mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9938 lines
No EOL
146 KiB
JSON
Executable file
9938 lines
No EOL
146 KiB
JSON
Executable file
{
|
|
"Accuracy": 67.56,
|
|
"Time": [
|
|
262.8988865186802,
|
|
2.7226947504872494,
|
|
39532.48297168501
|
|
],
|
|
"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": 4.60630989074707,
|
|
"val_loss": 2.303057909011841,
|
|
"acc": 10.01,
|
|
"time": 231.48209248296916,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146252691745758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146406173706055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146289944648743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145635038614273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146473228931427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146088778972626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146072387695312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146097719669342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146261632442474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145629078149796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144977152347565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714382603764534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713149681687355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118497043848038,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.614933013916016,
|
|
"val_loss": 2.301159620285034,
|
|
"acc": 10.0,
|
|
"time": 262.20535436098,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142877578735352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142845541238785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142818719148636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714290514588356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142824679613113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142876088619232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.611120223999023,
|
|
"val_loss": 2.3108010292053223,
|
|
"acc": 10.0,
|
|
"time": 262.9488413290237,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141955196857452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714234784245491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141745090484619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714312270283699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144016772508621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144176959991455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142693549394608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142592966556549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144158333539963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141552865505219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143021374940872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142991572618484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143324613571167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714230090379715,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.599745273590088,
|
|
"val_loss": 2.298438787460327,
|
|
"acc": 10.0,
|
|
"time": 264.52079534495715,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142845541238785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 4.597079277038574,
|
|
"val_loss": 2.3039493560791016,
|
|
"acc": 10.0,
|
|
"time": 262.35142460500356,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 4.578249931335449,
|
|
"val_loss": 2.300222873687744,
|
|
"acc": 10.0,
|
|
"time": 262.51759122899966,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714288279414177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142828404903412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 4.620525360107422,
|
|
"val_loss": 2.3064534664154053,
|
|
"acc": 10.0,
|
|
"time": 263.3741235679481,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 4.58475399017334,
|
|
"val_loss": 2.30107045173645,
|
|
"acc": 10.0,
|
|
"time": 265.8643962840433,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142883539199829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142876088619232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142837345600128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142878323793411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142891734838486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142825424671173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142842561006546,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 4.613932132720947,
|
|
"val_loss": 2.305292844772339,
|
|
"acc": 10.0,
|
|
"time": 262.0822639900143,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 4.641574859619141,
|
|
"val_loss": 2.307748556137085,
|
|
"acc": 10.0,
|
|
"time": 262.4559215750196,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 4.586402893066406,
|
|
"val_loss": 2.30324387550354,
|
|
"acc": 10.0,
|
|
"time": 263.01142485800665,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142871618270874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 4.594664573669434,
|
|
"val_loss": 2.3032991886138916,
|
|
"acc": 10.02,
|
|
"time": 262.397043414996,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 4.606294631958008,
|
|
"val_loss": 2.306281805038452,
|
|
"acc": 10.0,
|
|
"time": 261.9747986299917,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 4.611630439758301,
|
|
"val_loss": 2.3017330169677734,
|
|
"acc": 9.83,
|
|
"time": 261.49517783802,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 4.585783958435059,
|
|
"val_loss": 2.2166731357574463,
|
|
"acc": 16.08,
|
|
"time": 262.0761985689751,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142973691225052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142837345600128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143496721982956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142613083124161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142964005470276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143506407737732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142175734043121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142426818609238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142999768257141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141981273889542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143053412437439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142695784568787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143431156873703,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 4.402170181274414,
|
|
"val_loss": 2.1357762813568115,
|
|
"acc": 18.0,
|
|
"time": 262.57555417797994,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143179327249527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142440229654312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143006473779678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141809910535812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143410295248032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142747938632965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144160568714142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143326103687286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142067700624466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142762094736099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141323387622833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143650203943253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144448906183243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141667604446411,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 4.593611240386963,
|
|
"val_loss": 2.309192657470703,
|
|
"acc": 10.0,
|
|
"time": 262.48108123400016,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142884284257889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142835110425949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 4.614706039428711,
|
|
"val_loss": 2.3043150901794434,
|
|
"acc": 10.0,
|
|
"time": 262.6326788919978,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 4.311255931854248,
|
|
"val_loss": 2.108057737350464,
|
|
"acc": 17.68,
|
|
"time": 264.79346904699923,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141035795211792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142452150583267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143696397542953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140004634857178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142314314842224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142505794763565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143238186836243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714358538389206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714474618434906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144277542829514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714266374707222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143852859735489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143609970808029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142014056444168,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 4.272830963134766,
|
|
"val_loss": 2.149439811706543,
|
|
"acc": 18.23,
|
|
"time": 263.34151353203924,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143093645572662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142417132854462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144173234701157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142966240644455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142723351716995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143127173185349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714249461889267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143433392047882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142110168933868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143382728099823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714145302772522,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 4.320658206939697,
|
|
"val_loss": 2.057077169418335,
|
|
"acc": 21.5,
|
|
"time": 261.27870450599585,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142975926399231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143453508615494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142619788646698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143569737672806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142726331949234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141536474227905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714351162314415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071426622569561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142332941293716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714363157749176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714251697063446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143284380435944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714351013302803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141673564910889,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 4.344169616699219,
|
|
"val_loss": 2.0664868354797363,
|
|
"acc": 23.17,
|
|
"time": 262.5108442400233,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142940163612366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143078744411469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714300125837326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143575698137283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141976803541183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714266374707222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714326724410057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143650203943253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142702490091324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142195850610733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071424201130867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143435627222061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143964618444443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141129672527313,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 4.459874153137207,
|
|
"val_loss": 1.9703607559204102,
|
|
"acc": 23.76,
|
|
"time": 264.93711554200854,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143913209438324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141890376806259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143823802471161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143066078424454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714205801486969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142968475818634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142827659845352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142823934555054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143345475196838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144523411989212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141955941915512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142895460128784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142602652311325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141304761171341,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 4.203696250915527,
|
|
"val_loss": 2.055655002593994,
|
|
"acc": 24.97,
|
|
"time": 263.07003398099914,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143986970186234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142151147127151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142838835716248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142318040132523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142482697963715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142823934555054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714368149638176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143180817365646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714312344789505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143999636173248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141834497451782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071433886885643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143725454807281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140462845563889,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 4.3239521980285645,
|
|
"val_loss": 1.9848726987838745,
|
|
"acc": 28.86,
|
|
"time": 263.30623576196376,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141847908496857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143069058656693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144152373075485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143206149339676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142090052366257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141822576522827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143759727478027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142096012830734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143960893154144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144564390182495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142435759305954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142812013626099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143525034189224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140655070543289,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 4.133660316467285,
|
|
"val_loss": 2.048797369003296,
|
|
"acc": 25.49,
|
|
"time": 264.5414593000314,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143763452768326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142207026481628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144708931446075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142367959022522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140600681304932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142692059278488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144071161746979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142352312803268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141923904418945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144828885793686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144603133201599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714370608329773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143554836511612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138616591691971,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 4.151434421539307,
|
|
"val_loss": 1.933433175086975,
|
|
"acc": 27.8,
|
|
"time": 263.87495518900687,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143653929233551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714392364025116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714351236820221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143790274858475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141411304473877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143239676952362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142818719148636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141577452421188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143409550189972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144001871347427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142447680234909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142726331949234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141610980033875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141876220703125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 4.2881011962890625,
|
|
"val_loss": 1.9629297256469727,
|
|
"acc": 31.28,
|
|
"time": 263.4154759660014,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141754776239395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142594456672668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141260802745819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140849530696869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142826169729233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143715023994446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143367826938629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714254379272461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714421272277832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144351303577423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071434885263443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714283436536789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147271186113358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138930261135101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 4.29146671295166,
|
|
"val_loss": 1.881957769393921,
|
|
"acc": 31.1,
|
|
"time": 263.9141329220147,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714462473988533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142205536365509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141725718975067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141724973917007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141561806201935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143712788820267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140931487083435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143178582191467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144307345151901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144656032323837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143805921077728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143370062112808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144397497177124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139797508716583,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 3.9365110397338867,
|
|
"val_loss": 1.8408989906311035,
|
|
"acc": 35.53,
|
|
"time": 261.79088572296314,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142384350299835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142741233110428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714314728975296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142134755849838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714213028550148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143685221672058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142645865678787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142180949449539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142464071512222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143871486186981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142407447099686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144319266080856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144060730934143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141821831464767,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 3.9339985847473145,
|
|
"val_loss": 1.7673213481903076,
|
|
"acc": 33.19,
|
|
"time": 263.67280522699,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142996788024902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143794000148773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144144177436829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143892347812653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141618430614471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140310108661652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714317262172699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142944633960724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142867892980576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147195935249329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140661031007767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071437768638134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139747589826584,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.927877426147461,
|
|
"val_loss": 1.7860625982284546,
|
|
"acc": 35.56,
|
|
"time": 263.61869625997497,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144014537334442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714232325553894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141761481761932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143460214138031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713796392083168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143222540616989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714292824268341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142600417137146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144835591316223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714491605758667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146235555410385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143393903970718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144364714622498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137980312108994,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 3.8181731700897217,
|
|
"val_loss": 1.76404869556427,
|
|
"acc": 39.51,
|
|
"time": 263.16194484801963,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145122438669205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138896733522415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143444567918777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142577320337296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140280306339264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142221182584763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142683118581772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143575698137283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143393158912659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142896205186844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143694907426834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143943756818771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147328555583954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139936834573746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 4.0758891105651855,
|
|
"val_loss": 1.7515348196029663,
|
|
"acc": 38.2,
|
|
"time": 261.38021126104286,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142019271850586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137374579906464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144336402416229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143793255090714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146298885345459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147049903869629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149112969636917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714302584528923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138694077730179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713956207036972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139673084020615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143519073724747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714268684387207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 3.636284828186035,
|
|
"val_loss": 1.6452864408493042,
|
|
"acc": 39.54,
|
|
"time": 263.9428367309738,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143309712409973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141394913196564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714300274848938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142876088619232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139456272125244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141483575105667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143901288509369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714268609881401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145358622074127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144737988710403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143352925777435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145381718873978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142077386379242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140984386205673,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 3.9859042167663574,
|
|
"val_loss": 1.6407569646835327,
|
|
"acc": 41.14,
|
|
"time": 262.6614288549754,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142940908670425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141700387001038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145056128501892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714445561170578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139772921800613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139220833778381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145605981349945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144711166620255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145384699106216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140516489744186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145180553197861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143013924360275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143782079219818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138660550117493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.6782760620117188,
|
|
"val_loss": 1.6872749328613281,
|
|
"acc": 38.91,
|
|
"time": 262.5024730419973,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146800309419632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139972597360611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714263916015625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144350558519363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140463590621948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139941304922104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145409286022186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146839052438736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141929119825363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140932977199554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141973823308945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136764377355576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071417436003685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150240987539291,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.9032468795776367,
|
|
"val_loss": 1.716471791267395,
|
|
"acc": 41.23,
|
|
"time": 263.16972777002957,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144560664892197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142072170972824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145121693611145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147794961929321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145871967077255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138687372207642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140945643186569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143478095531464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071431465446949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714336484670639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714438334107399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141180336475372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141087204217911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138305902481079,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 3.8367581367492676,
|
|
"val_loss": 1.6270651817321777,
|
|
"acc": 42.72,
|
|
"time": 262.4720859929803,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142463326454163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144118845462799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145161181688309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142360508441925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140038907527924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139793783426285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714501366019249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142960280179977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144331187009811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142473012208939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145766913890839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146263122558594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714542493224144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133828103542328,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 3.6208486557006836,
|
|
"val_loss": 1.5373142957687378,
|
|
"acc": 43.39,
|
|
"time": 264.5371416690177,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146603614091873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714324563741684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147513329982758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144860178232193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138142734766006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713847205042839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144460827112198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147984951734543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146115601062775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139213383197784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144325226545334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140468806028366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135755568742752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 3.774066209793091,
|
|
"val_loss": 1.5593984127044678,
|
|
"acc": 42.83,
|
|
"time": 262.61889958102256,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142771035432816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139090448617935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145244628190994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143639773130417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714215561747551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144030183553696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141315937042236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714557096362114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143598049879074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144086062908173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142829895019531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139649242162704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145525515079498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140492647886276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 3.6465632915496826,
|
|
"val_loss": 1.5404019355773926,
|
|
"acc": 44.81,
|
|
"time": 263.14284320600564,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141605764627457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713750347495079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144935429096222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141745835542679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144074887037277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141454517841339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140953838825226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145637273788452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143620401620865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142571359872818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714542418718338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144911587238312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146239280700684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713931992650032,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 3.386176109313965,
|
|
"val_loss": 1.6317172050476074,
|
|
"acc": 43.13,
|
|
"time": 263.7828248090227,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145548611879349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140402495861053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141430675983429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142043113708496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142245769500732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144725322723389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145603746175766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144182175397873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140062749385834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144123315811157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714288279414177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148344814777374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143042236566544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135365158319473,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 3.7966933250427246,
|
|
"val_loss": 1.5777003765106201,
|
|
"acc": 45.38,
|
|
"time": 263.055359017977,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144390046596527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138756662607193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144291698932648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141958922147751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144632935523987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143938541412354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141730189323425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714554414153099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134716212749481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714794471859932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714280903339386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147055864334106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144276797771454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137958705425262,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 3.5644936561584473,
|
|
"val_loss": 1.5478357076644897,
|
|
"acc": 46.9,
|
|
"time": 263.3913259640103,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714392438530922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071431465446949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144874334335327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146088033914566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143083214759827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142607867717743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143817096948624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141938805580139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146362960338593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143079489469528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714065209031105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143033295869827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140877097845078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136518508195877,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 3.3643484115600586,
|
|
"val_loss": 1.5563358068466187,
|
|
"acc": 43.35,
|
|
"time": 262.7296489510336,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144596427679062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149495929479599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140236347913742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147852331399918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713939517736435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139902561903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139519602060318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139421254396439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145954668521881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143638283014297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714917927980423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144046574831009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146549969911575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130212336778641,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 3.734386444091797,
|
|
"val_loss": 1.4924700260162354,
|
|
"acc": 45.62,
|
|
"time": 264.06109198502963,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07139363139867783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714278519153595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147704064846039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146171480417252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144233584403992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144704461097717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145865261554718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148748636245728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139240205287933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138726115226746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714145228266716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142570614814758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145681977272034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713275745511055,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 3.431095600128174,
|
|
"val_loss": 1.5499463081359863,
|
|
"acc": 44.95,
|
|
"time": 262.0265089769964,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145474851131439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139943540096283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714184045791626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140521705150604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139986008405685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714249536395073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143602520227432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143308222293854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144327461719513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146386802196503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714031234383583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147998362779617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148371636867523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135435193777084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 3.7633914947509766,
|
|
"val_loss": 1.406180500984192,
|
|
"acc": 47.66,
|
|
"time": 263.12820412102155,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144805043935776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141731679439545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141919434070587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129693776369095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141200453042984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145342975854874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149295508861542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144109159708023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141313701868057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149192690849304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142432779073715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145180553197861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145484536886215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138294726610184,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 4.364560127258301,
|
|
"val_loss": 2.073704957962036,
|
|
"acc": 21.71,
|
|
"time": 263.06006477196934,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150167226791382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143876701593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145557552576065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142650336027145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139470428228378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714450478553772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141239941120148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144231349229813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141420990228653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142244279384613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139448821544647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143791764974594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146237790584564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135158032178879,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 4.077545642852783,
|
|
"val_loss": 1.879004955291748,
|
|
"acc": 32.2,
|
|
"time": 261.7826348829549,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147251069545746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144259661436081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714675635099411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142338156700134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135981321334839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142224162817001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137139141559601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146187126636505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146387547254562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147723436355591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140912860631943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071456179022789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714707151055336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130151987075806,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 4.033596515655518,
|
|
"val_loss": 1.7458524703979492,
|
|
"acc": 36.8,
|
|
"time": 264.4166144459741,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142740488052368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140170782804489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143519818782806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714346244931221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142651826143265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142999023199081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142743468284607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144768536090851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142613083124161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145708054304123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147498428821564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714612752199173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132118195295334,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 3.621711015701294,
|
|
"val_loss": 1.730323076248169,
|
|
"acc": 39.26,
|
|
"time": 262.2659350419999,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143605500459671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147816568613052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714259147644043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714166983962059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139438390731812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143506407737732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148081064224243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142913341522217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145094126462936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071442149579525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142015546560287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146315276622772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139939814805984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132795453071594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 3.6122593879699707,
|
|
"val_loss": 1.6121108531951904,
|
|
"acc": 42.07,
|
|
"time": 262.60968068498187,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144393771886826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146864384412766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143773883581161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139137387275696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141663134098053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714244395494461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141583412885666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148101925849915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147243618965149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137537002563477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138026505708694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144685834646225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147665321826935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136879861354828,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 3.656073808670044,
|
|
"val_loss": 1.5579781532287598,
|
|
"acc": 44.97,
|
|
"time": 263.04152012697887,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148023694753647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142280042171478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143253087997437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145950198173523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142048329114914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140854001045227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137616723775864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143466174602509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143070548772812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714326724410057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142538577318192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144244015216827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145946472883224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137440890073776,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 3.463792085647583,
|
|
"val_loss": 1.571313500404358,
|
|
"acc": 45.11,
|
|
"time": 261.8954167100019,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145090401172638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714045837521553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714883804321289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142027467489243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142042368650436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138550281524658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142554968595505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714297741651535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145943492650986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146237045526505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142648845911026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142720371484756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141021639108658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138890027999878,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 3.412191867828369,
|
|
"val_loss": 1.542501449584961,
|
|
"acc": 45.29,
|
|
"time": 263.8288048460381,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142230868339539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139921933412552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149630784988403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714583471417427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136454433202744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140485942363739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149738073348999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145478576421738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134716957807541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145295292139053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138213515281677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145541906356812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151822000741959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134635746479034,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 3.5343923568725586,
|
|
"val_loss": 1.5701714754104614,
|
|
"acc": 44.68,
|
|
"time": 263.2043151049875,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143784314393997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144857197999954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143018394708633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136548310518265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140839099884033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143454253673553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146303355693817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149894535541534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134699821472168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149498909711838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145768404006958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140008360147476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148947566747665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132380455732346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 3.475952625274658,
|
|
"val_loss": 1.5103679895401,
|
|
"acc": 46.7,
|
|
"time": 262.6454114469816,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145608216524124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139773666858673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143117487430573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148430496454239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139354199171066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138156145811081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145028561353683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146410644054413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141988724470139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145994901657104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714440867304802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142792642116547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144033908843994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134903222322464,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 3.5391058921813965,
|
|
"val_loss": 1.5175327062606812,
|
|
"acc": 46.23,
|
|
"time": 263.08526375499787,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071467824280262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136744260787964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150910794734955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713532567024231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714297741651535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140590995550156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714888796210289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714498832821846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136882096529007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141804695129395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141122221946716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140619307756424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154440879821777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137918472290039,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 3.5672717094421387,
|
|
"val_loss": 1.3924970626831055,
|
|
"acc": 46.65,
|
|
"time": 263.41613020998193,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07140146195888519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139203697443008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143455743789673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136166095733643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134987413883209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142198085784912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150014489889145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150190323591232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143024355173111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715019553899765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141286134719849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148508727550507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145102322101593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135526090860367,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 3.3279571533203125,
|
|
"val_loss": 1.5406527519226074,
|
|
"acc": 46.87,
|
|
"time": 262.7387579039787,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07140741497278214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713687464594841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149658352136612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146470993757248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131872326135635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146035134792328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143866270780563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146576046943665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141624391078949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146512717008591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135582715272903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145820558071136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148779928684235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139581441879272,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 3.5610480308532715,
|
|
"val_loss": 1.3735603094100952,
|
|
"acc": 51.36,
|
|
"time": 263.1739107230096,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148754596710205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137899845838547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714830607175827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141170650720596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138431817293167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143288105726242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143064588308334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141846418380737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146266102790833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146812975406647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134156674146652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143569737672806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150094211101532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136332243680954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 3.5375146865844727,
|
|
"val_loss": 1.5133602619171143,
|
|
"acc": 48.61,
|
|
"time": 263.605357663997,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148631662130356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143516838550568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142084091901779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127481698989868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134991139173508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144448906183243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142409682273865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144280523061752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148897647857666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713890865445137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143372297286987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150982320308685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151143252849579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138853520154953,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 3.493096113204956,
|
|
"val_loss": 1.481369137763977,
|
|
"acc": 49.65,
|
|
"time": 262.8386829480296,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145124673843384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133714854717255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150676846504211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138699293136597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148797065019608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139940559864044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145173847675323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143057882785797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147063314914703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144691050052643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142933458089828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715092122554779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714077353477478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128436863422394,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 3.2734642028808594,
|
|
"val_loss": 1.3783756494522095,
|
|
"acc": 51.06,
|
|
"time": 262.1117578079575,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146742939949036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140842825174332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142496109008789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138312608003616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139787077903748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139652222394943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146241515874863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143604755401611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145879417657852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714525356888771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146984338760376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144713401794434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144919037818909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134570926427841,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 3.3162896633148193,
|
|
"val_loss": 1.4041767120361328,
|
|
"acc": 51.22,
|
|
"time": 263.67773802101146,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07139009237289429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133749127388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714040994644165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143868505954742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144441455602646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143604755401611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146991789340973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714728832244873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143276184797287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138614356517792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714753046631813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145378738641739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145896553993225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139939069747925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 3.603050470352173,
|
|
"val_loss": 1.4123992919921875,
|
|
"acc": 49.83,
|
|
"time": 262.5789175069658,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151377201080322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136931270360947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142426818609238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147170603275299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137700170278549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136019319295883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149077206850052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146649807691574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150427252054214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714346393942833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138784974813461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146398723125458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137477397918701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136092334985733,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 3.347440719604492,
|
|
"val_loss": 1.4286034107208252,
|
|
"acc": 52.47,
|
|
"time": 263.3592729109805,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07144144922494888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135604321956635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151206582784653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142697274684906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139714807271957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714474767446518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141359150409698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143450528383255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140697538852692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145097851753235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146807760000229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139801979064941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147977501153946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136695832014084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 3.281424045562744,
|
|
"val_loss": 1.4030438661575317,
|
|
"acc": 51.64,
|
|
"time": 264.22309979604324,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153701782226562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134468108415604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148965448141098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141643762588501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713779404759407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141905277967453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142731547355652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138942182064056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149410247802734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141751050949097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139161229133606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150290906429291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143604010343552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135628163814545,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 3.664018392562866,
|
|
"val_loss": 1.3729945421218872,
|
|
"acc": 53.25,
|
|
"time": 264.0499351530452,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146573066711426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138551026582718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149337977170944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139023393392563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142625004053116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071396604180336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714307576417923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144833356142044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139850407838821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149745523929596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145307958126068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145769894123077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149315625429153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126329094171524,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 3.5130774974823,
|
|
"val_loss": 1.4481000900268555,
|
|
"acc": 50.84,
|
|
"time": 262.3071950210142,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07139726728200912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142351567745209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148721814155579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140576839447021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144223153591156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714312270283699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714656189084053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146737724542618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141104340553284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139866054058075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136490195989609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166436314582825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148119807243347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07115958631038666,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 3.2660322189331055,
|
|
"val_loss": 1.3536739349365234,
|
|
"acc": 52.77,
|
|
"time": 263.2963355269749,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145930826663971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137944549322128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714549720287323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146366685628891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138124853372574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134459167718887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145445048809052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150200754404068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150650024414062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714273527264595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137119024991989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148632407188416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141389697790146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135501503944397,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 3.0185134410858154,
|
|
"val_loss": 1.3520976305007935,
|
|
"acc": 54.55,
|
|
"time": 262.8619902539649,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149052619934082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131955027580261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713721290230751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147230207920074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137824594974518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135970145463943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154867798089981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146209478378296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715721994638443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154597342014313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714225098490715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146306335926056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138793170452118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120512425899506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.9927189350128174,
|
|
"val_loss": 1.3070647716522217,
|
|
"acc": 53.42,
|
|
"time": 261.88451449596323,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142998278141022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143876701593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148196548223495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141391187906265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713169276714325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713973417878151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148081809282303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149335741996765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140380889177322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145724445581436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134566456079483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715683326125145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146140187978745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131050527095795,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 3.3812155723571777,
|
|
"val_loss": 1.3146953582763672,
|
|
"acc": 55.54,
|
|
"time": 262.6258562009898,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147201895713806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139138132333755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141104340553284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151520997285843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135295122861862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138295471668243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131431996822357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140026986598969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160773128271103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143513858318329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714968591928482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144656777381897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714653879404068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130817323923111,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 3.215860366821289,
|
|
"val_loss": 1.2864679098129272,
|
|
"acc": 51.97,
|
|
"time": 261.9392495289794,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150278985500336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143612951040268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145385444164276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140527665615082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137806713581085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129086554050446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136589288711548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140911370515823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143927365541458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160390168428421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137273252010345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149314135313034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148552685976028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136350125074387,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 3.013127565383911,
|
|
"val_loss": 1.2822864055633545,
|
|
"acc": 55.35,
|
|
"time": 262.47788313101046,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152950018644333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147416472434998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147631049156189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132703810930252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713910460472107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130289822816849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141551375389099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144663482904434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142338901758194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714055672287941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150857895612717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158391922712326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143107056617737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128442823886871,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 3.1558618545532227,
|
|
"val_loss": 1.2597721815109253,
|
|
"acc": 56.44,
|
|
"time": 263.02474029699806,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07134168595075607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134497165679932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144459336996078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145321369171143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712805986404419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135753333568573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146812975406647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140865921974182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144961506128311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157011330127716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154254615306854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139388471841812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151491194963455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142955809831619,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 3.3216848373413086,
|
|
"val_loss": 1.2771306037902832,
|
|
"acc": 54.03,
|
|
"time": 263.32671555900015,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0713796466588974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149245589971542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152609527111053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131728529930115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141595333814621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143768668174744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151444256305695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145927101373672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713009387254715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151737809181213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138275355100632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142598181962967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147578150033951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135432213544846,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 3.240725040435791,
|
|
"val_loss": 1.2547345161437988,
|
|
"acc": 58.02,
|
|
"time": 262.9455558930058,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149707525968552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713387206196785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153286784887314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139052450656891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136053591966629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135043293237686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154335081577301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146836072206497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142871618270874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142006605863571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129603624343872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150056958198547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151524722576141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135751843452454,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 3.150501251220703,
|
|
"val_loss": 1.2960506677627563,
|
|
"acc": 56.0,
|
|
"time": 264.00725325604435,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143686711788177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137729227542877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148797065019608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147049903869629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132560014724731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127027213573456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152340561151505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149435579776764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164204120635986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133059203624725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134400308132172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148650288581848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153378427028656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127679884433746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 3.2492308616638184,
|
|
"val_loss": 1.2535216808319092,
|
|
"acc": 57.61,
|
|
"time": 263.75061689701397,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149368524551392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130765914916992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714385062456131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141485065221786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143282890319824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136713713407516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147068530321121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142813503742218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144564390182495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146255671977997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143478840589523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714796632528305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145120948553085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137265056371689,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 3.3218283653259277,
|
|
"val_loss": 1.2376316785812378,
|
|
"acc": 57.57,
|
|
"time": 263.81119409098756,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152578979730606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139872014522552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138554751873016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138896733522415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714321956038475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133333384990692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138939946889877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143741846084595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150135934352875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148537784814835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071395643055439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152109593153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715140774846077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129108160734177,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 3.445329189300537,
|
|
"val_loss": 1.303818941116333,
|
|
"acc": 55.53,
|
|
"time": 262.0945486560231,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07136031240224838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125703245401382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163858413696289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127390056848526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129598408937454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136495411396027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164718210697174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715886726975441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144246995449066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146734744310379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156655192375183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144381105899811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143791764974594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121530920267105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 3.0572967529296875,
|
|
"val_loss": 1.319215178489685,
|
|
"acc": 57.68,
|
|
"time": 262.5326342409826,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07163700461387634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135378569364548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150450348854065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142575830221176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714556872844696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713004469871521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140633463859558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144398242235184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141946256160736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144998013973236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139535248279572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714987963438034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154395431280136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116492837667465,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 3.097895622253418,
|
|
"val_loss": 1.1719183921813965,
|
|
"acc": 58.24,
|
|
"time": 263.3274400229566,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142893970012665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157433032989502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711636170744896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144453376531601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130631804466248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155538350343704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154285162687302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715443342924118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131259888410568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139669358730316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133802771568298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715690404176712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139470428228378,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 3.0872068405151367,
|
|
"val_loss": 1.2722424268722534,
|
|
"acc": 55.2,
|
|
"time": 261.03624275297625,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07145087420940399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137022912502289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154761999845505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146137952804565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137469202280045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135985046625137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127922773361206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139214873313904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145503163337708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148865610361099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150835543870926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715269073843956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141204923391342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137300819158554,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 3.1397504806518555,
|
|
"val_loss": 1.2009499073028564,
|
|
"acc": 57.17,
|
|
"time": 262.7933409399702,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147487998008728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128746062517166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154296338558197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141552865505219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133208215236664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138144224882126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142814993858337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134798914194107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153699547052383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148692011833191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146748900413513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149358838796616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164431363344193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116018980741501,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.8308849334716797,
|
|
"val_loss": 1.137186050415039,
|
|
"acc": 59.75,
|
|
"time": 264.23993734200485,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07153508812189102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131540775299072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149548828601837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133835554122925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134046405553818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141123712062836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154882699251175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140127569437027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151547819375992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150348275899887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135997712612152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153254002332687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713396891951561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136273384094238,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 3.1246886253356934,
|
|
"val_loss": 1.1611220836639404,
|
|
"acc": 58.67,
|
|
"time": 262.50102738599526,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0715230405330658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134248316287994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149149477481842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140078395605087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127240300178528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139447331428528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138717174530029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714825838804245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143624126911163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156354933977127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145019620656967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145551592111588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155640423297882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124359160661697,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 3.1470165252685547,
|
|
"val_loss": 1.180833339691162,
|
|
"acc": 58.82,
|
|
"time": 262.7179757980048,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07141753286123276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135613262653351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144436985254288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149360328912735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134635746479034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127273082733154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154117524623871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140123844146729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154515385627747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146313041448593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137508690357208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715835690498352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152285426855087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123704254627228,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 3.0955967903137207,
|
|
"val_loss": 1.257280707359314,
|
|
"acc": 59.91,
|
|
"time": 262.6529476700234,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152369618415833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127951085567474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715077593922615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155824452638626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109329104423523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138148695230484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147533446550369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153472304344177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159917056560516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150992751121521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136180251836777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715700313448906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145240902900696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07115265727043152,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.8736732006073,
|
|
"val_loss": 1.1535255908966064,
|
|
"acc": 60.05,
|
|
"time": 264.05996672197944,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07137969136238098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146497815847397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714377835392952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143110036849976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122334837913513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123365253210068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140053063631058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715242400765419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146233320236206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155296206474304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715249553322792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158027589321136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715070441365242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127709686756134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 3.083451986312866,
|
|
"val_loss": 1.149962306022644,
|
|
"acc": 60.77,
|
|
"time": 262.91982588602696,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155566662549973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132831960916519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156739383935928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714273750782013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127262651920319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131946831941605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146458327770233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138407230377197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150499522686005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151626795530319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142326235771179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149836421012878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149815559387207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123944163322449,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.877375602722168,
|
|
"val_loss": 1.1527239084243774,
|
|
"acc": 60.34,
|
|
"time": 265.831822519016,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07152831554412842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140444964170456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714699923992157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147396355867386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141142338514328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138168811798096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150830328464508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146481424570084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153528183698654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145054638385773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714409276843071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150649279356003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140631228685379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101751118898392,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.940396308898926,
|
|
"val_loss": 1.2687103748321533,
|
|
"acc": 58.04,
|
|
"time": 262.4026090740226,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07148826867341995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145220786333084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157647609710693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07103078067302704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117906212806702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116501033306122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164029777050018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155359536409378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144349813461304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140637934207916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125033438205719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171598076820374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07173088937997818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136719673871994,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.766613245010376,
|
|
"val_loss": 1.1137768030166626,
|
|
"acc": 60.48,
|
|
"time": 263.29240936401766,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07157577574253082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137090712785721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159136235713959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714617446064949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714041143655777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712963119149208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712646022439003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135602086782455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143297791481018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145657390356064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153767347335815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716300681233406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152898609638214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710928663611412,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.842259407043457,
|
|
"val_loss": 1.1929490566253662,
|
|
"acc": 61.36,
|
|
"time": 262.6466112130438,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071393683552742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07110647857189178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154403626918793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134655117988586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133505493402481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145707309246063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165101170539856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143495976924896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146476209163666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155958563089371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154714316129684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149564474821091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139775902032852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712662786245346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.971808910369873,
|
|
"val_loss": 1.1290719509124756,
|
|
"acc": 60.41,
|
|
"time": 263.48609464097535,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07158755511045456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133244723081589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142415642738342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142582535743713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124932110309601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129599899053574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151082903146744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149307429790497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143106311559677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164373248815536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130853831768036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144451141357422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154032588005066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131264358758926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.791762351989746,
|
|
"val_loss": 1.1322989463806152,
|
|
"acc": 59.96,
|
|
"time": 263.8673444769811,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0713190883398056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139469683170319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153502851724625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135865837335587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144170999526978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071393683552742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141408324241638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156562805175781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142461091279984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147391140460968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714605301618576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155799865722656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152126729488373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711391344666481,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 2.4519472122192383,
|
|
"val_loss": 1.242117166519165,
|
|
"acc": 59.48,
|
|
"time": 262.84347779204836,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154018431901932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127685844898224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137581706047058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129859179258347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135806232690811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152718305587769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159730792045593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715036392211914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170112431049347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146208733320236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123570144176483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149709016084671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123354822397232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139280438423157,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.9864630699157715,
|
|
"val_loss": 1.1419035196304321,
|
|
"acc": 61.26,
|
|
"time": 263.19076584297,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07165195047855377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713806226849556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153195142745972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142246514558792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712987408041954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126124948263168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130896300077438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163180410861969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136634737253189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134352624416351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134206593036652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071589894592762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159285247325897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127755135297775,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 2.5591325759887695,
|
|
"val_loss": 1.1029703617095947,
|
|
"acc": 62.2,
|
|
"time": 263.333909664012,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0714009553194046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133926451206207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152937352657318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136423885822296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128462195396423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124792784452438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134519517421722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149523496627808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146654278039932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714845210313797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150864601135254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165571302175522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161935418844223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125843316316605,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 2.8593571186065674,
|
|
"val_loss": 1.0607651472091675,
|
|
"acc": 61.64,
|
|
"time": 262.32008047099225,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07149795442819595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122036069631577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160221040248871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139793038368225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132575660943985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109405100345612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151559740304947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159161567687988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154422998428345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140941917896271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149025052785873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715656504034996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148033380508423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712646096944809,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 2.894404172897339,
|
|
"val_loss": 1.1083886623382568,
|
|
"acc": 62.07,
|
|
"time": 262.1160334580345,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07146735489368439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713077187538147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144496589899063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136891037225723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132978737354279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126155495643616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141315937042236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148526608943939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714627131819725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140219211578369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07181186974048615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150176167488098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144061475992203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713021457195282,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.8472049236297607,
|
|
"val_loss": 1.099904179573059,
|
|
"acc": 63.39,
|
|
"time": 262.5780332610011,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142555713653564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141020894050598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151832431554794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134609669446945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713985413312912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125569134950638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127483934164047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714929848909378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716022327542305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146094739437103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152955234050751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144246250391006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715741366147995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126843929290771,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 2.831613063812256,
|
|
"val_loss": 1.083393931388855,
|
|
"acc": 63.69,
|
|
"time": 263.10610079200706,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156043499708176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713103637099266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714036300778389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138465344905853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106772810220718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714278444647789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156506180763245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153993099927902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152455300092697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153970003128052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713525265455246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156597077846527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151439040899277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124321907758713,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 3.023165225982666,
|
|
"val_loss": 1.054367184638977,
|
|
"acc": 63.29,
|
|
"time": 262.11169694701675,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07168134301900864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143831998109818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150404155254364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153457403182983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131814956665039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136992365121841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135893404483795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134892791509628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153668254613876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138623297214508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158353924751282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146700471639633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140260189771652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106975466012955,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.8131935596466064,
|
|
"val_loss": 1.1522530317306519,
|
|
"acc": 61.46,
|
|
"time": 263.6334379669861,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07157117873430252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140510529279709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142802327871323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168971747159958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124216854572296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130943983793259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131428271532059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150689512491226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714392215013504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144926488399506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157403975725174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146136462688446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714074969291687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120180130004883,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 2.866150140762329,
|
|
"val_loss": 1.0744585990905762,
|
|
"acc": 63.38,
|
|
"time": 262.7082963520079,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155848294496536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712948814034462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152090221643448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135405391454697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713546872138977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119448482990265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141567766666412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158074527978897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715370774269104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146742939949036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147303223609924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135899364948273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156286388635635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132669538259506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.8341619968414307,
|
|
"val_loss": 1.2118918895721436,
|
|
"acc": 62.26,
|
|
"time": 263.3644447470433,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155464589595795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712691992521286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150094956159592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149619609117508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133672386407852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117432355880737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716329887509346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715690553188324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149622589349747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154206186532974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715818777680397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713334009051323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126735895872116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124495506286621,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.346498489379883,
|
|
"val_loss": 0.9937705397605896,
|
|
"acc": 64.12,
|
|
"time": 264.1400609780103,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156573981046677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143080979585648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141328603029251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145898789167404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111810147762299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121742516756058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155469059944153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713711827993393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147370278835297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151496410369873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715135708451271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144617289304733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164410501718521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127726823091507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 2.537614345550537,
|
|
"val_loss": 1.0250593423843384,
|
|
"acc": 63.5,
|
|
"time": 263.1243499359698,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07131282985210419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136640697717667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715043768286705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142515480518341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135196030139923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122325897216797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151090353727341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140924781560898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155627757310867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140925526618958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715247094631195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170563191175461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150579988956451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119418680667877,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 2.653562545776367,
|
|
"val_loss": 0.9880293011665344,
|
|
"acc": 62.43,
|
|
"time": 263.78891026001656,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151158899068832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117339223623276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071526437997818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146687805652618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129774987697601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117366045713425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156603038311005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158130407333374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163777947425842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144567370414734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714818686246872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158241420984268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136840373277664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118682563304901,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 2.7004003524780273,
|
|
"val_loss": 1.1505526304244995,
|
|
"acc": 63.46,
|
|
"time": 264.10524209198775,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151615619659424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111939787864685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131771743297577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157805562019348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712934210896492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131706178188324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177365571260452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129522413015366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137729972600937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161904126405716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157069444656372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146184891462326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071475550532341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128490507602692,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.9545717239379883,
|
|
"val_loss": 1.0741219520568848,
|
|
"acc": 63.39,
|
|
"time": 263.2383009089972,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0716516450047493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125867903232574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153993844985962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146129012107849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142670452594757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133705914020538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139071077108383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142128795385361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129242271184921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145277410745621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147058844566345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137438654899597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157476246356964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134775072336197,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 2.766524314880371,
|
|
"val_loss": 1.0384424924850464,
|
|
"acc": 63.49,
|
|
"time": 262.1270187179907,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147550582885742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147949934005737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169175893068314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150284945964813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137005031108856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121619582176208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134519517421722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159716635942459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715913251042366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132983207702637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713873952627182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144445180892944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146672904491425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07110199332237244,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 3.0476410388946533,
|
|
"val_loss": 1.1535673141479492,
|
|
"acc": 63.9,
|
|
"time": 262.3701920110034,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143950462341309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112158834934235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135634124279022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151540368795395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139167189598083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131170481443405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146773487329483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166202366352081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132349908351898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151063531637192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142793387174606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167759537696838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151331007480621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712810754776001,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 3.002692222595215,
|
|
"val_loss": 1.0026615858078003,
|
|
"acc": 65.22,
|
|
"time": 262.69747646100586,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07151804864406586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130586355924606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157959789037704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133795320987701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128773629665375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109353691339493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156358659267426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147625088691711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714864432811737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148655503988266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153160870075226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166243344545364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161309570074081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105732709169388,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 2.4742352962493896,
|
|
"val_loss": 1.1437907218933105,
|
|
"acc": 64.68,
|
|
"time": 262.26004497200483,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156942784786224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135462760925293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149150967597961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137735933065414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111991941928864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141353189945221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140301167964935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162647694349289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147080451250076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154982537031174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143746316432953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147728651762009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157259434461594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07113612443208694,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 2.8071401119232178,
|
|
"val_loss": 1.0805457830429077,
|
|
"acc": 64.39,
|
|
"time": 263.76631184096914,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.071598581969738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07113537192344666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137561589479446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122468203306198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144610583782196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07103759050369263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155562192201614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158352434635162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145377993583679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161064445972443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161055505275726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716497004032135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156844437122345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711497962474823,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 2.6937878131866455,
|
|
"val_loss": 1.0210351943969727,
|
|
"acc": 64.79,
|
|
"time": 261.83308472903445,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07140208780765533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144913822412491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148461788892746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145512104034424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132052630186081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145287841558456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154536992311478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148659974336624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158596813678741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071429044008255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138258963823318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120981812477112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141987234354019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137639820575714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 2.6685099601745605,
|
|
"val_loss": 1.0044443607330322,
|
|
"acc": 63.24,
|
|
"time": 262.77316333696945,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07147487252950668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715538039803505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715273842215538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07182171195745468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712369754910469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122112810611725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136937975883484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142411917448044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153957337141037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134028524160385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137817144393921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137694954872131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167430967092514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106131315231323,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 2.7109200954437256,
|
|
"val_loss": 1.097902774810791,
|
|
"acc": 64.99,
|
|
"time": 266.19113555696094,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07135424017906189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135336846113205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134265452623367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714753121137619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133518904447556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117856293916702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713774561882019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716143250465393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150382548570633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154670357704163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715503841638565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164440304040909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150902599096298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121452689170837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 2.5396032333374023,
|
|
"val_loss": 1.0807160139083862,
|
|
"acc": 64.54,
|
|
"time": 262.33921815099893,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07142295688390732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713508278131485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145687192678452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111267745494843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105165719985962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126682251691818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171037793159485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154130935668945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714891105890274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154206186532974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715671181678772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160201668739319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716777965426445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120838016271591,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 2.5680978298187256,
|
|
"val_loss": 0.961381196975708,
|
|
"acc": 65.28,
|
|
"time": 262.76938069600146,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07158682495355606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117368280887604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158276438713074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133486121892929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116666436195374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712803453207016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158881425857544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142373919487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149571180343628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170568406581879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141326367855072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132040709257126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156876474618912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135852426290512,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 2.7363717555999756,
|
|
"val_loss": 1.0084160566329956,
|
|
"acc": 66.02,
|
|
"time": 262.8420491889701,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07154148072004318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071141816675663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170145213603973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152540981769562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119975984096527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105647772550583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153072208166122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146479189395905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151526212692261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152604311704636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155818492174149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143937796354294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151380926370621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128538936376572,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 2.7934622764587402,
|
|
"val_loss": 1.0212678909301758,
|
|
"acc": 64.04,
|
|
"time": 261.72915268701036,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0716845840215683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130711525678635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155442237854004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117527723312378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112739235162735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147856801748276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170099765062332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112091034650803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142741978168488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713539570569992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130230218172073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717240422964096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162461429834366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141834497451782,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.6669845581054688,
|
|
"val_loss": 1.1159199476242065,
|
|
"acc": 65.57,
|
|
"time": 264.13845143601066,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150910049676895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119796425104141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151874899864197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147900015115738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713256299495697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710897296667099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154375314712524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144664973020554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139017432928085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155939936637878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161275297403336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150658965110779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154987752437592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712706446647644,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 2.926703453063965,
|
|
"val_loss": 1.0167126655578613,
|
|
"acc": 66.29,
|
|
"time": 263.6383731199894,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07163471728563309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131736725568771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163053005933762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145056873559952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134407758712769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106012105941772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136782258749008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152468711137772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163514196872711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164684683084488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130030542612076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714707225561142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148285955190659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07113423198461533,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 2.533264398574829,
|
|
"val_loss": 1.0440690517425537,
|
|
"acc": 65.44,
|
|
"time": 263.6864252820378,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07165094465017319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711682140827179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170809805393219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143312692642212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127771526575089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132039964199066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714791864156723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138292491436005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136376947164536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159828394651413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071413055062294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158523797988892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137195765972137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124704122543335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 2.524779796600342,
|
|
"val_loss": 1.0301917791366577,
|
|
"acc": 65.14,
|
|
"time": 263.61843000003137,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07177366316318512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137706130743027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153066247701645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144685089588165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07110065221786499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118873298168182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715673640370369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127437740564346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129452377557755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137950509786606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153874635696411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150464504957199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166046649217606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136272639036179,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 2.4379537105560303,
|
|
"val_loss": 1.025776982307434,
|
|
"acc": 65.77,
|
|
"time": 263.17480296397116,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155533879995346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130040973424911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161134481430054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071209616959095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125384360551834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122839987277985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135910540819168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136641442775726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154946029186249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146389037370682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161232084035873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150829583406448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176638394594193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121516019105911,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.5512099266052246,
|
|
"val_loss": 1.095070719718933,
|
|
"acc": 65.72,
|
|
"time": 265.14056763000553,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07182060927152634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122231274843216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139725238084793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132447510957718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07100244611501694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141757756471634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167810946702957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114232331514359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07173685729503632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138407230377197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159524410963058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157626003026962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171688228845596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07098554819822311,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 2.516446828842163,
|
|
"val_loss": 1.0103751420974731,
|
|
"acc": 65.44,
|
|
"time": 263.1357959539746,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07140025496482849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125820964574814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157832384109497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153741270303726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127266377210617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131154090166092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157960534095764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715198963880539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146050781011581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714104101061821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152444124221802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156305760145187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715639740228653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101969420909882,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.373567581176758,
|
|
"val_loss": 1.1099069118499756,
|
|
"acc": 66.84,
|
|
"time": 263.42511557403486,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07138573378324509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714460089802742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141329348087311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144062221050262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136064022779465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138565927743912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134485989809036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162545621395111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160872220993042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144097238779068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146016508340836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138535380363464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150180637836456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120075821876526,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 2.356003522872925,
|
|
"val_loss": 0.9330660104751587,
|
|
"acc": 65.98,
|
|
"time": 263.34040314197773,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155138999223709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117422670125961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150748372077942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145066559314728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133577764034271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121631503105164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071535125374794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145217061042786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171021401882172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137463241815567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141830772161484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156334817409515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154736667871475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116302102804184,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 2.4599967002868652,
|
|
"val_loss": 1.0002965927124023,
|
|
"acc": 66.66,
|
|
"time": 263.84507762402063,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07156485319137573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109477370977402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156109809875488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160643488168716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126706838607788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118171453475952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137403637170792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712638571858406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713953748345375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153251022100449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172340154647827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148730754852295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171088457107544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123669236898422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 2.634732961654663,
|
|
"val_loss": 1.0477298498153687,
|
|
"acc": 66.13,
|
|
"time": 263.7842632610118,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0716964602470398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138271629810333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155565917491913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151409983634949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124341279268265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111845165491104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174967974424362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155384123325348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148560881614685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152601331472397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125874608755112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164041697978973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071110300719738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711645781993866,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.4349231719970703,
|
|
"val_loss": 1.0653959512710571,
|
|
"acc": 65.26,
|
|
"time": 264.1806573420181,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07157188653945923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126888632774353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132286578416824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141772657632828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150741666555405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125668227672577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130410522222519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131703197956085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125361263751984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143379002809525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157865911722183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153266668319702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170061022043228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153399288654327,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 2.7404658794403076,
|
|
"val_loss": 0.878578782081604,
|
|
"acc": 66.61,
|
|
"time": 262.1836764810141,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.0713472068309784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714694932103157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167278975248337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147493958473206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135758548974991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136662304401398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139065861701965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147134840488434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151421159505844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145244628190994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714452713727951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152747362852097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144157588481903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106831669807434,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 2.7090296745300293,
|
|
"val_loss": 0.9716215133666992,
|
|
"acc": 65.99,
|
|
"time": 263.4883061450091,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143887877464294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150273025035858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129306346178055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716080442070961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124140858650208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712423026561737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141119241714478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154805213212967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713244155049324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071368508040905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180909067392349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153347879648209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07173856347799301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07094027101993561,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 2.6374828815460205,
|
|
"val_loss": 0.9009928107261658,
|
|
"acc": 65.82,
|
|
"time": 263.0883409170201,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07155045866966248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118212431669235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151701301336288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152362912893295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121078670024872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117953151464462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151023298501968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715058222413063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138922810554504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160565257072449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164694368839264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147932052612305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152394205331802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117533683776855,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.657093048095703,
|
|
"val_loss": 0.9159041047096252,
|
|
"acc": 65.72,
|
|
"time": 262.69731995201437,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07170911878347397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07115454971790314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149523496627808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122664153575897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141999900341034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114855200052261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071551114320755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143798470497131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154105603694916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162515819072723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716424360871315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134733349084854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160620391368866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109460979700089,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 2.459078788757324,
|
|
"val_loss": 1.03411865234375,
|
|
"acc": 66.27,
|
|
"time": 263.70194554002956,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143114507198334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142370939254761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145567238330841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121182233095169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145881652832031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120916992425919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152875512838364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155784219503403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137558609247208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157307863235474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143738865852356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148485630750656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145556807518005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713965892791748,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 2.4153435230255127,
|
|
"val_loss": 1.0282490253448486,
|
|
"acc": 65.41,
|
|
"time": 265.6110634789802,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07158290594816208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07115041464567184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152283191680908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117928564548492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118458300828934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116229087114334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714661106467247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156948000192642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149847596883774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157109677791595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156427204608917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155817002058029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07173916697502136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125088572502136,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.219764471054077,
|
|
"val_loss": 0.9887939691543579,
|
|
"acc": 64.53,
|
|
"time": 263.0742821979802,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07150298357009888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147019356489182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717078149318695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155445218086243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144878804683685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118332386016846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071381114423275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155390083789825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131298631429672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150404155254364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138977944850922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712742805480957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164560258388519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107074558734894,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 2.3509521484375,
|
|
"val_loss": 0.9941627979278564,
|
|
"acc": 67.56,
|
|
"time": 263.01474654697813,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07143968343734741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125703990459442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714564323425293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135489583015442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07135462760925293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07115212082862854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153836637735367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715024396777153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160035520792007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155369967222214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154843956232071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137265056371689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165086269378662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712183266878128,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.367690324783325,
|
|
"val_loss": 0.9949214458465576,
|
|
"acc": 65.92,
|
|
"time": 262.91481571499025,
|
|
"mix_dist": 0.5,
|
|
"param": [
|
|
{
|
|
"p": 0.07165630906820297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148846238851547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714544802904129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131391018629074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707867443561554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107630372047424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140905410051346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714249238371849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171832770109177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169346511363983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142055034637451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717838704586029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134491950273514,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |