mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
143 KiB
JSON
Executable file
9776 lines
No EOL
143 KiB
JSON
Executable file
{
|
|
"Accuracy": 71.11,
|
|
"Time": [
|
|
77.47798845812989,
|
|
6.871540907385639
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.1896474361419678,
|
|
"val_loss": 2.2624692916870117,
|
|
"acc": 18.79,
|
|
"time": 74.4094324610196,
|
|
"param": [
|
|
{
|
|
"p": 0.0924602672457695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040218885987997055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1040828600525856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06229139119386673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031512301415205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09905346482992172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11010003834962845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07819990813732147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06222882494330406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10274212062358856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10008624196052551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165268808603287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045371100306510925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.004987955093384,
|
|
"val_loss": 2.0704128742218018,
|
|
"acc": 24.96,
|
|
"time": 73.99926015594974,
|
|
"param": [
|
|
{
|
|
"p": 0.07087250053882599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07096301019191742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04154105857014656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05534232780337334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10060480982065201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0391414575278759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712919473648071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539692312479019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020820140838623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09049004316329956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09965706616640091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045132044702768326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0854434072971344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08807791769504547,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.8978054523468018,
|
|
"val_loss": 1.8753741979599,
|
|
"acc": 31.2,
|
|
"time": 71.93715016916394,
|
|
"param": [
|
|
{
|
|
"p": 0.07281246036291122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014255814254283905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09194136410951614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0932583436369896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06442327052354813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0848211795091629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06703350692987442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07262030988931656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06937134265899658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0913732498884201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10183951258659363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07338128238916397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06327400356531143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03959430754184723,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.819202184677124,
|
|
"val_loss": 1.8233797550201416,
|
|
"acc": 32.78,
|
|
"time": 88.88754613790661,
|
|
"param": [
|
|
{
|
|
"p": 0.061436090618371964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09715976566076279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06863807886838913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02206927351653576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12278827279806137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026134656742215157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10575921833515167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10531815886497498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06055251881480217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15018439292907715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01886286959052086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1610967218875885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.7128956317901611,
|
|
"val_loss": 1.6973083019256592,
|
|
"acc": 39.27,
|
|
"time": 91.93992062984034,
|
|
"param": [
|
|
{
|
|
"p": 0.14357970654964447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006139008793979883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05920373275876045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09358508139848709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015237662009894848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701174169778824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053942497819662094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1529894918203354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11235254257917404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07647436857223511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049697231501340866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0457037091255188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12779712677001953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.6964250802993774,
|
|
"val_loss": 1.5994179248809814,
|
|
"acc": 43.85,
|
|
"time": 90.3438499411568,
|
|
"param": [
|
|
{
|
|
"p": 0.1108226552605629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04313309118151665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11208358407020569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05882105603814125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452968508005142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07844612747430801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591212749481201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08700267970561981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796007439494133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09297968447208405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1104784607887268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060207050293684006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02598315104842186,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.7274538278579712,
|
|
"val_loss": 1.55510413646698,
|
|
"acc": 45.19,
|
|
"time": 73.90992043004371,
|
|
"param": [
|
|
{
|
|
"p": 0.09424161911010742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393360137939453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0984579473733902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025354331359267235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005196774378418922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07237201929092407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430443167686462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0769173875451088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08866365253925323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849149078130722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05966539308428764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07390449196100235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10680612921714783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06526737660169601,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.5856386423110962,
|
|
"val_loss": 1.5212527513504028,
|
|
"acc": 46.56,
|
|
"time": 71.95242594904266,
|
|
"param": [
|
|
{
|
|
"p": 0.08900602161884308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00611033895984292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06308751553297043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08109574019908905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04630787670612335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04921542480587959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10102113336324692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207444101572037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09758300334215164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07228311896324158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12599816918373108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.089422807097435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09679433703422546,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.4266624450683594,
|
|
"val_loss": 1.4670279026031494,
|
|
"acc": 48.24,
|
|
"time": 83.63208847702481,
|
|
"param": [
|
|
{
|
|
"p": 0.08273690938949585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05421289801597595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09556704759597778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0821823924779892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01964489370584488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04800117388367653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08581647276878357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09418418258428574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055429499596357346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07624946534633636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05872343108057976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10199481248855591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158617466688156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06367062777280807,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.6778310537338257,
|
|
"val_loss": 1.471978783607483,
|
|
"acc": 49.0,
|
|
"time": 73.757381639909,
|
|
"param": [
|
|
{
|
|
"p": 0.09507138282060623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939095258712769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.083727166056633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05722585320472717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005888061597943306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08468051999807358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0873640775680542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11232539266347885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05865985527634621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058381740003824234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04882006719708443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240278273820877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09748846292495728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685737282037735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.665388584136963,
|
|
"val_loss": 1.4179362058639526,
|
|
"acc": 49.71,
|
|
"time": 79.69264089688659,
|
|
"param": [
|
|
{
|
|
"p": 0.08022637665271759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02072889544069767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041389793157577515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07534415274858475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011381135322153568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743626087903976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10546477884054184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795639157295227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667296051979065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07410818338394165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08749499917030334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838913545012474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09602861106395721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10021188110113144,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.3872687816619873,
|
|
"val_loss": 1.3858178853988647,
|
|
"acc": 50.5,
|
|
"time": 72.75709352898411,
|
|
"param": [
|
|
{
|
|
"p": 0.0662793219089508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02581954374909401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10417819023132324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06760529428720474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0816667377948761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07305321097373962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08716034144163132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09448220580816269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09611055254936218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05651978775858879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09132388979196548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09066659957170486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06513424217700958,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.565476655960083,
|
|
"val_loss": 1.466271162033081,
|
|
"acc": 50.84,
|
|
"time": 84.28967246389948,
|
|
"param": [
|
|
{
|
|
"p": 0.10012201219797134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016868719831109047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168970257043839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06804170459508896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02188989706337452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061865270137786865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09483719617128372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09247149527072906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07765553891658783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08129794895648956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06533516198396683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08084984868764877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09328140318393707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07379412651062012,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.4808025360107422,
|
|
"val_loss": 1.37649667263031,
|
|
"acc": 51.41,
|
|
"time": 74.63409169390798,
|
|
"param": [
|
|
{
|
|
"p": 0.11414042115211487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041081830859184265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08768141269683838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05857137218117714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03166652470827103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07658660411834717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05014432594180107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07673677802085876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281836658716202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11307583004236221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05033046007156372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09989125281572342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06272955238819122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054545339196920395,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.5310287475585938,
|
|
"val_loss": 1.203533411026001,
|
|
"acc": 54.87,
|
|
"time": 84.18444324098527,
|
|
"param": [
|
|
{
|
|
"p": 0.06968022137880325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031011434271931648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10414235293865204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05130419135093689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000764730735681951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07104966044425964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055679842829704285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08062798529863358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892489641904831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08984308689832687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135213911533356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10839573293924332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11270192265510559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845218226313591,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.3203173875808716,
|
|
"val_loss": 1.2873961925506592,
|
|
"acc": 53.79,
|
|
"time": 74.32712532184087,
|
|
"param": [
|
|
{
|
|
"p": 0.10399836301803589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044977691024541855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09720437228679657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776316300034523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04666641727089882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055922504514455795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08654826134443283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07873331755399704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302397698163986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08337479084730148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042539164423942566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.069428451359272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08901883661746979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060932308435440063,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.2051984071731567,
|
|
"val_loss": 1.244176983833313,
|
|
"acc": 53.97,
|
|
"time": 80.07953639212064,
|
|
"param": [
|
|
{
|
|
"p": 0.08077270537614822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048025570809841156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050442539155483246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284022867679596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07761847972869873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08620406687259674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10100959241390228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711888000369072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246421277523041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08848967403173447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08968852460384369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926570624113083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0819898247718811,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.3008815050125122,
|
|
"val_loss": 1.1968786716461182,
|
|
"acc": 56.76,
|
|
"time": 73.69602892897092,
|
|
"param": [
|
|
{
|
|
"p": 0.07721581310033798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047009050846099854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08769509196281433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07994901388883591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04961137846112251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06580759584903717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213462889194489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119973003864288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049536265432834625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1033843606710434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07817195355892181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06832760572433472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0974002555012703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052557189017534256,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.3506801128387451,
|
|
"val_loss": 1.3113089799880981,
|
|
"acc": 56.63,
|
|
"time": 73.24169950000942,
|
|
"param": [
|
|
{
|
|
"p": 0.07339701801538467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0510261245071888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07344722747802734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05353839322924614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04958160221576691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042376674711704254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708574578166008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0830172598361969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08869524300098419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09183381497859955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08159203827381134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0633867084980011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10231012105941772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07494039833545685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.4357261657714844,
|
|
"val_loss": 1.3297810554504395,
|
|
"acc": 57.31,
|
|
"time": 73.6921290520113,
|
|
"param": [
|
|
{
|
|
"p": 0.09422732144594193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04257490858435631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12921953201293945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040122684091329575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03072977066040039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046072423458099365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698203518986702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12153370678424835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09592320024967194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05773787945508957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08784320950508118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07077056169509888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707722082734108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04265229031443596,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.332639455795288,
|
|
"val_loss": 1.2219890356063843,
|
|
"acc": 58.36,
|
|
"time": 81.53275458491407,
|
|
"param": [
|
|
{
|
|
"p": 0.06897059828042984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775704771280289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07446342706680298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06889422982931137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04219870641827583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522974699735641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867062360048294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057385630905628204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05018679052591324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08007671684026718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08641287684440613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08887636661529541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07547441124916077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736724823713303,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.2973061800003052,
|
|
"val_loss": 1.1856248378753662,
|
|
"acc": 59.53,
|
|
"time": 77.8052993491292,
|
|
"param": [
|
|
{
|
|
"p": 0.0944335088133812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041135285049676895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09357574582099915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07554648071527481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02543250098824501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05736026540398598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07290048152208328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345079630613327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028060520067811012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07546471059322357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061593033373355865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10538194328546524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08122537285089493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11443939059972763,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.2111351490020752,
|
|
"val_loss": 1.031946063041687,
|
|
"acc": 58.2,
|
|
"time": 86.63177062897012,
|
|
"param": [
|
|
{
|
|
"p": 0.0787242203950882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058287762105464935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801069363951683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560473144054413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04674080014228821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08736312389373779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08278577029705048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051202788949012756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0477018840610981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0691896602511406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07578983157873154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743268460035324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10055883228778839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07851094007492065,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.211995244026184,
|
|
"val_loss": 1.1076562404632568,
|
|
"acc": 61.04,
|
|
"time": 93.3696657360997,
|
|
"param": [
|
|
{
|
|
"p": 0.10705412924289703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03179828077554703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318541944026947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053851474076509476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038003433495759964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05910766124725342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08494605123996735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616372406482697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09638436138629913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07656822353601456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06814373284578323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06936022639274597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0862535610795021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0691797286272049,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.1152294874191284,
|
|
"val_loss": 1.2119503021240234,
|
|
"acc": 59.34,
|
|
"time": 73.76183607289568,
|
|
"param": [
|
|
{
|
|
"p": 0.07102654874324799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05785100907087326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07555592060089111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07692403346300125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03459497541189194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06194848567247391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08217987418174744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698452964425087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124868035316467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07918631285429001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09442318230867386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709129124879837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08719629794359207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710644066333771,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.333054780960083,
|
|
"val_loss": 1.087363839149475,
|
|
"acc": 60.36,
|
|
"time": 74.1043547920417,
|
|
"param": [
|
|
{
|
|
"p": 0.0790862888097763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06131339073181152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07945150136947632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06621771305799484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04528993368148804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09488699585199356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06421954929828644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0818367451429367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04928294196724892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0863792896270752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07444354891777039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06876493245363235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10821419954299927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04061293229460716,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.3142008781433105,
|
|
"val_loss": 1.081728219985962,
|
|
"acc": 60.7,
|
|
"time": 75.25287954509258,
|
|
"param": [
|
|
{
|
|
"p": 0.10165721923112869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026251893490552902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0980352833867073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048504240810871124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038256339728832245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062488097697496414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020662561058998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124535530805588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06933619827032089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061573754996061325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09588423371315002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1039460301399231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0864131823182106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662015900015831,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.1929277181625366,
|
|
"val_loss": 1.0749459266662598,
|
|
"acc": 61.76,
|
|
"time": 77.86271828995086,
|
|
"param": [
|
|
{
|
|
"p": 0.0818459689617157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029867049306631088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039638347923755646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07879067212343216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370379775762558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04889658838510513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08222942799329758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08761520683765411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06767942011356354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08534936606884003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08320794999599457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09186262637376785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08529671281576157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07401688396930695,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.2118335962295532,
|
|
"val_loss": 1.0496702194213867,
|
|
"acc": 63.08,
|
|
"time": 80.45161597197875,
|
|
"param": [
|
|
{
|
|
"p": 0.07650649547576904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04231072589755058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08034569770097733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07067200541496277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053010888397693634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07045382261276245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06346624344587326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07437692582607269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443529576063156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07776661217212677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016235589981079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09563634544610977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08490142226219177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595518231391907,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.1531001329421997,
|
|
"val_loss": 1.0326488018035889,
|
|
"acc": 63.18,
|
|
"time": 90.66102231899276,
|
|
"param": [
|
|
{
|
|
"p": 0.07660038024187088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03042246215045452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09080124646425247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04555046185851097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05735691264271736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0895034670829773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784730538725853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08295775949954987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726522535085678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057338252663612366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08156675845384598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09226854145526886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07302301377058029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06687245517969131,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.0226824283599854,
|
|
"val_loss": 1.102278470993042,
|
|
"acc": 64.19,
|
|
"time": 74.59082427993417,
|
|
"param": [
|
|
{
|
|
"p": 0.08242274075746536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0318082720041275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701579481363297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11016415804624557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04006431996822357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052474237978458405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08236530423164368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653800398111343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07438492774963379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07824268937110901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06596646457910538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251465320587158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09908583760261536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05695256218314171,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.0334316492080688,
|
|
"val_loss": 1.0175131559371948,
|
|
"acc": 63.36,
|
|
"time": 74.17764965305105,
|
|
"param": [
|
|
{
|
|
"p": 0.08478256314992905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029425309970974922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09862937778234482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07843462377786636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029797809198498726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06320927292108536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867389366030693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372482866048813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06765430420637131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07739485800266266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08630810678005219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066987454891205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09365633875131607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059573736041784286,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.9563716053962708,
|
|
"val_loss": 1.149419903755188,
|
|
"acc": 62.78,
|
|
"time": 74.17023980803788,
|
|
"param": [
|
|
{
|
|
"p": 0.08344629406929016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049034781754016876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622179597616196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589031219482422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04659648239612579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442332059144974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571565359830856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09894603490829468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04390360787510872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05896953120827675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07808614522218704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09664221107959747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10523005574941635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056893669068813324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.9474331736564636,
|
|
"val_loss": 1.0328892469406128,
|
|
"acc": 63.95,
|
|
"time": 78.6209146019537,
|
|
"param": [
|
|
{
|
|
"p": 0.0925876647233963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03696182370185852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06528893113136292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07416799664497375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03854494169354439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06498276442289352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09096064418554306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881233140826225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08304285258054733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0557599700987339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05995599180459976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09455665946006775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.098342165350914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08603528887033463,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.9477304816246033,
|
|
"val_loss": 1.144736886024475,
|
|
"acc": 64.21,
|
|
"time": 72.55766918486916,
|
|
"param": [
|
|
{
|
|
"p": 0.1123075783252716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05135941132903099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06825895607471466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801837682723999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692344680428505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08211711049079895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08324078470468521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207031339406967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044522400945425034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0497279092669487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726902037858963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022657990455627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09070397168397903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05552202835679054,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.8258732557296753,
|
|
"val_loss": 1.1535015106201172,
|
|
"acc": 61.9,
|
|
"time": 71.86791306408122,
|
|
"param": [
|
|
{
|
|
"p": 0.08832855522632599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05327900871634483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09253155440092087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472518295049667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041145872324705124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06603700667619705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102986961603165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08066534250974655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07222627103328705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07335145026445389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622236967086792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08364640176296234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07466020435094833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062150973826646805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.0455427169799805,
|
|
"val_loss": 1.0607854127883911,
|
|
"acc": 65.37,
|
|
"time": 71.88403117400594,
|
|
"param": [
|
|
{
|
|
"p": 0.1142381951212883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022946922108530998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09585555642843246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06535608321428299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04222452640533447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050814200192689896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093235105276108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060663402080536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046899884939193726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07311201095581055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0953214094042778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11062192171812057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09268540889024734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048384908586740494,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.0125367641448975,
|
|
"val_loss": 1.0388710498809814,
|
|
"acc": 64.39,
|
|
"time": 81.91598887206055,
|
|
"param": [
|
|
{
|
|
"p": 0.08940045535564423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042452599853277206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08420766890048981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031137075275182724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05905821919441223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08183304220438004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06515536457300186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05848127603530884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05508086457848549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06642716377973557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421342819929123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09255987405776978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11185690760612488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813610136508942,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.9417632818222046,
|
|
"val_loss": 0.9967963695526123,
|
|
"acc": 66.0,
|
|
"time": 84.85703198798001,
|
|
"param": [
|
|
{
|
|
"p": 0.06337215006351471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04268215596675873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0923788845539093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10745611786842346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055791161954402924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06547832489013672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0766150951385498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.097926065325737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0541127510368824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08238083869218826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0686316043138504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05515899881720543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06060012802481651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07741572707891464,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.2232319116592407,
|
|
"val_loss": 0.9078474044799805,
|
|
"acc": 64.21,
|
|
"time": 94.70634879381396,
|
|
"param": [
|
|
{
|
|
"p": 0.06698738038539886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05880033224821091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10259570181369781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719230860471725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05048074573278427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05590631812810898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05816281959414482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07499340921640396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08201158046722412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07506417483091354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813593000173569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08821140974760056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06340292096138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780550017952919,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.2851547002792358,
|
|
"val_loss": 0.949471652507782,
|
|
"acc": 65.55,
|
|
"time": 73.46358653181233,
|
|
"param": [
|
|
{
|
|
"p": 0.061253614723682404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058528877794742584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05610073357820511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06411117315292358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03902226686477661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07365884631872177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06593036651611328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08219419419765472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.092457614839077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753151997923851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1040000468492508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851229816675186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804363563656807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784783586859703,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.9457150101661682,
|
|
"val_loss": 0.9516820311546326,
|
|
"acc": 66.58,
|
|
"time": 72.69624940003268,
|
|
"param": [
|
|
{
|
|
"p": 0.08073922991752625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04467957839369774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07017745822668076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04906559735536575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054754383862018585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10425864905118942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05691361427307129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07914712280035019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09522195905447006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0812157467007637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06065947562456131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08964791893959045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08706735819578171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04645190387964249,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.988885760307312,
|
|
"val_loss": 1.1582595109939575,
|
|
"acc": 65.67,
|
|
"time": 73.83678819495253,
|
|
"param": [
|
|
{
|
|
"p": 0.11543302983045578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061996813863515854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08107516914606094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05516693741083145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04975471645593643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06762883812189102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06029462814331055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059214118868112564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06931493431329727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08833406865596771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835509836673737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08034727722406387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07254859805107117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07053575664758682,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.9253329038619995,
|
|
"val_loss": 0.998299777507782,
|
|
"acc": 65.61,
|
|
"time": 74.24321842589416,
|
|
"param": [
|
|
{
|
|
"p": 0.0820942297577858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041003406047821045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904829829931259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07414834201335907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04591965302824974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07984552532434464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662456750869751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06459777802228928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144429117441177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789523646235466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707761973142624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0585450753569603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367867767810822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07739902287721634,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.0032583475112915,
|
|
"val_loss": 0.9885281324386597,
|
|
"acc": 66.09,
|
|
"time": 72.27459943620488,
|
|
"param": [
|
|
{
|
|
"p": 0.07989021390676498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046137504279613495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08048801869153976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05011983588337898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06316893547773361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055565543472766876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05285291373729706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07562221586704254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09841538965702057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057232413440942764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09155123680830002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08232151716947556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08052554726600647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08610864728689194,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.0133285522460938,
|
|
"val_loss": 1.0550624132156372,
|
|
"acc": 65.58,
|
|
"time": 73.47365666879341,
|
|
"param": [
|
|
{
|
|
"p": 0.06802831590175629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026840388774871826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0937027856707573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09032800048589706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05675259977579117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09814676642417908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05621127784252167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666172295808792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0843394324183464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06753312051296234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057323988527059555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06774609535932541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08644913882017136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07993633300065994,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.0032507181167603,
|
|
"val_loss": 0.9624199271202087,
|
|
"acc": 66.69,
|
|
"time": 72.53890315210447,
|
|
"param": [
|
|
{
|
|
"p": 0.09057852625846863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05245620384812355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07640698552131653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04133598133921623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707223191857338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961625069379807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05291687324643135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09402301907539368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779400259256363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05453231558203697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0747489333152771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05510323494672775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11239123344421387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08737415075302124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.8224664330482483,
|
|
"val_loss": 1.026849389076233,
|
|
"acc": 66.98,
|
|
"time": 74.29381447983906,
|
|
"param": [
|
|
{
|
|
"p": 0.08618763089179993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03329969570040703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926811277866364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838709861040115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051383085548877716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04863147810101509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05951615050435066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058772485703229904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0880873054265976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512731105089188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08938513696193695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729440718889236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09396972507238388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08069037646055222,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.1986881494522095,
|
|
"val_loss": 0.9677720069885254,
|
|
"acc": 66.64,
|
|
"time": 72.64769654301926,
|
|
"param": [
|
|
{
|
|
"p": 0.08538161963224411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07948604226112366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07065867632627487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06295211613178253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051946353167295456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038551028817892075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08151538670063019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0844455286860466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810374557971954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07404521107673645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10747532546520233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07740562409162521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05164485424757004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663885548710823,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.7379944324493408,
|
|
"val_loss": 1.0513464212417603,
|
|
"acc": 67.82,
|
|
"time": 82.95690852589905,
|
|
"param": [
|
|
{
|
|
"p": 0.09971906989812851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059109482914209366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302712857723236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07670702040195465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04389217123389244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05734233558177948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688929632306099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08322907239198685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09663976728916168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751362219452858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04163901507854462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08703946322202682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081646628677845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06597967445850372,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.8077467083930969,
|
|
"val_loss": 1.0033659934997559,
|
|
"acc": 67.39,
|
|
"time": 79.42132968595251,
|
|
"param": [
|
|
{
|
|
"p": 0.06628061830997467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05751378834247589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826178789138794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05884988605976105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663437724113464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054682206362485886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06875835359096527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08096805214881897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443116813898087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08549993485212326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379598379135132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0903044268488884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08143091201782227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823240965604782,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.0009686946868896,
|
|
"val_loss": 0.9454373121261597,
|
|
"acc": 67.23,
|
|
"time": 72.8790917780716,
|
|
"param": [
|
|
{
|
|
"p": 0.08109816908836365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06227969005703926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052537012845277786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059782180935144424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061389088630676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057688381522893906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06619803607463837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11132775247097015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07202398777008057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0614926777780056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06813342124223709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058451008051633835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10378296673297882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07459088414907455,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.7186451554298401,
|
|
"val_loss": 0.9971327781677246,
|
|
"acc": 66.36,
|
|
"time": 79.17597624007612,
|
|
"param": [
|
|
{
|
|
"p": 0.07280289381742477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04850945994257927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460244536399841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05484198033809662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06592871993780136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08319775760173798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045956652611494064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061704251915216446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08014759421348572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04833552986383438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06389942020177841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10820198804140091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08497068285942078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0969005599617958,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.9026898145675659,
|
|
"val_loss": 0.9323180317878723,
|
|
"acc": 67.85,
|
|
"time": 87.17280141008087,
|
|
"param": [
|
|
{
|
|
"p": 0.11071356385946274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05317416042089462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07648324221372604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05505896732211113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06576646864414215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0646928995847702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0793791189789772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107458263635635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08374624699354172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07308343052864075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04047186300158501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07352576404809952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08122558146715164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160402834415436,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.8364759087562561,
|
|
"val_loss": 1.0285556316375732,
|
|
"acc": 67.69,
|
|
"time": 74.334739375161,
|
|
"param": [
|
|
{
|
|
"p": 0.0782221257686615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0595887191593647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10594447702169418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06537504494190216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03189627453684807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06728558987379074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07756944745779037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041345156729221344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09196051210165024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865798473358154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0967450737953186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04688261076807976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10301726311445236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0555097721517086,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.9660958647727966,
|
|
"val_loss": 1.0263959169387817,
|
|
"acc": 67.15,
|
|
"time": 73.32129002083093,
|
|
"param": [
|
|
{
|
|
"p": 0.08156511187553406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031010223552584648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07254208624362946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08533333986997604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031722404062747955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04956970363855362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06042592599987984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07065387070178986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10238200426101685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08424103260040283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08767054975032806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08476706594228745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06116674467921257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09694994986057281,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.9105221629142761,
|
|
"val_loss": 0.9091793894767761,
|
|
"acc": 68.74,
|
|
"time": 74.30376326502301,
|
|
"param": [
|
|
{
|
|
"p": 0.08745912462472916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03824232146143913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07916795462369919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054431796073913574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08432979136705399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07184597104787827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06877061724662781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0813327208161354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05012509226799011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623332738876343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08127060532569885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0874176099896431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06785035878419876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152264565229416,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.7869448661804199,
|
|
"val_loss": 1.0250544548034668,
|
|
"acc": 68.65,
|
|
"time": 72.75239855796099,
|
|
"param": [
|
|
{
|
|
"p": 0.08266554772853851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0702715665102005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08619627356529236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054533232003450394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06704483181238174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05561836063861847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05895993858575821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06598783284425735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07816733419895172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377767562866211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663955882191658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08277300000190735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08240300416946411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0752057284116745,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.9164822101593018,
|
|
"val_loss": 0.9531935453414917,
|
|
"acc": 67.92,
|
|
"time": 73.27650102390908,
|
|
"param": [
|
|
{
|
|
"p": 0.08849959820508957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029481258243322372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09159877896308899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08259417861700058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07293757796287537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276946514844894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07621883600950241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668577179312706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08463843911886215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057952843606472015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04674447327852249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09053277224302292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07554197311401367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07363202422857285,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.7821093797683716,
|
|
"val_loss": 0.9834622144699097,
|
|
"acc": 67.83,
|
|
"time": 84.91118235699832,
|
|
"param": [
|
|
{
|
|
"p": 0.05705426633358002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06846636533737183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06902025640010834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04259791225194931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903030723333359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07017988711595535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09303157776594162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05456165224313736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685640498995781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08097139000892639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07748895138502121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08162419497966766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093650847673416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09647268056869507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.8504244685173035,
|
|
"val_loss": 0.9791186451911926,
|
|
"acc": 67.75,
|
|
"time": 74.00951005402021,
|
|
"param": [
|
|
{
|
|
"p": 0.08203175663948059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05655638501048088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697171613574028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05356372520327568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06048263981938362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06397148966789246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08333227783441544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050913602113723755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653318539261818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08901430666446686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05332856997847557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09354209899902344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09852219372987747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969195395708084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.7309173345565796,
|
|
"val_loss": 1.0075757503509521,
|
|
"acc": 68.25,
|
|
"time": 73.8781436108984,
|
|
"param": [
|
|
{
|
|
"p": 0.07418720424175262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05730577930808067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393582165241241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08987006545066833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05275018513202667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05114399641752243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05667144060134888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060890838503837585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09188886731863022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06856662780046463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246612757444382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05472421273589134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10542494058609009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09017391502857208,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.8408917188644409,
|
|
"val_loss": 0.8336529731750488,
|
|
"acc": 68.33,
|
|
"time": 73.84257763787173,
|
|
"param": [
|
|
{
|
|
"p": 0.07047627866268158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043009281158447266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07357505708932877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07523474842309952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0854436606168747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07502419501543045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08900519460439682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05994771420955658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06787130236625671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0652204230427742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0909646674990654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05459718033671379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06518033146858215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08445003628730774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.9334726333618164,
|
|
"val_loss": 0.9692344069480896,
|
|
"acc": 67.99,
|
|
"time": 72.01417633215897,
|
|
"param": [
|
|
{
|
|
"p": 0.08120881766080856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04784201458096504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09515302628278732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07012798637151718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060908183455467224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03818092495203018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066095620393753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06154091656208038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06805630773305893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08810791373252869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684240385890007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08675707876682281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985937803983688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09317245334386826,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.6843637228012085,
|
|
"val_loss": 1.0637444257736206,
|
|
"acc": 68.24,
|
|
"time": 91.72803072980605,
|
|
"param": [
|
|
{
|
|
"p": 0.07137356698513031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06411352753639221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10087070614099503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05035150423645973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03865059092640877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370056420564651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09155194461345673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07403397560119629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0743408277630806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07784848660230637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08044019341468811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620073854923248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06804734468460083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.068476103246212,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.5489014983177185,
|
|
"val_loss": 0.9929487109184265,
|
|
"acc": 68.19,
|
|
"time": 72.57879275595769,
|
|
"param": [
|
|
{
|
|
"p": 0.08452387899160385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03396253660321236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09620220214128494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998958230018616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622659415006638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569325923919678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08204460144042969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07881429046392441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038998350501060486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056417468935251236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620826363563538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10678216069936752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07334316521883011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06079365313053131,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.7203081846237183,
|
|
"val_loss": 0.9282023906707764,
|
|
"acc": 68.41,
|
|
"time": 78.97581085585989,
|
|
"param": [
|
|
{
|
|
"p": 0.09464920312166214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0489199124276638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04767502844333649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08209588378667831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828275978565216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873104721307755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053411297500133514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0903216078877449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650273934006691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0686095803976059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05250917375087738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988827139139175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10299616307020187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07233785837888718,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.694976806640625,
|
|
"val_loss": 0.9489727020263672,
|
|
"acc": 68.08,
|
|
"time": 74.11055980389938,
|
|
"param": [
|
|
{
|
|
"p": 0.08159016817808151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05944123491644859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0700010284781456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04821893572807312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08049136400222778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05432608723640442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.088625967502594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08759289979934692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655970573425293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06781081110239029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06705588102340698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08430450409650803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0811513289809227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379280239343643,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.5549639463424683,
|
|
"val_loss": 0.9340813159942627,
|
|
"acc": 69.1,
|
|
"time": 82.30521551496349,
|
|
"param": [
|
|
{
|
|
"p": 0.07241623103618622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587931305170059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10483375936746597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06894151866436005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045443013310432434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473771274089813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04729383438825607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05708904564380646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07077893614768982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07792235165834427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054688598960638046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10644218325614929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165201008319855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071881502866745,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.6284415125846863,
|
|
"val_loss": 1.0679833889007568,
|
|
"acc": 68.58,
|
|
"time": 73.48713549994864,
|
|
"param": [
|
|
{
|
|
"p": 0.06951571255922318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0508335642516613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123107463121414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07027210295200348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058886077255010605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07080649584531784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07724470645189285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224836781620979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058685705065727234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0825248584151268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05189194530248642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08404681831598282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144821017980576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10036444664001465,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.655217170715332,
|
|
"val_loss": 0.923795759677887,
|
|
"acc": 69.29,
|
|
"time": 71.57070656004362,
|
|
"param": [
|
|
{
|
|
"p": 0.08583637326955795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06575210392475128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04066479578614235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571662962436676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579594522714615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08901987969875336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668117105960846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06612879037857056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06474026292562485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882758975028992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810835748910904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08556155115365982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07396746426820755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08306846767663956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.8986403942108154,
|
|
"val_loss": 0.8746752738952637,
|
|
"acc": 69.02,
|
|
"time": 72.97262531984597,
|
|
"param": [
|
|
{
|
|
"p": 0.10434690117835999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036642469465732574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07553676515817642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07277293503284454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05808509513735771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527300179004669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07464590668678284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061497196555137634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054638855159282684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09561421722173691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10481641441583633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07770232111215591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286378741264343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04556402191519737,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.7112035155296326,
|
|
"val_loss": 1.006471872329712,
|
|
"acc": 69.1,
|
|
"time": 76.89850924001075,
|
|
"param": [
|
|
{
|
|
"p": 0.08553001284599304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05247877165675163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08220236748456955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06324470788240433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049587901681661606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06326485425233841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050269436091184616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05313944071531296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09493803232908249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09636853635311127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952968031167984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0617121122777462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108578413724899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07664836943149567,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.5692325234413147,
|
|
"val_loss": 0.9913386106491089,
|
|
"acc": 68.58,
|
|
"time": 88.76997500192374,
|
|
"param": [
|
|
{
|
|
"p": 0.05796461179852486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05511856451630592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1049572303891182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06918716430664062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03719455003738403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0785129964351654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08016359061002731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08754225820302963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06307128071784973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07254995405673981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486759334802628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06057331711053848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09239295870065689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07590387016534805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.5828638076782227,
|
|
"val_loss": 0.8643918633460999,
|
|
"acc": 69.34,
|
|
"time": 72.97251479513943,
|
|
"param": [
|
|
{
|
|
"p": 0.09965367615222931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04930386319756508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318487226963043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049280837178230286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742013990879059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451133638620377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07656899839639664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06597369909286499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10789951682090759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09535326063632965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07220619171857834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07270904630422592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06219754368066788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05373706668615341,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.8245839476585388,
|
|
"val_loss": 1.0210872888565063,
|
|
"acc": 69.04,
|
|
"time": 76.81339600798674,
|
|
"param": [
|
|
{
|
|
"p": 0.06364193558692932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08183230459690094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06545983254909515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055709753185510635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07941257953643799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231346309185028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04994244500994682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07731323689222336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10565327107906342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04311493784189224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623854279518127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05962960049510002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09675223380327225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629858672618866,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.465214341878891,
|
|
"val_loss": 0.9791606664657593,
|
|
"acc": 68.95,
|
|
"time": 72.4069665609859,
|
|
"param": [
|
|
{
|
|
"p": 0.06254784017801285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07429315894842148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07453446090221405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0566202774643898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802485138177872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08336290717124939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06192639470100403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675663948059082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07756566256284714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06572571396827698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09519858658313751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059296052902936935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06295420229434967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09038345515727997,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.5262528657913208,
|
|
"val_loss": 0.985805869102478,
|
|
"acc": 69.83,
|
|
"time": 83.42298290017061,
|
|
"param": [
|
|
{
|
|
"p": 0.09484555572271347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05232800170779228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07569099962711334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886733323335648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08226419240236282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03607380390167236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0902775228023529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0690569207072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09124680608510971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06087035313248634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058554280549287796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07067649066448212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08564302325248718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06360464543104172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.6994924545288086,
|
|
"val_loss": 0.8646352291107178,
|
|
"acc": 69.1,
|
|
"time": 72.60374880791642,
|
|
"param": [
|
|
{
|
|
"p": 0.08639124780893326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03882481902837753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056011173874139786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08551054447889328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06825356930494308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359952062368393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07260885089635849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09986551105976105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04145979881286621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07488544285297394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05063476413488388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656072348356247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09714458882808685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06920287758111954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.5689877867698669,
|
|
"val_loss": 0.8849313259124756,
|
|
"acc": 69.29,
|
|
"time": 73.14191680098884,
|
|
"param": [
|
|
{
|
|
"p": 0.06715862452983856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06345317512750626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09957063943147659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06488360464572906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07815346866846085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712988764047623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0743090808391571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03443898633122444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07840679585933685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708472803235054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09448224306106567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08528908342123032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07098763436079025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05088953673839569,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.7176211476325989,
|
|
"val_loss": 0.9327430129051208,
|
|
"acc": 68.72,
|
|
"time": 95.11357574607246,
|
|
"param": [
|
|
{
|
|
"p": 0.0646570697426796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10059193521738052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07532307505607605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06083407998085022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056272152811288834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07042873650789261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06865669041872025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059438277035951614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877480983734131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07493724673986435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07722166925668716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09278107434511185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05845429748296738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06162887066602707,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.6660300493240356,
|
|
"val_loss": 0.99102383852005,
|
|
"acc": 67.67,
|
|
"time": 76.0247091059573,
|
|
"param": [
|
|
{
|
|
"p": 0.08848030120134354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06965888291597366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06383959949016571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07807868719100952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031553003937006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0917610302567482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08321138471364975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06245337799191475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055687129497528076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07462652772665024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06452967971563339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07478231191635132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07261587679386139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08872228115797043,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.665101170539856,
|
|
"val_loss": 0.9702115058898926,
|
|
"acc": 69.15,
|
|
"time": 79.2880615410395,
|
|
"param": [
|
|
{
|
|
"p": 0.08186694234609604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06345070898532867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09018173813819885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09229987114667892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05321384593844414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06202495098114014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08218206465244293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720158457756042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05430539697408676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05578487366437912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0750121995806694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647210150957108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06517534703016281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082828879356384,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.6769500374794006,
|
|
"val_loss": 0.7918520569801331,
|
|
"acc": 69.92,
|
|
"time": 95.02792779309675,
|
|
"param": [
|
|
{
|
|
"p": 0.08353877067565918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07211685925722122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070287898182869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09400300681591034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133796066045761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057636559009552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07562215626239777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05780300498008728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882675737142563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06956066936254501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09376559406518936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0980023741722107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046936359256505966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050146907567977905,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.6933251023292542,
|
|
"val_loss": 1.000154972076416,
|
|
"acc": 69.15,
|
|
"time": 83.5279095210135,
|
|
"param": [
|
|
{
|
|
"p": 0.06967367976903915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180272787809372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08791079372167587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628733456134796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05987488850951195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05225247144699097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0819140151143074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08881370723247528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057682283222675323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04917620122432709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08713364601135254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08735474944114685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04586000367999077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426353543996811,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.7487690448760986,
|
|
"val_loss": 0.8912788033485413,
|
|
"acc": 68.92,
|
|
"time": 73.8870331721846,
|
|
"param": [
|
|
{
|
|
"p": 0.0825691968202591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028645480051636696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07464542984962463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963164567947388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06729798763990402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07812917977571487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05796646699309349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08289943635463715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284014880657196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837743803858757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06717891991138458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0896490067243576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09785632789134979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06691635400056839,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.6773371696472168,
|
|
"val_loss": 0.8807824850082397,
|
|
"acc": 68.38,
|
|
"time": 89.22925469581969,
|
|
"param": [
|
|
{
|
|
"p": 0.07324766367673874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07698822021484375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593069225549698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05272645130753517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06554099917411804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07470233738422394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08163747936487198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07334756851196289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950082391500473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04934808611869812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254609674215317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903866678476334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782983243465424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08210771530866623,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.5768498778343201,
|
|
"val_loss": 1.0675292015075684,
|
|
"acc": 69.78,
|
|
"time": 97.61849715607241,
|
|
"param": [
|
|
{
|
|
"p": 0.07580243796110153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07632973045110703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06469423323869705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06889542937278748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07818765193223953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05674048513174057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08442080765962601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06924877315759659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047994475811719894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08605969697237015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06458576023578644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07460031658411026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07772515714168549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07471500337123871,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.4396406412124634,
|
|
"val_loss": 0.9419918656349182,
|
|
"acc": 69.52,
|
|
"time": 96.99017439899035,
|
|
"param": [
|
|
{
|
|
"p": 0.07276297360658646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05038410425186157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.084189273416996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05720305070281029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04626592621207237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0839708000421524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08123543858528137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07613146305084229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07964424043893814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09226185083389282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053397286683321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0683823972940445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08825910091400146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591203063726425,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.5801212191581726,
|
|
"val_loss": 0.912976861000061,
|
|
"acc": 69.46,
|
|
"time": 73.91770670400001,
|
|
"param": [
|
|
{
|
|
"p": 0.07067887485027313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06375686824321747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057692162692546844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08658324182033539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046097222715616226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07068730145692825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426615804433823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687884360551834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036746665835380554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039583265781403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06955241411924362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035563677549362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421710878610611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09209170937538147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.7558873295783997,
|
|
"val_loss": 1.1281334161758423,
|
|
"acc": 69.44,
|
|
"time": 71.88267703400925,
|
|
"param": [
|
|
{
|
|
"p": 0.07723686844110489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08576995134353638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10625585168600082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0861034244298935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09512604773044586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038097526878118515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06242268532514572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093006372451782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05909538269042969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0734938532114029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06003449484705925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05229401960968971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05878471955657005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07435514032840729,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.49484914541244507,
|
|
"val_loss": 0.9021344184875488,
|
|
"acc": 69.11,
|
|
"time": 72.10276900790632,
|
|
"param": [
|
|
{
|
|
"p": 0.0601312629878521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05527091026306152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10445976257324219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09142244607210159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0538552850484848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04754280671477318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276662230491638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629228875041008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07264012098312378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08089753985404968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876654714345932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060401737689971924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07636342197656631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07255856692790985,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.5878394246101379,
|
|
"val_loss": 1.0173205137252808,
|
|
"acc": 69.03,
|
|
"time": 71.09641993185505,
|
|
"param": [
|
|
{
|
|
"p": 0.09117896854877472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06058520823717117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281993865966797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08097821474075317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040923330932855606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06397976726293564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06691019982099533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716352701187134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102002203464508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09300342202186584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06121574342250824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07318413257598877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457754015922546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07245995849370956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.5791148543357849,
|
|
"val_loss": 1.0640093088150024,
|
|
"acc": 69.53,
|
|
"time": 72.64808005304076,
|
|
"param": [
|
|
{
|
|
"p": 0.10194343328475952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04118351265788078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09100599586963654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04937881603837013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0660640075802803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04938051477074623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07974525541067123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058812979608774185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779216974973679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0791940987110138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728130042552948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10038334131240845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07806964963674545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0642332136631012,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.6914179921150208,
|
|
"val_loss": 0.9602372050285339,
|
|
"acc": 69.59,
|
|
"time": 71.43471543490887,
|
|
"param": [
|
|
{
|
|
"p": 0.06333103030920029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05207977071404457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08509709686040878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05395762622356415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05890600010752678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08754356950521469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07010504603385925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04981706663966179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0777343288064003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05878154933452606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09136544167995453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09190614521503448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805678591132164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07880738377571106,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.6010084748268127,
|
|
"val_loss": 1.012060523033142,
|
|
"acc": 68.67,
|
|
"time": 84.36826039291918,
|
|
"param": [
|
|
{
|
|
"p": 0.09233361482620239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044721659272909164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09187178313732147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0680815652012825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689968541264534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08300060778856277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06271090358495712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07821939885616302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061203282326459885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054629869759082794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07723766565322876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08178962767124176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08461702615022659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05058619752526283,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.5229383111000061,
|
|
"val_loss": 1.1409951448440552,
|
|
"acc": 70.08,
|
|
"time": 86.38727766810916,
|
|
"param": [
|
|
{
|
|
"p": 0.099952831864357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465452909469604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06867533922195435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06018482893705368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08293113857507706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0647047609090805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05460367724299431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08252950012683868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09522611647844315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06539873033761978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06646978855133057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06063569337129593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09443319588899612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03959977254271507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.7559223771095276,
|
|
"val_loss": 0.9567384719848633,
|
|
"acc": 69.2,
|
|
"time": 73.22258865879849,
|
|
"param": [
|
|
{
|
|
"p": 0.06306997686624527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05319938808679581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10733126848936081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06071360036730766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048836417496204376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055250540375709534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08253267407417297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701542228460312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466712385416031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05526459217071533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139027327299118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09794465452432632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08381558209657669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06896845251321793,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.6083381772041321,
|
|
"val_loss": 0.9651369452476501,
|
|
"acc": 70.24,
|
|
"time": 95.95805821591057,
|
|
"param": [
|
|
{
|
|
"p": 0.08310401439666748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254195421934128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586353808641434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060451410710811615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823836475610733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603856176137924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03784477338194847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06538227945566177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07582896202802658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053951360285282135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05525154620409012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07409858703613281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09781540185213089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0894438773393631,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.5795020461082458,
|
|
"val_loss": 0.9649193286895752,
|
|
"acc": 69.84,
|
|
"time": 92.4125928520225,
|
|
"param": [
|
|
{
|
|
"p": 0.0708175003528595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0768207535147667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050998758524656296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043964698910713196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08433662354946136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838329881429672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06776007264852524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07933458685874939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668565183877945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0738617330789566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09332728385925293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05918262153863907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08273610472679138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08161937445402145,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.7698972225189209,
|
|
"val_loss": 0.8229289650917053,
|
|
"acc": 70.47,
|
|
"time": 73.1712494820822,
|
|
"param": [
|
|
{
|
|
"p": 0.07459837943315506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05205210670828819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07982438802719116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07835656404495239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04992334544658661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05667074769735336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107044756412506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697898268699646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050275109708309174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928078219294548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224445626139641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08196032792329788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09831925481557846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08210722357034683,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.5365139842033386,
|
|
"val_loss": 1.0238909721374512,
|
|
"acc": 69.43,
|
|
"time": 73.88818079908378,
|
|
"param": [
|
|
{
|
|
"p": 0.08175898343324661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08494642376899719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08741512894630432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05498148128390312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029519475996494293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09027840197086334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05144594609737396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09335096925497055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03305618837475777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08622932434082031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060134973376989365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996061235666275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356179296970367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336036115884781,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.5900601148605347,
|
|
"val_loss": 1.0648324489593506,
|
|
"acc": 70.1,
|
|
"time": 77.32996403099969,
|
|
"param": [
|
|
{
|
|
"p": 0.07455815374851227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351569086313248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07292237877845764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026377499103546143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06524503976106644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09342456609010696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10320994257926941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06293096393346786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285033911466599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08648531883955002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059351637959480286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395721018314362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124987244606018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05392133444547653,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.5437357425689697,
|
|
"val_loss": 0.9673103094100952,
|
|
"acc": 70.64,
|
|
"time": 73.72564373002388,
|
|
"param": [
|
|
{
|
|
"p": 0.07272465527057648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09107813239097595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801907479763031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05605360120534897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02284109778702259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176220417022705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967254519462585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07737107574939728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07959900051355362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06984389573335648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07748903334140778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275709509849548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07423710823059082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0743798241019249,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.5502132773399353,
|
|
"val_loss": 0.9132105708122253,
|
|
"acc": 69.55,
|
|
"time": 83.70300869015045,
|
|
"param": [
|
|
{
|
|
"p": 0.0703510046005249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0913497656583786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06773900240659714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05761897191405296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0658811703324318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05638612434267998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06781227886676788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05295424908399582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08874072134494781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0477604903280735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07496123760938644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06197219714522362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10885577648878098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08761695772409439,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.4348452687263489,
|
|
"val_loss": 0.9832640290260315,
|
|
"acc": 70.16,
|
|
"time": 72.21951848687604,
|
|
"param": [
|
|
{
|
|
"p": 0.09081819653511047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348298281431198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04939022660255432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05514593422412872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04444989189505577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05145659297704697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0515584796667099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10228251665830612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06500520557165146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06607189774513245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11411325633525848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06480158120393753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09970138967037201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172179222106934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.578289806842804,
|
|
"val_loss": 0.9557589888572693,
|
|
"acc": 70.23,
|
|
"time": 72.43284978508018,
|
|
"param": [
|
|
{
|
|
"p": 0.08988792449235916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07274603843688965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393254339694977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06508826464414597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779150664806366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08998806774616241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08146065473556519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07075493037700653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06789085268974304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06497238576412201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05762593448162079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808035209774971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05528200790286064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06177525967359543,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.6442452669143677,
|
|
"val_loss": 1.0927475690841675,
|
|
"acc": 69.62,
|
|
"time": 74.32878184900619,
|
|
"param": [
|
|
{
|
|
"p": 0.08815225958824158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07878634333610535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10869956016540527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881095305085182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05299447104334831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049975425004959106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03688611090183258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033208128064870834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943767726421356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09243929386138916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08317964524030685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09918861091136932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082798331975937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08741361647844315,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.6169548630714417,
|
|
"val_loss": 0.9677039384841919,
|
|
"acc": 69.79,
|
|
"time": 71.76719815796241,
|
|
"param": [
|
|
{
|
|
"p": 0.09505889564752579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059978727251291275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08020329475402832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08006123453378677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06483805924654007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11549931019544601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051450569182634354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727769136428833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059591829776763916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845886692404747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04801687225699425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06864140182733536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03670787066221237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082586370408535,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.41662684082984924,
|
|
"val_loss": 0.9652374386787415,
|
|
"acc": 70.24,
|
|
"time": 72.93270401493646,
|
|
"param": [
|
|
{
|
|
"p": 0.06619447469711304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07078558951616287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06770607084035873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0575103759765625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07541762292385101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06632312387228012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695849359035492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09975502640008926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09063132107257843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04774276912212372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05729743093252182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07323460280895233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09500538557767868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06281120330095291,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.7113819122314453,
|
|
"val_loss": 0.9159776568412781,
|
|
"acc": 69.57,
|
|
"time": 86.97726652515121,
|
|
"param": [
|
|
{
|
|
"p": 0.08833868056535721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05991692468523979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10157718509435654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07542529702186584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05898340791463852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07721071690320969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04850197583436966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08128298819065094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033134978264570236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882745310664177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09368163347244263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04567689076066017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057905472815036774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008946269750595,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.7926574349403381,
|
|
"val_loss": 1.0505093336105347,
|
|
"acc": 70.21,
|
|
"time": 84.05538873397745,
|
|
"param": [
|
|
{
|
|
"p": 0.054993972182273865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09980131685733795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545281946659088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08905161172151566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047196779400110245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08201547712087631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434895679354668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776212066411972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05292193591594696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06244778633117676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729745402932167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763041764497757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0846354067325592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07890773564577103,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.5287835001945496,
|
|
"val_loss": 1.1200854778289795,
|
|
"acc": 70.34,
|
|
"time": 72.6111550340429,
|
|
"param": [
|
|
{
|
|
"p": 0.05446818098425865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1219189241528511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08842631429433823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08627809584140778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06335630267858505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736567616462708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0577937513589859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049601130187511444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08791859447956085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003054757136851549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05563071742653847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686900347471237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11107029765844345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07624828070402145,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.598943293094635,
|
|
"val_loss": 1.0221132040023804,
|
|
"acc": 69.85,
|
|
"time": 71.87887387396768,
|
|
"param": [
|
|
{
|
|
"p": 0.07882500439882278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05448002740740776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05075414106249809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275818288326263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08029841631650925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09020426124334335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08288923650979996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967526465654373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04448997229337692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04957551136612892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06856647878885269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267849892377853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08160825073719025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09319668263196945,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.41227537393569946,
|
|
"val_loss": 0.9675859808921814,
|
|
"acc": 70.09,
|
|
"time": 71.77153510507196,
|
|
"param": [
|
|
{
|
|
"p": 0.07287722080945969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06327356398105621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0549311488866806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08393803983926773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06971870362758636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593591511249542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06032392382621765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958980649709702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055970072746276855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06665626913309097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09606035053730011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102129399776459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09038984030485153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04931383207440376,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.5422951579093933,
|
|
"val_loss": 0.915967583656311,
|
|
"acc": 70.59,
|
|
"time": 72.06143244798295,
|
|
"param": [
|
|
{
|
|
"p": 0.057593800127506256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070809006690979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10181272774934769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046908676624298096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017811153084039688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08179453760385513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849761888384819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07023966312408447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059048961848020554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03763572871685028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08242247253656387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10161831229925156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0907628983259201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09656590223312378,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.6216013431549072,
|
|
"val_loss": 0.8454030156135559,
|
|
"acc": 70.94,
|
|
"time": 75.55994030297734,
|
|
"param": [
|
|
{
|
|
"p": 0.07431577146053314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07468926906585693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08280026912689209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07368525117635727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0871027261018753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06439021229743958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0730048418045044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08303477615118027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06730277836322784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05778412148356438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06798478215932846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061351090669632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08222880959510803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041062891483306885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.5399832129478455,
|
|
"val_loss": 0.9368659257888794,
|
|
"acc": 70.09,
|
|
"time": 80.39580980408937,
|
|
"param": [
|
|
{
|
|
"p": 0.05346783623099327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06718841940164566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10906189680099487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05940740555524826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03330566734075546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08652816712856293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06503156572580338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06608907133340836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07824229449033737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.066798135638237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794559791684151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09473775327205658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.093565933406353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06863042712211609,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.5388731360435486,
|
|
"val_loss": 1.188417673110962,
|
|
"acc": 70.25,
|
|
"time": 73.80468654609285,
|
|
"param": [
|
|
{
|
|
"p": 0.07734528928995132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742360234260559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07239069044589996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07431541383266449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027473343536257744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654110386967659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08468393981456757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07638392597436905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08593368530273438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05173889920115471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06907489150762558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08497126400470734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926688343286514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07358720898628235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.696015477180481,
|
|
"val_loss": 0.9403915405273438,
|
|
"acc": 70.56,
|
|
"time": 78.20355930784717,
|
|
"param": [
|
|
{
|
|
"p": 0.0883428156375885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322947144508362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09600968658924103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07309949398040771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576171308755875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081868976354599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09776619076728821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057987410575151443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044728755950927734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05400204285979271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07676015794277191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050553590059280396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704103633761406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947937607765198,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.5984265804290771,
|
|
"val_loss": 0.9260594844818115,
|
|
"acc": 70.96,
|
|
"time": 71.78545935405418,
|
|
"param": [
|
|
{
|
|
"p": 0.0852973461151123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04322586581110954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10710785537958145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07670502364635468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154478132724762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03882760927081108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947062164545059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05501862242817879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08690529316663742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040424663573503494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08883710950613022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08592928200960159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693657398223877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08134021610021591,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.4901123046875,
|
|
"val_loss": 0.8329963684082031,
|
|
"acc": 70.09,
|
|
"time": 71.1043684061151,
|
|
"param": [
|
|
{
|
|
"p": 0.10859862715005875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05723031610250473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09623986482620239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06727281212806702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08144915103912354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04450777918100357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04617119953036308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057157065719366074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02735397219657898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09996701031923294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06181900575757027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616548240184784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10351888835430145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07254882901906967,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.4378662109375,
|
|
"val_loss": 0.9166660308837891,
|
|
"acc": 69.87,
|
|
"time": 72.09013908915222,
|
|
"param": [
|
|
{
|
|
"p": 0.09008494764566422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06498105078935623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10344172269105911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062498968094587326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609431445598602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07913574576377869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015664011240005493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07945336401462555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05114918574690819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03919642046093941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10934492200613022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07820113003253937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09599024802446365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05476391687989235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.4059787690639496,
|
|
"val_loss": 0.8731332421302795,
|
|
"acc": 70.26,
|
|
"time": 72.50033181998879,
|
|
"param": [
|
|
{
|
|
"p": 0.06397831439971924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05870698764920235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09657489508390427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09506655484437943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058782752603292465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06887797266244888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06136324629187584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07889680564403534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04947281256318092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05667337402701378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360430106520653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10782720893621445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09887977689504623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05129510164260864,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.43907836079597473,
|
|
"val_loss": 0.8019933104515076,
|
|
"acc": 70.1,
|
|
"time": 72.89200953999534,
|
|
"param": [
|
|
{
|
|
"p": 0.10374510288238525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06279043853282928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08860187232494354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016783596947789192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03958180546760559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08010751754045486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04509077966213226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08895396441221237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04810306802392006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845971331000328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05874927341938019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08020401746034622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09158781915903091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11110363155603409,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.6593247056007385,
|
|
"val_loss": 1.020811915397644,
|
|
"acc": 70.59,
|
|
"time": 72.18087459006347,
|
|
"param": [
|
|
{
|
|
"p": 0.01646450348198414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07332037389278412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11557749658823013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04298935458064079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04545007646083832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808485671877861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0329328253865242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10821317136287689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08702360093593597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10003494471311569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05410557612776756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06555303931236267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06441040337085724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11307603865861893,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.5931322574615479,
|
|
"val_loss": 0.9811893701553345,
|
|
"acc": 70.64,
|
|
"time": 72.68956543505192,
|
|
"param": [
|
|
{
|
|
"p": 0.10442336648702621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11471487581729889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04830877110362053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04989570006728172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05356160178780556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0824909582734108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07397156208753586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08187031745910645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038009244948625565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628310263156891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06963952630758286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04697392135858536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870882049202919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276880949735641,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.5798889994621277,
|
|
"val_loss": 1.034669280052185,
|
|
"acc": 70.97,
|
|
"time": 82.91236494295299,
|
|
"param": [
|
|
{
|
|
"p": 0.06746610999107361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751667395234108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09803643822669983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862810045480728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042772673070430756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315018028020859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07799279689788818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08418094366788864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08096921443939209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06406676024198532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852594017982483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06774421036243439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06709173321723938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054208122193813324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.5565552115440369,
|
|
"val_loss": 0.9388375878334045,
|
|
"acc": 70.1,
|
|
"time": 72.09913308313116,
|
|
"param": [
|
|
{
|
|
"p": 0.08662158250808716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08001483976840973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04792780429124832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10710277408361435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780194491147995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053351182490587234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03164813667535782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0872507244348526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06331006437540054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06923606246709824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203296780586243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05803121253848076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08355981111526489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1021108403801918,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.39494362473487854,
|
|
"val_loss": 1.0214557647705078,
|
|
"acc": 71.11,
|
|
"time": 71.65432771900669,
|
|
"param": [
|
|
{
|
|
"p": 0.07002520561218262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027837330475449562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10724504292011261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10861881077289581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07622881233692169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0878252312541008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07848932594060898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06252142786979675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486639380455017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348664849996567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06750687211751938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05431944504380226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831925362348557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052710238844156265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.33164694905281067,
|
|
"val_loss": 0.9530248045921326,
|
|
"acc": 70.58,
|
|
"time": 71.76705107884482,
|
|
"param": [
|
|
{
|
|
"p": 0.08221932500600815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06755946576595306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08876605331897736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702617347240448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034211888909339905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706688344478607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762426108121872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08673860132694244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03094298020005226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685289055109024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06824172288179398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788074016571045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08631879836320877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07825596630573273,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.45932456851005554,
|
|
"val_loss": 0.9093521237373352,
|
|
"acc": 70.49,
|
|
"time": 71.84834554605186,
|
|
"param": [
|
|
{
|
|
"p": 0.06838764995336533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08479253947734833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08465143293142319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06023799255490303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0949941873550415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058386173099279404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139605283737183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09388995915651321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05483463779091835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05900463089346886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649503841996193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08187036216259003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08655098080635071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03605298697948456,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.4180586040019989,
|
|
"val_loss": 1.0384958982467651,
|
|
"acc": 70.47,
|
|
"time": 86.26989234914072,
|
|
"param": [
|
|
{
|
|
"p": 0.06724699586629868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06747544556856155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08964318782091141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0856320708990097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042606890201568604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543298602104187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038778770714998245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06086729094386101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07074559479951859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06800535321235657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016872614622116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827590674161911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10009107738733292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08054650574922562,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.4820961654186249,
|
|
"val_loss": 1.0556789636611938,
|
|
"acc": 69.86,
|
|
"time": 75.37494462006725,
|
|
"param": [
|
|
{
|
|
"p": 0.08842546492815018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07754509150981903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720384746789932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0442347526550293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07770364731550217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998841255903244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08193749934434891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0528402216732502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07896777242422104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05362340807914734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05053345859050751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06928065419197083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08758893609046936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08012685179710388,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.5073744058609009,
|
|
"val_loss": 0.8682796955108643,
|
|
"acc": 70.96,
|
|
"time": 72.82834915700369,
|
|
"param": [
|
|
{
|
|
"p": 0.06299185007810593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06092027947306633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09392721205949783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0885239988565445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118420839309692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06728128343820572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08336330205202103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439380139112473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07370563596487045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054408784955739975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10275834053754807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04985915496945381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052810948342084885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053871218115091324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.4960061013698578,
|
|
"val_loss": 1.0048270225524902,
|
|
"acc": 69.43,
|
|
"time": 73.04447074001655,
|
|
"param": [
|
|
{
|
|
"p": 0.06333158165216446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1148386225104332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04969392716884613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05793721228837967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06375310570001602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062010545283555984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055336691439151764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11998150497674942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028517017140984535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057466037571430206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0573996901512146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07945245504379272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09338157624006271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09689998626708984,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.2909321188926697,
|
|
"val_loss": 0.9634262323379517,
|
|
"acc": 70.93,
|
|
"time": 72.35509548312984,
|
|
"param": [
|
|
{
|
|
"p": 0.04772823676466942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08506777882575989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0723239928483963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050129979848861694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09706301242113113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891172915697098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10200683772563934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08644651621580124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05645289272069931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07931151241064072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036946166306734085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067753911018372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07055946439504623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05637430027127266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.3866793215274811,
|
|
"val_loss": 1.1633248329162598,
|
|
"acc": 70.45,
|
|
"time": 95.14427216700278,
|
|
"param": [
|
|
{
|
|
"p": 0.09656606614589691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049262139946222305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361336797475815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03936352953314781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08298064023256302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926245778799057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059090521186590195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08290458470582962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058989882469177246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08394363522529602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285017520189285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08715324848890305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07716289907693863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056856684386730194,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.6381490230560303,
|
|
"val_loss": 0.9300718903541565,
|
|
"acc": 70.28,
|
|
"time": 72.79671542998403,
|
|
"param": [
|
|
{
|
|
"p": 0.08563576638698578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947402656078339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775544583797455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08564292639493942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06499259173870087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05363187938928604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05804866924881935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1073194071650505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05573519691824913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014021436683833599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07398246228694916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10603338479995728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05179824307560921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10592855513095856,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.3484393358230591,
|
|
"val_loss": 1.1093519926071167,
|
|
"acc": 70.75,
|
|
"time": 71.45710922405124,
|
|
"param": [
|
|
{
|
|
"p": 0.05768618732690811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10762712359428406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09324825555086136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605737447738647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036971669644117355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054528769105672836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06613004952669144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0777757316827774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0705852285027504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460161089897156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025140799582004547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08303427696228027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08289054781198502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08372228592634201,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.6504260301589966,
|
|
"val_loss": 0.9331931471824646,
|
|
"acc": 70.31,
|
|
"time": 83.03876945795491,
|
|
"param": [
|
|
{
|
|
"p": 0.06371595710515976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673725694417953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11687589436769485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07934223860502243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045113880187273026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05643816664814949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08165246993303299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0757579430937767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051314376294612885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051931995898485184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837993249297142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05805979296565056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09746039658784866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0718003362417221,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.35228827595710754,
|
|
"val_loss": 1.012093424797058,
|
|
"acc": 69.93,
|
|
"time": 72.5363748210948,
|
|
"param": [
|
|
{
|
|
"p": 0.07547096908092499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09022671729326248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08846338838338852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06769979000091553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062162160873413086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07956960797309875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06412489712238312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719803810119629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.084499292075634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05984509736299515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05527821183204651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888785004615784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06746125966310501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059112727642059326,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.42419740557670593,
|
|
"val_loss": 1.0923800468444824,
|
|
"acc": 69.84,
|
|
"time": 72.54171988205053,
|
|
"param": [
|
|
{
|
|
"p": 0.09056280553340912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060859400779008865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10186963528394699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04691829904913902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015053752809762955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055225200951099396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06441415846347809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08089260756969452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08210145682096481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439297437667847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09225882589817047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07317624241113663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06945861130952835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09281594306230545,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.41661033034324646,
|
|
"val_loss": 0.9725120067596436,
|
|
"acc": 70.93,
|
|
"time": 85.86615763814189,
|
|
"param": [
|
|
{
|
|
"p": 0.07093292474746704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05251239612698555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06122402474284172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07487227767705917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05217239633202553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12281061708927155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08427710831165314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0930934026837349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716501995921135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.069939985871315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055396754294633865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07278767228126526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05594337359070778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06238676607608795,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.4691542685031891,
|
|
"val_loss": 1.0593737363815308,
|
|
"acc": 70.6,
|
|
"time": 72.40456318482757,
|
|
"param": [
|
|
{
|
|
"p": 0.055836014449596405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06683459132909775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09253953397274017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941342353820801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06590020656585693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07466135919094086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040249161422252655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08707229793071747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11388400942087173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06574754416942596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04289480671286583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09307247400283813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04934162274003029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082552969455719,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.3090958297252655,
|
|
"val_loss": 1.0988504886627197,
|
|
"acc": 70.35,
|
|
"time": 72.87069623800926,
|
|
"param": [
|
|
{
|
|
"p": 0.07529760897159576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06565267592668533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09215445816516876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05853439122438431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058342065662145615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10089633613824844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06546861678361893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336939871311188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046668775379657745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019591284915804863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11309759318828583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07887434214353561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07104095071554184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08101149648427963,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.5645538568496704,
|
|
"val_loss": 0.8557980060577393,
|
|
"acc": 70.81,
|
|
"time": 72.6651583078783,
|
|
"param": [
|
|
{
|
|
"p": 0.12172922492027283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08234115689992905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07486782968044281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04002407193183899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799330562353134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10885115712881088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09415828436613083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861037760972977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05497711896896362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04518522322177887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06740190833806992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05156070739030838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09605395793914795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02624567411839962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.4789349138736725,
|
|
"val_loss": 1.1838223934173584,
|
|
"acc": 70.37,
|
|
"time": 80.63185618794523,
|
|
"param": [
|
|
{
|
|
"p": 0.09416397660970688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06404852867126465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10406514257192612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10057488083839417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04881363734602928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037461310625076294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11576318740844727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07192927598953247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05471114441752434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027698922902345657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032650478184223175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08131767064332962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09082045406103134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598132640123367,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.42665788531303406,
|
|
"val_loss": 0.8692731857299805,
|
|
"acc": 70.52,
|
|
"time": 77.58430324005894,
|
|
"param": [
|
|
{
|
|
"p": 0.09589534997940063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08717035502195358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05891162529587746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061638910323381424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133738696575165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061740320175886154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126758992671967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06457594782114029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05059276893734932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07408537715673447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08179564028978348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06335985660552979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118128031492233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07644765824079514,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.4155007004737854,
|
|
"val_loss": 0.8728522658348083,
|
|
"acc": 70.54,
|
|
"time": 73.18305861204863,
|
|
"param": [
|
|
{
|
|
"p": 0.06750722974538803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07769721001386642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771307498216629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07380085438489914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08313927054405212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08404343575239182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07566719502210617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153214514255524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08257095515727997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05327928811311722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05683908984065056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0860428661108017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059827372431755066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05092241242527962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |