AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json

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

{
"Accuracy": 73.53,
"Time": [
107.98433005353746,
5.40664385973981
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2052359580993652,
"val_loss": 2.2793562412261963,
"acc": 14.47,
"time": 108.7027228299994,
"param": [
{
"p": 0.0789775475859642,
"m": 1.0
},
{
"p": 0.07146448642015457,
"m": 1.0
},
{
"p": 0.06036721169948578,
"m": 1.0
},
{
"p": 0.09002602100372314,
"m": 1.0
},
{
"p": 0.09492004662752151,
"m": 1.0
},
{
"p": 0.02729993872344494,
"m": 1.0
},
{
"p": 0.0641038790345192,
"m": 1.0
},
{
"p": 0.07689249515533447,
"m": 1.0
},
{
"p": 0.08651211857795715,
"m": 1.0
},
{
"p": 0.08977146446704865,
"m": 1.0
},
{
"p": 0.044101227074861526,
"m": 1.0
},
{
"p": 0.06213574856519699,
"m": 1.0
},
{
"p": 0.10137125104665756,
"m": 1.0
},
{
"p": 0.052056685090065,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.2982492446899414,
"val_loss": 2.0751192569732666,
"acc": 23.25,
"time": 108.30152661399916,
"param": [
{
"p": 0.10071588307619095,
"m": 1.0
},
{
"p": 0.04833546280860901,
"m": 1.0
},
{
"p": 0.07120773196220398,
"m": 1.0
},
{
"p": 0.11220569163560867,
"m": 1.0
},
{
"p": 0.10530451685190201,
"m": 1.0
},
{
"p": 0.04040868580341339,
"m": 1.0
},
{
"p": 0.07112900912761688,
"m": 1.0
},
{
"p": 0.05684659630060196,
"m": 1.0
},
{
"p": 0.10712695121765137,
"m": 1.0
},
{
"p": 0.09348293393850327,
"m": 1.0
},
{
"p": 0.019123582169413567,
"m": 1.0
},
{
"p": 0.07463761419057846,
"m": 1.0
},
{
"p": 0.08487221598625183,
"m": 1.0
},
{
"p": 0.01460317987948656,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.065664529800415,
"val_loss": 1.9600352048873901,
"acc": 29.45,
"time": 109.24246307183057,
"param": [
{
"p": 0.12459759414196014,
"m": 1.0
},
{
"p": 0.026039408519864082,
"m": 1.0
},
{
"p": 0.07939521223306656,
"m": 1.0
},
{
"p": 0.12722933292388916,
"m": 1.0
},
{
"p": 0.10489030182361603,
"m": 1.0
},
{
"p": 0.021052362397313118,
"m": 1.0
},
{
"p": 0.05996546149253845,
"m": 1.0
},
{
"p": 0.06409602612257004,
"m": 1.0
},
{
"p": 0.10779837518930435,
"m": 1.0
},
{
"p": 0.09844192117452621,
"m": 1.0
},
{
"p": 0.010974552482366562,
"m": 1.0
},
{
"p": 0.09754778444766998,
"m": 1.0
},
{
"p": 0.07797172665596008,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.003465414047241,
"val_loss": 1.9156750440597534,
"acc": 34.09,
"time": 110.5423766199965,
"param": [
{
"p": 0.12851019203662872,
"m": 1.0
},
{
"p": 0.0015954556874930859,
"m": 1.0
},
{
"p": 0.08576095104217529,
"m": 1.0
},
{
"p": 0.12544389069080353,
"m": 1.0
},
{
"p": 0.10034900158643723,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.055506084114313126,
"m": 1.0
},
{
"p": 0.07291775941848755,
"m": 1.0
},
{
"p": 0.10400258004665375,
"m": 1.0
},
{
"p": 0.10570620745420456,
"m": 1.0
},
{
"p": 0.026297297328710556,
"m": 1.0
},
{
"p": 0.11867033690214157,
"m": 1.0
},
{
"p": 0.07524023950099945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.883785605430603,
"val_loss": 1.8055002689361572,
"acc": 37.54,
"time": 101.2407546530012,
"param": [
{
"p": 0.15435034036636353,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07728530466556549,
"m": 1.0
},
{
"p": 0.11198610812425613,
"m": 1.0
},
{
"p": 0.11201154440641403,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06369773298501968,
"m": 1.0
},
{
"p": 0.05654752627015114,
"m": 1.0
},
{
"p": 0.09303921461105347,
"m": 1.0
},
{
"p": 0.09814298897981644,
"m": 1.0
},
{
"p": 0.013286808505654335,
"m": 1.0
},
{
"p": 0.14248359203338623,
"m": 1.0
},
{
"p": 0.07716888189315796,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.8156991004943848,
"val_loss": 1.749772310256958,
"acc": 36.52,
"time": 105.91904400894418,
"param": [
{
"p": 0.1939307600259781,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0612308531999588,
"m": 1.0
},
{
"p": 0.11911951005458832,
"m": 1.0
},
{
"p": 0.1126592680811882,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06891559064388275,
"m": 1.0
},
{
"p": 0.03384994715452194,
"m": 1.0
},
{
"p": 0.08627285808324814,
"m": 1.0
},
{
"p": 0.1050306186079979,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15864881873130798,
"m": 1.0
},
{
"p": 0.06034179776906967,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.9363409280776978,
"val_loss": 1.7923272848129272,
"acc": 40.25,
"time": 109.94360910193063,
"param": [
{
"p": 0.17352673411369324,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06816636770963669,
"m": 1.0
},
{
"p": 0.10357759147882462,
"m": 1.0
},
{
"p": 0.10205259174108505,
"m": 1.0
},
{
"p": 0.01680469885468483,
"m": 1.0
},
{
"p": 0.07678592950105667,
"m": 1.0
},
{
"p": 0.04067215323448181,
"m": 1.0
},
{
"p": 0.08067899197340012,
"m": 1.0
},
{
"p": 0.11170179396867752,
"m": 1.0
},
{
"p": 0.02078053168952465,
"m": 1.0
},
{
"p": 0.1392209380865097,
"m": 1.0
},
{
"p": 0.06603166460990906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.8930538892745972,
"val_loss": 1.6032782793045044,
"acc": 43.03,
"time": 115.93302625394426,
"param": [
{
"p": 0.17372390627861023,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08562321960926056,
"m": 1.0
},
{
"p": 0.10120757669210434,
"m": 1.0
},
{
"p": 0.09486352652311325,
"m": 1.0
},
{
"p": 0.01101972721517086,
"m": 1.0
},
{
"p": 0.07782280445098877,
"m": 1.0
},
{
"p": 0.041238244622945786,
"m": 1.0
},
{
"p": 0.07145635783672333,
"m": 1.0
},
{
"p": 0.10672096908092499,
"m": 1.0
},
{
"p": 0.026783013716340065,
"m": 1.0
},
{
"p": 0.13942432403564453,
"m": 1.0
},
{
"p": 0.07011640071868896,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.89827561378479,
"val_loss": 1.485926628112793,
"acc": 43.65,
"time": 111.9273042450659,
"param": [
{
"p": 0.1818728744983673,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10644923150539398,
"m": 1.0
},
{
"p": 0.10371337085962296,
"m": 1.0
},
{
"p": 0.07647354900836945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07601092010736465,
"m": 1.0
},
{
"p": 0.04479307681322098,
"m": 1.0
},
{
"p": 0.07253573834896088,
"m": 1.0
},
{
"p": 0.10382445901632309,
"m": 1.0
},
{
"p": 0.025995422154664993,
"m": 1.0
},
{
"p": 0.13901665806770325,
"m": 1.0
},
{
"p": 0.06931472569704056,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7585912942886353,
"val_loss": 1.4411929845809937,
"acc": 44.24,
"time": 106.90274714305997,
"param": [
{
"p": 0.19060342013835907,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12123967707157135,
"m": 1.0
},
{
"p": 0.10927238315343857,
"m": 1.0
},
{
"p": 0.061058711260557175,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0719468891620636,
"m": 1.0
},
{
"p": 0.04000354930758476,
"m": 1.0
},
{
"p": 0.07138878107070923,
"m": 1.0
},
{
"p": 0.10066062957048416,
"m": 1.0
},
{
"p": 0.01195402629673481,
"m": 1.0
},
{
"p": 0.14801883697509766,
"m": 1.0
},
{
"p": 0.07385298609733582,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.5623600482940674,
"val_loss": 1.575615644454956,
"acc": 45.49,
"time": 108.6637520219665,
"param": [
{
"p": 0.21615733206272125,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13666564226150513,
"m": 1.0
},
{
"p": 0.10975385457277298,
"m": 1.0
},
{
"p": 0.0424380749464035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07006800174713135,
"m": 1.0
},
{
"p": 0.029222389683127403,
"m": 1.0
},
{
"p": 0.07028704136610031,
"m": 1.0
},
{
"p": 0.09349499642848969,
"m": 1.0
},
{
"p": 0.00014280813047662377,
"m": 1.0
},
{
"p": 0.1609443873167038,
"m": 1.0
},
{
"p": 0.07082558423280716,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.8146734237670898,
"val_loss": 1.4797356128692627,
"acc": 45.3,
"time": 117.3234457669314,
"param": [
{
"p": 0.2287605255842209,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1387728601694107,
"m": 1.0
},
{
"p": 0.09933918714523315,
"m": 1.0
},
{
"p": 0.021359186619520187,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0803573727607727,
"m": 1.0
},
{
"p": 0.025229277089238167,
"m": 1.0
},
{
"p": 0.06475061178207397,
"m": 1.0
},
{
"p": 0.09313486516475677,
"m": 1.0
},
{
"p": 0.005235957447439432,
"m": 1.0
},
{
"p": 0.1705041229724884,
"m": 1.0
},
{
"p": 0.0725560188293457,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.6708755493164062,
"val_loss": 1.4622515439987183,
"acc": 47.52,
"time": 110.53321379702538,
"param": [
{
"p": 0.24051779508590698,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13446934521198273,
"m": 1.0
},
{
"p": 0.08268078416585922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10428597778081894,
"m": 1.0
},
{
"p": 0.02303583361208439,
"m": 1.0
},
{
"p": 0.05836004763841629,
"m": 1.0
},
{
"p": 0.10858172178268433,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17620813846588135,
"m": 1.0
},
{
"p": 0.07186038047075272,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.8601784706115723,
"val_loss": 1.557496190071106,
"acc": 47.97,
"time": 104.61468114494346,
"param": [
{
"p": 0.25726956129074097,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13021448254585266,
"m": 1.0
},
{
"p": 0.06041799485683441,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1182393878698349,
"m": 1.0
},
{
"p": 0.010897353291511536,
"m": 1.0
},
{
"p": 0.03897686302661896,
"m": 1.0
},
{
"p": 0.12733905017375946,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18679746985435486,
"m": 1.0
},
{
"p": 0.06984784454107285,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5289219617843628,
"val_loss": 1.395140528678894,
"acc": 50.33,
"time": 107.87954363995232,
"param": [
{
"p": 0.2796784043312073,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13389600813388824,
"m": 1.0
},
{
"p": 0.03823145851492882,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11686766892671585,
"m": 1.0
},
{
"p": 2.9859316782676615e-05,
"m": 1.0
},
{
"p": 0.020383872091770172,
"m": 1.0
},
{
"p": 0.142330601811409,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2109791338443756,
"m": 1.0
},
{
"p": 0.05760306119918823,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.7864758968353271,
"val_loss": 1.4553836584091187,
"acc": 49.42,
"time": 101.90184057014994,
"param": [
{
"p": 0.29509150981903076,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1379193216562271,
"m": 1.0
},
{
"p": 0.01699642837047577,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11353349685668945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008586418814957142,
"m": 1.0
},
{
"p": 0.15284715592861176,
"m": 1.0
},
{
"p": 0.0022897724993526936,
"m": 1.0
},
{
"p": 0.22570590674877167,
"m": 1.0
},
{
"p": 0.04702994227409363,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6163420677185059,
"val_loss": 1.4511520862579346,
"acc": 50.91,
"time": 114.1476961018052,
"param": [
{
"p": 0.28976941108703613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14051586389541626,
"m": 1.0
},
{
"p": 0.00557326152920723,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12219683825969696,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.010180437006056309,
"m": 1.0
},
{
"p": 0.15837860107421875,
"m": 1.0
},
{
"p": 0.006247702986001968,
"m": 1.0
},
{
"p": 0.22262127697467804,
"m": 1.0
},
{
"p": 0.04451649636030197,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.4724712371826172,
"val_loss": 1.3800268173217773,
"acc": 53.03,
"time": 108.82384061696939,
"param": [
{
"p": 0.2994273900985718,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1368490606546402,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11565198004245758,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.005545135121792555,
"m": 1.0
},
{
"p": 0.16422781348228455,
"m": 1.0
},
{
"p": 0.002419236348941922,
"m": 1.0
},
{
"p": 0.23803405463695526,
"m": 1.0
},
{
"p": 0.03784532472491264,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.582410216331482,
"val_loss": 1.3187037706375122,
"acc": 52.84,
"time": 111.70953956316225,
"param": [
{
"p": 0.3029077649116516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12706544995307922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1127094253897667,
"m": 1.0
},
{
"p": 0.0033980875741690397,
"m": 1.0
},
{
"p": 0.0031488745007663965,
"m": 1.0
},
{
"p": 0.1683669239282608,
"m": 1.0
},
{
"p": 0.001398540334776044,
"m": 1.0
},
{
"p": 0.24237580597400665,
"m": 1.0
},
{
"p": 0.03862911835312843,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.4253839254379272,
"val_loss": 1.2656171321868896,
"acc": 54.48,
"time": 111.564552905038,
"param": [
{
"p": 0.2956002652645111,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12393856048583984,
"m": 1.0
},
{
"p": 0.0022614533081650734,
"m": 1.0
},
{
"p": 0.001078571192920208,
"m": 1.0
},
{
"p": 0.008718614466488361,
"m": 1.0
},
{
"p": 0.10333853214979172,
"m": 1.0
},
{
"p": 0.009117640554904938,
"m": 1.0
},
{
"p": 0.0074020372703671455,
"m": 1.0
},
{
"p": 0.1605307012796402,
"m": 1.0
},
{
"p": 0.0036341005470603704,
"m": 1.0
},
{
"p": 0.2393491119146347,
"m": 1.0
},
{
"p": 0.04503033310174942,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.8087890148162842,
"val_loss": 1.3369476795196533,
"acc": 54.49,
"time": 103.44502354506403,
"param": [
{
"p": 0.22616104781627655,
"m": 1.0
},
{
"p": 0.016056258231401443,
"m": 1.0
},
{
"p": 0.11083429306745529,
"m": 1.0
},
{
"p": 0.030147423967719078,
"m": 1.0
},
{
"p": 0.015123986639082432,
"m": 1.0
},
{
"p": 0.013494751416146755,
"m": 1.0
},
{
"p": 0.08576077967882156,
"m": 1.0
},
{
"p": 0.045471202582120895,
"m": 1.0
},
{
"p": 0.038036707788705826,
"m": 1.0
},
{
"p": 0.12994977831840515,
"m": 1.0
},
{
"p": 0.02387394942343235,
"m": 1.0
},
{
"p": 0.18786625564098358,
"m": 1.0
},
{
"p": 0.06530771404504776,
"m": 1.0
},
{
"p": 0.011915917508304119,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.5425970554351807,
"val_loss": 1.436095952987671,
"acc": 52.69,
"time": 112.12222851905972,
"param": [
{
"p": 0.214385524392128,
"m": 1.0
},
{
"p": 0.007620977703481913,
"m": 1.0
},
{
"p": 0.11432532221078873,
"m": 1.0
},
{
"p": 0.0376187302172184,
"m": 1.0
},
{
"p": 0.014413151890039444,
"m": 1.0
},
{
"p": 0.006626335438340902,
"m": 1.0
},
{
"p": 0.07347925007343292,
"m": 1.0
},
{
"p": 0.06397435814142227,
"m": 1.0
},
{
"p": 0.0445549339056015,
"m": 1.0
},
{
"p": 0.13378027081489563,
"m": 1.0
},
{
"p": 0.03092912584543228,
"m": 1.0
},
{
"p": 0.18449081480503082,
"m": 1.0
},
{
"p": 0.07380114495754242,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4486489295959473,
"val_loss": 1.2385993003845215,
"acc": 55.85,
"time": 111.51923599117436,
"param": [
{
"p": 0.22950045764446259,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11093834787607193,
"m": 1.0
},
{
"p": 0.04056728631258011,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05853603407740593,
"m": 1.0
},
{
"p": 0.06735662370920181,
"m": 1.0
},
{
"p": 0.04808085784316063,
"m": 1.0
},
{
"p": 0.14403961598873138,
"m": 1.0
},
{
"p": 0.028261428698897362,
"m": 1.0
},
{
"p": 0.19258862733840942,
"m": 1.0
},
{
"p": 0.0801306813955307,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.3011422157287598,
"val_loss": 1.208046555519104,
"acc": 56.67,
"time": 107.17509473697282,
"param": [
{
"p": 0.24414999783039093,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10508515685796738,
"m": 1.0
},
{
"p": 0.031770408153533936,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05906691029667854,
"m": 1.0
},
{
"p": 0.06757447868585587,
"m": 1.0
},
{
"p": 0.044356297701597214,
"m": 1.0
},
{
"p": 0.16024810075759888,
"m": 1.0
},
{
"p": 0.021038396283984184,
"m": 1.0
},
{
"p": 0.18830963969230652,
"m": 1.0
},
{
"p": 0.07840067148208618,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.4848461151123047,
"val_loss": 1.3064336776733398,
"acc": 56.05,
"time": 102.52053856896237,
"param": [
{
"p": 0.26361599564552307,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10218855738639832,
"m": 1.0
},
{
"p": 0.010603787377476692,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.051536571234464645,
"m": 1.0
},
{
"p": 0.06498054414987564,
"m": 1.0
},
{
"p": 0.03362340107560158,
"m": 1.0
},
{
"p": 0.1834425926208496,
"m": 1.0
},
{
"p": 0.016569841653108597,
"m": 1.0
},
{
"p": 0.19191399216651917,
"m": 1.0
},
{
"p": 0.08152465522289276,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.5292712450027466,
"val_loss": 1.316119909286499,
"acc": 56.81,
"time": 112.00723353889771,
"param": [
{
"p": 0.2873184084892273,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10550738871097565,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.038025714457035065,
"m": 1.0
},
{
"p": 0.043741002678871155,
"m": 1.0
},
{
"p": 0.009338908828794956,
"m": 1.0
},
{
"p": 0.1987493485212326,
"m": 1.0
},
{
"p": 0.02329556830227375,
"m": 1.0
},
{
"p": 0.2058102786540985,
"m": 1.0
},
{
"p": 0.08821339160203934,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.4169872999191284,
"val_loss": 1.1826159954071045,
"acc": 57.05,
"time": 112.93035091995262,
"param": [
{
"p": 0.2829935848712921,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10767409950494766,
"m": 1.0
},
{
"p": 0.0073736500926315784,
"m": 1.0
},
{
"p": 0.0010686960304155946,
"m": 1.0
},
{
"p": 0.0003877226554322988,
"m": 1.0
},
{
"p": 0.040804315358400345,
"m": 1.0
},
{
"p": 0.03310526907444,
"m": 1.0
},
{
"p": 6.144202779978514e-05,
"m": 1.0
},
{
"p": 0.19312500953674316,
"m": 1.0
},
{
"p": 0.03371698036789894,
"m": 1.0
},
{
"p": 0.2033461332321167,
"m": 1.0
},
{
"p": 0.09634310007095337,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.5454717874526978,
"val_loss": 1.140197515487671,
"acc": 56.49,
"time": 113.80419196281582,
"param": [
{
"p": 0.2781190276145935,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.101974718272686,
"m": 1.0
},
{
"p": 0.023102574050426483,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.051089245826005936,
"m": 1.0
},
{
"p": 0.026439987123012543,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18694382905960083,
"m": 1.0
},
{
"p": 0.03190896660089493,
"m": 1.0
},
{
"p": 0.19829344749450684,
"m": 1.0
},
{
"p": 0.10212826728820801,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.1145925521850586,
"val_loss": 1.0848859548568726,
"acc": 59.22,
"time": 106.44992245384492,
"param": [
{
"p": 0.2726374864578247,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10235866159200668,
"m": 1.0
},
{
"p": 0.022750074043869972,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06669286638498306,
"m": 1.0
},
{
"p": 0.01765941083431244,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1824909895658493,
"m": 1.0
},
{
"p": 0.03237590938806534,
"m": 1.0
},
{
"p": 0.19703003764152527,
"m": 1.0
},
{
"p": 0.10600459575653076,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.580281376838684,
"val_loss": 1.145714282989502,
"acc": 57.51,
"time": 101.18581575201824,
"param": [
{
"p": 0.28398004174232483,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11128287017345428,
"m": 1.0
},
{
"p": 0.0036612984258681536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06862516701221466,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17945294082164764,
"m": 1.0
},
{
"p": 0.03721251338720322,
"m": 1.0
},
{
"p": 0.20776811242103577,
"m": 1.0
},
{
"p": 0.10801700502634048,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.4488341808319092,
"val_loss": 1.1916847229003906,
"acc": 59.71,
"time": 103.49943919712678,
"param": [
{
"p": 0.2878677248954773,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10712430626153946,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06514306366443634,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1677197366952896,
"m": 1.0
},
{
"p": 0.045000556856393814,
"m": 1.0
},
{
"p": 0.21012814342975616,
"m": 1.0
},
{
"p": 0.11701652407646179,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.399613618850708,
"val_loss": 1.259364128112793,
"acc": 58.83,
"time": 115.27400888619013,
"param": [
{
"p": 0.29351457953453064,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09870849549770355,
"m": 1.0
},
{
"p": 0.001373174018226564,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00052826659521088,
"m": 1.0
},
{
"p": 0.05529693886637688,
"m": 1.0
},
{
"p": 0.0019651688635349274,
"m": 1.0
},
{
"p": 0.00026003923267126083,
"m": 1.0
},
{
"p": 0.15494443476200104,
"m": 1.0
},
{
"p": 0.05090617388486862,
"m": 1.0
},
{
"p": 0.22246213257312775,
"m": 1.0
},
{
"p": 0.12004061043262482,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.220725655555725,
"val_loss": 1.1056368350982666,
"acc": 61.03,
"time": 109.64476018608548,
"param": [
{
"p": 0.2576834559440613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09990379959344864,
"m": 1.0
},
{
"p": 0.02635444514453411,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0060006133280694485,
"m": 1.0
},
{
"p": 0.05546997860074043,
"m": 1.0
},
{
"p": 0.018685150891542435,
"m": 1.0
},
{
"p": 0.013916769996285439,
"m": 1.0
},
{
"p": 0.1426737755537033,
"m": 1.0
},
{
"p": 0.06055404618382454,
"m": 1.0
},
{
"p": 0.20417776703834534,
"m": 1.0
},
{
"p": 0.11458024382591248,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.2846077680587769,
"val_loss": 1.1781959533691406,
"acc": 60.17,
"time": 115.22987236408517,
"param": [
{
"p": 0.2269265353679657,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09342271834611893,
"m": 1.0
},
{
"p": 0.041526924818754196,
"m": 1.0
},
{
"p": 0.00455069076269865,
"m": 1.0
},
{
"p": 0.011355345137417316,
"m": 1.0
},
{
"p": 0.060285866260528564,
"m": 1.0
},
{
"p": 0.02594471536576748,
"m": 1.0
},
{
"p": 0.026646364480257034,
"m": 1.0
},
{
"p": 0.1358560472726822,
"m": 1.0
},
{
"p": 0.07482382655143738,
"m": 1.0
},
{
"p": 0.18806353211402893,
"m": 1.0
},
{
"p": 0.1105974093079567,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.5535286664962769,
"val_loss": 1.1175495386123657,
"acc": 59.37,
"time": 113.04085024097003,
"param": [
{
"p": 0.19911667704582214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0894995629787445,
"m": 1.0
},
{
"p": 0.04622732847929001,
"m": 1.0
},
{
"p": 0.01625405251979828,
"m": 1.0
},
{
"p": 0.019873924553394318,
"m": 1.0
},
{
"p": 0.06761104613542557,
"m": 1.0
},
{
"p": 0.027954446151852608,
"m": 1.0
},
{
"p": 0.0388188362121582,
"m": 1.0
},
{
"p": 0.12580083310604095,
"m": 1.0
},
{
"p": 0.08446633815765381,
"m": 1.0
},
{
"p": 0.18101072311401367,
"m": 1.0
},
{
"p": 0.10336626321077347,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4124435186386108,
"val_loss": 1.1871273517608643,
"acc": 61.11,
"time": 117.45137788099237,
"param": [
{
"p": 0.1725986897945404,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09293653815984726,
"m": 1.0
},
{
"p": 0.04306032508611679,
"m": 1.0
},
{
"p": 0.023826513439416885,
"m": 1.0
},
{
"p": 0.023863909766077995,
"m": 1.0
},
{
"p": 0.07414064556360245,
"m": 1.0
},
{
"p": 0.029020002111792564,
"m": 1.0
},
{
"p": 0.05078522861003876,
"m": 1.0
},
{
"p": 0.11644478142261505,
"m": 1.0
},
{
"p": 0.08315151929855347,
"m": 1.0
},
{
"p": 0.18436512351036072,
"m": 1.0
},
{
"p": 0.10580675303936005,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.2229450941085815,
"val_loss": 0.9584627151489258,
"acc": 62.42,
"time": 107.17114666313864,
"param": [
{
"p": 0.16093401610851288,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09875419735908508,
"m": 1.0
},
{
"p": 0.027892770245671272,
"m": 1.0
},
{
"p": 0.031339969485998154,
"m": 1.0
},
{
"p": 0.02976231649518013,
"m": 1.0
},
{
"p": 0.07153995335102081,
"m": 1.0
},
{
"p": 0.028140194714069366,
"m": 1.0
},
{
"p": 0.05615726485848427,
"m": 1.0
},
{
"p": 0.11210723221302032,
"m": 1.0
},
{
"p": 0.08217854052782059,
"m": 1.0
},
{
"p": 0.18807007372379303,
"m": 1.0
},
{
"p": 0.11037477850914001,
"m": 1.0
},
{
"p": 0.0027487536426633596,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.5509370565414429,
"val_loss": 1.0428764820098877,
"acc": 62.83,
"time": 106.72537382505834,
"param": [
{
"p": 0.15744838118553162,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09762290120124817,
"m": 1.0
},
{
"p": 0.016980541869997978,
"m": 1.0
},
{
"p": 0.042455531656742096,
"m": 1.0
},
{
"p": 0.02817014418542385,
"m": 1.0
},
{
"p": 0.06583071500062943,
"m": 1.0
},
{
"p": 0.03255319967865944,
"m": 1.0
},
{
"p": 0.07312983274459839,
"m": 1.0
},
{
"p": 0.10600500553846359,
"m": 1.0
},
{
"p": 0.08461348712444305,
"m": 1.0
},
{
"p": 0.179587721824646,
"m": 1.0
},
{
"p": 0.11453539878129959,
"m": 1.0
},
{
"p": 0.0010671104537323117,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.5555682182312012,
"val_loss": 1.095808982849121,
"acc": 62.42,
"time": 102.19746485678479,
"param": [
{
"p": 0.15960393846035004,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1039709821343422,
"m": 1.0
},
{
"p": 0.014538660645484924,
"m": 1.0
},
{
"p": 0.038523294031620026,
"m": 1.0
},
{
"p": 0.011672263965010643,
"m": 1.0
},
{
"p": 0.05848941579461098,
"m": 1.0
},
{
"p": 0.03442460671067238,
"m": 1.0
},
{
"p": 0.08192232996225357,
"m": 1.0
},
{
"p": 0.10696578770875931,
"m": 1.0
},
{
"p": 0.09287779033184052,
"m": 1.0
},
{
"p": 0.18537761270999908,
"m": 1.0
},
{
"p": 0.1116332858800888,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.3274712562561035,
"val_loss": 0.9341570138931274,
"acc": 61.74,
"time": 101.82566940807737,
"param": [
{
"p": 0.17006155848503113,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11214397847652435,
"m": 1.0
},
{
"p": 0.0014866513665765524,
"m": 1.0
},
{
"p": 0.01893109641969204,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.052306123077869415,
"m": 1.0
},
{
"p": 0.03879283741116524,
"m": 1.0
},
{
"p": 0.08578097820281982,
"m": 1.0
},
{
"p": 0.10648543387651443,
"m": 1.0
},
{
"p": 0.08771515637636185,
"m": 1.0
},
{
"p": 0.20636266469955444,
"m": 1.0
},
{
"p": 0.1199336051940918,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.257138729095459,
"val_loss": 0.9653416872024536,
"acc": 63.32,
"time": 116.5029376798775,
"param": [
{
"p": 0.17286556959152222,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11971055716276169,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008027688600122929,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04075581952929497,
"m": 1.0
},
{
"p": 0.0307533610612154,
"m": 1.0
},
{
"p": 0.08654793351888657,
"m": 1.0
},
{
"p": 0.10975193232297897,
"m": 1.0
},
{
"p": 0.08656477183103561,
"m": 1.0
},
{
"p": 0.22316494584083557,
"m": 1.0
},
{
"p": 0.12185736745595932,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.3698855638504028,
"val_loss": 1.1258819103240967,
"acc": 62.44,
"time": 102.32510183099657,
"param": [
{
"p": 0.15955735743045807,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12903055548667908,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01158886682242155,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046035751700401306,
"m": 1.0
},
{
"p": 0.020514339208602905,
"m": 1.0
},
{
"p": 0.0840400829911232,
"m": 1.0
},
{
"p": 0.10694621503353119,
"m": 1.0
},
{
"p": 0.09316331893205643,
"m": 1.0
},
{
"p": 0.21971659362316132,
"m": 1.0
},
{
"p": 0.1294068694114685,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.171316385269165,
"val_loss": 1.1506223678588867,
"acc": 63.47,
"time": 101.46919785696082,
"param": [
{
"p": 0.14217321574687958,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13668997585773468,
"m": 1.0
},
{
"p": 0.00854435469955206,
"m": 1.0
},
{
"p": 0.011127455160021782,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06459839642047882,
"m": 1.0
},
{
"p": 0.015368156135082245,
"m": 1.0
},
{
"p": 0.08355291932821274,
"m": 1.0
},
{
"p": 0.10275400429964066,
"m": 1.0
},
{
"p": 0.09278938174247742,
"m": 1.0
},
{
"p": 0.21300631761550903,
"m": 1.0
},
{
"p": 0.12939582765102386,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2725677490234375,
"val_loss": 1.022095799446106,
"acc": 63.02,
"time": 101.58876568404958,
"param": [
{
"p": 0.13410405814647675,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13495776057243347,
"m": 1.0
},
{
"p": 0.0031091629061847925,
"m": 1.0
},
{
"p": 0.016088059172034264,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07627702504396439,
"m": 1.0
},
{
"p": 0.020317502319812775,
"m": 1.0
},
{
"p": 0.08923476934432983,
"m": 1.0
},
{
"p": 0.09855967015028,
"m": 1.0
},
{
"p": 0.08200594037771225,
"m": 1.0
},
{
"p": 0.2123187780380249,
"m": 1.0
},
{
"p": 0.13302730023860931,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.321571946144104,
"val_loss": 0.9596670269966125,
"acc": 63.48,
"time": 111.70839954400435,
"param": [
{
"p": 0.13327746093273163,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1390077769756317,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07943370193243027,
"m": 1.0
},
{
"p": 0.010526057332754135,
"m": 1.0
},
{
"p": 0.10639337450265884,
"m": 1.0
},
{
"p": 0.09315488487482071,
"m": 1.0
},
{
"p": 0.08389191329479218,
"m": 1.0
},
{
"p": 0.21997542679309845,
"m": 1.0
},
{
"p": 0.1343393623828888,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2927840948104858,
"val_loss": 1.2048718929290771,
"acc": 62.49,
"time": 117.6343125840649,
"param": [
{
"p": 0.13437430560588837,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1400700956583023,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.061987727880477905,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.121847964823246,
"m": 1.0
},
{
"p": 0.08754915744066238,
"m": 1.0
},
{
"p": 0.07676640897989273,
"m": 1.0
},
{
"p": 0.23298387229442596,
"m": 1.0
},
{
"p": 0.14442048966884613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.257120132446289,
"val_loss": 1.0238759517669678,
"acc": 64.63,
"time": 112.54813662893139,
"param": [
{
"p": 0.1334991753101349,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.137497216463089,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.052432235330343246,
"m": 1.0
},
{
"p": 0.0026024652179330587,
"m": 1.0
},
{
"p": 0.12886907160282135,
"m": 1.0
},
{
"p": 0.09156695753335953,
"m": 1.0
},
{
"p": 0.07034794241189957,
"m": 1.0
},
{
"p": 0.22902151942253113,
"m": 1.0
},
{
"p": 0.1541634202003479,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.2417947053909302,
"val_loss": 1.047213077545166,
"acc": 64.76,
"time": 119.34686400811188,
"param": [
{
"p": 0.12666653096675873,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1313309371471405,
"m": 1.0
},
{
"p": 0.012652642093598843,
"m": 1.0
},
{
"p": 0.007555813994258642,
"m": 1.0
},
{
"p": 0.0027578389272093773,
"m": 1.0
},
{
"p": 0.06589306145906448,
"m": 1.0
},
{
"p": 0.013148168101906776,
"m": 1.0
},
{
"p": 0.1215062066912651,
"m": 1.0
},
{
"p": 0.08979126811027527,
"m": 1.0
},
{
"p": 0.06866127997636795,
"m": 1.0
},
{
"p": 0.2023019641637802,
"m": 1.0
},
{
"p": 0.1524159163236618,
"m": 1.0
},
{
"p": 0.005318380892276764,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.265899658203125,
"val_loss": 1.005373239517212,
"acc": 64.01,
"time": 101.36125371814705,
"param": [
{
"p": 0.13586057722568512,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13323010504245758,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04896595701575279,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11885867267847061,
"m": 1.0
},
{
"p": 0.09646409004926682,
"m": 1.0
},
{
"p": 0.06842920184135437,
"m": 1.0
},
{
"p": 0.22854143381118774,
"m": 1.0
},
{
"p": 0.16964994370937347,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.2810916900634766,
"val_loss": 0.8962881565093994,
"acc": 64.44,
"time": 101.13582967896946,
"param": [
{
"p": 0.1517583429813385,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1246887594461441,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019859876483678818,
"m": 1.0
},
{
"p": 0.0029991758055984974,
"m": 1.0
},
{
"p": 0.11547492444515228,
"m": 1.0
},
{
"p": 0.11212225258350372,
"m": 1.0
},
{
"p": 0.06817726790904999,
"m": 1.0
},
{
"p": 0.23064899444580078,
"m": 1.0
},
{
"p": 0.17367032170295715,
"m": 1.0
},
{
"p": 0.0006000662106089294,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3798246383666992,
"val_loss": 1.0160629749298096,
"acc": 65.0,
"time": 100.99666194594465,
"param": [
{
"p": 0.14916466176509857,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12256672978401184,
"m": 1.0
},
{
"p": 0.007122161332517862,
"m": 1.0
},
{
"p": 0.005120106507092714,
"m": 1.0
},
{
"p": 0.0007442100322805345,
"m": 1.0
},
{
"p": 0.005637249443680048,
"m": 1.0
},
{
"p": 0.0015957519644871354,
"m": 1.0
},
{
"p": 0.123209647834301,
"m": 1.0
},
{
"p": 0.13408097624778748,
"m": 1.0
},
{
"p": 0.05946742743253708,
"m": 1.0
},
{
"p": 0.22001323103904724,
"m": 1.0
},
{
"p": 0.16852541267871857,
"m": 1.0
},
{
"p": 0.0027523706667125225,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.0746816396713257,
"val_loss": 0.9058265089988708,
"acc": 64.25,
"time": 107.94431616109796,
"param": [
{
"p": 0.140756294131279,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12910732626914978,
"m": 1.0
},
{
"p": 0.00234483671374619,
"m": 1.0
},
{
"p": 0.02056976780295372,
"m": 1.0
},
{
"p": 0.00397580536082387,
"m": 1.0
},
{
"p": 0.009999541565775871,
"m": 1.0
},
{
"p": 0.0008206772617995739,
"m": 1.0
},
{
"p": 0.12187010794878006,
"m": 1.0
},
{
"p": 0.15135391056537628,
"m": 1.0
},
{
"p": 0.05348489060997963,
"m": 1.0
},
{
"p": 0.20077235996723175,
"m": 1.0
},
{
"p": 0.16059331595897675,
"m": 1.0
},
{
"p": 0.004351100418716669,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.0864620208740234,
"val_loss": 0.9876284003257751,
"acc": 65.01,
"time": 102.62515284307301,
"param": [
{
"p": 0.13813619315624237,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1310153603553772,
"m": 1.0
},
{
"p": 0.0017201969167217612,
"m": 1.0
},
{
"p": 0.042667534202337265,
"m": 1.0
},
{
"p": 0.007838890887796879,
"m": 1.0
},
{
"p": 0.016356701031327248,
"m": 1.0
},
{
"p": 0.010224833153188229,
"m": 1.0
},
{
"p": 0.10999764502048492,
"m": 1.0
},
{
"p": 0.13575652241706848,
"m": 1.0
},
{
"p": 0.05587729439139366,
"m": 1.0
},
{
"p": 0.18264427781105042,
"m": 1.0
},
{
"p": 0.1527690291404724,
"m": 1.0
},
{
"p": 0.014995562843978405,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.3382372856140137,
"val_loss": 0.9269599318504333,
"acc": 65.64,
"time": 101.78020713897422,
"param": [
{
"p": 0.14682994782924652,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1293104887008667,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04718165099620819,
"m": 1.0
},
{
"p": 0.016096007078886032,
"m": 1.0
},
{
"p": 0.03492812439799309,
"m": 1.0
},
{
"p": 0.02581079863011837,
"m": 1.0
},
{
"p": 0.09122374653816223,
"m": 1.0
},
{
"p": 0.12611831724643707,
"m": 1.0
},
{
"p": 0.05900977924466133,
"m": 1.0
},
{
"p": 0.1619698703289032,
"m": 1.0
},
{
"p": 0.1510767787694931,
"m": 1.0
},
{
"p": 0.01044444553554058,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.4880547523498535,
"val_loss": 0.9762318134307861,
"acc": 65.09,
"time": 101.62725020712242,
"param": [
{
"p": 0.15505735576152802,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1344415545463562,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034546345472335815,
"m": 1.0
},
{
"p": 0.01465370412915945,
"m": 1.0
},
{
"p": 0.04355379194021225,
"m": 1.0
},
{
"p": 0.038430944085121155,
"m": 1.0
},
{
"p": 0.08133069425821304,
"m": 1.0
},
{
"p": 0.12118421494960785,
"m": 1.0
},
{
"p": 0.06423619389533997,
"m": 1.0
},
{
"p": 0.15474198758602142,
"m": 1.0
},
{
"p": 0.15558035671710968,
"m": 1.0
},
{
"p": 0.0022428471129387617,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.1942882537841797,
"val_loss": 0.9304615259170532,
"acc": 66.88,
"time": 102.55846544215456,
"param": [
{
"p": 0.163943812251091,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14231999218463898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019942807033658028,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.036967258900403976,
"m": 1.0
},
{
"p": 0.03711889684200287,
"m": 1.0
},
{
"p": 0.07910901308059692,
"m": 1.0
},
{
"p": 0.12728886306285858,
"m": 1.0
},
{
"p": 0.06382157653570175,
"m": 1.0
},
{
"p": 0.1559629738330841,
"m": 1.0
},
{
"p": 0.17268337309360504,
"m": 1.0
},
{
"p": 0.0008414242183789611,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.2561792135238647,
"val_loss": 0.9211615920066833,
"acc": 66.33,
"time": 110.25358233088627,
"param": [
{
"p": 0.17365799844264984,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1533137559890747,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008887373842298985,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.024585282430052757,
"m": 1.0
},
{
"p": 0.027095023542642593,
"m": 1.0
},
{
"p": 0.06992803514003754,
"m": 1.0
},
{
"p": 0.12854765355587006,
"m": 1.0
},
{
"p": 0.0470782108604908,
"m": 1.0
},
{
"p": 0.17112098634243011,
"m": 1.0
},
{
"p": 0.19224974513053894,
"m": 1.0
},
{
"p": 0.0035358411259949207,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.2342499494552612,
"val_loss": 0.8412219882011414,
"acc": 67.1,
"time": 117.64293734217063,
"param": [
{
"p": 0.18031203746795654,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1495659351348877,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0008577667758800089,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.030703097581863403,
"m": 1.0
},
{
"p": 0.024365421384572983,
"m": 1.0
},
{
"p": 0.08657124638557434,
"m": 1.0
},
{
"p": 0.12588131427764893,
"m": 1.0
},
{
"p": 0.04069517180323601,
"m": 1.0
},
{
"p": 0.16544997692108154,
"m": 1.0
},
{
"p": 0.19010047614574432,
"m": 1.0
},
{
"p": 0.005497529171407223,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.111989140510559,
"val_loss": 0.9492982029914856,
"acc": 64.5,
"time": 115.50556768802926,
"param": [
{
"p": 0.16513937711715698,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13123661279678345,
"m": 1.0
},
{
"p": 0.009329198859632015,
"m": 1.0
},
{
"p": 0.009294216521084309,
"m": 1.0
},
{
"p": 0.010147101245820522,
"m": 1.0
},
{
"p": 0.03247790038585663,
"m": 1.0
},
{
"p": 0.031697019934654236,
"m": 1.0
},
{
"p": 0.10693568736314774,
"m": 1.0
},
{
"p": 0.11081517487764359,
"m": 1.0
},
{
"p": 0.04975821450352669,
"m": 1.0
},
{
"p": 0.14891275763511658,
"m": 1.0
},
{
"p": 0.16987955570220947,
"m": 1.0
},
{
"p": 0.024377236142754555,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.3203792572021484,
"val_loss": 0.936552107334137,
"acc": 67.66,
"time": 114.85698699811473,
"param": [
{
"p": 0.15700100362300873,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11463151127099991,
"m": 1.0
},
{
"p": 0.017027350142598152,
"m": 1.0
},
{
"p": 0.02153237909078598,
"m": 1.0
},
{
"p": 0.0073648481629788876,
"m": 1.0
},
{
"p": 0.034865256398916245,
"m": 1.0
},
{
"p": 0.04082772880792618,
"m": 1.0
},
{
"p": 0.11565085500478745,
"m": 1.0
},
{
"p": 0.1040545254945755,
"m": 1.0
},
{
"p": 0.053892623633146286,
"m": 1.0
},
{
"p": 0.14406853914260864,
"m": 1.0
},
{
"p": 0.1600690335035324,
"m": 1.0
},
{
"p": 0.029014384374022484,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.2733309268951416,
"val_loss": 0.9642426371574402,
"acc": 67.13,
"time": 104.50368115003221,
"param": [
{
"p": 0.16157317161560059,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1104850247502327,
"m": 1.0
},
{
"p": 0.012995239347219467,
"m": 1.0
},
{
"p": 0.0319274477660656,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03339342772960663,
"m": 1.0
},
{
"p": 0.049276430159807205,
"m": 1.0
},
{
"p": 0.1112261712551117,
"m": 1.0
},
{
"p": 0.09771264344453812,
"m": 1.0
},
{
"p": 0.060281287878751755,
"m": 1.0
},
{
"p": 0.14866048097610474,
"m": 1.0
},
{
"p": 0.15820704400539398,
"m": 1.0
},
{
"p": 0.0242615956813097,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.106460452079773,
"val_loss": 0.9786189794540405,
"acc": 66.87,
"time": 104.64236273081042,
"param": [
{
"p": 0.17590463161468506,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10908393561840057,
"m": 1.0
},
{
"p": 0.006811917293816805,
"m": 1.0
},
{
"p": 0.03161812573671341,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026599228382110596,
"m": 1.0
},
{
"p": 0.05111189931631088,
"m": 1.0
},
{
"p": 0.11561893671751022,
"m": 1.0
},
{
"p": 0.0941620022058487,
"m": 1.0
},
{
"p": 0.06607534736394882,
"m": 1.0
},
{
"p": 0.14650346338748932,
"m": 1.0
},
{
"p": 0.16830003261566162,
"m": 1.0
},
{
"p": 0.008210432715713978,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.1266816854476929,
"val_loss": 0.8815473318099976,
"acc": 67.53,
"time": 117.04096234496683,
"param": [
{
"p": 0.21202102303504944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10483580827713013,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0040985760278999805,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01583002135157585,
"m": 1.0
},
{
"p": 0.048408523201942444,
"m": 1.0
},
{
"p": 0.131797194480896,
"m": 1.0
},
{
"p": 0.09671251475811005,
"m": 1.0
},
{
"p": 0.05623431131243706,
"m": 1.0
},
{
"p": 0.14270345866680145,
"m": 1.0
},
{
"p": 0.18735860288143158,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.031915307044983,
"val_loss": 0.8848420977592468,
"acc": 68.05,
"time": 109.20477292197756,
"param": [
{
"p": 0.24583350121974945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10110733658075333,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.025004355236887932,
"m": 1.0
},
{
"p": 0.13834123313426971,
"m": 1.0
},
{
"p": 0.09704388678073883,
"m": 1.0
},
{
"p": 0.032949503511190414,
"m": 1.0
},
{
"p": 0.14271831512451172,
"m": 1.0
},
{
"p": 0.21700187027454376,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.0530352592468262,
"val_loss": 0.9058545827865601,
"acc": 67.52,
"time": 109.61528858286329,
"param": [
{
"p": 0.27541038393974304,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0886772871017456,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13426469266414642,
"m": 1.0
},
{
"p": 0.09967312961816788,
"m": 1.0
},
{
"p": 0.011887041851878166,
"m": 1.0
},
{
"p": 0.14555996656417847,
"m": 1.0
},
{
"p": 0.24452748894691467,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.2555692195892334,
"val_loss": 0.8548581004142761,
"acc": 67.78,
"time": 110.57834197906777,
"param": [
{
"p": 0.27187880873680115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08142488449811935,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0024864610750228167,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006494665984064341,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12848946452140808,
"m": 1.0
},
{
"p": 0.1002890020608902,
"m": 1.0
},
{
"p": 0.011531664058566093,
"m": 1.0
},
{
"p": 0.15509511530399323,
"m": 1.0
},
{
"p": 0.24230995774269104,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9853658676147461,
"val_loss": 1.0333282947540283,
"acc": 67.22,
"time": 107.7334568509832,
"param": [
{
"p": 0.26101648807525635,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0875922366976738,
"m": 1.0
},
{
"p": 0.0007033700821921229,
"m": 1.0
},
{
"p": 0.005123441573232412,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004594569560140371,
"m": 1.0
},
{
"p": 0.008054361678659916,
"m": 1.0
},
{
"p": 0.12062675505876541,
"m": 1.0
},
{
"p": 0.09363604336977005,
"m": 1.0
},
{
"p": 0.01930791698396206,
"m": 1.0
},
{
"p": 0.16253620386123657,
"m": 1.0
},
{
"p": 0.23680861294269562,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1833473443984985,
"val_loss": 0.8537293672561646,
"acc": 67.21,
"time": 111.63039516215213,
"param": [
{
"p": 0.2620242238044739,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09643185138702393,
"m": 1.0
},
{
"p": 0.0026809386909008026,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011801893822848797,
"m": 1.0
},
{
"p": 0.11509599536657333,
"m": 1.0
},
{
"p": 0.0905417874455452,
"m": 1.0
},
{
"p": 0.01564575918018818,
"m": 1.0
},
{
"p": 0.16306161880493164,
"m": 1.0
},
{
"p": 0.2427159547805786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.085349678993225,
"val_loss": 0.8399479389190674,
"acc": 68.04,
"time": 112.85154557810165,
"param": [
{
"p": 0.2526910603046417,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10116950422525406,
"m": 1.0
},
{
"p": 0.0035409817937761545,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014155290089547634,
"m": 1.0
},
{
"p": 0.10609719902276993,
"m": 1.0
},
{
"p": 0.09136559069156647,
"m": 1.0
},
{
"p": 0.017162209376692772,
"m": 1.0
},
{
"p": 0.16004149615764618,
"m": 1.0
},
{
"p": 0.2529466152191162,
"m": 1.0
},
{
"p": 0.0008299821638502181,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.0157361030578613,
"val_loss": 0.8856438994407654,
"acc": 67.91,
"time": 101.11061015585437,
"param": [
{
"p": 0.24673454463481903,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09301095455884933,
"m": 1.0
},
{
"p": 0.004509001970291138,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.017009008675813675,
"m": 1.0
},
{
"p": 0.10123482346534729,
"m": 1.0
},
{
"p": 0.08942346274852753,
"m": 1.0
},
{
"p": 0.022446170449256897,
"m": 1.0
},
{
"p": 0.15528590977191925,
"m": 1.0
},
{
"p": 0.27034613490104675,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.9673673510551453,
"val_loss": 0.9598483443260193,
"acc": 68.12,
"time": 102.30343562318012,
"param": [
{
"p": 0.25529366731643677,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07468383759260178,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00018362142145633698,
"m": 1.0
},
{
"p": 0.0002791942679323256,
"m": 1.0
},
{
"p": 0.008606599643826485,
"m": 1.0
},
{
"p": 0.010828403756022453,
"m": 1.0
},
{
"p": 0.09869955480098724,
"m": 1.0
},
{
"p": 0.07318109273910522,
"m": 1.0
},
{
"p": 0.02585378661751747,
"m": 1.0
},
{
"p": 0.1521027386188507,
"m": 1.0
},
{
"p": 0.29478880763053894,
"m": 1.0
},
{
"p": 0.00549865048378706,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.1643681526184082,
"val_loss": 0.9561793804168701,
"acc": 67.51,
"time": 103.57101858500391,
"param": [
{
"p": 0.2707274854183197,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.059055279940366745,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011127314530313015,
"m": 1.0
},
{
"p": 0.00955260545015335,
"m": 1.0
},
{
"p": 0.09222125262022018,
"m": 1.0
},
{
"p": 0.056978706270456314,
"m": 1.0
},
{
"p": 0.02426455356180668,
"m": 1.0
},
{
"p": 0.1524268537759781,
"m": 1.0
},
{
"p": 0.3226679563522339,
"m": 1.0
},
{
"p": 0.0009780506370589137,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.546742558479309,
"val_loss": 1.0382018089294434,
"acc": 65.48,
"time": 104.14168815291487,
"param": [
{
"p": 0.2992824614048004,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0455503836274147,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0008623670437373221,
"m": 1.0
},
{
"p": 0.0006615765742026269,
"m": 1.0
},
{
"p": 0.0022637913934886456,
"m": 1.0
},
{
"p": 0.0010414913995191455,
"m": 1.0
},
{
"p": 0.09038876742124557,
"m": 1.0
},
{
"p": 0.044733088463544846,
"m": 1.0
},
{
"p": 0.009191292338073254,
"m": 1.0
},
{
"p": 0.14856132864952087,
"m": 1.0
},
{
"p": 0.35746344923973083,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.055745244026184,
"val_loss": 0.8761904835700989,
"acc": 67.11,
"time": 110.42046151310205,
"param": [
{
"p": 0.2922348976135254,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046203479170799255,
"m": 1.0
},
{
"p": 0.0006350583862513304,
"m": 1.0
},
{
"p": 0.004408253822475672,
"m": 1.0
},
{
"p": 0.019256437197327614,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008779143914580345,
"m": 1.0
},
{
"p": 0.07879604399204254,
"m": 1.0
},
{
"p": 0.04577650502324104,
"m": 1.0
},
{
"p": 0.010151303373277187,
"m": 1.0
},
{
"p": 0.13814400136470795,
"m": 1.0
},
{
"p": 0.3551684319972992,
"m": 1.0
},
{
"p": 0.000446388847194612,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.0849729776382446,
"val_loss": 0.937529981136322,
"acc": 67.97,
"time": 116.70474259508774,
"param": [
{
"p": 0.29109877347946167,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04310235008597374,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0065323952585458755,
"m": 1.0
},
{
"p": 0.0197483878582716,
"m": 1.0
},
{
"p": 0.0011436899658292532,
"m": 1.0
},
{
"p": 0.014916406013071537,
"m": 1.0
},
{
"p": 0.06629975140094757,
"m": 1.0
},
{
"p": 0.04732440039515495,
"m": 1.0
},
{
"p": 0.009357881732285023,
"m": 1.0
},
{
"p": 0.14153651893138885,
"m": 1.0
},
{
"p": 0.35893943905830383,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.9548265337944031,
"val_loss": 0.9104377031326294,
"acc": 67.85,
"time": 106.45047429506667,
"param": [
{
"p": 0.27112120389938354,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05161471664905548,
"m": 1.0
},
{
"p": 0.005503963679075241,
"m": 1.0
},
{
"p": 0.025354651734232903,
"m": 1.0
},
{
"p": 0.011969586834311485,
"m": 1.0
},
{
"p": 0.007978096604347229,
"m": 1.0
},
{
"p": 0.0341348834335804,
"m": 1.0
},
{
"p": 0.062363144010305405,
"m": 1.0
},
{
"p": 0.048645492643117905,
"m": 1.0
},
{
"p": 0.011615828610956669,
"m": 1.0
},
{
"p": 0.14117805659770966,
"m": 1.0
},
{
"p": 0.32852035760879517,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.2137391567230225,
"val_loss": 0.8661181926727295,
"acc": 69.5,
"time": 113.38791942899115,
"param": [
{
"p": 0.243616983294487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06372015178203583,
"m": 1.0
},
{
"p": 0.009990333579480648,
"m": 1.0
},
{
"p": 0.0462472178041935,
"m": 1.0
},
{
"p": 0.015180437825620174,
"m": 1.0
},
{
"p": 0.008771838620305061,
"m": 1.0
},
{
"p": 0.050567373633384705,
"m": 1.0
},
{
"p": 0.06071031466126442,
"m": 1.0
},
{
"p": 0.04857715591788292,
"m": 1.0
},
{
"p": 0.01992146298289299,
"m": 1.0
},
{
"p": 0.12599262595176697,
"m": 1.0
},
{
"p": 0.294169157743454,
"m": 1.0
},
{
"p": 0.012534928508102894,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.18143630027771,
"val_loss": 0.940714418888092,
"acc": 68.39,
"time": 110.16727947304025,
"param": [
{
"p": 0.254277765750885,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06913357973098755,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04841962084174156,
"m": 1.0
},
{
"p": 0.011634431779384613,
"m": 1.0
},
{
"p": 0.006495352368801832,
"m": 1.0
},
{
"p": 0.056768227368593216,
"m": 1.0
},
{
"p": 0.05146758630871773,
"m": 1.0
},
{
"p": 0.06066826358437538,
"m": 1.0
},
{
"p": 0.01638917066156864,
"m": 1.0
},
{
"p": 0.11688495427370071,
"m": 1.0
},
{
"p": 0.28908687829971313,
"m": 1.0
},
{
"p": 0.01877414435148239,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.2697111368179321,
"val_loss": 0.8672531247138977,
"acc": 69.13,
"time": 118.52925288607366,
"param": [
{
"p": 0.25033268332481384,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06702233105897903,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04544173553586006,
"m": 1.0
},
{
"p": 0.006279155146330595,
"m": 1.0
},
{
"p": 0.004000694490969181,
"m": 1.0
},
{
"p": 0.05885213613510132,
"m": 1.0
},
{
"p": 0.04993487522006035,
"m": 1.0
},
{
"p": 0.08004619181156158,
"m": 1.0
},
{
"p": 0.021289115771651268,
"m": 1.0
},
{
"p": 0.10534188896417618,
"m": 1.0
},
{
"p": 0.27729687094688416,
"m": 1.0
},
{
"p": 0.034162264317274094,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.137219786643982,
"val_loss": 0.9193056225776672,
"acc": 69.97,
"time": 108.75727592990734,
"param": [
{
"p": 0.2333085536956787,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06686814874410629,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04675022140145302,
"m": 1.0
},
{
"p": 0.009627693332731724,
"m": 1.0
},
{
"p": 0.008847814984619617,
"m": 1.0
},
{
"p": 0.05403321608901024,
"m": 1.0
},
{
"p": 0.05552991107106209,
"m": 1.0
},
{
"p": 0.09099099040031433,
"m": 1.0
},
{
"p": 0.022149352356791496,
"m": 1.0
},
{
"p": 0.10019352287054062,
"m": 1.0
},
{
"p": 0.2759785056114197,
"m": 1.0
},
{
"p": 0.035722024738788605,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.084306001663208,
"val_loss": 0.856026828289032,
"acc": 70.17,
"time": 107.17637894907966,
"param": [
{
"p": 0.21610108017921448,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06848843395709991,
"m": 1.0
},
{
"p": 0.008984101936221123,
"m": 1.0
},
{
"p": 0.045030731707811356,
"m": 1.0
},
{
"p": 0.01077610906213522,
"m": 1.0
},
{
"p": 0.0267405416816473,
"m": 1.0
},
{
"p": 0.04205137863755226,
"m": 1.0
},
{
"p": 0.0741443932056427,
"m": 1.0
},
{
"p": 0.08935827761888504,
"m": 1.0
},
{
"p": 0.026965303346514702,
"m": 1.0
},
{
"p": 0.09441466629505157,
"m": 1.0
},
{
"p": 0.2623538076877594,
"m": 1.0
},
{
"p": 0.03459126502275467,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.149019718170166,
"val_loss": 0.8771101832389832,
"acc": 68.83,
"time": 102.5284744950477,
"param": [
{
"p": 0.19022341072559357,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07903151959180832,
"m": 1.0
},
{
"p": 0.0187027920037508,
"m": 1.0
},
{
"p": 0.04163128510117531,
"m": 1.0
},
{
"p": 0.02972705103456974,
"m": 1.0
},
{
"p": 0.03918055444955826,
"m": 1.0
},
{
"p": 0.05055009946227074,
"m": 1.0
},
{
"p": 0.08560816943645477,
"m": 1.0
},
{
"p": 0.07962255924940109,
"m": 1.0
},
{
"p": 0.029940586537122726,
"m": 1.0
},
{
"p": 0.09719184041023254,
"m": 1.0
},
{
"p": 0.22633951902389526,
"m": 1.0
},
{
"p": 0.032250627875328064,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.166813850402832,
"val_loss": 0.9326652884483337,
"acc": 69.95,
"time": 114.78459741501138,
"param": [
{
"p": 0.15913192927837372,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07798656821250916,
"m": 1.0
},
{
"p": 0.027500981464982033,
"m": 1.0
},
{
"p": 0.03754705190658569,
"m": 1.0
},
{
"p": 0.04726238176226616,
"m": 1.0
},
{
"p": 0.054903384298086166,
"m": 1.0
},
{
"p": 0.06129997968673706,
"m": 1.0
},
{
"p": 0.08794048428535461,
"m": 1.0
},
{
"p": 0.07967766374349594,
"m": 1.0
},
{
"p": 0.03678371384739876,
"m": 1.0
},
{
"p": 0.10147389024496078,
"m": 1.0
},
{
"p": 0.1892312467098236,
"m": 1.0
},
{
"p": 0.039260733872652054,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.2026442289352417,
"val_loss": 0.8577414155006409,
"acc": 69.41,
"time": 117.39685192913748,
"param": [
{
"p": 0.13461528718471527,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08004865795373917,
"m": 1.0
},
{
"p": 0.048193756490945816,
"m": 1.0
},
{
"p": 0.022863438352942467,
"m": 1.0
},
{
"p": 0.046169303357601166,
"m": 1.0
},
{
"p": 0.0583554282784462,
"m": 1.0
},
{
"p": 0.06045947223901749,
"m": 1.0
},
{
"p": 0.09304814040660858,
"m": 1.0
},
{
"p": 0.08973399549722672,
"m": 1.0
},
{
"p": 0.04834266006946564,
"m": 1.0
},
{
"p": 0.09596532583236694,
"m": 1.0
},
{
"p": 0.17846113443374634,
"m": 1.0
},
{
"p": 0.043743424117565155,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.1930339336395264,
"val_loss": 0.8931938409805298,
"acc": 70.19,
"time": 104.19274018495344,
"param": [
{
"p": 0.12740735709667206,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07657214999198914,
"m": 1.0
},
{
"p": 0.04255043342709541,
"m": 1.0
},
{
"p": 0.008973674848675728,
"m": 1.0
},
{
"p": 0.050858888775110245,
"m": 1.0
},
{
"p": 0.056321557611227036,
"m": 1.0
},
{
"p": 0.06412709504365921,
"m": 1.0
},
{
"p": 0.09259574115276337,
"m": 1.0
},
{
"p": 0.1059686467051506,
"m": 1.0
},
{
"p": 0.04331444203853607,
"m": 1.0
},
{
"p": 0.09051600843667984,
"m": 1.0
},
{
"p": 0.18949183821678162,
"m": 1.0
},
{
"p": 0.05130206048488617,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.108169436454773,
"val_loss": 0.9058753252029419,
"acc": 69.04,
"time": 106.03579521202482,
"param": [
{
"p": 0.12471230328083038,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06938358396291733,
"m": 1.0
},
{
"p": 0.02816532552242279,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06055319681763649,
"m": 1.0
},
{
"p": 0.05274203419685364,
"m": 1.0
},
{
"p": 0.06427625566720963,
"m": 1.0
},
{
"p": 0.09671425819396973,
"m": 1.0
},
{
"p": 0.11874078214168549,
"m": 1.0
},
{
"p": 0.0380786657333374,
"m": 1.0
},
{
"p": 0.09785410761833191,
"m": 1.0
},
{
"p": 0.20371797680854797,
"m": 1.0
},
{
"p": 0.04506148025393486,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.3903416395187378,
"val_loss": 0.8182857036590576,
"acc": 70.4,
"time": 102.46838498092256,
"param": [
{
"p": 0.1336004137992859,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07204969227313995,
"m": 1.0
},
{
"p": 0.009769369848072529,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07278689742088318,
"m": 1.0
},
{
"p": 0.05965335667133331,
"m": 1.0
},
{
"p": 0.0463871993124485,
"m": 1.0
},
{
"p": 0.08307106792926788,
"m": 1.0
},
{
"p": 0.12345542758703232,
"m": 1.0
},
{
"p": 0.04025715962052345,
"m": 1.0
},
{
"p": 0.11779797822237015,
"m": 1.0
},
{
"p": 0.21171969175338745,
"m": 1.0
},
{
"p": 0.029451727867126465,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0882823467254639,
"val_loss": 0.7959064245223999,
"acc": 70.19,
"time": 109.85887524695136,
"param": [
{
"p": 0.15129074454307556,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07301236689090729,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08130022883415222,
"m": 1.0
},
{
"p": 0.06648381054401398,
"m": 1.0
},
{
"p": 0.029320817440748215,
"m": 1.0
},
{
"p": 0.08191052079200745,
"m": 1.0
},
{
"p": 0.11594576388597488,
"m": 1.0
},
{
"p": 0.03427927568554878,
"m": 1.0
},
{
"p": 0.1404048651456833,
"m": 1.0
},
{
"p": 0.22605161368846893,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.1617764234542847,
"val_loss": 0.8170547485351562,
"acc": 69.93,
"time": 116.84975945181213,
"param": [
{
"p": 0.16780085861682892,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06532756984233856,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09255322813987732,
"m": 1.0
},
{
"p": 0.061724189668893814,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07409312576055527,
"m": 1.0
},
{
"p": 0.10844994336366653,
"m": 1.0
},
{
"p": 0.025439782068133354,
"m": 1.0
},
{
"p": 0.15471148490905762,
"m": 1.0
},
{
"p": 0.24989984929561615,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.1409152746200562,
"val_loss": 0.9517239332199097,
"acc": 70.55,
"time": 102.97285703220405,
"param": [
{
"p": 0.17610079050064087,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03711751475930214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10939585417509079,
"m": 1.0
},
{
"p": 0.04895295947790146,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05790501832962036,
"m": 1.0
},
{
"p": 0.10373569279909134,
"m": 1.0
},
{
"p": 0.025898437947034836,
"m": 1.0
},
{
"p": 0.16429553925991058,
"m": 1.0
},
{
"p": 0.2765982151031494,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.2918792963027954,
"val_loss": 0.8212234973907471,
"acc": 70.23,
"time": 107.39473855285905,
"param": [
{
"p": 0.17739810049533844,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03150005638599396,
"m": 1.0
},
{
"p": 0.00012749510642606765,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10842480510473251,
"m": 1.0
},
{
"p": 0.046899329870939255,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04739002138376236,
"m": 1.0
},
{
"p": 0.10133039951324463,
"m": 1.0
},
{
"p": 0.05160437896847725,
"m": 1.0
},
{
"p": 0.16345743834972382,
"m": 1.0
},
{
"p": 0.2718679904937744,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.937540590763092,
"val_loss": 0.9833195805549622,
"acc": 70.87,
"time": 101.86408069892786,
"param": [
{
"p": 0.17700068652629852,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03410455957055092,
"m": 1.0
},
{
"p": 0.0061363521963357925,
"m": 1.0
},
{
"p": 0.000967316038440913,
"m": 1.0
},
{
"p": 0.09591636806726456,
"m": 1.0
},
{
"p": 0.047286052256822586,
"m": 1.0
},
{
"p": 0.002485689241439104,
"m": 1.0
},
{
"p": 0.046903979033231735,
"m": 1.0
},
{
"p": 0.10013864189386368,
"m": 1.0
},
{
"p": 0.07283666729927063,
"m": 1.0
},
{
"p": 0.162440225481987,
"m": 1.0
},
{
"p": 0.2537834644317627,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.1314551830291748,
"val_loss": 0.8178632855415344,
"acc": 70.22,
"time": 106.81086853891611,
"param": [
{
"p": 0.17839479446411133,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027720097452402115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09805072844028473,
"m": 1.0
},
{
"p": 0.04897874966263771,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03561016544699669,
"m": 1.0
},
{
"p": 0.09550265967845917,
"m": 1.0
},
{
"p": 0.08633679896593094,
"m": 1.0
},
{
"p": 0.16694431006908417,
"m": 1.0
},
{
"p": 0.26246169209480286,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.1062496900558472,
"val_loss": 0.8847790360450745,
"acc": 70.3,
"time": 116.4237154989969,
"param": [
{
"p": 0.17913495004177094,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011249501258134842,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09501051902770996,
"m": 1.0
},
{
"p": 0.0562802329659462,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.035093821585178375,
"m": 1.0
},
{
"p": 0.07795387506484985,
"m": 1.0
},
{
"p": 0.09334965795278549,
"m": 1.0
},
{
"p": 0.17293065786361694,
"m": 1.0
},
{
"p": 0.2789967656135559,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9590882062911987,
"val_loss": 0.8821258544921875,
"acc": 70.41,
"time": 112.94005795288831,
"param": [
{
"p": 0.1876407116651535,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008371403440833092,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07696259021759033,
"m": 1.0
},
{
"p": 0.06133278086781502,
"m": 1.0
},
{
"p": 0.0017150702187791467,
"m": 1.0
},
{
"p": 0.04172886908054352,
"m": 1.0
},
{
"p": 0.06820579618215561,
"m": 1.0
},
{
"p": 0.09497517347335815,
"m": 1.0
},
{
"p": 0.1754007339477539,
"m": 1.0
},
{
"p": 0.28366678953170776,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9766778349876404,
"val_loss": 0.8594270944595337,
"acc": 70.82,
"time": 104.57152940006927,
"param": [
{
"p": 0.18519867956638336,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.022760916501283646,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0028310134075582027,
"m": 1.0
},
{
"p": 0.06944575905799866,
"m": 1.0
},
{
"p": 0.06381113827228546,
"m": 1.0
},
{
"p": 0.0010481824865564704,
"m": 1.0
},
{
"p": 0.044532254338264465,
"m": 1.0
},
{
"p": 0.05722903460264206,
"m": 1.0
},
{
"p": 0.09553403407335281,
"m": 1.0
},
{
"p": 0.17389880120754242,
"m": 1.0
},
{
"p": 0.28371015191078186,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.033551573753357,
"val_loss": 0.8057844042778015,
"acc": 70.79,
"time": 103.2008985010907,
"param": [
{
"p": 0.1781863123178482,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.045573510229587555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07043955475091934,
"m": 1.0
},
{
"p": 0.06810516864061356,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05747319757938385,
"m": 1.0
},
{
"p": 0.05347232520580292,
"m": 1.0
},
{
"p": 0.08706172555685043,
"m": 1.0
},
{
"p": 0.15570592880249023,
"m": 1.0
},
{
"p": 0.2839822471141815,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1765878200531006,
"val_loss": 0.7925885319709778,
"acc": 71.34,
"time": 109.37435356108472,
"param": [
{
"p": 0.16487623751163483,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06839296221733093,
"m": 1.0
},
{
"p": 0.00013039984332863241,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06220024451613426,
"m": 1.0
},
{
"p": 0.06051032617688179,
"m": 1.0
},
{
"p": 0.011507376097142696,
"m": 1.0
},
{
"p": 0.06790553778409958,
"m": 1.0
},
{
"p": 0.056678202003240585,
"m": 1.0
},
{
"p": 0.08757078647613525,
"m": 1.0
},
{
"p": 0.14047236740589142,
"m": 1.0
},
{
"p": 0.2751467823982239,
"m": 1.0
},
{
"p": 0.00460879085585475,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.9234454035758972,
"val_loss": 0.8155720233917236,
"acc": 70.46,
"time": 102.41903886501677,
"param": [
{
"p": 0.16989223659038544,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07645142823457718,
"m": 1.0
},
{
"p": 0.005382890347391367,
"m": 1.0
},
{
"p": 6.809326805523597e-06,
"m": 1.0
},
{
"p": 0.05458198860287666,
"m": 1.0
},
{
"p": 0.047208938747644424,
"m": 1.0
},
{
"p": 0.015715016052126884,
"m": 1.0
},
{
"p": 0.060932707041502,
"m": 1.0
},
{
"p": 0.049533940851688385,
"m": 1.0
},
{
"p": 0.08751966059207916,
"m": 1.0
},
{
"p": 0.1433749496936798,
"m": 1.0
},
{
"p": 0.27918535470962524,
"m": 1.0
},
{
"p": 0.010214108042418957,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.0323878526687622,
"val_loss": 0.9020025730133057,
"acc": 70.37,
"time": 105.58325326512568,
"param": [
{
"p": 0.17724619805812836,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10003601759672165,
"m": 1.0
},
{
"p": 0.004317861516028643,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.042929258197546005,
"m": 1.0
},
{
"p": 0.03409288451075554,
"m": 1.0
},
{
"p": 0.01597762107849121,
"m": 1.0
},
{
"p": 0.043085597455501556,
"m": 1.0
},
{
"p": 0.039525751024484634,
"m": 1.0
},
{
"p": 0.08816342800855637,
"m": 1.0
},
{
"p": 0.15522973239421844,
"m": 1.0
},
{
"p": 0.29826685786247253,
"m": 1.0
},
{
"p": 0.0011287855450063944,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.1131340265274048,
"val_loss": 0.8993469476699829,
"acc": 70.37,
"time": 104.6812075600028,
"param": [
{
"p": 0.18499374389648438,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11277852952480316,
"m": 1.0
},
{
"p": 0.0011754141887649894,
"m": 1.0
},
{
"p": 0.00262839556671679,
"m": 1.0
},
{
"p": 0.03050275519490242,
"m": 1.0
},
{
"p": 0.02764953300356865,
"m": 1.0
},
{
"p": 0.00921994261443615,
"m": 1.0
},
{
"p": 0.034466926008462906,
"m": 1.0
},
{
"p": 0.045438364148139954,
"m": 1.0
},
{
"p": 0.08570953458547592,
"m": 1.0
},
{
"p": 0.15592050552368164,
"m": 1.0
},
{
"p": 0.30951637029647827,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.8106701374053955,
"val_loss": 0.7864432334899902,
"acc": 71.32,
"time": 101.16532990895212,
"param": [
{
"p": 0.17457334697246552,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11262612789869308,
"m": 1.0
},
{
"p": 0.017480038106441498,
"m": 1.0
},
{
"p": 0.016827328130602837,
"m": 1.0
},
{
"p": 0.01763048954308033,
"m": 1.0
},
{
"p": 0.017998969182372093,
"m": 1.0
},
{
"p": 0.023938240483403206,
"m": 1.0
},
{
"p": 0.03190751373767853,
"m": 1.0
},
{
"p": 0.05387767776846886,
"m": 1.0
},
{
"p": 0.07877252995967865,
"m": 1.0
},
{
"p": 0.1563989222049713,
"m": 1.0
},
{
"p": 0.2979688048362732,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.8926827907562256,
"val_loss": 0.8304815292358398,
"acc": 70.91,
"time": 100.52176358085126,
"param": [
{
"p": 0.15114539861679077,
"m": 1.0
},
{
"p": 0.0036196373403072357,
"m": 1.0
},
{
"p": 0.09825664013624191,
"m": 1.0
},
{
"p": 0.030860282480716705,
"m": 1.0
},
{
"p": 0.03016207553446293,
"m": 1.0
},
{
"p": 0.018764067441225052,
"m": 1.0
},
{
"p": 0.02890814282000065,
"m": 1.0
},
{
"p": 0.03632846847176552,
"m": 1.0
},
{
"p": 0.03685901686549187,
"m": 1.0
},
{
"p": 0.0633099228143692,
"m": 1.0
},
{
"p": 0.08942406624555588,
"m": 1.0
},
{
"p": 0.14296096563339233,
"m": 1.0
},
{
"p": 0.25474274158477783,
"m": 1.0
},
{
"p": 0.014658567495644093,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.1805081367492676,
"val_loss": 0.8780632615089417,
"acc": 71.58,
"time": 102.48442222899757,
"param": [
{
"p": 0.12816496193408966,
"m": 1.0
},
{
"p": 0.01132936216890812,
"m": 1.0
},
{
"p": 0.08690093457698822,
"m": 1.0
},
{
"p": 0.05025609955191612,
"m": 1.0
},
{
"p": 0.045774828642606735,
"m": 1.0
},
{
"p": 0.033291470259428024,
"m": 1.0
},
{
"p": 0.04563216492533684,
"m": 1.0
},
{
"p": 0.04965114966034889,
"m": 1.0
},
{
"p": 0.049974583089351654,
"m": 1.0
},
{
"p": 0.06035303696990013,
"m": 1.0
},
{
"p": 0.08283931016921997,
"m": 1.0
},
{
"p": 0.1169242188334465,
"m": 1.0
},
{
"p": 0.1942853331565857,
"m": 1.0
},
{
"p": 0.04462248459458351,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.1842658519744873,
"val_loss": 0.842085599899292,
"acc": 71.38,
"time": 101.63520767097361,
"param": [
{
"p": 0.11963358521461487,
"m": 1.0
},
{
"p": 0.0222603939473629,
"m": 1.0
},
{
"p": 0.07409145683050156,
"m": 1.0
},
{
"p": 0.050241220742464066,
"m": 1.0
},
{
"p": 0.06332460045814514,
"m": 1.0
},
{
"p": 0.04818359389901161,
"m": 1.0
},
{
"p": 0.06109566241502762,
"m": 1.0
},
{
"p": 0.05716589093208313,
"m": 1.0
},
{
"p": 0.053558290004730225,
"m": 1.0
},
{
"p": 0.053117915987968445,
"m": 1.0
},
{
"p": 0.08068329095840454,
"m": 1.0
},
{
"p": 0.09869598597288132,
"m": 1.0
},
{
"p": 0.15527918934822083,
"m": 1.0
},
{
"p": 0.06266889721155167,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2930784225463867,
"val_loss": 0.8132005929946899,
"acc": 71.4,
"time": 101.75628277589567,
"param": [
{
"p": 0.1445767730474472,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.059030793607234955,
"m": 1.0
},
{
"p": 0.04833095893263817,
"m": 1.0
},
{
"p": 0.06787629425525665,
"m": 1.0
},
{
"p": 0.050697505474090576,
"m": 1.0
},
{
"p": 0.0776631161570549,
"m": 1.0
},
{
"p": 0.056979384273290634,
"m": 1.0
},
{
"p": 0.04906482994556427,
"m": 1.0
},
{
"p": 0.04350605979561806,
"m": 1.0
},
{
"p": 0.0694318413734436,
"m": 1.0
},
{
"p": 0.1034606471657753,
"m": 1.0
},
{
"p": 0.16788890957832336,
"m": 1.0
},
{
"p": 0.06149281933903694,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.1841999292373657,
"val_loss": 0.6815879940986633,
"acc": 71.76,
"time": 102.16282824613154,
"param": [
{
"p": 0.18781360983848572,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048569489270448685,
"m": 1.0
},
{
"p": 0.0307778213173151,
"m": 1.0
},
{
"p": 0.06140350177884102,
"m": 1.0
},
{
"p": 0.049580156803131104,
"m": 1.0
},
{
"p": 0.08596469461917877,
"m": 1.0
},
{
"p": 0.04236967861652374,
"m": 1.0
},
{
"p": 0.049652621150016785,
"m": 1.0
},
{
"p": 0.03377236798405647,
"m": 1.0
},
{
"p": 0.06137733533978462,
"m": 1.0
},
{
"p": 0.10791348665952682,
"m": 1.0
},
{
"p": 0.20478038489818573,
"m": 1.0
},
{
"p": 0.03602483496069908,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.219252586364746,
"val_loss": 0.8276262879371643,
"acc": 71.1,
"time": 101.51794429216534,
"param": [
{
"p": 0.21035705506801605,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048956502228975296,
"m": 1.0
},
{
"p": 0.024636870250105858,
"m": 1.0
},
{
"p": 0.05663525313138962,
"m": 1.0
},
{
"p": 0.055333275347948074,
"m": 1.0
},
{
"p": 0.08688465505838394,
"m": 1.0
},
{
"p": 0.03503084555268288,
"m": 1.0
},
{
"p": 0.0578501857817173,
"m": 1.0
},
{
"p": 0.02618609555065632,
"m": 1.0
},
{
"p": 0.05556255206465721,
"m": 1.0
},
{
"p": 0.09898591041564941,
"m": 1.0
},
{
"p": 0.22257661819458008,
"m": 1.0
},
{
"p": 0.021004121750593185,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.1140168905258179,
"val_loss": 0.7330659031867981,
"acc": 71.17,
"time": 106.72075306088664,
"param": [
{
"p": 0.2162613719701767,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04487663507461548,
"m": 1.0
},
{
"p": 0.027223657816648483,
"m": 1.0
},
{
"p": 0.05182729288935661,
"m": 1.0
},
{
"p": 0.06096694618463516,
"m": 1.0
},
{
"p": 0.09325727075338364,
"m": 1.0
},
{
"p": 0.024666709825396538,
"m": 1.0
},
{
"p": 0.06654538214206696,
"m": 1.0
},
{
"p": 0.025432392954826355,
"m": 1.0
},
{
"p": 0.04773302748799324,
"m": 1.0
},
{
"p": 0.1039801761507988,
"m": 1.0
},
{
"p": 0.2230643779039383,
"m": 1.0
},
{
"p": 0.014164709486067295,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9779035449028015,
"val_loss": 0.8240882158279419,
"acc": 71.67,
"time": 114.53250152990222,
"param": [
{
"p": 0.227268785238266,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0350627675652504,
"m": 1.0
},
{
"p": 0.02891264110803604,
"m": 1.0
},
{
"p": 0.05688868835568428,
"m": 1.0
},
{
"p": 0.057466648519039154,
"m": 1.0
},
{
"p": 0.10021065175533295,
"m": 1.0
},
{
"p": 0.014248931780457497,
"m": 1.0
},
{
"p": 0.07055230438709259,
"m": 1.0
},
{
"p": 0.03140499070286751,
"m": 1.0
},
{
"p": 0.050824739038944244,
"m": 1.0
},
{
"p": 0.10636917501688004,
"m": 1.0
},
{
"p": 0.22037485241889954,
"m": 1.0
},
{
"p": 0.00041490563307888806,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.2493714094161987,
"val_loss": 0.7331411838531494,
"acc": 71.11,
"time": 116.27922504302114,
"param": [
{
"p": 0.21156665682792664,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040333449840545654,
"m": 1.0
},
{
"p": 0.03929312527179718,
"m": 1.0
},
{
"p": 0.05763334408402443,
"m": 1.0
},
{
"p": 0.061403363943099976,
"m": 1.0
},
{
"p": 0.08757582306861877,
"m": 1.0
},
{
"p": 0.011736847460269928,
"m": 1.0
},
{
"p": 0.07606782764196396,
"m": 1.0
},
{
"p": 0.04916717857122421,
"m": 1.0
},
{
"p": 0.05691400170326233,
"m": 1.0
},
{
"p": 0.10591766983270645,
"m": 1.0
},
{
"p": 0.20075392723083496,
"m": 1.0
},
{
"p": 0.0016368378419429064,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.8837580680847168,
"val_loss": 0.723624050617218,
"acc": 71.09,
"time": 101.25877259299159,
"param": [
{
"p": 0.2268366813659668,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048549387603998184,
"m": 1.0
},
{
"p": 0.04392136260867119,
"m": 1.0
},
{
"p": 0.040720075368881226,
"m": 1.0
},
{
"p": 0.05643215402960777,
"m": 1.0
},
{
"p": 0.08798276633024216,
"m": 1.0
},
{
"p": 0.003805720480158925,
"m": 1.0
},
{
"p": 0.0815047025680542,
"m": 1.0
},
{
"p": 0.04098573699593544,
"m": 1.0
},
{
"p": 0.05231577530503273,
"m": 1.0
},
{
"p": 0.10922027379274368,
"m": 1.0
},
{
"p": 0.2077253758907318,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.9159693717956543,
"val_loss": 0.8798593878746033,
"acc": 72.35,
"time": 101.18761430098675,
"param": [
{
"p": 0.2153923511505127,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05608906224370003,
"m": 1.0
},
{
"p": 0.05634773150086403,
"m": 1.0
},
{
"p": 0.032366570085287094,
"m": 1.0
},
{
"p": 0.05346803367137909,
"m": 1.0
},
{
"p": 0.09702865034341812,
"m": 1.0
},
{
"p": 0.0048041935078799725,
"m": 1.0
},
{
"p": 0.08717815577983856,
"m": 1.0
},
{
"p": 0.03811322897672653,
"m": 1.0
},
{
"p": 0.05110781639814377,
"m": 1.0
},
{
"p": 0.1024370789527893,
"m": 1.0
},
{
"p": 0.20566712319850922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9444303512573242,
"val_loss": 0.6969537138938904,
"acc": 71.67,
"time": 103.23061399301514,
"param": [
{
"p": 0.2236821949481964,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.060151319950819016,
"m": 1.0
},
{
"p": 0.04126467555761337,
"m": 1.0
},
{
"p": 0.03446142002940178,
"m": 1.0
},
{
"p": 0.036721982061862946,
"m": 1.0
},
{
"p": 0.10085833072662354,
"m": 1.0
},
{
"p": 0.0013269501505419612,
"m": 1.0
},
{
"p": 0.09304694086313248,
"m": 1.0
},
{
"p": 0.04506991431117058,
"m": 1.0
},
{
"p": 0.0426529124379158,
"m": 1.0
},
{
"p": 0.10407385975122452,
"m": 1.0
},
{
"p": 0.21430779993534088,
"m": 1.0
},
{
"p": 0.0023817531764507294,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.3535690307617188,
"val_loss": 0.7486093044281006,
"acc": 71.75,
"time": 101.8495751679875,
"param": [
{
"p": 0.23421619832515717,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06899774074554443,
"m": 1.0
},
{
"p": 0.021938178688287735,
"m": 1.0
},
{
"p": 0.037978094071149826,
"m": 1.0
},
{
"p": 0.028520779684185982,
"m": 1.0
},
{
"p": 0.09759800881147385,
"m": 1.0
},
{
"p": 0.006121844984591007,
"m": 1.0
},
{
"p": 0.09018571674823761,
"m": 1.0
},
{
"p": 0.05109288915991783,
"m": 1.0
},
{
"p": 0.04208199679851532,
"m": 1.0
},
{
"p": 0.10752827674150467,
"m": 1.0
},
{
"p": 0.2137403041124344,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.734533965587616,
"val_loss": 0.8415205478668213,
"acc": 72.11,
"time": 102.08882320299745,
"param": [
{
"p": 0.25219520926475525,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07572206109762192,
"m": 1.0
},
{
"p": 0.0031656480859965086,
"m": 1.0
},
{
"p": 0.041913826018571854,
"m": 1.0
},
{
"p": 0.028409743681550026,
"m": 1.0
},
{
"p": 0.0985320582985878,
"m": 1.0
},
{
"p": 0.004122587852180004,
"m": 1.0
},
{
"p": 0.09026732295751572,
"m": 1.0
},
{
"p": 0.051002807915210724,
"m": 1.0
},
{
"p": 0.03740818053483963,
"m": 1.0
},
{
"p": 0.1127176433801651,
"m": 1.0
},
{
"p": 0.20454281568527222,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.0893704891204834,
"val_loss": 0.9028900265693665,
"acc": 71.81,
"time": 112.03871023003012,
"param": [
{
"p": 0.2545376718044281,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06430163979530334,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03982178866863251,
"m": 1.0
},
{
"p": 0.03133167698979378,
"m": 1.0
},
{
"p": 0.09497963637113571,
"m": 1.0
},
{
"p": 0.005149561446160078,
"m": 1.0
},
{
"p": 0.10518123209476471,
"m": 1.0
},
{
"p": 0.05912328138947487,
"m": 1.0
},
{
"p": 0.02452155016362667,
"m": 1.0
},
{
"p": 0.12177257239818573,
"m": 1.0
},
{
"p": 0.19559070467948914,
"m": 1.0
},
{
"p": 0.003688680473715067,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.13671875,
"val_loss": 0.8561111688613892,
"acc": 70.8,
"time": 103.64193837996572,
"param": [
{
"p": 0.2514582872390747,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07318921387195587,
"m": 1.0
},
{
"p": 0.002775089116767049,
"m": 1.0
},
{
"p": 0.036229170858860016,
"m": 1.0
},
{
"p": 0.04201168939471245,
"m": 1.0
},
{
"p": 0.07430420815944672,
"m": 1.0
},
{
"p": 0.002390594920143485,
"m": 1.0
},
{
"p": 0.11095374822616577,
"m": 1.0
},
{
"p": 0.07021632045507431,
"m": 1.0
},
{
"p": 0.008109788410365582,
"m": 1.0
},
{
"p": 0.12348558753728867,
"m": 1.0
},
{
"p": 0.19128091633319855,
"m": 1.0
},
{
"p": 0.013595395721495152,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.1809775829315186,
"val_loss": 0.7541784048080444,
"acc": 72.1,
"time": 104.4946613071952,
"param": [
{
"p": 0.26342833042144775,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08196131885051727,
"m": 1.0
},
{
"p": 0.008922670967876911,
"m": 1.0
},
{
"p": 0.02231581322848797,
"m": 1.0
},
{
"p": 0.040058862417936325,
"m": 1.0
},
{
"p": 0.05113300681114197,
"m": 1.0
},
{
"p": 0.005084080621600151,
"m": 1.0
},
{
"p": 0.11103830486536026,
"m": 1.0
},
{
"p": 0.07109455019235611,
"m": 1.0
},
{
"p": 0.006646933499723673,
"m": 1.0
},
{
"p": 0.12280599027872086,
"m": 1.0
},
{
"p": 0.19692201912403107,
"m": 1.0
},
{
"p": 0.018588101491332054,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.8988168239593506,
"val_loss": 0.7809957265853882,
"acc": 71.83,
"time": 110.36844142805785,
"param": [
{
"p": 0.2772228419780731,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07741729170084,
"m": 1.0
},
{
"p": 0.014755263924598694,
"m": 1.0
},
{
"p": 0.02129717916250229,
"m": 1.0
},
{
"p": 0.04616980999708176,
"m": 1.0
},
{
"p": 0.027017993852496147,
"m": 1.0
},
{
"p": 0.005810457281768322,
"m": 1.0
},
{
"p": 0.1005844846367836,
"m": 1.0
},
{
"p": 0.06852969527244568,
"m": 1.0
},
{
"p": 0.017765730619430542,
"m": 1.0
},
{
"p": 0.1295395940542221,
"m": 1.0
},
{
"p": 0.20511449873447418,
"m": 1.0
},
{
"p": 0.008775105699896812,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.1679471731185913,
"val_loss": 0.7942291498184204,
"acc": 71.78,
"time": 101.19961957796477,
"param": [
{
"p": 0.24439109861850739,
"m": 1.0
},
{
"p": 8.619252184871584e-05,
"m": 1.0
},
{
"p": 0.08068113774061203,
"m": 1.0
},
{
"p": 0.02405531331896782,
"m": 1.0
},
{
"p": 0.023415077477693558,
"m": 1.0
},
{
"p": 0.062050968408584595,
"m": 1.0
},
{
"p": 0.021245436742901802,
"m": 1.0
},
{
"p": 0.017476355656981468,
"m": 1.0
},
{
"p": 0.09350289404392242,
"m": 1.0
},
{
"p": 0.0719742476940155,
"m": 1.0
},
{
"p": 0.036733612418174744,
"m": 1.0
},
{
"p": 0.11982809007167816,
"m": 1.0
},
{
"p": 0.18481121957302094,
"m": 1.0
},
{
"p": 0.019748352468013763,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.0462995767593384,
"val_loss": 0.7934566140174866,
"acc": 71.77,
"time": 104.12740775384009,
"param": [
{
"p": 0.21561798453330994,
"m": 1.0
},
{
"p": 0.00023900160158518702,
"m": 1.0
},
{
"p": 0.07992831617593765,
"m": 1.0
},
{
"p": 0.03395027294754982,
"m": 1.0
},
{
"p": 0.030859414488077164,
"m": 1.0
},
{
"p": 0.06978712230920792,
"m": 1.0
},
{
"p": 0.021755946800112724,
"m": 1.0
},
{
"p": 0.0292560625821352,
"m": 1.0
},
{
"p": 0.08156227320432663,
"m": 1.0
},
{
"p": 0.08057630807161331,
"m": 1.0
},
{
"p": 0.045418642461299896,
"m": 1.0
},
{
"p": 0.11063547432422638,
"m": 1.0
},
{
"p": 0.16017134487628937,
"m": 1.0
},
{
"p": 0.04024185985326767,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.0899559259414673,
"val_loss": 0.7818171977996826,
"acc": 72.18,
"time": 109.70535778999329,
"param": [
{
"p": 0.19138586521148682,
"m": 1.0
},
{
"p": 9.364187280880287e-05,
"m": 1.0
},
{
"p": 0.08168762177228928,
"m": 1.0
},
{
"p": 0.03451807424426079,
"m": 1.0
},
{
"p": 0.050350580364465714,
"m": 1.0
},
{
"p": 0.06265289336442947,
"m": 1.0
},
{
"p": 0.031475622206926346,
"m": 1.0
},
{
"p": 0.044709619134664536,
"m": 1.0
},
{
"p": 0.07862282544374466,
"m": 1.0
},
{
"p": 0.08549114316701889,
"m": 1.0
},
{
"p": 0.049652282148599625,
"m": 1.0
},
{
"p": 0.10323977470397949,
"m": 1.0
},
{
"p": 0.1384214162826538,
"m": 1.0
},
{
"p": 0.047698624432086945,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.051766276359558,
"val_loss": 0.8864263892173767,
"acc": 71.93,
"time": 112.86829296196811,
"param": [
{
"p": 0.17680498957633972,
"m": 1.0
},
{
"p": 0.005063067190349102,
"m": 1.0
},
{
"p": 0.08913453668355942,
"m": 1.0
},
{
"p": 0.024633128196001053,
"m": 1.0
},
{
"p": 0.058097757399082184,
"m": 1.0
},
{
"p": 0.05282983183860779,
"m": 1.0
},
{
"p": 0.02068307064473629,
"m": 1.0
},
{
"p": 0.05350719764828682,
"m": 1.0
},
{
"p": 0.08128334581851959,
"m": 1.0
},
{
"p": 0.09385354071855545,
"m": 1.0
},
{
"p": 0.06396252661943436,
"m": 1.0
},
{
"p": 0.09790366888046265,
"m": 1.0
},
{
"p": 0.1334066092967987,
"m": 1.0
},
{
"p": 0.048836685717105865,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.0822232961654663,
"val_loss": 0.8781875371932983,
"acc": 70.88,
"time": 106.85925803286955,
"param": [
{
"p": 0.19175748527050018,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09916611760854721,
"m": 1.0
},
{
"p": 0.018499085679650307,
"m": 1.0
},
{
"p": 0.048641134053468704,
"m": 1.0
},
{
"p": 0.05047042667865753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05096225440502167,
"m": 1.0
},
{
"p": 0.08275344222784042,
"m": 1.0
},
{
"p": 0.11038531363010406,
"m": 1.0
},
{
"p": 0.07054898142814636,
"m": 1.0
},
{
"p": 0.09782419353723526,
"m": 1.0
},
{
"p": 0.13286042213439941,
"m": 1.0
},
{
"p": 0.04613105207681656,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.9776285886764526,
"val_loss": 0.8505303263664246,
"acc": 72.1,
"time": 117.84383055800572,
"param": [
{
"p": 0.18970711529254913,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10459891706705093,
"m": 1.0
},
{
"p": 0.0292059313505888,
"m": 1.0
},
{
"p": 0.04066505655646324,
"m": 1.0
},
{
"p": 0.062377844005823135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03880176320672035,
"m": 1.0
},
{
"p": 0.08387690037488937,
"m": 1.0
},
{
"p": 0.1135239377617836,
"m": 1.0
},
{
"p": 0.07797987759113312,
"m": 1.0
},
{
"p": 0.08637978881597519,
"m": 1.0
},
{
"p": 0.125334233045578,
"m": 1.0
},
{
"p": 0.04754860699176788,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.2611255645751953,
"val_loss": 0.858605146408081,
"acc": 72.33,
"time": 118.17687863414176,
"param": [
{
"p": 0.18700557947158813,
"m": 1.0
},
{
"p": 0.0004984908155165613,
"m": 1.0
},
{
"p": 0.09367980062961578,
"m": 1.0
},
{
"p": 0.036673858761787415,
"m": 1.0
},
{
"p": 0.03930216655135155,
"m": 1.0
},
{
"p": 0.07105658948421478,
"m": 1.0
},
{
"p": 0.006839757785201073,
"m": 1.0
},
{
"p": 0.02461407147347927,
"m": 1.0
},
{
"p": 0.08413538336753845,
"m": 1.0
},
{
"p": 0.11073046177625656,
"m": 1.0
},
{
"p": 0.09378708153963089,
"m": 1.0
},
{
"p": 0.07957392930984497,
"m": 1.0
},
{
"p": 0.12904120981693268,
"m": 1.0
},
{
"p": 0.04306161403656006,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.9689866304397583,
"val_loss": 0.7192879915237427,
"acc": 72.22,
"time": 110.35288464417681,
"param": [
{
"p": 0.17495690286159515,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08817178010940552,
"m": 1.0
},
{
"p": 0.03147830441594124,
"m": 1.0
},
{
"p": 0.04258248209953308,
"m": 1.0
},
{
"p": 0.075638547539711,
"m": 1.0
},
{
"p": 0.03660278394818306,
"m": 1.0
},
{
"p": 0.007296257186681032,
"m": 1.0
},
{
"p": 0.08278314769268036,
"m": 1.0
},
{
"p": 0.1070675253868103,
"m": 1.0
},
{
"p": 0.10342425107955933,
"m": 1.0
},
{
"p": 0.08197760581970215,
"m": 1.0
},
{
"p": 0.12859919667243958,
"m": 1.0
},
{
"p": 0.039421189576387405,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.046021580696106,
"val_loss": 0.7580755352973938,
"acc": 72.37,
"time": 102.9317291721236,
"param": [
{
"p": 0.15436960756778717,
"m": 1.0
},
{
"p": 0.001154519384726882,
"m": 1.0
},
{
"p": 0.07945185154676437,
"m": 1.0
},
{
"p": 0.030199268832802773,
"m": 1.0
},
{
"p": 0.04903200641274452,
"m": 1.0
},
{
"p": 0.08195004612207413,
"m": 1.0
},
{
"p": 0.06010155379772186,
"m": 1.0
},
{
"p": 0.012507864274084568,
"m": 1.0
},
{
"p": 0.07188282161951065,
"m": 1.0
},
{
"p": 0.11455727368593216,
"m": 1.0
},
{
"p": 0.09846717119216919,
"m": 1.0
},
{
"p": 0.09312933683395386,
"m": 1.0
},
{
"p": 0.11447429656982422,
"m": 1.0
},
{
"p": 0.0387224480509758,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0685535669326782,
"val_loss": 0.6448164582252502,
"acc": 72.28,
"time": 108.50669615110382,
"param": [
{
"p": 0.12758679687976837,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07498327642679214,
"m": 1.0
},
{
"p": 0.03395812585949898,
"m": 1.0
},
{
"p": 0.04736730083823204,
"m": 1.0
},
{
"p": 0.09174487739801407,
"m": 1.0
},
{
"p": 0.08449169993400574,
"m": 1.0
},
{
"p": 0.026097461581230164,
"m": 1.0
},
{
"p": 0.05116259306669235,
"m": 1.0
},
{
"p": 0.1121894046664238,
"m": 1.0
},
{
"p": 0.08760485798120499,
"m": 1.0
},
{
"p": 0.09873305261135101,
"m": 1.0
},
{
"p": 0.11114457994699478,
"m": 1.0
},
{
"p": 0.05293608084321022,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9725558161735535,
"val_loss": 0.8181955218315125,
"acc": 72.7,
"time": 103.04038216196932,
"param": [
{
"p": 0.11655522882938385,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0731109008193016,
"m": 1.0
},
{
"p": 0.033118829131126404,
"m": 1.0
},
{
"p": 0.03441562503576279,
"m": 1.0
},
{
"p": 0.09812751412391663,
"m": 1.0
},
{
"p": 0.0996164083480835,
"m": 1.0
},
{
"p": 0.03838794305920601,
"m": 1.0
},
{
"p": 0.03651406615972519,
"m": 1.0
},
{
"p": 0.10679014772176743,
"m": 1.0
},
{
"p": 0.08985676616430283,
"m": 1.0
},
{
"p": 0.10238724201917648,
"m": 1.0
},
{
"p": 0.11463373899459839,
"m": 1.0
},
{
"p": 0.056485582143068314,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.2359654903411865,
"val_loss": 0.6924752593040466,
"acc": 72.44,
"time": 105.17803839291446,
"param": [
{
"p": 0.10782624036073685,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07361061125993729,
"m": 1.0
},
{
"p": 0.015808461233973503,
"m": 1.0
},
{
"p": 0.02244914323091507,
"m": 1.0
},
{
"p": 0.10340416431427002,
"m": 1.0
},
{
"p": 0.1057313084602356,
"m": 1.0
},
{
"p": 0.04534076154232025,
"m": 1.0
},
{
"p": 0.027377959340810776,
"m": 1.0
},
{
"p": 0.10153834521770477,
"m": 1.0
},
{
"p": 0.08684711158275604,
"m": 1.0
},
{
"p": 0.11742299795150757,
"m": 1.0
},
{
"p": 0.14473026990890503,
"m": 1.0
},
{
"p": 0.04791263863444328,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.1810295581817627,
"val_loss": 0.8391324281692505,
"acc": 72.01,
"time": 104.8875020579435,
"param": [
{
"p": 0.1025719940662384,
"m": 1.0
},
{
"p": 0.00035767219378612936,
"m": 1.0
},
{
"p": 0.06219295784831047,
"m": 1.0
},
{
"p": 0.010728610679507256,
"m": 1.0
},
{
"p": 0.021887212991714478,
"m": 1.0
},
{
"p": 0.09724745154380798,
"m": 1.0
},
{
"p": 0.10451853275299072,
"m": 1.0
},
{
"p": 0.060703620314598083,
"m": 1.0
},
{
"p": 0.035883981734514236,
"m": 1.0
},
{
"p": 0.09804277122020721,
"m": 1.0
},
{
"p": 0.07929348200559616,
"m": 1.0
},
{
"p": 0.13321436941623688,
"m": 1.0
},
{
"p": 0.16183699667453766,
"m": 1.0
},
{
"p": 0.031520333141088486,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0159989595413208,
"val_loss": 0.8081845641136169,
"acc": 71.95,
"time": 102.93179244501516,
"param": [
{
"p": 0.10268557071685791,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05432726815342903,
"m": 1.0
},
{
"p": 0.008780939504504204,
"m": 1.0
},
{
"p": 0.008192239329218864,
"m": 1.0
},
{
"p": 0.09664088487625122,
"m": 1.0
},
{
"p": 0.09741129726171494,
"m": 1.0
},
{
"p": 0.06719057261943817,
"m": 1.0
},
{
"p": 0.045295875519514084,
"m": 1.0
},
{
"p": 0.11420390754938126,
"m": 1.0
},
{
"p": 0.0648784190416336,
"m": 1.0
},
{
"p": 0.138319730758667,
"m": 1.0
},
{
"p": 0.18045839667320251,
"m": 1.0
},
{
"p": 0.021614953875541687,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.020033359527588,
"val_loss": 0.7656049132347107,
"acc": 73.51,
"time": 112.08919519698247,
"param": [
{
"p": 0.10345232486724854,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04621144384145737,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11212974786758423,
"m": 1.0
},
{
"p": 0.10212784260511398,
"m": 1.0
},
{
"p": 0.07383020967245102,
"m": 1.0
},
{
"p": 0.040645770728588104,
"m": 1.0
},
{
"p": 0.11751465499401093,
"m": 1.0
},
{
"p": 0.05044172331690788,
"m": 1.0
},
{
"p": 0.15067091584205627,
"m": 1.0
},
{
"p": 0.2029753476381302,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.1568948030471802,
"val_loss": 0.7655642628669739,
"acc": 72.27,
"time": 117.22418510401621,
"param": [
{
"p": 0.08548613637685776,
"m": 1.0
},
{
"p": 0.006062183063477278,
"m": 1.0
},
{
"p": 0.03241433948278427,
"m": 1.0
},
{
"p": 0.0006138486205600202,
"m": 1.0
},
{
"p": 0.016490362584590912,
"m": 1.0
},
{
"p": 0.11341927945613861,
"m": 1.0
},
{
"p": 0.10733521729707718,
"m": 1.0
},
{
"p": 0.07116999477148056,
"m": 1.0
},
{
"p": 0.041318606585264206,
"m": 1.0
},
{
"p": 0.11789936572313309,
"m": 1.0
},
{
"p": 0.04656216874718666,
"m": 1.0
},
{
"p": 0.14809468388557434,
"m": 1.0
},
{
"p": 0.20571014285087585,
"m": 1.0
},
{
"p": 0.0074236150830984116,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.0587867498397827,
"val_loss": 0.7169859409332275,
"acc": 73.38,
"time": 103.03990723891184,
"param": [
{
"p": 0.06879308819770813,
"m": 1.0
},
{
"p": 0.005673141218721867,
"m": 1.0
},
{
"p": 0.019344426691532135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02178015001118183,
"m": 1.0
},
{
"p": 0.12259076535701752,
"m": 1.0
},
{
"p": 0.10910934954881668,
"m": 1.0
},
{
"p": 0.06945672631263733,
"m": 1.0
},
{
"p": 0.04656921699643135,
"m": 1.0
},
{
"p": 0.12752681970596313,
"m": 1.0
},
{
"p": 0.044708918780088425,
"m": 1.0
},
{
"p": 0.14142562448978424,
"m": 1.0
},
{
"p": 0.21584410965442657,
"m": 1.0
},
{
"p": 0.007177785970270634,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.9538052678108215,
"val_loss": 0.8711292743682861,
"acc": 72.87,
"time": 102.3917300410103,
"param": [
{
"p": 0.05874396860599518,
"m": 1.0
},
{
"p": 7.929441198939458e-05,
"m": 1.0
},
{
"p": 0.015152559615671635,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008434110321104527,
"m": 1.0
},
{
"p": 0.13002830743789673,
"m": 1.0
},
{
"p": 0.10670042037963867,
"m": 1.0
},
{
"p": 0.061526864767074585,
"m": 1.0
},
{
"p": 0.04669330269098282,
"m": 1.0
},
{
"p": 0.13888385891914368,
"m": 1.0
},
{
"p": 0.04447606950998306,
"m": 1.0
},
{
"p": 0.14508019387722015,
"m": 1.0
},
{
"p": 0.2354636937379837,
"m": 1.0
},
{
"p": 0.008737378753721714,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9621447324752808,
"val_loss": 0.9166927337646484,
"acc": 72.71,
"time": 101.07903516688384,
"param": [
{
"p": 0.06253261119127274,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019371265545487404,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1221221312880516,
"m": 1.0
},
{
"p": 0.10235928744077682,
"m": 1.0
},
{
"p": 0.061211634427309036,
"m": 1.0
},
{
"p": 0.04963915795087814,
"m": 1.0
},
{
"p": 0.1288539171218872,
"m": 1.0
},
{
"p": 0.05229981243610382,
"m": 1.0
},
{
"p": 0.14009477198123932,
"m": 1.0
},
{
"p": 0.2532884478569031,
"m": 1.0
},
{
"p": 0.00822693482041359,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.8999528288841248,
"val_loss": 0.7362779378890991,
"acc": 71.95,
"time": 112.75715286796913,
"param": [
{
"p": 0.0804155245423317,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.028737852349877357,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1099630743265152,
"m": 1.0
},
{
"p": 0.10266610234975815,
"m": 1.0
},
{
"p": 0.0470757894217968,
"m": 1.0
},
{
"p": 0.052695177495479584,
"m": 1.0
},
{
"p": 0.12435836344957352,
"m": 1.0
},
{
"p": 0.0437035895884037,
"m": 1.0
},
{
"p": 0.13430818915367126,
"m": 1.0
},
{
"p": 0.26719212532043457,
"m": 1.0
},
{
"p": 0.008884181268513203,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.2668251991271973,
"val_loss": 0.8175599575042725,
"acc": 72.17,
"time": 102.79048543795943,
"param": [
{
"p": 0.09458029270172119,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05587410926818848,
"m": 1.0
},
{
"p": 0.01618563011288643,
"m": 1.0
},
{
"p": 0.010750687681138515,
"m": 1.0
},
{
"p": 0.09838394820690155,
"m": 1.0
},
{
"p": 0.07948953658342361,
"m": 1.0
},
{
"p": 0.041067492216825485,
"m": 1.0
},
{
"p": 0.06570707261562347,
"m": 1.0
},
{
"p": 0.11855579912662506,
"m": 1.0
},
{
"p": 0.053272996097803116,
"m": 1.0
},
{
"p": 0.11211580038070679,
"m": 1.0
},
{
"p": 0.22355028986930847,
"m": 1.0
},
{
"p": 0.03046630136668682,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.9412722587585449,
"val_loss": 0.6498746871948242,
"acc": 73.13,
"time": 102.3261250210926,
"param": [
{
"p": 0.10350784659385681,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07811777293682098,
"m": 1.0
},
{
"p": 0.027996862307190895,
"m": 1.0
},
{
"p": 0.008258062414824963,
"m": 1.0
},
{
"p": 0.08971896022558212,
"m": 1.0
},
{
"p": 0.06529467552900314,
"m": 1.0
},
{
"p": 0.03352176025509834,
"m": 1.0
},
{
"p": 0.08169589191675186,
"m": 1.0
},
{
"p": 0.1161976084113121,
"m": 1.0
},
{
"p": 0.05756239593029022,
"m": 1.0
},
{
"p": 0.09781397879123688,
"m": 1.0
},
{
"p": 0.19845619797706604,
"m": 1.0
},
{
"p": 0.04185795038938522,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.0165725946426392,
"val_loss": 0.8194580078125,
"acc": 72.54,
"time": 105.84361010510474,
"param": [
{
"p": 0.1138787716627121,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09179186820983887,
"m": 1.0
},
{
"p": 0.026244865730404854,
"m": 1.0
},
{
"p": 0.004854169208556414,
"m": 1.0
},
{
"p": 0.0828162282705307,
"m": 1.0
},
{
"p": 0.06077030673623085,
"m": 1.0
},
{
"p": 0.02279331535100937,
"m": 1.0
},
{
"p": 0.07636105269193649,
"m": 1.0
},
{
"p": 0.1219022125005722,
"m": 1.0
},
{
"p": 0.05485902726650238,
"m": 1.0
},
{
"p": 0.10313895344734192,
"m": 1.0
},
{
"p": 0.1933499127626419,
"m": 1.0
},
{
"p": 0.04723938927054405,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.003404974937439,
"val_loss": 0.9385215044021606,
"acc": 72.83,
"time": 108.24404843896627,
"param": [
{
"p": 0.12288233637809753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09600067138671875,
"m": 1.0
},
{
"p": 0.01658814214169979,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07917281985282898,
"m": 1.0
},
{
"p": 0.06058865413069725,
"m": 1.0
},
{
"p": 0.027167558670043945,
"m": 1.0
},
{
"p": 0.06639500707387924,
"m": 1.0
},
{
"p": 0.13557296991348267,
"m": 1.0
},
{
"p": 0.043565813452005386,
"m": 1.0
},
{
"p": 0.09622826427221298,
"m": 1.0
},
{
"p": 0.193324014544487,
"m": 1.0
},
{
"p": 0.0625138133764267,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.01981782913208,
"val_loss": 0.7660973072052002,
"acc": 72.89,
"time": 117.57058207690716,
"param": [
{
"p": 0.11430177837610245,
"m": 1.0
},
{
"p": 0.00025915910373441875,
"m": 1.0
},
{
"p": 0.10681623220443726,
"m": 1.0
},
{
"p": 0.020518189296126366,
"m": 1.0
},
{
"p": 0.005752959288656712,
"m": 1.0
},
{
"p": 0.07173533737659454,
"m": 1.0
},
{
"p": 0.06415779888629913,
"m": 1.0
},
{
"p": 0.03766057640314102,
"m": 1.0
},
{
"p": 0.06729406863451004,
"m": 1.0
},
{
"p": 0.13347306847572327,
"m": 1.0
},
{
"p": 0.029348088428378105,
"m": 1.0
},
{
"p": 0.09328746050596237,
"m": 1.0
},
{
"p": 0.18113215267658234,
"m": 1.0
},
{
"p": 0.07426310330629349,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.9347483515739441,
"val_loss": 0.7242154479026794,
"acc": 73.33,
"time": 115.98965945001692,
"param": [
{
"p": 0.10454437136650085,
"m": 1.0
},
{
"p": 0.007851621136069298,
"m": 1.0
},
{
"p": 0.10734819620847702,
"m": 1.0
},
{
"p": 0.026388414204120636,
"m": 1.0
},
{
"p": 0.010379917919635773,
"m": 1.0
},
{
"p": 0.0700077936053276,
"m": 1.0
},
{
"p": 0.06832180172204971,
"m": 1.0
},
{
"p": 0.04460250958800316,
"m": 1.0
},
{
"p": 0.06579373776912689,
"m": 1.0
},
{
"p": 0.12476973980665207,
"m": 1.0
},
{
"p": 0.03966871649026871,
"m": 1.0
},
{
"p": 0.09874944388866425,
"m": 1.0
},
{
"p": 0.16783884167671204,
"m": 1.0
},
{
"p": 0.06373485177755356,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.031511664390564,
"val_loss": 0.7399795055389404,
"acc": 73.26,
"time": 113.8272999220062,
"param": [
{
"p": 0.10436666011810303,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10250580310821533,
"m": 1.0
},
{
"p": 0.021498920395970345,
"m": 1.0
},
{
"p": 0.007105474825948477,
"m": 1.0
},
{
"p": 0.06687100231647491,
"m": 1.0
},
{
"p": 0.06789682060480118,
"m": 1.0
},
{
"p": 0.054360076785087585,
"m": 1.0
},
{
"p": 0.06923383474349976,
"m": 1.0
},
{
"p": 0.12334910035133362,
"m": 1.0
},
{
"p": 0.048302941024303436,
"m": 1.0
},
{
"p": 0.10624299198389053,
"m": 1.0
},
{
"p": 0.17130780220031738,
"m": 1.0
},
{
"p": 0.056958626955747604,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1940038204193115,
"val_loss": 0.6167949438095093,
"acc": 73.53,
"time": 101.7137127679307,
"param": [
{
"p": 0.10906150937080383,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09836780279874802,
"m": 1.0
},
{
"p": 0.0028631386812776327,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06783769279718399,
"m": 1.0
},
{
"p": 0.05837630480527878,
"m": 1.0
},
{
"p": 0.08141785115003586,
"m": 1.0
},
{
"p": 0.08345067501068115,
"m": 1.0
},
{
"p": 0.12195142358541489,
"m": 1.0
},
{
"p": 0.04116456210613251,
"m": 1.0
},
{
"p": 0.1128096804022789,
"m": 1.0
},
{
"p": 0.17498259246349335,
"m": 1.0
},
{
"p": 0.04771685600280762,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.8662150502204895,
"val_loss": 0.8507689833641052,
"acc": 72.8,
"time": 109.08675052481703,
"param": [
{
"p": 0.12366869300603867,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10169737786054611,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06685999035835266,
"m": 1.0
},
{
"p": 0.05432909354567528,
"m": 1.0
},
{
"p": 0.0858360230922699,
"m": 1.0
},
{
"p": 0.09623251855373383,
"m": 1.0
},
{
"p": 0.11744479835033417,
"m": 1.0
},
{
"p": 0.035113103687763214,
"m": 1.0
},
{
"p": 0.11392737925052643,
"m": 1.0
},
{
"p": 0.16534121334552765,
"m": 1.0
},
{
"p": 0.03954978287220001,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.2667421102523804,
"val_loss": 0.8721948266029358,
"acc": 73.07,
"time": 108.80831868504174,
"param": [
{
"p": 0.13966621458530426,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09974267333745956,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06200642138719559,
"m": 1.0
},
{
"p": 0.04491030424833298,
"m": 1.0
},
{
"p": 0.08729550987482071,
"m": 1.0
},
{
"p": 0.10162553191184998,
"m": 1.0
},
{
"p": 0.11481045931577682,
"m": 1.0
},
{
"p": 0.04166484251618385,
"m": 1.0
},
{
"p": 0.11998863518238068,
"m": 1.0
},
{
"p": 0.15094907581806183,
"m": 1.0
},
{
"p": 0.03734039142727852,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink