.08778419345617294,
"m": 1.0
},
{
"p": 0.07600556313991547,
"m": 1.0
},
{
"p": 0.08480179309844971,
"m": 1.0
},
{
"p": 0.08059349656105042,
"m": 1.0
},
{
"p": 0.06664431095123291,
"m": 1.0
},
{
"p": 0.09879618883132935,
"m": 1.0
},
{
"p": 0.07410406321287155,
"m": 1.0
},
{
"p": 0.07537841796875,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.1675844192504883,
"val_loss": 0.8381016850471497,
"acc": 73.55,
"time": 315.77635451895185,
"param": [
{
"p": 0.06570252031087875,
"m": 1.0
},
{
"p": 0.0006742505356669426,
"m": 1.0
},
{
"p": 0.10681004077196121,
"m": 1.0
},
{
"p": 0.09561346471309662,
"m": 1.0
},
{
"p": 0.05715901404619217,
"m": 1.0
},
{
"p": 0.044168032705783844,
"m": 1.0
},
{
"p": 0.07608169317245483,
"m": 1.0
},
{
"p": 0.07454140484333038,
"m": 1.0
},
{
"p": 0.05894527584314346,
"m": 1.0
},
{
"p": 0.0747794657945633,
"m": 1.0
},
{
"p": 0.08242075145244598,
"m": 1.0
},
{
"p": 0.07293915003538132,
"m": 1.0
},
{
"p": 0.10889333486557007,
"m": 1.0
},
{
"p": 0.08127158880233765,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 0.818486213684082,
"val_loss": 0.7384456396102905,
"acc": 73.96,
"time": 271.34540745499544,
"param": [
{
"p": 0.07717571407556534,
"m": 1.0
},
{
"p": 0.03036440908908844,
"m": 1.0
},
{
"p": 0.09389274567365646,
"m": 1.0
},
{
"p": 0.05353488400578499,
"m": 1.0
},
{
"p": 0.04699733480811119,
"m": 1.0
},
{
"p": 0.060527365654706955,
"m": 1.0
},
{
"p": 0.09647766500711441,
"m": 1.0
},
{
"p": 0.07382950931787491,
"m": 1.0
},
{
"p": 0.07545743882656097,
"m": 1.0
},
{
"p": 0.0650162473320961,
"m": 1.0
},
{
"p": 0.061688948422670364,
"m": 1.0
},
{
"p": 0.10079532116651535,
"m": 1.0
},
{
"p": 0.09412690252065659,
"m": 1.0
},
{
"p": 0.07011547684669495,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.0098732709884644,
"val_loss": 0.9172295928001404,
"acc": 73.03,
"time": 313.6618637649808,
"param": [
{
"p": 0.06661637872457504,
"m": 1.0
},
{
"p": 0.05536610260605812,
"m": 1.0
},
{
"p": 0.09095145016908646,
"m": 1.0
},
{
"p": 0.0849161297082901,
"m": 1.0
},
{
"p": 0.04200654849410057,
"m": 1.0
},
{
"p": 0.06441372632980347,
"m": 1.0
},
{
"p": 0.07588142901659012,
"m": 1.0
},
{
"p": 0.07262503355741501,
"m": 1.0
},
{
"p": 0.0780976340174675,
"m": 1.0
},
{
"p": 0.09018977731466293,
"m": 1.0
},
{
"p": 0.06490645557641983,
"m": 1.0
},
{
"p": 0.07801590114831924,
"m": 1.0
},
{
"p": 0.07488974928855896,
"m": 1.0
},
{
"p": 0.06112361326813698,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.1624385118484497,
"val_loss": 0.9354164600372314,
"acc": 73.42,
"time": 329.86985228804406,
"param": [
{
"p": 0.07742182165384293,
"m": 1.0
},
{
"p": 0.02383972890675068,
"m": 1.0
},
{
"p": 0.08960340172052383,
"m": 1.0
},
{
"p": 0.08275156468153,
"m": 1.0
},
{
"p": 0.0750306248664856,
"m": 1.0
},
{
"p": 0.07046522945165634,
"m": 1.0
},
{
"p": 0.07414375245571136,
"m": 1.0
},
{
"p": 0.08308134227991104,
"m": 1.0
},
{
"p": 0.07439057528972626,
"m": 1.0
},
{
"p": 0.0629846453666687,
"m": 1.0
},
{
"p": 0.060280539095401764,
"m": 1.0
},
{
"p": 0.07595067471265793,
"m": 1.0
},
{
"p": 0.07745154201984406,
"m": 1.0
},
{
"p": 0.07260451465845108,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.169191598892212,
"val_loss": 0.7452216744422913,
"acc": 73.89,
"time": 343.195105804014,
"param": [
{
"p": 0.09402338415384293,
"m": 1.0
},
{
"p": 0.06582006067037582,
"m": 1.0
},
{
"p": 0.03760232403874397,
"m": 1.0
},
{
"p": 0.056393902748823166,
"m": 1.0
},
{
"p": 0.07248106598854065,
"m": 1.0
},
{
"p": 0.019772522151470184,
"m": 1.0
},
{
"p": 0.06153448298573494,
"m": 1.0
},
{
"p": 0.05291588604450226,
"m": 1.0
},
{
"p": 0.07783766090869904,
"m": 1.0
},
{
"p": 0.09390216320753098,
"m": 1.0
},
{
"p": 0.08027486503124237,
"m": 1.0
},
{
"p": 0.11254747211933136,
"m": 1.0
},
{
"p": 0.09317611157894135,
"m": 1.0
},
{
"p": 0.08171822130680084,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.3445425033569336,
"val_loss": 0.8521550893783569,
"acc": 72.03,
"time": 340.95089024701156,
"param": [
{
"p": 0.047936104238033295,
"m": 1.0
},
{
"p": 0.05398042872548103,
"m": 1.0
},
{
"p": 0.10252931714057922,
"m": 1.0
},
{
"p": 0.08525990694761276,
"m": 1.0
},
{
"p": 0.054130155593156815,
"m": 1.0
},
{
"p": 0.03500288352370262,
"m": 1.0
},
{
"p": 0.0816739946603775,
"m": 1.0
},
{
"p": 0.07405836135149002,
"m": 1.0
},
{
"p": 0.06567586213350296,
"m": 1.0
},
{
"p": 0.07148730754852295,
"m": 1.0
},
{
"p": 0.0830749124288559,
"m": 1.0
},
{
"p": 0.0952778160572052,
"m": 1.0
},
{
"p": 0.07013905793428421,
"m": 1.0
},
{
"p": 0.07977389544248581,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.4156135320663452,
"val_loss": 0.7927609086036682,
"acc": 73.28,
"time": 313.33269362407736,
"param": [
{
"p": 0.06770917028188705,
"m": 1.0
},
{
"p": 0.034947387874126434,
"m": 1.0
},
{
"p": 0.06856795400381088,
"m": 1.0
},
{
"p": 0.09275500476360321,
"m": 1.0
},
{
"p": 0.0764075443148613,
"m": 1.0
},
{
"p": 0.06835649907588959,
"m": 1.0
},
{
"p": 0.06982135772705078,
"m": 1.0
},
{
"p": 0.0811728909611702,
"m": 1.0
},
{
"p": 0.09403830021619797,
"m": 1.0
},
{
"p": 0.060430288314819336,
"m": 1.0
},
{
"p": 0.04334312677383423,
"m": 1.0
},
{
"p": 0.06494860351085663,
"m": 1.0
},
{
"p": 0.08309212327003479,
"m": 1.0
},
{
"p": 0.09440982341766357,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.3316004276275635,
"val_loss": 0.827987790107727,
"acc": 72.97,
"time": 306.12950271798763,
"param": [
{
"p": 0.09044290333986282,
"m": 1.0
},
{
"p": 0.061669934540987015,
"m": 1.0
},
{
"p": 0.07963262498378754,
"m": 1.0
},
{
"p": 0.039748214185237885,
"m": 1.0
},
{
"p": 0.07251426577568054,
"m": 1.0
},
{
"p": 0.053184960037469864,
"m": 1.0
},
{
"p": 0.06528688222169876,
"m": 1.0
},
{
"p": 0.04751768708229065,
"m": 1.0
},
{
"p": 0.07052230834960938,
"m": 1.0
},
{
"p": 0.07716265320777893,
"m": 1.0
},
{
"p": 0.09362726658582687,
"m": 1.0
},
{
"p": 0.09909696131944656,
"m": 1.0
},
{
"p": 0.07014013081789017,
"m": 1.0
},
{
"p": 0.07945316284894943,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 1.023248314857483,
"val_loss": 0.8971448540687561,
"acc": 73.05,
"time": 320.1794429109432,
"param": [
{
"p": 0.0786232054233551,
"m": 1.0
},
{
"p": 0.05673275515437126,
"m": 1.0
},
{
"p": 0.09866166859865189,
"m": 1.0
},
{
"p": 0.07578062266111374,
"m": 1.0
},
{
"p": 0.0007071303552947938,
"m": 1.0
},
{
"p": 0.08613252639770508,
"m": 1.0
},
{
"p": 0.10183902829885483,
"m": 1.0
},
{
"p": 0.07227709144353867,
"m": 1.0
},
{
"p": 0.03755630552768707,
"m": 1.0
},
{
"p": 0.05703067034482956,
"m": 1.0
},
{
"p": 0.0616653710603714,
"m": 1.0
},
{
"p": 0.07982965558767319,
"m": 1.0
},
{
"p": 0.09643934667110443,
"m": 1.0
},
{
"p": 0.09672456234693527,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.4675872325897217,
"val_loss": 0.7998096942901611,
"acc": 73.92,
"time": 299.62684467900544,
"param": [
{
"p": 0.06550680100917816,
"m": 1.0
},
{
"p": 0.04548340663313866,
"m": 1.0
},
{
"p": 0.0977027416229248,
"m": 1.0
},
{
"p": 0.063051737844944,
"m": 1.0
},
{
"p": 0.04563762620091438,
"m": 1.0
},
{
"p": 0.06507062911987305,
"m": 1.0
},
{
"p": 0.09070923924446106,
"m": 1.0
},
{
"p": 0.09345250576734543,
"m": 1.0
},
{
"p": 0.08113449066877365,
"m": 1.0
},
{
"p": 0.042335957288742065,
"m": 1.0
},
{
"p": 0.052629128098487854,
"m": 1.0
},
{
"p": 0.0858854204416275,
"m": 1.0
},
{
"p": 0.08812030404806137,
"m": 1.0
},
{
"p": 0.08328000456094742,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.0874778032302856,
"val_loss": 0.7298332452774048,
"acc": 72.92,
"time": 285.96903499402106,
"param": [
{
"p": 0.08106524497270584,
"m": 1.0
},
{
"p": 0.00792192667722702,
"m": 1.0
},
{
"p": 0.08212719857692719,
"m": 1.0
},
{
"p": 0.08489593118429184,
"m": 1.0
},
{
"p": 0.05525653064250946,
"m": 1.0
},
{
"p": 0.061827316880226135,
"m": 1.0
},
{
"p": 0.06977206468582153,
"m": 1.0
},
{
"p": 0.08488301187753677,
"m": 1.0
},
{
"p": 0.07223959267139435,
"m": 1.0
},
{
"p": 0.07711946964263916,
"m": 1.0
},
{
"p": 0.09777915477752686,
"m": 1.0
},
{
"p": 0.06567350029945374,
"m": 1.0
},
{
"p": 0.09209385514259338,
"m": 1.0
},
{
"p": 0.06734516471624374,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 1.4235841035842896,
"val_loss": 0.7557253241539001,
"acc": 73.92,
"time": 311.0539382810239,
"param": [
{
"p": 0.07691588252782822,
"m": 1.0
},
{
"p": 0.008500481024384499,
"m": 1.0
},
{
"p": 0.10032675415277481,
"m": 1.0
},
{
"p": 0.08384548127651215,
"m": 1.0
},
{
"p": 0.05112719163298607,
"m": 1.0
},
{
"p": 0.0936783105134964,
"m": 1.0
},
{
"p": 0.11285954713821411,
"m": 1.0
},
{
"p": 0.0659140795469284,
"m": 1.0
},
{
"p": 0.061806414276361465,
"m": 1.0
},
{
"p": 0.04928460344672203,
"m": 1.0
},
{
"p": 0.06708753108978271,
"m": 1.0
},
{
"p": 0.09154924005270004,
"m": 1.0
},
{
"p": 0.05494329705834389,
"m": 1.0
},
{
"p": 0.08216121792793274,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.0783138275146484,
"val_loss": 0.860456645488739,
"acc": 73.27,
"time": 297.03900312108453,
"param": [
{
"p": 0.07931602001190186,
"m": 1.0
},
{
"p": 0.07148834317922592,
"m": 1.0
},
{
"p": 0.07561563700437546,
"m": 1.0
},
{
"p": 0.019875338301062584,
"m": 1.0
},
{
"p": 0.0458872951567173,
"m": 1.0
},
{
"p": 0.02482161670923233,
"m": 1.0
},
{
"p": 0.078711599111557,
"m": 1.0
},
{
"p": 0.0747431069612503,
"m": 1.0
},
{
"p": 0.06592259556055069,
"m": 1.0
},
{
"p": 0.0971670150756836,
"m": 1.0
},
{
"p": 0.10485997796058655,
"m": 1.0
},
{
"p": 0.08400636166334152,
"m": 1.0
},
{
"p": 0.0911860540509224,
"m": 1.0
},
{
"p": 0.08639896661043167,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.3739153146743774,
"val_loss": 0.7317432761192322,
"acc": 73.5,
"time": 284.62575008301064,
"param": [
{
"p": 0.030818704515695572,
"m": 1.0
},
{
"p": 0.06026887521147728,
"m": 1.0
},
{
"p": 0.09238916635513306,
"m": 1.0
},
{
"p": 0.07305724173784256,
"m": 1.0
},
{
"p": 0.06205597519874573,
"m": 1.0
},
{
"p": 0.04991507530212402,
"m": 1.0
},
{
"p": 0.057508304715156555,
"m": 1.0
},
{
"p": 0.09077825397253036,
"m": 1.0
},
{
"p": 0.059730157256126404,
"m": 1.0
},
{
"p": 0.08398005366325378,
"m": 1.0
},
{
"p": 0.09233038872480392,
"m": 1.0
},
{
"p": 0.060716692358255386,
"m": 1.0
},
{
"p": 0.10823845863342285,
"m": 1.0
},
{
"p": 0.07821258157491684,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 1.3532450199127197,
"val_loss": 0.7681305408477783,
"acc": 73.55,
"time": 310.8427475159988,
"param": [
{
"p": 0.06624574214220047,
"m": 1.0
},
{
"p": 0.05646087974309921,
"m": 1.0
},
{
"p": 0.062260065227746964,
"m": 1.0
},
{
"p": 0.0798291265964508,
"m": 1.0
},
{
"p": 0.05257096514105797,
"m": 1.0
},
{
"p": 0.03857259452342987,
"m": 1.0
},
{
"p": 0.08440347760915756,
"m": 1.0
},
{
"p": 0.06015177443623543,
"m": 1.0
},
{
"p": 0.0566956102848053,
"m": 1.0
},
{
"p": 0.08569203317165375,
"m": 1.0
},
{
"p": 0.08682948350906372,
"m": 1.0
},
{
"p": 0.06915704160928726,
"m": 1.0
},
{
"p": 0.10641642659902573,
"m": 1.0
},
{
"p": 0.09471485018730164,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.0417636632919312,
"val_loss": 0.6450411081314087,
"acc": 73.42,
"time": 313.6140008229995,
"param": [
{
"p": 0.07705789059400558,
"m": 1.0
},
{
"p": 0.04222170636057854,
"m": 1.0
},
{
"p": 0.08754730969667435,
"m": 1.0
},
{
"p": 0.02377738617360592,
"m": 1.0
},
{
"p": 0.08424178510904312,
"m": 1.0
},
{
"p": 0.050439994782209396,
"m": 1.0
},
{
"p": 0.06427273899316788,
"m": 1.0
},
{
"p": 0.08836041390895844,
"m": 1.0
},
{
"p": 0.06906183063983917,
"m": 1.0
},
{
"p": 0.07243329286575317,
"m": 1.0
},
{
"p": 0.07695790380239487,
"m": 1.0
},
{
"p": 0.085964635014534,
"m": 1.0
},
{
"p": 0.1042967215180397,
"m": 1.0
},
{
"p": 0.07336653023958206,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 0.9949967861175537,
"val_loss": 0.8287379741668701,
"acc": 72.58,
"time": 309.14375236304477,
"param": [
{
"p": 0.05726011469960213,
"m": 1.0
},
{
"p": 0.027003444731235504,
"m": 1.0
},
{
"p": 0.09079715609550476,
"m": 1.0
},
{
"p": 0.07191221415996552,
"m": 1.0
},
{
"p": 0.07382681220769882,
"m": 1.0
},
{
"p": 0.07810182124376297,
"m": 1.0
},
{
"p": 0.0612713098526001,
"m": 1.0
},
{
"p": 0.06859419494867325,
"m": 1.0
},
{
"p": 0.09518975764513016,
"m": 1.0
},
{
"p": 0.0961495041847229,
"m": 1.0
},
{
"p": 0.06779775023460388,
"m": 1.0
},
{
"p": 0.06142129376530647,
"m": 1.0
},
{
"p": 0.08672633767127991,
"m": 1.0
},
{
"p": 0.06394825130701065,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.3092433214187622,
"val_loss": 0.8499061465263367,
"acc": 72.64,
"time": 303.92727677500807,
"param": [
{
"p": 0.0737326592206955,
"m": 1.0
},
{
"p": 0.04805827513337135,
"m": 1.0
},
{
"p": 0.09147123992443085,
"m": 1.0
},
{
"p": 0.05115947127342224,
"m": 1.0
},
{
"p": 0.05958591774106026,
"m": 1.0
},
{
"p": 0.06920036673545837,
"m": 1.0
},
{
"p": 0.07208583503961563,
"m": 1.0
},
{
"p": 0.0637691468000412,
"m": 1.0
},
{
"p": 0.07377289980649948,
"m": 1.0
},
{
"p": 0.052676811814308167,
"m": 1.0
},
{
"p": 0.1103408932685852,
"m": 1.0
},
{
"p": 0.08836158365011215,
"m": 1.0
},
{
"p": 0.0823550671339035,
"m": 1.0
},
{
"p": 0.06342986226081848,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.0305498838424683,
"val_loss": 0.6782810688018799,
"acc": 72.61,
"time": 322.38532666501123,
"param": [
{
"p": 0.06796714663505554,
"m": 1.0
},
{
"p": 0.05270010977983475,
"m": 1.0
},
{
"p": 0.06532564759254456,
"m": 1.0
},
{
"p": 0.0928833857178688,
"m": 1.0
},
{
"p": 0.042718689888715744,
"m": 1.0
},
{
"p": 0.05793960019946098,
"m": 1.0
},
{
"p": 0.08490918576717377,
"m": 1.0
},
{
"p": 0.07747893780469894,
"m": 1.0
},
{
"p": 0.06248948350548744,
"m": 1.0
},
{
"p": 0.061915505677461624,
"m": 1.0
},
{
"p": 0.09286240488290787,
"m": 1.0
},
{
"p": 0.11119446903467178,
"m": 1.0
},
{
"p": 0.05863446742296219,
"m": 1.0
},
{
"p": 0.0709809809923172,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 0.9912752509117126,
"val_loss": 0.7953791618347168,
"acc": 72.47,
"time": 311.4654844459146,
"param": [
{
"p": 0.09041381627321243,
"m": 1.0
},
{
"p": 0.04236244037747383,
"m": 1.0
},
{
"p": 0.07457314431667328,
"m": 1.0
},
{
"p": 0.030578767880797386,
"m": 1.0
},
{
"p": 0.05514325574040413,
"m": 1.0
},
{
"p": 0.06344548612833023,
"m": 1.0
},
{
"p": 0.06459131091833115,
"m": 1.0
},
{
"p": 0.07249513268470764,
"m": 1.0
},
{
"p": 0.08463232219219208,
"m": 1.0
},
{
"p": 0.07936250418424606,
"m": 1.0
},
{
"p": 0.09100999683141708,
"m": 1.0
},
{
"p": 0.07476524263620377,
"m": 1.0
},
{
"p": 0.0951085165143013,
"m": 1.0
},
{
"p": 0.0815180167555809,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.4671378135681152,
"val_loss": 0.916275143623352,
"acc": 72.54,
"time": 316.78029610798694,
"param": [
{
"p": 0.07288248836994171,
"m": 1.0
},
{
"p": 0.049321409314870834,
"m": 1.0
},
{
"p": 0.08069902658462524,
"m": 1.0
},
{
"p": 0.07576047629117966,
"m": 1.0
},
{
"p": 0.050717543810606,
"m": 1.0
},
{
"p": 0.09105175733566284,
"m": 1.0
},
{
"p": 0.0560619942843914,
"m": 1.0
},
{
"p": 0.09191233664751053,
"m": 1.0
},
{
"p": 0.07571116089820862,
"m": 1.0
},
{
"p": 0.03093796595931053,
"m": 1.0
},
{
"p": 0.09284941852092743,
"m": 1.0
},
{
"p": 0.06786973774433136,
"m": 1.0
},
{
"p": 0.0873267725110054,
"m": 1.0
},
{
"p": 0.07689792662858963,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.2728017568588257,
"val_loss": 0.9535237550735474,
"acc": 72.96,
"time": 298.2992682249751,
"param": [
{
"p": 0.08076480776071548,
"m": 1.0
},
{
"p": 0.04138115420937538,
"m": 1.0
},
{
"p": 0.05953219160437584,
"m": 1.0
},
{
"p": 0.028889594599604607,
"m": 1.0
},
{
"p": 0.06037073954939842,
"m": 1.0
},
{
"p": 0.07419855147600174,
"m": 1.0
},
{
"p": 0.07513892650604248,
"m": 1.0
},
{
"p": 0.06768814474344254,
"m": 1.0
},
{
"p": 0.07487017661333084,
"m": 1.0
},
{
"p": 0.0813516229391098,
"m": 1.0
},
{
"p": 0.08493810147047043,
"m": 1.0
},
{
"p": 0.11549925059080124,
"m": 1.0
},
{
"p": 0.07941803336143494,
"m": 1.0
},
{
"p": 0.07595869898796082,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 1.482330322265625,
"val_loss": 0.8301021456718445,
"acc": 73.43,
"time": 312.93454929895233,
"param": [
{
"p": 0.08545765280723572,
"m": 1.0
},
{
"p": 0.05215916782617569,
"m": 1.0
},
{
"p": 0.10727319866418839,
"m": 1.0
},
{
"p": 0.0702047049999237,
"m": 1.0
},
{
"p": 0.004050056915730238,
"m": 1.0
},
{
"p": 0.054505009204149246,
"m": 1.0
},
{
"p": 0.087837353348732,
"m": 1.0
},
{
"p": 0.09880238771438599,
"m": 1.0
},
{
"p": 0.07186050713062286,
"m": 1.0
},
{
"p": 0.06950932741165161,
"m": 1.0
},
{
"p": 0.07987373322248459,
"m": 1.0
},
{
"p": 0.07316351681947708,
"m": 1.0
},
{
"p": 0.07987021654844284,
"m": 1.0
},
{
"p": 0.06543316692113876,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.5161703824996948,
"val_loss": 0.7676063776016235,
"acc": 73.48,
"time": 297.7312829219736,
"param": [
{
"p": 0.03837859258055687,
"m": 1.0
},
{
"p": 0.0630006417632103,
"m": 1.0
},
{
"p": 0.061665650457143784,
"m": 1.0
},
{
"p": 0.07504911720752716,
"m": 1.0
},
{
"p": 0.060780543833971024,
"m": 1.0
},
{
"p": 0.06196188926696777,
"m": 1.0
},
{
"p": 0.0674632340669632,
"m": 1.0
},
{
"p": 0.07527870684862137,
"m": 1.0
},
{
"p": 0.0628461241722107,
"m": 1.0
},
{
"p": 0.09188737720251083,
"m": 1.0
},
{
"p": 0.10622891783714294,
"m": 1.0
},
{
"p": 0.079459547996521,
"m": 1.0
},
{
"p": 0.0661778599023819,
"m": 1.0
},
{
"p": 0.08982180804014206,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.3101563453674316,
"val_loss": 0.7780700922012329,
"acc": 72.8,
"time": 322.35734432109166,
"param": [
{
"p": 0.08205772936344147,
"m": 1.0
},
{
"p": 0.047710008919239044,
"m": 1.0
},
{
"p": 0.08519741147756577,
"m": 1.0
},
{
"p": 0.07174097746610641,
"m": 1.0
},
{
"p": 0.06316415965557098,
"m": 1.0
},
{
"p": 0.04453718289732933,
"m": 1.0
},
{
"p": 0.08592052757740021,
"m": 1.0
},
{
"p": 0.06578463315963745,
"m": 1.0
},
{
"p": 0.0911332219839096,
"m": 1.0
},
{
"p": 0.06263753026723862,
"m": 1.0
},
{
"p": 0.07487080246210098,
"m": 1.0
},
{
"p": 0.05485932528972626,
"m": 1.0
},
{
"p": 0.1044631376862526,
"m": 1.0
},
{
"p": 0.06592323631048203,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.4856047630310059,
"val_loss": 0.7858816981315613,
"acc": 73.18,
"time": 318.03328381606843,
"param": [
{
"p": 0.0933389887213707,
"m": 1.0
},
{
"p": 0.053511377424001694,
"m": 1.0
},
{
"p": 0.09807860106229782,
"m": 1.0
},
{
"p": 0.07426245510578156,
"m": 1.0
},
{
"p": 0.050342485308647156,
"m": 1.0
},
{
"p": 0.04549024999141693,
"m": 1.0
},
{
"p": 0.0710127055644989,
"m": 1.0
},
{
"p": 0.0689539760351181,
"m": 1.0
},
{
"p": 0.08460180461406708,
"m": 1.0
},
{
"p": 0.06663540750741959,
"m": 1.0
},
{
"p": 0.09001412242650986,
"m": 1.0
},
{
"p": 0.07205118983983994,
"m": 1.0
},
{
"p": 0.05336000397801399,
"m": 1.0
},
{
"p": 0.07834663987159729,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.3113079071044922,
"val_loss": 0.6776784062385559,
"acc": 73.94,
"time": 312.28924657101743,
"param": [
{
"p": 0.08123194426298141,
"m": 1.0
},
{
"p": 0.050903305411338806,
"m": 1.0
},
{
"p": 0.07937470078468323,
"m": 1.0
},
{
"p": 0.07002798467874527,
"m": 1.0
},
{
"p": 0.05888097360730171,
"m": 1.0
},
{
"p": 0.07274963706731796,
"m": 1.0
},
{
"p": 0.0724760964512825,
"m": 1.0
},
{
"p": 0.06920889019966125,
"m": 1.0
},
{
"p": 0.06158424913883209,
"m": 1.0
},
{
"p": 0.06517826020717621,
"m": 1.0
},
{
"p": 0.07461347430944443,
"m": 1.0
},
{
"p": 0.08223035931587219,
"m": 1.0
},
{
"p": 0.07877299189567566,
"m": 1.0
},
{
"p": 0.08276715874671936,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.2039930820465088,
"val_loss": 0.722528338432312,
"acc": 72.85,
"time": 303.94284152809996,
"param": [
{
"p": 0.08253516256809235,
"m": 1.0
},
{
"p": 0.06500351428985596,
"m": 1.0
},
{
"p": 0.08184380829334259,
"m": 1.0
},
{
"p": 0.07589861750602722,
"m": 1.0
},
{
"p": 0.06936630606651306,
"m": 1.0
},
{
"p": 0.05380995199084282,
"m": 1.0
},
{
"p": 0.058561958372592926,
"m": 1.0
},
{
"p": 0.06625808030366898,
"m": 1.0
},
{
"p": 0.09211122244596481,
"m": 1.0
},
{
"p": 0.05925605818629265,
"m": 1.0
},
{
"p": 0.05650754272937775,
"m": 1.0
},
{
"p": 0.0931539312005043,
"m": 1.0
},
{
"p": 0.0630839541554451,
"m": 1.0
},
{
"p": 0.08260978758335114,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.049086093902588,
"val_loss": 0.7542012333869934,
"acc": 73.79,
"time": 293.9869161869865,
"param": [
{
"p": 0.08194643259048462,
"m": 1.0
},
{
"p": 0.010807870887219906,
"m": 1.0
},
{
"p": 0.09163598716259003,
"m": 1.0
},
{
"p": 0.05533977970480919,
"m": 1.0
},
{
"p": 0.060316991060972214,
"m": 1.0
},
{
"p": 0.05083345249295235,
"m": 1.0
},
{
"p": 0.0969407930970192,
"m": 1.0
},
{
"p": 0.07113849371671677,
"m": 1.0
},
{
"p": 0.11122918128967285,
"m": 1.0
},
{
"p": 0.07552945613861084,
"m": 1.0
},
{
"p": 0.06187451258301735,
"m": 1.0
},
{
"p": 0.05838560312986374,
"m": 1.0
},
{
"p": 0.07286816090345383,
"m": 1.0
},
{
"p": 0.10115331411361694,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.270666241645813,
"val_loss": 0.8306760191917419,
"acc": 73.02,
"time": 300.89125649502967,
"param": [
{
"p": 0.0710739865899086,
"m": 1.0
},
{
"p": 0.07089071720838547,
"m": 1.0
},
{
"p": 0.09847252070903778,
"m": 1.0
},
{
"p": 0.07530300319194794,
"m": 1.0
},
{
"p": 0.06835450232028961,
"m": 1.0
},
{
"p": 0.057920899242162704,
"m": 1.0
},
{
"p": 0.09012922644615173,
"m": 1.0
},
{
"p": 0.09247642010450363,
"m": 1.0
},
{
"p": 0.05514059588313103,
"m": 1.0
},
{
"p": 0.025923442095518112,
"m": 1.0
},
{
"p": 0.07197637856006622,
"m": 1.0
},
{
"p": 0.061894986778497696,
"m": 1.0
},
{
"p": 0.07324443757534027,
"m": 1.0
},
{
"p": 0.08719887584447861,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.4362789392471313,
"val_loss": 0.7758635878562927,
"acc": 73.74,
"time": 298.4455059269676,
"param": [
{
"p": 0.09448794275522232,
"m": 1.0
},
{
"p": 0.058082811534404755,
"m": 1.0
},
{
"p": 0.07587738335132599,
"m": 1.0
},
{
"p": 0.06489115208387375,
"m": 1.0
},
{
"p": 0.06810285151004791,
"m": 1.0
},
{
"p": 0.06250537931919098,
"m": 1.0
},
{
"p": 0.05961259827017784,
"m": 1.0
},
{
"p": 0.06283079087734222,
"m": 1.0
},
{
"p": 0.0790376216173172,
"m": 1.0
},
{
"p": 0.05694111809134483,
"m": 1.0
},
{
"p": 0.08114389330148697,
"m": 1.0
},
{
"p": 0.09800808876752853,
"m": 1.0
},
{
"p": 0.06687428802251816,
"m": 1.0
},
{
"p": 0.07160408049821854,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 1.3080041408538818,
"val_loss": 0.7838248014450073,
"acc": 73.33,
"time": 315.3045179499313,
"param": [
{
"p": 0.05248869210481644,
"m": 1.0
},
{
"p": 0.042064785957336426,
"m": 1.0
},
{
"p": 0.099469855427742,
"m": 1.0
},
{
"p": 0.04917898401618004,
"m": 1.0
},
{
"p": 0.046816740185022354,
"m": 1.0
},
{
"p": 0.06089131534099579,
"m": 1.0
},
{
"p": 0.09892169386148453,
"m": 1.0
},
{
"p": 0.09310006350278854,
"m": 1.0
},
{
"p": 0.055164068937301636,
"m": 1.0
},
{
"p": 0.06710340082645416,
"m": 1.0
},
{
"p": 0.08817578107118607,
"m": 1.0
},
{
"p": 0.09842810779809952,
"m": 1.0
},
{
"p": 0.07777942717075348,
"m": 1.0
},
{
"p": 0.07041698694229126,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.0787895917892456,
"val_loss": 0.8750207424163818,
"acc": 73.84,
"time": 303.37678847892676,
"param": [
{
"p": 0.06784969568252563,
"m": 1.0
},
{
"p": 0.0548219308257103,
"m": 1.0
},
{
"p": 0.08170191943645477,
"m": 1.0
},
{
"p": 0.08502394706010818,
"m": 1.0
},
{
"p": 0.058581266552209854,
"m": 1.0
},
{
"p": 0.04798813909292221,
"m": 1.0
},
{
"p": 0.06729588657617569,
"m": 1.0
},
{
"p": 0.09561233222484589,
"m": 1.0
},
{
"p": 0.07123671472072601,
"m": 1.0
},
{
"p": 0.05667790398001671,
"m": 1.0
},
{
"p": 0.08769930154085159,
"m": 1.0
},
{
"p": 0.09108646214008331,
"m": 1.0
},
{
"p": 0.07247864454984665,
"m": 1.0
},
{
"p": 0.06194582208991051,
"m": 1.0
}
]
}
]
}