mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
143 KiB
JSON
9776 lines
No EOL
143 KiB
JSON
{
|
|
"Accuracy": 74.42,
|
|
"Time": [
|
|
117.83586582966576,
|
|
7.818215499281384
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.3033487796783447,
|
|
"val_loss": 2.2660200595855713,
|
|
"acc": 13.71,
|
|
"time": 126.91147058398928,
|
|
"param": [
|
|
{
|
|
"p": 0.07795581221580505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10688009113073349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08857318758964539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348312437534332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08943145722150803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04930311068892479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1027662381529808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06477569788694382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032495588064193726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726800411939621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05878457799553871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07738261669874191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09084668755531311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01464174035936594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.083038568496704,
|
|
"val_loss": 2.0275771617889404,
|
|
"acc": 25.79,
|
|
"time": 110.11445529302,
|
|
"param": [
|
|
{
|
|
"p": 0.04741184413433075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10594955831766129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09506039321422577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04210635647177696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022126909345388412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08855089545249939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868038684129715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025032058358192444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039797306060791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08083512634038925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09576228260993958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11082804203033447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1264646351337433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026700401213020086,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.0679848194122314,
|
|
"val_loss": 1.9675734043121338,
|
|
"acc": 32.24,
|
|
"time": 109.85280943100224,
|
|
"param": [
|
|
{
|
|
"p": 0.07656867802143097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041462723165750504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09975528717041016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070162832736969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07486840337514877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06042803078889847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06282411515712738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10921567678451538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09011282026767731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05581027641892433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09890391677618027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11810089647769928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03918534144759178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026010707952082157,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.17905855178833,
|
|
"val_loss": 1.8835017681121826,
|
|
"acc": 33.97,
|
|
"time": 111.42937089700717,
|
|
"param": [
|
|
{
|
|
"p": 0.07062716037034988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04874299839138985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062041107565164566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08886522799730301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09172329306602478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09728874266147614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06516732275485992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034606002271175385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04767228662967682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07741539925336838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056287772953510284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09244509786367416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08025842905044556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08685923367738724,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.0491573810577393,
|
|
"val_loss": 1.7538301944732666,
|
|
"acc": 35.92,
|
|
"time": 110.52513824499329,
|
|
"param": [
|
|
{
|
|
"p": 0.060521744191646576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028035819530487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08168738335371017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08055229485034943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05398428812623024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0932869017124176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06062355637550354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679853469133377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990891486406326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726589560508728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06923220306634903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082890719175339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09810315072536469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06153274327516556,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.9919052124023438,
|
|
"val_loss": 1.8400579690933228,
|
|
"acc": 37.45,
|
|
"time": 127.41733018998639,
|
|
"param": [
|
|
{
|
|
"p": 0.09491987526416779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06695141643285751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08290474116802216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01883423887193203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051187366247177124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13494090735912323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0661330595612526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05102349445223808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04588613286614418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1289750337600708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05106004700064659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06826388835906982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08763619512319565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05128347501158714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.9830894470214844,
|
|
"val_loss": 1.7223608493804932,
|
|
"acc": 37.11,
|
|
"time": 120.74760966800386,
|
|
"param": [
|
|
{
|
|
"p": 0.0877242386341095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05775633454322815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09375202655792236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05629115551710129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01892518252134323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08599083125591278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06858338415622711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071910060942173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05263194069266319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08624543249607086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05703766644001007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10915324091911316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07953878492116928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07445967942476273,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.897060513496399,
|
|
"val_loss": 1.6647785902023315,
|
|
"acc": 41.04,
|
|
"time": 109.7678283440182,
|
|
"param": [
|
|
{
|
|
"p": 0.09877573698759079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657285526394844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849275290966034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04010841250419617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007339978124946356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10578636825084686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990368455648422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03548593819141388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950506180524826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08531654626131058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06732943654060364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09881827235221863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07889765501022339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05653122439980507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.8923832178115845,
|
|
"val_loss": 1.648409128189087,
|
|
"acc": 42.51,
|
|
"time": 108.71292321500368,
|
|
"param": [
|
|
{
|
|
"p": 0.07007911801338196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09043420851230621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059747111052274704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055545270442962646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004611726850271225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09561777114868164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158373296260834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08001606166362762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045441657304764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09718486666679382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07263834774494171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06884174793958664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06917871534824371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08406689763069153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.7805570363998413,
|
|
"val_loss": 1.5095701217651367,
|
|
"acc": 44.25,
|
|
"time": 112.12131089999457,
|
|
"param": [
|
|
{
|
|
"p": 0.07414449006319046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07559916377067566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062355428934097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05977637693285942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023453012108802795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07497213035821915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08009395748376846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08799409866333008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0582464262843132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823575496673584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10302112996578217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261157244443893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06341012567281723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09781816601753235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.0084269046783447,
|
|
"val_loss": 1.522876501083374,
|
|
"acc": 44.63,
|
|
"time": 111.02964335301658,
|
|
"param": [
|
|
{
|
|
"p": 0.09896841645240784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06570954620838165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07441005855798721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014155358076095581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11783116310834885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11123576015233994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044821158051490784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04063475877046585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09883279353380203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10094983130693436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08559723943471909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08661782741546631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06023607775568962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.7313891649246216,
|
|
"val_loss": 1.6020606756210327,
|
|
"acc": 44.55,
|
|
"time": 110.68504754800233,
|
|
"param": [
|
|
{
|
|
"p": 0.09542953222990036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06426429003477097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12573015689849854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08009852468967438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026340415701270103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10544614493846893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09536959230899811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034647226333618164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821151077747345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102771639823914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04342055320739746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05992388725280762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06464681029319763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05544372648000717,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.8568273782730103,
|
|
"val_loss": 1.5744199752807617,
|
|
"acc": 46.08,
|
|
"time": 123.72185514000012,
|
|
"param": [
|
|
{
|
|
"p": 0.09483037143945694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05220409110188484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926416397094727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.063625268638134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011834986507892609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10370079427957535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255697458982468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036386262625455856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03242208808660507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11811280995607376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07577694952487946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07504662126302719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09413119405508041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10010728985071182,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.5915101766586304,
|
|
"val_loss": 1.4119476079940796,
|
|
"acc": 49.21,
|
|
"time": 123.71991200500634,
|
|
"param": [
|
|
{
|
|
"p": 0.08406871557235718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095081359148026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07015730440616608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07762917876243591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010733331553637981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10912949591875076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08946789056062698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054227374494075775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951927930116653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09643536806106567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06097085773944855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04514133930206299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09794783592224121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05362128093838692,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.869964599609375,
|
|
"val_loss": 1.460331678390503,
|
|
"acc": 48.28,
|
|
"time": 115.7986023699923,
|
|
"param": [
|
|
{
|
|
"p": 0.07264899462461472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050206445157527924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876329123973846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10213065892457962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023011328652501106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10043816268444061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09049093723297119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0491027906537056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04395333305001259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09886076301336288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0569501556456089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09852174669504166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09316777437925339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04175354540348053,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.8460395336151123,
|
|
"val_loss": 1.4835642576217651,
|
|
"acc": 48.11,
|
|
"time": 110.51513266400434,
|
|
"param": [
|
|
{
|
|
"p": 0.08500121533870697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03330481797456741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771745964884758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038847170770168304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0017894080374389887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09256289899349213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09676840156316757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05154753848910332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466017246246338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08524661511182785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062459737062454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08507827669382095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0863683894276619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1110258400440216,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.5601398944854736,
|
|
"val_loss": 1.372789740562439,
|
|
"acc": 50.2,
|
|
"time": 111.86960025501321,
|
|
"param": [
|
|
{
|
|
"p": 0.08729315549135208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06487216055393219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08875960856676102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045877669006586075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015260384418070316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09385059773921967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07732805609703064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07617586106061935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629790872335434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392081409692764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05087864026427269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0966866984963417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06923854351043701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687879890203476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.4276782274246216,
|
|
"val_loss": 1.3567430973052979,
|
|
"acc": 50.27,
|
|
"time": 109.34850658499636,
|
|
"param": [
|
|
{
|
|
"p": 0.07890576124191284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990463823080063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10692903399467468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03556862846016884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007491509895771742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08499270677566528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10068385303020477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04562966525554657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055102888494729996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06300412118434906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048989780247211456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11800553649663925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08829610794782639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0864957720041275,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7366902828216553,
|
|
"val_loss": 1.2810304164886475,
|
|
"acc": 51.0,
|
|
"time": 110.96123087601154,
|
|
"param": [
|
|
{
|
|
"p": 0.05660402402281761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04883014038205147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08380059897899628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038678038865327835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042177051305770874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09213264286518097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082953080534935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047319117933511734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09524207562208176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09036312252283096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05892016738653183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06544291973114014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12014653533697128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07739050686359406,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.5622680187225342,
|
|
"val_loss": 1.2354878187179565,
|
|
"acc": 53.37,
|
|
"time": 130.91523731898633,
|
|
"param": [
|
|
{
|
|
"p": 0.11077693849802017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07010558992624283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06739241629838943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05953917279839516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056987207382917404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06580236554145813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10220368951559067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04588434472680092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702357321977615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283274292945862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05752016603946686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08985956758260727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09979318082332611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03427906706929207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.7782578468322754,
|
|
"val_loss": 1.3238590955734253,
|
|
"acc": 53.43,
|
|
"time": 110.735968553985,
|
|
"param": [
|
|
{
|
|
"p": 0.10288839042186737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07003578543663025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720741838216782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07380636036396027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001641452661715448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07591795921325684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06530807912349701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655428022146225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07113964110612869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623271644115448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08764443546533585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09530726820230484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08489074558019638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06243697553873062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.4660192728042603,
|
|
"val_loss": 1.3105597496032715,
|
|
"acc": 51.85,
|
|
"time": 111.95278862601845,
|
|
"param": [
|
|
{
|
|
"p": 0.08191976696252823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035093557089567184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09576315432786942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05397668480873108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050060439854860306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08069757372140884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838463082909584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05999431014060974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06312480568885803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10027433186769485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08074384927749634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688682273030281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08519547432661057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060441575944423676,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.659666895866394,
|
|
"val_loss": 1.356156349182129,
|
|
"acc": 54.72,
|
|
"time": 122.172322058992,
|
|
"param": [
|
|
{
|
|
"p": 0.07991579920053482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057281266897916794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10178990662097931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047338325530290604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034749552607536316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951473444700241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08431393653154373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05095595493912697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03628344088792801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11614098399877548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06188471242785454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687330782413483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11308976262807846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049868274480104446,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.5728505849838257,
|
|
"val_loss": 1.3279141187667847,
|
|
"acc": 54.6,
|
|
"time": 121.70011567999609,
|
|
"param": [
|
|
{
|
|
"p": 0.09142009913921356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052735988050699234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09013788402080536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04337267577648163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02793162129819393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05323163792490959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09593889117240906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318827718496323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589560210704803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969975471496582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08476249873638153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08772148936986923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08492009341716766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904345542192459,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.6238125562667847,
|
|
"val_loss": 1.2481271028518677,
|
|
"acc": 54.95,
|
|
"time": 134.53635296499124,
|
|
"param": [
|
|
{
|
|
"p": 0.09540046751499176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051855724304914474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693064033985138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05421718209981918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05974621698260307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05895378440618515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0768623873591423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016828656196594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321460545063019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07687371224164963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08270465582609177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07484576106071472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0954517275094986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060399144887924194,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.6185108423233032,
|
|
"val_loss": 1.296487808227539,
|
|
"acc": 51.93,
|
|
"time": 132.10808680800255,
|
|
"param": [
|
|
{
|
|
"p": 0.0807201936841011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054970163851976395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623420655727386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054714467376470566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044979218393564224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296813279390335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08480687439441681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04737274348735809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06235078349709511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09468113631010056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08226300776004791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07018592953681946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08682004362344742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08693315088748932,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.3863214254379272,
|
|
"val_loss": 1.3270357847213745,
|
|
"acc": 57.08,
|
|
"time": 118.74842359998729,
|
|
"param": [
|
|
{
|
|
"p": 0.08777277171611786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03792257234454155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05402516946196556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0742044523358345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0661548599600792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04816412553191185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09706967324018478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06435354799032211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08080315589904785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08006569743156433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06220985949039459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09116122126579285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09656181186437607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05953115224838257,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.660282850265503,
|
|
"val_loss": 1.143311619758606,
|
|
"acc": 56.82,
|
|
"time": 116.65085651600384,
|
|
"param": [
|
|
{
|
|
"p": 0.07731062173843384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04969314858317375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07458623498678207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060266539454460144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03820708766579628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08411280810832977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701924443244934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08726684004068375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0669284462928772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06041000410914421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07548680901527405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08312861621379852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08261261135339737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08297107368707657,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.5884590148925781,
|
|
"val_loss": 1.2985806465148926,
|
|
"acc": 56.49,
|
|
"time": 114.74359076598193,
|
|
"param": [
|
|
{
|
|
"p": 0.09175760298967361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032680608332157135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07971325516700745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04485713690519333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821607798337936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07524815946817398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06733132153749466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06865990161895752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.068473681807518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06561435759067535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07392873615026474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787873595952988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10168493539094925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395544439554214,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.6635899543762207,
|
|
"val_loss": 1.2062342166900635,
|
|
"acc": 56.14,
|
|
"time": 110.28874459100189,
|
|
"param": [
|
|
{
|
|
"p": 0.08323078602552414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608738541603088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11344867199659348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060246873646974564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047462768852710724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07973779737949371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09440182894468307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06445048004388809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05568181350827217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405171543359756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07495389878749847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06425028294324875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05655066668987274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055445026606321335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.576608419418335,
|
|
"val_loss": 1.2255876064300537,
|
|
"acc": 57.78,
|
|
"time": 109.11831829298171,
|
|
"param": [
|
|
{
|
|
"p": 0.09470603615045547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05427664518356323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09097500145435333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06552229076623917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625296920537949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04313509538769722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09901806712150574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754392221570015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06045490503311157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07693939656019211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139448076486588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380092352628708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07397758960723877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.064107246696949,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.549506664276123,
|
|
"val_loss": 1.1780343055725098,
|
|
"acc": 58.33,
|
|
"time": 110.29293831199175,
|
|
"param": [
|
|
{
|
|
"p": 0.09082922339439392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042131636291742325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10085735470056534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05094559118151665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053750280290842056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051947250962257385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07899138331413269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716165229678154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06943214684724808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08501148223876953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08314443379640579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07226921617984772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06394743919372559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08512601256370544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.6759634017944336,
|
|
"val_loss": 1.1097394227981567,
|
|
"acc": 58.67,
|
|
"time": 115.08917225000914,
|
|
"param": [
|
|
{
|
|
"p": 0.0671769455075264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057266950607299805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09692996740341187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07210229337215424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05623908340930939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04440357908606529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06618688255548477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055469583719968796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670054703950882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09613972157239914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07538041472434998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08841010183095932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326995581388474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08401905745267868,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.488919973373413,
|
|
"val_loss": 1.1864702701568604,
|
|
"acc": 57.79,
|
|
"time": 119.90543878398603,
|
|
"param": [
|
|
{
|
|
"p": 0.08590982854366302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05293778330087662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0746704488992691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04592914506793022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038746919482946396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09650471061468124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07672805339097977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04698166623711586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170042395591736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09267253428697586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06369245052337646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07917001843452454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09438741952180862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07996862381696701,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.4330129623413086,
|
|
"val_loss": 1.2284865379333496,
|
|
"acc": 59.9,
|
|
"time": 109.81975174299441,
|
|
"param": [
|
|
{
|
|
"p": 0.06838051229715347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04690791293978691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083152562379837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966199725866318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05967530980706215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06935831904411316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08514869213104248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430087774991989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361254096031189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08073431253433228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08173185586929321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07031887769699097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0843927413225174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044944390654563904,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.6651924848556519,
|
|
"val_loss": 1.1396883726119995,
|
|
"acc": 59.22,
|
|
"time": 109.54010342500987,
|
|
"param": [
|
|
{
|
|
"p": 0.07069312036037445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042174749076366425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326935231685638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05895798280835152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08826913684606552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06754765659570694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0518437884747982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663357749581337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08284208923578262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07922768592834473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07615425437688828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09234730899333954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07424293458461761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609423995018005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.4958322048187256,
|
|
"val_loss": 1.1276443004608154,
|
|
"acc": 59.48,
|
|
"time": 111.74569920898648,
|
|
"param": [
|
|
{
|
|
"p": 0.09705796837806702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04503268375992775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06876997649669647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045807044953107834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04509495943784714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998410612344742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06127208471298218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06052127853035927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08849988877773285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06414540112018585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08749660849571228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09101935476064682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1052531972527504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06004536524415016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.5578680038452148,
|
|
"val_loss": 1.2690598964691162,
|
|
"acc": 57.92,
|
|
"time": 120.04373072698945,
|
|
"param": [
|
|
{
|
|
"p": 0.07197768986225128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06232380494475365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07812032103538513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0659814402461052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051524776965379715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989818602800369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05255229398608208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560695171356201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0834733098745346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08685309439897537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07185466587543488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901508569717407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.091067373752594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06975091248750687,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.4052114486694336,
|
|
"val_loss": 1.2032904624938965,
|
|
"acc": 58.21,
|
|
"time": 110.83702313201502,
|
|
"param": [
|
|
{
|
|
"p": 0.0902126133441925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037020646035671234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395980298519135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062366701662540436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0425608791410923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07438641041517258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060482144355774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053926918655633926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07899494469165802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08193142712116241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07360415160655975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399847358465195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08527900278568268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08115323632955551,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.508010983467102,
|
|
"val_loss": 1.0862051248550415,
|
|
"acc": 61.84,
|
|
"time": 109.23285870000836,
|
|
"param": [
|
|
{
|
|
"p": 0.07675789296627045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050229210406541824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08684556186199188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06048049032688141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04512336477637291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622783824801445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694892555475235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05795663222670555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08853074163198471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09497159719467163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08091849088668823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702869176864624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09136131405830383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058028366416692734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4444588422775269,
|
|
"val_loss": 1.1471116542816162,
|
|
"acc": 60.83,
|
|
"time": 110.64180580701213,
|
|
"param": [
|
|
{
|
|
"p": 0.0681854858994484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581306628882885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10317257791757584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841849535703659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112804055213928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05994827672839165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0812985748052597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669025123119354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06520622223615646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345925271511078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08068432658910751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387430757284164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08054433017969131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039259154349565506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.6369383335113525,
|
|
"val_loss": 1.194949984550476,
|
|
"acc": 61.32,
|
|
"time": 136.72040364600252,
|
|
"param": [
|
|
{
|
|
"p": 0.0840621367096901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05173944681882858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08853883296251297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679831117391586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053669530898332596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08803948014974594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797817885875702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096750125288963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07667149603366852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07328338921070099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074435293674469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06425447762012482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08030171692371368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926014065742493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.4760116338729858,
|
|
"val_loss": 1.126112937927246,
|
|
"acc": 61.0,
|
|
"time": 123.06682803100557,
|
|
"param": [
|
|
{
|
|
"p": 0.10514529794454575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07207929342985153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059386178851127625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06725281476974487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05728133022785187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051947254687547684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051779840141534805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06383989751338959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040046922862529755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09348044544458389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07175526022911072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09969376027584076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0877256914973259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07858604192733765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.349153757095337,
|
|
"val_loss": 1.2395116090774536,
|
|
"acc": 60.05,
|
|
"time": 123.27433255600045,
|
|
"param": [
|
|
{
|
|
"p": 0.08979669213294983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03551488369703293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.092116579413414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04827176406979561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03290164843201637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05227026715874672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07383022457361221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05569443851709366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08297472447156906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0864531621336937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09169027954339981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10439138114452362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09823445230722427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05585954710841179,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.6014769077301025,
|
|
"val_loss": 1.0481116771697998,
|
|
"acc": 62.44,
|
|
"time": 110.81606170898885,
|
|
"param": [
|
|
{
|
|
"p": 0.09104891121387482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04614049568772316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07864002138376236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04654634743928909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05054100975394249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06586042046546936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08167299628257751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06574122607707977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06898283213376999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07469595968723297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263252675533295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06871610134840012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10753955692052841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124155014753342,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.3940578699111938,
|
|
"val_loss": 1.119978904724121,
|
|
"acc": 61.85,
|
|
"time": 129.3170433639898,
|
|
"param": [
|
|
{
|
|
"p": 0.08310572057962418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04242530092597008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10057909041643143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05588642880320549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595564424991608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08044866472482681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736842542886734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07309523224830627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057453107088804245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08604513108730316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760776624083519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07104155421257019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07819423079490662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05232382193207741,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.3560683727264404,
|
|
"val_loss": 1.0572896003723145,
|
|
"acc": 62.64,
|
|
"time": 120.50853348799865,
|
|
"param": [
|
|
{
|
|
"p": 0.09325902909040451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05738281086087227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08410916477441788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05323664844036102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04835120588541031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0533771850168705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675799623131752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790804862976074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0911911129951477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09258490055799484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07777660340070724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07771988958120346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0842496007680893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127386003732681,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.3538743257522583,
|
|
"val_loss": 1.0317351818084717,
|
|
"acc": 62.78,
|
|
"time": 109.9087182529911,
|
|
"param": [
|
|
{
|
|
"p": 0.09769640117883682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024191839620471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08720725029706955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158456742763519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05748777091503143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617537885904312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07071036100387573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07387693971395493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207908272743225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07648070156574249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05216245353221893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09915774315595627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09547208249568939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04571742191910744,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.2755519151687622,
|
|
"val_loss": 1.131137490272522,
|
|
"acc": 62.48,
|
|
"time": 110.1965269560169,
|
|
"param": [
|
|
{
|
|
"p": 0.08838275820016861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030545204877853394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08199004083871841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04227534681558609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056868646293878555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05938492715358734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704660296440125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08682545274496078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09070372581481934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053086504340171814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07235027104616165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10174094885587692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08642878383398056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07237087935209274,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.3747103214263916,
|
|
"val_loss": 1.0213626623153687,
|
|
"acc": 63.31,
|
|
"time": 119.81719661699026,
|
|
"param": [
|
|
{
|
|
"p": 0.10739041119813919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06449804455041885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08469197899103165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06087986379861832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03798724338412285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060333576053380966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06484124064445496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07481406629085541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08692320436239243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06566217541694641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07915005832910538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08156371861696243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08884523808956146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04241933673620224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.3908636569976807,
|
|
"val_loss": 0.9267715215682983,
|
|
"acc": 64.06,
|
|
"time": 130.5589728980267,
|
|
"param": [
|
|
{
|
|
"p": 0.08640533685684204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04744390398263931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0961449071764946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058693382889032364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05759118124842644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04078269749879837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09045082330703735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07053816318511963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07524644583463669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285886257886887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0666562020778656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975813746452332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0944165363907814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06301342695951462,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.3323190212249756,
|
|
"val_loss": 0.9868120551109314,
|
|
"acc": 64.0,
|
|
"time": 131.41828537901165,
|
|
"param": [
|
|
{
|
|
"p": 0.08075875043869019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344200253486633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08111509680747986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08141159266233444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355306342244148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06681175529956818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065283864736557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322872638702393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826277881860733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08567063510417938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045101702213287354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854627281427383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08451326936483383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05793556943535805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.455873727798462,
|
|
"val_loss": 1.122021198272705,
|
|
"acc": 62.94,
|
|
"time": 117.27957197799697,
|
|
"param": [
|
|
{
|
|
"p": 0.08788333833217621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048333778977394104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056790877133607864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06421446800231934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05683676153421402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07179456949234009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08238879591226578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09293784946203232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09099379181861877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07328576594591141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07423937320709229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0596916526556015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06735934317111969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07324966788291931,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.5174423456192017,
|
|
"val_loss": 1.0688096284866333,
|
|
"acc": 63.52,
|
|
"time": 108.65138433899847,
|
|
"param": [
|
|
{
|
|
"p": 0.06510184705257416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046876583248376846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663510411977768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06275628507137299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158760517835617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054881006479263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08252481371164322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07023459672927856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09129834175109863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06349524110555649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09854283928871155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217264384031296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08747551590204239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05103377625346184,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.4044562578201294,
|
|
"val_loss": 0.9971354007720947,
|
|
"acc": 63.89,
|
|
"time": 110.20037724799477,
|
|
"param": [
|
|
{
|
|
"p": 0.07954508066177368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06363379955291748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10476849228143692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06541106849908829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05949997901916504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0352884940803051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07525565475225449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663483589887619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05062076449394226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07916634529829025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09031200408935547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07012096792459488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10110848397016525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0589204765856266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.1615241765975952,
|
|
"val_loss": 1.0607953071594238,
|
|
"acc": 65.08,
|
|
"time": 112.10433630598709,
|
|
"param": [
|
|
{
|
|
"p": 0.08314529061317444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05876946821808815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888191938400269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06287101656198502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042477332055568695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049079202115535736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.089373879134655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06258124113082886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729537308216095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039292693138123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08335600793361664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08010522276163101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988613307476044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08612658828496933,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3703787326812744,
|
|
"val_loss": 0.9330158233642578,
|
|
"acc": 65.28,
|
|
"time": 110.1173472769733,
|
|
"param": [
|
|
{
|
|
"p": 0.07796691358089447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058298688381910324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07424325495958328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036980465054512024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031893156468868256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07972876727581024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07044851779937744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08313744515180588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08062317967414856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060966864228248596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708896741271019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08478348702192307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10557692497968674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08446262031793594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.4006729125976562,
|
|
"val_loss": 0.9916046261787415,
|
|
"acc": 64.73,
|
|
"time": 120.8335200890142,
|
|
"param": [
|
|
{
|
|
"p": 0.0797770693898201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05416801571846008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07927859574556351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06741013377904892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06661012023687363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0951480120420456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07245825231075287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05866091325879097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07681398093700409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569615751504898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07255242019891739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07450882345438004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08735419064760208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0495632067322731,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4458677768707275,
|
|
"val_loss": 0.9894504547119141,
|
|
"acc": 65.92,
|
|
"time": 110.20089102801285,
|
|
"param": [
|
|
{
|
|
"p": 0.0760742574930191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038352612406015396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08253733068704605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06547732651233673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05205213651061058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05313100665807724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07577094435691833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06056545674800873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05843804031610489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10179305821657181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919678092002869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10509796440601349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10018603503704071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05132712796330452,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.3657150268554688,
|
|
"val_loss": 1.0645555257797241,
|
|
"acc": 64.51,
|
|
"time": 117.6614240439958,
|
|
"param": [
|
|
{
|
|
"p": 0.05969121679663658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047342196106910706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11780655384063721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045675113797187805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03772448003292084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062253907322883606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05201835557818413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061185628175735474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09043071419000626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08973247557878494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09447678923606873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09101828187704086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0875898152589798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06305447965860367,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.4473493099212646,
|
|
"val_loss": 0.939926266670227,
|
|
"acc": 65.61,
|
|
"time": 109.23726376899867,
|
|
"param": [
|
|
{
|
|
"p": 0.08626624196767807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040423691272735596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07392743974924088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06542480736970901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06706157326698303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05696135759353638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09486821293830872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176226377487183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054930005222558975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074412502348423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345339447259903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08379911631345749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08086621016263962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06584317982196808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.2287545204162598,
|
|
"val_loss": 0.9489407539367676,
|
|
"acc": 66.19,
|
|
"time": 111.09139714599587,
|
|
"param": [
|
|
{
|
|
"p": 0.08818946033716202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04193397983908653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08649523556232452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051984161138534546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041150499135255814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05135217681527138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048555582761764526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07356852293014526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07059542089700699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1025175079703331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08184418827295303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09866515547037125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09371443837881088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06943369656801224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.2713862657546997,
|
|
"val_loss": 0.960741400718689,
|
|
"acc": 66.61,
|
|
"time": 120.02454459900036,
|
|
"param": [
|
|
{
|
|
"p": 0.09193907678127289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051683079451322556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08760236948728561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049545444548130035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06570470333099365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0661313459277153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05302779749035835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08273499459028244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08515585213899612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06984178721904755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08570446074008942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09989596158266068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013427466154099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040898796170949936,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.2297314405441284,
|
|
"val_loss": 0.975765585899353,
|
|
"acc": 66.99,
|
|
"time": 136.05967179799336,
|
|
"param": [
|
|
{
|
|
"p": 0.0917278379201889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058953091502189636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09061481058597565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07279026508331299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06395723670721054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03324328362941742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406613975763321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06398526579141617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04726676270365715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522165566682816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07219726592302322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08652454614639282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09229030460119247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716148555278778,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.3782403469085693,
|
|
"val_loss": 0.893997311592102,
|
|
"acc": 66.66,
|
|
"time": 134.78279416501755,
|
|
"param": [
|
|
{
|
|
"p": 0.09342369437217712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046828493475914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0888228788971901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04206101968884468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08112000674009323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06542007625102997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11333217471837997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06478855013847351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06311649829149246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06895603239536285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05910007655620575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828363984823227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871685177087784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06603001803159714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.4637147188186646,
|
|
"val_loss": 0.9597806930541992,
|
|
"acc": 66.37,
|
|
"time": 130.20479395400616,
|
|
"param": [
|
|
{
|
|
"p": 0.0731903538107872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044564925134181976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07437042891979218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07175403088331223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04670507460832596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04106106609106064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08439948409795761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06740392744541168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08721879124641418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10246601700782776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214615494012833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0876527801156044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07455393671989441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251302897930145,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.433724284172058,
|
|
"val_loss": 1.0569881200790405,
|
|
"acc": 65.27,
|
|
"time": 129.36796600700472,
|
|
"param": [
|
|
{
|
|
"p": 0.08667238056659698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08981591463088989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0855838730931282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171085685491562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05968020483851433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0642695501446724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147721201181412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0992542952299118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07210523635149002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04669871926307678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852439790964127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07183041423559189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560111790895462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677586421370506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.2092437744140625,
|
|
"val_loss": 0.9295715093612671,
|
|
"acc": 65.2,
|
|
"time": 111.75006195099559,
|
|
"param": [
|
|
{
|
|
"p": 0.0925484150648117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04623972624540329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09423188865184784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03099190443754196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751619040966034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06271634250879288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336711883544922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06056166812777519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06272727251052856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10479855537414551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217527016997337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09381707012653351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08337040990591049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05729237198829651,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3315271139144897,
|
|
"val_loss": 0.9307058453559875,
|
|
"acc": 65.28,
|
|
"time": 120.29006104401196,
|
|
"param": [
|
|
{
|
|
"p": 0.08256717026233673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726747751235962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05524000525474548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05030450597405434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04905141144990921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056067343801259995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07850117236375809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07612398266792297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06469938904047012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08855774253606796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928303450345993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330509066581726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0879298746585846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675545483827591,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.4281466007232666,
|
|
"val_loss": 0.902779757976532,
|
|
"acc": 66.5,
|
|
"time": 123.01824348300579,
|
|
"param": [
|
|
{
|
|
"p": 0.07532329112291336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04472152888774872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385891139507294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07059963047504425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05394676700234413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06220531463623047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0883777067065239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06601113826036453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07840178906917572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08379186689853668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06517646461725235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890694409608841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0940592810511589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06445685029029846,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.3676798343658447,
|
|
"val_loss": 0.9125086665153503,
|
|
"acc": 67.82,
|
|
"time": 111.35050577300717,
|
|
"param": [
|
|
{
|
|
"p": 0.06633520871400833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04968864843249321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08244087547063828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060805924236774445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034821584820747375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267973572015762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716753542423248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164127379655838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989354431629181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0843534991145134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08446548879146576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06919926404953003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09037858247756958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08612880855798721,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.1783417463302612,
|
|
"val_loss": 1.0186991691589355,
|
|
"acc": 67.42,
|
|
"time": 108.05882427498,
|
|
"param": [
|
|
{
|
|
"p": 0.08076126128435135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051737960427999496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08270945399999619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550376117229462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719802975654602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04485253617167473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905226200819016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801163405179977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08147207647562027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08101752400398254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06167951598763466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08454061299562454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09017820656299591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05650293454527855,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.3509269952774048,
|
|
"val_loss": 0.992911696434021,
|
|
"acc": 67.81,
|
|
"time": 109.61587149999104,
|
|
"param": [
|
|
{
|
|
"p": 0.07892554253339767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05700799077749252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09614967554807663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05411699414253235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04977959394454956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370207667350769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06756802648305893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04395902901887894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06113796681165695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09406379610300064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08730170875787735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08320324122905731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09993662685155869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06314774602651596,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.1584856510162354,
|
|
"val_loss": 0.9129171967506409,
|
|
"acc": 68.17,
|
|
"time": 115.99850378901465,
|
|
"param": [
|
|
{
|
|
"p": 0.09700305759906769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026411646977066994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09467364847660065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05151339992880821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06519840657711029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0625128373503685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08629071712493896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158909738063812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06770433485507965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789749026298523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371355593204498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374422997236252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10692685097455978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04374329000711441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.2186367511749268,
|
|
"val_loss": 0.9501631855964661,
|
|
"acc": 67.23,
|
|
"time": 136.5335585899884,
|
|
"param": [
|
|
{
|
|
"p": 0.09506533294916153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056504007428884506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08400711417198181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05462505668401718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05750837177038193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05905731022357941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070776283740997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777399778366089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754798874258995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08427685499191284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0884103998541832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0909290462732315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08802765607833862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037627220153808594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.2023191452026367,
|
|
"val_loss": 1.0175654888153076,
|
|
"acc": 68.43,
|
|
"time": 129.20275558301364,
|
|
"param": [
|
|
{
|
|
"p": 0.10198810696601868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06586672365665436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0914822369813919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539620786905289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05193996801972389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06228521466255188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154380530118942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06800233572721481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06494320929050446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688309296965599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796395018696785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060526181012392044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598743587732315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05156814679503441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.2169488668441772,
|
|
"val_loss": 0.9774912595748901,
|
|
"acc": 67.32,
|
|
"time": 109.18901798999286,
|
|
"param": [
|
|
{
|
|
"p": 0.07235687226057053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019116921350359917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10095367580652237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056996800005435944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052498478442430496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039625830948352814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09212526679039001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871723175048828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057212986052036285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08225206285715103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07866939157247543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09417051076889038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09162049740552902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08368340879678726,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.5192397832870483,
|
|
"val_loss": 0.9384682178497314,
|
|
"acc": 67.74,
|
|
"time": 132.26706985299825,
|
|
"param": [
|
|
{
|
|
"p": 0.06226775795221329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0647631287574768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729652315378189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04940709099173546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05568469315767288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08025806397199631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882856547832489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04405802860856056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09115511178970337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06730271875858307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09134621918201447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06917808204889297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07703272253274918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07196419686079025,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.3458404541015625,
|
|
"val_loss": 0.9617865085601807,
|
|
"acc": 68.37,
|
|
"time": 112.21433597998112,
|
|
"param": [
|
|
{
|
|
"p": 0.07412996888160706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05731203407049179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08201219886541367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06371232122182846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06645064800977707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251176238059998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054500654339790344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06073515862226486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941522657871246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0816175565123558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356737345457077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08538997918367386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09904225915670395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04960281029343605,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.2951900959014893,
|
|
"val_loss": 0.8826218843460083,
|
|
"acc": 69.21,
|
|
"time": 119.39186957798665,
|
|
"param": [
|
|
{
|
|
"p": 0.09572787582874298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05295584350824356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0861571803689003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05417025089263916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040674880146980286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035059016197919846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214862108230591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06932874768972397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07864827662706375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07558649033308029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837358832359314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1149870976805687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08061058819293976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020931154489517,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.306769847869873,
|
|
"val_loss": 0.8889114260673523,
|
|
"acc": 69.13,
|
|
"time": 115.31078295301995,
|
|
"param": [
|
|
{
|
|
"p": 0.08136240392923355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0418478325009346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09361591935157776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0507817305624485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05142737179994583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08753848075866699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07910803705453873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07083369791507721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698247790336609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09802217781543732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0901254266500473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05537661164999008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868937149643898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046084072440862656,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.2563813924789429,
|
|
"val_loss": 0.905407190322876,
|
|
"acc": 68.64,
|
|
"time": 111.31028089599567,
|
|
"param": [
|
|
{
|
|
"p": 0.09661351889371872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04538179934024811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06568877398967743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03774205595254898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08808130025863647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062421321868896484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054460130631923676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07539554685354233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08432494848966599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08564681559801102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797344774007797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08714239299297333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07991497218608856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059212978929281235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.317221760749817,
|
|
"val_loss": 0.9373525977134705,
|
|
"acc": 68.16,
|
|
"time": 111.17162666001241,
|
|
"param": [
|
|
{
|
|
"p": 0.09683218598365784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06635235249996185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07526169717311859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056527189910411835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09341554343700409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054925087839365005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06761771440505981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058473698794841766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0636785477399826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341115921735764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06938362866640091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06987615674734116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08236056566238403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188450545072556,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.356309175491333,
|
|
"val_loss": 0.8895250558853149,
|
|
"acc": 69.95,
|
|
"time": 110.28018767602043,
|
|
"param": [
|
|
{
|
|
"p": 0.07200700789690018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941824406385422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062135808169841766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04193241894245148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052007805556058884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06505093723535538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09618142247200012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09238313138484955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07467491179704666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969651371240616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557818502187729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09250941872596741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08210324496030807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05432094261050224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.2292864322662354,
|
|
"val_loss": 0.8606016039848328,
|
|
"acc": 69.53,
|
|
"time": 125.23960407800041,
|
|
"param": [
|
|
{
|
|
"p": 0.0673307478427887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03768019750714302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033231854438782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038690973073244095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563732773065567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07298347353935242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07239297032356262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543862611055374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10546021163463593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08964784443378448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07450416684150696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861957162618637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09829824417829514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06298328936100006,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.158010482788086,
|
|
"val_loss": 0.8110499382019043,
|
|
"acc": 68.69,
|
|
"time": 117.96116254298249,
|
|
"param": [
|
|
{
|
|
"p": 0.09121840447187424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050955094397068024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06695666909217834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05934887379407883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06252313405275345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299371272325516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061910230666399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07252328842878342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062344446778297424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08862172067165375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09931433945894241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06721731275320053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09723439067602158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05683834105730057,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.2132078409194946,
|
|
"val_loss": 0.7889425754547119,
|
|
"acc": 70.02,
|
|
"time": 120.17788163298974,
|
|
"param": [
|
|
{
|
|
"p": 0.09142813086509705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04060394689440727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09335046261548996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0471116341650486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05465201288461685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06393232941627502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08253497630357742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08519753068685532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117193192243576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706905946135521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06049555540084839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0989275798201561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08195436745882034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057948894798755646,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.1964268684387207,
|
|
"val_loss": 0.9442043900489807,
|
|
"acc": 68.63,
|
|
"time": 112.10604173797765,
|
|
"param": [
|
|
{
|
|
"p": 0.09094101190567017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05226874351501465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0774865373969078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065623939037323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07006090879440308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04513830691576004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08017600327730179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07459292560815811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206913828849792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07277249544858932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08946435898542404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07640261203050613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07662472128868103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05637829005718231,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.2952430248260498,
|
|
"val_loss": 0.90566486120224,
|
|
"acc": 69.61,
|
|
"time": 122.61457036298816,
|
|
"param": [
|
|
{
|
|
"p": 0.08581440895795822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05564272031188011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.080922432243824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045687396079301834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07444485276937485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07499367743730545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07067401707172394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05724812299013138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673184037208557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08143502473831177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06695336848497391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835246667265892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09331249445676804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261482834815979,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.1146575212478638,
|
|
"val_loss": 0.9584593772888184,
|
|
"acc": 69.75,
|
|
"time": 125.0894991249952,
|
|
"param": [
|
|
{
|
|
"p": 0.07848456501960754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036247946321964264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351770251989365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05152079463005066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06595830619335175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657222643494606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05823823809623718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10125046968460083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989930361509323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06883896142244339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828033909201622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08475005626678467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09524457901716232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057523373514413834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.3730816841125488,
|
|
"val_loss": 0.9683201313018799,
|
|
"acc": 69.27,
|
|
"time": 112.45946118200663,
|
|
"param": [
|
|
{
|
|
"p": 0.09580453485250473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05011002719402313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08828029036521912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047502338886260986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06605387479066849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08144469559192657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05206572264432907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926652580499649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06223302334547043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07058202475309372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08801308274269104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08843390643596649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764094814658165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05380041524767876,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.421028733253479,
|
|
"val_loss": 0.882383406162262,
|
|
"acc": 69.72,
|
|
"time": 110.50834015099099,
|
|
"param": [
|
|
{
|
|
"p": 0.08397037535905838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059765901416540146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799980998039246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05160937458276749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06036168709397316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08381150662899017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07573583722114563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05846652016043663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08771027624607086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06200135126709938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07175599783658981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890013575553894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059565719217061996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08824428915977478,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2358968257904053,
|
|
"val_loss": 0.8951964378356934,
|
|
"acc": 68.84,
|
|
"time": 113.54134666299797,
|
|
"param": [
|
|
{
|
|
"p": 0.06485197693109512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052921026945114136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09861547499895096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0516512356698513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048608049750328064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061282455921173096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08533434569835663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08435957133769989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06912878900766373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06745301187038422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07440812885761261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608442544937134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07536080479621887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07994072139263153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.1409814357757568,
|
|
"val_loss": 0.8715028762817383,
|
|
"acc": 69.72,
|
|
"time": 123.46571287501138,
|
|
"param": [
|
|
{
|
|
"p": 0.0797678679227829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06986776739358902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10792195796966553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05556803569197655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07087097316980362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06164047494530678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06789495795965195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05213117599487305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07197630405426025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08639571070671082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0550299771130085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07815373688936234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08511865884065628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05766240507364273,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.2670916318893433,
|
|
"val_loss": 0.8567799925804138,
|
|
"acc": 70.56,
|
|
"time": 116.95402957501938,
|
|
"param": [
|
|
{
|
|
"p": 0.09400264173746109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569764018058777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08941645920276642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028175361454486847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04456744343042374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06422355026006699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071344293653965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07535301148891449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040183667093515396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08418194204568863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08369920402765274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08820079267024994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0931251123547554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07782884687185287,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.1331210136413574,
|
|
"val_loss": 0.7897266149520874,
|
|
"acc": 70.73,
|
|
"time": 124.72963129199343,
|
|
"param": [
|
|
{
|
|
"p": 0.09154896438121796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09019093960523605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784742534160614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0570351779460907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03793085366487503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037147134542465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06357588618993759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046835049986839294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704602181911469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08398854732513428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919822633266449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726132124662399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560938596725464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093381881713867,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.1481781005859375,
|
|
"val_loss": 0.7525502443313599,
|
|
"acc": 69.96,
|
|
"time": 125.68610774801346,
|
|
"param": [
|
|
{
|
|
"p": 0.07202839851379395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04942191764712334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09394040703773499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05390951409935951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07845202833414078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128892838954926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725074887275696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05878701061010361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058413852006196976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579611986875534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05895750969648361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09789364784955978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09692845493555069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056931402534246445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.066587209701538,
|
|
"val_loss": 0.8362216353416443,
|
|
"acc": 70.1,
|
|
"time": 123.3898742730089,
|
|
"param": [
|
|
{
|
|
"p": 0.0917796716094017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04774027317762375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08524467051029205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04771126061677933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03834221139550209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0479416623711586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07856696844100952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07365930080413818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09677940607070923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06977186352014542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09291313588619232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07698982954025269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08415502309799194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06840474158525467,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.0972861051559448,
|
|
"val_loss": 0.8226544260978699,
|
|
"acc": 70.25,
|
|
"time": 112.5721197979874,
|
|
"param": [
|
|
{
|
|
"p": 0.07514243572950363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06287851929664612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07265805453062057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08061628043651581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06110125407576561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08581697940826416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05774378031492233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939331442117691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146657258272171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07739613950252533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07923294603824615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08962392807006836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06330517679452896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05362465977668762,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.32647705078125,
|
|
"val_loss": 0.7937065362930298,
|
|
"acc": 70.58,
|
|
"time": 126.32461612400948,
|
|
"param": [
|
|
{
|
|
"p": 0.09287554025650024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07402143627405167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095018774271011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0463714562356472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0790126621723175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05919504165649414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06950077414512634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102301716804504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07634448260068893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06858760118484497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871737331151962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07637282460927963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06830157339572906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06872613728046417,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2646467685699463,
|
|
"val_loss": 0.9084630608558655,
|
|
"acc": 69.17,
|
|
"time": 121.36076949400012,
|
|
"param": [
|
|
{
|
|
"p": 0.06350301951169968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04925675690174103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06513586640357971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171305850148201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051087699830532074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08259578049182892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047327518463134766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06507280468940735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0879925861954689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07746600359678268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09865714609622955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554276078939438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09279219806194305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07185687124729156,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.2121129035949707,
|
|
"val_loss": 0.9101097583770752,
|
|
"acc": 70.57,
|
|
"time": 113.92404049099423,
|
|
"param": [
|
|
{
|
|
"p": 0.0740809366106987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016211459413170815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10061316192150116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189390808343887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07335186004638672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673987209796906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07740846276283264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08014429360628128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659426122903824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07902664691209793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06363305449485779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545748353004456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07190079987049103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629437193274498,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.1909986734390259,
|
|
"val_loss": 0.7755606174468994,
|
|
"acc": 70.89,
|
|
"time": 113.6416076499736,
|
|
"param": [
|
|
{
|
|
"p": 0.0626106783747673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05600833147764206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07994691282510757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0538753867149353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052464764565229416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0616215355694294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07746456563472748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07637374848127365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754847452044487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07210662215948105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08931909501552582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08936486393213272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592718303203583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743152976036072,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.3317663669586182,
|
|
"val_loss": 0.7363691926002502,
|
|
"acc": 71.03,
|
|
"time": 124.73762222897494,
|
|
"param": [
|
|
{
|
|
"p": 0.08567207306623459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05180060490965843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07831943035125732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06363624334335327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605574280023575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654468983411789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250478118658066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721612423658371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06859920918941498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06696008145809174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06855727732181549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07911273092031479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08704880625009537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0641249567270279,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.9901652336120605,
|
|
"val_loss": 0.8563529253005981,
|
|
"acc": 69.87,
|
|
"time": 121.29604103500606,
|
|
"param": [
|
|
{
|
|
"p": 0.11514271050691605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061504706740379333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08147608488798141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03893990442156792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03774012252688408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0460207425057888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06890552490949631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049915652722120285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0759013369679451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08728794008493423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729726076126099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09014732390642166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10068027675151825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059040289372205734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.3794106245040894,
|
|
"val_loss": 0.8237648606300354,
|
|
"acc": 70.2,
|
|
"time": 110.71483752198401,
|
|
"param": [
|
|
{
|
|
"p": 0.0964338481426239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348082214593887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10017533600330353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020969992503523827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030403414741158485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10184909403324127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06798987090587616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045076411217451096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03829655051231384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09040894359350204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07649955153465271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10370668023824692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09119150787591934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06351801007986069,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.4437260627746582,
|
|
"val_loss": 0.7664384245872498,
|
|
"acc": 70.16,
|
|
"time": 119.67353121098131,
|
|
"param": [
|
|
{
|
|
"p": 0.0761796310544014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051754772663116455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09460204094648361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07802697271108627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07367800176143646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06197118014097214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06536713242530823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051003262400627136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07846859097480774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102278411388397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07392533868551254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062145985662937164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08932998031377792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06252438575029373,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.108826994895935,
|
|
"val_loss": 0.787206768989563,
|
|
"acc": 71.69,
|
|
"time": 113.39053075498668,
|
|
"param": [
|
|
{
|
|
"p": 0.08926399797201157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061952944844961166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08289764076471329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06974963843822479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838949769735336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019731402397156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600846350193024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05890744552016258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07588255405426025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07817015051841736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08672171831130981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07319343090057373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185112148523331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056814078241586685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.1760313510894775,
|
|
"val_loss": 0.7407026290893555,
|
|
"acc": 71.71,
|
|
"time": 121.89971294198767,
|
|
"param": [
|
|
{
|
|
"p": 0.04975658282637596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059051912277936935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09831146150827408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07573163509368896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06043406203389168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851145014166832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05212061107158661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05987953022122383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08151700347661972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07453134655952454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06893884390592575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08955448865890503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726660370826721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0677914023399353,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0489901304244995,
|
|
"val_loss": 0.8475883603096008,
|
|
"acc": 71.14,
|
|
"time": 117.68233980698278,
|
|
"param": [
|
|
{
|
|
"p": 0.07992145419120789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05460209771990776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07229580730199814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06888063251972198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059000931680202484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08428724855184555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06307066231966019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05446796864271164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09694009274244308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710834056138992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09057780355215073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.078335240483284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08634289354085922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044168878346681595,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.2184885740280151,
|
|
"val_loss": 0.7422975897789001,
|
|
"acc": 71.59,
|
|
"time": 110.27137960601249,
|
|
"param": [
|
|
{
|
|
"p": 0.08264978229999542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05418434739112854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06230289861559868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04804433137178421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841722130775452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06312403082847595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07201111316680908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417425513267517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07629838585853577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650714784860611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852138787508011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09397171437740326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0989542156457901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07227486371994019,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.1438313722610474,
|
|
"val_loss": 0.6676256060600281,
|
|
"acc": 72.54,
|
|
"time": 113.46816074298113,
|
|
"param": [
|
|
{
|
|
"p": 0.07547850906848907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05869191884994507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09544641524553299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07198229432106018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07586756348609924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06769943982362747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0785568356513977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07278452813625336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0511513277888298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0702052190899849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022066414356232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657171830534935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.088236503303051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05796166509389877,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2292603254318237,
|
|
"val_loss": 0.8125497102737427,
|
|
"acc": 72.15,
|
|
"time": 111.364793404995,
|
|
"param": [
|
|
{
|
|
"p": 0.09364799410104752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04407627880573273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08125066012144089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05518022179603577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07051368057727814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06389649957418442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06610366702079773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07514561712741852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0665891245007515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06951681524515152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146745920181274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08905557543039322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214538753032684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08141104131937027,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.1445196866989136,
|
|
"val_loss": 0.8811471462249756,
|
|
"acc": 71.53,
|
|
"time": 110.6344106280012,
|
|
"param": [
|
|
{
|
|
"p": 0.09758847206830978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758579671382904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1002291813492775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04925348237156868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05508631840348244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03945983201265335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05546639487147331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742702424526215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07353829592466354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06498029828071594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07918793708086014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07110317051410675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08813987672328949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826815739274025,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.1313297748565674,
|
|
"val_loss": 0.7231228351593018,
|
|
"acc": 72.46,
|
|
"time": 114.00111320099677,
|
|
"param": [
|
|
{
|
|
"p": 0.08905132114887238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720457226037979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08107312768697739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04148808866739273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06067804619669914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060899585485458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05474189296364784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08208255469799042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07203614711761475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687251061201096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276732683181763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07825363427400589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09343283623456955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05970901623368263,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.2818653583526611,
|
|
"val_loss": 0.7290863990783691,
|
|
"acc": 71.61,
|
|
"time": 120.43526088699582,
|
|
"param": [
|
|
{
|
|
"p": 0.0863913893699646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082222938537598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729084312915802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06268781423568726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726530939340591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109197974205017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06877659261226654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04894302040338516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05734594911336899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06639823317527771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056639909744262695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08930934220552444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09884660691022873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0725732371211052,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.2331345081329346,
|
|
"val_loss": 0.7525683641433716,
|
|
"acc": 72.09,
|
|
"time": 123.80815775197698,
|
|
"param": [
|
|
{
|
|
"p": 0.08270980417728424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05403302609920502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07012394815683365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06174291670322418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315666437149048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019542356953024864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08129911124706268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04559227079153061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0947246178984642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09581431746482849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0962652713060379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09161674231290817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07470960915088654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06866926699876785,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.128846526145935,
|
|
"val_loss": 0.7927707433700562,
|
|
"acc": 72.1,
|
|
"time": 115.51242855898454,
|
|
"param": [
|
|
{
|
|
"p": 0.07337310910224915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06103935092687607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07577615976333618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09422870725393295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105723768472672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04268036410212517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0861048772931099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08366409689188004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876252382993698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05415106192231178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05352632328867912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07230759412050247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870780497789383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625053286552429,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.0019046068191528,
|
|
"val_loss": 0.9538640379905701,
|
|
"acc": 71.77,
|
|
"time": 132.91792866800097,
|
|
"param": [
|
|
{
|
|
"p": 0.09509353339672089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061484627425670624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08114247024059296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048834677785634995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06860753893852234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633570581674576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11316637694835663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08132976293563843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052724018692970276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06367700546979904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038212019950151443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07264357060194016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07244125008583069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430735230445862,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.0820070505142212,
|
|
"val_loss": 0.7730363607406616,
|
|
"acc": 72.54,
|
|
"time": 125.9302563740057,
|
|
"param": [
|
|
{
|
|
"p": 0.08333142101764679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06044108048081398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653986662626266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05283188074827194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04383539408445358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06628648936748505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266963064670563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06395747512578964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0880051702260971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845877081155777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457572966814041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08147827535867691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147474586963654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998506933450699,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.0595511198043823,
|
|
"val_loss": 0.8517671823501587,
|
|
"acc": 72.83,
|
|
"time": 111.06023331198958,
|
|
"param": [
|
|
{
|
|
"p": 0.08765222877264023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08596056699752808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09150508046150208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778040960431099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055828195065259933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05608849227428436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05272454023361206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008835673332214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111946493387222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08629687130451202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062070515006780624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07927659153938293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550383359193802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048081208020448685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.110924243927002,
|
|
"val_loss": 0.8030045032501221,
|
|
"acc": 72.44,
|
|
"time": 109.7921234430105,
|
|
"param": [
|
|
{
|
|
"p": 0.0794006735086441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698753073811531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372984290122986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709628164768219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07803475856781006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05390835553407669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06471650302410126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988484412431717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0428905263543129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06771091371774673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008428454399109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06818165630102158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11049285531044006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0601266510784626,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.1631604433059692,
|
|
"val_loss": 0.7478212714195251,
|
|
"acc": 72.42,
|
|
"time": 131.21602302000974,
|
|
"param": [
|
|
{
|
|
"p": 0.08030759543180466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05234001204371452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08876421302556992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0545174665749073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251868396997452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989225536584854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0665435865521431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06519967317581177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08086388558149338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656292736530304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139736995100975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628665119409561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249133288860321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08324797451496124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.1292812824249268,
|
|
"val_loss": 0.7609198093414307,
|
|
"acc": 72.67,
|
|
"time": 121.54706424701726,
|
|
"param": [
|
|
{
|
|
"p": 0.10242728888988495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028297657147049904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08940591663122177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06085580959916115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054675597697496414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06180113926529884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694337710738182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05053330585360527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09024380892515182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951576262712479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08817948400974274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359293103218079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123506814241409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07980261743068695,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.9983673095703125,
|
|
"val_loss": 0.8421206474304199,
|
|
"acc": 71.16,
|
|
"time": 125.67789070197614,
|
|
"param": [
|
|
{
|
|
"p": 0.09220549464225769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07986130565404892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07683035731315613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806020200252533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06932838261127472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06061742454767227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028299570083618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0589732751250267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164125889539719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07323704659938812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07059281319379807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0481577105820179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09464754164218903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053022392094135284,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.2034509181976318,
|
|
"val_loss": 0.6814653277397156,
|
|
"acc": 72.38,
|
|
"time": 116.07398518401897,
|
|
"param": [
|
|
{
|
|
"p": 0.08285374939441681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482582330703735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837099254131317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05505919083952904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05747341364622116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07559426128864288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06535638868808746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08232381194829941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05530153587460518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09092657268047333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845130026340485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778888538479805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08816111832857132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06741297990083694,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.1292849779129028,
|
|
"val_loss": 0.7514207363128662,
|
|
"acc": 72.86,
|
|
"time": 130.84397446402,
|
|
"param": [
|
|
{
|
|
"p": 0.06676192581653595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07563891261816025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09732700884342194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05680665001273155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06525340676307678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06006642058491707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06604429334402084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0559685155749321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06540516018867493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449166268110275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08672752976417542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08886663615703583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317136436700821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06747054308652878,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.995680034160614,
|
|
"val_loss": 0.745694100856781,
|
|
"acc": 71.43,
|
|
"time": 111.55505972201354,
|
|
"param": [
|
|
{
|
|
"p": 0.08572863787412643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0558011531829834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08407137542963028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969684362411499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06879869848489761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04233190044760704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0834416002035141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275905460119247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06490132212638855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08369486778974533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05811469629406929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07657688111066818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10062731802463531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05345567315816879,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.0941437482833862,
|
|
"val_loss": 0.6663650274276733,
|
|
"acc": 72.85,
|
|
"time": 110.81537111799116,
|
|
"param": [
|
|
{
|
|
"p": 0.08396230638027191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05379694700241089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06960804015398026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07820559293031693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046697650104761124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07732371240854263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1031218096613884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09691835939884186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08274877816438675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04946521669626236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434904992580414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08498509973287582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05840398371219635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06041355058550835,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.036697268486023,
|
|
"val_loss": 0.6973022222518921,
|
|
"acc": 72.98,
|
|
"time": 111.6201864219911,
|
|
"param": [
|
|
{
|
|
"p": 0.08681648969650269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054169103503227234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09628359973430634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0635765865445137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05358969420194626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05945473536849022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05769357085227966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08762470632791519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125706970691681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059119533747434616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782585382461548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08689172565937042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07631070166826248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07938665896654129,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.0310043096542358,
|
|
"val_loss": 0.7747400999069214,
|
|
"acc": 72.53,
|
|
"time": 120.77363334599067,
|
|
"param": [
|
|
{
|
|
"p": 0.09510158747434616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06279919296503067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07015927135944366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05187172815203667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04482463747262955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06274346262216568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06975147128105164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058822084218263626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07827170193195343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08825680613517761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317313760519028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09378581494092941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09854335337877274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06189568340778351,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.141582727432251,
|
|
"val_loss": 0.7593328356742859,
|
|
"acc": 71.11,
|
|
"time": 136.609307117993,
|
|
"param": [
|
|
{
|
|
"p": 0.07600169628858566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04771411418914795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0652405247092247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08818323910236359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06517400592565536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095879316329956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08674608170986176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0609559528529644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05826554447412491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0766378790140152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06439705938100815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124144375324249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08079210668802261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07769154757261276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.245177149772644,
|
|
"val_loss": 0.7534986138343811,
|
|
"acc": 72.61,
|
|
"time": 135.06374883899116,
|
|
"param": [
|
|
{
|
|
"p": 0.07792376726865768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037287205457687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07774613797664642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019086927175522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07659405469894409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09122724831104279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040924880653619766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249926775693893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05169976130127907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07455221563577652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109615206718445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617113202810287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08867541700601578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032616436481476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.2745401859283447,
|
|
"val_loss": 0.761611819267273,
|
|
"acc": 72.95,
|
|
"time": 111.36603591300081,
|
|
"param": [
|
|
{
|
|
"p": 0.099828340113163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138358056545258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08699069172143936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07026610523462296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05812869966030121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07503246515989304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053657762706279755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0779421404004097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05506264790892601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06932768225669861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061786483973264694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09131940454244614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08354463428258896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04572945460677147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.9724423289299011,
|
|
"val_loss": 0.8487529754638672,
|
|
"acc": 72.86,
|
|
"time": 127.10887765898951,
|
|
"param": [
|
|
{
|
|
"p": 0.06510397046804428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775642722845078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07780562341213226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060562536120414734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167156040668488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06366889923810959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753307044506073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07320976257324219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155791670084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0577702559530735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08434569090604782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06637228280305862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836435928940773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120080292224884,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.9354850053787231,
|
|
"val_loss": 0.7218475937843323,
|
|
"acc": 73.08,
|
|
"time": 125.16015004500514,
|
|
"param": [
|
|
{
|
|
"p": 0.08854116499423981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06637539714574814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08135653287172318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0699518620967865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0658145397901535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054980166256427765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06462433189153671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06334022432565689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07992591708898544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08206255733966827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591501832008362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07234279066324234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06962405145168304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07514549046754837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.9472947716712952,
|
|
"val_loss": 0.7859070897102356,
|
|
"acc": 72.95,
|
|
"time": 110.42502008599695,
|
|
"param": [
|
|
{
|
|
"p": 0.07269072532653809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06407596915960312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08429190516471863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.077797532081604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05719351768493652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06607292592525482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09365671128034592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030082248151302338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07432986050844193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06859944760799408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07338706403970718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780404806137085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07292419672012329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08685734868049622,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.2408161163330078,
|
|
"val_loss": 0.79726243019104,
|
|
"acc": 72.65,
|
|
"time": 116.56229073600844,
|
|
"param": [
|
|
{
|
|
"p": 0.08743255585432053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06055660918354988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374630868434906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970752775669098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06844571977853775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06156231835484505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07253936678171158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05551697686314583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08894064277410507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998685538768768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06364507228136063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08677073568105698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07966233789920807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0514870323240757,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.0524524450302124,
|
|
"val_loss": 0.7474172711372375,
|
|
"acc": 73.87,
|
|
"time": 123.40080107800895,
|
|
"param": [
|
|
{
|
|
"p": 0.07470744848251343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055691998451948166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0802755206823349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06228228285908699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09095119684934616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05562921613454819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05551546812057495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299066543579102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076031893491745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0853261947631836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06874578446149826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08731960505247116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08645863831043243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058074068278074265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.257692575454712,
|
|
"val_loss": 0.7391572594642639,
|
|
"acc": 72.38,
|
|
"time": 109.56216611800482,
|
|
"param": [
|
|
{
|
|
"p": 0.07533718645572662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0459827184677124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08431319147348404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443864852190018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043298281729221344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08174683898687363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06294749677181244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08031663298606873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08464284241199493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06715436279773712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716964453458786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08492840081453323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07364056259393692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079556405544281,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.9203168749809265,
|
|
"val_loss": 0.8214560747146606,
|
|
"acc": 72.57,
|
|
"time": 109.32098209898686,
|
|
"param": [
|
|
{
|
|
"p": 0.08320512622594833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03920753672719002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08954138308763504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270648539066315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10176204144954681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07887034863233566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05602656677365303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05911637842655182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07055359333753586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06559573113918304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07549311965703964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275998592376709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348883152008057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167275995016098,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.8042763471603394,
|
|
"val_loss": 0.7675970196723938,
|
|
"acc": 72.48,
|
|
"time": 123.0609613090055,
|
|
"param": [
|
|
{
|
|
"p": 0.07602745294570923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04982178285717964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0579645000398159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06366495788097382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06639313697814941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392699062824249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689544528722763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07313238829374313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837307795882225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08520560711622238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988731026649475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05946710705757141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07983033359050751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08199325203895569,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.1652334928512573,
|
|
"val_loss": 0.8533695340156555,
|
|
"acc": 72.7,
|
|
"time": 120.35787028897903,
|
|
"param": [
|
|
{
|
|
"p": 0.07576314359903336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05584358423948288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08429419994354248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04771094024181366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322314590215683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557819247245789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190492585301399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05816316232085228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0874677300453186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08783445507287979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08563186973333359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07589282095432281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827910378575325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790079176425934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.0913941860198975,
|
|
"val_loss": 0.8165608644485474,
|
|
"acc": 72.88,
|
|
"time": 111.89479200099595,
|
|
"param": [
|
|
{
|
|
"p": 0.10656760632991791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901109218597412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07648090273141861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707627534866333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04031527042388916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05090995132923126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07466552406549454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06603053212165833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05970930680632591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07768277078866959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08637261390686035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06689704209566116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09391210973262787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06068248674273491,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.9932113289833069,
|
|
"val_loss": 0.7789937853813171,
|
|
"acc": 73.49,
|
|
"time": 121.87642406401574,
|
|
"param": [
|
|
{
|
|
"p": 0.0650908350944519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053860899060964584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08887012302875519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03209058940410614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828435510396957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167116552591324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06846638768911362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07691875845193863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08418358117341995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08624526858329773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08030136674642563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07591091841459274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08293866366147995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0651671290397644,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.070288062095642,
|
|
"val_loss": 0.8005326986312866,
|
|
"acc": 73.38,
|
|
"time": 124.84191674101749,
|
|
"param": [
|
|
{
|
|
"p": 0.08958008885383606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08473272621631622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854374498128891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05731756240129471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05811739340424538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050660211592912674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07744837552309036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04919496178627014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07913774251937866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06849522888660431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06213941052556038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06037081032991409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0976484939455986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08661337196826935,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.1152496337890625,
|
|
"val_loss": 0.7922964692115784,
|
|
"acc": 73.71,
|
|
"time": 112.41247205098625,
|
|
"param": [
|
|
{
|
|
"p": 0.08955957740545273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05250916630029678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07030928134918213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052467528730630875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03775453567504883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682425737380981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08398789912462234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07475828379392624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07721643149852753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06867983937263489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659730851650238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09934016317129135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07885337620973587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06114232540130615,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.0333856344223022,
|
|
"val_loss": 0.8712067604064941,
|
|
"acc": 73.45,
|
|
"time": 116.48712588401395,
|
|
"param": [
|
|
{
|
|
"p": 0.08980823308229446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06022113189101219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06257631629705429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164653390645981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06430723518133163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07551917433738708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667697936296463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0679645910859108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07481422275304794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09088493883609772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06047508493065834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06394777446985245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09401894360780716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05704605206847191,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.1498273611068726,
|
|
"val_loss": 0.7488932013511658,
|
|
"acc": 74.42,
|
|
"time": 111.07215496202116,
|
|
"param": [
|
|
{
|
|
"p": 0.08433319628238678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355474352836609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0683944970369339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05592145398259163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05591927096247673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575123757123947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819276839494705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03924151882529259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1067734956741333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054822005331516266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522331178188324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07648304104804993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10022886097431183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06516056507825851,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.8594393730163574,
|
|
"val_loss": 0.7361887097358704,
|
|
"acc": 73.63,
|
|
"time": 111.89346071099862,
|
|
"param": [
|
|
{
|
|
"p": 0.09168358892202377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060804158449172974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06979718804359436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08399356156587601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07709533721208572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07367224991321564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753866508603096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060566384345293045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052202001214027405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06677789986133575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060536954551935196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0631200447678566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0843869149684906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07997701317071915,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |