mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9938 lines
No EOL
164 KiB
JSON
Executable file
9938 lines
No EOL
164 KiB
JSON
Executable file
{
|
|
"Accuracy": 70.57,
|
|
"Time": [
|
|
272.5890903182215,
|
|
2.7113833299253334,
|
|
40987.65729860903
|
|
],
|
|
"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": 4.578947067260742,
|
|
"val_loss": 2.26054048538208,
|
|
"acc": 15.16,
|
|
"time": 241.00720444397302,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141674309968948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145083695650101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714193806052208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071448415517807,
|
|
"m": 0.4414847791194916
|
|
},
|
|
{
|
|
"p": 0.07144879549741745,
|
|
"m": 0.5604350566864014
|
|
},
|
|
{
|
|
"p": 0.07142196595668793,
|
|
"m": 0.560547947883606
|
|
},
|
|
{
|
|
"p": 0.07141435146331787,
|
|
"m": 0.4451937973499298
|
|
},
|
|
{
|
|
"p": 0.07150194048881531,
|
|
"m": 0.44427743554115295
|
|
},
|
|
{
|
|
"p": 0.0714249536395073,
|
|
"m": 0.5650492310523987
|
|
},
|
|
{
|
|
"p": 0.0714074969291687,
|
|
"m": 0.5651473999023438
|
|
},
|
|
{
|
|
"p": 0.07137047499418259,
|
|
"m": 0.5614820122718811
|
|
},
|
|
{
|
|
"p": 0.07142671942710876,
|
|
"m": 0.569377601146698
|
|
},
|
|
{
|
|
"p": 0.07143216580152512,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141579687595367,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.605364799499512,
|
|
"val_loss": 2.3026046752929688,
|
|
"acc": 10.0,
|
|
"time": 270.96022373298183,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.45195624232292175
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.5700324773788452
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 0.5655422210693359
|
|
},
|
|
{
|
|
"p": 0.07142926752567291,
|
|
"m": 0.44179031252861023
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 0.48374617099761963
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.5445315837860107
|
|
},
|
|
{
|
|
"p": 0.07142824679613113,
|
|
"m": 0.5637803673744202
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.527728796005249
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.6149327158927917
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.625004768371582,
|
|
"val_loss": 2.3060498237609863,
|
|
"acc": 10.0,
|
|
"time": 272.8176843370311,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142876088619232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142883539199829,
|
|
"m": 0.4979288876056671
|
|
},
|
|
{
|
|
"p": 0.07142844051122665,
|
|
"m": 0.5768222212791443
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.46796363592147827
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.3188859820365906
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.46752309799194336
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.624169111251831
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.6895485520362854
|
|
},
|
|
{
|
|
"p": 0.07142829895019531,
|
|
"m": 0.35704079270362854
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.6586121916770935
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.6137895584106445,
|
|
"val_loss": 2.3015830516815186,
|
|
"acc": 10.0,
|
|
"time": 274.57607001200086,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142877578735352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142890989780426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428082883358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142908871173859,
|
|
"m": 0.48709192872047424
|
|
},
|
|
{
|
|
"p": 0.07142932713031769,
|
|
"m": 0.55367511510849
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.48593050241470337
|
|
},
|
|
{
|
|
"p": 0.07142819464206696,
|
|
"m": 0.2690216600894928
|
|
},
|
|
{
|
|
"p": 0.07142838835716248,
|
|
"m": 0.49801069498062134
|
|
},
|
|
{
|
|
"p": 0.07142890989780426,
|
|
"m": 0.5230985283851624
|
|
},
|
|
{
|
|
"p": 0.07142829149961472,
|
|
"m": 0.6840215921401978
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.3927721679210663
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.6787822246551514
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142788171768188,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 4.597817420959473,
|
|
"val_loss": 2.303830623626709,
|
|
"acc": 10.0,
|
|
"time": 272.20569141203305,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.47271519899368286
|
|
},
|
|
{
|
|
"p": 0.07142878323793411,
|
|
"m": 0.5615735650062561
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.5048446655273438
|
|
},
|
|
{
|
|
"p": 0.07142836600542068,
|
|
"m": 0.2665115296840668
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.4651836156845093
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.5335685014724731
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.7102817296981812
|
|
},
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 0.29169192910194397
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.6787675619125366
|
|
},
|
|
{
|
|
"p": 0.07142838835716248,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 4.605008125305176,
|
|
"val_loss": 2.305978298187256,
|
|
"acc": 10.0,
|
|
"time": 271.704540130042,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.4423036575317383
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.47363147139549255
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 0.4781852662563324
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 0.2938757538795471
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.54583740234375
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4630085229873657
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.6377681493759155
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.31883713603019714
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.5466887354850769
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 4.606000900268555,
|
|
"val_loss": 2.306190252304077,
|
|
"acc": 10.0,
|
|
"time": 272.4446208990412,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 0.4470211863517761
|
|
},
|
|
{
|
|
"p": 0.07142842561006546,
|
|
"m": 0.4748167395591736
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.4862576127052307
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 0.3053629696369171
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.5770583152770996
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.4708941876888275
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.6508073806762695
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.3475205600261688
|
|
},
|
|
{
|
|
"p": 0.07142842561006546,
|
|
"m": 0.5480685234069824
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 4.604544639587402,
|
|
"val_loss": 2.3050177097320557,
|
|
"acc": 10.0,
|
|
"time": 272.20836418296676,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.4529940187931061
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.475494384765625
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.4856928884983063
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.31273403763771057
|
|
},
|
|
{
|
|
"p": 0.07142847776412964,
|
|
"m": 0.5783646702766418
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.47411084175109863
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 0.6540911197662354
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.3515721559524536
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5592279434204102
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 4.610347747802734,
|
|
"val_loss": 2.311554431915283,
|
|
"acc": 10.0,
|
|
"time": 272.5246175939683,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.4602530598640442
|
|
},
|
|
{
|
|
"p": 0.0714288130402565,
|
|
"m": 0.47741302847862244
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.4871145486831665
|
|
},
|
|
{
|
|
"p": 0.07142845541238785,
|
|
"m": 0.32176506519317627
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.5910792946815491
|
|
},
|
|
{
|
|
"p": 0.07142845541238785,
|
|
"m": 0.47554975748062134
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.6602281928062439
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.35299044847488403
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.5703617930412292
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 4.607236862182617,
|
|
"val_loss": 2.3049848079681396,
|
|
"acc": 10.0,
|
|
"time": 272.09048070397694,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841815948486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714293122291565,
|
|
"m": 0.46603327989578247
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.47683215141296387
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.4840071499347687
|
|
},
|
|
{
|
|
"p": 0.07142805308103561,
|
|
"m": 0.3274025022983551
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 0.5968714952468872
|
|
},
|
|
{
|
|
"p": 0.07142885029315948,
|
|
"m": 0.4797179400920868
|
|
},
|
|
{
|
|
"p": 0.07142814248800278,
|
|
"m": 0.6681240797042847
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.35891199111938477
|
|
},
|
|
{
|
|
"p": 0.07142814993858337,
|
|
"m": 0.5786160826683044
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142890989780426,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 4.596158504486084,
|
|
"val_loss": 2.3099722862243652,
|
|
"acc": 10.0,
|
|
"time": 272.2326727429754,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714283436536789,
|
|
"m": 0.474153608083725
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.478074848651886
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.48567554354667664
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.33722957968711853
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 0.6104263067245483
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.48147231340408325
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.6750079989433289
|
|
},
|
|
{
|
|
"p": 0.07142871618270874,
|
|
"m": 0.36043623089790344
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5910376310348511
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 4.626499176025391,
|
|
"val_loss": 2.3027184009552,
|
|
"acc": 10.0,
|
|
"time": 272.71475980296964,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142878323793411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142873108386993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.48273277282714844
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.4794151484966278
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 0.4874635338783264
|
|
},
|
|
{
|
|
"p": 0.07142836600542068,
|
|
"m": 0.3476189970970154
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 0.6244924664497375
|
|
},
|
|
{
|
|
"p": 0.07142876833677292,
|
|
"m": 0.48338180780410767
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.6822143793106079
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.3619638681411743
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.6039895415306091
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 4.557433128356934,
|
|
"val_loss": 2.198805570602417,
|
|
"acc": 18.48,
|
|
"time": 273.7534383669845,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145912200212479,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142745703458786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142437249422073,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143750786781311,
|
|
"m": 0.49728503823280334
|
|
},
|
|
{
|
|
"p": 0.07143831998109818,
|
|
"m": 0.4806332588195801
|
|
},
|
|
{
|
|
"p": 0.07145082950592041,
|
|
"m": 0.49129411578178406
|
|
},
|
|
{
|
|
"p": 0.07141239196062088,
|
|
"m": 0.36654865741729736
|
|
},
|
|
{
|
|
"p": 0.07142935693264008,
|
|
"m": 0.6449977159500122
|
|
},
|
|
{
|
|
"p": 0.07141967862844467,
|
|
"m": 0.4850144684314728
|
|
},
|
|
{
|
|
"p": 0.0714392364025116,
|
|
"m": 0.691041111946106
|
|
},
|
|
{
|
|
"p": 0.07141995429992676,
|
|
"m": 0.36401882767677307
|
|
},
|
|
{
|
|
"p": 0.07142939418554306,
|
|
"m": 0.6254894137382507
|
|
},
|
|
{
|
|
"p": 0.07142585515975952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138657569885254,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 4.607322692871094,
|
|
"val_loss": 2.3050460815429688,
|
|
"acc": 10.0,
|
|
"time": 275.00262154999655,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142886519432068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841815948486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5058635473251343
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.48123815655708313
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.49634724855422974
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.37738561630249023
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.6713313460350037
|
|
},
|
|
{
|
|
"p": 0.07142840325832367,
|
|
"m": 0.4836290180683136
|
|
},
|
|
{
|
|
"p": 0.07142874598503113,
|
|
"m": 0.7017638087272644
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.3598593473434448
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.6397749185562134
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 4.6055521965026855,
|
|
"val_loss": 2.30723237991333,
|
|
"acc": 10.02,
|
|
"time": 273.1327563970117,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142602652311325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714297816157341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142588496208191,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142435759305954,
|
|
"m": 0.514074444770813
|
|
},
|
|
{
|
|
"p": 0.07142625004053116,
|
|
"m": 0.46770334243774414
|
|
},
|
|
{
|
|
"p": 0.07143037766218185,
|
|
"m": 0.45843183994293213
|
|
},
|
|
{
|
|
"p": 0.07142482697963715,
|
|
"m": 0.3773335814476013
|
|
},
|
|
{
|
|
"p": 0.0714321881532669,
|
|
"m": 0.7078653573989868
|
|
},
|
|
{
|
|
"p": 0.07142363488674164,
|
|
"m": 0.4740782678127289
|
|
},
|
|
{
|
|
"p": 0.07143034785985947,
|
|
"m": 0.7568327188491821
|
|
},
|
|
{
|
|
"p": 0.07142973691225052,
|
|
"m": 0.35234951972961426
|
|
},
|
|
{
|
|
"p": 0.07142898440361023,
|
|
"m": 0.6417176127433777
|
|
},
|
|
{
|
|
"p": 0.07142909616231918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143846899271011,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 4.424559593200684,
|
|
"val_loss": 2.100562572479248,
|
|
"acc": 17.92,
|
|
"time": 271.8452057270333,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143531739711761,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143598049879074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143887132406235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142704725265503,
|
|
"m": 0.5291386246681213
|
|
},
|
|
{
|
|
"p": 0.07143179327249527,
|
|
"m": 0.4741280674934387
|
|
},
|
|
{
|
|
"p": 0.07143303006887436,
|
|
"m": 0.46417614817619324
|
|
},
|
|
{
|
|
"p": 0.0714324340224266,
|
|
"m": 0.3942410349845886
|
|
},
|
|
{
|
|
"p": 0.07142546027898788,
|
|
"m": 0.7426884174346924
|
|
},
|
|
{
|
|
"p": 0.07142151147127151,
|
|
"m": 0.4782230854034424
|
|
},
|
|
{
|
|
"p": 0.07141298800706863,
|
|
"m": 0.7565781474113464
|
|
},
|
|
{
|
|
"p": 0.0714254155755043,
|
|
"m": 0.3515241742134094
|
|
},
|
|
{
|
|
"p": 0.07142899930477142,
|
|
"m": 0.6732281446456909
|
|
},
|
|
{
|
|
"p": 0.07143818587064743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141298800706863,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 4.372157573699951,
|
|
"val_loss": 2.1189188957214355,
|
|
"acc": 19.43,
|
|
"time": 271.70576693303883,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143358141183853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143153995275497,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141097635030746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143256068229675,
|
|
"m": 0.5485339760780334
|
|
},
|
|
{
|
|
"p": 0.07142498344182968,
|
|
"m": 0.4807235300540924
|
|
},
|
|
{
|
|
"p": 0.07144404202699661,
|
|
"m": 0.47759291529655457
|
|
},
|
|
{
|
|
"p": 0.07142949104309082,
|
|
"m": 0.41777458786964417
|
|
},
|
|
{
|
|
"p": 0.07144661992788315,
|
|
"m": 0.7920670509338379
|
|
},
|
|
{
|
|
"p": 0.07142207026481628,
|
|
"m": 0.48823824524879456
|
|
},
|
|
{
|
|
"p": 0.07143064588308334,
|
|
"m": 0.7172583341598511
|
|
},
|
|
{
|
|
"p": 0.07142173498868942,
|
|
"m": 0.3520779609680176
|
|
},
|
|
{
|
|
"p": 0.07142618298530579,
|
|
"m": 0.7354156970977783
|
|
},
|
|
{
|
|
"p": 0.07143881916999817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140674442052841,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 4.3380961418151855,
|
|
"val_loss": 2.0632290840148926,
|
|
"acc": 24.67,
|
|
"time": 273.4789944969816,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141213119029999,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714365765452385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714501366019249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140246033668518,
|
|
"m": 0.5508288145065308
|
|
},
|
|
{
|
|
"p": 0.0714578852057457,
|
|
"m": 0.4792334735393524
|
|
},
|
|
{
|
|
"p": 0.07141947001218796,
|
|
"m": 0.49884557723999023
|
|
},
|
|
{
|
|
"p": 0.0714399516582489,
|
|
"m": 0.436144083738327
|
|
},
|
|
{
|
|
"p": 0.0714784786105156,
|
|
"m": 0.8316411375999451
|
|
},
|
|
{
|
|
"p": 0.0714540183544159,
|
|
"m": 0.48639556765556335
|
|
},
|
|
{
|
|
"p": 0.07137945294380188,
|
|
"m": 0.7088047862052917
|
|
},
|
|
{
|
|
"p": 0.07140852510929108,
|
|
"m": 0.3463793694972992
|
|
},
|
|
{
|
|
"p": 0.07143943756818771,
|
|
"m": 0.7957852482795715
|
|
},
|
|
{
|
|
"p": 0.07140379399061203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714176595211029,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 4.180524826049805,
|
|
"val_loss": 1.9169055223464966,
|
|
"acc": 29.21,
|
|
"time": 273.3800234410446,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714353621006012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137778401374817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143211364746094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144151628017426,
|
|
"m": 0.5457379221916199
|
|
},
|
|
{
|
|
"p": 0.07145119458436966,
|
|
"m": 0.46928954124450684
|
|
},
|
|
{
|
|
"p": 0.07143889367580414,
|
|
"m": 0.5094438195228577
|
|
},
|
|
{
|
|
"p": 0.07143226265907288,
|
|
"m": 0.44598814845085144
|
|
},
|
|
{
|
|
"p": 0.07145653665065765,
|
|
"m": 0.8447309732437134
|
|
},
|
|
{
|
|
"p": 0.07139205932617188,
|
|
"m": 0.47875654697418213
|
|
},
|
|
{
|
|
"p": 0.07138751447200775,
|
|
"m": 0.6914664506912231
|
|
},
|
|
{
|
|
"p": 0.07146257162094116,
|
|
"m": 0.3461146950721741
|
|
},
|
|
{
|
|
"p": 0.07148682326078415,
|
|
"m": 0.8434963226318359
|
|
},
|
|
{
|
|
"p": 0.07139571756124496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071409672498703,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 3.737605571746826,
|
|
"val_loss": 1.9584871530532837,
|
|
"acc": 28.68,
|
|
"time": 273.3488863949897,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148456573486328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141460478305817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150404155254364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139325141906738,
|
|
"m": 0.541537344455719
|
|
},
|
|
{
|
|
"p": 0.07149162143468857,
|
|
"m": 0.45532044768333435
|
|
},
|
|
{
|
|
"p": 0.0713719055056572,
|
|
"m": 0.5473827123641968
|
|
},
|
|
{
|
|
"p": 0.07143188267946243,
|
|
"m": 0.45115911960601807
|
|
},
|
|
{
|
|
"p": 0.07138969749212265,
|
|
"m": 0.8653081059455872
|
|
},
|
|
{
|
|
"p": 0.07134110480546951,
|
|
"m": 0.45773911476135254
|
|
},
|
|
{
|
|
"p": 0.071357361972332,
|
|
"m": 0.7007013559341431
|
|
},
|
|
{
|
|
"p": 0.07145804911851883,
|
|
"m": 0.33820757269859314
|
|
},
|
|
{
|
|
"p": 0.07154911011457443,
|
|
"m": 0.8936204314231873
|
|
},
|
|
{
|
|
"p": 0.07140953838825226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140329480171204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 4.056905746459961,
|
|
"val_loss": 1.943838357925415,
|
|
"acc": 26.66,
|
|
"time": 272.5476858380134,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714682787656784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140881568193436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141537964344025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714440643787384,
|
|
"m": 0.5418984293937683
|
|
},
|
|
{
|
|
"p": 0.0714256539940834,
|
|
"m": 0.4613885283470154
|
|
},
|
|
{
|
|
"p": 0.07141366600990295,
|
|
"m": 0.5909327864646912
|
|
},
|
|
{
|
|
"p": 0.0714481770992279,
|
|
"m": 0.4628674387931824
|
|
},
|
|
{
|
|
"p": 0.07141750305891037,
|
|
"m": 0.9089847207069397
|
|
},
|
|
{
|
|
"p": 0.071407251060009,
|
|
"m": 0.4592437148094177
|
|
},
|
|
{
|
|
"p": 0.07145169377326965,
|
|
"m": 0.7350079417228699
|
|
},
|
|
{
|
|
"p": 0.07137464731931686,
|
|
"m": 0.34522560238838196
|
|
},
|
|
{
|
|
"p": 0.07144076377153397,
|
|
"m": 0.9505337476730347
|
|
},
|
|
{
|
|
"p": 0.07148068398237228,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140340656042099,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 3.857563018798828,
|
|
"val_loss": 1.6547075510025024,
|
|
"acc": 36.93,
|
|
"time": 273.38277871196624,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714661255478859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139058411121368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146266847848892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714000016450882,
|
|
"m": 0.5168953537940979
|
|
},
|
|
{
|
|
"p": 0.07143473625183105,
|
|
"m": 0.4498264491558075
|
|
},
|
|
{
|
|
"p": 0.071418896317482,
|
|
"m": 0.5898256897926331
|
|
},
|
|
{
|
|
"p": 0.07142919301986694,
|
|
"m": 0.46967172622680664
|
|
},
|
|
{
|
|
"p": 0.07142750173807144,
|
|
"m": 0.9355154633522034
|
|
},
|
|
{
|
|
"p": 0.07142873108386993,
|
|
"m": 0.4606829285621643
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 0.7258177995681763
|
|
},
|
|
{
|
|
"p": 0.0714365690946579,
|
|
"m": 0.3486522436141968
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.9694358110427856
|
|
},
|
|
{
|
|
"p": 0.07145651429891586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139114290475845,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 3.978095054626465,
|
|
"val_loss": 1.7339565753936768,
|
|
"acc": 37.54,
|
|
"time": 274.4956194240367,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145555317401886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142425328493118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147876918315887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141027599573135,
|
|
"m": 0.5103880167007446
|
|
},
|
|
{
|
|
"p": 0.07142353057861328,
|
|
"m": 0.4433943033218384
|
|
},
|
|
{
|
|
"p": 0.07142070680856705,
|
|
"m": 0.6077063679695129
|
|
},
|
|
{
|
|
"p": 0.07143230736255646,
|
|
"m": 0.4785972535610199
|
|
},
|
|
{
|
|
"p": 0.07139313220977783,
|
|
"m": 0.9361868500709534
|
|
},
|
|
{
|
|
"p": 0.07143787294626236,
|
|
"m": 0.4576871991157532
|
|
},
|
|
{
|
|
"p": 0.07144147157669067,
|
|
"m": 0.70656818151474
|
|
},
|
|
{
|
|
"p": 0.07140261679887772,
|
|
"m": 0.35102546215057373
|
|
},
|
|
{
|
|
"p": 0.07146796584129333,
|
|
"m": 0.9872565865516663
|
|
},
|
|
{
|
|
"p": 0.07142623513936996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138532400131226,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 3.7049307823181152,
|
|
"val_loss": 1.73563551902771,
|
|
"acc": 34.87,
|
|
"time": 272.6258164110477,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149891555309296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139580696821213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143530249595642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142587751150131,
|
|
"m": 0.4927561581134796
|
|
},
|
|
{
|
|
"p": 0.07147857546806335,
|
|
"m": 0.4434233009815216
|
|
},
|
|
{
|
|
"p": 0.07134925574064255,
|
|
"m": 0.6193834543228149
|
|
},
|
|
{
|
|
"p": 0.07141951471567154,
|
|
"m": 0.48456570506095886
|
|
},
|
|
{
|
|
"p": 0.0714220330119133,
|
|
"m": 0.8899778723716736
|
|
},
|
|
{
|
|
"p": 0.07148217409849167,
|
|
"m": 0.44968003034591675
|
|
},
|
|
{
|
|
"p": 0.07145831733942032,
|
|
"m": 0.7146551012992859
|
|
},
|
|
{
|
|
"p": 0.071485236287117,
|
|
"m": 0.3462361991405487
|
|
},
|
|
{
|
|
"p": 0.0714188888669014,
|
|
"m": 0.9900116920471191
|
|
},
|
|
{
|
|
"p": 0.07143281400203705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129726558923721,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 3.8779830932617188,
|
|
"val_loss": 1.5674251317977905,
|
|
"acc": 41.21,
|
|
"time": 273.306299666001,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141122221946716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144173234701157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145325094461441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140463590621948,
|
|
"m": 0.47908714413642883
|
|
},
|
|
{
|
|
"p": 0.07146565616130829,
|
|
"m": 0.4109445810317993
|
|
},
|
|
{
|
|
"p": 0.07142910361289978,
|
|
"m": 0.6101871728897095
|
|
},
|
|
{
|
|
"p": 0.07141284644603729,
|
|
"m": 0.48486328125
|
|
},
|
|
{
|
|
"p": 0.07146413624286652,
|
|
"m": 0.9115734696388245
|
|
},
|
|
{
|
|
"p": 0.07139082998037338,
|
|
"m": 0.4343724250793457
|
|
},
|
|
{
|
|
"p": 0.0714062973856926,
|
|
"m": 0.6717849373817444
|
|
},
|
|
{
|
|
"p": 0.07146184146404266,
|
|
"m": 0.33865275979042053
|
|
},
|
|
{
|
|
"p": 0.07146307080984116,
|
|
"m": 0.9904985427856445
|
|
},
|
|
{
|
|
"p": 0.07142742723226547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136796414852142,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 3.960336446762085,
|
|
"val_loss": 1.5897465944290161,
|
|
"acc": 42.71,
|
|
"time": 272.62032800901216,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071416936814785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144176959991455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145147770643234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144057005643845,
|
|
"m": 0.4868806302547455
|
|
},
|
|
{
|
|
"p": 0.07145950943231583,
|
|
"m": 0.4219670593738556
|
|
},
|
|
{
|
|
"p": 0.07139609754085541,
|
|
"m": 0.6327260732650757
|
|
},
|
|
{
|
|
"p": 0.07144065201282501,
|
|
"m": 0.49623772501945496
|
|
},
|
|
{
|
|
"p": 0.07141420990228653,
|
|
"m": 0.8952637314796448
|
|
},
|
|
{
|
|
"p": 0.07143303006887436,
|
|
"m": 0.4270130395889282
|
|
},
|
|
{
|
|
"p": 0.0713774636387825,
|
|
"m": 0.6911172270774841
|
|
},
|
|
{
|
|
"p": 0.07143007963895798,
|
|
"m": 0.3359946012496948
|
|
},
|
|
{
|
|
"p": 0.07143807411193848,
|
|
"m": 0.9961615800857544
|
|
},
|
|
{
|
|
"p": 0.07147595286369324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138422876596451,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 3.715177536010742,
|
|
"val_loss": 1.5618810653686523,
|
|
"acc": 44.58,
|
|
"time": 273.3203074330231,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144767045974731,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139080762863159,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143039256334305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139261066913605,
|
|
"m": 0.4821987450122833
|
|
},
|
|
{
|
|
"p": 0.07142682373523712,
|
|
"m": 0.4097367227077484
|
|
},
|
|
{
|
|
"p": 0.07146576046943665,
|
|
"m": 0.5862781405448914
|
|
},
|
|
{
|
|
"p": 0.07143636792898178,
|
|
"m": 0.5045678615570068
|
|
},
|
|
{
|
|
"p": 0.07141131907701492,
|
|
"m": 0.8794021606445312
|
|
},
|
|
{
|
|
"p": 0.07142636179924011,
|
|
"m": 0.4371468126773834
|
|
},
|
|
{
|
|
"p": 0.07143188267946243,
|
|
"m": 0.7083560824394226
|
|
},
|
|
{
|
|
"p": 0.07140728831291199,
|
|
"m": 0.3383794128894806
|
|
},
|
|
{
|
|
"p": 0.07147577404975891,
|
|
"m": 0.9835694432258606
|
|
},
|
|
{
|
|
"p": 0.07145588099956512,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140105962753296,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 3.6073193550109863,
|
|
"val_loss": 1.4821248054504395,
|
|
"acc": 43.13,
|
|
"time": 271.989909542026,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146900147199631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141411304473877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142207026481628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144227623939514,
|
|
"m": 0.4657765030860901
|
|
},
|
|
{
|
|
"p": 0.07142720371484756,
|
|
"m": 0.3930712938308716
|
|
},
|
|
{
|
|
"p": 0.0714353621006012,
|
|
"m": 0.6275869011878967
|
|
},
|
|
{
|
|
"p": 0.07139107584953308,
|
|
"m": 0.530735194683075
|
|
},
|
|
{
|
|
"p": 0.07143376767635345,
|
|
"m": 0.8615813255310059
|
|
},
|
|
{
|
|
"p": 0.07142993062734604,
|
|
"m": 0.43301844596862793
|
|
},
|
|
{
|
|
"p": 0.07144231349229813,
|
|
"m": 0.6866270303726196
|
|
},
|
|
{
|
|
"p": 0.07140801846981049,
|
|
"m": 0.3360339105129242
|
|
},
|
|
{
|
|
"p": 0.07141327857971191,
|
|
"m": 0.999005138874054
|
|
},
|
|
{
|
|
"p": 0.07146088033914566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141071557998657,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 3.371523380279541,
|
|
"val_loss": 1.567705512046814,
|
|
"acc": 42.1,
|
|
"time": 272.6440206259722,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714396983385086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138926535844803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141460478305817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144226133823395,
|
|
"m": 0.4477657973766327
|
|
},
|
|
{
|
|
"p": 0.07138513773679733,
|
|
"m": 0.36884328722953796
|
|
},
|
|
{
|
|
"p": 0.0713859498500824,
|
|
"m": 0.6044065356254578
|
|
},
|
|
{
|
|
"p": 0.07143016904592514,
|
|
"m": 0.5448654890060425
|
|
},
|
|
{
|
|
"p": 0.07145863026380539,
|
|
"m": 0.8434001803398132
|
|
},
|
|
{
|
|
"p": 0.07143086940050125,
|
|
"m": 0.45921820402145386
|
|
},
|
|
{
|
|
"p": 0.07145825773477554,
|
|
"m": 0.7017138004302979
|
|
},
|
|
{
|
|
"p": 0.07143227010965347,
|
|
"m": 0.35213354229927063
|
|
},
|
|
{
|
|
"p": 0.07148561626672745,
|
|
"m": 0.9975351691246033
|
|
},
|
|
{
|
|
"p": 0.07142981141805649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141750305891037,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 3.371479034423828,
|
|
"val_loss": 1.4384183883666992,
|
|
"acc": 48.47,
|
|
"time": 273.438704375003,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714573785662651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138709723949432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141508162021637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143540680408478,
|
|
"m": 0.3931143283843994
|
|
},
|
|
{
|
|
"p": 0.07144592702388763,
|
|
"m": 0.33995455503463745
|
|
},
|
|
{
|
|
"p": 0.07139211148023605,
|
|
"m": 0.6214894652366638
|
|
},
|
|
{
|
|
"p": 0.07146499305963516,
|
|
"m": 0.5495718717575073
|
|
},
|
|
{
|
|
"p": 0.07146116346120834,
|
|
"m": 0.8002063035964966
|
|
},
|
|
{
|
|
"p": 0.07143862545490265,
|
|
"m": 0.4849717617034912
|
|
},
|
|
{
|
|
"p": 0.07144463062286377,
|
|
"m": 0.6745278835296631
|
|
},
|
|
{
|
|
"p": 0.07139505445957184,
|
|
"m": 0.36040210723876953
|
|
},
|
|
{
|
|
"p": 0.07140444964170456,
|
|
"m": 0.9982722401618958
|
|
},
|
|
{
|
|
"p": 0.07144328951835632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714147612452507,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 3.4761600494384766,
|
|
"val_loss": 1.5196013450622559,
|
|
"acc": 45.93,
|
|
"time": 272.5066256559803,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148019224405289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137803733348846,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142289727926254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144097983837128,
|
|
"m": 0.3664957880973816
|
|
},
|
|
{
|
|
"p": 0.07142259180545807,
|
|
"m": 0.34044042229652405
|
|
},
|
|
{
|
|
"p": 0.07143013924360275,
|
|
"m": 0.6265888810157776
|
|
},
|
|
{
|
|
"p": 0.07144927233457565,
|
|
"m": 0.5547211170196533
|
|
},
|
|
{
|
|
"p": 0.07142411172389984,
|
|
"m": 0.7618734240531921
|
|
},
|
|
{
|
|
"p": 0.07142096757888794,
|
|
"m": 0.5006240606307983
|
|
},
|
|
{
|
|
"p": 0.07143557816743851,
|
|
"m": 0.6412398815155029
|
|
},
|
|
{
|
|
"p": 0.07141133397817612,
|
|
"m": 0.37644243240356445
|
|
},
|
|
{
|
|
"p": 0.07140573114156723,
|
|
"m": 0.9960767030715942
|
|
},
|
|
{
|
|
"p": 0.0714629516005516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141520828008652,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.1197328567504883,
|
|
"val_loss": 1.4635992050170898,
|
|
"acc": 47.92,
|
|
"time": 274.0184458940057,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145374268293381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140503823757172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141511887311935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143200188875198,
|
|
"m": 0.38135772943496704
|
|
},
|
|
{
|
|
"p": 0.07141775637865067,
|
|
"m": 0.34452101588249207
|
|
},
|
|
{
|
|
"p": 0.07140663266181946,
|
|
"m": 0.5992169976234436
|
|
},
|
|
{
|
|
"p": 0.0714103952050209,
|
|
"m": 0.5787326097488403
|
|
},
|
|
{
|
|
"p": 0.07140958309173584,
|
|
"m": 0.7568905353546143
|
|
},
|
|
{
|
|
"p": 0.07145252078771591,
|
|
"m": 0.49593499302864075
|
|
},
|
|
{
|
|
"p": 0.07145930081605911,
|
|
"m": 0.6494103074073792
|
|
},
|
|
{
|
|
"p": 0.07141342759132385,
|
|
"m": 0.3773060142993927
|
|
},
|
|
{
|
|
"p": 0.07148967683315277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714271143078804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714077427983284,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 3.3095576763153076,
|
|
"val_loss": 1.512579083442688,
|
|
"acc": 50.17,
|
|
"time": 271.6819883660064,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714278370141983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138977944850922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714179202914238,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147333025932312,
|
|
"m": 0.3599354326725006
|
|
},
|
|
{
|
|
"p": 0.07141852378845215,
|
|
"m": 0.3308199644088745
|
|
},
|
|
{
|
|
"p": 0.07138682901859283,
|
|
"m": 0.6411113142967224
|
|
},
|
|
{
|
|
"p": 0.07142012566328049,
|
|
"m": 0.5939649939537048
|
|
},
|
|
{
|
|
"p": 0.07144158333539963,
|
|
"m": 0.7157880067825317
|
|
},
|
|
{
|
|
"p": 0.0714389756321907,
|
|
"m": 0.5172860622406006
|
|
},
|
|
{
|
|
"p": 0.0714501142501831,
|
|
"m": 0.6664465665817261
|
|
},
|
|
{
|
|
"p": 0.07144109159708023,
|
|
"m": 0.39325833320617676
|
|
},
|
|
{
|
|
"p": 0.07145892083644867,
|
|
"m": 0.9921245574951172
|
|
},
|
|
{
|
|
"p": 0.07143066823482513,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140430808067322,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 3.17340087890625,
|
|
"val_loss": 1.3238987922668457,
|
|
"acc": 51.01,
|
|
"time": 272.64606050000293,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146713137626648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141867280006409,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148268073797226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139455527067184,
|
|
"m": 0.3864383101463318
|
|
},
|
|
{
|
|
"p": 0.0714179277420044,
|
|
"m": 0.31971317529678345
|
|
},
|
|
{
|
|
"p": 0.07133875787258148,
|
|
"m": 0.6505087018013
|
|
},
|
|
{
|
|
"p": 0.07140901684761047,
|
|
"m": 0.6109728813171387
|
|
},
|
|
{
|
|
"p": 0.07142332196235657,
|
|
"m": 0.7333305478096008
|
|
},
|
|
{
|
|
"p": 0.0714433491230011,
|
|
"m": 0.5377808809280396
|
|
},
|
|
{
|
|
"p": 0.0714918002486229,
|
|
"m": 0.6327314376831055
|
|
},
|
|
{
|
|
"p": 0.0714258924126625,
|
|
"m": 0.40195149183273315
|
|
},
|
|
{
|
|
"p": 0.07145426422357559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144466787576675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138799130916595,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 3.2551238536834717,
|
|
"val_loss": 1.442380666732788,
|
|
"acc": 50.19,
|
|
"time": 273.30644137598574,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143189758062363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149671018123627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144387066364288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714365616440773,
|
|
"m": 0.3542141914367676
|
|
},
|
|
{
|
|
"p": 0.07138025760650635,
|
|
"m": 0.29003360867500305
|
|
},
|
|
{
|
|
"p": 0.07136554270982742,
|
|
"m": 0.627835214138031
|
|
},
|
|
{
|
|
"p": 0.07144604623317719,
|
|
"m": 0.6146735548973083
|
|
},
|
|
{
|
|
"p": 0.0714946836233139,
|
|
"m": 0.7432113289833069
|
|
},
|
|
{
|
|
"p": 0.07142248749732971,
|
|
"m": 0.5603066086769104
|
|
},
|
|
{
|
|
"p": 0.0714581161737442,
|
|
"m": 0.597404420375824
|
|
},
|
|
{
|
|
"p": 0.0714435800909996,
|
|
"m": 0.41166451573371887
|
|
},
|
|
{
|
|
"p": 0.07141780853271484,
|
|
"m": 0.9929128885269165
|
|
},
|
|
{
|
|
"p": 0.07143279165029526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132965326309204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 3.5388031005859375,
|
|
"val_loss": 1.4004701375961304,
|
|
"acc": 49.61,
|
|
"time": 272.35973920300603,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143903523683548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138775289058685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146740704774857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150189578533173,
|
|
"m": 0.372794508934021
|
|
},
|
|
{
|
|
"p": 0.07142755389213562,
|
|
"m": 0.3050571382045746
|
|
},
|
|
{
|
|
"p": 0.07135162502527237,
|
|
"m": 0.6028748750686646
|
|
},
|
|
{
|
|
"p": 0.07138105481863022,
|
|
"m": 0.6121631860733032
|
|
},
|
|
{
|
|
"p": 0.07148625701665878,
|
|
"m": 0.658247172832489
|
|
},
|
|
{
|
|
"p": 0.07138931751251221,
|
|
"m": 0.5635380744934082
|
|
},
|
|
{
|
|
"p": 0.07141086459159851,
|
|
"m": 0.61765056848526
|
|
},
|
|
{
|
|
"p": 0.0713997632265091,
|
|
"m": 0.42337876558303833
|
|
},
|
|
{
|
|
"p": 0.07148966938257217,
|
|
"m": 0.9417334198951721
|
|
},
|
|
{
|
|
"p": 0.07143306732177734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143477350473404,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.059420585632324,
|
|
"val_loss": 1.5423325300216675,
|
|
"acc": 51.56,
|
|
"time": 272.27001532004215,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144325971603394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138902693986893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144857943058014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155922800302505,
|
|
"m": 0.3204568326473236
|
|
},
|
|
{
|
|
"p": 0.07141923904418945,
|
|
"m": 0.27404308319091797
|
|
},
|
|
{
|
|
"p": 0.07138697057962418,
|
|
"m": 0.5947400331497192
|
|
},
|
|
{
|
|
"p": 0.07145066559314728,
|
|
"m": 0.5718832015991211
|
|
},
|
|
{
|
|
"p": 0.07138703763484955,
|
|
"m": 0.6947375535964966
|
|
},
|
|
{
|
|
"p": 0.07143557816743851,
|
|
"m": 0.5609604716300964
|
|
},
|
|
{
|
|
"p": 0.07149148732423782,
|
|
"m": 0.6388399600982666
|
|
},
|
|
{
|
|
"p": 0.07137574255466461,
|
|
"m": 0.42615219950675964
|
|
},
|
|
{
|
|
"p": 0.0714186355471611,
|
|
"m": 0.9685449600219727
|
|
},
|
|
{
|
|
"p": 0.07143030315637589,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136424630880356,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.299813747406006,
|
|
"val_loss": 1.4400091171264648,
|
|
"acc": 51.82,
|
|
"time": 273.40762878296664,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151142507791519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136529684066772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146576046943665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138313353061676,
|
|
"m": 0.3819095194339752
|
|
},
|
|
{
|
|
"p": 0.07144143432378769,
|
|
"m": 0.26969918608665466
|
|
},
|
|
{
|
|
"p": 0.07144568115472794,
|
|
"m": 0.5784296989440918
|
|
},
|
|
{
|
|
"p": 0.07140763849020004,
|
|
"m": 0.5996625423431396
|
|
},
|
|
{
|
|
"p": 0.07137774676084518,
|
|
"m": 0.6623549461364746
|
|
},
|
|
{
|
|
"p": 0.0714554563164711,
|
|
"m": 0.5733898282051086
|
|
},
|
|
{
|
|
"p": 0.07140713930130005,
|
|
"m": 0.652951717376709
|
|
},
|
|
{
|
|
"p": 0.07144159078598022,
|
|
"m": 0.42843642830848694
|
|
},
|
|
{
|
|
"p": 0.07148055732250214,
|
|
"m": 0.9961840510368347
|
|
},
|
|
{
|
|
"p": 0.07144979387521744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136736065149307,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 3.27370023727417,
|
|
"val_loss": 1.2757118940353394,
|
|
"acc": 54.11,
|
|
"time": 271.90556733799167,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152515649795532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138524949550629,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146564871072769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148117572069168,
|
|
"m": 0.3706907033920288
|
|
},
|
|
{
|
|
"p": 0.07141698151826859,
|
|
"m": 0.2272821068763733
|
|
},
|
|
{
|
|
"p": 0.07140510529279709,
|
|
"m": 0.5958740711212158
|
|
},
|
|
{
|
|
"p": 0.07140935212373734,
|
|
"m": 0.6008540391921997
|
|
},
|
|
{
|
|
"p": 0.07144904881715775,
|
|
"m": 0.6159758567810059
|
|
},
|
|
{
|
|
"p": 0.0714448094367981,
|
|
"m": 0.5882371664047241
|
|
},
|
|
{
|
|
"p": 0.07138773798942566,
|
|
"m": 0.6806819438934326
|
|
},
|
|
{
|
|
"p": 0.07139217108488083,
|
|
"m": 0.4332957863807678
|
|
},
|
|
{
|
|
"p": 0.07143392413854599,
|
|
"m": 0.9989837408065796
|
|
},
|
|
{
|
|
"p": 0.07142466306686401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713789239525795,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 3.2325668334960938,
|
|
"val_loss": 1.2268714904785156,
|
|
"acc": 54.4,
|
|
"time": 273.1969958859845,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148142904043198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139657437801361,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144203037023544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714452862739563,
|
|
"m": 0.35911497473716736
|
|
},
|
|
{
|
|
"p": 0.0714256539940834,
|
|
"m": 0.19261209666728973
|
|
},
|
|
{
|
|
"p": 0.07143662124872208,
|
|
"m": 0.5541458129882812
|
|
},
|
|
{
|
|
"p": 0.07143474370241165,
|
|
"m": 0.6215023994445801
|
|
},
|
|
{
|
|
"p": 0.07140200585126877,
|
|
"m": 0.6362505555152893
|
|
},
|
|
{
|
|
"p": 0.071424700319767,
|
|
"m": 0.6075061559677124
|
|
},
|
|
{
|
|
"p": 0.07140441238880157,
|
|
"m": 0.6872439384460449
|
|
},
|
|
{
|
|
"p": 0.071415014564991,
|
|
"m": 0.4519300162792206
|
|
},
|
|
{
|
|
"p": 0.07146098464727402,
|
|
"m": 0.9888353943824768
|
|
},
|
|
{
|
|
"p": 0.0714787021279335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135183364152908,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 3.162757396697998,
|
|
"val_loss": 1.4326698780059814,
|
|
"acc": 53.55,
|
|
"time": 273.2859638980008,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143013924360275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130889594554901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714077353477478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714748278260231,
|
|
"m": 0.3487110733985901
|
|
},
|
|
{
|
|
"p": 0.07148334383964539,
|
|
"m": 0.17662064731121063
|
|
},
|
|
{
|
|
"p": 0.07141828536987305,
|
|
"m": 0.5518674850463867
|
|
},
|
|
{
|
|
"p": 0.07147646695375443,
|
|
"m": 0.6280496120452881
|
|
},
|
|
{
|
|
"p": 0.07143768668174744,
|
|
"m": 0.6703261137008667
|
|
},
|
|
{
|
|
"p": 0.07150483131408691,
|
|
"m": 0.6055099964141846
|
|
},
|
|
{
|
|
"p": 0.07146835327148438,
|
|
"m": 0.6868261694908142
|
|
},
|
|
{
|
|
"p": 0.07144587486982346,
|
|
"m": 0.4549056887626648
|
|
},
|
|
{
|
|
"p": 0.07139774411916733,
|
|
"m": 0.9636996388435364
|
|
},
|
|
{
|
|
"p": 0.07144252955913544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130332291126251,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.9301083087921143,
|
|
"val_loss": 1.1853969097137451,
|
|
"acc": 53.16,
|
|
"time": 272.43614042102126,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143052667379379,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140100747346878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148081809282303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143981754779816,
|
|
"m": 0.3539558947086334
|
|
},
|
|
{
|
|
"p": 0.07144417613744736,
|
|
"m": 0.18050193786621094
|
|
},
|
|
{
|
|
"p": 0.07139367610216141,
|
|
"m": 0.5227468013763428
|
|
},
|
|
{
|
|
"p": 0.07143206149339676,
|
|
"m": 0.6616714596748352
|
|
},
|
|
{
|
|
"p": 0.07145866751670837,
|
|
"m": 0.7050193548202515
|
|
},
|
|
{
|
|
"p": 0.07141506671905518,
|
|
"m": 0.5987604856491089
|
|
},
|
|
{
|
|
"p": 0.07143694162368774,
|
|
"m": 0.7135157585144043
|
|
},
|
|
{
|
|
"p": 0.07135201245546341,
|
|
"m": 0.46354901790618896
|
|
},
|
|
{
|
|
"p": 0.07151178270578384,
|
|
"m": 0.9672253727912903
|
|
},
|
|
{
|
|
"p": 0.07148980349302292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131367921829224,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 2.803335189819336,
|
|
"val_loss": 1.1728895902633667,
|
|
"acc": 56.9,
|
|
"time": 273.8228623799514,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145647704601288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140281051397324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147984206676483,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148801535367966,
|
|
"m": 0.37240976095199585
|
|
},
|
|
{
|
|
"p": 0.07141023129224777,
|
|
"m": 0.19556497037410736
|
|
},
|
|
{
|
|
"p": 0.07137835770845413,
|
|
"m": 0.5273445844650269
|
|
},
|
|
{
|
|
"p": 0.07144469022750854,
|
|
"m": 0.673090934753418
|
|
},
|
|
{
|
|
"p": 0.07140754163265228,
|
|
"m": 0.6871193051338196
|
|
},
|
|
{
|
|
"p": 0.07144642621278763,
|
|
"m": 0.6069912910461426
|
|
},
|
|
{
|
|
"p": 0.0714445635676384,
|
|
"m": 0.6871787905693054
|
|
},
|
|
{
|
|
"p": 0.07141541689634323,
|
|
"m": 0.4598883092403412
|
|
},
|
|
{
|
|
"p": 0.07146982848644257,
|
|
"m": 0.9597176313400269
|
|
},
|
|
{
|
|
"p": 0.07143159955739975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132419943809509,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 3.0135467052459717,
|
|
"val_loss": 1.2792510986328125,
|
|
"acc": 54.67,
|
|
"time": 271.10875786002725,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142455875873566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138551026582718,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147754728794098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145263999700546,
|
|
"m": 0.4058670103549957
|
|
},
|
|
{
|
|
"p": 0.07146011292934418,
|
|
"m": 0.19273477792739868
|
|
},
|
|
{
|
|
"p": 0.07138442993164062,
|
|
"m": 0.45527055859565735
|
|
},
|
|
{
|
|
"p": 0.07147854566574097,
|
|
"m": 0.6793503761291504
|
|
},
|
|
{
|
|
"p": 0.07145337760448456,
|
|
"m": 0.680904746055603
|
|
},
|
|
{
|
|
"p": 0.07142312079668045,
|
|
"m": 0.6127490997314453
|
|
},
|
|
{
|
|
"p": 0.07135947793722153,
|
|
"m": 0.6812222003936768
|
|
},
|
|
{
|
|
"p": 0.07139426469802856,
|
|
"m": 0.4804013669490814
|
|
},
|
|
{
|
|
"p": 0.0714462623000145,
|
|
"m": 0.9769952297210693
|
|
},
|
|
{
|
|
"p": 0.07149926573038101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136087119579315,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 2.7514584064483643,
|
|
"val_loss": 1.2547645568847656,
|
|
"acc": 58.57,
|
|
"time": 272.19106493203435,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149988412857056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140330970287323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714329183101654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141345739364624,
|
|
"m": 0.3629491329193115
|
|
},
|
|
{
|
|
"p": 0.07146189361810684,
|
|
"m": 0.22210751473903656
|
|
},
|
|
{
|
|
"p": 0.07140258699655533,
|
|
"m": 0.5705633759498596
|
|
},
|
|
{
|
|
"p": 0.07146517187356949,
|
|
"m": 0.6982407569885254
|
|
},
|
|
{
|
|
"p": 0.07141489535570145,
|
|
"m": 0.6512329578399658
|
|
},
|
|
{
|
|
"p": 0.071415014564991,
|
|
"m": 0.6476140022277832
|
|
},
|
|
{
|
|
"p": 0.07148083299398422,
|
|
"m": 0.6950526833534241
|
|
},
|
|
{
|
|
"p": 0.07141710072755814,
|
|
"m": 0.47343742847442627
|
|
},
|
|
{
|
|
"p": 0.07144834846258163,
|
|
"m": 0.9605591297149658
|
|
},
|
|
{
|
|
"p": 0.0714578926563263,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712866559624672,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 2.788325309753418,
|
|
"val_loss": 1.2322895526885986,
|
|
"acc": 56.3,
|
|
"time": 271.3652794259833,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714612677693367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713116005063057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141630351543427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147723436355591,
|
|
"m": 0.4213508367538452
|
|
},
|
|
{
|
|
"p": 0.0714317038655281,
|
|
"m": 0.21605569124221802
|
|
},
|
|
{
|
|
"p": 0.0713619515299797,
|
|
"m": 0.6135319471359253
|
|
},
|
|
{
|
|
"p": 0.07146114856004715,
|
|
"m": 0.6982654929161072
|
|
},
|
|
{
|
|
"p": 0.07144509255886078,
|
|
"m": 0.5751386284828186
|
|
},
|
|
{
|
|
"p": 0.07145536690950394,
|
|
"m": 0.6721457242965698
|
|
},
|
|
{
|
|
"p": 0.071529820561409,
|
|
"m": 0.7264367938041687
|
|
},
|
|
{
|
|
"p": 0.0714631900191307,
|
|
"m": 0.4837731122970581
|
|
},
|
|
{
|
|
"p": 0.07143369317054749,
|
|
"m": 0.9689787030220032
|
|
},
|
|
{
|
|
"p": 0.07141830772161484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133331149816513,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.7615158557891846,
|
|
"val_loss": 1.2643322944641113,
|
|
"acc": 57.71,
|
|
"time": 272.0404007729958,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149942964315414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139059901237488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139018177986145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142382115125656,
|
|
"m": 0.4846145808696747
|
|
},
|
|
{
|
|
"p": 0.07143108546733856,
|
|
"m": 0.2396685630083084
|
|
},
|
|
{
|
|
"p": 0.07142641395330429,
|
|
"m": 0.6132852435112
|
|
},
|
|
{
|
|
"p": 0.07143708318471909,
|
|
"m": 0.7564417719841003
|
|
},
|
|
{
|
|
"p": 0.07142657786607742,
|
|
"m": 0.6431289315223694
|
|
},
|
|
{
|
|
"p": 0.07143609970808029,
|
|
"m": 0.6905210614204407
|
|
},
|
|
{
|
|
"p": 0.07145252823829651,
|
|
"m": 0.7443135976791382
|
|
},
|
|
{
|
|
"p": 0.07141048461198807,
|
|
"m": 0.5011116862297058
|
|
},
|
|
{
|
|
"p": 0.07146712392568588,
|
|
"m": 0.9476543664932251
|
|
},
|
|
{
|
|
"p": 0.07142451405525208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138409465551376,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 2.6531529426574707,
|
|
"val_loss": 1.2715466022491455,
|
|
"acc": 58.24,
|
|
"time": 272.5705655030324,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145586609840393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140497118234634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136763632297516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145381718873978,
|
|
"m": 0.43758633732795715
|
|
},
|
|
{
|
|
"p": 0.0714869275689125,
|
|
"m": 0.21290545165538788
|
|
},
|
|
{
|
|
"p": 0.07142641395330429,
|
|
"m": 0.6316273808479309
|
|
},
|
|
{
|
|
"p": 0.07147900015115738,
|
|
"m": 0.7742994427680969
|
|
},
|
|
{
|
|
"p": 0.07144737988710403,
|
|
"m": 0.5969403386116028
|
|
},
|
|
{
|
|
"p": 0.07137226313352585,
|
|
"m": 0.693196177482605
|
|
},
|
|
{
|
|
"p": 0.071523018181324,
|
|
"m": 0.7339999079704285
|
|
},
|
|
{
|
|
"p": 0.071366086602211,
|
|
"m": 0.5114737153053284
|
|
},
|
|
{
|
|
"p": 0.07145632058382034,
|
|
"m": 0.9040845036506653
|
|
},
|
|
{
|
|
"p": 0.07147841900587082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128187268972397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 3.0909366607666016,
|
|
"val_loss": 1.233062982559204,
|
|
"acc": 59.71,
|
|
"time": 272.7775098379934,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143329828977585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713820606470108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713876411318779,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152421027421951,
|
|
"m": 0.4813039302825928
|
|
},
|
|
{
|
|
"p": 0.07143165916204453,
|
|
"m": 0.268327534198761
|
|
},
|
|
{
|
|
"p": 0.07141683250665665,
|
|
"m": 0.693904459476471
|
|
},
|
|
{
|
|
"p": 0.07147711515426636,
|
|
"m": 0.7344080209732056
|
|
},
|
|
{
|
|
"p": 0.07142918556928635,
|
|
"m": 0.6824085712432861
|
|
},
|
|
{
|
|
"p": 0.07146948575973511,
|
|
"m": 0.7175254821777344
|
|
},
|
|
{
|
|
"p": 0.07143133878707886,
|
|
"m": 0.7431486248970032
|
|
},
|
|
{
|
|
"p": 0.07141341269016266,
|
|
"m": 0.5170947313308716
|
|
},
|
|
{
|
|
"p": 0.07142770290374756,
|
|
"m": 0.9197480082511902
|
|
},
|
|
{
|
|
"p": 0.07145785540342331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131823152303696,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.5904102325439453,
|
|
"val_loss": 1.2104713916778564,
|
|
"acc": 59.28,
|
|
"time": 270.81395653204527,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714799165725708,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137618213891983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071441650390625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713939294219017,
|
|
"m": 0.4897709786891937
|
|
},
|
|
{
|
|
"p": 0.07142014801502228,
|
|
"m": 0.26014840602874756
|
|
},
|
|
{
|
|
"p": 0.07139404863119125,
|
|
"m": 0.7355867624282837
|
|
},
|
|
{
|
|
"p": 0.07145484536886215,
|
|
"m": 0.7438486218452454
|
|
},
|
|
{
|
|
"p": 0.07148505002260208,
|
|
"m": 0.8004612922668457
|
|
},
|
|
{
|
|
"p": 0.07141309976577759,
|
|
"m": 0.7436604499816895
|
|
},
|
|
{
|
|
"p": 0.07145021855831146,
|
|
"m": 0.774799108505249
|
|
},
|
|
{
|
|
"p": 0.07141239941120148,
|
|
"m": 0.5243800282478333
|
|
},
|
|
{
|
|
"p": 0.07146916538476944,
|
|
"m": 0.9135615825653076
|
|
},
|
|
{
|
|
"p": 0.07147771120071411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133163511753082,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 2.794914722442627,
|
|
"val_loss": 1.142953634262085,
|
|
"acc": 60.11,
|
|
"time": 271.8236741729779,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147402316331863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140123099088669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143048197031021,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161163538694382,
|
|
"m": 0.5189430117607117
|
|
},
|
|
{
|
|
"p": 0.07138720154762268,
|
|
"m": 0.24348857998847961
|
|
},
|
|
{
|
|
"p": 0.07129015773534775,
|
|
"m": 0.7251542806625366
|
|
},
|
|
{
|
|
"p": 0.0714186429977417,
|
|
"m": 0.688270092010498
|
|
},
|
|
{
|
|
"p": 0.07129643857479095,
|
|
"m": 0.8376945853233337
|
|
},
|
|
{
|
|
"p": 0.0715491995215416,
|
|
"m": 0.7439389228820801
|
|
},
|
|
{
|
|
"p": 0.07141033560037613,
|
|
"m": 0.8053862452507019
|
|
},
|
|
{
|
|
"p": 0.07153256982564926,
|
|
"m": 0.5610792636871338
|
|
},
|
|
{
|
|
"p": 0.07147374749183655,
|
|
"m": 0.9021883606910706
|
|
},
|
|
{
|
|
"p": 0.07142175734043121,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130254805088043,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.685938596725464,
|
|
"val_loss": 1.1082360744476318,
|
|
"acc": 60.4,
|
|
"time": 273.8579013280105,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071451835334301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137525081634521,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145283371210098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147162407636642,
|
|
"m": 0.4609789252281189
|
|
},
|
|
{
|
|
"p": 0.0714733675122261,
|
|
"m": 0.2046165019273758
|
|
},
|
|
{
|
|
"p": 0.0713898241519928,
|
|
"m": 0.7373923063278198
|
|
},
|
|
{
|
|
"p": 0.07140976190567017,
|
|
"m": 0.7175288796424866
|
|
},
|
|
{
|
|
"p": 0.07139106839895248,
|
|
"m": 0.9490249752998352
|
|
},
|
|
{
|
|
"p": 0.0714387446641922,
|
|
"m": 0.7711921334266663
|
|
},
|
|
{
|
|
"p": 0.07149195671081543,
|
|
"m": 0.8085182309150696
|
|
},
|
|
{
|
|
"p": 0.0714913085103035,
|
|
"m": 0.5831566452980042
|
|
},
|
|
{
|
|
"p": 0.07149897515773773,
|
|
"m": 0.9101698398590088
|
|
},
|
|
{
|
|
"p": 0.07134810835123062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131531834602356,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 2.8890061378479004,
|
|
"val_loss": 1.2047978639602661,
|
|
"acc": 58.01,
|
|
"time": 273.84490556898527,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147400826215744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147374004125595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149077951908112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141716778278351,
|
|
"m": 0.5274234414100647
|
|
},
|
|
{
|
|
"p": 0.0713997632265091,
|
|
"m": 0.24624589085578918
|
|
},
|
|
{
|
|
"p": 0.07126747816801071,
|
|
"m": 0.7063205242156982
|
|
},
|
|
{
|
|
"p": 0.07148268073797226,
|
|
"m": 0.7558798789978027
|
|
},
|
|
{
|
|
"p": 0.07146314531564713,
|
|
"m": 0.9979770183563232
|
|
},
|
|
{
|
|
"p": 0.07151852548122406,
|
|
"m": 0.7631508111953735
|
|
},
|
|
{
|
|
"p": 0.07149142771959305,
|
|
"m": 0.7441951632499695
|
|
},
|
|
{
|
|
"p": 0.0714549869298935,
|
|
"m": 0.5977090001106262
|
|
},
|
|
{
|
|
"p": 0.07134170085191727,
|
|
"m": 0.8826504945755005
|
|
},
|
|
{
|
|
"p": 0.0715019628405571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122257351875305,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.795834541320801,
|
|
"val_loss": 1.1106890439987183,
|
|
"acc": 60.91,
|
|
"time": 272.7519864499918,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147414237260818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144422084093094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143139839172363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144031673669815,
|
|
"m": 0.5711786150932312
|
|
},
|
|
{
|
|
"p": 0.07135981321334839,
|
|
"m": 0.23532086610794067
|
|
},
|
|
{
|
|
"p": 0.07149319350719452,
|
|
"m": 0.7097694277763367
|
|
},
|
|
{
|
|
"p": 0.07141202688217163,
|
|
"m": 0.7649616599082947
|
|
},
|
|
{
|
|
"p": 0.07139488309621811,
|
|
"m": 0.9084781408309937
|
|
},
|
|
{
|
|
"p": 0.07149341702461243,
|
|
"m": 0.7363942861557007
|
|
},
|
|
{
|
|
"p": 0.07155650854110718,
|
|
"m": 0.7502191662788391
|
|
},
|
|
{
|
|
"p": 0.07141868025064468,
|
|
"m": 0.6191135048866272
|
|
},
|
|
{
|
|
"p": 0.0714273676276207,
|
|
"m": 0.9044678211212158
|
|
},
|
|
{
|
|
"p": 0.07134503871202469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130898535251617,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.5646896362304688,
|
|
"val_loss": 1.0942405462265015,
|
|
"acc": 61.03,
|
|
"time": 273.968688693014,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07132098078727722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138416171073914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141470909118652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150954753160477,
|
|
"m": 0.5728549361228943
|
|
},
|
|
{
|
|
"p": 0.07144475728273392,
|
|
"m": 0.1926848590373993
|
|
},
|
|
{
|
|
"p": 0.07131603360176086,
|
|
"m": 0.7722870707511902
|
|
},
|
|
{
|
|
"p": 0.07146168500185013,
|
|
"m": 0.7754123210906982
|
|
},
|
|
{
|
|
"p": 0.07150555402040482,
|
|
"m": 0.9349868893623352
|
|
},
|
|
{
|
|
"p": 0.07141117751598358,
|
|
"m": 0.7591755986213684
|
|
},
|
|
{
|
|
"p": 0.07152697443962097,
|
|
"m": 0.7328701019287109
|
|
},
|
|
{
|
|
"p": 0.07135044038295746,
|
|
"m": 0.6358208060264587
|
|
},
|
|
{
|
|
"p": 0.07151691615581512,
|
|
"m": 0.9644749760627747
|
|
},
|
|
{
|
|
"p": 0.07147635519504547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071360744535923,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 2.9022367000579834,
|
|
"val_loss": 1.165784478187561,
|
|
"acc": 62.39,
|
|
"time": 272.98959377297433,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715503990650177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135581970214844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139495015144348,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153009623289108,
|
|
"m": 0.6172874569892883
|
|
},
|
|
{
|
|
"p": 0.07150304317474365,
|
|
"m": 0.15194232761859894
|
|
},
|
|
{
|
|
"p": 0.07124621421098709,
|
|
"m": 0.7736452221870422
|
|
},
|
|
{
|
|
"p": 0.07153294235467911,
|
|
"m": 0.7383167147636414
|
|
},
|
|
{
|
|
"p": 0.07145465165376663,
|
|
"m": 0.8946846127510071
|
|
},
|
|
{
|
|
"p": 0.07143519818782806,
|
|
"m": 0.7414563298225403
|
|
},
|
|
{
|
|
"p": 0.07142957299947739,
|
|
"m": 0.8402561545372009
|
|
},
|
|
{
|
|
"p": 0.07142704725265503,
|
|
"m": 0.6633202433586121
|
|
},
|
|
{
|
|
"p": 0.07145319879055023,
|
|
"m": 0.9663411974906921
|
|
},
|
|
{
|
|
"p": 0.07147494703531265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121187448501587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.494180202484131,
|
|
"val_loss": 1.1289026737213135,
|
|
"acc": 61.63,
|
|
"time": 271.75797875999706,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714326724410057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148109376430511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144289463758469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714208111166954,
|
|
"m": 0.6394373178482056
|
|
},
|
|
{
|
|
"p": 0.07146185636520386,
|
|
"m": 0.20538638532161713
|
|
},
|
|
{
|
|
"p": 0.07134529948234558,
|
|
"m": 0.8226568102836609
|
|
},
|
|
{
|
|
"p": 0.07149872183799744,
|
|
"m": 0.7108356356620789
|
|
},
|
|
{
|
|
"p": 0.07140015065670013,
|
|
"m": 0.9804112315177917
|
|
},
|
|
{
|
|
"p": 0.07148892432451248,
|
|
"m": 0.7727372050285339
|
|
},
|
|
{
|
|
"p": 0.07133397459983826,
|
|
"m": 0.9185566306114197
|
|
},
|
|
{
|
|
"p": 0.07145959138870239,
|
|
"m": 0.6656281352043152
|
|
},
|
|
{
|
|
"p": 0.07143668085336685,
|
|
"m": 0.9644111394882202
|
|
},
|
|
{
|
|
"p": 0.07138426601886749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714130625128746,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.3858072757720947,
|
|
"val_loss": 1.0729345083236694,
|
|
"acc": 61.14,
|
|
"time": 274.5045770909637,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150653004646301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137411087751389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142334431409836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145757973194122,
|
|
"m": 0.6735956072807312
|
|
},
|
|
{
|
|
"p": 0.07143043726682663,
|
|
"m": 0.2557277977466583
|
|
},
|
|
{
|
|
"p": 0.0713513195514679,
|
|
"m": 0.813511848449707
|
|
},
|
|
{
|
|
"p": 0.0714610368013382,
|
|
"m": 0.7574494481086731
|
|
},
|
|
{
|
|
"p": 0.07142721861600876,
|
|
"m": 0.9945576786994934
|
|
},
|
|
{
|
|
"p": 0.07150440663099289,
|
|
"m": 0.759171724319458
|
|
},
|
|
{
|
|
"p": 0.07144127786159515,
|
|
"m": 0.8903532028198242
|
|
},
|
|
{
|
|
"p": 0.07145431637763977,
|
|
"m": 0.6665670871734619
|
|
},
|
|
{
|
|
"p": 0.07138900458812714,
|
|
"m": 0.9786214828491211
|
|
},
|
|
{
|
|
"p": 0.07147015631198883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130927592515945,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.3205628395080566,
|
|
"val_loss": 1.1030757427215576,
|
|
"acc": 61.52,
|
|
"time": 273.2995121370186,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151783257722855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137899845838547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138128578662872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139064371585846,
|
|
"m": 0.6742837429046631
|
|
},
|
|
{
|
|
"p": 0.07136256247758865,
|
|
"m": 0.2761184573173523
|
|
},
|
|
{
|
|
"p": 0.07133744657039642,
|
|
"m": 0.7757757902145386
|
|
},
|
|
{
|
|
"p": 0.0715297982096672,
|
|
"m": 0.8201141953468323
|
|
},
|
|
{
|
|
"p": 0.07138770818710327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157540321350098,
|
|
"m": 0.7331154942512512
|
|
},
|
|
{
|
|
"p": 0.07141013443470001,
|
|
"m": 0.8936274647712708
|
|
},
|
|
{
|
|
"p": 0.07147963345050812,
|
|
"m": 0.6792396903038025
|
|
},
|
|
{
|
|
"p": 0.07141444832086563,
|
|
"m": 0.9891687035560608
|
|
},
|
|
{
|
|
"p": 0.07154908031225204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128501683473587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 2.5623531341552734,
|
|
"val_loss": 1.093851923942566,
|
|
"acc": 62.22,
|
|
"time": 273.00669783196645,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144080847501755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135683298110962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714016705751419,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150059193372726,
|
|
"m": 0.7608954310417175
|
|
},
|
|
{
|
|
"p": 0.07140203565359116,
|
|
"m": 0.29352083802223206
|
|
},
|
|
{
|
|
"p": 0.07142886519432068,
|
|
"m": 0.7113527655601501
|
|
},
|
|
{
|
|
"p": 0.07150430232286453,
|
|
"m": 0.8434110879898071
|
|
},
|
|
{
|
|
"p": 0.07148712128400803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149572670459747,
|
|
"m": 0.742821216583252
|
|
},
|
|
{
|
|
"p": 0.07141724973917007,
|
|
"m": 0.8908262252807617
|
|
},
|
|
{
|
|
"p": 0.07141561806201935,
|
|
"m": 0.6720149517059326
|
|
},
|
|
{
|
|
"p": 0.07150144875049591,
|
|
"m": 0.9315571784973145
|
|
},
|
|
{
|
|
"p": 0.07143096625804901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121678441762924,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.286939859390259,
|
|
"val_loss": 1.042065978050232,
|
|
"acc": 61.92,
|
|
"time": 272.5286289890064,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148732990026474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136382907629013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713941901922226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145000994205475,
|
|
"m": 0.8036630749702454
|
|
},
|
|
{
|
|
"p": 0.07143668830394745,
|
|
"m": 0.26838943362236023
|
|
},
|
|
{
|
|
"p": 0.07138808071613312,
|
|
"m": 0.7575928568840027
|
|
},
|
|
{
|
|
"p": 0.0714472159743309,
|
|
"m": 0.8872298002243042
|
|
},
|
|
{
|
|
"p": 0.07140721380710602,
|
|
"m": 0.997681200504303
|
|
},
|
|
{
|
|
"p": 0.07153662294149399,
|
|
"m": 0.7552699446678162
|
|
},
|
|
{
|
|
"p": 0.0714903250336647,
|
|
"m": 0.8656139373779297
|
|
},
|
|
{
|
|
"p": 0.07147648185491562,
|
|
"m": 0.6719605326652527
|
|
},
|
|
{
|
|
"p": 0.07137314230203629,
|
|
"m": 0.934154212474823
|
|
},
|
|
{
|
|
"p": 0.0714535117149353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129538804292679,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.7514891624450684,
|
|
"val_loss": 1.0943788290023804,
|
|
"acc": 62.58,
|
|
"time": 272.417438303004,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149406522512436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137491554021835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148216664791107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149127870798111,
|
|
"m": 0.9183762669563293
|
|
},
|
|
{
|
|
"p": 0.07142607122659683,
|
|
"m": 0.27127450704574585
|
|
},
|
|
{
|
|
"p": 0.07137834280729294,
|
|
"m": 0.7373917102813721
|
|
},
|
|
{
|
|
"p": 0.07150312513113022,
|
|
"m": 0.9069395661354065
|
|
},
|
|
{
|
|
"p": 0.07137995958328247,
|
|
"m": 0.9138317108154297
|
|
},
|
|
{
|
|
"p": 0.07152971625328064,
|
|
"m": 0.7557897567749023
|
|
},
|
|
{
|
|
"p": 0.07130598276853561,
|
|
"m": 0.8863010406494141
|
|
},
|
|
{
|
|
"p": 0.07144004851579666,
|
|
"m": 0.6659219264984131
|
|
},
|
|
{
|
|
"p": 0.07151360809803009,
|
|
"m": 0.9550163745880127
|
|
},
|
|
{
|
|
"p": 0.07139769941568375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712830200791359,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 2.5286903381347656,
|
|
"val_loss": 1.0198965072631836,
|
|
"acc": 63.15,
|
|
"time": 272.9552815390052,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145990431308746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135111093521118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071446992456913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146535813808441,
|
|
"m": 0.9143382906913757
|
|
},
|
|
{
|
|
"p": 0.07150580734014511,
|
|
"m": 0.2110261768102646
|
|
},
|
|
{
|
|
"p": 0.07136697322130203,
|
|
"m": 0.7331051826477051
|
|
},
|
|
{
|
|
"p": 0.07145803421735764,
|
|
"m": 0.8826929926872253
|
|
},
|
|
{
|
|
"p": 0.07136733084917068,
|
|
"m": 0.9370033740997314
|
|
},
|
|
{
|
|
"p": 0.07156023383140564,
|
|
"m": 0.7511162161827087
|
|
},
|
|
{
|
|
"p": 0.07145474851131439,
|
|
"m": 0.9405372142791748
|
|
},
|
|
{
|
|
"p": 0.07140100747346878,
|
|
"m": 0.6765792965888977
|
|
},
|
|
{
|
|
"p": 0.07146366685628891,
|
|
"m": 0.9734827280044556
|
|
},
|
|
{
|
|
"p": 0.07146488130092621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123395055532455,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 2.5372045040130615,
|
|
"val_loss": 1.1438841819763184,
|
|
"acc": 63.67,
|
|
"time": 273.27256482699886,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146903872489929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139337807893753,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147825509309769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146506011486053,
|
|
"m": 0.9618045687675476
|
|
},
|
|
{
|
|
"p": 0.0714614987373352,
|
|
"m": 0.23387254774570465
|
|
},
|
|
{
|
|
"p": 0.07139337062835693,
|
|
"m": 0.7045912146568298
|
|
},
|
|
{
|
|
"p": 0.07136794179677963,
|
|
"m": 0.8919520378112793
|
|
},
|
|
{
|
|
"p": 0.07137614488601685,
|
|
"m": 0.8793008923530579
|
|
},
|
|
{
|
|
"p": 0.07142561674118042,
|
|
"m": 0.777160108089447
|
|
},
|
|
{
|
|
"p": 0.07154998183250427,
|
|
"m": 0.9359161853790283
|
|
},
|
|
{
|
|
"p": 0.07141216099262238,
|
|
"m": 0.6980666518211365
|
|
},
|
|
{
|
|
"p": 0.07142914086580276,
|
|
"m": 0.9778645038604736
|
|
},
|
|
{
|
|
"p": 0.07143024355173111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713481605052948,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.645451068878174,
|
|
"val_loss": 1.120437741279602,
|
|
"acc": 61.3,
|
|
"time": 273.2334318039939,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141738384962082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135158032178879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714610293507576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713590607047081,
|
|
"m": 0.9244040846824646
|
|
},
|
|
{
|
|
"p": 0.07131792604923248,
|
|
"m": 0.350587397813797
|
|
},
|
|
{
|
|
"p": 0.07134916633367538,
|
|
"m": 0.6578744649887085
|
|
},
|
|
{
|
|
"p": 0.07148260623216629,
|
|
"m": 0.8693629503250122
|
|
},
|
|
{
|
|
"p": 0.07159692794084549,
|
|
"m": 0.8826426267623901
|
|
},
|
|
{
|
|
"p": 0.07147417217493057,
|
|
"m": 0.7719618678092957
|
|
},
|
|
{
|
|
"p": 0.07134508341550827,
|
|
"m": 0.9685459733009338
|
|
},
|
|
{
|
|
"p": 0.07138969749212265,
|
|
"m": 0.6825671195983887
|
|
},
|
|
{
|
|
"p": 0.07151738554239273,
|
|
"m": 0.9755658507347107
|
|
},
|
|
{
|
|
"p": 0.07174742221832275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119056582450867,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 2.660487413406372,
|
|
"val_loss": 1.1060062646865845,
|
|
"acc": 62.72,
|
|
"time": 273.54188200301724,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143275439739227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140550762414932,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156302779912949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140299677848816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137396931648254,
|
|
"m": 0.3557249903678894
|
|
},
|
|
{
|
|
"p": 0.07140303403139114,
|
|
"m": 0.6124647855758667
|
|
},
|
|
{
|
|
"p": 0.07139632105827332,
|
|
"m": 0.8204017281532288
|
|
},
|
|
{
|
|
"p": 0.07136718183755875,
|
|
"m": 0.9049598574638367
|
|
},
|
|
{
|
|
"p": 0.0714809000492096,
|
|
"m": 0.7852638363838196
|
|
},
|
|
{
|
|
"p": 0.07152096927165985,
|
|
"m": 0.9932176470756531
|
|
},
|
|
{
|
|
"p": 0.0714297741651535,
|
|
"m": 0.6987853646278381
|
|
},
|
|
{
|
|
"p": 0.07145417481660843,
|
|
"m": 0.9863234162330627
|
|
},
|
|
{
|
|
"p": 0.07147933542728424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129007577896118,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 2.5937259197235107,
|
|
"val_loss": 1.078055739402771,
|
|
"acc": 63.76,
|
|
"time": 273.0027444009902,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07138929516077042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137531787157059,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145471125841141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147013396024704,
|
|
"m": 0.9972753524780273
|
|
},
|
|
{
|
|
"p": 0.07139657437801361,
|
|
"m": 0.32549405097961426
|
|
},
|
|
{
|
|
"p": 0.07141391187906265,
|
|
"m": 0.6968157887458801
|
|
},
|
|
{
|
|
"p": 0.07138032466173172,
|
|
"m": 0.7891630530357361
|
|
},
|
|
{
|
|
"p": 0.0713956207036972,
|
|
"m": 0.8813192248344421
|
|
},
|
|
{
|
|
"p": 0.07158131152391434,
|
|
"m": 0.7815824747085571
|
|
},
|
|
{
|
|
"p": 0.07135957479476929,
|
|
"m": 0.9560714960098267
|
|
},
|
|
{
|
|
"p": 0.07148794829845428,
|
|
"m": 0.6806380748748779
|
|
},
|
|
{
|
|
"p": 0.0714978352189064,
|
|
"m": 0.9493268728256226
|
|
},
|
|
{
|
|
"p": 0.07156187295913696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123559713363647,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.522953987121582,
|
|
"val_loss": 1.0892537832260132,
|
|
"acc": 63.11,
|
|
"time": 271.91518506902503,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145173102617264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131946831941605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142998278141022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149665057659149,
|
|
"m": 0.9975730180740356
|
|
},
|
|
{
|
|
"p": 0.071437768638134,
|
|
"m": 0.3476041257381439
|
|
},
|
|
{
|
|
"p": 0.07139414548873901,
|
|
"m": 0.6775052547454834
|
|
},
|
|
{
|
|
"p": 0.07154426723718643,
|
|
"m": 0.9195252060890198
|
|
},
|
|
{
|
|
"p": 0.07136251032352448,
|
|
"m": 0.9860243797302246
|
|
},
|
|
{
|
|
"p": 0.07143938541412354,
|
|
"m": 0.7793303728103638
|
|
},
|
|
{
|
|
"p": 0.07143881171941757,
|
|
"m": 0.9332407712936401
|
|
},
|
|
{
|
|
"p": 0.07143935561180115,
|
|
"m": 0.6744198799133301
|
|
},
|
|
{
|
|
"p": 0.07142937183380127,
|
|
"m": 0.9493755102157593
|
|
},
|
|
{
|
|
"p": 0.07149825245141983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131826877593994,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 2.390209197998047,
|
|
"val_loss": 1.052290439605713,
|
|
"acc": 62.86,
|
|
"time": 272.7884229479823,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714280903339386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131053507328033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714779645204544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150229811668396,
|
|
"m": 0.9582985639572144
|
|
},
|
|
{
|
|
"p": 0.07137371599674225,
|
|
"m": 0.3089563250541687
|
|
},
|
|
{
|
|
"p": 0.07132183015346527,
|
|
"m": 0.7292667627334595
|
|
},
|
|
{
|
|
"p": 0.07154406607151031,
|
|
"m": 0.9800025820732117
|
|
},
|
|
{
|
|
"p": 0.07145420461893082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148990035057068,
|
|
"m": 0.7750259041786194
|
|
},
|
|
{
|
|
"p": 0.07152512669563293,
|
|
"m": 0.924557626247406
|
|
},
|
|
{
|
|
"p": 0.0715196505188942,
|
|
"m": 0.677054762840271
|
|
},
|
|
{
|
|
"p": 0.07134009152650833,
|
|
"m": 0.9603459239006042
|
|
},
|
|
{
|
|
"p": 0.07136671245098114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134577631950378,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.7000160217285156,
|
|
"val_loss": 0.9802196621894836,
|
|
"acc": 64.9,
|
|
"time": 272.1837751180283,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150258868932724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131367176771164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147170603275299,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713377520442009,
|
|
"m": 0.9771619439125061
|
|
},
|
|
{
|
|
"p": 0.0713987648487091,
|
|
"m": 0.3952594995498657
|
|
},
|
|
{
|
|
"p": 0.0713767558336258,
|
|
"m": 0.758074164390564
|
|
},
|
|
{
|
|
"p": 0.07138899713754654,
|
|
"m": 0.9898297190666199
|
|
},
|
|
{
|
|
"p": 0.07141935080289841,
|
|
"m": 0.9762457609176636
|
|
},
|
|
{
|
|
"p": 0.07146681100130081,
|
|
"m": 0.7639592289924622
|
|
},
|
|
{
|
|
"p": 0.07157089561223984,
|
|
"m": 0.9225773811340332
|
|
},
|
|
{
|
|
"p": 0.07147481292486191,
|
|
"m": 0.7061375379562378
|
|
},
|
|
{
|
|
"p": 0.07144392281770706,
|
|
"m": 0.9819366931915283
|
|
},
|
|
{
|
|
"p": 0.07149995863437653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133394479751587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.6049718856811523,
|
|
"val_loss": 1.084395408630371,
|
|
"acc": 65.63,
|
|
"time": 272.6904315149877,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071612648665905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126189768314362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144353538751602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132831960916519,
|
|
"m": 0.983971118927002
|
|
},
|
|
{
|
|
"p": 0.07141240686178207,
|
|
"m": 0.42520639300346375
|
|
},
|
|
{
|
|
"p": 0.07137428969144821,
|
|
"m": 0.7802009582519531
|
|
},
|
|
{
|
|
"p": 0.07146725803613663,
|
|
"m": 0.9593238234519958
|
|
},
|
|
{
|
|
"p": 0.07146204262971878,
|
|
"m": 0.95728600025177
|
|
},
|
|
{
|
|
"p": 0.07147815823554993,
|
|
"m": 0.7681783437728882
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.9101129174232483
|
|
},
|
|
{
|
|
"p": 0.07144185155630112,
|
|
"m": 0.7039079070091248
|
|
},
|
|
{
|
|
"p": 0.07154089212417603,
|
|
"m": 0.9542291760444641
|
|
},
|
|
{
|
|
"p": 0.07156498730182648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118310779333115,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.229494094848633,
|
|
"val_loss": 1.0290985107421875,
|
|
"acc": 65.23,
|
|
"time": 274.00953840999864,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156986743211746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134071737527847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148706912994385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147388905286789,
|
|
"m": 0.9601631760597229
|
|
},
|
|
{
|
|
"p": 0.0714365616440773,
|
|
"m": 0.49719271063804626
|
|
},
|
|
{
|
|
"p": 0.07120531797409058,
|
|
"m": 0.7926123142242432
|
|
},
|
|
{
|
|
"p": 0.07147591561079025,
|
|
"m": 0.965569794178009
|
|
},
|
|
{
|
|
"p": 0.07145584374666214,
|
|
"m": 0.9618200063705444
|
|
},
|
|
{
|
|
"p": 0.07151711732149124,
|
|
"m": 0.7597472667694092
|
|
},
|
|
{
|
|
"p": 0.07142698019742966,
|
|
"m": 0.8783135414123535
|
|
},
|
|
{
|
|
"p": 0.07130444049835205,
|
|
"m": 0.6876353621482849
|
|
},
|
|
{
|
|
"p": 0.0715642124414444,
|
|
"m": 0.9406591057777405
|
|
},
|
|
{
|
|
"p": 0.07149071246385574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125138491392136,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.8283307552337646,
|
|
"val_loss": 0.9576987028121948,
|
|
"acc": 65.94,
|
|
"time": 272.6540638980223,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07128413021564484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131636142730713,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145951688289642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139811664819717,
|
|
"m": 0.9992075562477112
|
|
},
|
|
{
|
|
"p": 0.07145567983388901,
|
|
"m": 0.5438262820243835
|
|
},
|
|
{
|
|
"p": 0.071433424949646,
|
|
"m": 0.7877830266952515
|
|
},
|
|
{
|
|
"p": 0.07153211534023285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136102765798569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141854614019394,
|
|
"m": 0.772137463092804
|
|
},
|
|
{
|
|
"p": 0.07150450348854065,
|
|
"m": 0.8520729541778564
|
|
},
|
|
{
|
|
"p": 0.07168000936508179,
|
|
"m": 0.7093837261199951
|
|
},
|
|
{
|
|
"p": 0.07142997533082962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133644819259644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139016687870026,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 2.4452500343322754,
|
|
"val_loss": 0.8738163709640503,
|
|
"acc": 64.65,
|
|
"time": 274.87156574003166,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152576744556427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113001495599747,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07165291905403137,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122588157653809,
|
|
"m": 0.979554295539856
|
|
},
|
|
{
|
|
"p": 0.07145603746175766,
|
|
"m": 0.5265728831291199
|
|
},
|
|
{
|
|
"p": 0.07146152853965759,
|
|
"m": 0.7510258555412292
|
|
},
|
|
{
|
|
"p": 0.07142355293035507,
|
|
"m": 0.9930626153945923
|
|
},
|
|
{
|
|
"p": 0.07156112045049667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140036672353745,
|
|
"m": 0.8118498921394348
|
|
},
|
|
{
|
|
"p": 0.07134580612182617,
|
|
"m": 0.9237926006317139
|
|
},
|
|
{
|
|
"p": 0.07150211930274963,
|
|
"m": 0.7332943081855774
|
|
},
|
|
{
|
|
"p": 0.07166182994842529,
|
|
"m": 0.9984943866729736
|
|
},
|
|
{
|
|
"p": 0.07153236865997314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112070918083191,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.605602264404297,
|
|
"val_loss": 1.0611051321029663,
|
|
"acc": 64.6,
|
|
"time": 273.8942385200062,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07136981934309006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711793527007103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148710638284683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156181335449219,
|
|
"m": 0.9320680499076843
|
|
},
|
|
{
|
|
"p": 0.07140466570854187,
|
|
"m": 0.623116135597229
|
|
},
|
|
{
|
|
"p": 0.07145601511001587,
|
|
"m": 0.7530412077903748
|
|
},
|
|
{
|
|
"p": 0.0714607909321785,
|
|
"m": 0.962122917175293
|
|
},
|
|
{
|
|
"p": 0.07158969342708588,
|
|
"m": 0.9709293842315674
|
|
},
|
|
{
|
|
"p": 0.07145044952630997,
|
|
"m": 0.8215119242668152
|
|
},
|
|
{
|
|
"p": 0.07141004502773285,
|
|
"m": 0.973330020904541
|
|
},
|
|
{
|
|
"p": 0.07123760133981705,
|
|
"m": 0.7487395405769348
|
|
},
|
|
{
|
|
"p": 0.0714896023273468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158173620700836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713212862610817,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.2462103366851807,
|
|
"val_loss": 0.9774747490882874,
|
|
"acc": 65.26,
|
|
"time": 273.2281011880259,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07157570868730545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128219306468964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147247344255447,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139445841312408,
|
|
"m": 0.9989327788352966
|
|
},
|
|
{
|
|
"p": 0.07131477445363998,
|
|
"m": 0.6345313787460327
|
|
},
|
|
{
|
|
"p": 0.07133267819881439,
|
|
"m": 0.751072347164154
|
|
},
|
|
{
|
|
"p": 0.07147381454706192,
|
|
"m": 0.9364280104637146
|
|
},
|
|
{
|
|
"p": 0.07146526128053665,
|
|
"m": 0.9809339046478271
|
|
},
|
|
{
|
|
"p": 0.07139378041028976,
|
|
"m": 0.8172094821929932
|
|
},
|
|
{
|
|
"p": 0.07154933363199234,
|
|
"m": 0.8603679537773132
|
|
},
|
|
{
|
|
"p": 0.07141094654798508,
|
|
"m": 0.7430693507194519
|
|
},
|
|
{
|
|
"p": 0.07150349766016006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149149477481842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133957743644714,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 2.4110429286956787,
|
|
"val_loss": 1.0142552852630615,
|
|
"acc": 65.68,
|
|
"time": 271.6994781169924,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07161195576190948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714685320854187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071417436003685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148723304271698,
|
|
"m": 0.9906878471374512
|
|
},
|
|
{
|
|
"p": 0.0712037906050682,
|
|
"m": 0.6944872140884399
|
|
},
|
|
{
|
|
"p": 0.071340411901474,
|
|
"m": 0.7729187607765198
|
|
},
|
|
{
|
|
"p": 0.07131034135818481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713694840669632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714351162314415,
|
|
"m": 0.7771972417831421
|
|
},
|
|
{
|
|
"p": 0.07138785719871521,
|
|
"m": 0.8689086437225342
|
|
},
|
|
{
|
|
"p": 0.07153894752264023,
|
|
"m": 0.731283962726593
|
|
},
|
|
{
|
|
"p": 0.07151439040899277,
|
|
"m": 0.9917768836021423
|
|
},
|
|
{
|
|
"p": 0.07161454856395721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129998505115509,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 2.4614639282226562,
|
|
"val_loss": 1.047241449356079,
|
|
"acc": 64.21,
|
|
"time": 273.46537342696683,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143191248178482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119336724281311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139210402965546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154525816440582,
|
|
"m": 0.9660797715187073
|
|
},
|
|
{
|
|
"p": 0.0713922381401062,
|
|
"m": 0.6588292121887207
|
|
},
|
|
{
|
|
"p": 0.0711263045668602,
|
|
"m": 0.8289313316345215
|
|
},
|
|
{
|
|
"p": 0.07154472917318344,
|
|
"m": 0.9943470358848572
|
|
},
|
|
{
|
|
"p": 0.07148247957229614,
|
|
"m": 0.987099826335907
|
|
},
|
|
{
|
|
"p": 0.07136900722980499,
|
|
"m": 0.7751592993736267
|
|
},
|
|
{
|
|
"p": 0.07151905447244644,
|
|
"m": 0.9218949675559998
|
|
},
|
|
{
|
|
"p": 0.07155005633831024,
|
|
"m": 0.7231533527374268
|
|
},
|
|
{
|
|
"p": 0.07163061946630478,
|
|
"m": 0.9988755583763123
|
|
},
|
|
{
|
|
"p": 0.0715382769703865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128454744815826,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 2.264491558074951,
|
|
"val_loss": 1.0821385383605957,
|
|
"acc": 64.74,
|
|
"time": 272.7279898810084,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146860659122467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147888839244843,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160483300685883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130950689315796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142134010791779,
|
|
"m": 0.6201900243759155
|
|
},
|
|
{
|
|
"p": 0.071431964635849,
|
|
"m": 0.766917884349823
|
|
},
|
|
{
|
|
"p": 0.07158280164003372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111775130033493,
|
|
"m": 0.9916362762451172
|
|
},
|
|
{
|
|
"p": 0.07149442285299301,
|
|
"m": 0.7879889011383057
|
|
},
|
|
{
|
|
"p": 0.07146190106868744,
|
|
"m": 0.9095495343208313
|
|
},
|
|
{
|
|
"p": 0.0717066079378128,
|
|
"m": 0.6972739100456238
|
|
},
|
|
{
|
|
"p": 0.07123362272977829,
|
|
"m": 0.99470454454422
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125912606716156,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.2652692794799805,
|
|
"val_loss": 0.9819976091384888,
|
|
"acc": 66.31,
|
|
"time": 271.5183315179893,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152372598648071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137881964445114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145693153142929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714409127831459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124170660972595,
|
|
"m": 0.49255937337875366
|
|
},
|
|
{
|
|
"p": 0.07126463204622269,
|
|
"m": 0.7086541652679443
|
|
},
|
|
{
|
|
"p": 0.07153160125017166,
|
|
"m": 0.9652789235115051
|
|
},
|
|
{
|
|
"p": 0.07137804478406906,
|
|
"m": 0.998826801776886
|
|
},
|
|
{
|
|
"p": 0.07158946245908737,
|
|
"m": 0.788516104221344
|
|
},
|
|
{
|
|
"p": 0.07155486196279526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143102586269379,
|
|
"m": 0.6922491788864136
|
|
},
|
|
{
|
|
"p": 0.07164986431598663,
|
|
"m": 0.9863412976264954
|
|
},
|
|
{
|
|
"p": 0.07136259227991104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119585573673248,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.4245333671569824,
|
|
"val_loss": 0.9352070093154907,
|
|
"acc": 65.06,
|
|
"time": 273.3753785950248,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07139619439840317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146578282117844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143400609493256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148323953151703,
|
|
"m": 0.9999727606773376
|
|
},
|
|
{
|
|
"p": 0.07159940898418427,
|
|
"m": 0.49845707416534424
|
|
},
|
|
{
|
|
"p": 0.0712241530418396,
|
|
"m": 0.5765525102615356
|
|
},
|
|
{
|
|
"p": 0.07128328830003738,
|
|
"m": 0.9288631677627563
|
|
},
|
|
{
|
|
"p": 0.07152450829744339,
|
|
"m": 0.9960198998451233
|
|
},
|
|
{
|
|
"p": 0.07136207818984985,
|
|
"m": 0.8539222478866577
|
|
},
|
|
{
|
|
"p": 0.07143812626600266,
|
|
"m": 0.936189591884613
|
|
},
|
|
{
|
|
"p": 0.07163435220718384,
|
|
"m": 0.6938585638999939
|
|
},
|
|
{
|
|
"p": 0.07147789746522903,
|
|
"m": 0.9662353992462158
|
|
},
|
|
{
|
|
"p": 0.07145513594150543,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122179120779037,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.362138509750366,
|
|
"val_loss": 0.9163820147514343,
|
|
"acc": 65.22,
|
|
"time": 272.3541230019764,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151929289102554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112444192171097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154203206300735,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146982103586197,
|
|
"m": 0.9954350590705872
|
|
},
|
|
{
|
|
"p": 0.07141368091106415,
|
|
"m": 0.6295044422149658
|
|
},
|
|
{
|
|
"p": 0.0712018609046936,
|
|
"m": 0.5435627698898315
|
|
},
|
|
{
|
|
"p": 0.07141108810901642,
|
|
"m": 0.9083215594291687
|
|
},
|
|
{
|
|
"p": 0.07141465693712234,
|
|
"m": 0.9271523952484131
|
|
},
|
|
{
|
|
"p": 0.07141417264938354,
|
|
"m": 0.8636279702186584
|
|
},
|
|
{
|
|
"p": 0.07157342880964279,
|
|
"m": 0.9044350981712341
|
|
},
|
|
{
|
|
"p": 0.07166022807359695,
|
|
"m": 0.7188256978988647
|
|
},
|
|
{
|
|
"p": 0.07152391225099564,
|
|
"m": 0.9732377529144287
|
|
},
|
|
{
|
|
"p": 0.07155553996562958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117579132318497,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.6940975189208984,
|
|
"val_loss": 0.8911174535751343,
|
|
"acc": 66.19,
|
|
"time": 273.35287860699464,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159323245286942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140134274959564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155817002058029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134409248828888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133141905069351,
|
|
"m": 0.5948235988616943
|
|
},
|
|
{
|
|
"p": 0.07138942927122116,
|
|
"m": 0.6879989504814148
|
|
},
|
|
{
|
|
"p": 0.07161563634872437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712316632270813,
|
|
"m": 0.958544135093689
|
|
},
|
|
{
|
|
"p": 0.0714135468006134,
|
|
"m": 0.801003634929657
|
|
},
|
|
{
|
|
"p": 0.07151135057210922,
|
|
"m": 0.7727966904640198
|
|
},
|
|
{
|
|
"p": 0.07146736234426498,
|
|
"m": 0.7459782361984253
|
|
},
|
|
{
|
|
"p": 0.07141578942537308,
|
|
"m": 0.9986041784286499
|
|
},
|
|
{
|
|
"p": 0.07149701565504074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122989743947983,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 2.404315233230591,
|
|
"val_loss": 0.9565461277961731,
|
|
"acc": 65.7,
|
|
"time": 271.8339295719634,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146114856004715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134117931127548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159923017024994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133316993713379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139205932617188,
|
|
"m": 0.6800989508628845
|
|
},
|
|
{
|
|
"p": 0.0714305117726326,
|
|
"m": 0.7888950109481812
|
|
},
|
|
{
|
|
"p": 0.07127736508846283,
|
|
"m": 0.9951732158660889
|
|
},
|
|
{
|
|
"p": 0.07146482914686203,
|
|
"m": 0.9546769261360168
|
|
},
|
|
{
|
|
"p": 0.07153628021478653,
|
|
"m": 0.7845075130462646
|
|
},
|
|
{
|
|
"p": 0.07155705988407135,
|
|
"m": 0.7131296992301941
|
|
},
|
|
{
|
|
"p": 0.07152579724788666,
|
|
"m": 0.7546826004981995
|
|
},
|
|
{
|
|
"p": 0.07138428092002869,
|
|
"m": 0.9734324812889099
|
|
},
|
|
{
|
|
"p": 0.07141593843698502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128109037876129,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 2.1336660385131836,
|
|
"val_loss": 1.02381432056427,
|
|
"acc": 65.95,
|
|
"time": 273.147122407041,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715608224272728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712525025010109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160123437643051,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137374579906464,
|
|
"m": 0.9569799304008484
|
|
},
|
|
{
|
|
"p": 0.07141561806201935,
|
|
"m": 0.6182811856269836
|
|
},
|
|
{
|
|
"p": 0.07132819294929504,
|
|
"m": 0.7782048583030701
|
|
},
|
|
{
|
|
"p": 0.0714038535952568,
|
|
"m": 0.9529327154159546
|
|
},
|
|
{
|
|
"p": 0.07155074179172516,
|
|
"m": 0.9398849010467529
|
|
},
|
|
{
|
|
"p": 0.07144055515527725,
|
|
"m": 0.8482264876365662
|
|
},
|
|
{
|
|
"p": 0.07134143263101578,
|
|
"m": 0.7628374099731445
|
|
},
|
|
{
|
|
"p": 0.07148011773824692,
|
|
"m": 0.765468418598175
|
|
},
|
|
{
|
|
"p": 0.07152686268091202,
|
|
"m": 0.9512984752655029
|
|
},
|
|
{
|
|
"p": 0.07151978462934494,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712045282125473,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.2683157920837402,
|
|
"val_loss": 1.0783932209014893,
|
|
"acc": 63.58,
|
|
"time": 272.7367441660026,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154934853315353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141227275133133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712444931268692,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135749608278275,
|
|
"m": 0.9169934391975403
|
|
},
|
|
{
|
|
"p": 0.0714447945356369,
|
|
"m": 0.6480625867843628
|
|
},
|
|
{
|
|
"p": 0.0714743584394455,
|
|
"m": 0.7560413479804993
|
|
},
|
|
{
|
|
"p": 0.07151933014392853,
|
|
"m": 0.9479001760482788
|
|
},
|
|
{
|
|
"p": 0.07159268110990524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141894847154617,
|
|
"m": 0.8645364046096802
|
|
},
|
|
{
|
|
"p": 0.07133423537015915,
|
|
"m": 0.7344566583633423
|
|
},
|
|
{
|
|
"p": 0.07148091495037079,
|
|
"m": 0.7851531505584717
|
|
},
|
|
{
|
|
"p": 0.07157839089632034,
|
|
"m": 0.9993276000022888
|
|
},
|
|
{
|
|
"p": 0.07158473879098892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07100801169872284,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.9582836627960205,
|
|
"val_loss": 0.8980845212936401,
|
|
"acc": 66.64,
|
|
"time": 272.35995551903034,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159357517957687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118619978427887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153723388910294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143012434244156,
|
|
"m": 0.913202166557312
|
|
},
|
|
{
|
|
"p": 0.07143297791481018,
|
|
"m": 0.7308710813522339
|
|
},
|
|
{
|
|
"p": 0.07132124900817871,
|
|
"m": 0.7947204113006592
|
|
},
|
|
{
|
|
"p": 0.07144734263420105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142974436283112,
|
|
"m": 0.9388906955718994
|
|
},
|
|
{
|
|
"p": 0.07141479104757309,
|
|
"m": 0.7976279854774475
|
|
},
|
|
{
|
|
"p": 0.07152597606182098,
|
|
"m": 0.7623218894004822
|
|
},
|
|
{
|
|
"p": 0.07156011462211609,
|
|
"m": 0.8048343658447266
|
|
},
|
|
{
|
|
"p": 0.0715305358171463,
|
|
"m": 0.9932585954666138
|
|
},
|
|
{
|
|
"p": 0.07153625786304474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0710538923740387,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.618793487548828,
|
|
"val_loss": 1.032593011856079,
|
|
"acc": 67.11,
|
|
"time": 272.1822824740084,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153385132551193,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071237713098526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138387113809586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153665274381638,
|
|
"m": 0.9709413647651672
|
|
},
|
|
{
|
|
"p": 0.07145089656114578,
|
|
"m": 0.7083576917648315
|
|
},
|
|
{
|
|
"p": 0.07126472145318985,
|
|
"m": 0.8705045580863953
|
|
},
|
|
{
|
|
"p": 0.07142971456050873,
|
|
"m": 0.9697073101997375
|
|
},
|
|
{
|
|
"p": 0.0714600682258606,
|
|
"m": 0.853224515914917
|
|
},
|
|
{
|
|
"p": 0.07141158729791641,
|
|
"m": 0.8251144886016846
|
|
},
|
|
{
|
|
"p": 0.07149054110050201,
|
|
"m": 0.8842523097991943
|
|
},
|
|
{
|
|
"p": 0.07145389914512634,
|
|
"m": 0.7559561729431152
|
|
},
|
|
{
|
|
"p": 0.07150965929031372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151049375534058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132633030414581,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.4567463397979736,
|
|
"val_loss": 0.9024653434753418,
|
|
"acc": 66.81,
|
|
"time": 272.61411645199405,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142765074968338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071333147585392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141706347465515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155601680278778,
|
|
"m": 0.9948058128356934
|
|
},
|
|
{
|
|
"p": 0.07135752588510513,
|
|
"m": 0.755744457244873
|
|
},
|
|
{
|
|
"p": 0.07131699472665787,
|
|
"m": 0.9358184933662415
|
|
},
|
|
{
|
|
"p": 0.07142613083124161,
|
|
"m": 0.9980205297470093
|
|
},
|
|
{
|
|
"p": 0.0714985728263855,
|
|
"m": 0.7822008728981018
|
|
},
|
|
{
|
|
"p": 0.071440689265728,
|
|
"m": 0.8423640727996826
|
|
},
|
|
{
|
|
"p": 0.07157351076602936,
|
|
"m": 0.9385429620742798
|
|
},
|
|
{
|
|
"p": 0.07159062474966049,
|
|
"m": 0.7738926410675049
|
|
},
|
|
{
|
|
"p": 0.07147493213415146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132130116224289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126585394144058,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.378324270248413,
|
|
"val_loss": 1.0019912719726562,
|
|
"acc": 66.83,
|
|
"time": 271.9043230350362,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143913209438324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147952169179916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144733518362045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149501144886017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130011916160583,
|
|
"m": 0.8266080617904663
|
|
},
|
|
{
|
|
"p": 0.07128547132015228,
|
|
"m": 0.9348752498626709
|
|
},
|
|
{
|
|
"p": 0.07150797545909882,
|
|
"m": 0.9924560189247131
|
|
},
|
|
{
|
|
"p": 0.07123538851737976,
|
|
"m": 0.7861212491989136
|
|
},
|
|
{
|
|
"p": 0.07162798941135406,
|
|
"m": 0.8738604187965393
|
|
},
|
|
{
|
|
"p": 0.07152431458234787,
|
|
"m": 0.9989321231842041
|
|
},
|
|
{
|
|
"p": 0.07154358178377151,
|
|
"m": 0.7593379616737366
|
|
},
|
|
{
|
|
"p": 0.07150143384933472,
|
|
"m": 0.9501124024391174
|
|
},
|
|
{
|
|
"p": 0.07141560316085815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119710743427277,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.4175221920013428,
|
|
"val_loss": 0.8478237986564636,
|
|
"acc": 67.7,
|
|
"time": 272.1393742910004,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715150460600853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138028740882874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143682986497879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07109984010457993,
|
|
"m": 0.9834354519844055
|
|
},
|
|
{
|
|
"p": 0.07127906382083893,
|
|
"m": 0.8976354002952576
|
|
},
|
|
{
|
|
"p": 0.07132801413536072,
|
|
"m": 0.964056670665741
|
|
},
|
|
{
|
|
"p": 0.07175575941801071,
|
|
"m": 0.9753536581993103
|
|
},
|
|
{
|
|
"p": 0.0714738592505455,
|
|
"m": 0.8046383857727051
|
|
},
|
|
{
|
|
"p": 0.07153844088315964,
|
|
"m": 0.8647385239601135
|
|
},
|
|
{
|
|
"p": 0.07141583412885666,
|
|
"m": 0.9580590724945068
|
|
},
|
|
{
|
|
"p": 0.07157310098409653,
|
|
"m": 0.7556829452514648
|
|
},
|
|
{
|
|
"p": 0.07154255360364914,
|
|
"m": 0.9834902286529541
|
|
},
|
|
{
|
|
"p": 0.07148554176092148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117585837841034,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.118838310241699,
|
|
"val_loss": 0.8884770274162292,
|
|
"acc": 67.86,
|
|
"time": 272.9201872799895,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156413048505783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151046395301819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143203169107437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143981754779816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121019810438156,
|
|
"m": 0.8919065594673157
|
|
},
|
|
{
|
|
"p": 0.07119587808847427,
|
|
"m": 0.9735197424888611
|
|
},
|
|
{
|
|
"p": 0.0715540423989296,
|
|
"m": 0.999571681022644
|
|
},
|
|
{
|
|
"p": 0.07141795009374619,
|
|
"m": 0.9465872645378113
|
|
},
|
|
{
|
|
"p": 0.07168146967887878,
|
|
"m": 0.9620365500450134
|
|
},
|
|
{
|
|
"p": 0.07144227623939514,
|
|
"m": 0.9000192880630493
|
|
},
|
|
{
|
|
"p": 0.07136591523885727,
|
|
"m": 0.7610728144645691
|
|
},
|
|
{
|
|
"p": 0.0715363472700119,
|
|
"m": 0.977393627166748
|
|
},
|
|
{
|
|
"p": 0.0713973194360733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125222682952881,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.3044087886810303,
|
|
"val_loss": 1.0027198791503906,
|
|
"acc": 67.06,
|
|
"time": 273.45736844901694,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715397447347641,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132413983345032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139801979064941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715084969997406,
|
|
"m": 0.9860796332359314
|
|
},
|
|
{
|
|
"p": 0.07135824859142303,
|
|
"m": 0.8651526570320129
|
|
},
|
|
{
|
|
"p": 0.07130603492259979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155930995941162,
|
|
"m": 0.9317359924316406
|
|
},
|
|
{
|
|
"p": 0.0715499222278595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714837983250618,
|
|
"m": 0.9639752507209778
|
|
},
|
|
{
|
|
"p": 0.07142075896263123,
|
|
"m": 0.8679200410842896
|
|
},
|
|
{
|
|
"p": 0.07150362432003021,
|
|
"m": 0.8183922171592712
|
|
},
|
|
{
|
|
"p": 0.0714990645647049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149095088243484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07105787843465805,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.8440990447998047,
|
|
"val_loss": 0.8175899982452393,
|
|
"acc": 67.37,
|
|
"time": 272.5581629149965,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07160435616970062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122544944286346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152946293354034,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07172481715679169,
|
|
"m": 0.9749653935432434
|
|
},
|
|
{
|
|
"p": 0.0712350457906723,
|
|
"m": 0.8459047079086304
|
|
},
|
|
{
|
|
"p": 0.07122646272182465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158752530813217,
|
|
"m": 0.9155977964401245
|
|
},
|
|
{
|
|
"p": 0.07148727029561996,
|
|
"m": 0.8692372441291809
|
|
},
|
|
{
|
|
"p": 0.07145427912473679,
|
|
"m": 0.9235293865203857
|
|
},
|
|
{
|
|
"p": 0.07118164002895355,
|
|
"m": 0.8128701448440552
|
|
},
|
|
{
|
|
"p": 0.07151570916175842,
|
|
"m": 0.884591817855835
|
|
},
|
|
{
|
|
"p": 0.07165734469890594,
|
|
"m": 0.9353280067443848
|
|
},
|
|
{
|
|
"p": 0.07139471918344498,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117590308189392,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 2.582193374633789,
|
|
"val_loss": 0.9246578216552734,
|
|
"acc": 67.83,
|
|
"time": 272.89213354396634,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154665887355804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142817974090576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135015726089478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714787170290947,
|
|
"m": 0.9990997910499573
|
|
},
|
|
{
|
|
"p": 0.07120849192142487,
|
|
"m": 0.8539178967475891
|
|
},
|
|
{
|
|
"p": 0.07126255333423615,
|
|
"m": 0.9808124899864197
|
|
},
|
|
{
|
|
"p": 0.07148639857769012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127954065799713,
|
|
"m": 0.957940936088562
|
|
},
|
|
{
|
|
"p": 0.07150259613990784,
|
|
"m": 0.8980739116668701
|
|
},
|
|
{
|
|
"p": 0.07140219211578369,
|
|
"m": 0.8953348398208618
|
|
},
|
|
{
|
|
"p": 0.07153002917766571,
|
|
"m": 0.883127748966217
|
|
},
|
|
{
|
|
"p": 0.07162920385599136,
|
|
"m": 0.9663472175598145
|
|
},
|
|
{
|
|
"p": 0.07150009274482727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139521092176437,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.3959717750549316,
|
|
"val_loss": 0.930625855922699,
|
|
"acc": 68.02,
|
|
"time": 273.0924477499793,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071497343480587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118917256593704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159996777772903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712001696228981,
|
|
"m": 0.9872099757194519
|
|
},
|
|
{
|
|
"p": 0.07133858650922775,
|
|
"m": 0.8297706842422485
|
|
},
|
|
{
|
|
"p": 0.07135891914367676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150880992412567,
|
|
"m": 0.991244912147522
|
|
},
|
|
{
|
|
"p": 0.07159069925546646,
|
|
"m": 0.9546079635620117
|
|
},
|
|
{
|
|
"p": 0.07147286832332611,
|
|
"m": 0.8786860108375549
|
|
},
|
|
{
|
|
"p": 0.0713445246219635,
|
|
"m": 0.9272903203964233
|
|
},
|
|
{
|
|
"p": 0.07163332402706146,
|
|
"m": 0.8911817073822021
|
|
},
|
|
{
|
|
"p": 0.07151305675506592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146930694580078,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128330320119858,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.343698501586914,
|
|
"val_loss": 0.8978485465049744,
|
|
"acc": 67.25,
|
|
"time": 271.81291435897583,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152118533849716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123593986034393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156499475240707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149609178304672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121504843235016,
|
|
"m": 0.9421212077140808
|
|
},
|
|
{
|
|
"p": 0.0713888555765152,
|
|
"m": 0.9112046957015991
|
|
},
|
|
{
|
|
"p": 0.07144524157047272,
|
|
"m": 0.9804364442825317
|
|
},
|
|
{
|
|
"p": 0.07138935476541519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714782178401947,
|
|
"m": 0.7950478196144104
|
|
},
|
|
{
|
|
"p": 0.07155916094779968,
|
|
"m": 0.8835899829864502
|
|
},
|
|
{
|
|
"p": 0.07155902683734894,
|
|
"m": 0.8788977861404419
|
|
},
|
|
{
|
|
"p": 0.07155638188123703,
|
|
"m": 0.9623072147369385
|
|
},
|
|
{
|
|
"p": 0.07151783257722855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07107271999120712,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.0663349628448486,
|
|
"val_loss": 0.9281108379364014,
|
|
"acc": 67.68,
|
|
"time": 272.25693232100457,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154256850481033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126730680465698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143788039684296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149172574281693,
|
|
"m": 0.9999756217002869
|
|
},
|
|
{
|
|
"p": 0.07129091769456863,
|
|
"m": 0.9880141019821167
|
|
},
|
|
{
|
|
"p": 0.0712626725435257,
|
|
"m": 0.8413423895835876
|
|
},
|
|
{
|
|
"p": 0.07163173705339432,
|
|
"m": 0.9659422039985657
|
|
},
|
|
{
|
|
"p": 0.0713697150349617,
|
|
"m": 0.9845877885818481
|
|
},
|
|
{
|
|
"p": 0.07162255048751831,
|
|
"m": 0.8211755156517029
|
|
},
|
|
{
|
|
"p": 0.07132658362388611,
|
|
"m": 0.8811157941818237
|
|
},
|
|
{
|
|
"p": 0.07152235507965088,
|
|
"m": 0.8504490852355957
|
|
},
|
|
{
|
|
"p": 0.07144290953874588,
|
|
"m": 0.9683343768119812
|
|
},
|
|
{
|
|
"p": 0.0715612918138504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122981548309326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.790745735168457,
|
|
"val_loss": 0.9652339220046997,
|
|
"acc": 67.41,
|
|
"time": 272.20948321698233,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07174752652645111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120222598314285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151506841182709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161583751440048,
|
|
"m": 0.9952048063278198
|
|
},
|
|
{
|
|
"p": 0.07123755663633347,
|
|
"m": 0.8867455124855042
|
|
},
|
|
{
|
|
"p": 0.07104616612195969,
|
|
"m": 0.8859206438064575
|
|
},
|
|
{
|
|
"p": 0.07155898958444595,
|
|
"m": 0.9855184555053711
|
|
},
|
|
{
|
|
"p": 0.07123766094446182,
|
|
"m": 0.9829344749450684
|
|
},
|
|
{
|
|
"p": 0.071497842669487,
|
|
"m": 0.9020473957061768
|
|
},
|
|
{
|
|
"p": 0.07155182957649231,
|
|
"m": 0.8844701051712036
|
|
},
|
|
{
|
|
"p": 0.07150697708129883,
|
|
"m": 0.8664707541465759
|
|
},
|
|
{
|
|
"p": 0.07162660360336304,
|
|
"m": 0.9991563558578491
|
|
},
|
|
{
|
|
"p": 0.07158181071281433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07107391208410263,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.038982391357422,
|
|
"val_loss": 0.9965214729309082,
|
|
"acc": 67.66,
|
|
"time": 272.3905806859839,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07167940586805344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132568955421448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146849483251572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148319482803345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071324422955513,
|
|
"m": 0.8899773955345154
|
|
},
|
|
{
|
|
"p": 0.071361243724823,
|
|
"m": 0.9184035062789917
|
|
},
|
|
{
|
|
"p": 0.07156844437122345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715278759598732,
|
|
"m": 0.9028685688972473
|
|
},
|
|
{
|
|
"p": 0.07133922725915909,
|
|
"m": 0.8667134642601013
|
|
},
|
|
{
|
|
"p": 0.07154421508312225,
|
|
"m": 0.9339058995246887
|
|
},
|
|
{
|
|
"p": 0.07140782475471497,
|
|
"m": 0.8571614623069763
|
|
},
|
|
{
|
|
"p": 0.0712493360042572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716104656457901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111017405986786,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.273975133895874,
|
|
"val_loss": 0.8880932331085205,
|
|
"acc": 67.68,
|
|
"time": 273.2342111170292,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150482386350632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117832452058792,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144703716039658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146763801574707,
|
|
"m": 0.9592251181602478
|
|
},
|
|
{
|
|
"p": 0.07142962515354156,
|
|
"m": 0.8662322759628296
|
|
},
|
|
{
|
|
"p": 0.07104414701461792,
|
|
"m": 0.9072627425193787
|
|
},
|
|
{
|
|
"p": 0.07171159237623215,
|
|
"m": 0.9392159581184387
|
|
},
|
|
{
|
|
"p": 0.07120036333799362,
|
|
"m": 0.8606163859367371
|
|
},
|
|
{
|
|
"p": 0.07155599445104599,
|
|
"m": 0.8282244801521301
|
|
},
|
|
{
|
|
"p": 0.07159832864999771,
|
|
"m": 0.9148184657096863
|
|
},
|
|
{
|
|
"p": 0.07140032947063446,
|
|
"m": 0.8425825238227844
|
|
},
|
|
{
|
|
"p": 0.07174593955278397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146202772855759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125384360551834,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 2.6073801517486572,
|
|
"val_loss": 0.9418890476226807,
|
|
"acc": 67.99,
|
|
"time": 272.9157099770382,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0713626891374588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111888378858566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152290642261505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149214297533035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127215713262558,
|
|
"m": 0.8491365909576416
|
|
},
|
|
{
|
|
"p": 0.07110275328159332,
|
|
"m": 0.8315908908843994
|
|
},
|
|
{
|
|
"p": 0.071614108979702,
|
|
"m": 0.8245941996574402
|
|
},
|
|
{
|
|
"p": 0.07147864997386932,
|
|
"m": 0.8522504568099976
|
|
},
|
|
{
|
|
"p": 0.07145946472883224,
|
|
"m": 0.8880888819694519
|
|
},
|
|
{
|
|
"p": 0.07147064805030823,
|
|
"m": 0.9552937150001526
|
|
},
|
|
{
|
|
"p": 0.07143715023994446,
|
|
"m": 0.8916062116622925
|
|
},
|
|
{
|
|
"p": 0.07162527740001678,
|
|
"m": 0.956258237361908
|
|
},
|
|
{
|
|
"p": 0.07176072150468826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128246128559113,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.6864376068115234,
|
|
"val_loss": 1.0075806379318237,
|
|
"acc": 66.49,
|
|
"time": 272.84296990704024,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155092805624008,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07104054093360901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130932062864304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153172045946121,
|
|
"m": 0.9977515935897827
|
|
},
|
|
{
|
|
"p": 0.07117956131696701,
|
|
"m": 0.8551255464553833
|
|
},
|
|
{
|
|
"p": 0.07108215987682343,
|
|
"m": 0.8626123666763306
|
|
},
|
|
{
|
|
"p": 0.0714583620429039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138186693191528,
|
|
"m": 0.8664055466651917
|
|
},
|
|
{
|
|
"p": 0.07168954610824585,
|
|
"m": 0.8632169961929321
|
|
},
|
|
{
|
|
"p": 0.07134731858968735,
|
|
"m": 0.9886398315429688
|
|
},
|
|
{
|
|
"p": 0.07180699706077576,
|
|
"m": 0.8669881224632263
|
|
},
|
|
{
|
|
"p": 0.07177761942148209,
|
|
"m": 0.9743187427520752
|
|
},
|
|
{
|
|
"p": 0.07142433524131775,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141973078250885,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 2.1000444889068604,
|
|
"val_loss": 0.9383544921875,
|
|
"acc": 66.7,
|
|
"time": 271.92581389000406,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714116245508194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140639424324036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139217108488083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07166848331689835,
|
|
"m": 0.9000977873802185
|
|
},
|
|
{
|
|
"p": 0.07143213599920273,
|
|
"m": 0.8661754131317139
|
|
},
|
|
{
|
|
"p": 0.0708916038274765,
|
|
"m": 0.8165804147720337
|
|
},
|
|
{
|
|
"p": 0.07164379954338074,
|
|
"m": 0.9446255564689636
|
|
},
|
|
{
|
|
"p": 0.07159397006034851,
|
|
"m": 0.903333306312561
|
|
},
|
|
{
|
|
"p": 0.07140666246414185,
|
|
"m": 0.8343278169631958
|
|
},
|
|
{
|
|
"p": 0.07133753597736359,
|
|
"m": 0.9964913129806519
|
|
},
|
|
{
|
|
"p": 0.07162567973136902,
|
|
"m": 0.8856417536735535
|
|
},
|
|
{
|
|
"p": 0.07152711600065231,
|
|
"m": 0.9515377283096313
|
|
},
|
|
{
|
|
"p": 0.07149231433868408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117055356502533,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 2.38449764251709,
|
|
"val_loss": 1.0000377893447876,
|
|
"acc": 67.42,
|
|
"time": 273.20611812599236,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149744778871536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114501297473907,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146244496107101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134664058685303,
|
|
"m": 0.9574456810951233
|
|
},
|
|
{
|
|
"p": 0.07131996750831604,
|
|
"m": 0.8861889243125916
|
|
},
|
|
{
|
|
"p": 0.07121051102876663,
|
|
"m": 0.7586351037025452
|
|
},
|
|
{
|
|
"p": 0.07151643186807632,
|
|
"m": 0.8834316730499268
|
|
},
|
|
{
|
|
"p": 0.07152893394231796,
|
|
"m": 0.9376481771469116
|
|
},
|
|
{
|
|
"p": 0.0714561864733696,
|
|
"m": 0.7114713191986084
|
|
},
|
|
{
|
|
"p": 0.07152825593948364,
|
|
"m": 0.917335569858551
|
|
},
|
|
{
|
|
"p": 0.07164264470338821,
|
|
"m": 0.9143340587615967
|
|
},
|
|
{
|
|
"p": 0.07164379209280014,
|
|
"m": 0.9329249858856201
|
|
},
|
|
{
|
|
"p": 0.07156243175268173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113930583000183,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 2.197550058364868,
|
|
"val_loss": 0.8929852247238159,
|
|
"acc": 68.4,
|
|
"time": 273.2098180439789,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07173650711774826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711929127573967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146654278039932,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141629606485367,
|
|
"m": 0.9775135517120361
|
|
},
|
|
{
|
|
"p": 0.0713118240237236,
|
|
"m": 0.9106725454330444
|
|
},
|
|
{
|
|
"p": 0.07133381813764572,
|
|
"m": 0.6869888305664062
|
|
},
|
|
{
|
|
"p": 0.07140853255987167,
|
|
"m": 0.9071056842803955
|
|
},
|
|
{
|
|
"p": 0.07149884849786758,
|
|
"m": 0.9378230571746826
|
|
},
|
|
{
|
|
"p": 0.07146662473678589,
|
|
"m": 0.7783470749855042
|
|
},
|
|
{
|
|
"p": 0.07151423394680023,
|
|
"m": 0.9794999361038208
|
|
},
|
|
{
|
|
"p": 0.07153943181037903,
|
|
"m": 0.8320793509483337
|
|
},
|
|
{
|
|
"p": 0.07133888453245163,
|
|
"m": 0.9607006907463074
|
|
},
|
|
{
|
|
"p": 0.07145768404006958,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131783664226532,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.3244738578796387,
|
|
"val_loss": 0.9623219966888428,
|
|
"acc": 66.37,
|
|
"time": 273.1427277030307,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07177970558404922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120814919471741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134558260440826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07163030654191971,
|
|
"m": 0.890851616859436
|
|
},
|
|
{
|
|
"p": 0.07133856415748596,
|
|
"m": 0.9774003028869629
|
|
},
|
|
{
|
|
"p": 0.07139383256435394,
|
|
"m": 0.7900806665420532
|
|
},
|
|
{
|
|
"p": 0.0712963119149208,
|
|
"m": 0.9053645730018616
|
|
},
|
|
{
|
|
"p": 0.07149261236190796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165894657373428,
|
|
"m": 0.8109062314033508
|
|
},
|
|
{
|
|
"p": 0.07145239412784576,
|
|
"m": 0.9990609288215637
|
|
},
|
|
{
|
|
"p": 0.07179176807403564,
|
|
"m": 0.86417156457901
|
|
},
|
|
{
|
|
"p": 0.07139768451452255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134069502353668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07087342441082001,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 2.3704442977905273,
|
|
"val_loss": 0.9338218569755554,
|
|
"acc": 68.33,
|
|
"time": 273.28984083101386,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147233933210373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112531363964081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071470245718956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071560800075531,
|
|
"m": 0.9033479690551758
|
|
},
|
|
{
|
|
"p": 0.07112807035446167,
|
|
"m": 0.9588548541069031
|
|
},
|
|
{
|
|
"p": 0.07133987545967102,
|
|
"m": 0.8942234516143799
|
|
},
|
|
{
|
|
"p": 0.07160554081201553,
|
|
"m": 0.9499105215072632
|
|
},
|
|
{
|
|
"p": 0.07137762010097504,
|
|
"m": 0.9977666735649109
|
|
},
|
|
{
|
|
"p": 0.07155230641365051,
|
|
"m": 0.8933936953544617
|
|
},
|
|
{
|
|
"p": 0.07149607688188553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153710722923279,
|
|
"m": 0.8394313454627991
|
|
},
|
|
{
|
|
"p": 0.07144246995449066,
|
|
"m": 0.9949072599411011
|
|
},
|
|
{
|
|
"p": 0.0715368241071701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071355439722538,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 2.2752814292907715,
|
|
"val_loss": 0.8234809041023254,
|
|
"acc": 68.29,
|
|
"time": 273.28355402103625,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153292745351791,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07109633833169937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07165119051933289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150372117757797,
|
|
"m": 0.8874908685684204
|
|
},
|
|
{
|
|
"p": 0.07130862772464752,
|
|
"m": 0.9254070520401001
|
|
},
|
|
{
|
|
"p": 0.07146082073450089,
|
|
"m": 0.9855232834815979
|
|
},
|
|
{
|
|
"p": 0.07145191729068756,
|
|
"m": 0.8686851859092712
|
|
},
|
|
{
|
|
"p": 0.07139191776514053,
|
|
"m": 0.9358184933662415
|
|
},
|
|
{
|
|
"p": 0.07140880078077316,
|
|
"m": 0.8123278617858887
|
|
},
|
|
{
|
|
"p": 0.07155471295118332,
|
|
"m": 0.9589623808860779
|
|
},
|
|
{
|
|
"p": 0.07154983282089233,
|
|
"m": 0.8120286464691162
|
|
},
|
|
{
|
|
"p": 0.07117972522974014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162519544363022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128426432609558,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.2275550365448,
|
|
"val_loss": 0.852046012878418,
|
|
"acc": 69.02,
|
|
"time": 273.2138264999958,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147058844566345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122686505317688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141712307929993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157878577709198,
|
|
"m": 0.8099700212478638
|
|
},
|
|
{
|
|
"p": 0.0714990645647049,
|
|
"m": 0.8973011374473572
|
|
},
|
|
{
|
|
"p": 0.07111314684152603,
|
|
"m": 0.9996042847633362
|
|
},
|
|
{
|
|
"p": 0.07136933505535126,
|
|
"m": 0.8769314289093018
|
|
},
|
|
{
|
|
"p": 0.07130084931850433,
|
|
"m": 0.9642271995544434
|
|
},
|
|
{
|
|
"p": 0.07159312814474106,
|
|
"m": 0.7743909955024719
|
|
},
|
|
{
|
|
"p": 0.07148519903421402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161050289869308,
|
|
"m": 0.8401163816452026
|
|
},
|
|
{
|
|
"p": 0.07161328941583633,
|
|
"m": 0.9962400197982788
|
|
},
|
|
{
|
|
"p": 0.07150976359844208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121238112449646,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 2.283087968826294,
|
|
"val_loss": 0.95252525806427,
|
|
"acc": 68.26,
|
|
"time": 271.71739733900176,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07161855697631836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137710601091385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143653184175491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071434885263443,
|
|
"m": 0.7849158644676208
|
|
},
|
|
{
|
|
"p": 0.07127244770526886,
|
|
"m": 0.9405182003974915
|
|
},
|
|
{
|
|
"p": 0.07118404656648636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137082517147064,
|
|
"m": 0.9040614366531372
|
|
},
|
|
{
|
|
"p": 0.07155599445104599,
|
|
"m": 0.9393755197525024
|
|
},
|
|
{
|
|
"p": 0.07120619714260101,
|
|
"m": 0.9095191359519958
|
|
},
|
|
{
|
|
"p": 0.07152030616998672,
|
|
"m": 0.9924789667129517
|
|
},
|
|
{
|
|
"p": 0.07144910842180252,
|
|
"m": 0.9268000721931458
|
|
},
|
|
{
|
|
"p": 0.07154770195484161,
|
|
"m": 0.9986178874969482
|
|
},
|
|
{
|
|
"p": 0.07160936295986176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714169517159462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.1540191173553467,
|
|
"val_loss": 1.03069269657135,
|
|
"acc": 67.32,
|
|
"time": 274.1281183119863,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07166364789009094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116004824638367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133038341999054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07106386125087738,
|
|
"m": 0.8962593078613281
|
|
},
|
|
{
|
|
"p": 0.07134328037500381,
|
|
"m": 0.9396139979362488
|
|
},
|
|
{
|
|
"p": 0.07110990583896637,
|
|
"m": 0.995393693447113
|
|
},
|
|
{
|
|
"p": 0.07143821567296982,
|
|
"m": 0.985920786857605
|
|
},
|
|
{
|
|
"p": 0.0716160461306572,
|
|
"m": 0.8822276592254639
|
|
},
|
|
{
|
|
"p": 0.07174304872751236,
|
|
"m": 0.9080803394317627
|
|
},
|
|
{
|
|
"p": 0.07152755558490753,
|
|
"m": 0.9304805397987366
|
|
},
|
|
{
|
|
"p": 0.07142990827560425,
|
|
"m": 0.9897027611732483
|
|
},
|
|
{
|
|
"p": 0.07176487147808075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188430428504944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07092487066984177,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.4471473693847656,
|
|
"val_loss": 0.8597709536552429,
|
|
"acc": 68.23,
|
|
"time": 273.5652972229873,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151331007480621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123573124408722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149844616651535,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07162410765886307,
|
|
"m": 0.8956419229507446
|
|
},
|
|
{
|
|
"p": 0.07127610594034195,
|
|
"m": 0.8788385391235352
|
|
},
|
|
{
|
|
"p": 0.07101255655288696,
|
|
"m": 0.9910935163497925
|
|
},
|
|
{
|
|
"p": 0.07151450961828232,
|
|
"m": 0.9647682905197144
|
|
},
|
|
{
|
|
"p": 0.07146240025758743,
|
|
"m": 0.8477463126182556
|
|
},
|
|
{
|
|
"p": 0.0715181902050972,
|
|
"m": 0.8927342295646667
|
|
},
|
|
{
|
|
"p": 0.07147083431482315,
|
|
"m": 0.9982624650001526
|
|
},
|
|
{
|
|
"p": 0.07151474803686142,
|
|
"m": 0.952171802520752
|
|
},
|
|
{
|
|
"p": 0.07164914160966873,
|
|
"m": 0.9971068501472473
|
|
},
|
|
{
|
|
"p": 0.07145407050848007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125582545995712,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 2.144321918487549,
|
|
"val_loss": 0.8728541731834412,
|
|
"acc": 67.93,
|
|
"time": 272.83261099096853,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07161790877580643,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135207206010818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143016159534454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141285389661789,
|
|
"m": 0.8530524969100952
|
|
},
|
|
{
|
|
"p": 0.07125862687826157,
|
|
"m": 0.937529981136322
|
|
},
|
|
{
|
|
"p": 0.07097895443439484,
|
|
"m": 0.9949802756309509
|
|
},
|
|
{
|
|
"p": 0.07143736630678177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127805799245834,
|
|
"m": 0.8971810936927795
|
|
},
|
|
{
|
|
"p": 0.07169041782617569,
|
|
"m": 0.908320963382721
|
|
},
|
|
{
|
|
"p": 0.071662537753582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145282626152039,
|
|
"m": 0.9614660143852234
|
|
},
|
|
{
|
|
"p": 0.07162304222583771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155000418424606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712551549077034,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 2.216787338256836,
|
|
"val_loss": 0.9078274369239807,
|
|
"acc": 67.42,
|
|
"time": 272.6052685150062,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149197161197662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141198217868805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124287635087967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155106216669083,
|
|
"m": 0.8726575374603271
|
|
},
|
|
{
|
|
"p": 0.07140268385410309,
|
|
"m": 0.9613547325134277
|
|
},
|
|
{
|
|
"p": 0.07111806422472,
|
|
"m": 0.9997718930244446
|
|
},
|
|
{
|
|
"p": 0.0713055431842804,
|
|
"m": 0.9776471853256226
|
|
},
|
|
{
|
|
"p": 0.07129589468240738,
|
|
"m": 0.9228150844573975
|
|
},
|
|
{
|
|
"p": 0.07167702913284302,
|
|
"m": 0.9497165679931641
|
|
},
|
|
{
|
|
"p": 0.07151170819997787,
|
|
"m": 0.9984158277511597
|
|
},
|
|
{
|
|
"p": 0.07166021317243576,
|
|
"m": 0.8814127445220947
|
|
},
|
|
{
|
|
"p": 0.07142898440361023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147197425365448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142994552850723,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.8095672130584717,
|
|
"val_loss": 0.9345026612281799,
|
|
"acc": 68.88,
|
|
"time": 271.85067556699505,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715726837515831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136150449514389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714392364025116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153069227933884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119769603013992,
|
|
"m": 0.9779040217399597
|
|
},
|
|
{
|
|
"p": 0.07124204933643341,
|
|
"m": 0.9882169365882874
|
|
},
|
|
{
|
|
"p": 0.07161812484264374,
|
|
"m": 0.8187447190284729
|
|
},
|
|
{
|
|
"p": 0.07141443341970444,
|
|
"m": 0.9771624803543091
|
|
},
|
|
{
|
|
"p": 0.07145409286022186,
|
|
"m": 0.9928722977638245
|
|
},
|
|
{
|
|
"p": 0.07135771214962006,
|
|
"m": 0.9919452667236328
|
|
},
|
|
{
|
|
"p": 0.07149792462587357,
|
|
"m": 0.887901782989502
|
|
},
|
|
{
|
|
"p": 0.07145807892084122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176143676042557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0710943192243576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.176807165145874,
|
|
"val_loss": 0.9608087539672852,
|
|
"acc": 68.52,
|
|
"time": 273.14869202900445,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07174786925315857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140597701072693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133856415748596,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151879370212555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146575301885605,
|
|
"m": 0.9761502146720886
|
|
},
|
|
{
|
|
"p": 0.07112783193588257,
|
|
"m": 0.92647784948349
|
|
},
|
|
{
|
|
"p": 0.07132517546415329,
|
|
"m": 0.8622967600822449
|
|
},
|
|
{
|
|
"p": 0.07148172706365585,
|
|
"m": 0.9797681570053101
|
|
},
|
|
{
|
|
"p": 0.07147765159606934,
|
|
"m": 0.9768766760826111
|
|
},
|
|
{
|
|
"p": 0.07139015197753906,
|
|
"m": 0.9420172572135925
|
|
},
|
|
{
|
|
"p": 0.07159638404846191,
|
|
"m": 0.9132435917854309
|
|
},
|
|
{
|
|
"p": 0.07150546461343765,
|
|
"m": 0.9995843172073364
|
|
},
|
|
{
|
|
"p": 0.07152492552995682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07109372317790985,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 2.349483013153076,
|
|
"val_loss": 1.0764694213867188,
|
|
"acc": 67.41,
|
|
"time": 272.4966152519919,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159749418497086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143320888280869,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148915529251099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127203792333603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112070918083191,
|
|
"m": 0.9544485211372375
|
|
},
|
|
{
|
|
"p": 0.07133103162050247,
|
|
"m": 0.8710237741470337
|
|
},
|
|
{
|
|
"p": 0.07167914509773254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149142771959305,
|
|
"m": 0.9927919507026672
|
|
},
|
|
{
|
|
"p": 0.0715327337384224,
|
|
"m": 0.9153586030006409
|
|
},
|
|
{
|
|
"p": 0.07134757936000824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168826460838318,
|
|
"m": 0.9801103472709656
|
|
},
|
|
{
|
|
"p": 0.0713890939950943,
|
|
"m": 0.984947681427002
|
|
},
|
|
{
|
|
"p": 0.07171038538217545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07091774791479111,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 2.3400650024414062,
|
|
"val_loss": 0.8769387602806091,
|
|
"acc": 68.3,
|
|
"time": 272.92646441602847,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07160452008247375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134120911359787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144077867269516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142197340726852,
|
|
"m": 0.9827784895896912
|
|
},
|
|
{
|
|
"p": 0.07130181789398193,
|
|
"m": 0.890893280506134
|
|
},
|
|
{
|
|
"p": 0.07136610150337219,
|
|
"m": 0.9435173273086548
|
|
},
|
|
{
|
|
"p": 0.07115001231431961,
|
|
"m": 0.9928565621376038
|
|
},
|
|
{
|
|
"p": 0.07161634415388107,
|
|
"m": 0.8083373308181763
|
|
},
|
|
{
|
|
"p": 0.0716254711151123,
|
|
"m": 0.8854166865348816
|
|
},
|
|
{
|
|
"p": 0.07126013934612274,
|
|
"m": 0.9596003890037537
|
|
},
|
|
{
|
|
"p": 0.07139474153518677,
|
|
"m": 0.946328341960907
|
|
},
|
|
{
|
|
"p": 0.07176599651575089,
|
|
"m": 0.9982601404190063
|
|
},
|
|
{
|
|
"p": 0.07162646949291229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0710844025015831,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 2.0697312355041504,
|
|
"val_loss": 0.8213697671890259,
|
|
"acc": 68.42,
|
|
"time": 272.738529558992,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147154211997986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113032788038254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07158047705888748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144319266080856,
|
|
"m": 0.9997993111610413
|
|
},
|
|
{
|
|
"p": 0.0712222009897232,
|
|
"m": 0.7933732271194458
|
|
},
|
|
{
|
|
"p": 0.0714007243514061,
|
|
"m": 0.9594691395759583
|
|
},
|
|
{
|
|
"p": 0.07157561182975769,
|
|
"m": 0.9882657527923584
|
|
},
|
|
{
|
|
"p": 0.07131380587816238,
|
|
"m": 0.9778162240982056
|
|
},
|
|
{
|
|
"p": 0.07135722786188126,
|
|
"m": 0.9388308525085449
|
|
},
|
|
{
|
|
"p": 0.07181628793478012,
|
|
"m": 0.9829522967338562
|
|
},
|
|
{
|
|
"p": 0.0713406354188919,
|
|
"m": 0.8707188367843628
|
|
},
|
|
{
|
|
"p": 0.07166538387537003,
|
|
"m": 0.9982920289039612
|
|
},
|
|
{
|
|
"p": 0.0715208575129509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711616650223732,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 2.163555383682251,
|
|
"val_loss": 0.9186878800392151,
|
|
"acc": 68.15,
|
|
"time": 272.89105968299555,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153184711933136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151259481906891,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128480076789856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150901854038239,
|
|
"m": 0.9319582581520081
|
|
},
|
|
{
|
|
"p": 0.07181829959154129,
|
|
"m": 0.8286715149879456
|
|
},
|
|
{
|
|
"p": 0.07118789106607437,
|
|
"m": 0.9072970151901245
|
|
},
|
|
{
|
|
"p": 0.07182445377111435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148993760347366,
|
|
"m": 0.9378258585929871
|
|
},
|
|
{
|
|
"p": 0.07131175696849823,
|
|
"m": 0.9837935566902161
|
|
},
|
|
{
|
|
"p": 0.07145567238330841,
|
|
"m": 0.977895975112915
|
|
},
|
|
{
|
|
"p": 0.07109938561916351,
|
|
"m": 0.8969452977180481
|
|
},
|
|
{
|
|
"p": 0.071413055062294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143566012382507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112564891576767,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 2.2721869945526123,
|
|
"val_loss": 0.9612995386123657,
|
|
"acc": 67.59,
|
|
"time": 271.79742296098266,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07161808758974075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07096242904663086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144804298877716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135026156902313,
|
|
"m": 0.9970387816429138
|
|
},
|
|
{
|
|
"p": 0.07128535211086273,
|
|
"m": 0.8776679039001465
|
|
},
|
|
{
|
|
"p": 0.07165338844060898,
|
|
"m": 0.927051305770874
|
|
},
|
|
{
|
|
"p": 0.07150878012180328,
|
|
"m": 0.9744716286659241
|
|
},
|
|
{
|
|
"p": 0.07149627804756165,
|
|
"m": 0.9729520082473755
|
|
},
|
|
{
|
|
"p": 0.07159754633903503,
|
|
"m": 0.9111356735229492
|
|
},
|
|
{
|
|
"p": 0.07148206233978271,
|
|
"m": 0.9808816313743591
|
|
},
|
|
{
|
|
"p": 0.07167226821184158,
|
|
"m": 0.7856651544570923
|
|
},
|
|
{
|
|
"p": 0.071652352809906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136640697717667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07090674340724945,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 2.175910234451294,
|
|
"val_loss": 0.8974689841270447,
|
|
"acc": 68.79,
|
|
"time": 273.6600166769931,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159877568483353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122934609651566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716947615146637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161179184913635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114432007074356,
|
|
"m": 0.9216486215591431
|
|
},
|
|
{
|
|
"p": 0.07121910899877548,
|
|
"m": 0.8993427157402039
|
|
},
|
|
{
|
|
"p": 0.07144688814878464,
|
|
"m": 0.9965006113052368
|
|
},
|
|
{
|
|
"p": 0.07142826914787292,
|
|
"m": 0.9193003177642822
|
|
},
|
|
{
|
|
"p": 0.07147419452667236,
|
|
"m": 0.9340190887451172
|
|
},
|
|
{
|
|
"p": 0.07159797847270966,
|
|
"m": 0.9980316758155823
|
|
},
|
|
{
|
|
"p": 0.07138869166374207,
|
|
"m": 0.7936298251152039
|
|
},
|
|
{
|
|
"p": 0.07144246250391006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152079790830612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120263576507568,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 2.451490640640259,
|
|
"val_loss": 0.9739480018615723,
|
|
"acc": 68.49,
|
|
"time": 272.9057066490059,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07132358103990555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126422971487045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07172485440969467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07192272692918777,
|
|
"m": 0.9747473001480103
|
|
},
|
|
{
|
|
"p": 0.07144326716661453,
|
|
"m": 0.8812596797943115
|
|
},
|
|
{
|
|
"p": 0.07105003297328949,
|
|
"m": 0.933429479598999
|
|
},
|
|
{
|
|
"p": 0.07138339430093765,
|
|
"m": 0.9776947498321533
|
|
},
|
|
{
|
|
"p": 0.07121199369430542,
|
|
"m": 0.96021968126297
|
|
},
|
|
{
|
|
"p": 0.07165240496397018,
|
|
"m": 0.7898987531661987
|
|
},
|
|
{
|
|
"p": 0.07140285521745682,
|
|
"m": 0.9698818325996399
|
|
},
|
|
{
|
|
"p": 0.07147879898548126,
|
|
"m": 0.8398373126983643
|
|
},
|
|
{
|
|
"p": 0.07161127030849457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133117318153381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119937241077423,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.878829836845398,
|
|
"val_loss": 0.9552314877510071,
|
|
"acc": 68.78,
|
|
"time": 271.83646433998365,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146771252155304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144474983215332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148898392915726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137928158044815,
|
|
"m": 0.9991312026977539
|
|
},
|
|
{
|
|
"p": 0.07118269056081772,
|
|
"m": 0.821240246295929
|
|
},
|
|
{
|
|
"p": 0.07124150544404984,
|
|
"m": 0.8335375785827637
|
|
},
|
|
{
|
|
"p": 0.07149211317300797,
|
|
"m": 0.9365051984786987
|
|
},
|
|
{
|
|
"p": 0.07156310230493546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162071019411087,
|
|
"m": 0.8568854928016663
|
|
},
|
|
{
|
|
"p": 0.07138659060001373,
|
|
"m": 0.9594346880912781
|
|
},
|
|
{
|
|
"p": 0.07160533964633942,
|
|
"m": 0.9375278949737549
|
|
},
|
|
{
|
|
"p": 0.07156801968812943,
|
|
"m": 0.9992333054542542
|
|
},
|
|
{
|
|
"p": 0.07150693982839584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07105227559804916,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 2.247187376022339,
|
|
"val_loss": 0.8489009141921997,
|
|
"acc": 68.9,
|
|
"time": 273.5424682899611,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159314304590225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132779061794281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714336484670639,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156513631343842,
|
|
"m": 0.9998571872711182
|
|
},
|
|
{
|
|
"p": 0.07133316993713379,
|
|
"m": 0.7972224354743958
|
|
},
|
|
{
|
|
"p": 0.07103711366653442,
|
|
"m": 0.8939188122749329
|
|
},
|
|
{
|
|
"p": 0.0713324025273323,
|
|
"m": 0.9615346193313599
|
|
},
|
|
{
|
|
"p": 0.07140060514211655,
|
|
"m": 0.9413570761680603
|
|
},
|
|
{
|
|
"p": 0.0713789090514183,
|
|
"m": 0.8383924961090088
|
|
},
|
|
{
|
|
"p": 0.07151004672050476,
|
|
"m": 0.9930387139320374
|
|
},
|
|
{
|
|
"p": 0.07171875983476639,
|
|
"m": 0.8993244767189026
|
|
},
|
|
{
|
|
"p": 0.07148198783397675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167145609855652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121587544679642,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 2.141467809677124,
|
|
"val_loss": 0.9274773597717285,
|
|
"acc": 68.84,
|
|
"time": 272.6561459359946,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07169033586978912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712955966591835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07167556136846542,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142879068851471,
|
|
"m": 0.9772544503211975
|
|
},
|
|
{
|
|
"p": 0.07123008370399475,
|
|
"m": 0.747464656829834
|
|
},
|
|
{
|
|
"p": 0.07107404619455338,
|
|
"m": 0.8746469020843506
|
|
},
|
|
{
|
|
"p": 0.07158103585243225,
|
|
"m": 0.9781803488731384
|
|
},
|
|
{
|
|
"p": 0.07124326378107071,
|
|
"m": 0.9908961653709412
|
|
},
|
|
{
|
|
"p": 0.07133804261684418,
|
|
"m": 0.8479381203651428
|
|
},
|
|
{
|
|
"p": 0.07156845182180405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158336788415909,
|
|
"m": 0.8732830286026001
|
|
},
|
|
{
|
|
"p": 0.0716899111866951,
|
|
"m": 0.9802626371383667
|
|
},
|
|
{
|
|
"p": 0.07150636613368988,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07109516859054565,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 2.1587812900543213,
|
|
"val_loss": 0.8210575580596924,
|
|
"acc": 68.64,
|
|
"time": 272.3375134569942,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145488262176514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128758728504181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716024711728096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07108569145202637,
|
|
"m": 0.9657771587371826
|
|
},
|
|
{
|
|
"p": 0.07147962599992752,
|
|
"m": 0.7460818290710449
|
|
},
|
|
{
|
|
"p": 0.07123079895973206,
|
|
"m": 0.7757424712181091
|
|
},
|
|
{
|
|
"p": 0.07132486253976822,
|
|
"m": 0.9939857721328735
|
|
},
|
|
{
|
|
"p": 0.0714973658323288,
|
|
"m": 0.9757250547409058
|
|
},
|
|
{
|
|
"p": 0.07145684957504272,
|
|
"m": 0.7132214903831482
|
|
},
|
|
{
|
|
"p": 0.07162497937679291,
|
|
"m": 0.9970552921295166
|
|
},
|
|
{
|
|
"p": 0.0715259462594986,
|
|
"m": 0.8000887632369995
|
|
},
|
|
{
|
|
"p": 0.07163573056459427,
|
|
"m": 0.9949914216995239
|
|
},
|
|
{
|
|
"p": 0.07152566313743591,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126753777265549,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 2.258965015411377,
|
|
"val_loss": 0.8936898708343506,
|
|
"acc": 70.09,
|
|
"time": 273.6385546629899,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152329385280609,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124199718236923,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157008349895477,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134034484624863,
|
|
"m": 0.9528214931488037
|
|
},
|
|
{
|
|
"p": 0.07114265114068985,
|
|
"m": 0.7882294058799744
|
|
},
|
|
{
|
|
"p": 0.0711464062333107,
|
|
"m": 0.8538638949394226
|
|
},
|
|
{
|
|
"p": 0.07126256823539734,
|
|
"m": 0.8869865536689758
|
|
},
|
|
{
|
|
"p": 0.07165062427520752,
|
|
"m": 0.9950308203697205
|
|
},
|
|
{
|
|
"p": 0.07158247381448746,
|
|
"m": 0.7748003005981445
|
|
},
|
|
{
|
|
"p": 0.07150128483772278,
|
|
"m": 0.9733123183250427
|
|
},
|
|
{
|
|
"p": 0.07162586599588394,
|
|
"m": 0.835757315158844
|
|
},
|
|
{
|
|
"p": 0.0716799646615982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161422818899155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111823558807373,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.3428220748901367,
|
|
"val_loss": 0.8790431022644043,
|
|
"acc": 69.51,
|
|
"time": 272.5458403269877,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07119974493980408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139682024717331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07173752039670944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144579291343689,
|
|
"m": 0.9881559610366821
|
|
},
|
|
{
|
|
"p": 0.07135533541440964,
|
|
"m": 0.78089839220047
|
|
},
|
|
{
|
|
"p": 0.07114394009113312,
|
|
"m": 0.7954269647598267
|
|
},
|
|
{
|
|
"p": 0.07140859216451645,
|
|
"m": 0.9846155643463135
|
|
},
|
|
{
|
|
"p": 0.07138419151306152,
|
|
"m": 0.9989872574806213
|
|
},
|
|
{
|
|
"p": 0.0714523047208786,
|
|
"m": 0.8151130676269531
|
|
},
|
|
{
|
|
"p": 0.07158496230840683,
|
|
"m": 0.9940986037254333
|
|
},
|
|
{
|
|
"p": 0.07165372371673584,
|
|
"m": 0.9627696871757507
|
|
},
|
|
{
|
|
"p": 0.07139746099710464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715283527970314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131122052669525,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 2.0897915363311768,
|
|
"val_loss": 0.868730902671814,
|
|
"acc": 68.92,
|
|
"time": 272.87435339804506,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07134175300598145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120520621538162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133781164884567,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113173604011536,
|
|
"m": 0.9878935813903809
|
|
},
|
|
{
|
|
"p": 0.07128588110208511,
|
|
"m": 0.7385609745979309
|
|
},
|
|
{
|
|
"p": 0.07146964967250824,
|
|
"m": 0.8459545373916626
|
|
},
|
|
{
|
|
"p": 0.07150450348854065,
|
|
"m": 0.9358817338943481
|
|
},
|
|
{
|
|
"p": 0.07159804552793503,
|
|
"m": 0.9427517652511597
|
|
},
|
|
{
|
|
"p": 0.07152222096920013,
|
|
"m": 0.9353930950164795
|
|
},
|
|
{
|
|
"p": 0.07146348804235458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147561013698578,
|
|
"m": 0.9816875457763672
|
|
},
|
|
{
|
|
"p": 0.07148613035678864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07207059115171432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07110736519098282,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.9541733264923096,
|
|
"val_loss": 0.9006924629211426,
|
|
"acc": 69.89,
|
|
"time": 273.5071002120385,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715215876698494,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136288285255432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126550376415253,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716424360871315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107046246528625,
|
|
"m": 0.8366547226905823
|
|
},
|
|
{
|
|
"p": 0.07107323408126831,
|
|
"m": 0.7275275588035583
|
|
},
|
|
{
|
|
"p": 0.07133367657661438,
|
|
"m": 0.9378559589385986
|
|
},
|
|
{
|
|
"p": 0.07155003398656845,
|
|
"m": 0.9107149839401245
|
|
},
|
|
{
|
|
"p": 0.07172943651676178,
|
|
"m": 0.9135499000549316
|
|
},
|
|
{
|
|
"p": 0.07147867977619171,
|
|
"m": 0.9568403363227844
|
|
},
|
|
{
|
|
"p": 0.07160194218158722,
|
|
"m": 0.994718611240387
|
|
},
|
|
{
|
|
"p": 0.07146846503019333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158120721578598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132043689489365,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 2.2908620834350586,
|
|
"val_loss": 0.7931165099143982,
|
|
"acc": 69.64,
|
|
"time": 273.8285414239508,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113289088010788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715971440076828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145869731903076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123102992773056,
|
|
"m": 0.8277521729469299
|
|
},
|
|
{
|
|
"p": 0.07112223654985428,
|
|
"m": 0.8114092946052551
|
|
},
|
|
{
|
|
"p": 0.07159274816513062,
|
|
"m": 0.9985998868942261
|
|
},
|
|
{
|
|
"p": 0.07152565568685532,
|
|
"m": 0.8347682952880859
|
|
},
|
|
{
|
|
"p": 0.0714963972568512,
|
|
"m": 0.8920626640319824
|
|
},
|
|
{
|
|
"p": 0.07145527005195618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150302827358246,
|
|
"m": 0.8528122901916504
|
|
},
|
|
{
|
|
"p": 0.0718023031949997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141271233558655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124128192663193,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 2.364100933074951,
|
|
"val_loss": 0.9260839223861694,
|
|
"acc": 70.57,
|
|
"time": 271.86283559701405,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07159537822008133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126346975564957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155993580818176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142112404108047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123539596796036,
|
|
"m": 0.9208458662033081
|
|
},
|
|
{
|
|
"p": 0.07113441079854965,
|
|
"m": 0.9370330572128296
|
|
},
|
|
{
|
|
"p": 0.07130492478609085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164239883422852,
|
|
"m": 0.7107620239257812
|
|
},
|
|
{
|
|
"p": 0.07136798650026321,
|
|
"m": 0.9667724967002869
|
|
},
|
|
{
|
|
"p": 0.07136397063732147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152007520198822,
|
|
"m": 0.9150100350379944
|
|
},
|
|
{
|
|
"p": 0.07163283228874207,
|
|
"m": 0.9886128306388855
|
|
},
|
|
{
|
|
"p": 0.07170732319355011,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125075161457062,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.1001274585723877,
|
|
"val_loss": 0.8936511278152466,
|
|
"acc": 68.19,
|
|
"time": 272.94682461803313,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153408229351044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118503749370575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159364223480225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160495221614838,
|
|
"m": 0.9768121242523193
|
|
},
|
|
{
|
|
"p": 0.07109006494283676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102137058973312,
|
|
"m": 0.9481965899467468
|
|
},
|
|
{
|
|
"p": 0.07156733423471451,
|
|
"m": 0.9886056184768677
|
|
},
|
|
{
|
|
"p": 0.0713457241654396,
|
|
"m": 0.7432497143745422
|
|
},
|
|
{
|
|
"p": 0.07159901410341263,
|
|
"m": 0.9146835207939148
|
|
},
|
|
{
|
|
"p": 0.07153429090976715,
|
|
"m": 0.9950810670852661
|
|
},
|
|
{
|
|
"p": 0.07155246287584305,
|
|
"m": 0.9931380748748779
|
|
},
|
|
{
|
|
"p": 0.07155945897102356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153790444135666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127463817596436,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 2.396172046661377,
|
|
"val_loss": 0.9666481614112854,
|
|
"acc": 69.58,
|
|
"time": 275.10707864601864,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0717281848192215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118634879589081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716317743062973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119922339916229,
|
|
"m": 0.9890882968902588
|
|
},
|
|
{
|
|
"p": 0.07127073407173157,
|
|
"m": 0.9805015921592712
|
|
},
|
|
{
|
|
"p": 0.07113955914974213,
|
|
"m": 0.9276463389396667
|
|
},
|
|
{
|
|
"p": 0.07181112468242645,
|
|
"m": 0.9955762028694153
|
|
},
|
|
{
|
|
"p": 0.07131001353263855,
|
|
"m": 0.7489901781082153
|
|
},
|
|
{
|
|
"p": 0.07135064154863358,
|
|
"m": 0.9876461625099182
|
|
},
|
|
{
|
|
"p": 0.07165063917636871,
|
|
"m": 0.9914330244064331
|
|
},
|
|
{
|
|
"p": 0.07148595154285431,
|
|
"m": 0.9966970682144165
|
|
},
|
|
{
|
|
"p": 0.07141866534948349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168847322463989,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071128711104393,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.4124014377593994,
|
|
"val_loss": 1.0232571363449097,
|
|
"acc": 69.68,
|
|
"time": 275.1532778830151,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152619957923889,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118579000234604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153245806694031,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125980406999588,
|
|
"m": 0.9644376039505005
|
|
},
|
|
{
|
|
"p": 0.07140509784221649,
|
|
"m": 0.9798861742019653
|
|
},
|
|
{
|
|
"p": 0.07110714167356491,
|
|
"m": 0.8274945020675659
|
|
},
|
|
{
|
|
"p": 0.07126785069704056,
|
|
"m": 0.9898362755775452
|
|
},
|
|
{
|
|
"p": 0.07131949812173843,
|
|
"m": 0.8631551861763
|
|
},
|
|
{
|
|
"p": 0.07170461118221283,
|
|
"m": 0.9003989696502686
|
|
},
|
|
{
|
|
"p": 0.0717264860868454,
|
|
"m": 0.9897692799568176
|
|
},
|
|
{
|
|
"p": 0.07166022807359695,
|
|
"m": 0.8765208125114441
|
|
},
|
|
{
|
|
"p": 0.07155429571866989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156418263912201,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711863711476326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 2.356745719909668,
|
|
"val_loss": 0.8829296827316284,
|
|
"acc": 70.12,
|
|
"time": 272.619643729995,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07175936549901962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07098374515771866,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07158776372671127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132840901613235,
|
|
"m": 0.9582780599594116
|
|
},
|
|
{
|
|
"p": 0.0712365135550499,
|
|
"m": 0.99359130859375
|
|
},
|
|
{
|
|
"p": 0.07099881023168564,
|
|
"m": 0.7668448090553284
|
|
},
|
|
{
|
|
"p": 0.07145906239748001,
|
|
"m": 0.9541098475456238
|
|
},
|
|
{
|
|
"p": 0.07157890498638153,
|
|
"m": 0.8938000202178955
|
|
},
|
|
{
|
|
"p": 0.0715063288807869,
|
|
"m": 0.8509970903396606
|
|
},
|
|
{
|
|
"p": 0.07142039388418198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144764810800552,
|
|
"m": 0.8963876366615295
|
|
},
|
|
{
|
|
"p": 0.07165351510047913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177377492189407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126577943563461,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 2.134702682495117,
|
|
"val_loss": 0.9547394514083862,
|
|
"acc": 69.67,
|
|
"time": 272.459579509974,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07177959382534027,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135839015245438,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07164638489484787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142815738916397,
|
|
"m": 0.9307028651237488
|
|
},
|
|
{
|
|
"p": 0.07128564268350601,
|
|
"m": 0.9919174313545227
|
|
},
|
|
{
|
|
"p": 0.07132753729820251,
|
|
"m": 0.7888550758361816
|
|
},
|
|
{
|
|
"p": 0.07141752541065216,
|
|
"m": 0.9709842801094055
|
|
},
|
|
{
|
|
"p": 0.07157272100448608,
|
|
"m": 0.9273229837417603
|
|
},
|
|
{
|
|
"p": 0.07152757793664932,
|
|
"m": 0.8353245854377747
|
|
},
|
|
{
|
|
"p": 0.07143110036849976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128778845071793,
|
|
"m": 0.8618751764297485
|
|
},
|
|
{
|
|
"p": 0.07143321633338928,
|
|
"m": 0.9629923701286316
|
|
},
|
|
{
|
|
"p": 0.07136687636375427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113746553659439,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 2.0384819507598877,
|
|
"val_loss": 0.8942043781280518,
|
|
"acc": 69.74,
|
|
"time": 273.44297725101933,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146582752466202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138629257678986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07175908237695694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127220183610916,
|
|
"m": 0.9405092597007751
|
|
},
|
|
{
|
|
"p": 0.0713592916727066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711834654211998,
|
|
"m": 0.7761891484260559
|
|
},
|
|
{
|
|
"p": 0.07124727964401245,
|
|
"m": 0.9170888662338257
|
|
},
|
|
{
|
|
"p": 0.07163126021623611,
|
|
"m": 0.9533699154853821
|
|
},
|
|
{
|
|
"p": 0.07115177810192108,
|
|
"m": 0.8494219779968262
|
|
},
|
|
{
|
|
"p": 0.071631520986557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149668782949448,
|
|
"m": 0.8415234684944153
|
|
},
|
|
{
|
|
"p": 0.07157769799232483,
|
|
"m": 0.9955304265022278
|
|
},
|
|
{
|
|
"p": 0.07159944623708725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712381973862648,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.345457077026367,
|
|
"val_loss": 0.9739298820495605,
|
|
"acc": 68.91,
|
|
"time": 271.2314944100217,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07171601057052612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140171527862549,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144998759031296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134949415922165,
|
|
"m": 0.8521894812583923
|
|
},
|
|
{
|
|
"p": 0.07103843986988068,
|
|
"m": 0.9479888081550598
|
|
},
|
|
{
|
|
"p": 0.07146917283535004,
|
|
"m": 0.6201589703559875
|
|
},
|
|
{
|
|
"p": 0.07167315483093262,
|
|
"m": 0.9371466040611267
|
|
},
|
|
{
|
|
"p": 0.07151121646165848,
|
|
"m": 0.9357627630233765
|
|
},
|
|
{
|
|
"p": 0.07138204574584961,
|
|
"m": 0.8391559720039368
|
|
},
|
|
{
|
|
"p": 0.07166693359613419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150790095329285,
|
|
"m": 0.9149643182754517
|
|
},
|
|
{
|
|
"p": 0.07149747759103775,
|
|
"m": 0.9944421648979187
|
|
},
|
|
{
|
|
"p": 0.07108251750469208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712539553642273,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 2.0598974227905273,
|
|
"val_loss": 0.8235383033752441,
|
|
"acc": 69.83,
|
|
"time": 273.1697845120216,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152250409126282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141320407390594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714108794927597,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161328196525574,
|
|
"m": 0.8393322229385376
|
|
},
|
|
{
|
|
"p": 0.0713295266032219,
|
|
"m": 0.6175901293754578
|
|
},
|
|
{
|
|
"p": 0.07096292078495026,
|
|
"m": 0.6895759701728821
|
|
},
|
|
{
|
|
"p": 0.0714677944779396,
|
|
"m": 0.999656617641449
|
|
},
|
|
{
|
|
"p": 0.07148061692714691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156380265951157,
|
|
"m": 0.8007957935333252
|
|
},
|
|
{
|
|
"p": 0.07127828896045685,
|
|
"m": 0.9959997534751892
|
|
},
|
|
{
|
|
"p": 0.07147838175296783,
|
|
"m": 0.9668381214141846
|
|
},
|
|
{
|
|
"p": 0.07152849435806274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174479216337204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120556384325027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.9409946203231812,
|
|
"val_loss": 0.8092865943908691,
|
|
"acc": 69.4,
|
|
"time": 271.4430866500479,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07175102084875107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07103273272514343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146274298429489,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131633907556534,
|
|
"m": 0.7879735231399536
|
|
},
|
|
{
|
|
"p": 0.07137525826692581,
|
|
"m": 0.7988983988761902
|
|
},
|
|
{
|
|
"p": 0.07113819569349289,
|
|
"m": 0.7690673470497131
|
|
},
|
|
{
|
|
"p": 0.07161644101142883,
|
|
"m": 0.9477089643478394
|
|
},
|
|
{
|
|
"p": 0.07150942832231522,
|
|
"m": 0.9533648490905762
|
|
},
|
|
{
|
|
"p": 0.07133430987596512,
|
|
"m": 0.887039840221405
|
|
},
|
|
{
|
|
"p": 0.07156684249639511,
|
|
"m": 0.9697496294975281
|
|
},
|
|
{
|
|
"p": 0.07149767875671387,
|
|
"m": 0.9948651790618896
|
|
},
|
|
{
|
|
"p": 0.07132717221975327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163874059915543,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143314927816391,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.9008959531784058,
|
|
"val_loss": 0.8935220837593079,
|
|
"acc": 70.16,
|
|
"time": 272.4757575750118,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154397666454315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128940522670746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150953263044357,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144630700349808,
|
|
"m": 0.8500642776489258
|
|
},
|
|
{
|
|
"p": 0.07130084186792374,
|
|
"m": 0.8139565587043762
|
|
},
|
|
{
|
|
"p": 0.07128509879112244,
|
|
"m": 0.9260202646255493
|
|
},
|
|
{
|
|
"p": 0.07121601700782776,
|
|
"m": 0.9985328316688538
|
|
},
|
|
{
|
|
"p": 0.0714903250336647,
|
|
"m": 0.9819315075874329
|
|
},
|
|
{
|
|
"p": 0.07152300328016281,
|
|
"m": 0.8791629076004028
|
|
},
|
|
{
|
|
"p": 0.07162230461835861,
|
|
"m": 0.9972505569458008
|
|
},
|
|
{
|
|
"p": 0.07143492996692657,
|
|
"m": 0.8329504132270813
|
|
},
|
|
{
|
|
"p": 0.07148624211549759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155513018369675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129687070846558,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.0412745475769043,
|
|
"val_loss": 0.946471095085144,
|
|
"acc": 69.87,
|
|
"time": 271.7526611369685,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07169700413942337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712558850646019,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07164240628480911,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140237092971802,
|
|
"m": 0.8878027200698853
|
|
},
|
|
{
|
|
"p": 0.07130274921655655,
|
|
"m": 0.8617935180664062
|
|
},
|
|
{
|
|
"p": 0.07126999646425247,
|
|
"m": 0.9346282482147217
|
|
},
|
|
{
|
|
"p": 0.0713854655623436,
|
|
"m": 0.9324634075164795
|
|
},
|
|
{
|
|
"p": 0.07145044207572937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143612205982208,
|
|
"m": 0.9914618730545044
|
|
},
|
|
{
|
|
"p": 0.07137277722358704,
|
|
"m": 0.99494868516922
|
|
},
|
|
{
|
|
"p": 0.0715407133102417,
|
|
"m": 0.8940008878707886
|
|
},
|
|
{
|
|
"p": 0.07159066945314407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714859664440155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116742432117462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 2.30981707572937,
|
|
"val_loss": 1.0166242122650146,
|
|
"acc": 68.47,
|
|
"time": 272.8164086439647,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07158546894788742,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113224267959595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07172136753797531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140243053436279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712152048945427,
|
|
"m": 0.8724384903907776
|
|
},
|
|
{
|
|
"p": 0.0710613802075386,
|
|
"m": 0.9748244881629944
|
|
},
|
|
{
|
|
"p": 0.07153065502643585,
|
|
"m": 0.9505324959754944
|
|
},
|
|
{
|
|
"p": 0.07128839194774628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159078866243362,
|
|
"m": 0.9050812125205994
|
|
},
|
|
{
|
|
"p": 0.07144767791032791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158824801445007,
|
|
"m": 0.7856408357620239
|
|
},
|
|
{
|
|
"p": 0.07153405994176865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717163160443306,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118575274944305,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 2.0338783264160156,
|
|
"val_loss": 0.9484688639640808,
|
|
"acc": 70.1,
|
|
"time": 272.10733587597497,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0717046707868576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123936712741852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121386379003525,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147272676229477,
|
|
"m": 0.9920989274978638
|
|
},
|
|
{
|
|
"p": 0.07133156806230545,
|
|
"m": 0.8779459595680237
|
|
},
|
|
{
|
|
"p": 0.07132932543754578,
|
|
"m": 0.984404981136322
|
|
},
|
|
{
|
|
"p": 0.07157011330127716,
|
|
"m": 0.9947924613952637
|
|
},
|
|
{
|
|
"p": 0.0713605210185051,
|
|
"m": 0.9970354437828064
|
|
},
|
|
{
|
|
"p": 0.07149256020784378,
|
|
"m": 0.9752925038337708
|
|
},
|
|
{
|
|
"p": 0.07162731140851974,
|
|
"m": 0.9993038773536682
|
|
},
|
|
{
|
|
"p": 0.07155286520719528,
|
|
"m": 0.8112006783485413
|
|
},
|
|
{
|
|
"p": 0.07152832299470901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714629665017128,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111378759145737,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.305936813354492,
|
|
"val_loss": 0.9101377129554749,
|
|
"acc": 69.76,
|
|
"time": 272.8094963769545,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0716012567281723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07106830924749374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130007445812225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136305421590805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714239701628685,
|
|
"m": 0.9307920336723328
|
|
},
|
|
{
|
|
"p": 0.07126098871231079,
|
|
"m": 0.9807226061820984
|
|
},
|
|
{
|
|
"p": 0.07134658098220825,
|
|
"m": 0.9844034314155579
|
|
},
|
|
{
|
|
"p": 0.0714573934674263,
|
|
"m": 0.9187642931938171
|
|
},
|
|
{
|
|
"p": 0.07159748673439026,
|
|
"m": 0.8753925561904907
|
|
},
|
|
{
|
|
"p": 0.07171313464641571,
|
|
"m": 0.9860079288482666
|
|
},
|
|
{
|
|
"p": 0.0717020258307457,
|
|
"m": 0.8982086777687073
|
|
},
|
|
{
|
|
"p": 0.07148075848817825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164350897073746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07104147970676422,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 2.1322665214538574,
|
|
"val_loss": 0.8835154175758362,
|
|
"acc": 69.5,
|
|
"time": 272.559338897001,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714896023273468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07105439901351929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07177890092134476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07162942737340927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123231142759323,
|
|
"m": 0.7280862927436829
|
|
},
|
|
{
|
|
"p": 0.07127464562654495,
|
|
"m": 0.7784655690193176
|
|
},
|
|
{
|
|
"p": 0.07146737724542618,
|
|
"m": 0.9187867045402527
|
|
},
|
|
{
|
|
"p": 0.07146177440881729,
|
|
"m": 0.9947033524513245
|
|
},
|
|
{
|
|
"p": 0.07154474407434464,
|
|
"m": 0.9763109683990479
|
|
},
|
|
{
|
|
"p": 0.0712745413184166,
|
|
"m": 0.966894268989563
|
|
},
|
|
{
|
|
"p": 0.07149233669042587,
|
|
"m": 0.977774977684021
|
|
},
|
|
{
|
|
"p": 0.0717756450176239,
|
|
"m": 0.999029815196991
|
|
},
|
|
{
|
|
"p": 0.07135407626628876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117024809122086,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.0256521701812744,
|
|
"val_loss": 0.8016096949577332,
|
|
"acc": 70.34,
|
|
"time": 272.89799420000054,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07169291377067566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111367583274841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150767743587494,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138526439666748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161375880241394,
|
|
"m": 0.66847825050354
|
|
},
|
|
{
|
|
"p": 0.07104197144508362,
|
|
"m": 0.8997767567634583
|
|
},
|
|
{
|
|
"p": 0.07119505852460861,
|
|
"m": 0.9787939786911011
|
|
},
|
|
{
|
|
"p": 0.07149888575077057,
|
|
"m": 0.998467743396759
|
|
},
|
|
{
|
|
"p": 0.07152236998081207,
|
|
"m": 0.9835976958274841
|
|
},
|
|
{
|
|
"p": 0.0713861882686615,
|
|
"m": 0.975069522857666
|
|
},
|
|
{
|
|
"p": 0.07144270837306976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170511037111282,
|
|
"m": 0.9788809418678284
|
|
},
|
|
{
|
|
"p": 0.07168085873126984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121358811855316,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |