mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
159 KiB
JSON
Executable file
9776 lines
No EOL
159 KiB
JSON
Executable file
{
|
|
"Accuracy": 71.99,
|
|
"Time": [
|
|
127.35095680956573,
|
|
6.492362475083171
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.262300729751587,
|
|
"val_loss": 2.276533365249634,
|
|
"acc": 16.0,
|
|
"time": 130.2396365129389,
|
|
"param": [
|
|
{
|
|
"p": 0.07482127845287323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426803350448608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14612846076488495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051632143557071686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010434728115797043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08840513229370117,
|
|
"m": 0.992485761642456
|
|
},
|
|
{
|
|
"p": 0.05956953763961792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08230273425579071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04935595393180847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224222108721733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0384424589574337,
|
|
"m": 0.9982839226722717
|
|
},
|
|
{
|
|
"p": 0.09209375083446503,
|
|
"m": 0.9978025555610657
|
|
},
|
|
{
|
|
"p": 0.1332762986421585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027027275413274765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 1.9223674535751343,
|
|
"val_loss": 2.068669557571411,
|
|
"acc": 24.1,
|
|
"time": 118.04174054390751,
|
|
"param": [
|
|
{
|
|
"p": 0.042905811220407486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035903602838516235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12257666885852814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04205428808927536,
|
|
"m": 0.9576982259750366
|
|
},
|
|
{
|
|
"p": 0.062116838991642,
|
|
"m": 0.8092430830001831
|
|
},
|
|
{
|
|
"p": 0.10313118994235992,
|
|
"m": 0.8424171805381775
|
|
},
|
|
{
|
|
"p": 0.06199073791503906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11685192584991455,
|
|
"m": 0.7783485054969788
|
|
},
|
|
{
|
|
"p": 0.05799207091331482,
|
|
"m": 0.9954280853271484
|
|
},
|
|
{
|
|
"p": 0.04457594081759453,
|
|
"m": 0.7148650884628296
|
|
},
|
|
{
|
|
"p": 0.10054556280374527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06689699739217758,
|
|
"m": 0.999829113483429
|
|
},
|
|
{
|
|
"p": 0.049662377685308456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0927959606051445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.9465681314468384,
|
|
"val_loss": 1.9129137992858887,
|
|
"acc": 29.51,
|
|
"time": 120.67712058103643,
|
|
"param": [
|
|
{
|
|
"p": 0.03597838431596756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043679628521203995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09337056428194046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054127395153045654,
|
|
"m": 0.9521218538284302
|
|
},
|
|
{
|
|
"p": 0.10419879108667374,
|
|
"m": 0.6890105605125427
|
|
},
|
|
{
|
|
"p": 0.05910944938659668,
|
|
"m": 0.8083628416061401
|
|
},
|
|
{
|
|
"p": 0.09356813132762909,
|
|
"m": 0.9728068709373474
|
|
},
|
|
{
|
|
"p": 0.07531416416168213,
|
|
"m": 0.9592491984367371
|
|
},
|
|
{
|
|
"p": 0.07571526616811752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082100749015808,
|
|
"m": 0.5802649259567261
|
|
},
|
|
{
|
|
"p": 0.09346837550401688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08277662843465805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05748365819454193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05038866773247719,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.0184402465820312,
|
|
"val_loss": 1.7894023656845093,
|
|
"acc": 35.04,
|
|
"time": 116.40369625110179,
|
|
"param": [
|
|
{
|
|
"p": 0.011998903006315231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714644193649292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11481043696403503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040654562413692474,
|
|
"m": 0.8362606763839722
|
|
},
|
|
{
|
|
"p": 0.08524313569068909,
|
|
"m": 0.6911449432373047
|
|
},
|
|
{
|
|
"p": 0.12393172085285187,
|
|
"m": 0.8714780807495117
|
|
},
|
|
{
|
|
"p": 0.11612662672996521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029612498357892036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08009174466133118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13914714753627777,
|
|
"m": 0.5723232626914978
|
|
},
|
|
{
|
|
"p": 0.02770085819065571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11876922100782394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04044872149825096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.7614550590515137,
|
|
"val_loss": 1.768127202987671,
|
|
"acc": 38.81,
|
|
"time": 132.27942032692954,
|
|
"param": [
|
|
{
|
|
"p": 0.053281962871551514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05908583104610443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0829860046505928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06474975496530533,
|
|
"m": 0.6830288171768188
|
|
},
|
|
{
|
|
"p": 0.07256381213665009,
|
|
"m": 0.6264617443084717
|
|
},
|
|
{
|
|
"p": 0.0922347903251648,
|
|
"m": 0.9824227094650269
|
|
},
|
|
{
|
|
"p": 0.07949652522802353,
|
|
"m": 0.9714122414588928
|
|
},
|
|
{
|
|
"p": 0.10891833156347275,
|
|
"m": 0.9412633180618286
|
|
},
|
|
{
|
|
"p": 0.09303943067789078,
|
|
"m": 0.9999123215675354
|
|
},
|
|
{
|
|
"p": 0.08214940130710602,
|
|
"m": 0.25101178884506226
|
|
},
|
|
{
|
|
"p": 0.03024613857269287,
|
|
"m": 0.9903982877731323
|
|
},
|
|
{
|
|
"p": 0.08085703104734421,
|
|
"m": 0.9993444681167603
|
|
},
|
|
{
|
|
"p": 0.09877829253673553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001612773397937417,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.7110499143600464,
|
|
"val_loss": 1.4210920333862305,
|
|
"acc": 43.04,
|
|
"time": 131.51938119716942,
|
|
"param": [
|
|
{
|
|
"p": 0.090904600918293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016793174669146538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08062027394771576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06521803140640259,
|
|
"m": 0.7106959223747253
|
|
},
|
|
{
|
|
"p": 0.060595761984586716,
|
|
"m": 0.3546713590621948
|
|
},
|
|
{
|
|
"p": 0.0658009797334671,
|
|
"m": 0.9994159936904907
|
|
},
|
|
{
|
|
"p": 0.0861540287733078,
|
|
"m": 0.776633083820343
|
|
},
|
|
{
|
|
"p": 0.05001154541969299,
|
|
"m": 0.8626294732093811
|
|
},
|
|
{
|
|
"p": 0.08679214864969254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11649350076913834,
|
|
"m": 0.09950301796197891
|
|
},
|
|
{
|
|
"p": 0.08071230351924896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08227665722370148,
|
|
"m": 0.9970782995223999
|
|
},
|
|
{
|
|
"p": 0.08782467991113663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02980225346982479,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.85452139377594,
|
|
"val_loss": 1.571120262145996,
|
|
"acc": 44.84,
|
|
"time": 132.6040809159167,
|
|
"param": [
|
|
{
|
|
"p": 0.09454116225242615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04116472601890564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775630801916122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06889871507883072,
|
|
"m": 0.6903690695762634
|
|
},
|
|
{
|
|
"p": 0.0887429267168045,
|
|
"m": 0.13523396849632263
|
|
},
|
|
{
|
|
"p": 0.08570336550474167,
|
|
"m": 0.9738259315490723
|
|
},
|
|
{
|
|
"p": 0.04366454854607582,
|
|
"m": 0.8851950764656067
|
|
},
|
|
{
|
|
"p": 0.10742054134607315,
|
|
"m": 0.9556382894515991
|
|
},
|
|
{
|
|
"p": 0.04392242431640625,
|
|
"m": 0.968852162361145
|
|
},
|
|
{
|
|
"p": 0.08058647066354752,
|
|
"m": 0.2221299260854721
|
|
},
|
|
{
|
|
"p": 0.05612366273999214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07848003506660461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037669483572244644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09532562643289566,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.871201753616333,
|
|
"val_loss": 1.5038553476333618,
|
|
"acc": 45.37,
|
|
"time": 109.69632791704498,
|
|
"param": [
|
|
{
|
|
"p": 0.10365571081638336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0733330026268959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08726494759321213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07077651470899582,
|
|
"m": 0.7672773003578186
|
|
},
|
|
{
|
|
"p": 0.0949135422706604,
|
|
"m": 0.1564127504825592
|
|
},
|
|
{
|
|
"p": 0.03285788372159004,
|
|
"m": 0.9890262484550476
|
|
},
|
|
{
|
|
"p": 0.044652070850133896,
|
|
"m": 0.9201756715774536
|
|
},
|
|
{
|
|
"p": 0.11019071936607361,
|
|
"m": 0.9709571599960327
|
|
},
|
|
{
|
|
"p": 0.03898283839225769,
|
|
"m": 0.9994060397148132
|
|
},
|
|
{
|
|
"p": 0.09418930858373642,
|
|
"m": 0.2966853380203247
|
|
},
|
|
{
|
|
"p": 0.028611963614821434,
|
|
"m": 0.9989288449287415
|
|
},
|
|
{
|
|
"p": 0.054711468517780304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10435454547405243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061505530029535294,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.4756988286972046,
|
|
"val_loss": 1.3567429780960083,
|
|
"acc": 48.29,
|
|
"time": 121.61638074414805,
|
|
"param": [
|
|
{
|
|
"p": 0.08086401969194412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030952056869864464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08269575238227844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057015903294086456,
|
|
"m": 0.7271959185600281
|
|
},
|
|
{
|
|
"p": 0.07371266186237335,
|
|
"m": 0.07927953451871872
|
|
},
|
|
{
|
|
"p": 0.06598120182752609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0738098993897438,
|
|
"m": 0.9423210024833679
|
|
},
|
|
{
|
|
"p": 0.06043258681893349,
|
|
"m": 0.9640141129493713
|
|
},
|
|
{
|
|
"p": 0.08252192288637161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08558119833469391,
|
|
"m": 0.3067319393157959
|
|
},
|
|
{
|
|
"p": 0.04585416615009308,
|
|
"m": 0.9989662170410156
|
|
},
|
|
{
|
|
"p": 0.13115999102592468,
|
|
"m": 0.9820893406867981
|
|
},
|
|
{
|
|
"p": 0.05487532913684845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07454336434602737,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.8205291032791138,
|
|
"val_loss": 1.4495816230773926,
|
|
"acc": 49.08,
|
|
"time": 124.0397004019469,
|
|
"param": [
|
|
{
|
|
"p": 0.07487986981868744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04592813178896904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023215332999825478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0731234923005104,
|
|
"m": 0.8723944425582886
|
|
},
|
|
{
|
|
"p": 0.07484663277864456,
|
|
"m": 0.13481111824512482
|
|
},
|
|
{
|
|
"p": 0.1053832471370697,
|
|
"m": 0.8794541358947754
|
|
},
|
|
{
|
|
"p": 0.08598887175321579,
|
|
"m": 0.9484106302261353
|
|
},
|
|
{
|
|
"p": 0.022978097200393677,
|
|
"m": 0.9757600426673889
|
|
},
|
|
{
|
|
"p": 0.10622120648622513,
|
|
"m": 0.998477578163147
|
|
},
|
|
{
|
|
"p": 0.08690418303012848,
|
|
"m": 0.36154207587242126
|
|
},
|
|
{
|
|
"p": 0.10779765993356705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04563511908054352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08283304423093796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06426506489515305,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.722005844116211,
|
|
"val_loss": 1.5746592283248901,
|
|
"acc": 49.25,
|
|
"time": 133.09227987285703,
|
|
"param": [
|
|
{
|
|
"p": 0.07632190734148026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033053863793611526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06672406941652298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08654166758060455,
|
|
"m": 0.9466983079910278
|
|
},
|
|
{
|
|
"p": 0.09768538922071457,
|
|
"m": 0.17332008481025696
|
|
},
|
|
{
|
|
"p": 0.0800425186753273,
|
|
"m": 0.8055114150047302
|
|
},
|
|
{
|
|
"p": 0.06979724019765854,
|
|
"m": 0.9712803363800049
|
|
},
|
|
{
|
|
"p": 0.06306890398263931,
|
|
"m": 0.9744578003883362
|
|
},
|
|
{
|
|
"p": 0.06271538138389587,
|
|
"m": 0.9914430975914001
|
|
},
|
|
{
|
|
"p": 0.07897881418466568,
|
|
"m": 0.33697253465652466
|
|
},
|
|
{
|
|
"p": 0.052132971584796906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798100084066391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07210298627614975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102433383464813,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.4537389278411865,
|
|
"val_loss": 1.285201907157898,
|
|
"acc": 52.72,
|
|
"time": 133.27714871591888,
|
|
"param": [
|
|
{
|
|
"p": 0.08241494745016098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03729592263698578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09572400152683258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0958801731467247,
|
|
"m": 0.8995676040649414
|
|
},
|
|
{
|
|
"p": 0.08083829283714294,
|
|
"m": 0.1784442961215973
|
|
},
|
|
{
|
|
"p": 0.07307498902082443,
|
|
"m": 0.9193217754364014
|
|
},
|
|
{
|
|
"p": 0.04435805231332779,
|
|
"m": 0.8933479189872742
|
|
},
|
|
{
|
|
"p": 0.08861939609050751,
|
|
"m": 0.9286714792251587
|
|
},
|
|
{
|
|
"p": 0.07046829164028168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07872859388589859,
|
|
"m": 0.364357590675354
|
|
},
|
|
{
|
|
"p": 0.05836096405982971,
|
|
"m": 0.9965895414352417
|
|
},
|
|
{
|
|
"p": 0.06325466930866241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08810847252607346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04287311062216759,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.4152077436447144,
|
|
"val_loss": 1.2225476503372192,
|
|
"acc": 53.65,
|
|
"time": 131.73465850297362,
|
|
"param": [
|
|
{
|
|
"p": 0.10497488081455231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0678875744342804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08496743440628052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0921659916639328,
|
|
"m": 0.8527727723121643
|
|
},
|
|
{
|
|
"p": 0.05200303718447685,
|
|
"m": 0.27684152126312256
|
|
},
|
|
{
|
|
"p": 0.0132066011428833,
|
|
"m": 0.9985676407814026
|
|
},
|
|
{
|
|
"p": 0.0794057697057724,
|
|
"m": 0.8134410977363586
|
|
},
|
|
{
|
|
"p": 0.08929364383220673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056815389543771744,
|
|
"m": 0.9998224377632141
|
|
},
|
|
{
|
|
"p": 0.09491953998804092,
|
|
"m": 0.36437588930130005
|
|
},
|
|
{
|
|
"p": 0.041999701410532,
|
|
"m": 0.9840478897094727
|
|
},
|
|
{
|
|
"p": 0.06022472679615021,
|
|
"m": 0.9986276030540466
|
|
},
|
|
{
|
|
"p": 0.0866459310054779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07548987865447998,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.3440020084381104,
|
|
"val_loss": 1.2343889474868774,
|
|
"acc": 55.39,
|
|
"time": 129.39428364578635,
|
|
"param": [
|
|
{
|
|
"p": 0.08969313651323318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627325028181076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861039251089096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0557231605052948,
|
|
"m": 0.8421249389648438
|
|
},
|
|
{
|
|
"p": 0.08335042744874954,
|
|
"m": 0.1575455367565155
|
|
},
|
|
{
|
|
"p": 0.07706033438444138,
|
|
"m": 0.9835047125816345
|
|
},
|
|
{
|
|
"p": 0.09415081143379211,
|
|
"m": 0.7574500441551208
|
|
},
|
|
{
|
|
"p": 0.06454306095838547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315550744533539,
|
|
"m": 0.968798041343689
|
|
},
|
|
{
|
|
"p": 0.04696478322148323,
|
|
"m": 0.3395143449306488
|
|
},
|
|
{
|
|
"p": 0.042511772364377975,
|
|
"m": 0.9950541257858276
|
|
},
|
|
{
|
|
"p": 0.09970832616090775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033318281173706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146268337965012,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.4734270572662354,
|
|
"val_loss": 1.270545482635498,
|
|
"acc": 55.76,
|
|
"time": 133.76634077285416,
|
|
"param": [
|
|
{
|
|
"p": 0.05905671790242195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05261744558811188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1079036146402359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08385293185710907,
|
|
"m": 0.8732028007507324
|
|
},
|
|
{
|
|
"p": 0.08325459808111191,
|
|
"m": 0.14126315712928772
|
|
},
|
|
{
|
|
"p": 0.07219666242599487,
|
|
"m": 0.9406996369361877
|
|
},
|
|
{
|
|
"p": 0.09417460113763809,
|
|
"m": 0.8872310519218445
|
|
},
|
|
{
|
|
"p": 0.05106247216463089,
|
|
"m": 0.96399986743927
|
|
},
|
|
{
|
|
"p": 0.05637941136956215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527794897556305,
|
|
"m": 0.3949951231479645
|
|
},
|
|
{
|
|
"p": 0.04641146957874298,
|
|
"m": 0.99767005443573
|
|
},
|
|
{
|
|
"p": 0.06767429411411285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08329933881759644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07683850079774857,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.3428373336791992,
|
|
"val_loss": 1.2925084829330444,
|
|
"acc": 58.42,
|
|
"time": 116.00480237905867,
|
|
"param": [
|
|
{
|
|
"p": 0.10092043876647949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881216749548912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08201111853122711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06032221019268036,
|
|
"m": 0.8458260893821716
|
|
},
|
|
{
|
|
"p": 0.06608521193265915,
|
|
"m": 0.23547767102718353
|
|
},
|
|
{
|
|
"p": 0.08506849408149719,
|
|
"m": 0.8609927892684937
|
|
},
|
|
{
|
|
"p": 0.07832905650138855,
|
|
"m": 0.7880678772926331
|
|
},
|
|
{
|
|
"p": 0.06020614504814148,
|
|
"m": 0.927673876285553
|
|
},
|
|
{
|
|
"p": 0.03498760983347893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655558705329895,
|
|
"m": 0.43174779415130615
|
|
},
|
|
{
|
|
"p": 0.06788815557956696,
|
|
"m": 0.9984115362167358
|
|
},
|
|
{
|
|
"p": 0.07236817479133606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09330058097839355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07414483278989792,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.460797667503357,
|
|
"val_loss": 1.1300603151321411,
|
|
"acc": 58.25,
|
|
"time": 115.96776294894516,
|
|
"param": [
|
|
{
|
|
"p": 0.09729292243719101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07912107557058334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649881660938263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144442945718765,
|
|
"m": 0.9028355479240417
|
|
},
|
|
{
|
|
"p": 0.07206637412309647,
|
|
"m": 0.15296798944473267
|
|
},
|
|
{
|
|
"p": 0.08859233558177948,
|
|
"m": 0.63379967212677
|
|
},
|
|
{
|
|
"p": 0.05343673750758171,
|
|
"m": 0.8234552145004272
|
|
},
|
|
{
|
|
"p": 0.06660081446170807,
|
|
"m": 0.9844098687171936
|
|
},
|
|
{
|
|
"p": 0.04796931520104408,
|
|
"m": 0.9994828701019287
|
|
},
|
|
{
|
|
"p": 0.07557785511016846,
|
|
"m": 0.5239784717559814
|
|
},
|
|
{
|
|
"p": 0.08992629498243332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617578119039536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08371558040380478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043092261999845505,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.4350494146347046,
|
|
"val_loss": 1.2609652280807495,
|
|
"acc": 59.12,
|
|
"time": 117.24855058896355,
|
|
"param": [
|
|
{
|
|
"p": 0.07512707263231277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03318657726049423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10961710661649704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836048573255539,
|
|
"m": 0.8902067542076111
|
|
},
|
|
{
|
|
"p": 0.062421951442956924,
|
|
"m": 0.20398634672164917
|
|
},
|
|
{
|
|
"p": 0.05497511476278305,
|
|
"m": 0.5209721922874451
|
|
},
|
|
{
|
|
"p": 0.05625400319695473,
|
|
"m": 0.801352858543396
|
|
},
|
|
{
|
|
"p": 0.08366259187459946,
|
|
"m": 0.9916906952857971
|
|
},
|
|
{
|
|
"p": 0.08839774876832962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08340849727392197,
|
|
"m": 0.5877757668495178
|
|
},
|
|
{
|
|
"p": 0.07192815095186234,
|
|
"m": 0.9973886013031006
|
|
},
|
|
{
|
|
"p": 0.0774497240781784,
|
|
"m": 0.9997456669807434
|
|
},
|
|
{
|
|
"p": 0.05111043527722359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06885621696710587,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.3174546957015991,
|
|
"val_loss": 1.1844061613082886,
|
|
"acc": 58.83,
|
|
"time": 130.20474735391326,
|
|
"param": [
|
|
{
|
|
"p": 0.05654477700591087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05185874551534653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052892573177814484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837951973080635,
|
|
"m": 0.9826537370681763
|
|
},
|
|
{
|
|
"p": 0.06302957236766815,
|
|
"m": 0.24458996951580048
|
|
},
|
|
{
|
|
"p": 0.08241555839776993,
|
|
"m": 0.6585246920585632
|
|
},
|
|
{
|
|
"p": 0.08747227489948273,
|
|
"m": 0.8668147325515747
|
|
},
|
|
{
|
|
"p": 0.0769324079155922,
|
|
"m": 0.9903597831726074
|
|
},
|
|
{
|
|
"p": 0.11336136609315872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06581851840019226,
|
|
"m": 0.6238393187522888
|
|
},
|
|
{
|
|
"p": 0.065711610019207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07932376861572266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08434052765369415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0619187168776989,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.120423674583435,
|
|
"val_loss": 1.1015560626983643,
|
|
"acc": 58.58,
|
|
"time": 132.36838332307525,
|
|
"param": [
|
|
{
|
|
"p": 0.07963673025369644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06031094118952751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06019382178783417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522071689367294,
|
|
"m": 0.9605716466903687
|
|
},
|
|
{
|
|
"p": 0.0939415693283081,
|
|
"m": 0.3053533732891083
|
|
},
|
|
{
|
|
"p": 0.0879419595003128,
|
|
"m": 0.6734234690666199
|
|
},
|
|
{
|
|
"p": 0.0838823989033699,
|
|
"m": 0.8807780146598816
|
|
},
|
|
{
|
|
"p": 0.0802551656961441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05630983039736748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04610316455364227,
|
|
"m": 0.6727852821350098
|
|
},
|
|
{
|
|
"p": 0.05208226293325424,
|
|
"m": 0.9990217685699463
|
|
},
|
|
{
|
|
"p": 0.06972812861204147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06287804991006851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08151523023843765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.231146216392517,
|
|
"val_loss": 1.1806637048721313,
|
|
"acc": 61.52,
|
|
"time": 131.58177090599202,
|
|
"param": [
|
|
{
|
|
"p": 0.08912339061498642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024462023749947548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07834433019161224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04437323659658432,
|
|
"m": 0.9318681359291077
|
|
},
|
|
{
|
|
"p": 0.09445811063051224,
|
|
"m": 0.26644471287727356
|
|
},
|
|
{
|
|
"p": 0.03179991617798805,
|
|
"m": 0.793128490447998
|
|
},
|
|
{
|
|
"p": 0.056033097207546234,
|
|
"m": 0.9318735599517822
|
|
},
|
|
{
|
|
"p": 0.06817302107810974,
|
|
"m": 0.9476450681686401
|
|
},
|
|
{
|
|
"p": 0.09187979996204376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1111573576927185,
|
|
"m": 0.6950544118881226
|
|
},
|
|
{
|
|
"p": 0.08773916959762573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09264441579580307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05961406230926514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019807398319244,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.0162726640701294,
|
|
"val_loss": 1.0357692241668701,
|
|
"acc": 59.68,
|
|
"time": 134.26039671804756,
|
|
"param": [
|
|
{
|
|
"p": 0.0933038517832756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04051549732685089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07784474641084671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06981602311134338,
|
|
"m": 0.8448988199234009
|
|
},
|
|
{
|
|
"p": 0.08646094053983688,
|
|
"m": 0.29500290751457214
|
|
},
|
|
{
|
|
"p": 0.06897839903831482,
|
|
"m": 0.8672941327095032
|
|
},
|
|
{
|
|
"p": 0.07057798653841019,
|
|
"m": 0.9099998474121094
|
|
},
|
|
{
|
|
"p": 0.06566415727138519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059279415756464005,
|
|
"m": 0.9984273910522461
|
|
},
|
|
{
|
|
"p": 0.06399165093898773,
|
|
"m": 0.720558762550354
|
|
},
|
|
{
|
|
"p": 0.06500693410634995,
|
|
"m": 0.9990328550338745
|
|
},
|
|
{
|
|
"p": 0.09638389199972153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07703136652708054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0651450976729393,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.1592937707901,
|
|
"val_loss": 1.1034529209136963,
|
|
"acc": 61.7,
|
|
"time": 126.10917345806956,
|
|
"param": [
|
|
{
|
|
"p": 0.09949447214603424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03101612627506256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070641428232193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054547011852264404,
|
|
"m": 0.9155418276786804
|
|
},
|
|
{
|
|
"p": 0.06350499391555786,
|
|
"m": 0.2604300081729889
|
|
},
|
|
{
|
|
"p": 0.09715168923139572,
|
|
"m": 0.7859094738960266
|
|
},
|
|
{
|
|
"p": 0.074978306889534,
|
|
"m": 0.8639194369316101
|
|
},
|
|
{
|
|
"p": 0.08206450939178467,
|
|
"m": 0.9999188780784607
|
|
},
|
|
{
|
|
"p": 0.0709373876452446,
|
|
"m": 0.983099102973938
|
|
},
|
|
{
|
|
"p": 0.08134178817272186,
|
|
"m": 0.6631837487220764
|
|
},
|
|
{
|
|
"p": 0.06453491002321243,
|
|
"m": 0.9894111156463623
|
|
},
|
|
{
|
|
"p": 0.055383481085300446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09842272847890854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591621041297913,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.252590298652649,
|
|
"val_loss": 1.1334378719329834,
|
|
"acc": 60.91,
|
|
"time": 131.37993626506068,
|
|
"param": [
|
|
{
|
|
"p": 0.08310392498970032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03168114274740219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550740242004395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05654133856296539,
|
|
"m": 0.8905394077301025
|
|
},
|
|
{
|
|
"p": 0.08904633671045303,
|
|
"m": 0.13600292801856995
|
|
},
|
|
{
|
|
"p": 0.07537073642015457,
|
|
"m": 0.9030323624610901
|
|
},
|
|
{
|
|
"p": 0.06466127932071686,
|
|
"m": 0.7898926734924316
|
|
},
|
|
{
|
|
"p": 0.058936767280101776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07696717232465744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09073781967163086,
|
|
"m": 0.7198078036308289
|
|
},
|
|
{
|
|
"p": 0.08589646965265274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06339264661073685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09663321822881699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051523685455322266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.2469948530197144,
|
|
"val_loss": 1.1313302516937256,
|
|
"acc": 62.18,
|
|
"time": 130.2355579379946,
|
|
"param": [
|
|
{
|
|
"p": 0.11641617864370346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04535922035574913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03098677098751068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05342528969049454,
|
|
"m": 0.9186201095581055
|
|
},
|
|
{
|
|
"p": 0.07504404336214066,
|
|
"m": 0.1218079999089241
|
|
},
|
|
{
|
|
"p": 0.08616326749324799,
|
|
"m": 0.9618048071861267
|
|
},
|
|
{
|
|
"p": 0.062144935131073,
|
|
"m": 0.8025266528129578
|
|
},
|
|
{
|
|
"p": 0.0677158385515213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07567793130874634,
|
|
"m": 0.9665286540985107
|
|
},
|
|
{
|
|
"p": 0.09746383875608444,
|
|
"m": 0.7671290040016174
|
|
},
|
|
{
|
|
"p": 0.08860985189676285,
|
|
"m": 0.9961467385292053
|
|
},
|
|
{
|
|
"p": 0.08653463423252106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07555277645587921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0389053076505661,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.105485200881958,
|
|
"val_loss": 1.009018898010254,
|
|
"acc": 61.52,
|
|
"time": 128.4123755970504,
|
|
"param": [
|
|
{
|
|
"p": 0.1040097028017044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05419359356164932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09543006867170334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04703984037041664,
|
|
"m": 0.8117483258247375
|
|
},
|
|
{
|
|
"p": 0.06332803517580032,
|
|
"m": 0.14667803049087524
|
|
},
|
|
{
|
|
"p": 0.0827169194817543,
|
|
"m": 0.8887148499488831
|
|
},
|
|
{
|
|
"p": 0.07678448408842087,
|
|
"m": 0.6918757557868958
|
|
},
|
|
{
|
|
"p": 0.032645151019096375,
|
|
"m": 0.9997684955596924
|
|
},
|
|
{
|
|
"p": 0.08421628177165985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060987688601017,
|
|
"m": 0.7581486105918884
|
|
},
|
|
{
|
|
"p": 0.056486863642930984,
|
|
"m": 0.9694358706474304
|
|
},
|
|
{
|
|
"p": 0.07419148832559586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07853373885154724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08943604677915573,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.1070564985275269,
|
|
"val_loss": 0.9685781002044678,
|
|
"acc": 63.96,
|
|
"time": 126.12355691101402,
|
|
"param": [
|
|
{
|
|
"p": 0.1091526448726654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023722440004348755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06694105267524719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03936358913779259,
|
|
"m": 0.9507155418395996
|
|
},
|
|
{
|
|
"p": 0.09598709642887115,
|
|
"m": 0.13458678126335144
|
|
},
|
|
{
|
|
"p": 0.06853734701871872,
|
|
"m": 0.8832907676696777
|
|
},
|
|
{
|
|
"p": 0.058508627116680145,
|
|
"m": 0.7121878862380981
|
|
},
|
|
{
|
|
"p": 0.0842248871922493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08638351410627365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028815895318985,
|
|
"m": 0.7790132761001587
|
|
},
|
|
{
|
|
"p": 0.08473812788724899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07646304368972778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08668756484985352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049001868814229965,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.247704029083252,
|
|
"val_loss": 1.1500095129013062,
|
|
"acc": 63.18,
|
|
"time": 127.07605705410242,
|
|
"param": [
|
|
{
|
|
"p": 0.030259359627962112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029889438301324844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07993465662002563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223339378833771,
|
|
"m": 0.8892785906791687
|
|
},
|
|
{
|
|
"p": 0.09036458283662796,
|
|
"m": 0.1323373168706894
|
|
},
|
|
{
|
|
"p": 0.0673534944653511,
|
|
"m": 0.8240329623222351
|
|
},
|
|
{
|
|
"p": 0.04774095118045807,
|
|
"m": 0.8228603601455688
|
|
},
|
|
{
|
|
"p": 0.07730505615472794,
|
|
"m": 0.9816617965698242
|
|
},
|
|
{
|
|
"p": 0.09086865931749344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08809962868690491,
|
|
"m": 0.8142063617706299
|
|
},
|
|
{
|
|
"p": 0.06965252757072449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08587311208248138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07948311418294907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09094192087650299,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.9923673868179321,
|
|
"val_loss": 1.0192376375198364,
|
|
"acc": 62.87,
|
|
"time": 130.97661640797742,
|
|
"param": [
|
|
{
|
|
"p": 0.0725741907954216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04368378221988678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06525835394859314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07750650495290756,
|
|
"m": 0.9047864675521851
|
|
},
|
|
{
|
|
"p": 0.09478480368852615,
|
|
"m": 0.28776803612709045
|
|
},
|
|
{
|
|
"p": 0.04993203654885292,
|
|
"m": 0.8060429096221924
|
|
},
|
|
{
|
|
"p": 0.0835287794470787,
|
|
"m": 0.6547614932060242
|
|
},
|
|
{
|
|
"p": 0.06600933521986008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246557623147964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07349217683076859,
|
|
"m": 0.8933542370796204
|
|
},
|
|
{
|
|
"p": 0.05246363580226898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0874345526099205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1064964309334755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05436987429857254,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.2062464952468872,
|
|
"val_loss": 1.1844007968902588,
|
|
"acc": 60.14,
|
|
"time": 127.04817956592888,
|
|
"param": [
|
|
{
|
|
"p": 0.08539196848869324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01879357546567917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07769029587507248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05855735391378403,
|
|
"m": 0.8766638040542603
|
|
},
|
|
{
|
|
"p": 0.06984588503837585,
|
|
"m": 0.1398196518421173
|
|
},
|
|
{
|
|
"p": 0.05059537664055824,
|
|
"m": 0.8237258791923523
|
|
},
|
|
{
|
|
"p": 0.09875816851854324,
|
|
"m": 0.7096677422523499
|
|
},
|
|
{
|
|
"p": 0.08334413915872574,
|
|
"m": 0.8725824356079102
|
|
},
|
|
{
|
|
"p": 0.05736762657761574,
|
|
"m": 0.962287187576294
|
|
},
|
|
{
|
|
"p": 0.09357403218746185,
|
|
"m": 0.9341018199920654
|
|
},
|
|
{
|
|
"p": 0.10032597184181213,
|
|
"m": 0.9988391399383545
|
|
},
|
|
{
|
|
"p": 0.07546462118625641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09353607147932053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03675498813390732,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.9783928394317627,
|
|
"val_loss": 1.0240994691848755,
|
|
"acc": 64.29,
|
|
"time": 128.18082297802903,
|
|
"param": [
|
|
{
|
|
"p": 0.08586009591817856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04158623889088631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035420626401901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06709618121385574,
|
|
"m": 0.9379769563674927
|
|
},
|
|
{
|
|
"p": 0.055811647325754166,
|
|
"m": 0.2829147279262543
|
|
},
|
|
{
|
|
"p": 0.07233743369579315,
|
|
"m": 0.815136194229126
|
|
},
|
|
{
|
|
"p": 0.09002581238746643,
|
|
"m": 0.7017108201980591
|
|
},
|
|
{
|
|
"p": 0.08279959112405777,
|
|
"m": 0.9007875323295593
|
|
},
|
|
{
|
|
"p": 0.060341671109199524,
|
|
"m": 0.9952364563941956
|
|
},
|
|
{
|
|
"p": 0.06727761030197144,
|
|
"m": 0.9208878874778748
|
|
},
|
|
{
|
|
"p": 0.0736968144774437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082223683595657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0934428870677948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04854756221175194,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.8638350963592529,
|
|
"val_loss": 0.9743496775627136,
|
|
"acc": 64.97,
|
|
"time": 133.70657811383717,
|
|
"param": [
|
|
{
|
|
"p": 0.07050927728414536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04059750959277153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05580565705895424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055122215300798416,
|
|
"m": 0.9603036642074585
|
|
},
|
|
{
|
|
"p": 0.0686151459813118,
|
|
"m": 0.2352338284254074
|
|
},
|
|
{
|
|
"p": 0.07257984578609467,
|
|
"m": 0.9101411700248718
|
|
},
|
|
{
|
|
"p": 0.0815112292766571,
|
|
"m": 0.7035565376281738
|
|
},
|
|
{
|
|
"p": 0.0845969170331955,
|
|
"m": 0.9373973608016968
|
|
},
|
|
{
|
|
"p": 0.09089454263448715,
|
|
"m": 0.9997825622558594
|
|
},
|
|
{
|
|
"p": 0.0579577200114727,
|
|
"m": 0.9474250078201294
|
|
},
|
|
{
|
|
"p": 0.08342710882425308,
|
|
"m": 0.9983488321304321
|
|
},
|
|
{
|
|
"p": 0.07777576893568039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1059284433722496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05467864125967026,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.8500291109085083,
|
|
"val_loss": 1.0656229257583618,
|
|
"acc": 65.15,
|
|
"time": 132.13434106111526,
|
|
"param": [
|
|
{
|
|
"p": 0.09814782440662384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044318731874227524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406185567378998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05600244179368019,
|
|
"m": 0.7832802534103394
|
|
},
|
|
{
|
|
"p": 0.06993722915649414,
|
|
"m": 0.2970379889011383
|
|
},
|
|
{
|
|
"p": 0.06495614349842072,
|
|
"m": 0.8949432969093323
|
|
},
|
|
{
|
|
"p": 0.05645274370908737,
|
|
"m": 0.6340544819831848
|
|
},
|
|
{
|
|
"p": 0.07043233513832092,
|
|
"m": 0.9878354668617249
|
|
},
|
|
{
|
|
"p": 0.09730035066604614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07773900032043457,
|
|
"m": 0.9145549535751343
|
|
},
|
|
{
|
|
"p": 0.04752395302057266,
|
|
"m": 0.9860339760780334
|
|
},
|
|
{
|
|
"p": 0.07696755975484848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08471658825874329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08144313842058182,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.0664598941802979,
|
|
"val_loss": 0.958161473274231,
|
|
"acc": 65.16,
|
|
"time": 124.60117263509892,
|
|
"param": [
|
|
{
|
|
"p": 0.08643152564764023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01144154742360115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059320565313100815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049947381019592285,
|
|
"m": 0.8067651987075806
|
|
},
|
|
{
|
|
"p": 0.0795837789773941,
|
|
"m": 0.20700958371162415
|
|
},
|
|
{
|
|
"p": 0.09979107975959778,
|
|
"m": 0.9887751936912537
|
|
},
|
|
{
|
|
"p": 0.08518428355455399,
|
|
"m": 0.7377143502235413
|
|
},
|
|
{
|
|
"p": 0.07242068648338318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686512172222137,
|
|
"m": 0.9911748170852661
|
|
},
|
|
{
|
|
"p": 0.10252770781517029,
|
|
"m": 0.9055064916610718
|
|
},
|
|
{
|
|
"p": 0.07244440168142319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06709283590316772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08778674155473709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04916234686970711,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.0153493881225586,
|
|
"val_loss": 1.0224858522415161,
|
|
"acc": 65.15,
|
|
"time": 118.36126061412506,
|
|
"param": [
|
|
{
|
|
"p": 0.07399392127990723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03595540300011635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06148770824074745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051574330776929855,
|
|
"m": 0.862130880355835
|
|
},
|
|
{
|
|
"p": 0.07390198856592178,
|
|
"m": 0.23066933453083038
|
|
},
|
|
{
|
|
"p": 0.06687676906585693,
|
|
"m": 0.9969651103019714
|
|
},
|
|
{
|
|
"p": 0.10198993980884552,
|
|
"m": 0.7578104734420776
|
|
},
|
|
{
|
|
"p": 0.06318467110395432,
|
|
"m": 0.9883577823638916
|
|
},
|
|
{
|
|
"p": 0.05460997670888901,
|
|
"m": 0.9875528216362
|
|
},
|
|
{
|
|
"p": 0.09123574942350388,
|
|
"m": 0.9350553750991821
|
|
},
|
|
{
|
|
"p": 0.09686685353517532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08820155262947083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07537342607975006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06474760919809341,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.0650569200515747,
|
|
"val_loss": 0.9741296768188477,
|
|
"acc": 65.86,
|
|
"time": 133.3487908630632,
|
|
"param": [
|
|
{
|
|
"p": 0.08586737513542175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05625209957361221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720122680068016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626046285033226,
|
|
"m": 0.8636607527732849
|
|
},
|
|
{
|
|
"p": 0.07233519107103348,
|
|
"m": 0.28043752908706665
|
|
},
|
|
{
|
|
"p": 0.08024260401725769,
|
|
"m": 0.9571565389633179
|
|
},
|
|
{
|
|
"p": 0.08413491398096085,
|
|
"m": 0.7823641300201416
|
|
},
|
|
{
|
|
"p": 0.05602683871984482,
|
|
"m": 0.9511188268661499
|
|
},
|
|
{
|
|
"p": 0.07331839203834534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727093517780304,
|
|
"m": 0.9229983687400818
|
|
},
|
|
{
|
|
"p": 0.07995014637708664,
|
|
"m": 0.9969648718833923
|
|
},
|
|
{
|
|
"p": 0.05925640091300011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08054880052804947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06474103033542633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.032362699508667,
|
|
"val_loss": 1.034203052520752,
|
|
"acc": 63.96,
|
|
"time": 112.10430751601234,
|
|
"param": [
|
|
{
|
|
"p": 0.09177593886852264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07383155077695847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07075387984514236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08048464357852936,
|
|
"m": 0.9447200894355774
|
|
},
|
|
{
|
|
"p": 0.09107006341218948,
|
|
"m": 0.14356300234794617
|
|
},
|
|
{
|
|
"p": 0.05704857036471367,
|
|
"m": 0.9946733117103577
|
|
},
|
|
{
|
|
"p": 0.06023695692420006,
|
|
"m": 0.8389680981636047
|
|
},
|
|
{
|
|
"p": 0.06837508082389832,
|
|
"m": 0.9321902394294739
|
|
},
|
|
{
|
|
"p": 0.04197007417678833,
|
|
"m": 0.990570068359375
|
|
},
|
|
{
|
|
"p": 0.060257893055677414,
|
|
"m": 0.9585261940956116
|
|
},
|
|
{
|
|
"p": 0.08786536008119583,
|
|
"m": 0.9935932159423828
|
|
},
|
|
{
|
|
"p": 0.06162266805768013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10354529321193695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05116203427314758,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.9453667402267456,
|
|
"val_loss": 0.9176489114761353,
|
|
"acc": 66.82,
|
|
"time": 131.80819396511652,
|
|
"param": [
|
|
{
|
|
"p": 0.09988982230424881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06552695482969284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317407637834549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039264045655727386,
|
|
"m": 0.9692512154579163
|
|
},
|
|
{
|
|
"p": 0.050214387476444244,
|
|
"m": 0.12544836103916168
|
|
},
|
|
{
|
|
"p": 0.0698264017701149,
|
|
"m": 0.9760476350784302
|
|
},
|
|
{
|
|
"p": 0.06622767448425293,
|
|
"m": 0.7549942135810852
|
|
},
|
|
{
|
|
"p": 0.09797224402427673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050802476704120636,
|
|
"m": 0.9999653697013855
|
|
},
|
|
{
|
|
"p": 0.08159993588924408,
|
|
"m": 0.9631717205047607
|
|
},
|
|
{
|
|
"p": 0.08567967265844345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09166102856397629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06822840124368668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993274390697479,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.063393473625183,
|
|
"val_loss": 0.9744936227798462,
|
|
"acc": 66.69,
|
|
"time": 112.9697219049558,
|
|
"param": [
|
|
{
|
|
"p": 0.06606163829565048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07038965821266174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0803782194852829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055291566997766495,
|
|
"m": 0.9667426943778992
|
|
},
|
|
{
|
|
"p": 0.07445160299539566,
|
|
"m": 0.18379154801368713
|
|
},
|
|
{
|
|
"p": 0.07986825704574585,
|
|
"m": 0.9633845686912537
|
|
},
|
|
{
|
|
"p": 0.07293162494897842,
|
|
"m": 0.9606967568397522
|
|
},
|
|
{
|
|
"p": 0.0663488432765007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0865185484290123,
|
|
"m": 0.9725767374038696
|
|
},
|
|
{
|
|
"p": 0.0724179744720459,
|
|
"m": 0.9671187400817871
|
|
},
|
|
{
|
|
"p": 0.08230836689472198,
|
|
"m": 0.9923641085624695
|
|
},
|
|
{
|
|
"p": 0.08550168573856354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05975877121090889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04777325689792633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.7679403424263,
|
|
"val_loss": 0.9597986936569214,
|
|
"acc": 65.25,
|
|
"time": 131.20806675497442,
|
|
"param": [
|
|
{
|
|
"p": 0.06957923620939255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035488806664943695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09342680126428604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439570128917694,
|
|
"m": 0.8254105448722839
|
|
},
|
|
{
|
|
"p": 0.0631452202796936,
|
|
"m": 0.3779520094394684
|
|
},
|
|
{
|
|
"p": 0.11160793900489807,
|
|
"m": 0.8547993302345276
|
|
},
|
|
{
|
|
"p": 0.0770946517586708,
|
|
"m": 0.9360392689704895
|
|
},
|
|
{
|
|
"p": 0.06053151190280914,
|
|
"m": 0.9863399863243103
|
|
},
|
|
{
|
|
"p": 0.06998739391565323,
|
|
"m": 0.9998844861984253
|
|
},
|
|
{
|
|
"p": 0.06983770430088043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06705595552921295,
|
|
"m": 0.9947460293769836
|
|
},
|
|
{
|
|
"p": 0.0590752549469471,
|
|
"m": 0.9990260601043701
|
|
},
|
|
{
|
|
"p": 0.0794149711728096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06935880333185196,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0269200801849365,
|
|
"val_loss": 0.7877823114395142,
|
|
"acc": 67.12,
|
|
"time": 122.67797110415995,
|
|
"param": [
|
|
{
|
|
"p": 0.0741591826081276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05147119611501694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0572613924741745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043001722544431686,
|
|
"m": 0.7016579508781433
|
|
},
|
|
{
|
|
"p": 0.054141413420438766,
|
|
"m": 0.396613210439682
|
|
},
|
|
{
|
|
"p": 0.05143149197101593,
|
|
"m": 0.9729948043823242
|
|
},
|
|
{
|
|
"p": 0.07086065411567688,
|
|
"m": 0.9027960896492004
|
|
},
|
|
{
|
|
"p": 0.08419843018054962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083764255046844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07909398525953293,
|
|
"m": 0.9561033248901367
|
|
},
|
|
{
|
|
"p": 0.0970330685377121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06450192630290985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09825196117162704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837559849023819,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.0094494819641113,
|
|
"val_loss": 0.8735113739967346,
|
|
"acc": 67.34,
|
|
"time": 131.3764515297953,
|
|
"param": [
|
|
{
|
|
"p": 0.0745980441570282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748530775308609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776018425822258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06809242814779282,
|
|
"m": 0.7021042704582214
|
|
},
|
|
{
|
|
"p": 0.047994405031204224,
|
|
"m": 0.3540351092815399
|
|
},
|
|
{
|
|
"p": 0.07727687805891037,
|
|
"m": 0.9892659187316895
|
|
},
|
|
{
|
|
"p": 0.09025619924068451,
|
|
"m": 0.8915219902992249
|
|
},
|
|
{
|
|
"p": 0.05354013293981552,
|
|
"m": 0.9851652979850769
|
|
},
|
|
{
|
|
"p": 0.06944562494754791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828079953789711,
|
|
"m": 0.9940980672836304
|
|
},
|
|
{
|
|
"p": 0.04827729985117912,
|
|
"m": 0.9885246753692627
|
|
},
|
|
{
|
|
"p": 0.08441629260778427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417488843202591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07666493207216263,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.0406498908996582,
|
|
"val_loss": 0.9233408570289612,
|
|
"acc": 65.25,
|
|
"time": 131.88272567791864,
|
|
"param": [
|
|
{
|
|
"p": 0.0896601527929306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054409805685281754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06167244538664818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043978359550237656,
|
|
"m": 0.7407414317131042
|
|
},
|
|
{
|
|
"p": 0.08883671462535858,
|
|
"m": 0.3980361223220825
|
|
},
|
|
{
|
|
"p": 0.06527259945869446,
|
|
"m": 0.9465813636779785
|
|
},
|
|
{
|
|
"p": 0.07652728259563446,
|
|
"m": 0.9490964412689209
|
|
},
|
|
{
|
|
"p": 0.06826302409172058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08341915905475616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05211172625422478,
|
|
"m": 0.9463134407997131
|
|
},
|
|
{
|
|
"p": 0.0693655014038086,
|
|
"m": 0.9960033297538757
|
|
},
|
|
{
|
|
"p": 0.08268516510725021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09192921966314316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07186885178089142,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.71218341588974,
|
|
"val_loss": 1.0919336080551147,
|
|
"acc": 66.72,
|
|
"time": 133.84352221991867,
|
|
"param": [
|
|
{
|
|
"p": 0.08240870386362076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06184401735663414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0907663106918335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08456143736839294,
|
|
"m": 0.7424062490463257
|
|
},
|
|
{
|
|
"p": 0.0711798146367073,
|
|
"m": 0.4167715907096863
|
|
},
|
|
{
|
|
"p": 0.0611627995967865,
|
|
"m": 0.988457202911377
|
|
},
|
|
{
|
|
"p": 0.06975642591714859,
|
|
"m": 0.8943793773651123
|
|
},
|
|
{
|
|
"p": 0.07626523077487946,
|
|
"m": 0.9736531376838684
|
|
},
|
|
{
|
|
"p": 0.07405833899974823,
|
|
"m": 0.9969350695610046
|
|
},
|
|
{
|
|
"p": 0.06059771031141281,
|
|
"m": 0.9180688261985779
|
|
},
|
|
{
|
|
"p": 0.07042153179645538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07928801327943802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05919169634580612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058497972786426544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.7894908785820007,
|
|
"val_loss": 1.0026527643203735,
|
|
"acc": 66.56,
|
|
"time": 123.20595274097286,
|
|
"param": [
|
|
{
|
|
"p": 0.07354588061571121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06650140881538391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07655071467161179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05160355195403099,
|
|
"m": 0.5475261211395264
|
|
},
|
|
{
|
|
"p": 0.07882583141326904,
|
|
"m": 0.3010600209236145
|
|
},
|
|
{
|
|
"p": 0.06988823413848877,
|
|
"m": 0.9328175187110901
|
|
},
|
|
{
|
|
"p": 0.06368016451597214,
|
|
"m": 0.7771766185760498
|
|
},
|
|
{
|
|
"p": 0.08927268534898758,
|
|
"m": 0.9027101397514343
|
|
},
|
|
{
|
|
"p": 0.08956096321344376,
|
|
"m": 0.9075818061828613
|
|
},
|
|
{
|
|
"p": 0.05431056022644043,
|
|
"m": 0.8987336158752441
|
|
},
|
|
{
|
|
"p": 0.06710638105869293,
|
|
"m": 0.9652549028396606
|
|
},
|
|
{
|
|
"p": 0.06105853617191315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10556869953870773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05252642184495926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.8654832243919373,
|
|
"val_loss": 1.0092847347259521,
|
|
"acc": 67.34,
|
|
"time": 122.73849794687703,
|
|
"param": [
|
|
{
|
|
"p": 0.10128513723611832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05771365389227867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06034436076879501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07245860248804092,
|
|
"m": 0.6207626461982727
|
|
},
|
|
{
|
|
"p": 0.059666428714990616,
|
|
"m": 0.15152181684970856
|
|
},
|
|
{
|
|
"p": 0.04951408505439758,
|
|
"m": 0.9024304151535034
|
|
},
|
|
{
|
|
"p": 0.06787516921758652,
|
|
"m": 0.7893691658973694
|
|
},
|
|
{
|
|
"p": 0.06986759603023529,
|
|
"m": 0.8660264015197754
|
|
},
|
|
{
|
|
"p": 0.07485702633857727,
|
|
"m": 0.9676956534385681
|
|
},
|
|
{
|
|
"p": 0.062466464936733246,
|
|
"m": 0.9408251047134399
|
|
},
|
|
{
|
|
"p": 0.10137547552585602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206571102142334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06231527775526047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0881950855255127,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.8101034164428711,
|
|
"val_loss": 0.8864191174507141,
|
|
"acc": 67.94,
|
|
"time": 110.32239015516825,
|
|
"param": [
|
|
{
|
|
"p": 0.09743206948041916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04683016613125801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0916811153292656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0500737763941288,
|
|
"m": 0.7030419707298279
|
|
},
|
|
{
|
|
"p": 0.06856133788824081,
|
|
"m": 0.35857775807380676
|
|
},
|
|
{
|
|
"p": 0.08537479490041733,
|
|
"m": 0.8765408992767334
|
|
},
|
|
{
|
|
"p": 0.08152665942907333,
|
|
"m": 0.9674445986747742
|
|
},
|
|
{
|
|
"p": 0.054004695266485214,
|
|
"m": 0.923707127571106
|
|
},
|
|
{
|
|
"p": 0.07149535417556763,
|
|
"m": 0.9676026701927185
|
|
},
|
|
{
|
|
"p": 0.060703717172145844,
|
|
"m": 0.838079035282135
|
|
},
|
|
{
|
|
"p": 0.0711827501654625,
|
|
"m": 0.9956056475639343
|
|
},
|
|
{
|
|
"p": 0.06719448417425156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09064924716949463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632898136973381,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.7469726204872131,
|
|
"val_loss": 1.0018712282180786,
|
|
"acc": 67.77,
|
|
"time": 127.30971361813135,
|
|
"param": [
|
|
{
|
|
"p": 0.10078514367341995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052418842911720276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785485684871674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697370171546936,
|
|
"m": 0.822276771068573
|
|
},
|
|
{
|
|
"p": 0.07261069864034653,
|
|
"m": 0.2948986887931824
|
|
},
|
|
{
|
|
"p": 0.056325145065784454,
|
|
"m": 0.9208163022994995
|
|
},
|
|
{
|
|
"p": 0.07231388241052628,
|
|
"m": 0.803077757358551
|
|
},
|
|
{
|
|
"p": 0.053504910320043564,
|
|
"m": 0.9066889882087708
|
|
},
|
|
{
|
|
"p": 0.08277248591184616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.067781001329422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06504039466381073,
|
|
"m": 0.9791466593742371
|
|
},
|
|
{
|
|
"p": 0.0570230707526207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12130822986364365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050524137914180756,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.7326495051383972,
|
|
"val_loss": 1.1650573015213013,
|
|
"acc": 67.36,
|
|
"time": 133.1568413199857,
|
|
"param": [
|
|
{
|
|
"p": 0.055591169744729996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06138775870203972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345442473888397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055804792791604996,
|
|
"m": 0.7423521280288696
|
|
},
|
|
{
|
|
"p": 0.05998675897717476,
|
|
"m": 0.3154982328414917
|
|
},
|
|
{
|
|
"p": 0.07011694461107254,
|
|
"m": 0.8022999167442322
|
|
},
|
|
{
|
|
"p": 0.08038618415594101,
|
|
"m": 0.7453815340995789
|
|
},
|
|
{
|
|
"p": 0.08151502162218094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059712428599596024,
|
|
"m": 0.9742382764816284
|
|
},
|
|
{
|
|
"p": 0.07554192841053009,
|
|
"m": 0.9730352163314819
|
|
},
|
|
{
|
|
"p": 0.07413240522146225,
|
|
"m": 0.9568310976028442
|
|
},
|
|
{
|
|
"p": 0.08817791938781738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08457516133785248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07961714267730713,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.87828129529953,
|
|
"val_loss": 0.9853023886680603,
|
|
"acc": 67.43,
|
|
"time": 133.09360492997803,
|
|
"param": [
|
|
{
|
|
"p": 0.07242763787508011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065177783370018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03861187398433685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561817765235901,
|
|
"m": 0.7583823800086975
|
|
},
|
|
{
|
|
"p": 0.09182016551494598,
|
|
"m": 0.45275378227233887
|
|
},
|
|
{
|
|
"p": 0.05623647943139076,
|
|
"m": 0.9272657632827759
|
|
},
|
|
{
|
|
"p": 0.05726241320371628,
|
|
"m": 0.7462342381477356
|
|
},
|
|
{
|
|
"p": 0.0694839283823967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06076602637767792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0924365222454071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598192989826202,
|
|
"m": 0.9950563311576843
|
|
},
|
|
{
|
|
"p": 0.09394390881061554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806417390704155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06959140300750732,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.9743077754974365,
|
|
"val_loss": 0.9141855835914612,
|
|
"acc": 67.95,
|
|
"time": 114.12278960109688,
|
|
"param": [
|
|
{
|
|
"p": 0.09782353043556213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05535069480538368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052273597568273544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04501231014728546,
|
|
"m": 0.8779849410057068
|
|
},
|
|
{
|
|
"p": 0.06706804782152176,
|
|
"m": 0.505062460899353
|
|
},
|
|
{
|
|
"p": 0.06629528105258942,
|
|
"m": 0.7978202104568481
|
|
},
|
|
{
|
|
"p": 0.07111921906471252,
|
|
"m": 0.7718533277511597
|
|
},
|
|
{
|
|
"p": 0.08998879790306091,
|
|
"m": 0.9981606006622314
|
|
},
|
|
{
|
|
"p": 0.08636010438203812,
|
|
"m": 0.9990211129188538
|
|
},
|
|
{
|
|
"p": 0.06869199872016907,
|
|
"m": 0.9856523871421814
|
|
},
|
|
{
|
|
"p": 0.07640600204467773,
|
|
"m": 0.9871217608451843
|
|
},
|
|
{
|
|
"p": 0.06281545758247375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743851840496063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08335646241903305,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.7387534976005554,
|
|
"val_loss": 0.9656038284301758,
|
|
"acc": 68.05,
|
|
"time": 115.6453970791772,
|
|
"param": [
|
|
{
|
|
"p": 0.05942671373486519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040482547134160995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05351459980010986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07639320194721222,
|
|
"m": 0.7702392935752869
|
|
},
|
|
{
|
|
"p": 0.04197395220398903,
|
|
"m": 0.4238165318965912
|
|
},
|
|
{
|
|
"p": 0.09779592603445053,
|
|
"m": 0.7434808015823364
|
|
},
|
|
{
|
|
"p": 0.07052019238471985,
|
|
"m": 0.8545297384262085
|
|
},
|
|
{
|
|
"p": 0.0729292556643486,
|
|
"m": 0.9998611807823181
|
|
},
|
|
{
|
|
"p": 0.07787996530532837,
|
|
"m": 0.9480924010276794
|
|
},
|
|
{
|
|
"p": 0.07799755781888962,
|
|
"m": 0.992408275604248
|
|
},
|
|
{
|
|
"p": 0.09221314638853073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07759049534797668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09863058477640152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06265182048082352,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.7334589958190918,
|
|
"val_loss": 0.8712599873542786,
|
|
"acc": 67.81,
|
|
"time": 131.77390721812844,
|
|
"param": [
|
|
{
|
|
"p": 0.09256406873464584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0445302315056324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0940803661942482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06263978034257889,
|
|
"m": 0.683755099773407
|
|
},
|
|
{
|
|
"p": 0.07550634443759918,
|
|
"m": 0.3655488193035126
|
|
},
|
|
{
|
|
"p": 0.044322188943624496,
|
|
"m": 0.8508309125900269
|
|
},
|
|
{
|
|
"p": 0.09034505486488342,
|
|
"m": 0.856556236743927
|
|
},
|
|
{
|
|
"p": 0.06698011606931686,
|
|
"m": 0.8839523792266846
|
|
},
|
|
{
|
|
"p": 0.07129049301147461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08899582922458649,
|
|
"m": 0.9682114124298096
|
|
},
|
|
{
|
|
"p": 0.08183125406503677,
|
|
"m": 0.9812451601028442
|
|
},
|
|
{
|
|
"p": 0.06894082576036453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06938233971595764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04859122633934021,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.8007824420928955,
|
|
"val_loss": 1.0443847179412842,
|
|
"acc": 67.85,
|
|
"time": 132.48871125513688,
|
|
"param": [
|
|
{
|
|
"p": 0.08035014569759369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047824595123529434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060933273285627365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06812011450529099,
|
|
"m": 0.6163010597229004
|
|
},
|
|
{
|
|
"p": 0.08898700028657913,
|
|
"m": 0.4028477668762207
|
|
},
|
|
{
|
|
"p": 0.06997576355934143,
|
|
"m": 0.8571332693099976
|
|
},
|
|
{
|
|
"p": 0.13058659434318542,
|
|
"m": 0.9498796463012695
|
|
},
|
|
{
|
|
"p": 0.057713769376277924,
|
|
"m": 0.9716943502426147
|
|
},
|
|
{
|
|
"p": 0.05437064170837402,
|
|
"m": 0.9966942071914673
|
|
},
|
|
{
|
|
"p": 0.054865721613168716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891307771205902,
|
|
"m": 0.958953320980072
|
|
},
|
|
{
|
|
"p": 0.05691133812069893,
|
|
"m": 0.992479681968689
|
|
},
|
|
{
|
|
"p": 0.08073263615369797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06971535831689835,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.8096014261245728,
|
|
"val_loss": 0.9816421270370483,
|
|
"acc": 68.52,
|
|
"time": 133.63832998205908,
|
|
"param": [
|
|
{
|
|
"p": 0.06893493980169296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04751555249094963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08331092447042465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053011149168014526,
|
|
"m": 0.7373451590538025
|
|
},
|
|
{
|
|
"p": 0.04767800495028496,
|
|
"m": 0.42557293176651
|
|
},
|
|
{
|
|
"p": 0.10052783787250519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09787747263908386,
|
|
"m": 0.9220690131187439
|
|
},
|
|
{
|
|
"p": 0.09348881989717484,
|
|
"m": 0.9954432249069214
|
|
},
|
|
{
|
|
"p": 0.08509745448827744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06954755634069443,
|
|
"m": 0.9828622341156006
|
|
},
|
|
{
|
|
"p": 0.06461023539304733,
|
|
"m": 0.831390917301178
|
|
},
|
|
{
|
|
"p": 0.05769803747534752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545460015535355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05524733290076256,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.637643039226532,
|
|
"val_loss": 0.9005416035652161,
|
|
"acc": 68.22,
|
|
"time": 132.50954143493436,
|
|
"param": [
|
|
{
|
|
"p": 0.053095173090696335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03583069145679474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08218389004468918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08672001212835312,
|
|
"m": 0.5785541534423828
|
|
},
|
|
{
|
|
"p": 0.05676153674721718,
|
|
"m": 0.44012153148651123
|
|
},
|
|
{
|
|
"p": 0.07728534191846848,
|
|
"m": 0.9984158873558044
|
|
},
|
|
{
|
|
"p": 0.06909995526075363,
|
|
"m": 0.9848542213439941
|
|
},
|
|
{
|
|
"p": 0.07605446130037308,
|
|
"m": 0.9960464239120483
|
|
},
|
|
{
|
|
"p": 0.0890064537525177,
|
|
"m": 0.9765692353248596
|
|
},
|
|
{
|
|
"p": 0.07798075675964355,
|
|
"m": 0.9922801852226257
|
|
},
|
|
{
|
|
"p": 0.09718072414398193,
|
|
"m": 0.937867283821106
|
|
},
|
|
{
|
|
"p": 0.09708844870328903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07764501869678497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024067513644695282,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.6846264600753784,
|
|
"val_loss": 0.8831858038902283,
|
|
"acc": 68.25,
|
|
"time": 116.50161213590764,
|
|
"param": [
|
|
{
|
|
"p": 0.09000227600336075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06371024250984192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08980215340852737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06298696249723434,
|
|
"m": 0.5265915393829346
|
|
},
|
|
{
|
|
"p": 0.0201933104544878,
|
|
"m": 0.7126080989837646
|
|
},
|
|
{
|
|
"p": 0.04989131540060043,
|
|
"m": 0.9574979543685913
|
|
},
|
|
{
|
|
"p": 0.05578901991248131,
|
|
"m": 0.900059700012207
|
|
},
|
|
{
|
|
"p": 0.0692228302359581,
|
|
"m": 0.9171645045280457
|
|
},
|
|
{
|
|
"p": 0.07828650623559952,
|
|
"m": 0.8759633302688599
|
|
},
|
|
{
|
|
"p": 0.07449579238891602,
|
|
"m": 0.8286674618721008
|
|
},
|
|
{
|
|
"p": 0.07866664975881577,
|
|
"m": 0.957502543926239
|
|
},
|
|
{
|
|
"p": 0.08791480958461761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09634111076593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826970711350441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.9119958281517029,
|
|
"val_loss": 1.0594260692596436,
|
|
"acc": 68.77,
|
|
"time": 121.21211673598737,
|
|
"param": [
|
|
{
|
|
"p": 0.08290713280439377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08020933717489243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053902916610240936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061677426099777,
|
|
"m": 0.6985206604003906
|
|
},
|
|
{
|
|
"p": 0.06665829569101334,
|
|
"m": 0.5871607661247253
|
|
},
|
|
{
|
|
"p": 0.07804114371538162,
|
|
"m": 0.929697573184967
|
|
},
|
|
{
|
|
"p": 0.08348435163497925,
|
|
"m": 0.9774758219718933
|
|
},
|
|
{
|
|
"p": 0.057020124047994614,
|
|
"m": 0.985746443271637
|
|
},
|
|
{
|
|
"p": 0.07802911847829819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06499192118644714,
|
|
"m": 0.9284205436706543
|
|
},
|
|
{
|
|
"p": 0.06469115614891052,
|
|
"m": 0.9907556176185608
|
|
},
|
|
{
|
|
"p": 0.06461764127016068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08922407776117325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560596078634262,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.7102150321006775,
|
|
"val_loss": 0.954420268535614,
|
|
"acc": 68.68,
|
|
"time": 121.99174548103474,
|
|
"param": [
|
|
{
|
|
"p": 0.09813261777162552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057150136679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06371716409921646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04958180710673332,
|
|
"m": 0.6510796546936035
|
|
},
|
|
{
|
|
"p": 0.09500735998153687,
|
|
"m": 0.5683678984642029
|
|
},
|
|
{
|
|
"p": 0.052426740527153015,
|
|
"m": 0.8938865661621094
|
|
},
|
|
{
|
|
"p": 0.04703487828373909,
|
|
"m": 0.9875182509422302
|
|
},
|
|
{
|
|
"p": 0.08345511555671692,
|
|
"m": 0.9544349312782288
|
|
},
|
|
{
|
|
"p": 0.06242918223142624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09565174579620361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06331314891576767,
|
|
"m": 0.9709619879722595
|
|
},
|
|
{
|
|
"p": 0.09219531714916229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019498199224472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970974057912827,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.7012397646903992,
|
|
"val_loss": 0.9636377096176147,
|
|
"acc": 68.65,
|
|
"time": 132.49998571607284,
|
|
"param": [
|
|
{
|
|
"p": 0.08381889760494232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04749635234475136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0733649879693985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06395316123962402,
|
|
"m": 0.7272384166717529
|
|
},
|
|
{
|
|
"p": 0.08915195614099503,
|
|
"m": 0.5411202907562256
|
|
},
|
|
{
|
|
"p": 0.0708618313074112,
|
|
"m": 0.762873113155365
|
|
},
|
|
{
|
|
"p": 0.08158765733242035,
|
|
"m": 0.9700431227684021
|
|
},
|
|
{
|
|
"p": 0.05385538190603256,
|
|
"m": 0.9827595949172974
|
|
},
|
|
{
|
|
"p": 0.06431907415390015,
|
|
"m": 0.9963515400886536
|
|
},
|
|
{
|
|
"p": 0.0904308632016182,
|
|
"m": 0.9594135880470276
|
|
},
|
|
{
|
|
"p": 0.07229044288396835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06704705208539963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.064768947660923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07705343514680862,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.8093992471694946,
|
|
"val_loss": 0.9423614144325256,
|
|
"acc": 68.84,
|
|
"time": 112.66351247299463,
|
|
"param": [
|
|
{
|
|
"p": 0.060377087444067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05425324663519859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08617250621318817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05522427707910538,
|
|
"m": 0.7224898934364319
|
|
},
|
|
{
|
|
"p": 0.06503111869096756,
|
|
"m": 0.6326293349266052
|
|
},
|
|
{
|
|
"p": 0.08430790156126022,
|
|
"m": 0.604261577129364
|
|
},
|
|
{
|
|
"p": 0.07763735949993134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07004112750291824,
|
|
"m": 0.9172746539115906
|
|
},
|
|
{
|
|
"p": 0.07091189175844193,
|
|
"m": 0.9950093030929565
|
|
},
|
|
{
|
|
"p": 0.08158780634403229,
|
|
"m": 0.9915956854820251
|
|
},
|
|
{
|
|
"p": 0.0721127837896347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08754055202007294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466557413339615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05013677850365639,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.6992282867431641,
|
|
"val_loss": 0.9285961389541626,
|
|
"acc": 69.46,
|
|
"time": 129.82599411695264,
|
|
"param": [
|
|
{
|
|
"p": 0.08338994532823563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06932026892900467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030624505132436752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05423370748758316,
|
|
"m": 0.748205304145813
|
|
},
|
|
{
|
|
"p": 0.05546862632036209,
|
|
"m": 0.6822265386581421
|
|
},
|
|
{
|
|
"p": 0.06337706744670868,
|
|
"m": 0.5318054556846619
|
|
},
|
|
{
|
|
"p": 0.053759701550006866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06329993158578873,
|
|
"m": 0.9289978742599487
|
|
},
|
|
{
|
|
"p": 0.08264881372451782,
|
|
"m": 0.9831138849258423
|
|
},
|
|
{
|
|
"p": 0.0904632955789566,
|
|
"m": 0.991767168045044
|
|
},
|
|
{
|
|
"p": 0.07468601316213608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07978703081607819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1089438870549202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08999721705913544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.5996432304382324,
|
|
"val_loss": 0.966597318649292,
|
|
"acc": 68.53,
|
|
"time": 132.1866633980535,
|
|
"param": [
|
|
{
|
|
"p": 0.06601458787918091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726701349020004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0696660727262497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04401988536119461,
|
|
"m": 0.6980199217796326
|
|
},
|
|
{
|
|
"p": 0.041825518012046814,
|
|
"m": 0.73372882604599
|
|
},
|
|
{
|
|
"p": 0.06537139415740967,
|
|
"m": 0.4494621157646179
|
|
},
|
|
{
|
|
"p": 0.07001259177923203,
|
|
"m": 0.8656933307647705
|
|
},
|
|
{
|
|
"p": 0.042816415429115295,
|
|
"m": 0.9172909259796143
|
|
},
|
|
{
|
|
"p": 0.0989253968000412,
|
|
"m": 0.9633935689926147
|
|
},
|
|
{
|
|
"p": 0.09196493029594421,
|
|
"m": 0.9462300539016724
|
|
},
|
|
{
|
|
"p": 0.07979108393192291,
|
|
"m": 0.937295138835907
|
|
},
|
|
{
|
|
"p": 0.10247153788805008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08814527839422226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0617082417011261,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.7252526879310608,
|
|
"val_loss": 1.0593208074569702,
|
|
"acc": 67.56,
|
|
"time": 133.47265622811392,
|
|
"param": [
|
|
{
|
|
"p": 0.07568959891796112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07793906331062317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0977356806397438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018095551058650017,
|
|
"m": 0.6786933541297913
|
|
},
|
|
{
|
|
"p": 0.08954918384552002,
|
|
"m": 0.7246448397636414
|
|
},
|
|
{
|
|
"p": 0.06735402345657349,
|
|
"m": 0.3386443257331848
|
|
},
|
|
{
|
|
"p": 0.04811719432473183,
|
|
"m": 0.927918016910553
|
|
},
|
|
{
|
|
"p": 0.06405976414680481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254851073026657,
|
|
"m": 0.9752441048622131
|
|
},
|
|
{
|
|
"p": 0.07180566340684891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841903924942017,
|
|
"m": 0.9840320944786072
|
|
},
|
|
{
|
|
"p": 0.07455115020275116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10378266870975494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035288006067276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.7084545493125916,
|
|
"val_loss": 1.020581841468811,
|
|
"acc": 68.09,
|
|
"time": 132.06412964104675,
|
|
"param": [
|
|
{
|
|
"p": 0.07024087011814117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06923534721136093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0696130022406578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07232094556093216,
|
|
"m": 0.7190816402435303
|
|
},
|
|
{
|
|
"p": 0.07930025458335876,
|
|
"m": 0.6547759175300598
|
|
},
|
|
{
|
|
"p": 0.07986301183700562,
|
|
"m": 0.42000100016593933
|
|
},
|
|
{
|
|
"p": 0.06784357875585556,
|
|
"m": 0.9776032567024231
|
|
},
|
|
{
|
|
"p": 0.05209052562713623,
|
|
"m": 0.999626874923706
|
|
},
|
|
{
|
|
"p": 0.05898331105709076,
|
|
"m": 0.9948680996894836
|
|
},
|
|
{
|
|
"p": 0.09144219756126404,
|
|
"m": 0.9926642179489136
|
|
},
|
|
{
|
|
"p": 0.0677686557173729,
|
|
"m": 0.9247404932975769
|
|
},
|
|
{
|
|
"p": 0.08159860968589783,
|
|
"m": 0.9984815716743469
|
|
},
|
|
{
|
|
"p": 0.07414454221725464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06555518507957458,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.7337695956230164,
|
|
"val_loss": 1.1096906661987305,
|
|
"acc": 68.37,
|
|
"time": 131.14319489407353,
|
|
"param": [
|
|
{
|
|
"p": 0.08608152717351913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04852563142776489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06760179996490479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05166936665773392,
|
|
"m": 0.6063241362571716
|
|
},
|
|
{
|
|
"p": 0.07355829328298569,
|
|
"m": 0.7152400016784668
|
|
},
|
|
{
|
|
"p": 0.06818743050098419,
|
|
"m": 0.4140494167804718
|
|
},
|
|
{
|
|
"p": 0.057978373020887375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07915690541267395,
|
|
"m": 0.9861627221107483
|
|
},
|
|
{
|
|
"p": 0.049615297466516495,
|
|
"m": 0.9081295132637024
|
|
},
|
|
{
|
|
"p": 0.06873762607574463,
|
|
"m": 0.9260948896408081
|
|
},
|
|
{
|
|
"p": 0.07381581515073776,
|
|
"m": 0.901870846748352
|
|
},
|
|
{
|
|
"p": 0.09130777418613434,
|
|
"m": 0.9986814856529236
|
|
},
|
|
{
|
|
"p": 0.09273460507392883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09102962911128998,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.74191814661026,
|
|
"val_loss": 0.8476819396018982,
|
|
"acc": 69.07,
|
|
"time": 134.57905397890136,
|
|
"param": [
|
|
{
|
|
"p": 0.077705979347229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795975998044014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185854226350784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04909856617450714,
|
|
"m": 0.6519895195960999
|
|
},
|
|
{
|
|
"p": 0.046766869723796844,
|
|
"m": 0.6624674201011658
|
|
},
|
|
{
|
|
"p": 0.06068528816103935,
|
|
"m": 0.28430137038230896
|
|
},
|
|
{
|
|
"p": 0.06323221325874329,
|
|
"m": 0.8451957106590271
|
|
},
|
|
{
|
|
"p": 0.0901128277182579,
|
|
"m": 0.9728838205337524
|
|
},
|
|
{
|
|
"p": 0.08689399063587189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08456041663885117,
|
|
"m": 0.7840039134025574
|
|
},
|
|
{
|
|
"p": 0.08128523081541061,
|
|
"m": 0.9393126964569092
|
|
},
|
|
{
|
|
"p": 0.10306011885404587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05528281629085541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05985947325825691,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.5609592199325562,
|
|
"val_loss": 0.7876989245414734,
|
|
"acc": 68.81,
|
|
"time": 129.76055576791987,
|
|
"param": [
|
|
{
|
|
"p": 0.08305579423904419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058062843978405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165884971618652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08501888811588287,
|
|
"m": 0.7277254462242126
|
|
},
|
|
{
|
|
"p": 0.06458491086959839,
|
|
"m": 0.7209560871124268
|
|
},
|
|
{
|
|
"p": 0.05108324810862541,
|
|
"m": 0.4172012209892273
|
|
},
|
|
{
|
|
"p": 0.09639301151037216,
|
|
"m": 0.8520305156707764
|
|
},
|
|
{
|
|
"p": 0.07320646941661835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08218523114919662,
|
|
"m": 0.9803455471992493
|
|
},
|
|
{
|
|
"p": 0.06429462134838104,
|
|
"m": 0.8317819833755493
|
|
},
|
|
{
|
|
"p": 0.06650529056787491,
|
|
"m": 0.9964427351951599
|
|
},
|
|
{
|
|
"p": 0.05969974398612976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06661174446344376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07763935625553131,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.7272922396659851,
|
|
"val_loss": 0.8655357956886292,
|
|
"acc": 69.86,
|
|
"time": 130.92606026888825,
|
|
"param": [
|
|
{
|
|
"p": 0.06854867935180664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801580637693405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05116737633943558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03458975628018379,
|
|
"m": 0.7257047891616821
|
|
},
|
|
{
|
|
"p": 0.09620361030101776,
|
|
"m": 0.8223081231117249
|
|
},
|
|
{
|
|
"p": 0.06296785920858383,
|
|
"m": 0.3790208101272583
|
|
},
|
|
{
|
|
"p": 0.07825756072998047,
|
|
"m": 0.7460314631462097
|
|
},
|
|
{
|
|
"p": 0.07185141742229462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486238539218903,
|
|
"m": 0.9412828087806702
|
|
},
|
|
{
|
|
"p": 0.09379830956459045,
|
|
"m": 0.8402826189994812
|
|
},
|
|
{
|
|
"p": 0.0594605952501297,
|
|
"m": 0.985616147518158
|
|
},
|
|
{
|
|
"p": 0.09067269414663315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10702290385961533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052580978721380234,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.5505572557449341,
|
|
"val_loss": 1.0751986503601074,
|
|
"acc": 69.09,
|
|
"time": 132.90483471215703,
|
|
"param": [
|
|
{
|
|
"p": 0.08269432932138443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05503309145569801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07460356503725052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05940014868974686,
|
|
"m": 0.693992018699646
|
|
},
|
|
{
|
|
"p": 0.05488503351807594,
|
|
"m": 0.835394561290741
|
|
},
|
|
{
|
|
"p": 0.09545738250017166,
|
|
"m": 0.5412683486938477
|
|
},
|
|
{
|
|
"p": 0.046678218990564346,
|
|
"m": 0.81805819272995
|
|
},
|
|
{
|
|
"p": 0.07557379454374313,
|
|
"m": 0.9024531841278076
|
|
},
|
|
{
|
|
"p": 0.07109304517507553,
|
|
"m": 0.9878844618797302
|
|
},
|
|
{
|
|
"p": 0.0939214676618576,
|
|
"m": 0.8914085626602173
|
|
},
|
|
{
|
|
"p": 0.07217895984649658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08404042571783066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09405406564474106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04038647189736366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.5337996482849121,
|
|
"val_loss": 0.8995088934898376,
|
|
"acc": 69.04,
|
|
"time": 132.86705089895986,
|
|
"param": [
|
|
{
|
|
"p": 0.05533730611205101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07292401045560837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09253231436014175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07698161900043488,
|
|
"m": 0.755388617515564
|
|
},
|
|
{
|
|
"p": 0.03877592831850052,
|
|
"m": 0.8131960034370422
|
|
},
|
|
{
|
|
"p": 0.07855682075023651,
|
|
"m": 0.606816291809082
|
|
},
|
|
{
|
|
"p": 0.0732453465461731,
|
|
"m": 0.82607501745224
|
|
},
|
|
{
|
|
"p": 0.08773943781852722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07375449687242508,
|
|
"m": 0.9646225571632385
|
|
},
|
|
{
|
|
"p": 0.0671660304069519,
|
|
"m": 0.9059842824935913
|
|
},
|
|
{
|
|
"p": 0.06455424427986145,
|
|
"m": 0.8946641087532043
|
|
},
|
|
{
|
|
"p": 0.08396603912115097,
|
|
"m": 0.9993190765380859
|
|
},
|
|
{
|
|
"p": 0.07249581068754196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06197056546807289,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.7469143271446228,
|
|
"val_loss": 0.8773550391197205,
|
|
"acc": 69.06,
|
|
"time": 131.72436630306765,
|
|
"param": [
|
|
{
|
|
"p": 0.07414192706346512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07468648254871368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06354835629463196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0672399252653122,
|
|
"m": 0.7737714648246765
|
|
},
|
|
{
|
|
"p": 0.06270164251327515,
|
|
"m": 0.7803453803062439
|
|
},
|
|
{
|
|
"p": 0.08306367695331573,
|
|
"m": 0.7108970284461975
|
|
},
|
|
{
|
|
"p": 0.04509490355849266,
|
|
"m": 0.9051058292388916
|
|
},
|
|
{
|
|
"p": 0.08137942105531693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0833854228258133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344732224941254,
|
|
"m": 0.9752840399742126
|
|
},
|
|
{
|
|
"p": 0.052275415509939194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07465534657239914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09497296065092087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05940723046660423,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.5756135582923889,
|
|
"val_loss": 0.993421196937561,
|
|
"acc": 70.15,
|
|
"time": 130.78596817306243,
|
|
"param": [
|
|
{
|
|
"p": 0.1103484034538269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06508902460336685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686164230108261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07917136698961258,
|
|
"m": 0.6908429861068726
|
|
},
|
|
{
|
|
"p": 0.01931612938642502,
|
|
"m": 0.7440125942230225
|
|
},
|
|
{
|
|
"p": 0.06299424916505814,
|
|
"m": 0.6355631947517395
|
|
},
|
|
{
|
|
"p": 0.04748816415667534,
|
|
"m": 0.8741392493247986
|
|
},
|
|
{
|
|
"p": 0.07187531888484955,
|
|
"m": 0.925947368144989
|
|
},
|
|
{
|
|
"p": 0.10218998044729233,
|
|
"m": 0.9615840315818787
|
|
},
|
|
{
|
|
"p": 0.07745502144098282,
|
|
"m": 0.9469780325889587
|
|
},
|
|
{
|
|
"p": 0.06722291558980942,
|
|
"m": 0.9415311813354492
|
|
},
|
|
{
|
|
"p": 0.08850491046905518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06603851169347763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06544430553913116,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.7803999185562134,
|
|
"val_loss": 0.9384774565696716,
|
|
"acc": 68.56,
|
|
"time": 132.33246979210526,
|
|
"param": [
|
|
{
|
|
"p": 0.0788177028298378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042941201478242874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07642444223165512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0538930706679821,
|
|
"m": 0.8873902559280396
|
|
},
|
|
{
|
|
"p": 0.08500035852193832,
|
|
"m": 0.7222534418106079
|
|
},
|
|
{
|
|
"p": 0.04704657569527626,
|
|
"m": 0.7196170091629028
|
|
},
|
|
{
|
|
"p": 0.09605303406715393,
|
|
"m": 0.8484970331192017
|
|
},
|
|
{
|
|
"p": 0.0779203549027443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016894966363907,
|
|
"m": 0.9439706802368164
|
|
},
|
|
{
|
|
"p": 0.06617827713489532,
|
|
"m": 0.9140676259994507
|
|
},
|
|
{
|
|
"p": 0.07638558745384216,
|
|
"m": 0.8590109944343567
|
|
},
|
|
{
|
|
"p": 0.07530587166547775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09185868501663208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062005866318941116,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.49716901779174805,
|
|
"val_loss": 1.0813624858856201,
|
|
"acc": 68.0,
|
|
"time": 133.53007463784888,
|
|
"param": [
|
|
{
|
|
"p": 0.08090247213840485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047393798828125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09601301699876785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050855983048677444,
|
|
"m": 0.9478026032447815
|
|
},
|
|
{
|
|
"p": 0.04574749246239662,
|
|
"m": 0.8107615113258362
|
|
},
|
|
{
|
|
"p": 0.06579485535621643,
|
|
"m": 0.7384920716285706
|
|
},
|
|
{
|
|
"p": 0.08735016733407974,
|
|
"m": 0.8910412788391113
|
|
},
|
|
{
|
|
"p": 0.0881861224770546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447803974151611,
|
|
"m": 0.9899657368659973
|
|
},
|
|
{
|
|
"p": 0.09265612810850143,
|
|
"m": 0.8966871500015259
|
|
},
|
|
{
|
|
"p": 0.04848387837409973,
|
|
"m": 0.9048593044281006
|
|
},
|
|
{
|
|
"p": 0.09453738480806351,
|
|
"m": 0.9972839951515198
|
|
},
|
|
{
|
|
"p": 0.06745746731758118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07014326751232147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.5641762614250183,
|
|
"val_loss": 0.8832025527954102,
|
|
"acc": 69.45,
|
|
"time": 130.25039517786354,
|
|
"param": [
|
|
{
|
|
"p": 0.10070227831602097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08655774593353271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04192133992910385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08793352544307709,
|
|
"m": 0.9204885363578796
|
|
},
|
|
{
|
|
"p": 0.06703176349401474,
|
|
"m": 0.8440741896629333
|
|
},
|
|
{
|
|
"p": 0.07021898031234741,
|
|
"m": 0.6491982340812683
|
|
},
|
|
{
|
|
"p": 0.08436719328165054,
|
|
"m": 0.951737105846405
|
|
},
|
|
{
|
|
"p": 0.05940946191549301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09228860586881638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06060481071472168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07718688249588013,
|
|
"m": 0.9858468174934387
|
|
},
|
|
{
|
|
"p": 0.08371467888355255,
|
|
"m": 0.9998627305030823
|
|
},
|
|
{
|
|
"p": 0.060089584439992905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027973191812634468,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.6421981453895569,
|
|
"val_loss": 0.98324054479599,
|
|
"acc": 68.3,
|
|
"time": 130.93949968297966,
|
|
"param": [
|
|
{
|
|
"p": 0.0784468874335289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04756682366132736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07238340377807617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218397408723831,
|
|
"m": 0.7786646485328674
|
|
},
|
|
{
|
|
"p": 0.049536529928445816,
|
|
"m": 0.8158382773399353
|
|
},
|
|
{
|
|
"p": 0.057457130402326584,
|
|
"m": 0.610620379447937
|
|
},
|
|
{
|
|
"p": 0.07242672145366669,
|
|
"m": 0.802253007888794
|
|
},
|
|
{
|
|
"p": 0.09320094436407089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07810933887958527,
|
|
"m": 0.9173794388771057
|
|
},
|
|
{
|
|
"p": 0.0688103586435318,
|
|
"m": 0.9728960394859314
|
|
},
|
|
{
|
|
"p": 0.07014717906713486,
|
|
"m": 0.9960501194000244
|
|
},
|
|
{
|
|
"p": 0.10428263992071152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123938947916031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06420860439538956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.6019245982170105,
|
|
"val_loss": 0.8651494383811951,
|
|
"acc": 69.49,
|
|
"time": 130.772181723034,
|
|
"param": [
|
|
{
|
|
"p": 0.08783777058124542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970769166946411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08633546531200409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05653047189116478,
|
|
"m": 0.7563811540603638
|
|
},
|
|
{
|
|
"p": 0.06717570126056671,
|
|
"m": 0.7996670007705688
|
|
},
|
|
{
|
|
"p": 0.06952066719532013,
|
|
"m": 0.43857261538505554
|
|
},
|
|
{
|
|
"p": 0.040932390838861465,
|
|
"m": 0.8301623463630676
|
|
},
|
|
{
|
|
"p": 0.10393700748682022,
|
|
"m": 0.9677863121032715
|
|
},
|
|
{
|
|
"p": 0.0718814805150032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022838294506073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07531420141458511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07622209936380386,
|
|
"m": 0.997106671333313
|
|
},
|
|
{
|
|
"p": 0.06562117487192154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058755554258823395,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.5154595971107483,
|
|
"val_loss": 0.8415060639381409,
|
|
"acc": 69.38,
|
|
"time": 132.65750800608657,
|
|
"param": [
|
|
{
|
|
"p": 0.0826861560344696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0495888888835907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943288281559944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07453010231256485,
|
|
"m": 0.7789791226387024
|
|
},
|
|
{
|
|
"p": 0.10054332762956619,
|
|
"m": 0.661176323890686
|
|
},
|
|
{
|
|
"p": 0.04288994520902634,
|
|
"m": 0.39319390058517456
|
|
},
|
|
{
|
|
"p": 0.06491269916296005,
|
|
"m": 0.874919593334198
|
|
},
|
|
{
|
|
"p": 0.07985489815473557,
|
|
"m": 0.9845044016838074
|
|
},
|
|
{
|
|
"p": 0.06982067227363586,
|
|
"m": 0.9434763193130493
|
|
},
|
|
{
|
|
"p": 0.06843594461679459,
|
|
"m": 0.999716579914093
|
|
},
|
|
{
|
|
"p": 0.06587494909763336,
|
|
"m": 0.960128903388977
|
|
},
|
|
{
|
|
"p": 0.04643762484192848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10609927028417587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0888926163315773,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.7134720683097839,
|
|
"val_loss": 1.0680298805236816,
|
|
"acc": 69.59,
|
|
"time": 134.8865925387945,
|
|
"param": [
|
|
{
|
|
"p": 0.05979691445827484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061504147946834564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09171635657548904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259835302829742,
|
|
"m": 0.7231855392456055
|
|
},
|
|
{
|
|
"p": 0.08672264963388443,
|
|
"m": 0.7332108616828918
|
|
},
|
|
{
|
|
"p": 0.08470921963453293,
|
|
"m": 0.4083353877067566
|
|
},
|
|
{
|
|
"p": 0.044065333902835846,
|
|
"m": 0.8238260746002197
|
|
},
|
|
{
|
|
"p": 0.07070405781269073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07395444065332413,
|
|
"m": 0.9862794876098633
|
|
},
|
|
{
|
|
"p": 0.05487032234668732,
|
|
"m": 0.9659526348114014
|
|
},
|
|
{
|
|
"p": 0.09447353333234787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05824977904558182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09559295326471329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0510418638586998,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.7264399528503418,
|
|
"val_loss": 1.0960633754730225,
|
|
"acc": 69.21,
|
|
"time": 130.56995549984276,
|
|
"param": [
|
|
{
|
|
"p": 0.06401912868022919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020170241594315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10117993503808975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465809047222137,
|
|
"m": 0.7404302358627319
|
|
},
|
|
{
|
|
"p": 0.07965832948684692,
|
|
"m": 0.6966478824615479
|
|
},
|
|
{
|
|
"p": 0.06016101688146591,
|
|
"m": 0.4670372009277344
|
|
},
|
|
{
|
|
"p": 0.07578185945749283,
|
|
"m": 0.851708710193634
|
|
},
|
|
{
|
|
"p": 0.07525074481964111,
|
|
"m": 0.9518285989761353
|
|
},
|
|
{
|
|
"p": 0.06694889813661575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08454166352748871,
|
|
"m": 0.920135498046875
|
|
},
|
|
{
|
|
"p": 0.051028773188591,
|
|
"m": 0.9779431223869324
|
|
},
|
|
{
|
|
"p": 0.07013960182666779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886021792888641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06756999343633652,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.7498534917831421,
|
|
"val_loss": 0.963836669921875,
|
|
"acc": 69.14,
|
|
"time": 131.639082854148,
|
|
"param": [
|
|
{
|
|
"p": 0.09896079450845718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06073977053165436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08479371666908264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079966239631176,
|
|
"m": 0.8302902579307556
|
|
},
|
|
{
|
|
"p": 0.0453108586370945,
|
|
"m": 0.7055997848510742
|
|
},
|
|
{
|
|
"p": 0.099408358335495,
|
|
"m": 0.45378735661506653
|
|
},
|
|
{
|
|
"p": 0.03424418345093727,
|
|
"m": 0.7503244876861572
|
|
},
|
|
{
|
|
"p": 0.06395234167575836,
|
|
"m": 0.9803626537322998
|
|
},
|
|
{
|
|
"p": 0.0777159035205841,
|
|
"m": 0.968369722366333
|
|
},
|
|
{
|
|
"p": 0.0648789331316948,
|
|
"m": 0.997967541217804
|
|
},
|
|
{
|
|
"p": 0.047045476734638214,
|
|
"m": 0.9729320406913757
|
|
},
|
|
{
|
|
"p": 0.07596084475517273,
|
|
"m": 0.9941261410713196
|
|
},
|
|
{
|
|
"p": 0.09105019271373749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597244530916214,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.7393255233764648,
|
|
"val_loss": 0.8794118762016296,
|
|
"acc": 69.47,
|
|
"time": 125.61836852389388,
|
|
"param": [
|
|
{
|
|
"p": 0.06059624254703522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08296041190624237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09071888029575348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04520178213715553,
|
|
"m": 0.9451088309288025
|
|
},
|
|
{
|
|
"p": 0.08164164423942566,
|
|
"m": 0.8416416645050049
|
|
},
|
|
{
|
|
"p": 0.056847989559173584,
|
|
"m": 0.5851038098335266
|
|
},
|
|
{
|
|
"p": 0.07508189231157303,
|
|
"m": 0.677478551864624
|
|
},
|
|
{
|
|
"p": 0.06972403824329376,
|
|
"m": 0.9627042412757874
|
|
},
|
|
{
|
|
"p": 0.09724309295415878,
|
|
"m": 0.9890880584716797
|
|
},
|
|
{
|
|
"p": 0.05680091679096222,
|
|
"m": 0.9910427331924438
|
|
},
|
|
{
|
|
"p": 0.0741516724228859,
|
|
"m": 0.9895356893539429
|
|
},
|
|
{
|
|
"p": 0.07802797853946686,
|
|
"m": 0.9995062351226807
|
|
},
|
|
{
|
|
"p": 0.06440924108028412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659425050020218,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.5582967400550842,
|
|
"val_loss": 1.0375996828079224,
|
|
"acc": 70.1,
|
|
"time": 122.45058027701452,
|
|
"param": [
|
|
{
|
|
"p": 0.062371980398893356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06518062204122543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351918518543243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06552319973707199,
|
|
"m": 0.8718748688697815
|
|
},
|
|
{
|
|
"p": 0.06401008367538452,
|
|
"m": 0.8313339352607727
|
|
},
|
|
{
|
|
"p": 0.05202828347682953,
|
|
"m": 0.5434215664863586
|
|
},
|
|
{
|
|
"p": 0.07456167787313461,
|
|
"m": 0.8803179860115051
|
|
},
|
|
{
|
|
"p": 0.10080322623252869,
|
|
"m": 0.8860830664634705
|
|
},
|
|
{
|
|
"p": 0.0896339863538742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568508177995682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0878663957118988,
|
|
"m": 0.991445779800415
|
|
},
|
|
{
|
|
"p": 0.07104969024658203,
|
|
"m": 0.9898814558982849
|
|
},
|
|
{
|
|
"p": 0.05333885923027992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05442781373858452,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.6359056830406189,
|
|
"val_loss": 0.9600467681884766,
|
|
"acc": 69.41,
|
|
"time": 113.99458439601585,
|
|
"param": [
|
|
{
|
|
"p": 0.051961470395326614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08139871060848236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743886113166809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08274190872907639,
|
|
"m": 0.9053943753242493
|
|
},
|
|
{
|
|
"p": 0.07737387716770172,
|
|
"m": 0.7657555937767029
|
|
},
|
|
{
|
|
"p": 0.07513631880283356,
|
|
"m": 0.6533184051513672
|
|
},
|
|
{
|
|
"p": 0.06759855896234512,
|
|
"m": 0.8900687098503113
|
|
},
|
|
{
|
|
"p": 0.055445730686187744,
|
|
"m": 0.8542946577072144
|
|
},
|
|
{
|
|
"p": 0.08793270587921143,
|
|
"m": 0.9453539252281189
|
|
},
|
|
{
|
|
"p": 0.06663055717945099,
|
|
"m": 0.9364776611328125
|
|
},
|
|
{
|
|
"p": 0.058187246322631836,
|
|
"m": 0.9455836415290833
|
|
},
|
|
{
|
|
"p": 0.06567133963108063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426383137702942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682189092040062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.45611199736595154,
|
|
"val_loss": 1.057964563369751,
|
|
"acc": 70.11,
|
|
"time": 119.8620066458825,
|
|
"param": [
|
|
{
|
|
"p": 0.0716654509305954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06935865432024002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09438811987638474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07910671830177307,
|
|
"m": 0.8919433951377869
|
|
},
|
|
{
|
|
"p": 0.06572648882865906,
|
|
"m": 0.7034017443656921
|
|
},
|
|
{
|
|
"p": 0.0642109140753746,
|
|
"m": 0.5954728722572327
|
|
},
|
|
{
|
|
"p": 0.05590673163533211,
|
|
"m": 0.8391244411468506
|
|
},
|
|
{
|
|
"p": 0.06904439628124237,
|
|
"m": 0.8662504553794861
|
|
},
|
|
{
|
|
"p": 0.06572645157575607,
|
|
"m": 0.9406090378761292
|
|
},
|
|
{
|
|
"p": 0.07766930758953094,
|
|
"m": 0.9789600372314453
|
|
},
|
|
{
|
|
"p": 0.06406938284635544,
|
|
"m": 0.8584027290344238
|
|
},
|
|
{
|
|
"p": 0.08252057433128357,
|
|
"m": 0.9996708631515503
|
|
},
|
|
{
|
|
"p": 0.0882226750254631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05238403379917145,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.6507874727249146,
|
|
"val_loss": 0.8691202998161316,
|
|
"acc": 69.37,
|
|
"time": 125.25476416596211,
|
|
"param": [
|
|
{
|
|
"p": 0.06760995835065842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356700092554092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628871291875839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07331656664609909,
|
|
"m": 0.8641380071640015
|
|
},
|
|
{
|
|
"p": 0.04997922480106354,
|
|
"m": 0.681586503982544
|
|
},
|
|
{
|
|
"p": 0.04849812015891075,
|
|
"m": 0.5718177556991577
|
|
},
|
|
{
|
|
"p": 0.08122768253087997,
|
|
"m": 0.8262739777565002
|
|
},
|
|
{
|
|
"p": 0.03811246156692505,
|
|
"m": 0.9629693627357483
|
|
},
|
|
{
|
|
"p": 0.08852643519639969,
|
|
"m": 0.9281764626502991
|
|
},
|
|
{
|
|
"p": 0.07513004541397095,
|
|
"m": 0.9918028116226196
|
|
},
|
|
{
|
|
"p": 0.07821224629878998,
|
|
"m": 0.8831126093864441
|
|
},
|
|
{
|
|
"p": 0.07768916338682175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0944594144821167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05738300830125809,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.5371355414390564,
|
|
"val_loss": 1.0273854732513428,
|
|
"acc": 70.12,
|
|
"time": 133.82850048388354,
|
|
"param": [
|
|
{
|
|
"p": 0.08142758160829544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05788588523864746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048342347145080566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0701843798160553,
|
|
"m": 0.9195080995559692
|
|
},
|
|
{
|
|
"p": 0.04288998618721962,
|
|
"m": 0.8152369260787964
|
|
},
|
|
{
|
|
"p": 0.07360531389713287,
|
|
"m": 0.4866437613964081
|
|
},
|
|
{
|
|
"p": 0.07596569508314133,
|
|
"m": 0.8968786597251892
|
|
},
|
|
{
|
|
"p": 0.07233797758817673,
|
|
"m": 0.948570966720581
|
|
},
|
|
{
|
|
"p": 0.06701517105102539,
|
|
"m": 0.9158201217651367
|
|
},
|
|
{
|
|
"p": 0.08062585443258286,
|
|
"m": 0.9978091716766357
|
|
},
|
|
{
|
|
"p": 0.08518058061599731,
|
|
"m": 0.9582617282867432
|
|
},
|
|
{
|
|
"p": 0.08302661776542664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08431103080511093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720163464546204,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.5600684881210327,
|
|
"val_loss": 0.9428178071975708,
|
|
"acc": 70.46,
|
|
"time": 131.22004092810676,
|
|
"param": [
|
|
{
|
|
"p": 0.059202905744314194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05404781177639961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09531769901514053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06457029283046722,
|
|
"m": 0.8754948377609253
|
|
},
|
|
{
|
|
"p": 0.06529857963323593,
|
|
"m": 0.7955788373947144
|
|
},
|
|
{
|
|
"p": 0.051770370453596115,
|
|
"m": 0.5000286102294922
|
|
},
|
|
{
|
|
"p": 0.07614418864250183,
|
|
"m": 0.8384160399436951
|
|
},
|
|
{
|
|
"p": 0.08187287300825119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06713321059942245,
|
|
"m": 0.8934080600738525
|
|
},
|
|
{
|
|
"p": 0.08856037259101868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08032683283090591,
|
|
"m": 0.9123709797859192
|
|
},
|
|
{
|
|
"p": 0.06186937168240547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06416378170251846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08972178399562836,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.7034215927124023,
|
|
"val_loss": 1.1490241289138794,
|
|
"acc": 69.24,
|
|
"time": 130.37541217007674,
|
|
"param": [
|
|
{
|
|
"p": 0.07237890362739563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07838352769613266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0951882004737854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050110962241888046,
|
|
"m": 0.9151887893676758
|
|
},
|
|
{
|
|
"p": 0.07543476670980453,
|
|
"m": 0.7385284900665283
|
|
},
|
|
{
|
|
"p": 0.09535138309001923,
|
|
"m": 0.44188693165779114
|
|
},
|
|
{
|
|
"p": 0.07869533449411392,
|
|
"m": 0.8560807108879089
|
|
},
|
|
{
|
|
"p": 0.09047422558069229,
|
|
"m": 0.9972081780433655
|
|
},
|
|
{
|
|
"p": 0.06342343240976334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05389111861586571,
|
|
"m": 0.9429707527160645
|
|
},
|
|
{
|
|
"p": 0.0729561299085617,
|
|
"m": 0.8714072704315186
|
|
},
|
|
{
|
|
"p": 0.05283784493803978,
|
|
"m": 0.9944139719009399
|
|
},
|
|
{
|
|
"p": 0.07811713218688965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04275704175233841,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.6549619436264038,
|
|
"val_loss": 0.9602372646331787,
|
|
"acc": 69.9,
|
|
"time": 123.26328521198593,
|
|
"param": [
|
|
{
|
|
"p": 0.07000904530286789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08085329085588455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08125747740268707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06282012164592743,
|
|
"m": 0.9993665814399719
|
|
},
|
|
{
|
|
"p": 0.08573336154222488,
|
|
"m": 0.7112533450126648
|
|
},
|
|
{
|
|
"p": 0.07884873449802399,
|
|
"m": 0.49434563517570496
|
|
},
|
|
{
|
|
"p": 0.05345146730542183,
|
|
"m": 0.9064162373542786
|
|
},
|
|
{
|
|
"p": 0.07991020381450653,
|
|
"m": 0.9613195657730103
|
|
},
|
|
{
|
|
"p": 0.08596158772706985,
|
|
"m": 0.9416145086288452
|
|
},
|
|
{
|
|
"p": 0.057571347802877426,
|
|
"m": 0.9270833730697632
|
|
},
|
|
{
|
|
"p": 0.058542024344205856,
|
|
"m": 0.906815767288208
|
|
},
|
|
{
|
|
"p": 0.0965031310915947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07229676842689514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03624137118458748,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.4727550446987152,
|
|
"val_loss": 1.0071700811386108,
|
|
"acc": 69.94,
|
|
"time": 119.76326830219477,
|
|
"param": [
|
|
{
|
|
"p": 0.09799650311470032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177925854921341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07467158138751984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023923173546791077,
|
|
"m": 0.9661266207695007
|
|
},
|
|
{
|
|
"p": 0.0653272196650505,
|
|
"m": 0.6306549310684204
|
|
},
|
|
{
|
|
"p": 0.06128190830349922,
|
|
"m": 0.4713222086429596
|
|
},
|
|
{
|
|
"p": 0.08138076215982437,
|
|
"m": 0.899236261844635
|
|
},
|
|
{
|
|
"p": 0.08334832638502121,
|
|
"m": 0.9904183149337769
|
|
},
|
|
{
|
|
"p": 0.0711885616183281,
|
|
"m": 0.8863308429718018
|
|
},
|
|
{
|
|
"p": 0.06932743638753891,
|
|
"m": 0.9176924824714661
|
|
},
|
|
{
|
|
"p": 0.09163730591535568,
|
|
"m": 0.832517683506012
|
|
},
|
|
{
|
|
"p": 0.04788605123758316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568599820137024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07456605136394501,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.566394031047821,
|
|
"val_loss": 0.9247639179229736,
|
|
"acc": 70.34,
|
|
"time": 128.0620792938862,
|
|
"param": [
|
|
{
|
|
"p": 0.06892979890108109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07293779402971268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09885707497596741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02527669072151184,
|
|
"m": 0.9379006624221802
|
|
},
|
|
{
|
|
"p": 0.07515214383602142,
|
|
"m": 0.6625022292137146
|
|
},
|
|
{
|
|
"p": 0.06857980042695999,
|
|
"m": 0.49270468950271606
|
|
},
|
|
{
|
|
"p": 0.08568558841943741,
|
|
"m": 0.932227373123169
|
|
},
|
|
{
|
|
"p": 0.06767385452985764,
|
|
"m": 0.8690730333328247
|
|
},
|
|
{
|
|
"p": 0.050478700548410416,
|
|
"m": 0.8454684615135193
|
|
},
|
|
{
|
|
"p": 0.09360689669847488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720195397734642,
|
|
"m": 0.8548951148986816
|
|
},
|
|
{
|
|
"p": 0.09716832637786865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380492448806763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05982881784439087,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.6728347539901733,
|
|
"val_loss": 0.9626010656356812,
|
|
"acc": 70.11,
|
|
"time": 119.82031987607479,
|
|
"param": [
|
|
{
|
|
"p": 0.0597311407327652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07021205872297287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057319872081279755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054611898958683014,
|
|
"m": 0.959900438785553
|
|
},
|
|
{
|
|
"p": 0.08017072826623917,
|
|
"m": 0.6986779570579529
|
|
},
|
|
{
|
|
"p": 0.06461586803197861,
|
|
"m": 0.474627822637558
|
|
},
|
|
{
|
|
"p": 0.07945055514574051,
|
|
"m": 0.9427693486213684
|
|
},
|
|
{
|
|
"p": 0.05509335920214653,
|
|
"m": 0.9628109335899353
|
|
},
|
|
{
|
|
"p": 0.07473383843898773,
|
|
"m": 0.9594549536705017
|
|
},
|
|
{
|
|
"p": 0.09390442073345184,
|
|
"m": 0.9755843281745911
|
|
},
|
|
{
|
|
"p": 0.07950156182050705,
|
|
"m": 0.8819815516471863
|
|
},
|
|
{
|
|
"p": 0.07223055511713028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07042635977268219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08799775689840317,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.6727417707443237,
|
|
"val_loss": 0.9694666862487793,
|
|
"acc": 69.74,
|
|
"time": 117.62982368492521,
|
|
"param": [
|
|
{
|
|
"p": 0.08197975903749466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07770457863807678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692547857761383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1041162833571434,
|
|
"m": 0.9681283831596375
|
|
},
|
|
{
|
|
"p": 0.07143890112638474,
|
|
"m": 0.8110226392745972
|
|
},
|
|
{
|
|
"p": 0.0700235590338707,
|
|
"m": 0.44362279772758484
|
|
},
|
|
{
|
|
"p": 0.0696805939078331,
|
|
"m": 0.9682452082633972
|
|
},
|
|
{
|
|
"p": 0.07868397235870361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218459993600845,
|
|
"m": 0.9930871725082397
|
|
},
|
|
{
|
|
"p": 0.06414812058210373,
|
|
"m": 0.9793121814727783
|
|
},
|
|
{
|
|
"p": 0.07209143042564392,
|
|
"m": 0.8673208951950073
|
|
},
|
|
{
|
|
"p": 0.057095691561698914,
|
|
"m": 0.9728484153747559
|
|
},
|
|
{
|
|
"p": 0.05956414341926575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052033644169569016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.6669541001319885,
|
|
"val_loss": 0.8425604104995728,
|
|
"acc": 69.28,
|
|
"time": 119.75110042910092,
|
|
"param": [
|
|
{
|
|
"p": 0.058510154485702515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09424519538879395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145773619413376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07981553673744202,
|
|
"m": 0.9227311015129089
|
|
},
|
|
{
|
|
"p": 0.043699584901332855,
|
|
"m": 0.8237658143043518
|
|
},
|
|
{
|
|
"p": 0.07074037939310074,
|
|
"m": 0.3012511134147644
|
|
},
|
|
{
|
|
"p": 0.09751926362514496,
|
|
"m": 0.9910380840301514
|
|
},
|
|
{
|
|
"p": 0.10323350876569748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06975249201059341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055675238370895386,
|
|
"m": 0.9960092306137085
|
|
},
|
|
{
|
|
"p": 0.08343580365180969,
|
|
"m": 0.9724642634391785
|
|
},
|
|
{
|
|
"p": 0.05430929735302925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06996484100818634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04764104261994362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.6198753714561462,
|
|
"val_loss": 0.8247094750404358,
|
|
"acc": 70.64,
|
|
"time": 131.45291877305135,
|
|
"param": [
|
|
{
|
|
"p": 0.08169246464967728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06704781204462051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0974767655134201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053303271532058716,
|
|
"m": 0.7791112661361694
|
|
},
|
|
{
|
|
"p": 0.049334630370140076,
|
|
"m": 0.7231286764144897
|
|
},
|
|
{
|
|
"p": 0.07714824378490448,
|
|
"m": 0.2667953670024872
|
|
},
|
|
{
|
|
"p": 0.06944070011377335,
|
|
"m": 0.9296873211860657
|
|
},
|
|
{
|
|
"p": 0.06368403136730194,
|
|
"m": 0.7145146131515503
|
|
},
|
|
{
|
|
"p": 0.06364725530147552,
|
|
"m": 0.9229764938354492
|
|
},
|
|
{
|
|
"p": 0.09554138034582138,
|
|
"m": 0.9863253831863403
|
|
},
|
|
{
|
|
"p": 0.07746949046850204,
|
|
"m": 0.8874208331108093
|
|
},
|
|
{
|
|
"p": 0.08242922276258469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03345322608947754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08833153545856476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.5150534510612488,
|
|
"val_loss": 0.7783402800559998,
|
|
"acc": 70.22,
|
|
"time": 131.95488831098191,
|
|
"param": [
|
|
{
|
|
"p": 0.06457051634788513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709671676158905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07699669897556305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06093047186732292,
|
|
"m": 0.7075162529945374
|
|
},
|
|
{
|
|
"p": 0.07579942792654037,
|
|
"m": 0.5474812984466553
|
|
},
|
|
{
|
|
"p": 0.06951605528593063,
|
|
"m": 0.29358357191085815
|
|
},
|
|
{
|
|
"p": 0.07305265218019485,
|
|
"m": 0.8746162056922913
|
|
},
|
|
{
|
|
"p": 0.09249488264322281,
|
|
"m": 0.8578377962112427
|
|
},
|
|
{
|
|
"p": 0.0747474804520607,
|
|
"m": 0.978413462638855
|
|
},
|
|
{
|
|
"p": 0.06611839681863785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05300470069050789,
|
|
"m": 0.9870128035545349
|
|
},
|
|
{
|
|
"p": 0.06166962906718254,
|
|
"m": 0.9796386361122131
|
|
},
|
|
{
|
|
"p": 0.07625988870859146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387205749750137,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.310207724571228,
|
|
"val_loss": 0.9303731322288513,
|
|
"acc": 70.01,
|
|
"time": 118.86109584802762,
|
|
"param": [
|
|
{
|
|
"p": 0.07880944758653641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06378308683633804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0922110378742218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04851046949625015,
|
|
"m": 0.7055284976959229
|
|
},
|
|
{
|
|
"p": 0.05182454735040665,
|
|
"m": 0.6017184853553772
|
|
},
|
|
{
|
|
"p": 0.08843151479959488,
|
|
"m": 0.35177505016326904
|
|
},
|
|
{
|
|
"p": 0.06061293184757233,
|
|
"m": 0.9171915650367737
|
|
},
|
|
{
|
|
"p": 0.0959940031170845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07280639559030533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650176927447319,
|
|
"m": 0.9969152808189392
|
|
},
|
|
{
|
|
"p": 0.08324354141950607,
|
|
"m": 0.861645519733429
|
|
},
|
|
{
|
|
"p": 0.07119170576334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08202188462018967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045541759580373764,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.5150556564331055,
|
|
"val_loss": 0.9584530591964722,
|
|
"acc": 70.16,
|
|
"time": 119.29025001311675,
|
|
"param": [
|
|
{
|
|
"p": 0.06628324836492538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151422649621964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09205489605665207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367311209440231,
|
|
"m": 0.8526567220687866
|
|
},
|
|
{
|
|
"p": 0.07779157161712646,
|
|
"m": 0.6046351194381714
|
|
},
|
|
{
|
|
"p": 0.06183743476867676,
|
|
"m": 0.43686535954475403
|
|
},
|
|
{
|
|
"p": 0.06643403321504593,
|
|
"m": 0.9649718403816223
|
|
},
|
|
{
|
|
"p": 0.043327558785676956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946422904729843,
|
|
"m": 0.970689058303833
|
|
},
|
|
{
|
|
"p": 0.09269149601459503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07733280956745148,
|
|
"m": 0.8925933241844177
|
|
},
|
|
{
|
|
"p": 0.052310675382614136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344629406929016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06183845177292824,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.3477354049682617,
|
|
"val_loss": 0.9618081450462341,
|
|
"acc": 70.14,
|
|
"time": 132.38349414407276,
|
|
"param": [
|
|
{
|
|
"p": 0.08079799264669418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09920268505811691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08946775645017624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985392212867737,
|
|
"m": 0.8764233589172363
|
|
},
|
|
{
|
|
"p": 0.047962408512830734,
|
|
"m": 0.5746795535087585
|
|
},
|
|
{
|
|
"p": 0.051812514662742615,
|
|
"m": 0.4186650514602661
|
|
},
|
|
{
|
|
"p": 0.04560348764061928,
|
|
"m": 0.8706970810890198
|
|
},
|
|
{
|
|
"p": 0.06650004535913467,
|
|
"m": 0.9021418690681458
|
|
},
|
|
{
|
|
"p": 0.0993889570236206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07004167139530182,
|
|
"m": 0.9603595733642578
|
|
},
|
|
{
|
|
"p": 0.07592467963695526,
|
|
"m": 0.8903754949569702
|
|
},
|
|
{
|
|
"p": 0.0793960839509964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755913183093071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03845653682947159,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.44406187534332275,
|
|
"val_loss": 0.8598735928535461,
|
|
"acc": 70.21,
|
|
"time": 126.71654026187025,
|
|
"param": [
|
|
{
|
|
"p": 0.0881098285317421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06393380463123322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08952201157808304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05931483209133148,
|
|
"m": 0.8421176671981812
|
|
},
|
|
{
|
|
"p": 0.05149664357304573,
|
|
"m": 0.5800408720970154
|
|
},
|
|
{
|
|
"p": 0.08205356448888779,
|
|
"m": 0.4512370824813843
|
|
},
|
|
{
|
|
"p": 0.052180126309394836,
|
|
"m": 0.8560903072357178
|
|
},
|
|
{
|
|
"p": 0.0816458910703659,
|
|
"m": 0.9710217714309692
|
|
},
|
|
{
|
|
"p": 0.08134043961763382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837090015411377,
|
|
"m": 0.9576272368431091
|
|
},
|
|
{
|
|
"p": 0.053696662187576294,
|
|
"m": 0.8512169718742371
|
|
},
|
|
{
|
|
"p": 0.07223694771528244,
|
|
"m": 0.9887369871139526
|
|
},
|
|
{
|
|
"p": 0.10037611424922943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04038408398628235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.4194665551185608,
|
|
"val_loss": 0.8869995474815369,
|
|
"acc": 70.19,
|
|
"time": 121.10545947379433,
|
|
"param": [
|
|
{
|
|
"p": 0.08868337422609329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05840006098151207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07014131546020508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06904876232147217,
|
|
"m": 0.9038459062576294
|
|
},
|
|
{
|
|
"p": 0.06724702566862106,
|
|
"m": 0.44904041290283203
|
|
},
|
|
{
|
|
"p": 0.07557027786970139,
|
|
"m": 0.3738170266151428
|
|
},
|
|
{
|
|
"p": 0.08068499714136124,
|
|
"m": 0.9294285178184509
|
|
},
|
|
{
|
|
"p": 0.04669467359781265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0618506595492363,
|
|
"m": 0.9970085024833679
|
|
},
|
|
{
|
|
"p": 0.05783094838261604,
|
|
"m": 0.8850419521331787
|
|
},
|
|
{
|
|
"p": 0.08023244142532349,
|
|
"m": 0.960868239402771
|
|
},
|
|
{
|
|
"p": 0.08426869660615921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08096640557050705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07838033139705658,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.5254697799682617,
|
|
"val_loss": 0.9702693819999695,
|
|
"acc": 69.89,
|
|
"time": 131.3806643660646,
|
|
"param": [
|
|
{
|
|
"p": 0.07895965874195099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144735008478165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07914251834154129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647342771291733,
|
|
"m": 0.9058929085731506
|
|
},
|
|
{
|
|
"p": 0.06644292175769806,
|
|
"m": 0.4433002173900604
|
|
},
|
|
{
|
|
"p": 0.04252609238028526,
|
|
"m": 0.5807892680168152
|
|
},
|
|
{
|
|
"p": 0.05040539428591728,
|
|
"m": 0.9670484662055969
|
|
},
|
|
{
|
|
"p": 0.0865524634718895,
|
|
"m": 0.9415426850318909
|
|
},
|
|
{
|
|
"p": 0.0680289939045906,
|
|
"m": 0.9500320553779602
|
|
},
|
|
{
|
|
"p": 0.0643262267112732,
|
|
"m": 0.971000075340271
|
|
},
|
|
{
|
|
"p": 0.055148422718048096,
|
|
"m": 0.8596652746200562
|
|
},
|
|
{
|
|
"p": 0.06644824147224426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08339695632457733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10070127248764038,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.5598971247673035,
|
|
"val_loss": 1.0130363702774048,
|
|
"acc": 70.53,
|
|
"time": 130.9551170160994,
|
|
"param": [
|
|
{
|
|
"p": 0.053303323686122894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05099762976169586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762718990445137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04069014638662338,
|
|
"m": 0.8475874066352844
|
|
},
|
|
{
|
|
"p": 0.09346044808626175,
|
|
"m": 0.2875876724720001
|
|
},
|
|
{
|
|
"p": 0.07050751149654388,
|
|
"m": 0.5475279688835144
|
|
},
|
|
{
|
|
"p": 0.07583193480968475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06749257445335388,
|
|
"m": 0.9366055130958557
|
|
},
|
|
{
|
|
"p": 0.054132767021656036,
|
|
"m": 0.9413350820541382
|
|
},
|
|
{
|
|
"p": 0.06522330641746521,
|
|
"m": 0.9839293360710144
|
|
},
|
|
{
|
|
"p": 0.09707506000995636,
|
|
"m": 0.9194896817207336
|
|
},
|
|
{
|
|
"p": 0.08893051743507385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05657447502017021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10950838774442673,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.3550969958305359,
|
|
"val_loss": 0.8614394664764404,
|
|
"acc": 69.71,
|
|
"time": 121.48573292186484,
|
|
"param": [
|
|
{
|
|
"p": 0.08475378900766373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08415292948484421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742757558822632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03872251883149147,
|
|
"m": 0.8189616799354553
|
|
},
|
|
{
|
|
"p": 0.04962983354926109,
|
|
"m": 0.19651338458061218
|
|
},
|
|
{
|
|
"p": 0.03806915879249573,
|
|
"m": 0.3810843825340271
|
|
},
|
|
{
|
|
"p": 0.09370903670787811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06677063554525375,
|
|
"m": 0.9955678582191467
|
|
},
|
|
{
|
|
"p": 0.07375801354646683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08663082122802734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865919172763824,
|
|
"m": 0.9805762767791748
|
|
},
|
|
{
|
|
"p": 0.07057099044322968,
|
|
"m": 0.987684428691864
|
|
},
|
|
{
|
|
"p": 0.0851261243224144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0820193886756897,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.4394906759262085,
|
|
"val_loss": 0.9597851037979126,
|
|
"acc": 70.21,
|
|
"time": 131.89135629707016,
|
|
"param": [
|
|
{
|
|
"p": 0.07619501650333405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08146823942661285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08546452969312668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06057857722043991,
|
|
"m": 0.7503829002380371
|
|
},
|
|
{
|
|
"p": 0.05855617672204971,
|
|
"m": 0.2790193259716034
|
|
},
|
|
{
|
|
"p": 0.06999185681343079,
|
|
"m": 0.3909377157688141
|
|
},
|
|
{
|
|
"p": 0.08446435630321503,
|
|
"m": 0.9212861657142639
|
|
},
|
|
{
|
|
"p": 0.09323947131633759,
|
|
"m": 0.873485803604126
|
|
},
|
|
{
|
|
"p": 0.0897800549864769,
|
|
"m": 0.9902533292770386
|
|
},
|
|
{
|
|
"p": 0.06816309690475464,
|
|
"m": 0.9679324626922607
|
|
},
|
|
{
|
|
"p": 0.04991256445646286,
|
|
"m": 0.8713319897651672
|
|
},
|
|
{
|
|
"p": 0.08424462378025055,
|
|
"m": 0.9853729605674744
|
|
},
|
|
{
|
|
"p": 0.05780767276883125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0401337668299675,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.4328188896179199,
|
|
"val_loss": 0.8736767768859863,
|
|
"acc": 70.33,
|
|
"time": 116.0660831250716,
|
|
"param": [
|
|
{
|
|
"p": 0.03929629549384117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07516246289014816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0887826457619667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05762309208512306,
|
|
"m": 0.8483898639678955
|
|
},
|
|
{
|
|
"p": 0.07213453203439713,
|
|
"m": 0.14825895428657532
|
|
},
|
|
{
|
|
"p": 0.08258860558271408,
|
|
"m": 0.3658609688282013
|
|
},
|
|
{
|
|
"p": 0.11972159147262573,
|
|
"m": 0.9797160029411316
|
|
},
|
|
{
|
|
"p": 0.042095642536878586,
|
|
"m": 0.8887253999710083
|
|
},
|
|
{
|
|
"p": 0.05557591840624809,
|
|
"m": 0.8653128147125244
|
|
},
|
|
{
|
|
"p": 0.06309335678815842,
|
|
"m": 0.9569500684738159
|
|
},
|
|
{
|
|
"p": 0.07484506815671921,
|
|
"m": 0.8485365509986877
|
|
},
|
|
{
|
|
"p": 0.06754754483699799,
|
|
"m": 0.9967118501663208
|
|
},
|
|
{
|
|
"p": 0.06794865429401398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09358461201190948,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.4457618296146393,
|
|
"val_loss": 0.9370888471603394,
|
|
"acc": 70.44,
|
|
"time": 133.04215572797693,
|
|
"param": [
|
|
{
|
|
"p": 0.06449141353368759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07248537987470627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123883068561554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10147128999233246,
|
|
"m": 0.9274469017982483
|
|
},
|
|
{
|
|
"p": 0.053748734295368195,
|
|
"m": 0.23799963295459747
|
|
},
|
|
{
|
|
"p": 0.048980046063661575,
|
|
"m": 0.20829972624778748
|
|
},
|
|
{
|
|
"p": 0.09289538115262985,
|
|
"m": 0.9787898659706116
|
|
},
|
|
{
|
|
"p": 0.08555228263139725,
|
|
"m": 0.9061959981918335
|
|
},
|
|
{
|
|
"p": 0.05652477964758873,
|
|
"m": 0.9196696281433105
|
|
},
|
|
{
|
|
"p": 0.06982772052288055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806971862912178,
|
|
"m": 0.9085866212844849
|
|
},
|
|
{
|
|
"p": 0.05928419530391693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07634008675813675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06646260619163513,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.46215909719467163,
|
|
"val_loss": 0.998572826385498,
|
|
"acc": 70.24,
|
|
"time": 134.8450085548684,
|
|
"param": [
|
|
{
|
|
"p": 0.12281838804483414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08896248787641525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06764926016330719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06282053142786026,
|
|
"m": 0.8651085495948792
|
|
},
|
|
{
|
|
"p": 0.05802879482507706,
|
|
"m": 0.3212987184524536
|
|
},
|
|
{
|
|
"p": 0.09480168670415878,
|
|
"m": 0.4205845892429352
|
|
},
|
|
{
|
|
"p": 0.10135286301374435,
|
|
"m": 0.9725102782249451
|
|
},
|
|
{
|
|
"p": 0.039907220751047134,
|
|
"m": 0.8096621036529541
|
|
},
|
|
{
|
|
"p": 0.06448336690664291,
|
|
"m": 0.9996708035469055
|
|
},
|
|
{
|
|
"p": 0.042213138192892075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049056634306907654,
|
|
"m": 0.9406721591949463
|
|
},
|
|
{
|
|
"p": 0.08770401775836945,
|
|
"m": 0.9998807311058044
|
|
},
|
|
{
|
|
"p": 0.05998636782169342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06021523475646973,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.5205934643745422,
|
|
"val_loss": 1.0774937868118286,
|
|
"acc": 70.67,
|
|
"time": 120.36356833600439,
|
|
"param": [
|
|
{
|
|
"p": 0.06654544174671173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695980116724968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08432206511497498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352236866950989,
|
|
"m": 0.9555948376655579
|
|
},
|
|
{
|
|
"p": 0.07647059112787247,
|
|
"m": 0.2816975712776184
|
|
},
|
|
{
|
|
"p": 0.0853167325258255,
|
|
"m": 0.5531185865402222
|
|
},
|
|
{
|
|
"p": 0.054812755435705185,
|
|
"m": 0.8593097925186157
|
|
},
|
|
{
|
|
"p": 0.06464685499668121,
|
|
"m": 0.7456546425819397
|
|
},
|
|
{
|
|
"p": 0.07960491627454758,
|
|
"m": 0.9892531633377075
|
|
},
|
|
{
|
|
"p": 0.09029459953308105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754227414727211,
|
|
"m": 0.8833277821540833
|
|
},
|
|
{
|
|
"p": 0.0533752404153347,
|
|
"m": 0.9938459992408752
|
|
},
|
|
{
|
|
"p": 0.07610620558261871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059961479157209396,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.4390880763530731,
|
|
"val_loss": 1.0043296813964844,
|
|
"acc": 70.89,
|
|
"time": 130.6688476849813,
|
|
"param": [
|
|
{
|
|
"p": 0.05736575275659561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321768999099731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09297367930412292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990557163953781,
|
|
"m": 0.8981258869171143
|
|
},
|
|
{
|
|
"p": 0.06271842122077942,
|
|
"m": 0.29904213547706604
|
|
},
|
|
{
|
|
"p": 0.06754932552576065,
|
|
"m": 0.5420492887496948
|
|
},
|
|
{
|
|
"p": 0.07416032254695892,
|
|
"m": 0.9500111937522888
|
|
},
|
|
{
|
|
"p": 0.0852980688214302,
|
|
"m": 0.9256083965301514
|
|
},
|
|
{
|
|
"p": 0.06582518666982651,
|
|
"m": 0.8547139763832092
|
|
},
|
|
{
|
|
"p": 0.09311219304800034,
|
|
"m": 0.9983618855476379
|
|
},
|
|
{
|
|
"p": 0.072385773062706,
|
|
"m": 0.9178599119186401
|
|
},
|
|
{
|
|
"p": 0.06110088527202606,
|
|
"m": 0.9867080450057983
|
|
},
|
|
{
|
|
"p": 0.07412457466125488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050262559205293655,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.3803589642047882,
|
|
"val_loss": 1.0171513557434082,
|
|
"acc": 69.79,
|
|
"time": 135.78364903107285,
|
|
"param": [
|
|
{
|
|
"p": 0.08135674893856049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07469210028648376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052584610879421234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241915702819824,
|
|
"m": 0.9705249667167664
|
|
},
|
|
{
|
|
"p": 0.07189766317605972,
|
|
"m": 0.3961300253868103
|
|
},
|
|
{
|
|
"p": 0.02298853173851967,
|
|
"m": 0.5603198409080505
|
|
},
|
|
{
|
|
"p": 0.08632692694664001,
|
|
"m": 0.9768234491348267
|
|
},
|
|
{
|
|
"p": 0.05397309735417366,
|
|
"m": 0.8637964725494385
|
|
},
|
|
{
|
|
"p": 0.08465030044317245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847365200519562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06196288764476776,
|
|
"m": 0.9566880464553833
|
|
},
|
|
{
|
|
"p": 0.08987018465995789,
|
|
"m": 0.9649482369422913
|
|
},
|
|
{
|
|
"p": 0.0907362848520279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07806770503520966,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.631496012210846,
|
|
"val_loss": 0.8201592564582825,
|
|
"acc": 70.43,
|
|
"time": 123.02231375314295,
|
|
"param": [
|
|
{
|
|
"p": 0.06312158703804016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843335926532745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09260246157646179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05663496255874634,
|
|
"m": 0.869023323059082
|
|
},
|
|
{
|
|
"p": 0.07583518326282501,
|
|
"m": 0.35720011591911316
|
|
},
|
|
{
|
|
"p": 0.06223556026816368,
|
|
"m": 0.5425517559051514
|
|
},
|
|
{
|
|
"p": 0.0447235032916069,
|
|
"m": 0.943824052810669
|
|
},
|
|
{
|
|
"p": 0.06858818978071213,
|
|
"m": 0.8881914615631104
|
|
},
|
|
{
|
|
"p": 0.05631501227617264,
|
|
"m": 0.8834169507026672
|
|
},
|
|
{
|
|
"p": 0.062487419694662094,
|
|
"m": 0.968189001083374
|
|
},
|
|
{
|
|
"p": 0.10311303287744522,
|
|
"m": 0.9959389567375183
|
|
},
|
|
{
|
|
"p": 0.09085235744714737,
|
|
"m": 0.9993335604667664
|
|
},
|
|
{
|
|
"p": 0.07120037078857422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838569775223732,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.43024566769599915,
|
|
"val_loss": 1.0443568229675293,
|
|
"acc": 70.67,
|
|
"time": 131.56034205900505,
|
|
"param": [
|
|
{
|
|
"p": 0.06727904826402664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.078671395778656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07564723491668701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05880877003073692,
|
|
"m": 0.8610149025917053
|
|
},
|
|
{
|
|
"p": 0.06621339917182922,
|
|
"m": 0.27628523111343384
|
|
},
|
|
{
|
|
"p": 0.06724577397108078,
|
|
"m": 0.44441965222358704
|
|
},
|
|
{
|
|
"p": 0.062325458973646164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08243471384048462,
|
|
"m": 0.8622937202453613
|
|
},
|
|
{
|
|
"p": 0.0686604306101799,
|
|
"m": 0.8481373190879822
|
|
},
|
|
{
|
|
"p": 0.08378671854734421,
|
|
"m": 0.9580624103546143
|
|
},
|
|
{
|
|
"p": 0.08369427919387817,
|
|
"m": 0.9867125153541565
|
|
},
|
|
{
|
|
"p": 0.06742877513170242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07717537879943848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06062866374850273,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.4625861942768097,
|
|
"val_loss": 1.068743348121643,
|
|
"acc": 70.09,
|
|
"time": 122.11048952490091,
|
|
"param": [
|
|
{
|
|
"p": 0.07066061347723007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06086143106222153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0614604726433754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03940797969698906,
|
|
"m": 0.8708425164222717
|
|
},
|
|
{
|
|
"p": 0.05387721583247185,
|
|
"m": 0.16138863563537598
|
|
},
|
|
{
|
|
"p": 0.06830696761608124,
|
|
"m": 0.46685555577278137
|
|
},
|
|
{
|
|
"p": 0.05475512146949768,
|
|
"m": 0.9788323044776917
|
|
},
|
|
{
|
|
"p": 0.11567550897598267,
|
|
"m": 0.8845993876457214
|
|
},
|
|
{
|
|
"p": 0.09036427736282349,
|
|
"m": 0.8253025412559509
|
|
},
|
|
{
|
|
"p": 0.06595831364393234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08763936161994934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03741699457168579,
|
|
"m": 0.9838237166404724
|
|
},
|
|
{
|
|
"p": 0.10359390825033188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09002186357975006,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.41824430227279663,
|
|
"val_loss": 1.1283751726150513,
|
|
"acc": 71.05,
|
|
"time": 131.67869211896323,
|
|
"param": [
|
|
{
|
|
"p": 0.06950753182172775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07909577339887619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08050169795751572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03899171203374863,
|
|
"m": 0.8249524235725403
|
|
},
|
|
{
|
|
"p": 0.0944417342543602,
|
|
"m": 0.23625467717647552
|
|
},
|
|
{
|
|
"p": 0.05606868118047714,
|
|
"m": 0.37289193272590637
|
|
},
|
|
{
|
|
"p": 0.05538417026400566,
|
|
"m": 0.9479974508285522
|
|
},
|
|
{
|
|
"p": 0.06450577080249786,
|
|
"m": 0.9339438080787659
|
|
},
|
|
{
|
|
"p": 0.06519566476345062,
|
|
"m": 0.879640519618988
|
|
},
|
|
{
|
|
"p": 0.04371124133467674,
|
|
"m": 0.95224928855896
|
|
},
|
|
{
|
|
"p": 0.10557669401168823,
|
|
"m": 0.9211435914039612
|
|
},
|
|
{
|
|
"p": 0.10688097774982452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1085425540804863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031595855951309204,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.575152575969696,
|
|
"val_loss": 0.9913101196289062,
|
|
"acc": 69.91,
|
|
"time": 132.85916649899445,
|
|
"param": [
|
|
{
|
|
"p": 0.07429566979408264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05027764290571213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08704906702041626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05548824742436409,
|
|
"m": 0.7928934693336487
|
|
},
|
|
{
|
|
"p": 0.07881234586238861,
|
|
"m": 0.1913696527481079
|
|
},
|
|
{
|
|
"p": 0.043880194425582886,
|
|
"m": 0.33332395553588867
|
|
},
|
|
{
|
|
"p": 0.08745071291923523,
|
|
"m": 0.9725016951560974
|
|
},
|
|
{
|
|
"p": 0.10180361568927765,
|
|
"m": 0.992511510848999
|
|
},
|
|
{
|
|
"p": 0.06170230731368065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550714910030365,
|
|
"m": 0.938880443572998
|
|
},
|
|
{
|
|
"p": 0.08796221017837524,
|
|
"m": 0.8694751858711243
|
|
},
|
|
{
|
|
"p": 0.07217156141996384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868814468383789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04491113871335983,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.3225032687187195,
|
|
"val_loss": 0.987502932548523,
|
|
"acc": 71.12,
|
|
"time": 124.1651302119717,
|
|
"param": [
|
|
{
|
|
"p": 0.06409667432308197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07549623399972916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09017995744943619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04614638164639473,
|
|
"m": 0.783543050289154
|
|
},
|
|
{
|
|
"p": 0.09229612350463867,
|
|
"m": 0.2735733091831207
|
|
},
|
|
{
|
|
"p": 0.04894682765007019,
|
|
"m": 0.3750695288181305
|
|
},
|
|
{
|
|
"p": 0.0669233575463295,
|
|
"m": 0.9363262057304382
|
|
},
|
|
{
|
|
"p": 0.09026575088500977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993336975574493,
|
|
"m": 0.9828757643699646
|
|
},
|
|
{
|
|
"p": 0.08633541315793991,
|
|
"m": 0.9321020841598511
|
|
},
|
|
{
|
|
"p": 0.059929605573415756,
|
|
"m": 0.8199619650840759
|
|
},
|
|
{
|
|
"p": 0.056060828268527985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08486679941415787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685226172208786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.5187724828720093,
|
|
"val_loss": 0.9821427464485168,
|
|
"acc": 70.38,
|
|
"time": 126.46796233789064,
|
|
"param": [
|
|
{
|
|
"p": 0.06266320496797562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643751248717308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06424927711486816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08445844054222107,
|
|
"m": 0.8477751016616821
|
|
},
|
|
{
|
|
"p": 0.08557615429162979,
|
|
"m": 0.3439177870750427
|
|
},
|
|
{
|
|
"p": 0.07139145582914352,
|
|
"m": 0.3801534175872803
|
|
},
|
|
{
|
|
"p": 0.07078526169061661,
|
|
"m": 0.8940269947052002
|
|
},
|
|
{
|
|
"p": 0.07569963485002518,
|
|
"m": 0.9870440363883972
|
|
},
|
|
{
|
|
"p": 0.05309552699327469,
|
|
"m": 0.9752793312072754
|
|
},
|
|
{
|
|
"p": 0.08152421563863754,
|
|
"m": 0.944432258605957
|
|
},
|
|
{
|
|
"p": 0.05625275522470474,
|
|
"m": 0.8420898914337158
|
|
},
|
|
{
|
|
"p": 0.08463716506958008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08085764944553375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443414092063904,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.4443068504333496,
|
|
"val_loss": 0.8421862125396729,
|
|
"acc": 70.88,
|
|
"time": 123.57765557593666,
|
|
"param": [
|
|
{
|
|
"p": 0.0767354890704155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05351317673921585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10488230735063553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08955317735671997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08063194900751114,
|
|
"m": 0.29841989278793335
|
|
},
|
|
{
|
|
"p": 0.038673363626003265,
|
|
"m": 0.525627613067627
|
|
},
|
|
{
|
|
"p": 0.06459618359804153,
|
|
"m": 0.9171486496925354
|
|
},
|
|
{
|
|
"p": 0.08347418159246445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382110714912415,
|
|
"m": 0.9599697589874268
|
|
},
|
|
{
|
|
"p": 0.05685460940003395,
|
|
"m": 0.9996867179870605
|
|
},
|
|
{
|
|
"p": 0.07235367596149445,
|
|
"m": 0.9159919023513794
|
|
},
|
|
{
|
|
"p": 0.07181859761476517,
|
|
"m": 0.9873744249343872
|
|
},
|
|
{
|
|
"p": 0.08675916492938995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0563330240547657,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.6861414313316345,
|
|
"val_loss": 0.880641758441925,
|
|
"acc": 70.01,
|
|
"time": 131.69473758502863,
|
|
"param": [
|
|
{
|
|
"p": 0.08175896853208542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10976395756006241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06751082837581635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004732804838567972,
|
|
"m": 0.9323562979698181
|
|
},
|
|
{
|
|
"p": 0.07808908075094223,
|
|
"m": 0.2729240655899048
|
|
},
|
|
{
|
|
"p": 0.08220279961824417,
|
|
"m": 0.5911820530891418
|
|
},
|
|
{
|
|
"p": 0.07589204609394073,
|
|
"m": 0.9166446924209595
|
|
},
|
|
{
|
|
"p": 0.08525457233190536,
|
|
"m": 0.9375357031822205
|
|
},
|
|
{
|
|
"p": 0.05027575418353081,
|
|
"m": 0.7864311933517456
|
|
},
|
|
{
|
|
"p": 0.05048695579171181,
|
|
"m": 0.9910885691642761
|
|
},
|
|
{
|
|
"p": 0.07400250434875488,
|
|
"m": 0.9148707985877991
|
|
},
|
|
{
|
|
"p": 0.08850965648889542,
|
|
"m": 0.9878537058830261
|
|
},
|
|
{
|
|
"p": 0.07085344195365906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08066660910844803,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.4054257571697235,
|
|
"val_loss": 0.9513217210769653,
|
|
"acc": 70.16,
|
|
"time": 131.07222642214037,
|
|
"param": [
|
|
{
|
|
"p": 0.09535611420869827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054470062255859375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666554510593414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289127469062805,
|
|
"m": 0.9905848503112793
|
|
},
|
|
{
|
|
"p": 0.062137141823768616,
|
|
"m": 0.42014384269714355
|
|
},
|
|
{
|
|
"p": 0.07512525469064713,
|
|
"m": 0.6437193155288696
|
|
},
|
|
{
|
|
"p": 0.05803810432553291,
|
|
"m": 0.8920475244522095
|
|
},
|
|
{
|
|
"p": 0.06954052299261093,
|
|
"m": 0.9792406558990479
|
|
},
|
|
{
|
|
"p": 0.05053582787513733,
|
|
"m": 0.8615292310714722
|
|
},
|
|
{
|
|
"p": 0.05978033319115639,
|
|
"m": 0.9065592288970947
|
|
},
|
|
{
|
|
"p": 0.13575397431850433,
|
|
"m": 0.8906580209732056
|
|
},
|
|
{
|
|
"p": 0.06087515503168106,
|
|
"m": 0.9981577396392822
|
|
},
|
|
{
|
|
"p": 0.07217775285243988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07665295153856277,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.4130077362060547,
|
|
"val_loss": 1.0590554475784302,
|
|
"acc": 69.64,
|
|
"time": 132.54152045608498,
|
|
"param": [
|
|
{
|
|
"p": 0.07491293549537659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712539479136467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06228480488061905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057475101202726364,
|
|
"m": 0.9793961644172668
|
|
},
|
|
{
|
|
"p": 0.09727788716554642,
|
|
"m": 0.4088743329048157
|
|
},
|
|
{
|
|
"p": 0.08214721828699112,
|
|
"m": 0.6062336564064026
|
|
},
|
|
{
|
|
"p": 0.06843292713165283,
|
|
"m": 0.8975337743759155
|
|
},
|
|
{
|
|
"p": 0.07492417097091675,
|
|
"m": 0.9465981125831604
|
|
},
|
|
{
|
|
"p": 0.07199818640947342,
|
|
"m": 0.8951916098594666
|
|
},
|
|
{
|
|
"p": 0.057029712945222855,
|
|
"m": 0.9281092286109924
|
|
},
|
|
{
|
|
"p": 0.0729619637131691,
|
|
"m": 0.997741162776947
|
|
},
|
|
{
|
|
"p": 0.06337615847587585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07048041373491287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07544448971748352,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.8339411616325378,
|
|
"val_loss": 1.0240275859832764,
|
|
"acc": 70.05,
|
|
"time": 120.24336869898252,
|
|
"param": [
|
|
{
|
|
"p": 0.08797246962785721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10309716314077377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171369343996048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05817032232880592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09463561326265335,
|
|
"m": 0.5292173624038696
|
|
},
|
|
{
|
|
"p": 0.05396932736039162,
|
|
"m": 0.6422668695449829
|
|
},
|
|
{
|
|
"p": 0.059406302869319916,
|
|
"m": 0.851209282875061
|
|
},
|
|
{
|
|
"p": 0.0805419310927391,
|
|
"m": 0.8908849358558655
|
|
},
|
|
{
|
|
"p": 0.08623842149972916,
|
|
"m": 0.9856111407279968
|
|
},
|
|
{
|
|
"p": 0.06200559809803963,
|
|
"m": 0.8788561820983887
|
|
},
|
|
{
|
|
"p": 0.07140841335058212,
|
|
"m": 0.9914810061454773
|
|
},
|
|
{
|
|
"p": 0.05714203789830208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06350209563970566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05019655451178551,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.4160088896751404,
|
|
"val_loss": 0.9134336113929749,
|
|
"acc": 71.56,
|
|
"time": 129.91909595485777,
|
|
"param": [
|
|
{
|
|
"p": 0.11399390548467636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849432423710823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06292399019002914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017993468791246414,
|
|
"m": 0.8226984739303589
|
|
},
|
|
{
|
|
"p": 0.03662048652768135,
|
|
"m": 0.4835011959075928
|
|
},
|
|
{
|
|
"p": 0.0763809084892273,
|
|
"m": 0.7178663015365601
|
|
},
|
|
{
|
|
"p": 0.07359302043914795,
|
|
"m": 0.7979806065559387
|
|
},
|
|
{
|
|
"p": 0.09961296617984772,
|
|
"m": 0.9260897040367126
|
|
},
|
|
{
|
|
"p": 0.08435558527708054,
|
|
"m": 0.8706117868423462
|
|
},
|
|
{
|
|
"p": 0.08408857882022858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07191423326730728,
|
|
"m": 0.9274078607559204
|
|
},
|
|
{
|
|
"p": 0.05010107159614563,
|
|
"m": 0.9935624003410339
|
|
},
|
|
{
|
|
"p": 0.0709884762763977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249005883932114,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.39514753222465515,
|
|
"val_loss": 0.8937780261039734,
|
|
"acc": 71.46,
|
|
"time": 134.3052828880027,
|
|
"param": [
|
|
{
|
|
"p": 0.08549320697784424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09006135910749435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283736020326614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029448838904500008,
|
|
"m": 0.7762154340744019
|
|
},
|
|
{
|
|
"p": 0.08268163353204727,
|
|
"m": 0.4443216621875763
|
|
},
|
|
{
|
|
"p": 0.08012478798627853,
|
|
"m": 0.7879982590675354
|
|
},
|
|
{
|
|
"p": 0.07208676636219025,
|
|
"m": 0.8502079248428345
|
|
},
|
|
{
|
|
"p": 0.08235319703817368,
|
|
"m": 0.9914326667785645
|
|
},
|
|
{
|
|
"p": 0.07592764496803284,
|
|
"m": 0.8385191559791565
|
|
},
|
|
{
|
|
"p": 0.08866111189126968,
|
|
"m": 0.9823092222213745
|
|
},
|
|
{
|
|
"p": 0.047504205256700516,
|
|
"m": 0.9476819634437561
|
|
},
|
|
{
|
|
"p": 0.06189358979463577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05799918249249458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729270800948143,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.588584840297699,
|
|
"val_loss": 1.150861144065857,
|
|
"acc": 70.5,
|
|
"time": 134.91987919504754,
|
|
"param": [
|
|
{
|
|
"p": 0.07971818745136261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05710718035697937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07181509584188461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060878217220306396,
|
|
"m": 0.8364963531494141
|
|
},
|
|
{
|
|
"p": 0.0498763844370842,
|
|
"m": 0.4403030574321747
|
|
},
|
|
{
|
|
"p": 0.08134477585554123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07563218474388123,
|
|
"m": 0.998773455619812
|
|
},
|
|
{
|
|
"p": 0.08779912441968918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07388462871313095,
|
|
"m": 0.8677285313606262
|
|
},
|
|
{
|
|
"p": 0.08470246195793152,
|
|
"m": 0.9436571598052979
|
|
},
|
|
{
|
|
"p": 0.06520839780569077,
|
|
"m": 0.9011757373809814
|
|
},
|
|
{
|
|
"p": 0.07466159760951996,
|
|
"m": 0.984510064125061
|
|
},
|
|
{
|
|
"p": 0.04181661829352379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09555505961179733,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.6412754654884338,
|
|
"val_loss": 1.2478387355804443,
|
|
"acc": 70.66,
|
|
"time": 132.13306946214288,
|
|
"param": [
|
|
{
|
|
"p": 0.10114961862564087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828632205724716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08245008438825607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0617348849773407,
|
|
"m": 0.8320139050483704
|
|
},
|
|
{
|
|
"p": 0.08793406933546066,
|
|
"m": 0.5452702641487122
|
|
},
|
|
{
|
|
"p": 0.06380154192447662,
|
|
"m": 0.9211181402206421
|
|
},
|
|
{
|
|
"p": 0.05480790138244629,
|
|
"m": 0.9880343675613403
|
|
},
|
|
{
|
|
"p": 0.0552334301173687,
|
|
"m": 0.967741072177887
|
|
},
|
|
{
|
|
"p": 0.09534687548875809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0567445307970047,
|
|
"m": 0.9818360209465027
|
|
},
|
|
{
|
|
"p": 0.06780829280614853,
|
|
"m": 0.9942776560783386
|
|
},
|
|
{
|
|
"p": 0.09710196405649185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283663213253021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04476376995444298,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.5425071120262146,
|
|
"val_loss": 1.0687754154205322,
|
|
"acc": 71.19,
|
|
"time": 114.92822972894646,
|
|
"param": [
|
|
{
|
|
"p": 0.07567396759986877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315251231193542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09166865050792694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06360558420419693,
|
|
"m": 0.8498119711875916
|
|
},
|
|
{
|
|
"p": 0.05904175341129303,
|
|
"m": 0.536514937877655
|
|
},
|
|
{
|
|
"p": 0.07340318709611893,
|
|
"m": 0.8575252294540405
|
|
},
|
|
{
|
|
"p": 0.0747537761926651,
|
|
"m": 0.9407585859298706
|
|
},
|
|
{
|
|
"p": 0.0681067407131195,
|
|
"m": 0.9280324578285217
|
|
},
|
|
{
|
|
"p": 0.07203709334135056,
|
|
"m": 0.9855992794036865
|
|
},
|
|
{
|
|
"p": 0.04800380766391754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08602115511894226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08204718679189682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0620882473886013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039639353752136,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.5236772894859314,
|
|
"val_loss": 0.9441380500793457,
|
|
"acc": 71.0,
|
|
"time": 119.45692576491274,
|
|
"param": [
|
|
{
|
|
"p": 0.062203459441661835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07472888380289078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0740748941898346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707562297582626,
|
|
"m": 0.9461447596549988
|
|
},
|
|
{
|
|
"p": 0.08138502389192581,
|
|
"m": 0.5737839341163635
|
|
},
|
|
{
|
|
"p": 0.06458048522472382,
|
|
"m": 0.9496416449546814
|
|
},
|
|
{
|
|
"p": 0.0757923349738121,
|
|
"m": 0.8048403263092041
|
|
},
|
|
{
|
|
"p": 0.07626975327730179,
|
|
"m": 0.9690391421318054
|
|
},
|
|
{
|
|
"p": 0.06414981186389923,
|
|
"m": 0.8567503094673157
|
|
},
|
|
{
|
|
"p": 0.08307409286499023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07763957232236862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0637548640370369,
|
|
"m": 0.973717212677002
|
|
},
|
|
{
|
|
"p": 0.06420185416936874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061069268733263016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.3793892562389374,
|
|
"val_loss": 0.9601520299911499,
|
|
"acc": 71.06,
|
|
"time": 135.1650894950144,
|
|
"param": [
|
|
{
|
|
"p": 0.09926267713308334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07363367080688477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09099447727203369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07651926577091217,
|
|
"m": 0.8640169501304626
|
|
},
|
|
{
|
|
"p": 0.062496524304151535,
|
|
"m": 0.5060223937034607
|
|
},
|
|
{
|
|
"p": 0.07417017966508865,
|
|
"m": 0.9017230868339539
|
|
},
|
|
{
|
|
"p": 0.0457422211766243,
|
|
"m": 0.7260158061981201
|
|
},
|
|
{
|
|
"p": 0.055720217525959015,
|
|
"m": 0.9309735894203186
|
|
},
|
|
{
|
|
"p": 0.07362519949674606,
|
|
"m": 0.8194133043289185
|
|
},
|
|
{
|
|
"p": 0.05122784897685051,
|
|
"m": 0.9316636323928833
|
|
},
|
|
{
|
|
"p": 0.05589885264635086,
|
|
"m": 0.9132377505302429
|
|
},
|
|
{
|
|
"p": 0.06011869013309479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09529554843902588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08529463410377502,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.4676017761230469,
|
|
"val_loss": 0.9840421080589294,
|
|
"acc": 70.73,
|
|
"time": 131.30603519710712,
|
|
"param": [
|
|
{
|
|
"p": 0.05746975168585777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996836841106415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11118531227111816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05041515827178955,
|
|
"m": 0.8579467535018921
|
|
},
|
|
{
|
|
"p": 0.0842788890004158,
|
|
"m": 0.4195113778114319
|
|
},
|
|
{
|
|
"p": 0.046515922993421555,
|
|
"m": 0.8983815908432007
|
|
},
|
|
{
|
|
"p": 0.07736554741859436,
|
|
"m": 0.8738709092140198
|
|
},
|
|
{
|
|
"p": 0.07109355181455612,
|
|
"m": 0.9955174326896667
|
|
},
|
|
{
|
|
"p": 0.0922512486577034,
|
|
"m": 0.8588528037071228
|
|
},
|
|
{
|
|
"p": 0.035370126366615295,
|
|
"m": 0.9360863566398621
|
|
},
|
|
{
|
|
"p": 0.05135972425341606,
|
|
"m": 0.9929533004760742
|
|
},
|
|
{
|
|
"p": 0.06335967779159546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09219244122505188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07717426866292953,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.4374256134033203,
|
|
"val_loss": 0.898193359375,
|
|
"acc": 71.0,
|
|
"time": 132.6013396999333,
|
|
"param": [
|
|
{
|
|
"p": 0.10986180603504181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656624287366867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522965013980865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06916534900665283,
|
|
"m": 0.7493703365325928
|
|
},
|
|
{
|
|
"p": 0.05153512954711914,
|
|
"m": 0.45949146151542664
|
|
},
|
|
{
|
|
"p": 0.06020839139819145,
|
|
"m": 0.9606356024742126
|
|
},
|
|
{
|
|
"p": 0.07276356965303421,
|
|
"m": 0.8022332191467285
|
|
},
|
|
{
|
|
"p": 0.05712030455470085,
|
|
"m": 0.9344472885131836
|
|
},
|
|
{
|
|
"p": 0.0744893029332161,
|
|
"m": 0.9374769330024719
|
|
},
|
|
{
|
|
"p": 0.050704360008239746,
|
|
"m": 0.9896643757820129
|
|
},
|
|
{
|
|
"p": 0.07075439393520355,
|
|
"m": 0.961149275302887
|
|
},
|
|
{
|
|
"p": 0.09343548864126205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760440081357956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302580237388611,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.5609137415885925,
|
|
"val_loss": 1.1685588359832764,
|
|
"acc": 71.3,
|
|
"time": 126.30791881098412,
|
|
"param": [
|
|
{
|
|
"p": 0.0714852586388588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868348702788353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10666943341493607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275829464197159,
|
|
"m": 0.7335612773895264
|
|
},
|
|
{
|
|
"p": 0.0530620738863945,
|
|
"m": 0.4240742623806
|
|
},
|
|
{
|
|
"p": 0.0885707437992096,
|
|
"m": 0.9305745959281921
|
|
},
|
|
{
|
|
"p": 0.07885485142469406,
|
|
"m": 0.7735527157783508
|
|
},
|
|
{
|
|
"p": 0.05983242392539978,
|
|
"m": 0.8664959073066711
|
|
},
|
|
{
|
|
"p": 0.06676682084798813,
|
|
"m": 0.9720225930213928
|
|
},
|
|
{
|
|
"p": 0.08161933720111847,
|
|
"m": 0.9785628914833069
|
|
},
|
|
{
|
|
"p": 0.04867005720734596,
|
|
"m": 0.9113016724586487
|
|
},
|
|
{
|
|
"p": 0.062483496963977814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06042870134115219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061963558197021484,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.42661815881729126,
|
|
"val_loss": 0.8979228734970093,
|
|
"acc": 70.9,
|
|
"time": 129.1528733531013,
|
|
"param": [
|
|
{
|
|
"p": 0.10899519175291061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09219173341989517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08456280082464218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0998929813504219,
|
|
"m": 0.801249086856842
|
|
},
|
|
{
|
|
"p": 0.056952349841594696,
|
|
"m": 0.4050595164299011
|
|
},
|
|
{
|
|
"p": 0.0769798532128334,
|
|
"m": 0.9098773002624512
|
|
},
|
|
{
|
|
"p": 0.049845967441797256,
|
|
"m": 0.9539811015129089
|
|
},
|
|
{
|
|
"p": 0.03556358814239502,
|
|
"m": 0.8728645443916321
|
|
},
|
|
{
|
|
"p": 0.06211862713098526,
|
|
"m": 0.9964896440505981
|
|
},
|
|
{
|
|
"p": 0.05943659320473671,
|
|
"m": 0.966327965259552
|
|
},
|
|
{
|
|
"p": 0.03936035931110382,
|
|
"m": 0.9093075394630432
|
|
},
|
|
{
|
|
"p": 0.10259043425321579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06510192155838013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06640765815973282,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.34445124864578247,
|
|
"val_loss": 0.8596599102020264,
|
|
"acc": 71.62,
|
|
"time": 131.43973862589337,
|
|
"param": [
|
|
{
|
|
"p": 0.08493705838918686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05651366338133812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03318987041711807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847894936800003,
|
|
"m": 0.8393635153770447
|
|
},
|
|
{
|
|
"p": 0.06932064145803452,
|
|
"m": 0.34697362780570984
|
|
},
|
|
{
|
|
"p": 0.08108155429363251,
|
|
"m": 0.9087756276130676
|
|
},
|
|
{
|
|
"p": 0.08837459981441498,
|
|
"m": 0.9149453043937683
|
|
},
|
|
{
|
|
"p": 0.08906059712171555,
|
|
"m": 0.9025561809539795
|
|
},
|
|
{
|
|
"p": 0.08107532560825348,
|
|
"m": 0.9829113483428955
|
|
},
|
|
{
|
|
"p": 0.06670935451984406,
|
|
"m": 0.9595680832862854
|
|
},
|
|
{
|
|
"p": 0.03515498340129852,
|
|
"m": 0.902714192867279
|
|
},
|
|
{
|
|
"p": 0.09296261519193649,
|
|
"m": 0.999823808670044
|
|
},
|
|
{
|
|
"p": 0.06994949281215668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08319122344255447,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.5544090270996094,
|
|
"val_loss": 1.0165605545043945,
|
|
"acc": 71.46,
|
|
"time": 131.5530663849786,
|
|
"param": [
|
|
{
|
|
"p": 0.03408684954047203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09002064168453217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12598170340061188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03958390653133392,
|
|
"m": 0.8451880216598511
|
|
},
|
|
{
|
|
"p": 0.05749273672699928,
|
|
"m": 0.3216319680213928
|
|
},
|
|
{
|
|
"p": 0.06726844608783722,
|
|
"m": 0.8168463110923767
|
|
},
|
|
{
|
|
"p": 0.08253233879804611,
|
|
"m": 0.9951033592224121
|
|
},
|
|
{
|
|
"p": 0.049877963960170746,
|
|
"m": 0.9793177247047424
|
|
},
|
|
{
|
|
"p": 0.0671323761343956,
|
|
"m": 0.8807915449142456
|
|
},
|
|
{
|
|
"p": 0.08172536641359329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0679641142487526,
|
|
"m": 0.878692090511322
|
|
},
|
|
{
|
|
"p": 0.08555988222360611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07200085371732712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877282798290253,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.3902944028377533,
|
|
"val_loss": 1.019464373588562,
|
|
"acc": 71.0,
|
|
"time": 132.48227871092968,
|
|
"param": [
|
|
{
|
|
"p": 0.08097240328788757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05991953983902931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10013057291507721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056458596140146255,
|
|
"m": 0.9430410265922546
|
|
},
|
|
{
|
|
"p": 0.03592904657125473,
|
|
"m": 0.22447605431079865
|
|
},
|
|
{
|
|
"p": 0.09635491669178009,
|
|
"m": 0.7394630312919617
|
|
},
|
|
{
|
|
"p": 0.08341754972934723,
|
|
"m": 0.911345899105072
|
|
},
|
|
{
|
|
"p": 0.06433367729187012,
|
|
"m": 0.9732959270477295
|
|
},
|
|
{
|
|
"p": 0.07541051506996155,
|
|
"m": 0.9033178687095642
|
|
},
|
|
{
|
|
"p": 0.07046812027692795,
|
|
"m": 0.9884382486343384
|
|
},
|
|
{
|
|
"p": 0.05384998023509979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09028258174657822,
|
|
"m": 0.9930654764175415
|
|
},
|
|
{
|
|
"p": 0.06325248628854752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921999156475067,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.33105215430259705,
|
|
"val_loss": 0.9386360049247742,
|
|
"acc": 71.36,
|
|
"time": 133.1704965669196,
|
|
"param": [
|
|
{
|
|
"p": 0.08217042684555054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146900147199631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09058985859155655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03713727369904518,
|
|
"m": 0.8998449444770813
|
|
},
|
|
{
|
|
"p": 0.06850747764110565,
|
|
"m": 0.2588697075843811
|
|
},
|
|
{
|
|
"p": 0.08129091560840607,
|
|
"m": 0.7089866995811462
|
|
},
|
|
{
|
|
"p": 0.0768817886710167,
|
|
"m": 0.9129468202590942
|
|
},
|
|
{
|
|
"p": 0.06821676343679428,
|
|
"m": 0.9738641977310181
|
|
},
|
|
{
|
|
"p": 0.05605271831154823,
|
|
"m": 0.990706741809845
|
|
},
|
|
{
|
|
"p": 0.06860527396202087,
|
|
"m": 0.9987192749977112
|
|
},
|
|
{
|
|
"p": 0.07905285060405731,
|
|
"m": 0.858083963394165
|
|
},
|
|
{
|
|
"p": 0.0720377117395401,
|
|
"m": 0.9786832928657532
|
|
},
|
|
{
|
|
"p": 0.06238569691777229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08560225367546082,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.29784491658210754,
|
|
"val_loss": 0.951585054397583,
|
|
"acc": 71.99,
|
|
"time": 130.74291405291297,
|
|
"param": [
|
|
{
|
|
"p": 0.07627852261066437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05763986334204674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06353281438350677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08600302040576935,
|
|
"m": 0.9239686131477356
|
|
},
|
|
{
|
|
"p": 0.06601114571094513,
|
|
"m": 0.14783678948879242
|
|
},
|
|
{
|
|
"p": 0.07953517138957977,
|
|
"m": 0.7908450961112976
|
|
},
|
|
{
|
|
"p": 0.061556603759527206,
|
|
"m": 0.9291009902954102
|
|
},
|
|
{
|
|
"p": 0.06794250011444092,
|
|
"m": 0.9316620826721191
|
|
},
|
|
{
|
|
"p": 0.06448826193809509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05940665304660797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08399799466133118,
|
|
"m": 0.8594464063644409
|
|
},
|
|
{
|
|
"p": 0.09102267026901245,
|
|
"m": 0.9850694537162781
|
|
},
|
|
{
|
|
"p": 0.07750562578439713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06507903337478638,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.4173183739185333,
|
|
"val_loss": 0.909288227558136,
|
|
"acc": 71.13,
|
|
"time": 130.8215067209676,
|
|
"param": [
|
|
{
|
|
"p": 0.06130000948905945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0730002298951149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08240322768688202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231917768716812,
|
|
"m": 0.9958341717720032
|
|
},
|
|
{
|
|
"p": 0.08313500881195068,
|
|
"m": 0.17617696523666382
|
|
},
|
|
{
|
|
"p": 0.058498699218034744,
|
|
"m": 0.8841614723205566
|
|
},
|
|
{
|
|
"p": 0.05004735291004181,
|
|
"m": 0.9748798608779907
|
|
},
|
|
{
|
|
"p": 0.11881428956985474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05622880533337593,
|
|
"m": 0.9465041160583496
|
|
},
|
|
{
|
|
"p": 0.06047174334526062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05988578125834465,
|
|
"m": 0.8908219933509827
|
|
},
|
|
{
|
|
"p": 0.07579679042100906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053341880440711975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847570151090622,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.6731063723564148,
|
|
"val_loss": 1.002977728843689,
|
|
"acc": 70.51,
|
|
"time": 132.8582450579852,
|
|
"param": [
|
|
{
|
|
"p": 0.08005412667989731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08116413652896881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06827976554632187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07819066941738129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08351922780275345,
|
|
"m": 0.3215935230255127
|
|
},
|
|
{
|
|
"p": 0.0792848989367485,
|
|
"m": 0.8026525378227234
|
|
},
|
|
{
|
|
"p": 0.055929530411958694,
|
|
"m": 0.9791103601455688
|
|
},
|
|
{
|
|
"p": 0.044716428965330124,
|
|
"m": 0.7992797493934631
|
|
},
|
|
{
|
|
"p": 0.06276693195104599,
|
|
"m": 0.9967555403709412
|
|
},
|
|
{
|
|
"p": 0.06275984644889832,
|
|
"m": 0.9962552785873413
|
|
},
|
|
{
|
|
"p": 0.08346211910247803,
|
|
"m": 0.9658708572387695
|
|
},
|
|
{
|
|
"p": 0.05587209761142731,
|
|
"m": 0.9975225925445557
|
|
},
|
|
{
|
|
"p": 0.0757337287068367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882665142416954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.4535123407840729,
|
|
"val_loss": 1.0894907712936401,
|
|
"acc": 70.24,
|
|
"time": 122.62448811298236,
|
|
"param": [
|
|
{
|
|
"p": 0.06668366491794586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09824727475643158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841671466827393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09294185042381287,
|
|
"m": 0.9762030243873596
|
|
},
|
|
{
|
|
"p": 0.05970123037695885,
|
|
"m": 0.226971834897995
|
|
},
|
|
{
|
|
"p": 0.046722814440727234,
|
|
"m": 0.7732810378074646
|
|
},
|
|
{
|
|
"p": 0.02254546619951725,
|
|
"m": 0.9176393151283264
|
|
},
|
|
{
|
|
"p": 0.10346150398254395,
|
|
"m": 0.93570476770401
|
|
},
|
|
{
|
|
"p": 0.06726545095443726,
|
|
"m": 0.9949649572372437
|
|
},
|
|
{
|
|
"p": 0.05724377930164337,
|
|
"m": 0.9851329922676086
|
|
},
|
|
{
|
|
"p": 0.09025024622678757,
|
|
"m": 0.9985122084617615
|
|
},
|
|
{
|
|
"p": 0.03978944569826126,
|
|
"m": 0.9816979169845581
|
|
},
|
|
{
|
|
"p": 0.08117446303367615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10555627197027206,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.2302601933479309,
|
|
"val_loss": 0.9498004913330078,
|
|
"acc": 70.82,
|
|
"time": 126.29655885510147,
|
|
"param": [
|
|
{
|
|
"p": 0.06112395226955414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09036209434270859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08326840400695801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05151551961898804,
|
|
"m": 0.9961694478988647
|
|
},
|
|
{
|
|
"p": 0.04019777476787567,
|
|
"m": 0.13383670151233673
|
|
},
|
|
{
|
|
"p": 0.07270251959562302,
|
|
"m": 0.7708057165145874
|
|
},
|
|
{
|
|
"p": 0.10231196135282516,
|
|
"m": 0.8150830864906311
|
|
},
|
|
{
|
|
"p": 0.10012084245681763,
|
|
"m": 0.8638843297958374
|
|
},
|
|
{
|
|
"p": 0.08293311297893524,
|
|
"m": 0.9411835074424744
|
|
},
|
|
{
|
|
"p": 0.05743691325187683,
|
|
"m": 0.9019694328308105
|
|
},
|
|
{
|
|
"p": 0.07042818516492844,
|
|
"m": 0.9743542075157166
|
|
},
|
|
{
|
|
"p": 0.04767250269651413,
|
|
"m": 0.9618566036224365
|
|
},
|
|
{
|
|
"p": 0.06982740759849548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07009884715080261,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.4068760573863983,
|
|
"val_loss": 1.073257565498352,
|
|
"acc": 70.29,
|
|
"time": 114.98768165591173,
|
|
"param": [
|
|
{
|
|
"p": 0.06740431487560272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07256900519132614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09425279498100281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048973530530929565,
|
|
"m": 0.9269018769264221
|
|
},
|
|
{
|
|
"p": 0.051894184201955795,
|
|
"m": 0.24119949340820312
|
|
},
|
|
{
|
|
"p": 0.08590637892484665,
|
|
"m": 0.8409500122070312
|
|
},
|
|
{
|
|
"p": 0.06997936218976974,
|
|
"m": 0.8254324793815613
|
|
},
|
|
{
|
|
"p": 0.032034244388341904,
|
|
"m": 0.9355414509773254
|
|
},
|
|
{
|
|
"p": 0.07257815450429916,
|
|
"m": 0.8714183568954468
|
|
},
|
|
{
|
|
"p": 0.05678688734769821,
|
|
"m": 0.9696599245071411
|
|
},
|
|
{
|
|
"p": 0.13585321605205536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597236335277557,
|
|
"m": 0.9919162392616272
|
|
},
|
|
{
|
|
"p": 0.05453416705131531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08126134425401688,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.4392809271812439,
|
|
"val_loss": 0.7703874707221985,
|
|
"acc": 71.19,
|
|
"time": 116.05081663420424,
|
|
"param": [
|
|
{
|
|
"p": 0.07118518650531769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1129332184791565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07692617923021317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04459260031580925,
|
|
"m": 0.8873852491378784
|
|
},
|
|
{
|
|
"p": 0.06352023780345917,
|
|
"m": 0.07491756975650787
|
|
},
|
|
{
|
|
"p": 0.07338187843561172,
|
|
"m": 0.7376160025596619
|
|
},
|
|
{
|
|
"p": 0.09306474775075912,
|
|
"m": 0.8786330819129944
|
|
},
|
|
{
|
|
"p": 0.05150527134537697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09651132673025131,
|
|
"m": 0.8620209097862244
|
|
},
|
|
{
|
|
"p": 0.029510796070098877,
|
|
"m": 0.9932592511177063
|
|
},
|
|
{
|
|
"p": 0.08556480705738068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05645405873656273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07735377550125122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0674959197640419,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.4937470555305481,
|
|
"val_loss": 1.104318618774414,
|
|
"acc": 69.97,
|
|
"time": 121.59335789689794,
|
|
"param": [
|
|
{
|
|
"p": 0.06575577706098557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09808875620365143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06495466083288193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09571347385644913,
|
|
"m": 0.9592334032058716
|
|
},
|
|
{
|
|
"p": 0.05561418458819389,
|
|
"m": 0.19334502518177032
|
|
},
|
|
{
|
|
"p": 0.10124452412128448,
|
|
"m": 0.7744850516319275
|
|
},
|
|
{
|
|
"p": 0.057775747030973434,
|
|
"m": 0.9253184199333191
|
|
},
|
|
{
|
|
"p": 0.061717916280031204,
|
|
"m": 0.9501923322677612
|
|
},
|
|
{
|
|
"p": 0.0888134315609932,
|
|
"m": 0.8626591563224792
|
|
},
|
|
{
|
|
"p": 0.05654995143413544,
|
|
"m": 0.9888800382614136
|
|
},
|
|
{
|
|
"p": 0.08630788326263428,
|
|
"m": 0.9448686838150024
|
|
},
|
|
{
|
|
"p": 0.056896623224020004,
|
|
"m": 0.9909937381744385
|
|
},
|
|
{
|
|
"p": 0.06691575795412064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04365132004022598,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.6562886834144592,
|
|
"val_loss": 1.0173118114471436,
|
|
"acc": 70.75,
|
|
"time": 127.8741272338666,
|
|
"param": [
|
|
{
|
|
"p": 0.05265559256076813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037902623414993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406004518270493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0467291884124279,
|
|
"m": 0.8439321517944336
|
|
},
|
|
{
|
|
"p": 0.07370079308748245,
|
|
"m": 0.25628527998924255
|
|
},
|
|
{
|
|
"p": 0.10318010300397873,
|
|
"m": 0.7395111918449402
|
|
},
|
|
{
|
|
"p": 0.04366918280720711,
|
|
"m": 0.9519942402839661
|
|
},
|
|
{
|
|
"p": 0.06473979353904724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08846363425254822,
|
|
"m": 0.8506370782852173
|
|
},
|
|
{
|
|
"p": 0.046052977442741394,
|
|
"m": 0.9459760189056396
|
|
},
|
|
{
|
|
"p": 0.0749722272157669,
|
|
"m": 0.9845943450927734
|
|
},
|
|
{
|
|
"p": 0.07597623020410538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.098232202231884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0871889665722847,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.46225234866142273,
|
|
"val_loss": 1.1812187433242798,
|
|
"acc": 71.13,
|
|
"time": 133.5410064838361,
|
|
"param": [
|
|
{
|
|
"p": 0.04869631677865982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06945376098155975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07514692842960358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08313661068677902,
|
|
"m": 0.9570208191871643
|
|
},
|
|
{
|
|
"p": 0.0716799646615982,
|
|
"m": 0.26462486386299133
|
|
},
|
|
{
|
|
"p": 0.08848512172698975,
|
|
"m": 0.7291387915611267
|
|
},
|
|
{
|
|
"p": 0.06279800832271576,
|
|
"m": 0.925702691078186
|
|
},
|
|
{
|
|
"p": 0.0598875992000103,
|
|
"m": 0.9361223578453064
|
|
},
|
|
{
|
|
"p": 0.06632667779922485,
|
|
"m": 0.8420098423957825
|
|
},
|
|
{
|
|
"p": 0.06370057910680771,
|
|
"m": 0.9996378421783447
|
|
},
|
|
{
|
|
"p": 0.09172537922859192,
|
|
"m": 0.9989148378372192
|
|
},
|
|
{
|
|
"p": 0.09097889065742493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052853841334581375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075130395591259,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |