mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9938 lines
No EOL
166 KiB
JSON
Executable file
9938 lines
No EOL
166 KiB
JSON
Executable file
{
|
|
"Accuracy": 71.56,
|
|
"Time": [
|
|
276.43150736980294,
|
|
3.010540790762582,
|
|
41567.97941741906
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.1,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.606919288635254,
|
|
"val_loss": 2.295691728591919,
|
|
"acc": 13.59,
|
|
"time": 241.37090985791292,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143127173185349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143599539995193,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142201066017151,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143809646368027,
|
|
"m": 0.4464800953865051
|
|
},
|
|
{
|
|
"p": 0.07143642753362656,
|
|
"m": 0.44038668274879456
|
|
},
|
|
{
|
|
"p": 0.07143565267324448,
|
|
"m": 0.43975165486335754
|
|
},
|
|
{
|
|
"p": 0.07143183797597885,
|
|
"m": 0.4408285319805145
|
|
},
|
|
{
|
|
"p": 0.07143738120794296,
|
|
"m": 0.5624764561653137
|
|
},
|
|
{
|
|
"p": 0.07144095003604889,
|
|
"m": 0.4389287829399109
|
|
},
|
|
{
|
|
"p": 0.0714089497923851,
|
|
"m": 0.6611512303352356
|
|
},
|
|
{
|
|
"p": 0.07139656692743301,
|
|
"m": 0.4337846636772156
|
|
},
|
|
{
|
|
"p": 0.0714254379272461,
|
|
"m": 0.4470428228378296
|
|
},
|
|
{
|
|
"p": 0.07143713533878326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714222714304924,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.602774620056152,
|
|
"val_loss": 2.306880235671997,
|
|
"acc": 10.0,
|
|
"time": 275.6314568798989,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841815948486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.4268428385257721
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.426563024520874
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.4335368871688843
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.43468061089515686
|
|
},
|
|
{
|
|
"p": 0.07142878323793411,
|
|
"m": 0.5639622807502747
|
|
},
|
|
{
|
|
"p": 0.07142885029315948,
|
|
"m": 0.3962351679801941
|
|
},
|
|
{
|
|
"p": 0.07142827659845352,
|
|
"m": 0.7612734436988831
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.42246147990226746
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.44769689440727234
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.614467144012451,
|
|
"val_loss": 2.3010175228118896,
|
|
"acc": 10.0,
|
|
"time": 275.4345645039575,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142873108386993,
|
|
"m": 0.4130468964576721
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.3896641433238983
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.4975989758968353
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.4134656488895416
|
|
},
|
|
{
|
|
"p": 0.07142867892980576,
|
|
"m": 0.4729130268096924
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.4311157763004303
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.6489719152450562
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 0.5057369470596313
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4555249512195587
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.60447883605957,
|
|
"val_loss": 2.301013708114624,
|
|
"acc": 10.0,
|
|
"time": 276.33946043392643,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.43634113669395447
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.39627936482429504
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5029430389404297
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.4167005717754364
|
|
},
|
|
{
|
|
"p": 0.07142847776412964,
|
|
"m": 0.4820995032787323
|
|
},
|
|
{
|
|
"p": 0.07142871618270874,
|
|
"m": 0.43165335059165955
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.6692883968353271
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.5030887126922607
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.4763612151145935
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 4.604629993438721,
|
|
"val_loss": 2.3046207427978516,
|
|
"acc": 10.0,
|
|
"time": 276.45049416902475,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142867892980576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142877578735352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142889499664307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.6772723197937012
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 0.4881754219532013
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.3600296974182129
|
|
},
|
|
{
|
|
"p": 0.07142829149961472,
|
|
"m": 0.4485226571559906
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5970237255096436
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.461897075176239
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.5442224740982056
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.7156594395637512
|
|
},
|
|
{
|
|
"p": 0.07142822444438934,
|
|
"m": 0.6019319295883179
|
|
},
|
|
{
|
|
"p": 0.0714278444647789,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 4.61013126373291,
|
|
"val_loss": 2.3042402267456055,
|
|
"acc": 10.0,
|
|
"time": 276.22080931509845,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.6992369890213013
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.38609907031059265
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.3390462398529053
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.4497522711753845
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5703479051589966
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.43564221262931824
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5966106057167053
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.7666627168655396
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.6130133271217346
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 4.602761268615723,
|
|
"val_loss": 2.304211378097534,
|
|
"acc": 10.0,
|
|
"time": 275.58735854097176,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.7135000228881836
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.33448630571365356
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.31646928191185
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.47306710481643677
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.47959205508232117
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.4076974093914032
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.6044742465019226
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.8119935989379883
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.628406822681427
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 4.608710765838623,
|
|
"val_loss": 2.3035852909088135,
|
|
"acc": 10.0,
|
|
"time": 276.0931219729828,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.8558343052864075
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.4917919933795929
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.41532155871391296
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.49224385619163513
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.40615448355674744
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.3377486765384674
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5188938975334167
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.8547689318656921
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.6012871861457825
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 4.607041358947754,
|
|
"val_loss": 2.3035728931427,
|
|
"acc": 10.0,
|
|
"time": 276.95335037098266,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.8577290177345276
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4934748113155365
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.420954167842865
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5028761029243469
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.42653435468673706
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.2761557698249817
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5198917388916016
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.8696190714836121
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.6304887533187866
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 4.593258857727051,
|
|
"val_loss": 2.2988741397857666,
|
|
"acc": 10.0,
|
|
"time": 277.0215377160348,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.8612170815467834
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4954254925251007
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.4230450391769409
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5070505142211914
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4363658130168915
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.2767806649208069
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.530773401260376
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.8702167272567749
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.6495644450187683
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 4.6183977127075195,
|
|
"val_loss": 2.308779716491699,
|
|
"acc": 10.0,
|
|
"time": 276.23677770001814,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.8635648488998413
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.49782389402389526
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.4252190887928009
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5114858746528625
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.44808077812194824
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.2782095968723297
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.5421812534332275
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.8711280226707458
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.6694837808609009
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 4.604560375213623,
|
|
"val_loss": 2.305729389190674,
|
|
"acc": 10.0,
|
|
"time": 275.8571986950701,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.8667412996292114
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5003981590270996
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.42759525775909424
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5162723064422607
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.45985373854637146
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.2797967195510864
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.554207980632782
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.8710877895355225
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.689477264881134
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 4.605576992034912,
|
|
"val_loss": 2.2432937622070312,
|
|
"acc": 15.19,
|
|
"time": 275.8442620889982,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714292898774147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714273750782013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142999768257141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142917066812515,
|
|
"m": 0.8701950907707214
|
|
},
|
|
{
|
|
"p": 0.07143035531044006,
|
|
"m": 0.5026212930679321
|
|
},
|
|
{
|
|
"p": 0.07143039256334305,
|
|
"m": 0.42918097972869873
|
|
},
|
|
{
|
|
"p": 0.07143045216798782,
|
|
"m": 0.521662175655365
|
|
},
|
|
{
|
|
"p": 0.07142896950244904,
|
|
"m": 0.47230443358421326
|
|
},
|
|
{
|
|
"p": 0.07142793387174606,
|
|
"m": 0.2806415557861328
|
|
},
|
|
{
|
|
"p": 0.0714273601770401,
|
|
"m": 0.5653613209724426
|
|
},
|
|
{
|
|
"p": 0.07142654806375504,
|
|
"m": 0.8748814463615417
|
|
},
|
|
{
|
|
"p": 0.0714297965168953,
|
|
"m": 0.7128990888595581
|
|
},
|
|
{
|
|
"p": 0.07142800837755203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142432779073715,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 4.471879959106445,
|
|
"val_loss": 2.1488754749298096,
|
|
"acc": 17.94,
|
|
"time": 276.50553040602244,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143011689186096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142890989780426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142958045005798,
|
|
"m": 0.8753132820129395
|
|
},
|
|
{
|
|
"p": 0.07142949104309082,
|
|
"m": 0.5095316171646118
|
|
},
|
|
{
|
|
"p": 0.07142968475818634,
|
|
"m": 0.42780008912086487
|
|
},
|
|
{
|
|
"p": 0.07142819464206696,
|
|
"m": 0.5291039347648621
|
|
},
|
|
{
|
|
"p": 0.07143053412437439,
|
|
"m": 0.4927823841571808
|
|
},
|
|
{
|
|
"p": 0.07142733782529831,
|
|
"m": 0.28891316056251526
|
|
},
|
|
{
|
|
"p": 0.07143034040927887,
|
|
"m": 0.512159526348114
|
|
},
|
|
{
|
|
"p": 0.07142608612775803,
|
|
"m": 0.8849697709083557
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 0.7533166408538818
|
|
},
|
|
{
|
|
"p": 0.07143089920282364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142162322998047,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 4.258206844329834,
|
|
"val_loss": 2.097337484359741,
|
|
"acc": 18.94,
|
|
"time": 277.9396295490442,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714307352900505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143081724643707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142964750528336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.8780663013458252
|
|
},
|
|
{
|
|
"p": 0.07142750918865204,
|
|
"m": 0.5112220644950867
|
|
},
|
|
{
|
|
"p": 0.07143072783946991,
|
|
"m": 0.43436771631240845
|
|
},
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 0.5365768671035767
|
|
},
|
|
{
|
|
"p": 0.07142619043588638,
|
|
"m": 0.5135021805763245
|
|
},
|
|
{
|
|
"p": 0.07142476737499237,
|
|
"m": 0.2939402163028717
|
|
},
|
|
{
|
|
"p": 0.07143000513315201,
|
|
"m": 0.472229540348053
|
|
},
|
|
{
|
|
"p": 0.07142740488052368,
|
|
"m": 0.8865144848823547
|
|
},
|
|
{
|
|
"p": 0.07142875343561172,
|
|
"m": 0.8076684474945068
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142774015665054,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 4.1564836502075195,
|
|
"val_loss": 2.074596881866455,
|
|
"acc": 18.82,
|
|
"time": 276.8623877989594,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143208384513855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143072783946991,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.8732210397720337
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5035999417304993
|
|
},
|
|
{
|
|
"p": 0.07142961770296097,
|
|
"m": 0.43805813789367676
|
|
},
|
|
{
|
|
"p": 0.07143102586269379,
|
|
"m": 0.5417568683624268
|
|
},
|
|
{
|
|
"p": 0.07142835110425949,
|
|
"m": 0.5409153699874878
|
|
},
|
|
{
|
|
"p": 0.07142458111047745,
|
|
"m": 0.30213046073913574
|
|
},
|
|
{
|
|
"p": 0.07143248617649078,
|
|
"m": 0.40181443095207214
|
|
},
|
|
{
|
|
"p": 0.07142549753189087,
|
|
"m": 0.8878041505813599
|
|
},
|
|
{
|
|
"p": 0.07143143564462662,
|
|
"m": 0.8646939396858215
|
|
},
|
|
{
|
|
"p": 0.07142721116542816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714213103055954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 4.283992767333984,
|
|
"val_loss": 1.971934199333191,
|
|
"acc": 22.98,
|
|
"time": 277.7392532330705,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142877578735352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142595946788788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143162190914154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142899185419083,
|
|
"m": 0.8594301342964172
|
|
},
|
|
{
|
|
"p": 0.07142764329910278,
|
|
"m": 0.49084556102752686
|
|
},
|
|
{
|
|
"p": 0.07142887264490128,
|
|
"m": 0.4221295416355133
|
|
},
|
|
{
|
|
"p": 0.07142607122659683,
|
|
"m": 0.549479603767395
|
|
},
|
|
{
|
|
"p": 0.071430504322052,
|
|
"m": 0.5465707182884216
|
|
},
|
|
{
|
|
"p": 0.07142481952905655,
|
|
"m": 0.30836692452430725
|
|
},
|
|
{
|
|
"p": 0.07143144309520721,
|
|
"m": 0.4028995931148529
|
|
},
|
|
{
|
|
"p": 0.07143105566501617,
|
|
"m": 0.90252685546875
|
|
},
|
|
{
|
|
"p": 0.07142605632543564,
|
|
"m": 0.8768763542175293
|
|
},
|
|
{
|
|
"p": 0.0714319497346878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142616808414459,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 4.015435218811035,
|
|
"val_loss": 1.899953842163086,
|
|
"acc": 27.68,
|
|
"time": 276.83412015996873,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143037021160126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142721116542816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142775505781174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714293047785759,
|
|
"m": 0.8373621702194214
|
|
},
|
|
{
|
|
"p": 0.07143063843250275,
|
|
"m": 0.4796605408191681
|
|
},
|
|
{
|
|
"p": 0.07142949849367142,
|
|
"m": 0.40932655334472656
|
|
},
|
|
{
|
|
"p": 0.0714283138513565,
|
|
"m": 0.5562523603439331
|
|
},
|
|
{
|
|
"p": 0.07143150269985199,
|
|
"m": 0.5580357313156128
|
|
},
|
|
{
|
|
"p": 0.07142601162195206,
|
|
"m": 0.3219289481639862
|
|
},
|
|
{
|
|
"p": 0.07142776250839233,
|
|
"m": 0.3394005000591278
|
|
},
|
|
{
|
|
"p": 0.07142975926399231,
|
|
"m": 0.9012129902839661
|
|
},
|
|
{
|
|
"p": 0.07143015414476395,
|
|
"m": 0.895087480545044
|
|
},
|
|
{
|
|
"p": 0.07143312692642212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714186280965805,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 3.744250774383545,
|
|
"val_loss": 1.7686660289764404,
|
|
"acc": 28.26,
|
|
"time": 278.578816268011,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142967730760574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142877578735352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714309960603714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142715156078339,
|
|
"m": 0.8296444416046143
|
|
},
|
|
{
|
|
"p": 0.0714307352900505,
|
|
"m": 0.47583460807800293
|
|
},
|
|
{
|
|
"p": 0.07142817974090576,
|
|
"m": 0.3596673309803009
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5644875764846802
|
|
},
|
|
{
|
|
"p": 0.07143005728721619,
|
|
"m": 0.5695294737815857
|
|
},
|
|
{
|
|
"p": 0.07142481207847595,
|
|
"m": 0.32304471731185913
|
|
},
|
|
{
|
|
"p": 0.07142795622348785,
|
|
"m": 0.3547460436820984
|
|
},
|
|
{
|
|
"p": 0.07142698764801025,
|
|
"m": 0.8954697847366333
|
|
},
|
|
{
|
|
"p": 0.0714295282959938,
|
|
"m": 0.8994305729866028
|
|
},
|
|
{
|
|
"p": 0.07142986357212067,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142666727304459,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 3.822129964828491,
|
|
"val_loss": 1.7864207029342651,
|
|
"acc": 32.31,
|
|
"time": 277.3503978769295,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143200188875198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714292973279953,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142980396747589,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141914963722229,
|
|
"m": 0.8181512951850891
|
|
},
|
|
{
|
|
"p": 0.07142544537782669,
|
|
"m": 0.44958680868148804
|
|
},
|
|
{
|
|
"p": 0.07142636179924011,
|
|
"m": 0.34727951884269714
|
|
},
|
|
{
|
|
"p": 0.07143459469079971,
|
|
"m": 0.5717006921768188
|
|
},
|
|
{
|
|
"p": 0.07143279165029526,
|
|
"m": 0.5560872554779053
|
|
},
|
|
{
|
|
"p": 0.07143081724643707,
|
|
"m": 0.3242415189743042
|
|
},
|
|
{
|
|
"p": 0.07142932713031769,
|
|
"m": 0.3690049648284912
|
|
},
|
|
{
|
|
"p": 0.07142587751150131,
|
|
"m": 0.8901337385177612
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.9430646300315857
|
|
},
|
|
{
|
|
"p": 0.0714302808046341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142575830221176,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 3.930649757385254,
|
|
"val_loss": 1.7797224521636963,
|
|
"acc": 37.6,
|
|
"time": 276.5010416699806,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143212109804153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714331716299057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143194228410721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142148166894913,
|
|
"m": 0.791289210319519
|
|
},
|
|
{
|
|
"p": 0.07143095880746841,
|
|
"m": 0.45446091890335083
|
|
},
|
|
{
|
|
"p": 0.0714312195777893,
|
|
"m": 0.3435567617416382
|
|
},
|
|
{
|
|
"p": 0.07143256068229675,
|
|
"m": 0.5826108455657959
|
|
},
|
|
{
|
|
"p": 0.07143259048461914,
|
|
"m": 0.5652797818183899
|
|
},
|
|
{
|
|
"p": 0.0714225098490715,
|
|
"m": 0.3198795020580292
|
|
},
|
|
{
|
|
"p": 0.07142548263072968,
|
|
"m": 0.4021907448768616
|
|
},
|
|
{
|
|
"p": 0.0714239701628685,
|
|
"m": 0.8904758095741272
|
|
},
|
|
{
|
|
"p": 0.07143515348434448,
|
|
"m": 0.974423348903656
|
|
},
|
|
{
|
|
"p": 0.07142720371484756,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141964137554169,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 3.8826189041137695,
|
|
"val_loss": 1.6889103651046753,
|
|
"acc": 36.92,
|
|
"time": 275.6471027620137,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143314927816391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142560929059982,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714307650923729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.7724536061286926
|
|
},
|
|
{
|
|
"p": 0.07142374664545059,
|
|
"m": 0.4516514241695404
|
|
},
|
|
{
|
|
"p": 0.07143328338861465,
|
|
"m": 0.3059471547603607
|
|
},
|
|
{
|
|
"p": 0.07143154740333557,
|
|
"m": 0.5892254710197449
|
|
},
|
|
{
|
|
"p": 0.07143275439739227,
|
|
"m": 0.5791212320327759
|
|
},
|
|
{
|
|
"p": 0.07141707837581635,
|
|
"m": 0.33906733989715576
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 0.4551529884338379
|
|
},
|
|
{
|
|
"p": 0.07142708450555801,
|
|
"m": 0.9001638293266296
|
|
},
|
|
{
|
|
"p": 0.07143090665340424,
|
|
"m": 0.9552441239356995
|
|
},
|
|
{
|
|
"p": 0.071431964635849,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142467051744461,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 3.80313777923584,
|
|
"val_loss": 1.6324869394302368,
|
|
"acc": 40.1,
|
|
"time": 276.40878221800085,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142916321754456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142780721187592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143062353134155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143063843250275,
|
|
"m": 0.7817080616950989
|
|
},
|
|
{
|
|
"p": 0.07142727822065353,
|
|
"m": 0.4220150113105774
|
|
},
|
|
{
|
|
"p": 0.07143031060695648,
|
|
"m": 0.29764774441719055
|
|
},
|
|
{
|
|
"p": 0.07142902910709381,
|
|
"m": 0.5927327871322632
|
|
},
|
|
{
|
|
"p": 0.07143262028694153,
|
|
"m": 0.5774186849594116
|
|
},
|
|
{
|
|
"p": 0.07142610847949982,
|
|
"m": 0.3454223871231079
|
|
},
|
|
{
|
|
"p": 0.0714288279414177,
|
|
"m": 0.42537224292755127
|
|
},
|
|
{
|
|
"p": 0.0714273601770401,
|
|
"m": 0.9108346700668335
|
|
},
|
|
{
|
|
"p": 0.07142941653728485,
|
|
"m": 0.9596372842788696
|
|
},
|
|
{
|
|
"p": 0.07142926752567291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142158597707748,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 3.5724806785583496,
|
|
"val_loss": 1.621700406074524,
|
|
"acc": 39.89,
|
|
"time": 277.1716131819412,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142888009548187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714256688952446,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714341402053833,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142450660467148,
|
|
"m": 0.791785717010498
|
|
},
|
|
{
|
|
"p": 0.0714280977845192,
|
|
"m": 0.4029633402824402
|
|
},
|
|
{
|
|
"p": 0.07143253087997437,
|
|
"m": 0.2761313021183014
|
|
},
|
|
{
|
|
"p": 0.07143374532461166,
|
|
"m": 0.6087642312049866
|
|
},
|
|
{
|
|
"p": 0.07143308967351913,
|
|
"m": 0.5808091759681702
|
|
},
|
|
{
|
|
"p": 0.07143249362707138,
|
|
"m": 0.35018986463546753
|
|
},
|
|
{
|
|
"p": 0.07142410427331924,
|
|
"m": 0.4260508120059967
|
|
},
|
|
{
|
|
"p": 0.07142506539821625,
|
|
"m": 0.9089783430099487
|
|
},
|
|
{
|
|
"p": 0.07143359631299973,
|
|
"m": 0.9679468870162964
|
|
},
|
|
{
|
|
"p": 0.07142677158117294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141727209091187,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 3.697828769683838,
|
|
"val_loss": 1.6537108421325684,
|
|
"acc": 40.91,
|
|
"time": 276.0619148010155,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714275985956192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142717391252518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143133878707886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142912596464157,
|
|
"m": 0.7772930860519409
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.3960992395877838
|
|
},
|
|
{
|
|
"p": 0.0714290514588356,
|
|
"m": 0.2670079469680786
|
|
},
|
|
{
|
|
"p": 0.0714302808046341,
|
|
"m": 0.606091320514679
|
|
},
|
|
{
|
|
"p": 0.07142790406942368,
|
|
"m": 0.5944891571998596
|
|
},
|
|
{
|
|
"p": 0.07143113762140274,
|
|
"m": 0.3554394841194153
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.49500730633735657
|
|
},
|
|
{
|
|
"p": 0.07143238931894302,
|
|
"m": 0.9136609435081482
|
|
},
|
|
{
|
|
"p": 0.07142984122037888,
|
|
"m": 0.9559804201126099
|
|
},
|
|
{
|
|
"p": 0.07142799347639084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141883671283722,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 3.59628963470459,
|
|
"val_loss": 1.6864973306655884,
|
|
"acc": 34.82,
|
|
"time": 275.7043418979738,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143206894397736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142915576696396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143278419971466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140391319990158,
|
|
"m": 0.7231875658035278
|
|
},
|
|
{
|
|
"p": 0.07142423838376999,
|
|
"m": 0.36315277218818665
|
|
},
|
|
{
|
|
"p": 0.07143710553646088,
|
|
"m": 0.28989142179489136
|
|
},
|
|
{
|
|
"p": 0.07144319266080856,
|
|
"m": 0.6047552824020386
|
|
},
|
|
{
|
|
"p": 0.07142538577318192,
|
|
"m": 0.5867953896522522
|
|
},
|
|
{
|
|
"p": 0.0714164674282074,
|
|
"m": 0.3600935637950897
|
|
},
|
|
{
|
|
"p": 0.07143718004226685,
|
|
"m": 0.47952592372894287
|
|
},
|
|
{
|
|
"p": 0.07143350690603256,
|
|
"m": 0.9111790657043457
|
|
},
|
|
{
|
|
"p": 0.07143326848745346,
|
|
"m": 0.9615678191184998
|
|
},
|
|
{
|
|
"p": 0.07144344598054886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140829414129257,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 3.370344638824463,
|
|
"val_loss": 1.5287529230117798,
|
|
"acc": 40.92,
|
|
"time": 277.1833693200024,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714288055896759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142502814531326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143078744411469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143077999353409,
|
|
"m": 0.7170846462249756
|
|
},
|
|
{
|
|
"p": 0.0714317113161087,
|
|
"m": 0.31757429242134094
|
|
},
|
|
{
|
|
"p": 0.07143072783946991,
|
|
"m": 0.2758546471595764
|
|
},
|
|
{
|
|
"p": 0.07143127918243408,
|
|
"m": 0.5919899940490723
|
|
},
|
|
{
|
|
"p": 0.07143057137727737,
|
|
"m": 0.612635612487793
|
|
},
|
|
{
|
|
"p": 0.07142619043588638,
|
|
"m": 0.35206088423728943
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.4382685720920563
|
|
},
|
|
{
|
|
"p": 0.07142793387174606,
|
|
"m": 0.9019814133644104
|
|
},
|
|
{
|
|
"p": 0.07142806053161621,
|
|
"m": 0.9770736694335938
|
|
},
|
|
{
|
|
"p": 0.071430504322052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141895592212677,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 3.5845351219177246,
|
|
"val_loss": 1.5522593259811401,
|
|
"acc": 42.07,
|
|
"time": 277.34005945397075,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143449783325195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142949104309082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142788171768188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142964005470276,
|
|
"m": 0.6758373379707336
|
|
},
|
|
{
|
|
"p": 0.07142987847328186,
|
|
"m": 0.3266195058822632
|
|
},
|
|
{
|
|
"p": 0.07142922282218933,
|
|
"m": 0.25407493114471436
|
|
},
|
|
{
|
|
"p": 0.07142949104309082,
|
|
"m": 0.5923303365707397
|
|
},
|
|
{
|
|
"p": 0.0714273452758789,
|
|
"m": 0.5759516954421997
|
|
},
|
|
{
|
|
"p": 0.07142587751150131,
|
|
"m": 0.35650885105133057
|
|
},
|
|
{
|
|
"p": 0.07142894715070724,
|
|
"m": 0.4847393035888672
|
|
},
|
|
{
|
|
"p": 0.07143482565879822,
|
|
"m": 0.89751136302948
|
|
},
|
|
{
|
|
"p": 0.07142995297908783,
|
|
"m": 0.9495799541473389
|
|
},
|
|
{
|
|
"p": 0.07142581045627594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714171826839447,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 3.2715792655944824,
|
|
"val_loss": 1.5400469303131104,
|
|
"acc": 40.75,
|
|
"time": 275.8244608209934,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143203914165497,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714283362030983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143330574035645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.6758731603622437
|
|
},
|
|
{
|
|
"p": 0.07142971456050873,
|
|
"m": 0.3283942639827728
|
|
},
|
|
{
|
|
"p": 0.07142937183380127,
|
|
"m": 0.23263783752918243
|
|
},
|
|
{
|
|
"p": 0.07142689824104309,
|
|
"m": 0.6039437651634216
|
|
},
|
|
{
|
|
"p": 0.07142938673496246,
|
|
"m": 0.6085695028305054
|
|
},
|
|
{
|
|
"p": 0.07143786549568176,
|
|
"m": 0.3675597608089447
|
|
},
|
|
{
|
|
"p": 0.07141949981451035,
|
|
"m": 0.46165430545806885
|
|
},
|
|
{
|
|
"p": 0.07143853604793549,
|
|
"m": 0.9082062840461731
|
|
},
|
|
{
|
|
"p": 0.07142508029937744,
|
|
"m": 0.960746169090271
|
|
},
|
|
{
|
|
"p": 0.07143169641494751,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140956819057465,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 3.616739511489868,
|
|
"val_loss": 1.471158742904663,
|
|
"acc": 42.94,
|
|
"time": 276.3978658230044,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143133878707886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142139971256256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143426686525345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143299281597137,
|
|
"m": 0.6538799405097961
|
|
},
|
|
{
|
|
"p": 0.07142816483974457,
|
|
"m": 0.30981868505477905
|
|
},
|
|
{
|
|
"p": 0.07143028825521469,
|
|
"m": 0.21415887773036957
|
|
},
|
|
{
|
|
"p": 0.07142601907253265,
|
|
"m": 0.6096383333206177
|
|
},
|
|
{
|
|
"p": 0.0714273527264595,
|
|
"m": 0.6234692931175232
|
|
},
|
|
{
|
|
"p": 0.07143036276102066,
|
|
"m": 0.3779408633708954
|
|
},
|
|
{
|
|
"p": 0.07143278419971466,
|
|
"m": 0.49654173851013184
|
|
},
|
|
{
|
|
"p": 0.07142914831638336,
|
|
"m": 0.9136170744895935
|
|
},
|
|
{
|
|
"p": 0.07143022119998932,
|
|
"m": 0.9836865067481995
|
|
},
|
|
{
|
|
"p": 0.07143080234527588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141481339931488,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 3.335516929626465,
|
|
"val_loss": 1.6829062700271606,
|
|
"acc": 42.54,
|
|
"time": 278.410932941013,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143537700176239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714244693517685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143416255712509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143092900514603,
|
|
"m": 0.623141348361969
|
|
},
|
|
{
|
|
"p": 0.07142334431409836,
|
|
"m": 0.29296910762786865
|
|
},
|
|
{
|
|
"p": 0.07142916321754456,
|
|
"m": 0.21943910419940948
|
|
},
|
|
{
|
|
"p": 0.07143276929855347,
|
|
"m": 0.6141486167907715
|
|
},
|
|
{
|
|
"p": 0.07142671942710876,
|
|
"m": 0.6209805607795715
|
|
},
|
|
{
|
|
"p": 0.07142045348882675,
|
|
"m": 0.3860523998737335
|
|
},
|
|
{
|
|
"p": 0.07143154740333557,
|
|
"m": 0.49911952018737793
|
|
},
|
|
{
|
|
"p": 0.07142186164855957,
|
|
"m": 0.9242293834686279
|
|
},
|
|
{
|
|
"p": 0.0714283287525177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143815606832504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714227706193924,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.4533278942108154,
|
|
"val_loss": 1.490889072418213,
|
|
"acc": 45.22,
|
|
"time": 275.7310350610642,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714312419295311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714259147644043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142601907253265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142417877912521,
|
|
"m": 0.5722009539604187
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.2867799401283264
|
|
},
|
|
{
|
|
"p": 0.07143200933933258,
|
|
"m": 0.16267715394496918
|
|
},
|
|
{
|
|
"p": 0.07143301516771317,
|
|
"m": 0.6104151606559753
|
|
},
|
|
{
|
|
"p": 0.07142911851406097,
|
|
"m": 0.6851813793182373
|
|
},
|
|
{
|
|
"p": 0.07142399251461029,
|
|
"m": 0.39037543535232544
|
|
},
|
|
{
|
|
"p": 0.07142842561006546,
|
|
"m": 0.5017327070236206
|
|
},
|
|
{
|
|
"p": 0.07142413407564163,
|
|
"m": 0.932070255279541
|
|
},
|
|
{
|
|
"p": 0.07143446803092957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144038379192352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141859084367752,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 3.536177158355713,
|
|
"val_loss": 1.4918100833892822,
|
|
"acc": 47.54,
|
|
"time": 277.0379125060281,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142790406942368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714251846075058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142607122659683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142790406942368,
|
|
"m": 0.5526244640350342
|
|
},
|
|
{
|
|
"p": 0.07142750918865204,
|
|
"m": 0.24595126509666443
|
|
},
|
|
{
|
|
"p": 0.07142608612775803,
|
|
"m": 0.167887344956398
|
|
},
|
|
{
|
|
"p": 0.07143259793519974,
|
|
"m": 0.626089334487915
|
|
},
|
|
{
|
|
"p": 0.07142779231071472,
|
|
"m": 0.686423659324646
|
|
},
|
|
{
|
|
"p": 0.07142938673496246,
|
|
"m": 0.39494332671165466
|
|
},
|
|
{
|
|
"p": 0.07143201678991318,
|
|
"m": 0.5228270888328552
|
|
},
|
|
{
|
|
"p": 0.07142937928438187,
|
|
"m": 0.9372270107269287
|
|
},
|
|
{
|
|
"p": 0.07143256068229675,
|
|
"m": 0.9863962531089783
|
|
},
|
|
{
|
|
"p": 0.07143419235944748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142141461372375,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 3.450374126434326,
|
|
"val_loss": 1.489586591720581,
|
|
"acc": 46.56,
|
|
"time": 278.54826837207656,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143396884202957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714222863316536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143999636173248,
|
|
"m": 0.5568768978118896
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.2621224522590637
|
|
},
|
|
{
|
|
"p": 0.07142699509859085,
|
|
"m": 0.21129456162452698
|
|
},
|
|
{
|
|
"p": 0.07143063098192215,
|
|
"m": 0.6229439377784729
|
|
},
|
|
{
|
|
"p": 0.07142999768257141,
|
|
"m": 0.6751763820648193
|
|
},
|
|
{
|
|
"p": 0.07142823189496994,
|
|
"m": 0.4090396463871002
|
|
},
|
|
{
|
|
"p": 0.07142689824104309,
|
|
"m": 0.500359058380127
|
|
},
|
|
{
|
|
"p": 0.07143247872591019,
|
|
"m": 0.9333997368812561
|
|
},
|
|
{
|
|
"p": 0.07142818719148636,
|
|
"m": 0.9586328864097595
|
|
},
|
|
{
|
|
"p": 0.07143031060695648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141284644603729,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 3.2334439754486084,
|
|
"val_loss": 1.4728182554244995,
|
|
"acc": 45.36,
|
|
"time": 276.49894920096267,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143335044384003,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142163813114166,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143246382474899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143344730138779,
|
|
"m": 0.5839869379997253
|
|
},
|
|
{
|
|
"p": 0.07142816483974457,
|
|
"m": 0.24827532470226288
|
|
},
|
|
{
|
|
"p": 0.07142746448516846,
|
|
"m": 0.18823540210723877
|
|
},
|
|
{
|
|
"p": 0.07142480462789536,
|
|
"m": 0.6442810297012329
|
|
},
|
|
{
|
|
"p": 0.07142789661884308,
|
|
"m": 0.7322254180908203
|
|
},
|
|
{
|
|
"p": 0.07142461091279984,
|
|
"m": 0.4258202314376831
|
|
},
|
|
{
|
|
"p": 0.07144089043140411,
|
|
"m": 0.48410674929618835
|
|
},
|
|
{
|
|
"p": 0.07142919301986694,
|
|
"m": 0.9401758909225464
|
|
},
|
|
{
|
|
"p": 0.0714276134967804,
|
|
"m": 0.975144624710083
|
|
},
|
|
{
|
|
"p": 0.07142933458089828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141910493373871,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 3.24558162689209,
|
|
"val_loss": 1.4902416467666626,
|
|
"acc": 46.96,
|
|
"time": 276.6372356400825,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143519818782806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142732292413712,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142744213342667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143887132406235,
|
|
"m": 0.6256033182144165
|
|
},
|
|
{
|
|
"p": 0.07143044471740723,
|
|
"m": 0.1829889863729477
|
|
},
|
|
{
|
|
"p": 0.07143047451972961,
|
|
"m": 0.15859824419021606
|
|
},
|
|
{
|
|
"p": 0.07142969220876694,
|
|
"m": 0.6570250391960144
|
|
},
|
|
{
|
|
"p": 0.07143044471740723,
|
|
"m": 0.7209475040435791
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.45225295424461365
|
|
},
|
|
{
|
|
"p": 0.07143127918243408,
|
|
"m": 0.3937636911869049
|
|
},
|
|
{
|
|
"p": 0.0714135691523552,
|
|
"m": 0.9557673931121826
|
|
},
|
|
{
|
|
"p": 0.07142827659845352,
|
|
"m": 0.9786612391471863
|
|
},
|
|
{
|
|
"p": 0.07142974436283112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141866534948349,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.2339377403259277,
|
|
"val_loss": 1.3847098350524902,
|
|
"acc": 50.11,
|
|
"time": 277.60737919597887,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143084704875946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142245024442673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714317187666893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142267376184464,
|
|
"m": 0.6424275040626526
|
|
},
|
|
{
|
|
"p": 0.07143125683069229,
|
|
"m": 0.18810077011585236
|
|
},
|
|
{
|
|
"p": 0.07143314182758331,
|
|
"m": 0.1716466099023819
|
|
},
|
|
{
|
|
"p": 0.07143083959817886,
|
|
"m": 0.6566140651702881
|
|
},
|
|
{
|
|
"p": 0.07142574340105057,
|
|
"m": 0.6961891651153564
|
|
},
|
|
{
|
|
"p": 0.07142837345600128,
|
|
"m": 0.46347448229789734
|
|
},
|
|
{
|
|
"p": 0.07142577320337296,
|
|
"m": 0.41852107644081116
|
|
},
|
|
{
|
|
"p": 0.07143311202526093,
|
|
"m": 0.9556323289871216
|
|
},
|
|
{
|
|
"p": 0.07143159210681915,
|
|
"m": 0.9522561430931091
|
|
},
|
|
{
|
|
"p": 0.07144063711166382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141182571649551,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.2928292751312256,
|
|
"val_loss": 1.3830674886703491,
|
|
"acc": 47.8,
|
|
"time": 276.5891426819144,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142414897680283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142758369445801,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142926752567291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144176214933395,
|
|
"m": 0.5931982398033142
|
|
},
|
|
{
|
|
"p": 0.07143092155456543,
|
|
"m": 0.1834554821252823
|
|
},
|
|
{
|
|
"p": 0.07143102586269379,
|
|
"m": 0.11415231227874756
|
|
},
|
|
{
|
|
"p": 0.07143241912126541,
|
|
"m": 0.6508218050003052
|
|
},
|
|
{
|
|
"p": 0.07142600417137146,
|
|
"m": 0.6301850080490112
|
|
},
|
|
{
|
|
"p": 0.07143639773130417,
|
|
"m": 0.4813143312931061
|
|
},
|
|
{
|
|
"p": 0.07142183929681778,
|
|
"m": 0.4125150740146637
|
|
},
|
|
{
|
|
"p": 0.07142821699380875,
|
|
"m": 0.9617745280265808
|
|
},
|
|
{
|
|
"p": 0.07142943888902664,
|
|
"m": 0.9669106602668762
|
|
},
|
|
{
|
|
"p": 0.07143264263868332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140835374593735,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 2.896364450454712,
|
|
"val_loss": 1.250390648841858,
|
|
"acc": 53.66,
|
|
"time": 276.5438253629254,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714302733540535,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142674922943115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143273204565048,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142800092697144,
|
|
"m": 0.5640992522239685
|
|
},
|
|
{
|
|
"p": 0.07143347710371017,
|
|
"m": 0.17239980399608612
|
|
},
|
|
{
|
|
"p": 0.07143373042345047,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07142753154039383,
|
|
"m": 0.6587435007095337
|
|
},
|
|
{
|
|
"p": 0.07142918556928635,
|
|
"m": 0.6423962116241455
|
|
},
|
|
{
|
|
"p": 0.07143338769674301,
|
|
"m": 0.4991748034954071
|
|
},
|
|
{
|
|
"p": 0.07142489403486252,
|
|
"m": 0.3188478350639343
|
|
},
|
|
{
|
|
"p": 0.07142536342144012,
|
|
"m": 0.9515489339828491
|
|
},
|
|
{
|
|
"p": 0.07143138349056244,
|
|
"m": 0.968281626701355
|
|
},
|
|
{
|
|
"p": 0.07143398374319077,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140930742025375,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 3.417654514312744,
|
|
"val_loss": 1.3341575860977173,
|
|
"acc": 52.71,
|
|
"time": 276.1038428780157,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143128663301468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142321020364761,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143020629882812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.5706624388694763
|
|
},
|
|
{
|
|
"p": 0.07143156230449677,
|
|
"m": 0.16419483721256256
|
|
},
|
|
{
|
|
"p": 0.07142824679613113,
|
|
"m": 0.12099547684192657
|
|
},
|
|
{
|
|
"p": 0.07142703980207443,
|
|
"m": 0.6707495450973511
|
|
},
|
|
{
|
|
"p": 0.07142770290374756,
|
|
"m": 0.6971448659896851
|
|
},
|
|
{
|
|
"p": 0.07143698632717133,
|
|
"m": 0.5076886415481567
|
|
},
|
|
{
|
|
"p": 0.07142467051744461,
|
|
"m": 0.32392290234565735
|
|
},
|
|
{
|
|
"p": 0.07142645120620728,
|
|
"m": 0.9515826106071472
|
|
},
|
|
{
|
|
"p": 0.0714268609881401,
|
|
"m": 0.9958123564720154
|
|
},
|
|
{
|
|
"p": 0.07143484055995941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142248004674911,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 3.005525588989258,
|
|
"val_loss": 1.3662828207015991,
|
|
"acc": 51.63,
|
|
"time": 275.7944145039655,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143334299325943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141950726509094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143332064151764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714307501912117,
|
|
"m": 0.5499681830406189
|
|
},
|
|
{
|
|
"p": 0.07142361998558044,
|
|
"m": 0.17725123465061188
|
|
},
|
|
{
|
|
"p": 0.07142564654350281,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07143667340278625,
|
|
"m": 0.667918860912323
|
|
},
|
|
{
|
|
"p": 0.0714266449213028,
|
|
"m": 0.7406017184257507
|
|
},
|
|
{
|
|
"p": 0.07143599539995193,
|
|
"m": 0.5157029628753662
|
|
},
|
|
{
|
|
"p": 0.07142936438322067,
|
|
"m": 0.29638293385505676
|
|
},
|
|
{
|
|
"p": 0.0714297965168953,
|
|
"m": 0.9532011151313782
|
|
},
|
|
{
|
|
"p": 0.07142320275306702,
|
|
"m": 0.9348220825195312
|
|
},
|
|
{
|
|
"p": 0.07143000513315201,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142218947410583,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.838987350463867,
|
|
"val_loss": 1.3513697385787964,
|
|
"acc": 53.98,
|
|
"time": 275.95675574906636,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143287360668182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714266300201416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143355906009674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142741978168488,
|
|
"m": 0.542815089225769
|
|
},
|
|
{
|
|
"p": 0.07143095880746841,
|
|
"m": 0.12265560775995255
|
|
},
|
|
{
|
|
"p": 0.07142917811870575,
|
|
"m": 0.1028098613023758
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 0.6734007000923157
|
|
},
|
|
{
|
|
"p": 0.07142992317676544,
|
|
"m": 0.7517629265785217
|
|
},
|
|
{
|
|
"p": 0.0714290589094162,
|
|
"m": 0.5177377462387085
|
|
},
|
|
{
|
|
"p": 0.07143117487430573,
|
|
"m": 0.2459208220243454
|
|
},
|
|
{
|
|
"p": 0.07143542170524597,
|
|
"m": 0.9572327136993408
|
|
},
|
|
{
|
|
"p": 0.07142836600542068,
|
|
"m": 0.9536863565444946
|
|
},
|
|
{
|
|
"p": 0.07142685353755951,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714101567864418,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 3.1816577911376953,
|
|
"val_loss": 1.1883798837661743,
|
|
"acc": 55.06,
|
|
"time": 277.14763772895094,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142678648233414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714278370141983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142826914787292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143200933933258,
|
|
"m": 0.5724997520446777
|
|
},
|
|
{
|
|
"p": 0.07142895460128784,
|
|
"m": 0.14358212053775787
|
|
},
|
|
{
|
|
"p": 0.07142774015665054,
|
|
"m": 0.11394072324037552
|
|
},
|
|
{
|
|
"p": 0.07142739742994308,
|
|
"m": 0.6990945339202881
|
|
},
|
|
{
|
|
"p": 0.07142823934555054,
|
|
"m": 0.7690234780311584
|
|
},
|
|
{
|
|
"p": 0.07143595814704895,
|
|
"m": 0.5297877192497253
|
|
},
|
|
{
|
|
"p": 0.07142668962478638,
|
|
"m": 0.25168177485466003
|
|
},
|
|
{
|
|
"p": 0.07142972946166992,
|
|
"m": 0.9550057053565979
|
|
},
|
|
{
|
|
"p": 0.07143176347017288,
|
|
"m": 0.984642505645752
|
|
},
|
|
{
|
|
"p": 0.07143131643533707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141727954149246,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 3.1241817474365234,
|
|
"val_loss": 1.3181025981903076,
|
|
"acc": 54.07,
|
|
"time": 276.26685290399473,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143726944923401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141943275928497,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143446803092957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143246382474899,
|
|
"m": 0.6466408967971802
|
|
},
|
|
{
|
|
"p": 0.07141723483800888,
|
|
"m": 0.1141546219587326
|
|
},
|
|
{
|
|
"p": 0.07142727822065353,
|
|
"m": 0.11138220876455307
|
|
},
|
|
{
|
|
"p": 0.07144086807966232,
|
|
"m": 0.7020534873008728
|
|
},
|
|
{
|
|
"p": 0.07143210619688034,
|
|
"m": 0.8149664998054504
|
|
},
|
|
{
|
|
"p": 0.07144532352685928,
|
|
"m": 0.5484537482261658
|
|
},
|
|
{
|
|
"p": 0.07143756747245789,
|
|
"m": 0.2999648451805115
|
|
},
|
|
{
|
|
"p": 0.07141994684934616,
|
|
"m": 0.9543799757957458
|
|
},
|
|
{
|
|
"p": 0.07142715156078339,
|
|
"m": 0.9990629553794861
|
|
},
|
|
{
|
|
"p": 0.07142434269189835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140454649925232,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 3.1188340187072754,
|
|
"val_loss": 1.3532689809799194,
|
|
"acc": 54.52,
|
|
"time": 276.0494293649681,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144180685281754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142254710197449,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143282890319824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140380144119263,
|
|
"m": 0.6899546384811401
|
|
},
|
|
{
|
|
"p": 0.0714363232254982,
|
|
"m": 0.16791947185993195
|
|
},
|
|
{
|
|
"p": 0.07143151760101318,
|
|
"m": 0.10977768898010254
|
|
},
|
|
{
|
|
"p": 0.07143102586269379,
|
|
"m": 0.6991307139396667
|
|
},
|
|
{
|
|
"p": 0.07143395394086838,
|
|
"m": 0.7963077425956726
|
|
},
|
|
{
|
|
"p": 0.0714321881532669,
|
|
"m": 0.5676121115684509
|
|
},
|
|
{
|
|
"p": 0.07144001126289368,
|
|
"m": 0.3216759264469147
|
|
},
|
|
{
|
|
"p": 0.07143714278936386,
|
|
"m": 0.9435716867446899
|
|
},
|
|
{
|
|
"p": 0.07142217457294464,
|
|
"m": 0.9985951781272888
|
|
},
|
|
{
|
|
"p": 0.07143547385931015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139921188354492,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 3.036224365234375,
|
|
"val_loss": 1.313123106956482,
|
|
"acc": 57.34,
|
|
"time": 277.7014610769693,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143925875425339,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142926007509232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714300349354744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142364233732224,
|
|
"m": 0.7007898092269897
|
|
},
|
|
{
|
|
"p": 0.07143040001392365,
|
|
"m": 0.11552100628614426
|
|
},
|
|
{
|
|
"p": 0.07143128663301468,
|
|
"m": 0.11626935005187988
|
|
},
|
|
{
|
|
"p": 0.07143498957157135,
|
|
"m": 0.7037291526794434
|
|
},
|
|
{
|
|
"p": 0.07143096625804901,
|
|
"m": 0.86107337474823
|
|
},
|
|
{
|
|
"p": 0.07143280655145645,
|
|
"m": 0.5851210355758667
|
|
},
|
|
{
|
|
"p": 0.07141228020191193,
|
|
"m": 0.3037589490413666
|
|
},
|
|
{
|
|
"p": 0.07142803072929382,
|
|
"m": 0.9394479393959045
|
|
},
|
|
{
|
|
"p": 0.07143164426088333,
|
|
"m": 0.9953697919845581
|
|
},
|
|
{
|
|
"p": 0.07143431901931763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141106575727463,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.993718147277832,
|
|
"val_loss": 1.2453808784484863,
|
|
"acc": 56.33,
|
|
"time": 276.14589798799716,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143084704875946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142657041549683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142971456050873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143737375736237,
|
|
"m": 0.7313767075538635
|
|
},
|
|
{
|
|
"p": 0.07142987102270126,
|
|
"m": 0.10941735655069351
|
|
},
|
|
{
|
|
"p": 0.0714210495352745,
|
|
"m": 0.12364453822374344
|
|
},
|
|
{
|
|
"p": 0.07142407447099686,
|
|
"m": 0.7024621963500977
|
|
},
|
|
{
|
|
"p": 0.07142917811870575,
|
|
"m": 0.8435074687004089
|
|
},
|
|
{
|
|
"p": 0.07142246514558792,
|
|
"m": 0.5790734887123108
|
|
},
|
|
{
|
|
"p": 0.07142746448516846,
|
|
"m": 0.29429516196250916
|
|
},
|
|
{
|
|
"p": 0.07143881171941757,
|
|
"m": 0.9394335150718689
|
|
},
|
|
{
|
|
"p": 0.07143017649650574,
|
|
"m": 0.9893786311149597
|
|
},
|
|
{
|
|
"p": 0.07143445312976837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714179277420044,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 3.259430408477783,
|
|
"val_loss": 1.2672390937805176,
|
|
"acc": 57.86,
|
|
"time": 280.2991261399584,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714322030544281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141788303852081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143525034189224,
|
|
"m": 0.7386832237243652
|
|
},
|
|
{
|
|
"p": 0.07142897695302963,
|
|
"m": 0.14086666703224182
|
|
},
|
|
{
|
|
"p": 0.07142750918865204,
|
|
"m": 0.13020186126232147
|
|
},
|
|
{
|
|
"p": 0.07143296301364899,
|
|
"m": 0.6750791072845459
|
|
},
|
|
{
|
|
"p": 0.07142871618270874,
|
|
"m": 0.873598575592041
|
|
},
|
|
{
|
|
"p": 0.0714302659034729,
|
|
"m": 0.5980031490325928
|
|
},
|
|
{
|
|
"p": 0.07144233584403992,
|
|
"m": 0.29905349016189575
|
|
},
|
|
{
|
|
"p": 0.07142192870378494,
|
|
"m": 0.9194180965423584
|
|
},
|
|
{
|
|
"p": 0.0714314728975296,
|
|
"m": 0.9830765724182129
|
|
},
|
|
{
|
|
"p": 0.07143296301364899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140905410051346,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 2.9683728218078613,
|
|
"val_loss": 1.2072819471359253,
|
|
"acc": 59.39,
|
|
"time": 278.12935795402154,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142738997936249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142659276723862,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143279910087585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143645733594894,
|
|
"m": 0.7199552059173584
|
|
},
|
|
{
|
|
"p": 0.07143393903970718,
|
|
"m": 0.11053471267223358
|
|
},
|
|
{
|
|
"p": 0.07142873108386993,
|
|
"m": 0.13496755063533783
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.6816350221633911
|
|
},
|
|
{
|
|
"p": 0.07143312692642212,
|
|
"m": 0.8008677959442139
|
|
},
|
|
{
|
|
"p": 0.07143273204565048,
|
|
"m": 0.5975991487503052
|
|
},
|
|
{
|
|
"p": 0.07142041623592377,
|
|
"m": 0.30999478697776794
|
|
},
|
|
{
|
|
"p": 0.07142957299947739,
|
|
"m": 0.9008362889289856
|
|
},
|
|
{
|
|
"p": 0.07142769545316696,
|
|
"m": 0.9551753401756287
|
|
},
|
|
{
|
|
"p": 0.07143336534500122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140861451625824,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.955674409866333,
|
|
"val_loss": 1.1889691352844238,
|
|
"acc": 58.98,
|
|
"time": 277.3284916759003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143036276102066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142136991024017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143408060073853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143357396125793,
|
|
"m": 0.7168718576431274
|
|
},
|
|
{
|
|
"p": 0.07142919301986694,
|
|
"m": 0.1386532485485077
|
|
},
|
|
{
|
|
"p": 0.07142049819231033,
|
|
"m": 0.15665514767169952
|
|
},
|
|
{
|
|
"p": 0.07142563164234161,
|
|
"m": 0.6556833386421204
|
|
},
|
|
{
|
|
"p": 0.07142380625009537,
|
|
"m": 0.8542250394821167
|
|
},
|
|
{
|
|
"p": 0.0714188814163208,
|
|
"m": 0.6030064821243286
|
|
},
|
|
{
|
|
"p": 0.07143593579530716,
|
|
"m": 0.30122843384742737
|
|
},
|
|
{
|
|
"p": 0.07144252210855484,
|
|
"m": 0.9060690999031067
|
|
},
|
|
{
|
|
"p": 0.07142625004053116,
|
|
"m": 0.9968187808990479
|
|
},
|
|
{
|
|
"p": 0.07143829017877579,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141965627670288,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 3.094834327697754,
|
|
"val_loss": 1.29584801197052,
|
|
"acc": 59.55,
|
|
"time": 276.5729673419846,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142199575901031,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142461091279984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143070548772812,
|
|
"m": 0.7217375636100769
|
|
},
|
|
{
|
|
"p": 0.07142561674118042,
|
|
"m": 0.11378572881221771
|
|
},
|
|
{
|
|
"p": 0.07142657786607742,
|
|
"m": 0.19232341647148132
|
|
},
|
|
{
|
|
"p": 0.0714353397488594,
|
|
"m": 0.6483802199363708
|
|
},
|
|
{
|
|
"p": 0.07142952084541321,
|
|
"m": 0.8708351850509644
|
|
},
|
|
{
|
|
"p": 0.07142520695924759,
|
|
"m": 0.6145702600479126
|
|
},
|
|
{
|
|
"p": 0.07144152373075485,
|
|
"m": 0.3097858130931854
|
|
},
|
|
{
|
|
"p": 0.07143113017082214,
|
|
"m": 0.8916640877723694
|
|
},
|
|
{
|
|
"p": 0.07142958045005798,
|
|
"m": 0.9719624519348145
|
|
},
|
|
{
|
|
"p": 0.07142534852027893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142426818609238,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.6454505920410156,
|
|
"val_loss": 1.1835566759109497,
|
|
"acc": 58.49,
|
|
"time": 276.78301786701195,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144177705049515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142788916826248,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144050300121307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143669575452805,
|
|
"m": 0.800979733467102
|
|
},
|
|
{
|
|
"p": 0.07143228501081467,
|
|
"m": 0.10707953572273254
|
|
},
|
|
{
|
|
"p": 0.07143037021160126,
|
|
"m": 0.20815150439739227
|
|
},
|
|
{
|
|
"p": 0.0714242160320282,
|
|
"m": 0.6468316912651062
|
|
},
|
|
{
|
|
"p": 0.07143758237361908,
|
|
"m": 0.9102217555046082
|
|
},
|
|
{
|
|
"p": 0.07143224775791168,
|
|
"m": 0.6122631430625916
|
|
},
|
|
{
|
|
"p": 0.07141733169555664,
|
|
"m": 0.3197314441204071
|
|
},
|
|
{
|
|
"p": 0.07143842428922653,
|
|
"m": 0.8884604573249817
|
|
},
|
|
{
|
|
"p": 0.07143203914165497,
|
|
"m": 0.9462807178497314
|
|
},
|
|
{
|
|
"p": 0.07142842561006546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138020545244217,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 2.7829408645629883,
|
|
"val_loss": 1.1516612768173218,
|
|
"acc": 57.19,
|
|
"time": 276.88803754607216,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142546027898788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714133158326149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142774015665054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714246854186058,
|
|
"m": 0.7825544476509094
|
|
},
|
|
{
|
|
"p": 0.07142525911331177,
|
|
"m": 0.1940862238407135
|
|
},
|
|
{
|
|
"p": 0.0714278519153595,
|
|
"m": 0.2544865310192108
|
|
},
|
|
{
|
|
"p": 0.07143031805753708,
|
|
"m": 0.6309700012207031
|
|
},
|
|
{
|
|
"p": 0.07143965363502502,
|
|
"m": 0.924479067325592
|
|
},
|
|
{
|
|
"p": 0.07143260538578033,
|
|
"m": 0.6312265396118164
|
|
},
|
|
{
|
|
"p": 0.0714295506477356,
|
|
"m": 0.3938550055027008
|
|
},
|
|
{
|
|
"p": 0.07142260670661926,
|
|
"m": 0.8735601902008057
|
|
},
|
|
{
|
|
"p": 0.07143820077180862,
|
|
"m": 0.9176603555679321
|
|
},
|
|
{
|
|
"p": 0.07144303619861603,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141973078250885,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.9735846519470215,
|
|
"val_loss": 1.1165801286697388,
|
|
"acc": 59.59,
|
|
"time": 276.58822402905207,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144090533256531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143640518188477,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142937928438187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143761217594147,
|
|
"m": 0.8019617199897766
|
|
},
|
|
{
|
|
"p": 0.07142340391874313,
|
|
"m": 0.1856575906276703
|
|
},
|
|
{
|
|
"p": 0.07142478227615356,
|
|
"m": 0.2313678115606308
|
|
},
|
|
{
|
|
"p": 0.07143250852823257,
|
|
"m": 0.6623927354812622
|
|
},
|
|
{
|
|
"p": 0.07142875343561172,
|
|
"m": 0.931422233581543
|
|
},
|
|
{
|
|
"p": 0.07143466174602509,
|
|
"m": 0.6385941505432129
|
|
},
|
|
{
|
|
"p": 0.0714225023984909,
|
|
"m": 0.40657976269721985
|
|
},
|
|
{
|
|
"p": 0.07143494486808777,
|
|
"m": 0.8577727675437927
|
|
},
|
|
{
|
|
"p": 0.07143145054578781,
|
|
"m": 0.9511886239051819
|
|
},
|
|
{
|
|
"p": 0.07143120467662811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139145582914352,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.5500776767730713,
|
|
"val_loss": 1.1543415784835815,
|
|
"acc": 60.97,
|
|
"time": 278.3819099960383,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142718881368637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142701745033264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142556458711624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143131643533707,
|
|
"m": 0.8301613330841064
|
|
},
|
|
{
|
|
"p": 0.07143247872591019,
|
|
"m": 0.133209690451622
|
|
},
|
|
{
|
|
"p": 0.07142389565706253,
|
|
"m": 0.23383690416812897
|
|
},
|
|
{
|
|
"p": 0.07143277674913406,
|
|
"m": 0.6522148847579956
|
|
},
|
|
{
|
|
"p": 0.07142391800880432,
|
|
"m": 0.883621335029602
|
|
},
|
|
{
|
|
"p": 0.0714445635676384,
|
|
"m": 0.6325210928916931
|
|
},
|
|
{
|
|
"p": 0.07142287492752075,
|
|
"m": 0.41539695858955383
|
|
},
|
|
{
|
|
"p": 0.07142461091279984,
|
|
"m": 0.838219165802002
|
|
},
|
|
{
|
|
"p": 0.07143081724643707,
|
|
"m": 0.9473490118980408
|
|
},
|
|
{
|
|
"p": 0.07143936306238174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141362130641937,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 2.7367327213287354,
|
|
"val_loss": 1.0136533975601196,
|
|
"acc": 60.07,
|
|
"time": 276.3128853009548,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142680883407593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141552865505219,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142536342144012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071453757584095,
|
|
"m": 0.9197831153869629
|
|
},
|
|
{
|
|
"p": 0.0714266449213028,
|
|
"m": 0.1650337278842926
|
|
},
|
|
{
|
|
"p": 0.07142676413059235,
|
|
"m": 0.21921715140342712
|
|
},
|
|
{
|
|
"p": 0.07142653316259384,
|
|
"m": 0.6957117915153503
|
|
},
|
|
{
|
|
"p": 0.07142555713653564,
|
|
"m": 0.8878889679908752
|
|
},
|
|
{
|
|
"p": 0.07143352180719376,
|
|
"m": 0.6054699420928955
|
|
},
|
|
{
|
|
"p": 0.07145041972398758,
|
|
"m": 0.40577057003974915
|
|
},
|
|
{
|
|
"p": 0.07143200188875198,
|
|
"m": 0.8322592377662659
|
|
},
|
|
{
|
|
"p": 0.07142478972673416,
|
|
"m": 0.9359362125396729
|
|
},
|
|
{
|
|
"p": 0.07141917198896408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141314446926117,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.7697179317474365,
|
|
"val_loss": 1.2361418008804321,
|
|
"acc": 60.1,
|
|
"time": 275.6133154910058,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143186032772064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141879945993423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142464071512222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142990082502365,
|
|
"m": 0.9059029221534729
|
|
},
|
|
{
|
|
"p": 0.0714360699057579,
|
|
"m": 0.15817345678806305
|
|
},
|
|
{
|
|
"p": 0.07142738997936249,
|
|
"m": 0.2150912582874298
|
|
},
|
|
{
|
|
"p": 0.07143032550811768,
|
|
"m": 0.6735128164291382
|
|
},
|
|
{
|
|
"p": 0.07143018394708633,
|
|
"m": 0.9455060958862305
|
|
},
|
|
{
|
|
"p": 0.07142431288957596,
|
|
"m": 0.5997809767723083
|
|
},
|
|
{
|
|
"p": 0.07145211100578308,
|
|
"m": 0.43260690569877625
|
|
},
|
|
{
|
|
"p": 0.07142609357833862,
|
|
"m": 0.8155829906463623
|
|
},
|
|
{
|
|
"p": 0.0714302510023117,
|
|
"m": 0.9186878204345703
|
|
},
|
|
{
|
|
"p": 0.07143904268741608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139905542135239,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.6989080905914307,
|
|
"val_loss": 1.2846825122833252,
|
|
"acc": 61.8,
|
|
"time": 278.67963250901084,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142481952905655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141877710819244,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142972946166992,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144070416688919,
|
|
"m": 0.8527599573135376
|
|
},
|
|
{
|
|
"p": 0.0714341402053833,
|
|
"m": 0.16209587454795837
|
|
},
|
|
{
|
|
"p": 0.07142303138971329,
|
|
"m": 0.28001314401626587
|
|
},
|
|
{
|
|
"p": 0.07142414897680283,
|
|
"m": 0.6120229363441467
|
|
},
|
|
{
|
|
"p": 0.07142911851406097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144121825695038,
|
|
"m": 0.6128356456756592
|
|
},
|
|
{
|
|
"p": 0.07142417877912521,
|
|
"m": 0.45799940824508667
|
|
},
|
|
{
|
|
"p": 0.07143689692020416,
|
|
"m": 0.837176501750946
|
|
},
|
|
{
|
|
"p": 0.07144244760274887,
|
|
"m": 0.9516436457633972
|
|
},
|
|
{
|
|
"p": 0.07143191248178482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139892876148224,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.3197216987609863,
|
|
"val_loss": 1.116225004196167,
|
|
"acc": 61.9,
|
|
"time": 277.26507313293405,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141977548599243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141682505607605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143015414476395,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142715156078339,
|
|
"m": 0.8489125967025757
|
|
},
|
|
{
|
|
"p": 0.07143810391426086,
|
|
"m": 0.15429168939590454
|
|
},
|
|
{
|
|
"p": 0.07141371071338654,
|
|
"m": 0.26382794976234436
|
|
},
|
|
{
|
|
"p": 0.0714205652475357,
|
|
"m": 0.6090144515037537
|
|
},
|
|
{
|
|
"p": 0.07142279297113419,
|
|
"m": 0.9841855764389038
|
|
},
|
|
{
|
|
"p": 0.07145578414201736,
|
|
"m": 0.6250855326652527
|
|
},
|
|
{
|
|
"p": 0.07141080498695374,
|
|
"m": 0.46612808108329773
|
|
},
|
|
{
|
|
"p": 0.07146909832954407,
|
|
"m": 0.8479371070861816
|
|
},
|
|
{
|
|
"p": 0.07143250107765198,
|
|
"m": 0.9436047673225403
|
|
},
|
|
{
|
|
"p": 0.07143925875425339,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140344381332397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 2.7058773040771484,
|
|
"val_loss": 1.0570917129516602,
|
|
"acc": 60.41,
|
|
"time": 276.4911158910254,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142772525548935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140554487705231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143479585647583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145313918590546,
|
|
"m": 0.8667824268341064
|
|
},
|
|
{
|
|
"p": 0.07142727822065353,
|
|
"m": 0.1251785308122635
|
|
},
|
|
{
|
|
"p": 0.07142199575901031,
|
|
"m": 0.24762305617332458
|
|
},
|
|
{
|
|
"p": 0.07142335921525955,
|
|
"m": 0.651899516582489
|
|
},
|
|
{
|
|
"p": 0.07144000381231308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071437306702137,
|
|
"m": 0.6318440437316895
|
|
},
|
|
{
|
|
"p": 0.07143478095531464,
|
|
"m": 0.5130071640014648
|
|
},
|
|
{
|
|
"p": 0.07143042981624603,
|
|
"m": 0.8525476455688477
|
|
},
|
|
{
|
|
"p": 0.0714300274848938,
|
|
"m": 0.9506675601005554
|
|
},
|
|
{
|
|
"p": 0.07144496589899063,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138866931200027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.622462272644043,
|
|
"val_loss": 1.0915429592132568,
|
|
"acc": 62.5,
|
|
"time": 276.67416889499873,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143116742372513,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142080366611481,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144270837306976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143110036849976,
|
|
"m": 0.843532919883728
|
|
},
|
|
{
|
|
"p": 0.07143519818782806,
|
|
"m": 0.2771405875682831
|
|
},
|
|
{
|
|
"p": 0.07142654806375504,
|
|
"m": 0.16073086857795715
|
|
},
|
|
{
|
|
"p": 0.07141867280006409,
|
|
"m": 0.6271935701370239
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145287096500397,
|
|
"m": 0.6549733281135559
|
|
},
|
|
{
|
|
"p": 0.0714230090379715,
|
|
"m": 0.46535757184028625
|
|
},
|
|
{
|
|
"p": 0.07142417132854462,
|
|
"m": 0.846331000328064
|
|
},
|
|
{
|
|
"p": 0.0714351087808609,
|
|
"m": 0.951513946056366
|
|
},
|
|
{
|
|
"p": 0.07142601907253265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140401005744934,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.526404857635498,
|
|
"val_loss": 1.1064157485961914,
|
|
"acc": 62.97,
|
|
"time": 276.74799025291577,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142937928438187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140322029590607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143363356590271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142117619514465,
|
|
"m": 0.8000817894935608
|
|
},
|
|
{
|
|
"p": 0.07144080102443695,
|
|
"m": 0.19009153544902802
|
|
},
|
|
{
|
|
"p": 0.07143083214759827,
|
|
"m": 0.20744527876377106
|
|
},
|
|
{
|
|
"p": 0.07144355028867722,
|
|
"m": 0.6488460302352905
|
|
},
|
|
{
|
|
"p": 0.07143198698759079,
|
|
"m": 0.9832456111907959
|
|
},
|
|
{
|
|
"p": 0.0714452862739563,
|
|
"m": 0.6735804080963135
|
|
},
|
|
{
|
|
"p": 0.07143901288509369,
|
|
"m": 0.5226464867591858
|
|
},
|
|
{
|
|
"p": 0.07142564654350281,
|
|
"m": 0.8634545207023621
|
|
},
|
|
{
|
|
"p": 0.07144344598054886,
|
|
"m": 0.9791092276573181
|
|
},
|
|
{
|
|
"p": 0.07142806053161621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138403505086899,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 2.6033072471618652,
|
|
"val_loss": 0.9972120523452759,
|
|
"acc": 63.6,
|
|
"time": 276.7092392130289,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144062221050262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141714543104172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714336708188057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140616327524185,
|
|
"m": 0.6303364038467407
|
|
},
|
|
{
|
|
"p": 0.07143402844667435,
|
|
"m": 0.18813715875148773
|
|
},
|
|
{
|
|
"p": 0.07142282277345657,
|
|
"m": 0.2506066560745239
|
|
},
|
|
{
|
|
"p": 0.07142910361289978,
|
|
"m": 0.6157610416412354
|
|
},
|
|
{
|
|
"p": 0.0714365541934967,
|
|
"m": 0.9364283680915833
|
|
},
|
|
{
|
|
"p": 0.07142415642738342,
|
|
"m": 0.6876160502433777
|
|
},
|
|
{
|
|
"p": 0.07143033295869827,
|
|
"m": 0.611312985420227
|
|
},
|
|
{
|
|
"p": 0.07142584770917892,
|
|
"m": 0.8499787449836731
|
|
},
|
|
{
|
|
"p": 0.07144400477409363,
|
|
"m": 0.9705492258071899
|
|
},
|
|
{
|
|
"p": 0.07146038860082626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139518857002258,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 2.2586405277252197,
|
|
"val_loss": 1.0648167133331299,
|
|
"acc": 62.37,
|
|
"time": 276.9371414500056,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143253087997437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142209261655807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144603133201599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143377512693405,
|
|
"m": 0.7612664699554443
|
|
},
|
|
{
|
|
"p": 0.07144396007061005,
|
|
"m": 0.1403781771659851
|
|
},
|
|
{
|
|
"p": 0.0714319720864296,
|
|
"m": 0.11790643632411957
|
|
},
|
|
{
|
|
"p": 0.07141654193401337,
|
|
"m": 0.6150623559951782
|
|
},
|
|
{
|
|
"p": 0.0714145079255104,
|
|
"m": 0.978491485118866
|
|
},
|
|
{
|
|
"p": 0.07142321020364761,
|
|
"m": 0.6884554028511047
|
|
},
|
|
{
|
|
"p": 0.07142706215381622,
|
|
"m": 0.6492457985877991
|
|
},
|
|
{
|
|
"p": 0.0714275985956192,
|
|
"m": 0.8216932415962219
|
|
},
|
|
{
|
|
"p": 0.07144009321928024,
|
|
"m": 0.9934183955192566
|
|
},
|
|
{
|
|
"p": 0.0714319720864296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140865921974182,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.5134100914001465,
|
|
"val_loss": 0.9978982210159302,
|
|
"acc": 63.53,
|
|
"time": 275.5901416259585,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144565135240555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714033991098404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143689692020416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142814248800278,
|
|
"m": 0.7307815551757812
|
|
},
|
|
{
|
|
"p": 0.07143732905387878,
|
|
"m": 0.1607223004102707
|
|
},
|
|
{
|
|
"p": 0.07143543660640717,
|
|
"m": 0.1309613734483719
|
|
},
|
|
{
|
|
"p": 0.07142584770917892,
|
|
"m": 0.6041052341461182
|
|
},
|
|
{
|
|
"p": 0.07142393290996552,
|
|
"m": 0.9815255999565125
|
|
},
|
|
{
|
|
"p": 0.07143241167068481,
|
|
"m": 0.7351717948913574
|
|
},
|
|
{
|
|
"p": 0.0714363157749176,
|
|
"m": 0.6248428225517273
|
|
},
|
|
{
|
|
"p": 0.07144664227962494,
|
|
"m": 0.8157778978347778
|
|
},
|
|
{
|
|
"p": 0.07141894847154617,
|
|
"m": 0.9909150004386902
|
|
},
|
|
{
|
|
"p": 0.07142982631921768,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139920443296432,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 2.578258514404297,
|
|
"val_loss": 1.076843500137329,
|
|
"acc": 62.29,
|
|
"time": 277.46697519905865,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143791764974594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141044735908508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142435014247894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141873240470886,
|
|
"m": 0.7105685472488403
|
|
},
|
|
{
|
|
"p": 0.07144616544246674,
|
|
"m": 0.10167399793863297
|
|
},
|
|
{
|
|
"p": 0.07141559571027756,
|
|
"m": 0.14441624283790588
|
|
},
|
|
{
|
|
"p": 0.07143742591142654,
|
|
"m": 0.6592721343040466
|
|
},
|
|
{
|
|
"p": 0.07141704857349396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142060250043869,
|
|
"m": 0.7204107642173767
|
|
},
|
|
{
|
|
"p": 0.07144469022750854,
|
|
"m": 0.649776816368103
|
|
},
|
|
{
|
|
"p": 0.07144685089588165,
|
|
"m": 0.8100811243057251
|
|
},
|
|
{
|
|
"p": 0.07144745439291,
|
|
"m": 0.9996259212493896
|
|
},
|
|
{
|
|
"p": 0.07142961770296097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140307128429413,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 2.5082309246063232,
|
|
"val_loss": 1.0561696290969849,
|
|
"acc": 62.74,
|
|
"time": 276.84069515008014,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714302659034729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142387330532074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141551375389099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141956686973572,
|
|
"m": 0.6678099632263184
|
|
},
|
|
{
|
|
"p": 0.0714339017868042,
|
|
"m": 0.12679749727249146
|
|
},
|
|
{
|
|
"p": 0.0714300349354744,
|
|
"m": 0.28020915389060974
|
|
},
|
|
{
|
|
"p": 0.07141754776239395,
|
|
"m": 0.6994976997375488
|
|
},
|
|
{
|
|
"p": 0.07143044471740723,
|
|
"m": 0.9991359710693359
|
|
},
|
|
{
|
|
"p": 0.07143963873386383,
|
|
"m": 0.7360854148864746
|
|
},
|
|
{
|
|
"p": 0.07143457978963852,
|
|
"m": 0.6733406186103821
|
|
},
|
|
{
|
|
"p": 0.07144541293382645,
|
|
"m": 0.8207873106002808
|
|
},
|
|
{
|
|
"p": 0.07142580300569534,
|
|
"m": 0.992379903793335
|
|
},
|
|
{
|
|
"p": 0.07143325358629227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142018526792526,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.5272860527038574,
|
|
"val_loss": 0.9219545125961304,
|
|
"acc": 65.44,
|
|
"time": 277.83805204508826,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143429666757584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140690833330154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714249387383461,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144795358181,
|
|
"m": 0.6550969481468201
|
|
},
|
|
{
|
|
"p": 0.0714261531829834,
|
|
"m": 0.19909252226352692
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.3746892511844635
|
|
},
|
|
{
|
|
"p": 0.07143454253673553,
|
|
"m": 0.6720540523529053
|
|
},
|
|
{
|
|
"p": 0.07142950594425201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143718749284744,
|
|
"m": 0.7371653914451599
|
|
},
|
|
{
|
|
"p": 0.07142879068851471,
|
|
"m": 0.7156062722206116
|
|
},
|
|
{
|
|
"p": 0.07142304629087448,
|
|
"m": 0.8074426054954529
|
|
},
|
|
{
|
|
"p": 0.07143335044384003,
|
|
"m": 0.962307870388031
|
|
},
|
|
{
|
|
"p": 0.07144750654697418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139738649129868,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 2.522836208343506,
|
|
"val_loss": 1.0465868711471558,
|
|
"acc": 63.31,
|
|
"time": 276.32284202903975,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141588628292084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140331715345383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143757492303848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144173979759216,
|
|
"m": 0.7147244215011597
|
|
},
|
|
{
|
|
"p": 0.07142671197652817,
|
|
"m": 0.27151715755462646
|
|
},
|
|
{
|
|
"p": 0.07142146676778793,
|
|
"m": 0.36110469698905945
|
|
},
|
|
{
|
|
"p": 0.07143532484769821,
|
|
"m": 0.6168298125267029
|
|
},
|
|
{
|
|
"p": 0.07142926007509232,
|
|
"m": 0.9996545314788818
|
|
},
|
|
{
|
|
"p": 0.07143186777830124,
|
|
"m": 0.7520433664321899
|
|
},
|
|
{
|
|
"p": 0.0714431032538414,
|
|
"m": 0.6782001852989197
|
|
},
|
|
{
|
|
"p": 0.0714479386806488,
|
|
"m": 0.8204296231269836
|
|
},
|
|
{
|
|
"p": 0.07143865525722504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145033031702042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137682288885117,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.6116528511047363,
|
|
"val_loss": 1.2039668560028076,
|
|
"acc": 63.05,
|
|
"time": 280.28245017002337,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143829762935638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141821831464767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143408805131912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138179987668991,
|
|
"m": 0.5871254205703735
|
|
},
|
|
{
|
|
"p": 0.07142791897058487,
|
|
"m": 0.41306644678115845
|
|
},
|
|
{
|
|
"p": 0.07140859961509705,
|
|
"m": 0.3086117208003998
|
|
},
|
|
{
|
|
"p": 0.07141242176294327,
|
|
"m": 0.6911109685897827
|
|
},
|
|
{
|
|
"p": 0.07141070812940598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071429543197155,
|
|
"m": 0.7642858624458313
|
|
},
|
|
{
|
|
"p": 0.07147011160850525,
|
|
"m": 0.726385235786438
|
|
},
|
|
{
|
|
"p": 0.07141565531492233,
|
|
"m": 0.8277657628059387
|
|
},
|
|
{
|
|
"p": 0.07145307958126068,
|
|
"m": 0.9746344089508057
|
|
},
|
|
{
|
|
"p": 0.07145464420318604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144489139318466,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.230286121368408,
|
|
"val_loss": 1.0145759582519531,
|
|
"acc": 63.44,
|
|
"time": 276.59126964595634,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714573934674263,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140783220529556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143684476613998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144952565431595,
|
|
"m": 0.6308258175849915
|
|
},
|
|
{
|
|
"p": 0.07142555713653564,
|
|
"m": 0.38666579127311707
|
|
},
|
|
{
|
|
"p": 0.07142908871173859,
|
|
"m": 0.32763537764549255
|
|
},
|
|
{
|
|
"p": 0.07142312824726105,
|
|
"m": 0.7674083113670349
|
|
},
|
|
{
|
|
"p": 0.07141666859388351,
|
|
"m": 0.9744192361831665
|
|
},
|
|
{
|
|
"p": 0.07144177705049515,
|
|
"m": 0.7777659893035889
|
|
},
|
|
{
|
|
"p": 0.07146152853965759,
|
|
"m": 0.8557398319244385
|
|
},
|
|
{
|
|
"p": 0.0714101567864418,
|
|
"m": 0.8429314494132996
|
|
},
|
|
{
|
|
"p": 0.07140827924013138,
|
|
"m": 0.985358476638794
|
|
},
|
|
{
|
|
"p": 0.07143079489469528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140142470598221,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.6497323513031006,
|
|
"val_loss": 0.9659314751625061,
|
|
"acc": 65.23,
|
|
"time": 276.7184285109397,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141368836164474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714123547077179,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714181587100029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148203998804092,
|
|
"m": 0.6595622301101685
|
|
},
|
|
{
|
|
"p": 0.07140769809484482,
|
|
"m": 0.4478675425052643
|
|
},
|
|
{
|
|
"p": 0.0714101642370224,
|
|
"m": 0.3418214023113251
|
|
},
|
|
{
|
|
"p": 0.07144692540168762,
|
|
"m": 0.7474214434623718
|
|
},
|
|
{
|
|
"p": 0.07144785672426224,
|
|
"m": 0.8056842088699341
|
|
},
|
|
{
|
|
"p": 0.07141435891389847,
|
|
"m": 0.7904079556465149
|
|
},
|
|
{
|
|
"p": 0.07143319398164749,
|
|
"m": 0.8807684779167175
|
|
},
|
|
{
|
|
"p": 0.0714651569724083,
|
|
"m": 0.8510459065437317
|
|
},
|
|
{
|
|
"p": 0.07143748551607132,
|
|
"m": 0.984005331993103
|
|
},
|
|
{
|
|
"p": 0.07142691314220428,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138397544622421,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.9087443351745605,
|
|
"val_loss": 1.0312681198120117,
|
|
"acc": 65.81,
|
|
"time": 276.7710563739529,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141094654798508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141627371311188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714268833398819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071434885263443,
|
|
"m": 0.7712692618370056
|
|
},
|
|
{
|
|
"p": 0.07140681892633438,
|
|
"m": 0.5471009016036987
|
|
},
|
|
{
|
|
"p": 0.07141938805580139,
|
|
"m": 0.48494642972946167
|
|
},
|
|
{
|
|
"p": 0.07143256813287735,
|
|
"m": 0.7427434325218201
|
|
},
|
|
{
|
|
"p": 0.07142503559589386,
|
|
"m": 0.8774027228355408
|
|
},
|
|
{
|
|
"p": 0.07143665850162506,
|
|
"m": 0.8235679268836975
|
|
},
|
|
{
|
|
"p": 0.07143817096948624,
|
|
"m": 0.9534664750099182
|
|
},
|
|
{
|
|
"p": 0.07144783437252045,
|
|
"m": 0.8582887053489685
|
|
},
|
|
{
|
|
"p": 0.07143517583608627,
|
|
"m": 0.9329394698143005
|
|
},
|
|
{
|
|
"p": 0.0714513435959816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141804695129395,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 2.409984588623047,
|
|
"val_loss": 1.0065988302230835,
|
|
"acc": 65.89,
|
|
"time": 275.82719202095177,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144536077976227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140136510133743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142813503742218,
|
|
"m": 0.839710533618927
|
|
},
|
|
{
|
|
"p": 0.07143183797597885,
|
|
"m": 0.6256847381591797
|
|
},
|
|
{
|
|
"p": 0.0714271292090416,
|
|
"m": 0.5682410001754761
|
|
},
|
|
{
|
|
"p": 0.0714327022433281,
|
|
"m": 0.7312253713607788
|
|
},
|
|
{
|
|
"p": 0.07143279165029526,
|
|
"m": 0.938743531703949
|
|
},
|
|
{
|
|
"p": 0.07144591212272644,
|
|
"m": 0.836784839630127
|
|
},
|
|
{
|
|
"p": 0.07146939635276794,
|
|
"m": 0.9210511445999146
|
|
},
|
|
{
|
|
"p": 0.07142068445682526,
|
|
"m": 0.8880813121795654
|
|
},
|
|
{
|
|
"p": 0.07142284512519836,
|
|
"m": 0.994400143623352
|
|
},
|
|
{
|
|
"p": 0.07144435495138168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136892527341843,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.9757351875305176,
|
|
"val_loss": 0.961219310760498,
|
|
"acc": 64.53,
|
|
"time": 276.0429176669568,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141610980033875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139243930578232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142695039510727,
|
|
"m": 0.8170110583305359
|
|
},
|
|
{
|
|
"p": 0.07139600068330765,
|
|
"m": 0.6210463643074036
|
|
},
|
|
{
|
|
"p": 0.07141368836164474,
|
|
"m": 0.4376920461654663
|
|
},
|
|
{
|
|
"p": 0.07143280655145645,
|
|
"m": 0.7132198810577393
|
|
},
|
|
{
|
|
"p": 0.07144289463758469,
|
|
"m": 0.9143291711807251
|
|
},
|
|
{
|
|
"p": 0.07142946869134903,
|
|
"m": 0.8570681214332581
|
|
},
|
|
{
|
|
"p": 0.07147125154733658,
|
|
"m": 0.8238164186477661
|
|
},
|
|
{
|
|
"p": 0.07147227972745895,
|
|
"m": 0.9616342186927795
|
|
},
|
|
{
|
|
"p": 0.07143262773752213,
|
|
"m": 0.9627846479415894
|
|
},
|
|
{
|
|
"p": 0.07145161926746368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139319181442261,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.6452741622924805,
|
|
"val_loss": 1.0684798955917358,
|
|
"acc": 63.92,
|
|
"time": 277.23849100305233,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07137198001146317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141852378845215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071394182741642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141956686973572,
|
|
"m": 0.8806667327880859
|
|
},
|
|
{
|
|
"p": 0.07147537171840668,
|
|
"m": 0.5945557355880737
|
|
},
|
|
{
|
|
"p": 0.0714259222149849,
|
|
"m": 0.4482617676258087
|
|
},
|
|
{
|
|
"p": 0.07144574075937271,
|
|
"m": 0.7506908178329468
|
|
},
|
|
{
|
|
"p": 0.07141002267599106,
|
|
"m": 0.9938793182373047
|
|
},
|
|
{
|
|
"p": 0.07147641479969025,
|
|
"m": 0.8691285848617554
|
|
},
|
|
{
|
|
"p": 0.07142750173807144,
|
|
"m": 0.8379834294319153
|
|
},
|
|
{
|
|
"p": 0.071474090218544,
|
|
"m": 0.940858006477356
|
|
},
|
|
{
|
|
"p": 0.07147638499736786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145792990922928,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132639735937119,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.9968996047973633,
|
|
"val_loss": 0.9915896058082581,
|
|
"acc": 67.06,
|
|
"time": 277.2939284259919,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143840193748474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714140459895134,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141931354999542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143394649028778,
|
|
"m": 0.8680955767631531
|
|
},
|
|
{
|
|
"p": 0.07140973955392838,
|
|
"m": 0.5379089713096619
|
|
},
|
|
{
|
|
"p": 0.07141483575105667,
|
|
"m": 0.49236759543418884
|
|
},
|
|
{
|
|
"p": 0.07140979915857315,
|
|
"m": 0.7918475270271301
|
|
},
|
|
{
|
|
"p": 0.07141713052988052,
|
|
"m": 0.8950827717781067
|
|
},
|
|
{
|
|
"p": 0.07144150137901306,
|
|
"m": 0.8840391635894775
|
|
},
|
|
{
|
|
"p": 0.07143132388591766,
|
|
"m": 0.7897194027900696
|
|
},
|
|
{
|
|
"p": 0.07145408540964127,
|
|
"m": 0.9226110577583313
|
|
},
|
|
{
|
|
"p": 0.0714351087808609,
|
|
"m": 0.9957284927368164
|
|
},
|
|
{
|
|
"p": 0.07145626097917557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142449170351028,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 2.516411781311035,
|
|
"val_loss": 1.000959038734436,
|
|
"acc": 65.87,
|
|
"time": 276.5392961730249,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143817096948624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714140385389328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143460959196091,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141801714897156,
|
|
"m": 0.8042156100273132
|
|
},
|
|
{
|
|
"p": 0.07142678648233414,
|
|
"m": 0.5446096658706665
|
|
},
|
|
{
|
|
"p": 0.07143379747867584,
|
|
"m": 0.5947942137718201
|
|
},
|
|
{
|
|
"p": 0.07145120203495026,
|
|
"m": 0.7718151807785034
|
|
},
|
|
{
|
|
"p": 0.07141688466072083,
|
|
"m": 0.901196300983429
|
|
},
|
|
{
|
|
"p": 0.0714278295636177,
|
|
"m": 0.8634234070777893
|
|
},
|
|
{
|
|
"p": 0.07141724973917007,
|
|
"m": 0.7818664312362671
|
|
},
|
|
{
|
|
"p": 0.07142463326454163,
|
|
"m": 0.9468498229980469
|
|
},
|
|
{
|
|
"p": 0.07145804166793823,
|
|
"m": 0.9983850717544556
|
|
},
|
|
{
|
|
"p": 0.07145477086305618,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138396054506302,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 2.6610968112945557,
|
|
"val_loss": 1.0133334398269653,
|
|
"acc": 63.83,
|
|
"time": 276.67470510397106,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143805176019669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142174988985062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143139839172363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714312195777893,
|
|
"m": 0.7366074323654175
|
|
},
|
|
{
|
|
"p": 0.07141920924186707,
|
|
"m": 0.6097971200942993
|
|
},
|
|
{
|
|
"p": 0.07143393158912659,
|
|
"m": 0.543056309223175
|
|
},
|
|
{
|
|
"p": 0.07143186032772064,
|
|
"m": 0.8041824698448181
|
|
},
|
|
{
|
|
"p": 0.07143955677747726,
|
|
"m": 0.9446064233779907
|
|
},
|
|
{
|
|
"p": 0.07144297659397125,
|
|
"m": 0.8872302770614624
|
|
},
|
|
{
|
|
"p": 0.07145222276449203,
|
|
"m": 0.8177632689476013
|
|
},
|
|
{
|
|
"p": 0.0714283362030983,
|
|
"m": 0.995873749256134
|
|
},
|
|
{
|
|
"p": 0.07144483178853989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143990695476532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134474813938141,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.297797203063965,
|
|
"val_loss": 0.9300031661987305,
|
|
"acc": 65.2,
|
|
"time": 277.141998097999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143012434244156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141618430614471,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144128531217575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143713533878326,
|
|
"m": 0.7505720257759094
|
|
},
|
|
{
|
|
"p": 0.07142997533082962,
|
|
"m": 0.5169629454612732
|
|
},
|
|
{
|
|
"p": 0.0714152529835701,
|
|
"m": 0.42110008001327515
|
|
},
|
|
{
|
|
"p": 0.07142101973295212,
|
|
"m": 0.910322904586792
|
|
},
|
|
{
|
|
"p": 0.07144134491682053,
|
|
"m": 0.8835685849189758
|
|
},
|
|
{
|
|
"p": 0.07143166661262512,
|
|
"m": 0.8604062795639038
|
|
},
|
|
{
|
|
"p": 0.07143174856901169,
|
|
"m": 0.8712056279182434
|
|
},
|
|
{
|
|
"p": 0.07145956158638,
|
|
"m": 0.8862082958221436
|
|
},
|
|
{
|
|
"p": 0.07145250588655472,
|
|
"m": 0.9983876943588257
|
|
},
|
|
{
|
|
"p": 0.07143457978963852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135765999555588,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.6362905502319336,
|
|
"val_loss": 0.9592864513397217,
|
|
"acc": 66.11,
|
|
"time": 278.0771724450169,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143393158912659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141230255365372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142102718353271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071439728140831,
|
|
"m": 0.7660782933235168
|
|
},
|
|
{
|
|
"p": 0.0714062824845314,
|
|
"m": 0.6401774287223816
|
|
},
|
|
{
|
|
"p": 0.07141609489917755,
|
|
"m": 0.4342256486415863
|
|
},
|
|
{
|
|
"p": 0.07144515961408615,
|
|
"m": 0.8408167362213135
|
|
},
|
|
{
|
|
"p": 0.07143393158912659,
|
|
"m": 0.7828173041343689
|
|
},
|
|
{
|
|
"p": 0.07144473493099213,
|
|
"m": 0.8837144374847412
|
|
},
|
|
{
|
|
"p": 0.07144443690776825,
|
|
"m": 0.8699042797088623
|
|
},
|
|
{
|
|
"p": 0.07145387679338455,
|
|
"m": 0.9113238453865051
|
|
},
|
|
{
|
|
"p": 0.07146366685628891,
|
|
"m": 0.9795540571212769
|
|
},
|
|
{
|
|
"p": 0.07142003625631332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136479765176773,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.5111286640167236,
|
|
"val_loss": 1.1232068538665771,
|
|
"acc": 63.58,
|
|
"time": 276.0490595790325,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150343805551529,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713878870010376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151908427476883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123266160488129,
|
|
"m": 0.7452625632286072
|
|
},
|
|
{
|
|
"p": 0.07146348059177399,
|
|
"m": 0.5732274055480957
|
|
},
|
|
{
|
|
"p": 0.07145746797323227,
|
|
"m": 0.3855789303779602
|
|
},
|
|
{
|
|
"p": 0.07148697972297668,
|
|
"m": 0.7850129008293152
|
|
},
|
|
{
|
|
"p": 0.07151875644922256,
|
|
"m": 0.8572329878807068
|
|
},
|
|
{
|
|
"p": 0.07137499749660492,
|
|
"m": 0.9185245037078857
|
|
},
|
|
{
|
|
"p": 0.07134754955768585,
|
|
"m": 0.875911295413971
|
|
},
|
|
{
|
|
"p": 0.07140017300844193,
|
|
"m": 0.9756165742874146
|
|
},
|
|
{
|
|
"p": 0.07144258916378021,
|
|
"m": 0.9809277653694153
|
|
},
|
|
{
|
|
"p": 0.0714537724852562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141117006540298,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.5707929134368896,
|
|
"val_loss": 0.924640953540802,
|
|
"acc": 67.04,
|
|
"time": 275.94854132900946,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144275307655334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140364497900009,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142530381679535,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142940163612366,
|
|
"m": 0.6498228907585144
|
|
},
|
|
{
|
|
"p": 0.07143045216798782,
|
|
"m": 0.5171065330505371
|
|
},
|
|
{
|
|
"p": 0.07141219079494476,
|
|
"m": 0.35705065727233887
|
|
},
|
|
{
|
|
"p": 0.07141223549842834,
|
|
"m": 0.875726580619812
|
|
},
|
|
{
|
|
"p": 0.07143862545490265,
|
|
"m": 0.8101481199264526
|
|
},
|
|
{
|
|
"p": 0.0714903250336647,
|
|
"m": 0.8315809369087219
|
|
},
|
|
{
|
|
"p": 0.07141848653554916,
|
|
"m": 0.9877409934997559
|
|
},
|
|
{
|
|
"p": 0.0714666098356247,
|
|
"m": 0.8146774768829346
|
|
},
|
|
{
|
|
"p": 0.07144792377948761,
|
|
"m": 0.992575466632843
|
|
},
|
|
{
|
|
"p": 0.07145990431308746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132209837436676,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 2.2711381912231445,
|
|
"val_loss": 0.9614800810813904,
|
|
"acc": 68.19,
|
|
"time": 276.7520715330029,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141928374767303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140541821718216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144834101200104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138185203075409,
|
|
"m": 0.7652844190597534
|
|
},
|
|
{
|
|
"p": 0.07137542963027954,
|
|
"m": 0.5354611277580261
|
|
},
|
|
{
|
|
"p": 0.07138349860906601,
|
|
"m": 0.24880351126194
|
|
},
|
|
{
|
|
"p": 0.07144297659397125,
|
|
"m": 0.9887450933456421
|
|
},
|
|
{
|
|
"p": 0.07141358405351639,
|
|
"m": 0.7462866306304932
|
|
},
|
|
{
|
|
"p": 0.07150019705295563,
|
|
"m": 0.8165752291679382
|
|
},
|
|
{
|
|
"p": 0.07147644460201263,
|
|
"m": 0.999424934387207
|
|
},
|
|
{
|
|
"p": 0.07144613564014435,
|
|
"m": 0.8269280195236206
|
|
},
|
|
{
|
|
"p": 0.07145985960960388,
|
|
"m": 0.9691821932792664
|
|
},
|
|
{
|
|
"p": 0.07148265093564987,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136432826519012,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 2.2915868759155273,
|
|
"val_loss": 0.9334965348243713,
|
|
"acc": 66.69,
|
|
"time": 274.60562161100097,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146228849887848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141369581222534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714486688375473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140610367059708,
|
|
"m": 0.7003493309020996
|
|
},
|
|
{
|
|
"p": 0.07137425988912582,
|
|
"m": 0.5752565264701843
|
|
},
|
|
{
|
|
"p": 0.07144473493099213,
|
|
"m": 0.11457272619009018
|
|
},
|
|
{
|
|
"p": 0.07143662869930267,
|
|
"m": 0.9713356494903564
|
|
},
|
|
{
|
|
"p": 0.07142039388418198,
|
|
"m": 0.8080973029136658
|
|
},
|
|
{
|
|
"p": 0.07145217806100845,
|
|
"m": 0.8584007620811462
|
|
},
|
|
{
|
|
"p": 0.07144395262002945,
|
|
"m": 0.9820712208747864
|
|
},
|
|
{
|
|
"p": 0.07140287011861801,
|
|
"m": 0.807365357875824
|
|
},
|
|
{
|
|
"p": 0.0714343935251236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146777957677841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139205932617188,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.013400077819824,
|
|
"val_loss": 0.8615373969078064,
|
|
"acc": 66.71,
|
|
"time": 276.6060203879606,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142940908670425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071406789124012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144314050674438,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147596031427383,
|
|
"m": 0.6917247772216797
|
|
},
|
|
{
|
|
"p": 0.07139832526445389,
|
|
"m": 0.4720001220703125
|
|
},
|
|
{
|
|
"p": 0.07135727256536484,
|
|
"m": 0.14898118376731873
|
|
},
|
|
{
|
|
"p": 0.07139262557029724,
|
|
"m": 0.9943369030952454
|
|
},
|
|
{
|
|
"p": 0.0714346170425415,
|
|
"m": 0.9963963031768799
|
|
},
|
|
{
|
|
"p": 0.07149212807416916,
|
|
"m": 0.907589316368103
|
|
},
|
|
{
|
|
"p": 0.07147903740406036,
|
|
"m": 0.9593289494514465
|
|
},
|
|
{
|
|
"p": 0.07144287973642349,
|
|
"m": 0.8430283069610596
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142774015665054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139138877391815,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 2.1385226249694824,
|
|
"val_loss": 0.9401336908340454,
|
|
"acc": 67.62,
|
|
"time": 276.0503853240516,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143152505159378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141414284706116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142316550016403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145838439464569,
|
|
"m": 0.7775750160217285
|
|
},
|
|
{
|
|
"p": 0.07140398770570755,
|
|
"m": 0.47362157702445984
|
|
},
|
|
{
|
|
"p": 0.0714397057890892,
|
|
"m": 0.10111311078071594
|
|
},
|
|
{
|
|
"p": 0.07139027118682861,
|
|
"m": 0.954520583152771
|
|
},
|
|
{
|
|
"p": 0.07140041887760162,
|
|
"m": 0.9926021099090576
|
|
},
|
|
{
|
|
"p": 0.07142758369445801,
|
|
"m": 0.8722954988479614
|
|
},
|
|
{
|
|
"p": 0.0714174211025238,
|
|
"m": 0.9410379528999329
|
|
},
|
|
{
|
|
"p": 0.07148832082748413,
|
|
"m": 0.8779369592666626
|
|
},
|
|
{
|
|
"p": 0.07146280258893967,
|
|
"m": 0.9999333024024963
|
|
},
|
|
{
|
|
"p": 0.07147946953773499,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136278599500656,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.1396710872650146,
|
|
"val_loss": 0.9680129885673523,
|
|
"acc": 65.72,
|
|
"time": 276.80820390500594,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142993062734604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714225322008133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714331641793251,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147419452667236,
|
|
"m": 0.8337905406951904
|
|
},
|
|
{
|
|
"p": 0.07142415642738342,
|
|
"m": 0.3464905619621277
|
|
},
|
|
{
|
|
"p": 0.07142028212547302,
|
|
"m": 0.13670994341373444
|
|
},
|
|
{
|
|
"p": 0.0714133232831955,
|
|
"m": 0.9252806305885315
|
|
},
|
|
{
|
|
"p": 0.07139532268047333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071433424949646,
|
|
"m": 0.867782473564148
|
|
},
|
|
{
|
|
"p": 0.07141352444887161,
|
|
"m": 0.9233489632606506
|
|
},
|
|
{
|
|
"p": 0.07150226831436157,
|
|
"m": 0.9060676097869873
|
|
},
|
|
{
|
|
"p": 0.07142019271850586,
|
|
"m": 0.8824939131736755
|
|
},
|
|
{
|
|
"p": 0.07146439701318741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135330140590668,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.2168877124786377,
|
|
"val_loss": 0.9975664615631104,
|
|
"acc": 67.55,
|
|
"time": 275.6962624749867,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140744477510452,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140684872865677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137978821992874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147525995969772,
|
|
"m": 0.8252618312835693
|
|
},
|
|
{
|
|
"p": 0.07139410823583603,
|
|
"m": 0.33954423666000366
|
|
},
|
|
{
|
|
"p": 0.07141406834125519,
|
|
"m": 0.1328125298023224
|
|
},
|
|
{
|
|
"p": 0.07141467183828354,
|
|
"m": 0.8874356746673584
|
|
},
|
|
{
|
|
"p": 0.07146454602479935,
|
|
"m": 0.998310387134552
|
|
},
|
|
{
|
|
"p": 0.07148747146129608,
|
|
"m": 0.8614603877067566
|
|
},
|
|
{
|
|
"p": 0.0713779553771019,
|
|
"m": 0.8901792764663696
|
|
},
|
|
{
|
|
"p": 0.07146387547254562,
|
|
"m": 0.9050351977348328
|
|
},
|
|
{
|
|
"p": 0.07143675535917282,
|
|
"m": 0.9913716912269592
|
|
},
|
|
{
|
|
"p": 0.07145176082849503,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714254379272461,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.0891458988189697,
|
|
"val_loss": 0.9936675429344177,
|
|
"acc": 66.61,
|
|
"time": 277.0813910760917,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.071436807513237,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071409672498703,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146431505680084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146044820547104,
|
|
"m": 0.9954828023910522
|
|
},
|
|
{
|
|
"p": 0.07140082865953445,
|
|
"m": 0.31968429684638977
|
|
},
|
|
{
|
|
"p": 0.07145226001739502,
|
|
"m": 0.1345861554145813
|
|
},
|
|
{
|
|
"p": 0.07143448293209076,
|
|
"m": 0.9737287163734436
|
|
},
|
|
{
|
|
"p": 0.07144884020090103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147093117237091,
|
|
"m": 0.8534749150276184
|
|
},
|
|
{
|
|
"p": 0.07138006389141083,
|
|
"m": 0.915116548538208
|
|
},
|
|
{
|
|
"p": 0.07143396139144897,
|
|
"m": 0.8669669032096863
|
|
},
|
|
{
|
|
"p": 0.0714188888669014,
|
|
"m": 0.8995431065559387
|
|
},
|
|
{
|
|
"p": 0.07142160087823868,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136687636375427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.167717933654785,
|
|
"val_loss": 0.8610280752182007,
|
|
"acc": 66.97,
|
|
"time": 275.86565148702357,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142166793346405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141532748937607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139185070991516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714169442653656,
|
|
"m": 0.9770627617835999
|
|
},
|
|
{
|
|
"p": 0.07144414633512497,
|
|
"m": 0.2629580497741699
|
|
},
|
|
{
|
|
"p": 0.07142823189496994,
|
|
"m": 0.17167650163173676
|
|
},
|
|
{
|
|
"p": 0.07141857594251633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714304968714714,
|
|
"m": 0.9087585806846619
|
|
},
|
|
{
|
|
"p": 0.07147297263145447,
|
|
"m": 0.856163501739502
|
|
},
|
|
{
|
|
"p": 0.07144221663475037,
|
|
"m": 0.9120422601699829
|
|
},
|
|
{
|
|
"p": 0.07146227359771729,
|
|
"m": 0.8503903150558472
|
|
},
|
|
{
|
|
"p": 0.07143650949001312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148882746696472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132994383573532,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.1872735023498535,
|
|
"val_loss": 0.7466514706611633,
|
|
"acc": 67.77,
|
|
"time": 277.08676048298366,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142268866300583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714406967163086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145185768604279,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151037454605103,
|
|
"m": 0.944807231426239
|
|
},
|
|
{
|
|
"p": 0.07137768715620041,
|
|
"m": 0.2988715171813965
|
|
},
|
|
{
|
|
"p": 0.07144926488399506,
|
|
"m": 0.307075172662735
|
|
},
|
|
{
|
|
"p": 0.07138044387102127,
|
|
"m": 0.9834898710250854
|
|
},
|
|
{
|
|
"p": 0.07142116874456406,
|
|
"m": 0.8405393362045288
|
|
},
|
|
{
|
|
"p": 0.07143491506576538,
|
|
"m": 0.8359618782997131
|
|
},
|
|
{
|
|
"p": 0.07143963873386383,
|
|
"m": 0.9823676943778992
|
|
},
|
|
{
|
|
"p": 0.07150092720985413,
|
|
"m": 0.8372600078582764
|
|
},
|
|
{
|
|
"p": 0.07143758982419968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142451405525208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130828499794006,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.2449543476104736,
|
|
"val_loss": 1.0397902727127075,
|
|
"acc": 65.44,
|
|
"time": 277.74999723094516,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143998146057129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713866576552391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145338505506516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148763537406921,
|
|
"m": 0.9892973899841309
|
|
},
|
|
{
|
|
"p": 0.07145150005817413,
|
|
"m": 0.20106545090675354
|
|
},
|
|
{
|
|
"p": 0.07136378437280655,
|
|
"m": 0.3196049928665161
|
|
},
|
|
{
|
|
"p": 0.07142187654972076,
|
|
"m": 0.9979716539382935
|
|
},
|
|
{
|
|
"p": 0.07140132784843445,
|
|
"m": 0.8360030055046082
|
|
},
|
|
{
|
|
"p": 0.07149740308523178,
|
|
"m": 0.8626643419265747
|
|
},
|
|
{
|
|
"p": 0.07146239280700684,
|
|
"m": 0.9298112988471985
|
|
},
|
|
{
|
|
"p": 0.07139593362808228,
|
|
"m": 0.8383458852767944
|
|
},
|
|
{
|
|
"p": 0.07142890244722366,
|
|
"m": 0.9864484071731567
|
|
},
|
|
{
|
|
"p": 0.0714682787656784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134093344211578,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.1442623138427734,
|
|
"val_loss": 0.9995467662811279,
|
|
"acc": 67.24,
|
|
"time": 276.9397554460447,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143380492925644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141271978616714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141023874282837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146720588207245,
|
|
"m": 0.9655817747116089
|
|
},
|
|
{
|
|
"p": 0.07139766216278076,
|
|
"m": 0.36944183707237244
|
|
},
|
|
{
|
|
"p": 0.0714530274271965,
|
|
"m": 0.4283735454082489
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143983244895935,
|
|
"m": 0.8477142453193665
|
|
},
|
|
{
|
|
"p": 0.07140380144119263,
|
|
"m": 0.8487141132354736
|
|
},
|
|
{
|
|
"p": 0.07145825773477554,
|
|
"m": 0.9034714698791504
|
|
},
|
|
{
|
|
"p": 0.0714646652340889,
|
|
"m": 0.8297021985054016
|
|
},
|
|
{
|
|
"p": 0.07142159342765808,
|
|
"m": 0.9953767657279968
|
|
},
|
|
{
|
|
"p": 0.07145470380783081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135377824306488,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 2.444669485092163,
|
|
"val_loss": 0.9480768442153931,
|
|
"acc": 65.38,
|
|
"time": 275.8675760739716,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143238186836243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138668745756149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714796856045723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143489271402359,
|
|
"m": 0.9242761731147766
|
|
},
|
|
{
|
|
"p": 0.07142401486635208,
|
|
"m": 0.3645300269126892
|
|
},
|
|
{
|
|
"p": 0.07139342278242111,
|
|
"m": 0.503521203994751
|
|
},
|
|
{
|
|
"p": 0.07148116081953049,
|
|
"m": 0.9806309938430786
|
|
},
|
|
{
|
|
"p": 0.0714254379272461,
|
|
"m": 0.8640226721763611
|
|
},
|
|
{
|
|
"p": 0.07147755473852158,
|
|
"m": 0.8491722345352173
|
|
},
|
|
{
|
|
"p": 0.07140903174877167,
|
|
"m": 0.9628720283508301
|
|
},
|
|
{
|
|
"p": 0.07145875692367554,
|
|
"m": 0.7782498598098755
|
|
},
|
|
{
|
|
"p": 0.07145115733146667,
|
|
"m": 0.9995861053466797
|
|
},
|
|
{
|
|
"p": 0.07142263650894165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132323086261749,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.472076654434204,
|
|
"val_loss": 0.9031659960746765,
|
|
"acc": 67.44,
|
|
"time": 275.7957791790832,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07139755040407181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139293104410172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145240157842636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140651345252991,
|
|
"m": 0.983527421951294
|
|
},
|
|
{
|
|
"p": 0.07140447199344635,
|
|
"m": 0.42343831062316895
|
|
},
|
|
{
|
|
"p": 0.07142575830221176,
|
|
"m": 0.4312853217124939
|
|
},
|
|
{
|
|
"p": 0.07141979038715363,
|
|
"m": 0.9188444018363953
|
|
},
|
|
{
|
|
"p": 0.07138939946889877,
|
|
"m": 0.8789969682693481
|
|
},
|
|
{
|
|
"p": 0.07146937400102615,
|
|
"m": 0.8855761885643005
|
|
},
|
|
{
|
|
"p": 0.07149503380060196,
|
|
"m": 0.963248610496521
|
|
},
|
|
{
|
|
"p": 0.07152870297431946,
|
|
"m": 0.7865351438522339
|
|
},
|
|
{
|
|
"p": 0.07141271978616714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145310193300247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135223597288132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.1694374084472656,
|
|
"val_loss": 1.0422860383987427,
|
|
"acc": 67.55,
|
|
"time": 279.1813172129914,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07137748599052429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135765254497528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145112007856369,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151006907224655,
|
|
"m": 0.9379106760025024
|
|
},
|
|
{
|
|
"p": 0.07140177488327026,
|
|
"m": 0.49396413564682007
|
|
},
|
|
{
|
|
"p": 0.07137856632471085,
|
|
"m": 0.4488336145877838
|
|
},
|
|
{
|
|
"p": 0.07136805355548859,
|
|
"m": 0.9863078594207764
|
|
},
|
|
{
|
|
"p": 0.07142671942710876,
|
|
"m": 0.9129100441932678
|
|
},
|
|
{
|
|
"p": 0.07138251513242722,
|
|
"m": 0.9221006035804749
|
|
},
|
|
{
|
|
"p": 0.07149583101272583,
|
|
"m": 0.8325316309928894
|
|
},
|
|
{
|
|
"p": 0.07148338854312897,
|
|
"m": 0.8539724946022034
|
|
},
|
|
{
|
|
"p": 0.07142692804336548,
|
|
"m": 0.9827398061752319
|
|
},
|
|
{
|
|
"p": 0.07145533710718155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148459553718567,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.4832444190979004,
|
|
"val_loss": 0.9600887298583984,
|
|
"acc": 68.09,
|
|
"time": 276.5666315879207,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714108869433403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136701047420502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071445032954216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147593051195145,
|
|
"m": 0.9781750440597534
|
|
},
|
|
{
|
|
"p": 0.07145553827285767,
|
|
"m": 0.5501363277435303
|
|
},
|
|
{
|
|
"p": 0.07144353538751602,
|
|
"m": 0.3576804995536804
|
|
},
|
|
{
|
|
"p": 0.07143504917621613,
|
|
"m": 0.9964621067047119
|
|
},
|
|
{
|
|
"p": 0.07145833224058151,
|
|
"m": 0.9939889311790466
|
|
},
|
|
{
|
|
"p": 0.07143742591142654,
|
|
"m": 0.9253742694854736
|
|
},
|
|
{
|
|
"p": 0.07147517800331116,
|
|
"m": 0.8600714206695557
|
|
},
|
|
{
|
|
"p": 0.07141365110874176,
|
|
"m": 0.8401479125022888
|
|
},
|
|
{
|
|
"p": 0.07140874117612839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150713354349136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126650959253311,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.02128267288208,
|
|
"val_loss": 0.8600013852119446,
|
|
"acc": 68.76,
|
|
"time": 275.9637947860174,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145006954669952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133696973323822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142066210508347,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141491025686264,
|
|
"m": 0.8332291841506958
|
|
},
|
|
{
|
|
"p": 0.07142781466245651,
|
|
"m": 0.5512647032737732
|
|
},
|
|
{
|
|
"p": 0.07143739610910416,
|
|
"m": 0.41027969121932983
|
|
},
|
|
{
|
|
"p": 0.07144352048635483,
|
|
"m": 0.9609430432319641
|
|
},
|
|
{
|
|
"p": 0.07145077735185623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138457149267197,
|
|
"m": 0.9237399697303772
|
|
},
|
|
{
|
|
"p": 0.0714816302061081,
|
|
"m": 0.8821449875831604
|
|
},
|
|
{
|
|
"p": 0.07150645554065704,
|
|
"m": 0.8538651466369629
|
|
},
|
|
{
|
|
"p": 0.07144201546907425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141610980033875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138713449239731,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.9967436790466309,
|
|
"val_loss": 0.8798408508300781,
|
|
"acc": 68.97,
|
|
"time": 277.33223376004025,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714283362030983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141394168138504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714254304766655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145941257476807,
|
|
"m": 0.7941775918006897
|
|
},
|
|
{
|
|
"p": 0.07139820605516434,
|
|
"m": 0.4612891972064972
|
|
},
|
|
{
|
|
"p": 0.07138979434967041,
|
|
"m": 0.428226113319397
|
|
},
|
|
{
|
|
"p": 0.07142940908670425,
|
|
"m": 0.9463328123092651
|
|
},
|
|
{
|
|
"p": 0.07142326980829239,
|
|
"m": 0.9168888926506042
|
|
},
|
|
{
|
|
"p": 0.07139487564563751,
|
|
"m": 0.8586231470108032
|
|
},
|
|
{
|
|
"p": 0.07146920263767242,
|
|
"m": 0.8664222359657288
|
|
},
|
|
{
|
|
"p": 0.07145891338586807,
|
|
"m": 0.8901234269142151
|
|
},
|
|
{
|
|
"p": 0.07142039388418198,
|
|
"m": 0.9875338077545166
|
|
},
|
|
{
|
|
"p": 0.07150973379611969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137905806303024,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.2207953929901123,
|
|
"val_loss": 0.8589746356010437,
|
|
"acc": 67.22,
|
|
"time": 275.9388522610534,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145589590072632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137521356344223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144796848297119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134046405553818,
|
|
"m": 0.8118861317634583
|
|
},
|
|
{
|
|
"p": 0.0714515894651413,
|
|
"m": 0.4493652582168579
|
|
},
|
|
{
|
|
"p": 0.07142845541238785,
|
|
"m": 0.45836761593818665
|
|
},
|
|
{
|
|
"p": 0.07144276797771454,
|
|
"m": 0.9518712162971497
|
|
},
|
|
{
|
|
"p": 0.07139989733695984,
|
|
"m": 0.9763831496238708
|
|
},
|
|
{
|
|
"p": 0.07139753550291061,
|
|
"m": 0.8609830737113953
|
|
},
|
|
{
|
|
"p": 0.07151981443166733,
|
|
"m": 0.9496026635169983
|
|
},
|
|
{
|
|
"p": 0.07143537700176239,
|
|
"m": 0.9164360761642456
|
|
},
|
|
{
|
|
"p": 0.07145539671182632,
|
|
"m": 0.9943761229515076
|
|
},
|
|
{
|
|
"p": 0.07154176384210587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130785286426544,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 2.2192952632904053,
|
|
"val_loss": 0.9304192066192627,
|
|
"acc": 67.74,
|
|
"time": 275.8661760360701,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146475464105606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144834101200104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140029221773148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714457780122757,
|
|
"m": 0.8569918274879456
|
|
},
|
|
{
|
|
"p": 0.07140593230724335,
|
|
"m": 0.46858781576156616
|
|
},
|
|
{
|
|
"p": 0.07141149044036865,
|
|
"m": 0.352504700422287
|
|
},
|
|
{
|
|
"p": 0.07143411785364151,
|
|
"m": 0.9410733580589294
|
|
},
|
|
{
|
|
"p": 0.07138319313526154,
|
|
"m": 0.9973741769790649
|
|
},
|
|
{
|
|
"p": 0.07145116478204727,
|
|
"m": 0.9366517066955566
|
|
},
|
|
{
|
|
"p": 0.07144168764352798,
|
|
"m": 0.9737352132797241
|
|
},
|
|
{
|
|
"p": 0.07143568247556686,
|
|
"m": 0.9477536082267761
|
|
},
|
|
{
|
|
"p": 0.07150203734636307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145486027002335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132065296173096,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.2746872901916504,
|
|
"val_loss": 0.8854847550392151,
|
|
"acc": 68.76,
|
|
"time": 276.8176719730254,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146596163511276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142414152622223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141915708780289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137294113636017,
|
|
"m": 0.9363346695899963
|
|
},
|
|
{
|
|
"p": 0.0714472085237503,
|
|
"m": 0.30583083629608154
|
|
},
|
|
{
|
|
"p": 0.0713680163025856,
|
|
"m": 0.4190264046192169
|
|
},
|
|
{
|
|
"p": 0.07141948491334915,
|
|
"m": 0.8817144632339478
|
|
},
|
|
{
|
|
"p": 0.07147297263145447,
|
|
"m": 0.8943367600440979
|
|
},
|
|
{
|
|
"p": 0.07146402448415756,
|
|
"m": 0.89732825756073
|
|
},
|
|
{
|
|
"p": 0.07146218419075012,
|
|
"m": 0.982189416885376
|
|
},
|
|
{
|
|
"p": 0.07145557552576065,
|
|
"m": 0.9773377776145935
|
|
},
|
|
{
|
|
"p": 0.07145221531391144,
|
|
"m": 0.9921708703041077
|
|
},
|
|
{
|
|
"p": 0.07140540331602097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137075811624527,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 2.1938283443450928,
|
|
"val_loss": 0.95211261510849,
|
|
"acc": 67.4,
|
|
"time": 275.679678743938,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136797904968262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139352709054947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139270752668381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715627446770668,
|
|
"m": 0.9584691524505615
|
|
},
|
|
{
|
|
"p": 0.07142356038093567,
|
|
"m": 0.3459862768650055
|
|
},
|
|
{
|
|
"p": 0.07141183316707611,
|
|
"m": 0.39845073223114014
|
|
},
|
|
{
|
|
"p": 0.07138029485940933,
|
|
"m": 0.7698560953140259
|
|
},
|
|
{
|
|
"p": 0.07135820388793945,
|
|
"m": 0.9325485825538635
|
|
},
|
|
{
|
|
"p": 0.07139567285776138,
|
|
"m": 0.9477506279945374
|
|
},
|
|
{
|
|
"p": 0.07154213637113571,
|
|
"m": 0.9670791029930115
|
|
},
|
|
{
|
|
"p": 0.07153840363025665,
|
|
"m": 0.9977990984916687
|
|
},
|
|
{
|
|
"p": 0.07139134407043457,
|
|
"m": 0.9877424240112305
|
|
},
|
|
{
|
|
"p": 0.07145318388938904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138840854167938,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 2.123617172241211,
|
|
"val_loss": 0.9628642797470093,
|
|
"acc": 68.23,
|
|
"time": 276.73921765596606,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07147166877985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135561108589172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142002880573273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124605029821396,
|
|
"m": 0.8780258893966675
|
|
},
|
|
{
|
|
"p": 0.0714176818728447,
|
|
"m": 0.3842924237251282
|
|
},
|
|
{
|
|
"p": 0.0713886246085167,
|
|
"m": 0.4598482847213745
|
|
},
|
|
{
|
|
"p": 0.07145220041275024,
|
|
"m": 0.8189395666122437
|
|
},
|
|
{
|
|
"p": 0.07143758982419968,
|
|
"m": 0.8571062088012695
|
|
},
|
|
{
|
|
"p": 0.07151323556900024,
|
|
"m": 0.8615196347236633
|
|
},
|
|
{
|
|
"p": 0.07151991128921509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714230015873909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150156795978546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714791789650917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137366384267807,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 2.1092183589935303,
|
|
"val_loss": 0.946393609046936,
|
|
"acc": 67.65,
|
|
"time": 275.84872926201206,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142643630504608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135284692049026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714505985379219,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137606292963028,
|
|
"m": 0.9503395557403564
|
|
},
|
|
{
|
|
"p": 0.07143737375736237,
|
|
"m": 0.3899020552635193
|
|
},
|
|
{
|
|
"p": 0.07146556675434113,
|
|
"m": 0.32118380069732666
|
|
},
|
|
{
|
|
"p": 0.07144074141979218,
|
|
"m": 0.7958722114562988
|
|
},
|
|
{
|
|
"p": 0.07141701132059097,
|
|
"m": 0.9110596179962158
|
|
},
|
|
{
|
|
"p": 0.0714740976691246,
|
|
"m": 0.8657543063163757
|
|
},
|
|
{
|
|
"p": 0.07150176912546158,
|
|
"m": 0.9998275637626648
|
|
},
|
|
{
|
|
"p": 0.07145124673843384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136526703834534,
|
|
"m": 0.9872515201568604
|
|
},
|
|
{
|
|
"p": 0.07145750522613525,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138348370790482,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.0449466705322266,
|
|
"val_loss": 0.918374240398407,
|
|
"acc": 67.48,
|
|
"time": 277.5542246880941,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146763056516647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715007483959198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145904004573822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713106244802475,
|
|
"m": 0.8486762642860413
|
|
},
|
|
{
|
|
"p": 0.07134426385164261,
|
|
"m": 0.3379071354866028
|
|
},
|
|
{
|
|
"p": 0.07139701396226883,
|
|
"m": 0.3634907305240631
|
|
},
|
|
{
|
|
"p": 0.07147032767534256,
|
|
"m": 0.7296850085258484
|
|
},
|
|
{
|
|
"p": 0.07145577669143677,
|
|
"m": 0.8910260200500488
|
|
},
|
|
{
|
|
"p": 0.07143227756023407,
|
|
"m": 0.8901686072349548
|
|
},
|
|
{
|
|
"p": 0.07142586261034012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142550498247147,
|
|
"m": 0.9972485899925232
|
|
},
|
|
{
|
|
"p": 0.07150593400001526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145985215902328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134515047073364,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 2.2422149181365967,
|
|
"val_loss": 0.9795841574668884,
|
|
"acc": 68.64,
|
|
"time": 277.66180647898,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144942134618759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141765207052231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142377644777298,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138855010271072,
|
|
"m": 0.9027661085128784
|
|
},
|
|
{
|
|
"p": 0.07140258699655533,
|
|
"m": 0.412427693605423
|
|
},
|
|
{
|
|
"p": 0.07136303186416626,
|
|
"m": 0.40120264887809753
|
|
},
|
|
{
|
|
"p": 0.07145583629608154,
|
|
"m": 0.9170587658882141
|
|
},
|
|
{
|
|
"p": 0.07143217325210571,
|
|
"m": 0.8441755771636963
|
|
},
|
|
{
|
|
"p": 0.07141118496656418,
|
|
"m": 0.8502337336540222
|
|
},
|
|
{
|
|
"p": 0.0715310350060463,
|
|
"m": 0.9939550161361694
|
|
},
|
|
{
|
|
"p": 0.07153987884521484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714670866727829,
|
|
"m": 0.9993464946746826
|
|
},
|
|
{
|
|
"p": 0.07143133133649826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128641754388809,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 2.123171329498291,
|
|
"val_loss": 0.8442181348800659,
|
|
"acc": 69.45,
|
|
"time": 276.41466051805764,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141020148992538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139190286397934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143290340900421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147476822137833,
|
|
"m": 0.9104335308074951
|
|
},
|
|
{
|
|
"p": 0.07134240120649338,
|
|
"m": 0.4969378411769867
|
|
},
|
|
{
|
|
"p": 0.07139863818883896,
|
|
"m": 0.43903496861457825
|
|
},
|
|
{
|
|
"p": 0.07144646346569061,
|
|
"m": 0.9166316986083984
|
|
},
|
|
{
|
|
"p": 0.07144623249769211,
|
|
"m": 0.8805549740791321
|
|
},
|
|
{
|
|
"p": 0.07151409238576889,
|
|
"m": 0.8780210614204407
|
|
},
|
|
{
|
|
"p": 0.07141270488500595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139381766319275,
|
|
"m": 0.979110598564148
|
|
},
|
|
{
|
|
"p": 0.07148018479347229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147181779146194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138387858867645,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.1832938194274902,
|
|
"val_loss": 0.9530805945396423,
|
|
"acc": 68.88,
|
|
"time": 277.9691901099868,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142288237810135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714491531252861,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147523760795593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07158465683460236,
|
|
"m": 0.9412374496459961
|
|
},
|
|
{
|
|
"p": 0.07134169340133667,
|
|
"m": 0.5852447748184204
|
|
},
|
|
{
|
|
"p": 0.07134959101676941,
|
|
"m": 0.5431268811225891
|
|
},
|
|
{
|
|
"p": 0.0714491680264473,
|
|
"m": 0.8700937628746033
|
|
},
|
|
{
|
|
"p": 0.07138963788747787,
|
|
"m": 0.9074400067329407
|
|
},
|
|
{
|
|
"p": 0.07145135849714279,
|
|
"m": 0.9438008666038513
|
|
},
|
|
{
|
|
"p": 0.07148061692714691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071451336145401,
|
|
"m": 0.9687039256095886
|
|
},
|
|
{
|
|
"p": 0.0714723989367485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138272374868393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129953801631927,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.9122449159622192,
|
|
"val_loss": 0.8418999314308167,
|
|
"acc": 69.51,
|
|
"time": 276.4253349190112,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07151342928409576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143355906009674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714653730392456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143484055995941,
|
|
"m": 0.9834109544754028
|
|
},
|
|
{
|
|
"p": 0.07138525694608688,
|
|
"m": 0.6904119253158569
|
|
},
|
|
{
|
|
"p": 0.07147220522165298,
|
|
"m": 0.5427260994911194
|
|
},
|
|
{
|
|
"p": 0.07145348936319351,
|
|
"m": 0.9537043571472168
|
|
},
|
|
{
|
|
"p": 0.07137936353683472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143975049257278,
|
|
"m": 0.9591609835624695
|
|
},
|
|
{
|
|
"p": 0.07142960280179977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144750654697418,
|
|
"m": 0.9079042077064514
|
|
},
|
|
{
|
|
"p": 0.07142765074968338,
|
|
"m": 0.9993520975112915
|
|
},
|
|
{
|
|
"p": 0.07141757011413574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130041718482971,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.4230165481567383,
|
|
"val_loss": 0.9706557989120483,
|
|
"acc": 69.19,
|
|
"time": 276.37989948305767,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143395394086838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130784541368484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137283682823181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142312824726105,
|
|
"m": 0.9408985376358032
|
|
},
|
|
{
|
|
"p": 0.07140304148197174,
|
|
"m": 0.6943406462669373
|
|
},
|
|
{
|
|
"p": 0.0714234933257103,
|
|
"m": 0.5570731163024902
|
|
},
|
|
{
|
|
"p": 0.07146851718425751,
|
|
"m": 0.9933809638023376
|
|
},
|
|
{
|
|
"p": 0.07142690569162369,
|
|
"m": 0.9784397482872009
|
|
},
|
|
{
|
|
"p": 0.07161545008420944,
|
|
"m": 0.9422634840011597
|
|
},
|
|
{
|
|
"p": 0.07160470634698868,
|
|
"m": 0.9357814192771912
|
|
},
|
|
{
|
|
"p": 0.07144816964864731,
|
|
"m": 0.8533679246902466
|
|
},
|
|
{
|
|
"p": 0.07151155918836594,
|
|
"m": 0.992386519908905
|
|
},
|
|
{
|
|
"p": 0.07143650203943253,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112394273281097,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.1614327430725098,
|
|
"val_loss": 0.8262454867362976,
|
|
"acc": 68.86,
|
|
"time": 276.11576919199433,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07153747975826263,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134731113910675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139929383993149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715017020702362,
|
|
"m": 0.9732039570808411
|
|
},
|
|
{
|
|
"p": 0.07138373702764511,
|
|
"m": 0.7610971927642822
|
|
},
|
|
{
|
|
"p": 0.07133017480373383,
|
|
"m": 0.4718063175678253
|
|
},
|
|
{
|
|
"p": 0.07143432646989822,
|
|
"m": 0.9522064328193665
|
|
},
|
|
{
|
|
"p": 0.07128310948610306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145778089761734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151660323143005,
|
|
"m": 0.9885841012001038
|
|
},
|
|
{
|
|
"p": 0.07158231735229492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714363232254982,
|
|
"m": 0.9881532788276672
|
|
},
|
|
{
|
|
"p": 0.07152105867862701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126875966787338,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.8731831312179565,
|
|
"val_loss": 0.9273837208747864,
|
|
"acc": 69.52,
|
|
"time": 277.2391949070152,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714479312300682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143120467662811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138420641422272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152210175991058,
|
|
"m": 0.9302195310592651
|
|
},
|
|
{
|
|
"p": 0.07141879200935364,
|
|
"m": 0.5693899393081665
|
|
},
|
|
{
|
|
"p": 0.07137812674045563,
|
|
"m": 0.57121741771698
|
|
},
|
|
{
|
|
"p": 0.07137547433376312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132420688867569,
|
|
"m": 0.9617812037467957
|
|
},
|
|
{
|
|
"p": 0.07147495448589325,
|
|
"m": 0.9715359210968018
|
|
},
|
|
{
|
|
"p": 0.07143569737672806,
|
|
"m": 0.9143449068069458
|
|
},
|
|
{
|
|
"p": 0.0714963749051094,
|
|
"m": 0.9827088117599487
|
|
},
|
|
{
|
|
"p": 0.07146291434764862,
|
|
"m": 0.9930969476699829
|
|
},
|
|
{
|
|
"p": 0.07152453809976578,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132350653409958,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.9865705966949463,
|
|
"val_loss": 1.0128605365753174,
|
|
"acc": 69.44,
|
|
"time": 278.1268822880229,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140535861253738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148254662752151,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146742194890976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713796615600586,
|
|
"m": 0.8647425770759583
|
|
},
|
|
{
|
|
"p": 0.07145154476165771,
|
|
"m": 0.5078292489051819
|
|
},
|
|
{
|
|
"p": 0.07141711562871933,
|
|
"m": 0.5733879208564758
|
|
},
|
|
{
|
|
"p": 0.07133115082979202,
|
|
"m": 0.9938178658485413
|
|
},
|
|
{
|
|
"p": 0.07138382643461227,
|
|
"m": 0.8888076543807983
|
|
},
|
|
{
|
|
"p": 0.07143110781908035,
|
|
"m": 0.9711554646492004
|
|
},
|
|
{
|
|
"p": 0.07157422602176666,
|
|
"m": 0.9487103819847107
|
|
},
|
|
{
|
|
"p": 0.07136773318052292,
|
|
"m": 0.9937822222709656
|
|
},
|
|
{
|
|
"p": 0.07138684391975403,
|
|
"m": 0.9929619431495667
|
|
},
|
|
{
|
|
"p": 0.07158462703227997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133685052394867,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 2.236046075820923,
|
|
"val_loss": 0.821372926235199,
|
|
"acc": 68.82,
|
|
"time": 276.8144447141094,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07139939814805984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135351747274399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139180600643158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140704244375229,
|
|
"m": 0.7274354100227356
|
|
},
|
|
{
|
|
"p": 0.07142950594425201,
|
|
"m": 0.38431617617607117
|
|
},
|
|
{
|
|
"p": 0.07135574519634247,
|
|
"m": 0.6204365491867065
|
|
},
|
|
{
|
|
"p": 0.07125350087881088,
|
|
"m": 0.9282939434051514
|
|
},
|
|
{
|
|
"p": 0.07148054987192154,
|
|
"m": 0.8560264706611633
|
|
},
|
|
{
|
|
"p": 0.07158384472131729,
|
|
"m": 0.911762535572052
|
|
},
|
|
{
|
|
"p": 0.07157982885837555,
|
|
"m": 0.9781357645988464
|
|
},
|
|
{
|
|
"p": 0.07163359224796295,
|
|
"m": 0.9735849499702454
|
|
},
|
|
{
|
|
"p": 0.07149895280599594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142993062734604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120278477668762,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.0298385620117188,
|
|
"val_loss": 0.9402133226394653,
|
|
"acc": 69.53,
|
|
"time": 276.8558718810091,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145705819129944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137533277273178,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714266300201416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145408540964127,
|
|
"m": 0.7145665287971497
|
|
},
|
|
{
|
|
"p": 0.07145058363676071,
|
|
"m": 0.4282124638557434
|
|
},
|
|
{
|
|
"p": 0.07140181213617325,
|
|
"m": 0.5721667408943176
|
|
},
|
|
{
|
|
"p": 0.0714535042643547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136962562799454,
|
|
"m": 0.8729543089866638
|
|
},
|
|
{
|
|
"p": 0.07148002088069916,
|
|
"m": 0.8999902606010437
|
|
},
|
|
{
|
|
"p": 0.0714898556470871,
|
|
"m": 0.9536634087562561
|
|
},
|
|
{
|
|
"p": 0.07146615535020828,
|
|
"m": 0.856195330619812
|
|
},
|
|
{
|
|
"p": 0.07150284945964813,
|
|
"m": 0.9959970116615295
|
|
},
|
|
{
|
|
"p": 0.07139673829078674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127577811479568,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 2.0446300506591797,
|
|
"val_loss": 0.9046870470046997,
|
|
"acc": 69.82,
|
|
"time": 276.7381825700868,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146541774272919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134244590997696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139421254396439,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148273289203644,
|
|
"m": 0.7474543452262878
|
|
},
|
|
{
|
|
"p": 0.07143493741750717,
|
|
"m": 0.42673569917678833
|
|
},
|
|
{
|
|
"p": 0.07134580612182617,
|
|
"m": 0.6140682101249695
|
|
},
|
|
{
|
|
"p": 0.0713728815317154,
|
|
"m": 0.9859927892684937
|
|
},
|
|
{
|
|
"p": 0.07137001305818558,
|
|
"m": 0.9874250292778015
|
|
},
|
|
{
|
|
"p": 0.07144676148891449,
|
|
"m": 0.9913608431816101
|
|
},
|
|
{
|
|
"p": 0.07156220078468323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.7727298736572266
|
|
},
|
|
{
|
|
"p": 0.07148902118206024,
|
|
"m": 0.9947803020477295
|
|
},
|
|
{
|
|
"p": 0.07153185456991196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133304327726364,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 2.2332019805908203,
|
|
"val_loss": 0.9414806962013245,
|
|
"acc": 68.97,
|
|
"time": 277.97937717696186,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152634859085083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129364460706711,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144680619239807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126126438379288,
|
|
"m": 0.812613844871521
|
|
},
|
|
{
|
|
"p": 0.07152426987886429,
|
|
"m": 0.5282952189445496
|
|
},
|
|
{
|
|
"p": 0.07139001786708832,
|
|
"m": 0.6923903822898865
|
|
},
|
|
{
|
|
"p": 0.07141368836164474,
|
|
"m": 0.939098596572876
|
|
},
|
|
{
|
|
"p": 0.07144852727651596,
|
|
"m": 0.9716262221336365
|
|
},
|
|
{
|
|
"p": 0.07149051874876022,
|
|
"m": 0.9997953772544861
|
|
},
|
|
{
|
|
"p": 0.07149451225996017,
|
|
"m": 0.9507204294204712
|
|
},
|
|
{
|
|
"p": 0.07143719494342804,
|
|
"m": 0.8562435507774353
|
|
},
|
|
{
|
|
"p": 0.07149895280599594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148446887731552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128974050283432,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 2.4146933555603027,
|
|
"val_loss": 0.7612302303314209,
|
|
"acc": 69.87,
|
|
"time": 275.5273444169434,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07137732207775116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131057977676392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716153159737587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134068757295609,
|
|
"m": 0.7753443717956543
|
|
},
|
|
{
|
|
"p": 0.07142731547355652,
|
|
"m": 0.5229445695877075
|
|
},
|
|
{
|
|
"p": 0.07142078131437302,
|
|
"m": 0.6325129270553589
|
|
},
|
|
{
|
|
"p": 0.07148488610982895,
|
|
"m": 0.8445810079574585
|
|
},
|
|
{
|
|
"p": 0.07149907201528549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155188173055649,
|
|
"m": 0.9688712954521179
|
|
},
|
|
{
|
|
"p": 0.07134968042373657,
|
|
"m": 0.9124972224235535
|
|
},
|
|
{
|
|
"p": 0.07138441503047943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145179063081741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156264036893845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712236613035202,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 2.169147253036499,
|
|
"val_loss": 0.8257318139076233,
|
|
"acc": 70.55,
|
|
"time": 277.2141491449438,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145226746797562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713648572564125,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141032814979553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150380313396454,
|
|
"m": 0.8322361707687378
|
|
},
|
|
{
|
|
"p": 0.07141046971082687,
|
|
"m": 0.44867873191833496
|
|
},
|
|
{
|
|
"p": 0.07135855406522751,
|
|
"m": 0.6264206171035767
|
|
},
|
|
{
|
|
"p": 0.07140380144119263,
|
|
"m": 0.941974937915802
|
|
},
|
|
{
|
|
"p": 0.07138516008853912,
|
|
"m": 0.9966226816177368
|
|
},
|
|
{
|
|
"p": 0.07137924432754517,
|
|
"m": 0.9429272413253784
|
|
},
|
|
{
|
|
"p": 0.07134658098220825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161546498537064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150699943304062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150117307901382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713612511754036,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 2.2526941299438477,
|
|
"val_loss": 0.8465945720672607,
|
|
"acc": 69.33,
|
|
"time": 276.56500654504634,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136798650026321,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121201604604721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137171179056168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160712033510208,
|
|
"m": 0.8191081285476685
|
|
},
|
|
{
|
|
"p": 0.07141496986150742,
|
|
"m": 0.4823072552680969
|
|
},
|
|
{
|
|
"p": 0.07119832187891006,
|
|
"m": 0.6607316136360168
|
|
},
|
|
{
|
|
"p": 0.07136479020118713,
|
|
"m": 0.8271222710609436
|
|
},
|
|
{
|
|
"p": 0.07141145318746567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150406390428543,
|
|
"m": 0.9324129223823547
|
|
},
|
|
{
|
|
"p": 0.07175265997648239,
|
|
"m": 0.9487330317497253
|
|
},
|
|
{
|
|
"p": 0.07150869071483612,
|
|
"m": 0.8662742972373962
|
|
},
|
|
{
|
|
"p": 0.071452796459198,
|
|
"m": 0.9896661639213562
|
|
},
|
|
{
|
|
"p": 0.07138771563768387,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144571095705032,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 2.2013468742370605,
|
|
"val_loss": 0.8423364758491516,
|
|
"acc": 69.44,
|
|
"time": 275.4943599469261,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144524902105331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146134227514267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152220606803894,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142581045627594,
|
|
"m": 0.9048415422439575
|
|
},
|
|
{
|
|
"p": 0.07144393771886826,
|
|
"m": 0.42962244153022766
|
|
},
|
|
{
|
|
"p": 0.07132811099290848,
|
|
"m": 0.7083883881568909
|
|
},
|
|
{
|
|
"p": 0.07147382199764252,
|
|
"m": 0.7326610088348389
|
|
},
|
|
{
|
|
"p": 0.07138977199792862,
|
|
"m": 0.9686320424079895
|
|
},
|
|
{
|
|
"p": 0.07140319049358368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149536907672882,
|
|
"m": 0.9997254610061646
|
|
},
|
|
{
|
|
"p": 0.0713624507188797,
|
|
"m": 0.9263101816177368
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715554729104042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712645873427391,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 2.295422315597534,
|
|
"val_loss": 0.7855949997901917,
|
|
"acc": 69.27,
|
|
"time": 276.52277015091386,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07147552818059921,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139171659946442,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150665670633316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149369269609451,
|
|
"m": 0.9388278722763062
|
|
},
|
|
{
|
|
"p": 0.07147163152694702,
|
|
"m": 0.534709632396698
|
|
},
|
|
{
|
|
"p": 0.07133875042200089,
|
|
"m": 0.729072630405426
|
|
},
|
|
{
|
|
"p": 0.07139970362186432,
|
|
"m": 0.7148459553718567
|
|
},
|
|
{
|
|
"p": 0.07152405381202698,
|
|
"m": 0.9321725964546204
|
|
},
|
|
{
|
|
"p": 0.07164128869771957,
|
|
"m": 0.9812628030776978
|
|
},
|
|
{
|
|
"p": 0.07141698896884918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141315937042236,
|
|
"m": 0.8428738117218018
|
|
},
|
|
{
|
|
"p": 0.0714532807469368,
|
|
"m": 0.9871072173118591
|
|
},
|
|
{
|
|
"p": 0.0713539570569992,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111959904432297,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.990455150604248,
|
|
"val_loss": 0.9241722226142883,
|
|
"acc": 69.91,
|
|
"time": 276.54789094103035,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142960280179977,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139971852302551,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140904664993286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132270187139511,
|
|
"m": 0.9058676958084106
|
|
},
|
|
{
|
|
"p": 0.07142201066017151,
|
|
"m": 0.6065776348114014
|
|
},
|
|
{
|
|
"p": 0.07147490233182907,
|
|
"m": 0.7030801773071289
|
|
},
|
|
{
|
|
"p": 0.07148585468530655,
|
|
"m": 0.7289151549339294
|
|
},
|
|
{
|
|
"p": 0.07151966542005539,
|
|
"m": 0.8761789202690125
|
|
},
|
|
{
|
|
"p": 0.0713077038526535,
|
|
"m": 0.9650651812553406
|
|
},
|
|
{
|
|
"p": 0.07144388556480408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714804008603096,
|
|
"m": 0.9121251702308655
|
|
},
|
|
{
|
|
"p": 0.0715373083949089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152507454156876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124209403991699,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.899806022644043,
|
|
"val_loss": 0.9302089810371399,
|
|
"acc": 67.56,
|
|
"time": 276.284963477985,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07147925347089767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143096625804901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152112573385239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131421566009521,
|
|
"m": 0.7967007756233215
|
|
},
|
|
{
|
|
"p": 0.07139837741851807,
|
|
"m": 0.5775880813598633
|
|
},
|
|
{
|
|
"p": 0.07140561193227768,
|
|
"m": 0.7200430035591125
|
|
},
|
|
{
|
|
"p": 0.07129321992397308,
|
|
"m": 0.7723321318626404
|
|
},
|
|
{
|
|
"p": 0.07145271450281143,
|
|
"m": 0.8438860774040222
|
|
},
|
|
{
|
|
"p": 0.07167812436819077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156938314437866,
|
|
"m": 0.9667540788650513
|
|
},
|
|
{
|
|
"p": 0.07144293189048767,
|
|
"m": 0.9096822738647461
|
|
},
|
|
{
|
|
"p": 0.07140789180994034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127981632947922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713263750076294,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 2.2379534244537354,
|
|
"val_loss": 0.8330983519554138,
|
|
"acc": 70.04,
|
|
"time": 275.4614741379628,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148558646440506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141757011413574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148170471191406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150372117757797,
|
|
"m": 0.78830885887146
|
|
},
|
|
{
|
|
"p": 0.07140194624662399,
|
|
"m": 0.7552961111068726
|
|
},
|
|
{
|
|
"p": 0.07143188267946243,
|
|
"m": 0.8353626728057861
|
|
},
|
|
{
|
|
"p": 0.07161122560501099,
|
|
"m": 0.7089371085166931
|
|
},
|
|
{
|
|
"p": 0.07150807231664658,
|
|
"m": 0.8871080279350281
|
|
},
|
|
{
|
|
"p": 0.07140487432479858,
|
|
"m": 0.9739542603492737
|
|
},
|
|
{
|
|
"p": 0.0712408721446991,
|
|
"m": 0.952498197555542
|
|
},
|
|
{
|
|
"p": 0.07150694727897644,
|
|
"m": 0.9229680895805359
|
|
},
|
|
{
|
|
"p": 0.07140029221773148,
|
|
"m": 0.9994496703147888
|
|
},
|
|
{
|
|
"p": 0.07142749428749084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117780297994614,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 2.1932528018951416,
|
|
"val_loss": 0.8668480515480042,
|
|
"acc": 69.52,
|
|
"time": 277.87799986905884,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07130441069602966,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148909568786621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147786766290665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714171826839447,
|
|
"m": 0.7903995513916016
|
|
},
|
|
{
|
|
"p": 0.07133466750383377,
|
|
"m": 0.8710893988609314
|
|
},
|
|
{
|
|
"p": 0.07140100002288818,
|
|
"m": 0.8890148997306824
|
|
},
|
|
{
|
|
"p": 0.07147181034088135,
|
|
"m": 0.6544306874275208
|
|
},
|
|
{
|
|
"p": 0.07150662690401077,
|
|
"m": 0.8702843189239502
|
|
},
|
|
{
|
|
"p": 0.0714309960603714,
|
|
"m": 0.9979725480079651
|
|
},
|
|
{
|
|
"p": 0.0715017169713974,
|
|
"m": 0.9838029742240906
|
|
},
|
|
{
|
|
"p": 0.07156000286340714,
|
|
"m": 0.8897463083267212
|
|
},
|
|
{
|
|
"p": 0.07142101228237152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142505794763565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125860452651978,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 2.0418334007263184,
|
|
"val_loss": 0.9279803037643433,
|
|
"acc": 70.94,
|
|
"time": 275.72331154800486,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146484404802322,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132741808891296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148365676403046,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153027504682541,
|
|
"m": 0.8940585851669312
|
|
},
|
|
{
|
|
"p": 0.07136000692844391,
|
|
"m": 0.8247520923614502
|
|
},
|
|
{
|
|
"p": 0.07136567682027817,
|
|
"m": 0.8422318696975708
|
|
},
|
|
{
|
|
"p": 0.07141934335231781,
|
|
"m": 0.7506384253501892
|
|
},
|
|
{
|
|
"p": 0.07141045480966568,
|
|
"m": 0.8887006640434265
|
|
},
|
|
{
|
|
"p": 0.07151347398757935,
|
|
"m": 0.956824779510498
|
|
},
|
|
{
|
|
"p": 0.07155891507863998,
|
|
"m": 0.9701988697052002
|
|
},
|
|
{
|
|
"p": 0.07151496410369873,
|
|
"m": 0.869679868221283
|
|
},
|
|
{
|
|
"p": 0.07135584205389023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152898609638214,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116618752479553,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.442357063293457,
|
|
"val_loss": 0.9524805545806885,
|
|
"acc": 67.24,
|
|
"time": 277.5908436559839,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152646780014038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07163480669260025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151933759450912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712272897362709,
|
|
"m": 0.8600578904151917
|
|
},
|
|
{
|
|
"p": 0.07117816060781479,
|
|
"m": 0.7581994533538818
|
|
},
|
|
{
|
|
"p": 0.07136372476816177,
|
|
"m": 0.7107219696044922
|
|
},
|
|
{
|
|
"p": 0.07130686938762665,
|
|
"m": 0.7730152010917664
|
|
},
|
|
{
|
|
"p": 0.07131359726190567,
|
|
"m": 0.9532497525215149
|
|
},
|
|
{
|
|
"p": 0.0713094100356102,
|
|
"m": 0.898377537727356
|
|
},
|
|
{
|
|
"p": 0.07139688730239868,
|
|
"m": 0.9387931823730469
|
|
},
|
|
{
|
|
"p": 0.07193197309970856,
|
|
"m": 0.8313367962837219
|
|
},
|
|
{
|
|
"p": 0.07180467247962952,
|
|
"m": 0.9669107794761658
|
|
},
|
|
{
|
|
"p": 0.07154484838247299,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0709419846534729,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 2.051896810531616,
|
|
"val_loss": 0.8882128000259399,
|
|
"acc": 70.3,
|
|
"time": 276.5041599039687,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152500748634338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144660502672195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146549969911575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133655250072479,
|
|
"m": 0.8780551552772522
|
|
},
|
|
{
|
|
"p": 0.07128771394491196,
|
|
"m": 0.8374970555305481
|
|
},
|
|
{
|
|
"p": 0.07133064419031143,
|
|
"m": 0.7230641841888428
|
|
},
|
|
{
|
|
"p": 0.07141923159360886,
|
|
"m": 0.7624617218971252
|
|
},
|
|
{
|
|
"p": 0.07145589590072632,
|
|
"m": 0.8530099987983704
|
|
},
|
|
{
|
|
"p": 0.07136397063732147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152389734983444,
|
|
"m": 0.9866066575050354
|
|
},
|
|
{
|
|
"p": 0.07140817493200302,
|
|
"m": 0.7846292853355408
|
|
},
|
|
{
|
|
"p": 0.07151417434215546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716058611869812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131675630807877,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 2.142443895339966,
|
|
"val_loss": 0.8422349095344543,
|
|
"acc": 70.13,
|
|
"time": 277.1189588489942,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714302808046341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128962129354477,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148931175470352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139202207326889,
|
|
"m": 0.9943742752075195
|
|
},
|
|
{
|
|
"p": 0.07150301337242126,
|
|
"m": 0.8129446506500244
|
|
},
|
|
{
|
|
"p": 0.07143466919660568,
|
|
"m": 0.7833555936813354
|
|
},
|
|
{
|
|
"p": 0.0713733360171318,
|
|
"m": 0.7773137092590332
|
|
},
|
|
{
|
|
"p": 0.07148417830467224,
|
|
"m": 0.8806412816047668
|
|
},
|
|
{
|
|
"p": 0.07160074263811111,
|
|
"m": 0.9887593984603882
|
|
},
|
|
{
|
|
"p": 0.07151201367378235,
|
|
"m": 0.9531846046447754
|
|
},
|
|
{
|
|
"p": 0.07138491421937943,
|
|
"m": 0.6988024711608887
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.9954618215560913
|
|
},
|
|
{
|
|
"p": 0.0714239850640297,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125335931777954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 2.283953905105591,
|
|
"val_loss": 0.9641950130462646,
|
|
"acc": 70.45,
|
|
"time": 276.5947929319227,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144345343112946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117851823568344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715680718421936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146292924880981,
|
|
"m": 0.9782515168190002
|
|
},
|
|
{
|
|
"p": 0.07129399478435516,
|
|
"m": 0.9058705568313599
|
|
},
|
|
{
|
|
"p": 0.07141109555959702,
|
|
"m": 0.7449318170547485
|
|
},
|
|
{
|
|
"p": 0.07134673744440079,
|
|
"m": 0.7663508057594299
|
|
},
|
|
{
|
|
"p": 0.071416936814785,
|
|
"m": 0.8684256076812744
|
|
},
|
|
{
|
|
"p": 0.07147583365440369,
|
|
"m": 0.9463934302330017
|
|
},
|
|
{
|
|
"p": 0.07141155004501343,
|
|
"m": 0.9889279007911682
|
|
},
|
|
{
|
|
"p": 0.07165244221687317,
|
|
"m": 0.7537044286727905
|
|
},
|
|
{
|
|
"p": 0.07149989902973175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159904390573502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123944163322449,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 2.135793685913086,
|
|
"val_loss": 0.7554463148117065,
|
|
"acc": 70.61,
|
|
"time": 276.43222582607996,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07151299715042114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128777354955673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144448161125183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149513810873032,
|
|
"m": 0.9626545906066895
|
|
},
|
|
{
|
|
"p": 0.07134884595870972,
|
|
"m": 0.8847596049308777
|
|
},
|
|
{
|
|
"p": 0.07131429016590118,
|
|
"m": 0.8413622975349426
|
|
},
|
|
{
|
|
"p": 0.07139972597360611,
|
|
"m": 0.8897030353546143
|
|
},
|
|
{
|
|
"p": 0.07152309268712997,
|
|
"m": 0.9992212057113647
|
|
},
|
|
{
|
|
"p": 0.0715131163597107,
|
|
"m": 0.9564021229743958
|
|
},
|
|
{
|
|
"p": 0.07139626890420914,
|
|
"m": 0.9995424747467041
|
|
},
|
|
{
|
|
"p": 0.07148149609565735,
|
|
"m": 0.7527665495872498
|
|
},
|
|
{
|
|
"p": 0.07142295688390732,
|
|
"m": 0.9774090051651001
|
|
},
|
|
{
|
|
"p": 0.0715828537940979,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127698510885239,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.1022348403930664,
|
|
"val_loss": 0.81084144115448,
|
|
"acc": 70.83,
|
|
"time": 275.32896185305435,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07138128578662872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138782739639282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136651873588562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147116959095001,
|
|
"m": 0.9407944679260254
|
|
},
|
|
{
|
|
"p": 0.07151944935321808,
|
|
"m": 0.8776918053627014
|
|
},
|
|
{
|
|
"p": 0.07137373834848404,
|
|
"m": 0.8838769793510437
|
|
},
|
|
{
|
|
"p": 0.07131948322057724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153405249118805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147593051195145,
|
|
"m": 0.8205558657646179
|
|
},
|
|
{
|
|
"p": 0.07152850180864334,
|
|
"m": 0.9937668442726135
|
|
},
|
|
{
|
|
"p": 0.07135720551013947,
|
|
"m": 0.76079922914505
|
|
},
|
|
{
|
|
"p": 0.07151514291763306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147189974784851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129786163568497,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.984021544456482,
|
|
"val_loss": 0.9294866323471069,
|
|
"acc": 68.95,
|
|
"time": 276.2467818580335,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07153759896755219,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145138829946518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146409898996353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137390971183777,
|
|
"m": 0.9033260941505432
|
|
},
|
|
{
|
|
"p": 0.07126244902610779,
|
|
"m": 0.9326698780059814
|
|
},
|
|
{
|
|
"p": 0.0712723508477211,
|
|
"m": 0.876600980758667
|
|
},
|
|
{
|
|
"p": 0.07143077254295349,
|
|
"m": 0.9709275960922241
|
|
},
|
|
{
|
|
"p": 0.07140718400478363,
|
|
"m": 0.9462676048278809
|
|
},
|
|
{
|
|
"p": 0.0714520514011383,
|
|
"m": 0.9004636406898499
|
|
},
|
|
{
|
|
"p": 0.07150481641292572,
|
|
"m": 0.9241914749145508
|
|
},
|
|
{
|
|
"p": 0.07155970484018326,
|
|
"m": 0.8865861892700195
|
|
},
|
|
{
|
|
"p": 0.0716014951467514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714646428823471,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121756672859192,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.080226182937622,
|
|
"val_loss": 0.8577563166618347,
|
|
"acc": 70.44,
|
|
"time": 275.27740394999273,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142575085163116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135341316461563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150235027074814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714356005191803,
|
|
"m": 0.8473055362701416
|
|
},
|
|
{
|
|
"p": 0.0714387521147728,
|
|
"m": 0.9608571529388428
|
|
},
|
|
{
|
|
"p": 0.071467325091362,
|
|
"m": 0.8208519220352173
|
|
},
|
|
{
|
|
"p": 0.07148479670286179,
|
|
"m": 0.9460741281509399
|
|
},
|
|
{
|
|
"p": 0.07143691182136536,
|
|
"m": 0.921874463558197
|
|
},
|
|
{
|
|
"p": 0.07142525166273117,
|
|
"m": 0.9314219355583191
|
|
},
|
|
{
|
|
"p": 0.0713726058602333,
|
|
"m": 0.9469646215438843
|
|
},
|
|
{
|
|
"p": 0.07140280306339264,
|
|
"m": 0.8470436334609985
|
|
},
|
|
{
|
|
"p": 0.0714920163154602,
|
|
"m": 0.9597665667533875
|
|
},
|
|
{
|
|
"p": 0.07152567058801651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712367445230484,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 2.108074188232422,
|
|
"val_loss": 0.9152773022651672,
|
|
"acc": 70.26,
|
|
"time": 275.77820513397455,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156741619110107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121707499027252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146408408880234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156848162412643,
|
|
"m": 0.8730196356773376
|
|
},
|
|
{
|
|
"p": 0.07133805751800537,
|
|
"m": 0.9392468929290771
|
|
},
|
|
{
|
|
"p": 0.07121415436267853,
|
|
"m": 0.9357156157493591
|
|
},
|
|
{
|
|
"p": 0.07142584770917892,
|
|
"m": 0.9375482201576233
|
|
},
|
|
{
|
|
"p": 0.07141497731208801,
|
|
"m": 0.982511043548584
|
|
},
|
|
{
|
|
"p": 0.07154680788516998,
|
|
"m": 0.955471396446228
|
|
},
|
|
{
|
|
"p": 0.0715605765581131,
|
|
"m": 0.9897488951683044
|
|
},
|
|
{
|
|
"p": 0.07155333459377289,
|
|
"m": 0.8946211338043213
|
|
},
|
|
{
|
|
"p": 0.0716131180524826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141584157943726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07110020518302917,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 2.158710479736328,
|
|
"val_loss": 0.9765410423278809,
|
|
"acc": 69.95,
|
|
"time": 276.06282817409374,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715373158454895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123739272356033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071410171687603,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160995155572891,
|
|
"m": 0.8638696074485779
|
|
},
|
|
{
|
|
"p": 0.07113578915596008,
|
|
"m": 0.9472475647926331
|
|
},
|
|
{
|
|
"p": 0.0713169202208519,
|
|
"m": 0.9282674789428711
|
|
},
|
|
{
|
|
"p": 0.07149812579154968,
|
|
"m": 0.9324424862861633
|
|
},
|
|
{
|
|
"p": 0.07157181948423386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162097096443176,
|
|
"m": 0.9308953285217285
|
|
},
|
|
{
|
|
"p": 0.07153738290071487,
|
|
"m": 0.9833195209503174
|
|
},
|
|
{
|
|
"p": 0.07154823839664459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139776647090912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129941880702972,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127874344587326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 2.518310070037842,
|
|
"val_loss": 0.9077048301696777,
|
|
"acc": 71.56,
|
|
"time": 276.14252408000175,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715162381529808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148416340351105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071456179022789,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154899835586548,
|
|
"m": 0.8848422169685364
|
|
},
|
|
{
|
|
"p": 0.07123444974422455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135486602783203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144763320684433,
|
|
"m": 0.9804515838623047
|
|
},
|
|
{
|
|
"p": 0.07147185504436493,
|
|
"m": 0.8967814445495605
|
|
},
|
|
{
|
|
"p": 0.07152799516916275,
|
|
"m": 0.9591094851493835
|
|
},
|
|
{
|
|
"p": 0.07147117704153061,
|
|
"m": 0.9669150114059448
|
|
},
|
|
{
|
|
"p": 0.07131591439247131,
|
|
"m": 0.925180196762085
|
|
},
|
|
{
|
|
"p": 0.07151312381029129,
|
|
"m": 0.9878583550453186
|
|
},
|
|
{
|
|
"p": 0.07153419405221939,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112321257591248,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.481092929840088,
|
|
"val_loss": 0.8988860845565796,
|
|
"acc": 69.16,
|
|
"time": 276.80942786007654,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07174140214920044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130279392004013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714581087231636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131103426218033,
|
|
"m": 0.9339133501052856
|
|
},
|
|
{
|
|
"p": 0.07143596559762955,
|
|
"m": 0.949984073638916
|
|
},
|
|
{
|
|
"p": 0.07106336206197739,
|
|
"m": 0.901195228099823
|
|
},
|
|
{
|
|
"p": 0.0714682936668396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149553298950195,
|
|
"m": 0.9238772988319397
|
|
},
|
|
{
|
|
"p": 0.07146339863538742,
|
|
"m": 0.9563491940498352
|
|
},
|
|
{
|
|
"p": 0.07157815992832184,
|
|
"m": 0.8788170218467712
|
|
},
|
|
{
|
|
"p": 0.07143128663301468,
|
|
"m": 0.9103541374206543
|
|
},
|
|
{
|
|
"p": 0.07159731537103653,
|
|
"m": 0.9938834309577942
|
|
},
|
|
{
|
|
"p": 0.07134733349084854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130603492259979,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.9876842498779297,
|
|
"val_loss": 0.8060278296470642,
|
|
"acc": 71.19,
|
|
"time": 275.41001681098714,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07155932486057281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141627371311188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143295556306839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714585930109024,
|
|
"m": 0.8836799263954163
|
|
},
|
|
{
|
|
"p": 0.07138001173734665,
|
|
"m": 0.9634596109390259
|
|
},
|
|
{
|
|
"p": 0.07136698067188263,
|
|
"m": 0.7752960324287415
|
|
},
|
|
{
|
|
"p": 0.07134472578763962,
|
|
"m": 0.9747222065925598
|
|
},
|
|
{
|
|
"p": 0.07146447896957397,
|
|
"m": 0.8268851637840271
|
|
},
|
|
{
|
|
"p": 0.07150586694478989,
|
|
"m": 0.9854233264923096
|
|
},
|
|
{
|
|
"p": 0.07144590467214584,
|
|
"m": 0.8565523624420166
|
|
},
|
|
{
|
|
"p": 0.07128039747476578,
|
|
"m": 0.9774531722068787
|
|
},
|
|
{
|
|
"p": 0.07150711119174957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156753540039062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126978784799576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 2.1141774654388428,
|
|
"val_loss": 0.8738431930541992,
|
|
"acc": 70.34,
|
|
"time": 276.2871441169409,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152287662029266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138270884752274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140090316534042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132042944431305,
|
|
"m": 0.9802362322807312
|
|
},
|
|
{
|
|
"p": 0.07129020243883133,
|
|
"m": 0.9992995262145996
|
|
},
|
|
{
|
|
"p": 0.07121218740940094,
|
|
"m": 0.7691229581832886
|
|
},
|
|
{
|
|
"p": 0.07150573283433914,
|
|
"m": 0.9971453547477722
|
|
},
|
|
{
|
|
"p": 0.07156281918287277,
|
|
"m": 0.8322234153747559
|
|
},
|
|
{
|
|
"p": 0.07151517271995544,
|
|
"m": 0.8973463177680969
|
|
},
|
|
{
|
|
"p": 0.07150255888700485,
|
|
"m": 0.9829940795898438
|
|
},
|
|
{
|
|
"p": 0.07155755162239075,
|
|
"m": 0.9444612860679626
|
|
},
|
|
{
|
|
"p": 0.07154400646686554,
|
|
"m": 0.9832950234413147
|
|
},
|
|
{
|
|
"p": 0.0714687928557396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121405005455017,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 2.337740898132324,
|
|
"val_loss": 0.8791344165802002,
|
|
"acc": 70.09,
|
|
"time": 276.03479749301914,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141061872243881,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138369232416153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134836167097092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160359621047974,
|
|
"m": 0.9862430095672607
|
|
},
|
|
{
|
|
"p": 0.07123834639787674,
|
|
"m": 0.9854341149330139
|
|
},
|
|
{
|
|
"p": 0.07127358019351959,
|
|
"m": 0.8515592813491821
|
|
},
|
|
{
|
|
"p": 0.07151269912719727,
|
|
"m": 0.9760183095932007
|
|
},
|
|
{
|
|
"p": 0.07132837176322937,
|
|
"m": 0.7869024276733398
|
|
},
|
|
{
|
|
"p": 0.07143678516149521,
|
|
"m": 0.911760151386261
|
|
},
|
|
{
|
|
"p": 0.07156213372945786,
|
|
"m": 0.94305819272995
|
|
},
|
|
{
|
|
"p": 0.07150451838970184,
|
|
"m": 0.9982725381851196
|
|
},
|
|
{
|
|
"p": 0.07155395299196243,
|
|
"m": 0.9931232929229736
|
|
},
|
|
{
|
|
"p": 0.07162206619977951,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122130692005157,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.0933728218078613,
|
|
"val_loss": 0.9623509049415588,
|
|
"acc": 71.13,
|
|
"time": 276.02502355503384,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07157398015260696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120652496814728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714336559176445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147417962551117,
|
|
"m": 0.9951940178871155
|
|
},
|
|
{
|
|
"p": 0.07125341892242432,
|
|
"m": 0.9525944590568542
|
|
},
|
|
{
|
|
"p": 0.07124122232198715,
|
|
"m": 0.8716225028038025
|
|
},
|
|
{
|
|
"p": 0.07143741101026535,
|
|
"m": 0.9571003317832947
|
|
},
|
|
{
|
|
"p": 0.07151742279529572,
|
|
"m": 0.8734161853790283
|
|
},
|
|
{
|
|
"p": 0.07149501144886017,
|
|
"m": 0.8661830425262451
|
|
},
|
|
{
|
|
"p": 0.0716131404042244,
|
|
"m": 0.8980193138122559
|
|
},
|
|
{
|
|
"p": 0.07136548310518265,
|
|
"m": 0.8945382237434387
|
|
},
|
|
{
|
|
"p": 0.07149422913789749,
|
|
"m": 0.9970723390579224
|
|
},
|
|
{
|
|
"p": 0.07163114100694656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712631419301033,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 2.290266275405884,
|
|
"val_loss": 0.7624755501747131,
|
|
"acc": 70.29,
|
|
"time": 275.80491406004876,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07147343456745148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07110601663589478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07166359573602676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713709220290184,
|
|
"m": 0.9288806319236755
|
|
},
|
|
{
|
|
"p": 0.07113657146692276,
|
|
"m": 0.8920203447341919
|
|
},
|
|
{
|
|
"p": 0.07129476964473724,
|
|
"m": 0.8376084566116333
|
|
},
|
|
{
|
|
"p": 0.07166622579097748,
|
|
"m": 0.944413423538208
|
|
},
|
|
{
|
|
"p": 0.07149405777454376,
|
|
"m": 0.8751496076583862
|
|
},
|
|
{
|
|
"p": 0.07166533917188644,
|
|
"m": 0.7195804119110107
|
|
},
|
|
{
|
|
"p": 0.07168304175138474,
|
|
"m": 0.8940528035163879
|
|
},
|
|
{
|
|
"p": 0.07154783606529236,
|
|
"m": 0.9080114960670471
|
|
},
|
|
{
|
|
"p": 0.07135780155658722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105866819620132,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148168981075287,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.9910023212432861,
|
|
"val_loss": 0.9321088790893555,
|
|
"acc": 70.73,
|
|
"time": 276.41545284097083,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07182569801807404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125981152057648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125405967235565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714556947350502,
|
|
"m": 0.8743993639945984
|
|
},
|
|
{
|
|
"p": 0.07130660861730576,
|
|
"m": 0.9756535291671753
|
|
},
|
|
{
|
|
"p": 0.07125485688447952,
|
|
"m": 0.8117308616638184
|
|
},
|
|
{
|
|
"p": 0.07152707874774933,
|
|
"m": 0.9914780259132385
|
|
},
|
|
{
|
|
"p": 0.0714569166302681,
|
|
"m": 0.8980528712272644
|
|
},
|
|
{
|
|
"p": 0.07164452970027924,
|
|
"m": 0.8435314297676086
|
|
},
|
|
{
|
|
"p": 0.07144991308450699,
|
|
"m": 0.8645341992378235
|
|
},
|
|
{
|
|
"p": 0.07170787453651428,
|
|
"m": 0.8537473082542419
|
|
},
|
|
{
|
|
"p": 0.07143913209438324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141122221946716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07100659608840942,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.3476498126983643,
|
|
"val_loss": 0.9273335933685303,
|
|
"acc": 71.38,
|
|
"time": 277.15414242609404,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156511396169662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129115611314774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716635137796402,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118897885084152,
|
|
"m": 0.8062339425086975
|
|
},
|
|
{
|
|
"p": 0.07142725586891174,
|
|
"m": 0.9704259037971497
|
|
},
|
|
{
|
|
"p": 0.07132327556610107,
|
|
"m": 0.9162754416465759
|
|
},
|
|
{
|
|
"p": 0.0714690312743187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149715721607208,
|
|
"m": 0.9243117570877075
|
|
},
|
|
{
|
|
"p": 0.07150319963693619,
|
|
"m": 0.9936491847038269
|
|
},
|
|
{
|
|
"p": 0.07144328951835632,
|
|
"m": 0.8851903676986694
|
|
},
|
|
{
|
|
"p": 0.07139857858419418,
|
|
"m": 0.9532684683799744
|
|
},
|
|
{
|
|
"p": 0.07153202593326569,
|
|
"m": 0.9994569420814514
|
|
},
|
|
{
|
|
"p": 0.0715440884232521,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07115335762500763,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 2.332132339477539,
|
|
"val_loss": 0.9372661113739014,
|
|
"acc": 70.44,
|
|
"time": 275.28077873098664,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149296998977661,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124389708042145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146746665239334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145311683416367,
|
|
"m": 0.7479122281074524
|
|
},
|
|
{
|
|
"p": 0.07111085951328278,
|
|
"m": 0.9885417819023132
|
|
},
|
|
{
|
|
"p": 0.07147151976823807,
|
|
"m": 0.9410329461097717
|
|
},
|
|
{
|
|
"p": 0.07137181609869003,
|
|
"m": 0.9029114246368408
|
|
},
|
|
{
|
|
"p": 0.07117394357919693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172244787216187,
|
|
"m": 0.9540836215019226
|
|
},
|
|
{
|
|
"p": 0.07186475396156311,
|
|
"m": 0.9688907265663147
|
|
},
|
|
{
|
|
"p": 0.07154620438814163,
|
|
"m": 0.9757469296455383
|
|
},
|
|
{
|
|
"p": 0.07145341485738754,
|
|
"m": 0.9940729141235352
|
|
},
|
|
{
|
|
"p": 0.0714709684252739,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07115660607814789,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.295748710632324,
|
|
"val_loss": 0.7516108751296997,
|
|
"acc": 70.48,
|
|
"time": 276.57296284101903,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149931788444519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134854793548584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159516960382462,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133059948682785,
|
|
"m": 0.6978387236595154
|
|
},
|
|
{
|
|
"p": 0.07120119780302048,
|
|
"m": 0.9113945364952087
|
|
},
|
|
{
|
|
"p": 0.07108398526906967,
|
|
"m": 0.956493616104126
|
|
},
|
|
{
|
|
"p": 0.07122322171926498,
|
|
"m": 0.8556062579154968
|
|
},
|
|
{
|
|
"p": 0.07139852643013,
|
|
"m": 0.94059818983078
|
|
},
|
|
{
|
|
"p": 0.07176297903060913,
|
|
"m": 0.9612973928451538
|
|
},
|
|
{
|
|
"p": 0.07155587524175644,
|
|
"m": 0.9374648332595825
|
|
},
|
|
{
|
|
"p": 0.07163672894239426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141321152448654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180404663085938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114659994840622,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |