mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9938 lines
146 KiB
JSON
9938 lines
146 KiB
JSON
|
{
|
||
|
"Accuracy": 72.2,
|
||
|
"Time": [
|
||
|
261.96882932490007,
|
||
|
2.7132035790834736,
|
||
|
39392.168173869024
|
||
|
],
|
||
|
"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": 4.578782081604004,
|
||
|
"val_loss": 2.3086419105529785,
|
||
|
"acc": 12.79,
|
||
|
"time": 230.90838139300467,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07139581441879272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137711346149445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140842080116272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714002475142479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141124457120895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134644687175751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713362917304039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145176082849503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153639197349548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138507068157196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145407050848007,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133776694536209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147853821516037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168085873126984,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 4.618747711181641,
|
||
|
"val_loss": 2.3076508045196533,
|
||
|
"acc": 10.0,
|
||
|
"time": 262.14433087501675,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142863422632217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142865657806396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142885774374008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714288130402565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142841070890427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142812013626099,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285746216774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142874598503113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714288279414177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714283436536789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142803072929382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142868638038635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142866402864456,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 4.630539894104004,
|
||
|
"val_loss": 2.3029701709747314,
|
||
|
"acc": 10.0,
|
||
|
"time": 260.64715547999367,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142852991819382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142846286296844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142842561006546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142875343561172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142870873212814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142875343561172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285671710968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847031354904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285671710968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142873108386993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142848521471024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142842561006546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142853736877441,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 4.593194007873535,
|
||
|
"val_loss": 2.3042941093444824,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.3936995010008,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714646726846695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140729576349258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143330574035645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139424234628677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714402124285698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138679176568985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139129191637039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145459949970245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141946256160736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140720635652542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146422564983368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144805788993835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146494835615158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142368704080582,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 4.598796844482422,
|
||
|
"val_loss": 2.299914598464966,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.55446941798436,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.071428582072258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142932713031769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142925262451172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142891734838486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142810523509979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142800837755203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142790406942368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714283213019371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142803817987442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847776412964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714283436536789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142780721187592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142945379018784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142940908670425,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 4.60340690612793,
|
||
|
"val_loss": 2.304586410522461,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.49833357401076,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142852991819382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847776412964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142848521471024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142846286296844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285746216774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142868638038635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142849266529083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847031354904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142855226993561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142869383096695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142855226993561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142879068851471,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 4.613835334777832,
|
||
|
"val_loss": 2.3092031478881836,
|
||
|
"acc": 10.0,
|
||
|
"time": 263.3809960639919,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142849266529083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285671710968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142867147922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142854481935501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142838835716248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861187458038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847776412964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864167690277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142853736877441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142871618270874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864167690277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 4.597088813781738,
|
||
|
"val_loss": 2.3019680976867676,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.55831811600365,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142844051122665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285746216774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142854481935501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714288279414177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142860442399979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142863422632217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285597205162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142863422632217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142860442399979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847031354904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861932516098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852991819382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142858952283859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142843306064606,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 4.633025169372559,
|
||
|
"val_loss": 2.3031625747680664,
|
||
|
"acc": 10.0,
|
||
|
"time": 263.21425296200323,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142848521471024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142868638038635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142868638038635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847031354904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285671710968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861187458038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142866402864456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142843306064606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142858952283859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142854481935501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285597205162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142850011587143,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 4.583654403686523,
|
||
|
"val_loss": 2.299729585647583,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.20016552199377,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142843306064606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142860442399979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864167690277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864912748337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142848521471024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861187458038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285746216774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285746216774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861187458038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142847031354904,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 4.611956596374512,
|
||
|
"val_loss": 2.300957202911377,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.3917120709957,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142860442399979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861932516098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142848521471024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142862677574158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285597205162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142844051122665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142858952283859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142874598503113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142872363328934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852991819382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142840325832367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142865657806396,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 4.595424652099609,
|
||
|
"val_loss": 2.3080806732177734,
|
||
|
"acc": 10.0,
|
||
|
"time": 261.3526506340131,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142861932516098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861187458038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142853736877441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142867892980576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142844051122665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861932516098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142852246761322,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142861932516098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714285671710968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142851501703262,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142849266529083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142870873212814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864167690277,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142838090658188,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 4.626572608947754,
|
||
|
"val_loss": 2.313020706176758,
|
||
|
"acc": 10.0,
|
||
|
"time": 260.7104253349826,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142867147922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142867147922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071428582072258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142851501703262,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142850756645203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142855226993561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142853736877441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142867147922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142849266529083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142859697341919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142841815948486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142846286296844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142864912748337,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 4.591517448425293,
|
||
|
"val_loss": 2.260225534439087,
|
||
|
"acc": 14.7,
|
||
|
"time": 261.75339488801546,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.071430504322052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143137603998184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143212854862213,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142988592386246,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714276134967804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142949849367142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142164558172226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143234461545944,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142102718353271,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143057882785797,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142883539199829,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714283213019371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142755389213562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142865657806396,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 4.49238395690918,
|
||
|
"val_loss": 2.194005250930786,
|
||
|
"acc": 16.49,
|
||
|
"time": 261.62762193300296,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714314803481102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142892479896545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143313437700272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142956554889679,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142795622348785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142914086580276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143142074346542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143019884824753,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142136991024017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714251920580864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142733782529831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143080979585648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142863422632217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142481952905655,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 4.308414459228516,
|
||
|
"val_loss": 2.1160216331481934,
|
||
|
"acc": 20.4,
|
||
|
"time": 260.99995231998037,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714254230260849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142902165651321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142209261655807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143434137105942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141636312007904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071439228951931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142987102270126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143741846084595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071424201130867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144319266080856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142005860805511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143137603998184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143892347812653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714084729552269,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 4.173805236816406,
|
||
|
"val_loss": 2.035632848739624,
|
||
|
"acc": 24.93,
|
||
|
"time": 262.49452133697923,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143199443817139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714365690946579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143247872591019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142739742994308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141522318124771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143490016460419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714341476559639,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142850011587143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143332809209824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143620401620865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142721116542816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143431156873703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143519818782806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139252126216888,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 4.032200813293457,
|
||
|
"val_loss": 1.8961101770401,
|
||
|
"acc": 28.78,
|
||
|
"time": 261.83328087898553,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143577188253403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143106311559677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145686447620392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142318040132523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135820388793945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714508667588234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142549008131027,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142729312181473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714089572429657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144565135240555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143305987119675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142693549394608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144832611083984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714283362030983,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 3.9068169593811035,
|
||
|
"val_loss": 1.964172601699829,
|
||
|
"acc": 25.48,
|
||
|
"time": 261.5076509270002,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143902033567429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142625004053116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143553346395493,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143547385931015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141102105379105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143887132406235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142207771539688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143289595842361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143013924360275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143603265285492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142939418554306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141580432653427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145646214485168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139105349779129,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 3.9957401752471924,
|
||
|
"val_loss": 1.963267207145691,
|
||
|
"acc": 27.78,
|
||
|
"time": 261.04279768498964,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143644243478775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144737243652344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141923904418945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145757973194122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139065116643906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142379879951477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714176744222641,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144158333539963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714336559176445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145686447620392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143605500459671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714341253042221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143134623765945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713736042380333,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 4.0930914878845215,
|
||
|
"val_loss": 1.8802012205123901,
|
||
|
"acc": 30.67,
|
||
|
"time": 261.79719374899287,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714447870850563,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140840590000153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140347361564636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144355028867722,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142822444438934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145565003156662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143580913543701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071431003510952,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141167670488358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714513510465622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142007350921631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142973691225052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145087420940399,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138542830944061,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 3.8709616661071777,
|
||
|
"val_loss": 1.847544550895691,
|
||
|
"acc": 33.7,
|
||
|
"time": 261.699402645987,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07141465693712234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140935957431793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144737988710403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144340127706528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141934335231781,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142709195613861,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145615667104721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145187258720398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139869034290314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143206149339676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141795009374619,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146003097295761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141334563493729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140865921974182,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 3.853120803833008,
|
||
|
"val_loss": 1.8183382749557495,
|
||
|
"acc": 36.7,
|
||
|
"time": 261.9697336520185,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07140491157770157,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142505794763565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143758237361908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141262292861938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135478407144547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714249238371849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144655287265778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714256763458252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144751399755478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145337015390396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146915793418884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140687108039856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714714378118515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714195966720581,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 3.908540964126587,
|
||
|
"val_loss": 1.6704727411270142,
|
||
|
"acc": 38.41,
|
||
|
"time": 260.85744585000793,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714237168431282,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141505181789398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144753634929657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142626494169235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136949896812439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144906371831894,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141930609941483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143238931894302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145033776760101,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144440710544586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145217806100845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143936306238174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141938805580139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141152769327164,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 3.7180123329162598,
|
||
|
"val_loss": 1.6875237226486206,
|
||
|
"acc": 38.58,
|
||
|
"time": 262.81177987199044,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714421272277832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141537964344025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144400477409363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143454998731613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140500098466873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144127786159515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144150137901306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142239809036255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141418009996414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146377116441727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142571359872818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143260538578033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145151495933533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136598229408264,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 3.6269237995147705,
|
||
|
"val_loss": 1.6768656969070435,
|
||
|
"acc": 38.51,
|
||
|
"time": 262.49158379100845,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143200933933258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142400741577148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147343456745148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146607339382172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143104076385498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144758105278015,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145087420940399,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142949849367142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138295471668243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142913341522217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139252126216888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143708318471909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071440190076828,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136358320713043,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 3.758193016052246,
|
||
|
"val_loss": 1.6095374822616577,
|
||
|
"acc": 42.32,
|
||
|
"time": 261.8958580860053,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145147770643234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139971107244492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145793735980988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144930958747864,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141467928886414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142364978790283,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145630568265915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144232094287872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139772176742554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144363969564438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143829762935638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714435949921608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142166048288345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135971635580063,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 3.427248001098633,
|
||
|
"val_loss": 1.5302599668502808,
|
||
|
"acc": 44.76,
|
||
|
"time": 261.6230641839793,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143417000770569,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138674706220627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144429534673691,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142845541238785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144218683242798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142774760723114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145201414823532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141965627670288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140804827213287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145446538925171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143834233283997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143687456846237,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144515961408615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713818371295929,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 4.092688083648682,
|
||
|
"val_loss": 1.50944983959198,
|
||
|
"acc": 46.56,
|
||
|
"time": 263.9189538320061,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07141467183828354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714164450764656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145728170871735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146984338760376,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139062881469727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714176818728447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714331716299057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142464071512222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143595069646835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145141065120697,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145942002534866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140849530696869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144918292760849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713711529970169,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 3.6945652961730957,
|
||
|
"val_loss": 1.630793571472168,
|
||
|
"acc": 44.58,
|
||
|
"time": 262.69168204200105,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142283022403717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139907777309418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071485236287117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146360725164413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139286398887634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144924998283386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143943756818771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145222276449203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138945907354355,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141313701868057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145531475543976,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138418406248093,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714435875415802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140973955392838,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 3.48844575881958,
|
||
|
"val_loss": 1.4434765577316284,
|
||
|
"acc": 45.49,
|
||
|
"time": 262.03018991899444,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145813852548599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141542434692383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142853736877441,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143352925777435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136654853820801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143717259168625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138695567846298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143517583608627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145729660987854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144400477409363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141478359699249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144227623939514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146323472261429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141690701246262,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 3.320035696029663,
|
||
|
"val_loss": 1.4600157737731934,
|
||
|
"acc": 48.28,
|
||
|
"time": 261.5526615270064,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145348191261292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139245420694351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145708054304123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140302658081055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136764377355576,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714295357465744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144401222467422,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145054638385773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145751267671585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138948887586594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143812626600266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148829102516174,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144195586442947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138682901859283,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 3.3906145095825195,
|
||
|
"val_loss": 1.4687145948410034,
|
||
|
"acc": 47.26,
|
||
|
"time": 262.8833517789899,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714569240808487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137535512447357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714687779545784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144514471292496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140141725540161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140510529279709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143998146057129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143440842628479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142989337444305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142533361911774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142634689807892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144618034362793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146940380334854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137572765350342,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 3.44770884513855,
|
||
|
"val_loss": 1.4507858753204346,
|
||
|
"acc": 51.32,
|
||
|
"time": 261.5690270399791,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142867147922516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139848172664642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144621759653091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141286134719849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141320407390594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141335308551788,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142765074968338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143106311559677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144270092248917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143116742372513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142132520675659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149061560630798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714583769440651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138431072235107,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 3.4506325721740723,
|
||
|
"val_loss": 1.3987711668014526,
|
||
|
"acc": 50.87,
|
||
|
"time": 261.7330155519885,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143738120794296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714002400636673,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714404433965683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145067304372787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141295820474625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714191347360611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144933938980103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142608612775803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143889367580414,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143046706914902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142005115747452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714235007762909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147340476512909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137741148471832,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 3.236483573913574,
|
||
|
"val_loss": 1.4061205387115479,
|
||
|
"acc": 51.4,
|
||
|
"time": 262.4795154790045,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143251597881317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140368968248367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146687805652618,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145104557275772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713057592511177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143411785364151,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147093117237091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142051309347153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143901288509369,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144133746623993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143796980381012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147625833749771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143944501876831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138055562973022,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 3.3447046279907227,
|
||
|
"val_loss": 1.4831751585006714,
|
||
|
"acc": 42.67,
|
||
|
"time": 262.11992115702014,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147820293903351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138169556856155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140754163265228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142381370067596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135792821645737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139438390731812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134615629911423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143731415271759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140565663576126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714958906173706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141553610563278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148352265357971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151732593774796,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145501673221588,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 3.2903361320495605,
|
||
|
"val_loss": 1.4270042181015015,
|
||
|
"acc": 47.33,
|
||
|
"time": 263.10938907400123,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145771384239197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140690088272095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144607603549957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133921980857849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126803696155548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142709940671921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147404551506042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145526260137558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151147723197937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149239629507065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139906287193298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145828008651733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153118401765823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133325189352036,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 3.4527759552001953,
|
||
|
"val_loss": 1.2933326959609985,
|
||
|
"acc": 54.94,
|
||
|
"time": 262.31651944399346,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142840325832367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141885906457901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145852595567703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144609093666077,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135264575481415,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140091061592102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145188003778458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142632454633713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141589373350143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144226133823395,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145558297634125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147986441850662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146818190813065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135460525751114,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 3.234975814819336,
|
||
|
"val_loss": 1.3799302577972412,
|
||
|
"acc": 53.96,
|
||
|
"time": 262.7524324209953,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145411521196365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138270139694214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142667472362518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144416123628616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135415822267532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713999792933464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146386057138443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144990563392639,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149132341146469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145991921424866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142017036676407,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142603397369385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145892083644867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136808335781097,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 3.4140326976776123,
|
||
|
"val_loss": 1.2013826370239258,
|
||
|
"acc": 53.52,
|
||
|
"time": 261.5403204750037,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144059985876083,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142292708158493,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146184891462326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144330441951752,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714007243514061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138851284980774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145624607801437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143000513315201,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143130898475647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144449651241302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142923027276993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141590863466263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148917764425278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134568691253662,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 3.130211591720581,
|
||
|
"val_loss": 1.391748070716858,
|
||
|
"acc": 52.33,
|
||
|
"time": 261.09953082099673,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144398242235184,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140223681926727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148907333612442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156220823526382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141175121068954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142086327075958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142522931098938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143783569335938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139018923044205,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714537650346756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145405560731888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147717475891113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136983424425125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126181572675705,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 2.909316301345825,
|
||
|
"val_loss": 1.2425166368484497,
|
||
|
"acc": 55.69,
|
||
|
"time": 262.79788690200076,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144323736429214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141389697790146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145249098539352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145632058382034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139144092798233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140354812145233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148674130439758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141837477684021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142652571201324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714445635676384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714440867304802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147807627916336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144038379192352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130030542612076,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 3.26883602142334,
|
||
|
"val_loss": 1.2484197616577148,
|
||
|
"acc": 55.05,
|
||
|
"time": 262.2584605739976,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07149378955364227,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139910757541656,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714561864733696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145722955465317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714503675699234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136979699134827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139739394187927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141619175672531,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140368968248367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148350030183792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714828372001648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145272940397263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141032814979553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132679969072342,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 3.3890256881713867,
|
||
|
"val_loss": 1.2895081043243408,
|
||
|
"acc": 53.02,
|
||
|
"time": 261.437931597,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144243270158768,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714321956038475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144173979759216,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145601511001587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139689475297928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136151194572449,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714428648352623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144584506750107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142172753810883,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147444784641266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145777344703674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148594409227371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714142695069313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132638990879059,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 2.8465070724487305,
|
||
|
"val_loss": 1.2930519580841064,
|
||
|
"acc": 57.0,
|
||
|
"time": 261.80943456999375,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146098464727402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143902778625488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148271799087524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141220569610596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713876485824585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136978209018707,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144945114850998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144082337617874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146365195512772,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140914350748062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144836336374283,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144871354103088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148388028144836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713035985827446,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 3.1319191455841064,
|
||
|
"val_loss": 1.1765577793121338,
|
||
|
"acc": 56.67,
|
||
|
"time": 261.0298101029766,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07148747146129608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141236960887909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144054025411606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146524637937546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129690796136856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138912379741669,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140184193849564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148358970880508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144055515527725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141284644603729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147056609392166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714976042509079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144202291965485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135933637619019,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 2.8408946990966797,
|
||
|
"val_loss": 1.1952465772628784,
|
||
|
"acc": 55.8,
|
||
|
"time": 261.6947894929908,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714179053902626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142533361911774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145657390356064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141591608524323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129426300525665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137292623519897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145633548498154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143785804510117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140351831912994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152744382619858,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143523544073105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147610932588577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715082511305809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137232273817062,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 2.793929100036621,
|
||
|
"val_loss": 1.224613904953003,
|
||
|
"acc": 55.94,
|
||
|
"time": 262.51358372101095,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07139818370342255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143193483352661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145948708057404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143465429544449,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134143263101578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144081592559814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144737988710403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149909436702728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141737639904022,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148932665586472,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140076905488968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145435363054276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145573943853378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132948935031891,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 3.181940793991089,
|
||
|
"val_loss": 1.2031118869781494,
|
||
|
"acc": 56.39,
|
||
|
"time": 262.88085298999795,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144919037818909,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142423093318939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151659578084946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141664624214172,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136238366365433,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141013443470001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143669575452805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142288237810135,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147445529699326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145745307207108,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140461355447769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145609706640244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145391404628754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131470739841461,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 3.076969623565674,
|
||
|
"val_loss": 1.1531333923339844,
|
||
|
"acc": 58.83,
|
||
|
"time": 264.38055198200163,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146139442920685,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141495496034622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144611328840256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137689739465714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713566243648529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142065465450287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146809250116348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146759331226349,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144700735807419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714518129825592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146646827459335,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143086940050125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146050035953522,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133104652166367,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 3.3920488357543945,
|
||
|
"val_loss": 1.2116590738296509,
|
||
|
"acc": 55.67,
|
||
|
"time": 262.1601756660093,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146839052438736,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138913124799728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147131860256195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713956356048584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143434137105942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144561409950256,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714205875992775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714569240808487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134728878736496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145687937736511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714944452047348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137352973222733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152456045150757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132131606340408,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 3.195960521697998,
|
||
|
"val_loss": 1.2767947912216187,
|
||
|
"acc": 59.07,
|
||
|
"time": 263.00703302101465,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147558033466339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141366600990295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138439267873764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714389830827713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712137222290039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138437777757645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147664576768875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141806930303574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145030796527863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149112969636917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151467353105545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144634425640106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146620005369186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142586261034012,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 2.9571306705474854,
|
||
|
"val_loss": 1.287447214126587,
|
||
|
"acc": 57.56,
|
||
|
"time": 261.89974940399406,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144137471914291,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137663662433624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143557816743851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715041384100914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144352793693542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136598229408264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134503126144409,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142900675535202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714997723698616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144634425640106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148619741201401,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151079922914505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135571539402008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135993987321854,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 2.584444284439087,
|
||
|
"val_loss": 1.1429448127746582,
|
||
|
"acc": 60.93,
|
||
|
"time": 263.5798018790083,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150981575250626,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714915320277214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143612951040268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144125550985336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714494064450264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139059156179428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130599766969681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139693200588226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714804157614708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138253003358841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137161493301392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143016159534454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152841240167618,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713852047920227,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 3.2689743041992188,
|
||
|
"val_loss": 1.2056993246078491,
|
||
|
"acc": 59.68,
|
||
|
"time": 264.48207727301633,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07152653485536575,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147393375635147,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714142918586731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140200585126877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130678743124008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134682685136795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140368968248367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149753719568253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151640206575394,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714016780257225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140181213617325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149090617895126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148773968219757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132980972528458,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 2.793348789215088,
|
||
|
"val_loss": 1.2582298517227173,
|
||
|
"acc": 59.17,
|
||
|
"time": 262.7724013350089,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147606462240219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144893705844879,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147156447172165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148250192403793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131931930780411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136375457048416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145562022924423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149778306484222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136502116918564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137766480445862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149790227413177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146699726581573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714610368013382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131584733724594,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 2.859999179840088,
|
||
|
"val_loss": 1.1511462926864624,
|
||
|
"acc": 59.92,
|
||
|
"time": 260.52083925699117,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714745819568634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140514999628067,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147134840488434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145039737224579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129797339439392,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145033031702042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129602879285812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137388736009598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142972946166992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143588364124298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154029607772827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714510977268219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153372466564178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138954102993011,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 2.836782932281494,
|
||
|
"val_loss": 1.1238670349121094,
|
||
|
"acc": 61.3,
|
||
|
"time": 262.3558508710121,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07144453376531601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140205800533295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715368464589119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144863903522491,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131974399089813,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713588297367096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133647054433823,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714288055896759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140355557203293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141761481761932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154335826635361,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716046690940857,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144761085510254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713072419166565,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 3.158867359161377,
|
||
|
"val_loss": 1.0875972509384155,
|
||
|
"acc": 59.54,
|
||
|
"time": 263.2078863409988,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147715985774994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144824415445328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146119326353073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153278589248657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143594324588776,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135853916406631,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137271761894226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146751135587692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137911021709442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137726247310638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138754427433014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714925229549408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148383557796478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132560014724731,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 3.0091826915740967,
|
||
|
"val_loss": 1.1414350271224976,
|
||
|
"acc": 60.35,
|
||
|
"time": 262.53254640102386,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153729349374771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147247344255447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148370146751404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154756784439087,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125374674797058,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133736461400986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135563343763351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714557096362114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715208575129509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141360640525818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150755822658539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715891569852829,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132910192012787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119622081518173,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 2.6641931533813477,
|
||
|
"val_loss": 1.0019062757492065,
|
||
|
"acc": 63.97,
|
||
|
"time": 262.5395059500006,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07149425148963928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137413322925568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140772044658661,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140206545591354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136090099811554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713396742939949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142575085163116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142317295074463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145752012729645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150878012180328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145257294178009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714612752199173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715394839644432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135269045829773,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 2.8123021125793457,
|
||
|
"val_loss": 1.070818305015564,
|
||
|
"acc": 61.65,
|
||
|
"time": 264.9046609860088,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150047272443771,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133382558822632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139572501182556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137876003980637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138926535844803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713568776845932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159480452537537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714663416147232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148092240095139,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139162719249725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136962562799454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147996872663498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716109424829483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125082612037659,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 2.9727189540863037,
|
||
|
"val_loss": 1.1148960590362549,
|
||
|
"acc": 62.49,
|
||
|
"time": 261.09723748700344,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07151023298501968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148167490959167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142584770917892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133637368679047,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129296660423279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713413804769516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139576226472855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714995339512825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146167010068893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149074971675873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148425281047821,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146742939949036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155542820692062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125667482614517,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 2.859442710876465,
|
||
|
"val_loss": 1.1295892000198364,
|
||
|
"acc": 63.81,
|
||
|
"time": 262.75952613001573,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147248834371567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140838354825974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150038331747055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141931354999542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138568162918091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140057533979416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149576395750046,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714668408036232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139599323272705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713517889380455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136445492506027,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150281220674515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150638848543167,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132917642593384,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 2.794889450073242,
|
||
|
"val_loss": 1.0286128520965576,
|
||
|
"acc": 63.4,
|
||
|
"time": 262.90188925000257,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07135190814733505,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135345786809921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147203385829926,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147642225027084,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07109038531780243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133102416992188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134909182786942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157549262046814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714217871427536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714612603187561,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166494429111481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156703621149063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157902419567108,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130609452724457,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 2.431753396987915,
|
||
|
"val_loss": 1.04507315158844,
|
||
|
"acc": 64.27,
|
||
|
"time": 262.3831671119842,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146034389734268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130451500415802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137741148471832,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142747938632965,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139032334089279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147609442472458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134100049734116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137903571128845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149200886487961,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151036709547043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149157673120499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154256850481033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155175507068634,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125553488731384,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 2.829854965209961,
|
||
|
"val_loss": 1.0947877168655396,
|
||
|
"acc": 66.02,
|
||
|
"time": 261.78152235000744,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142334431409836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136648893356323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146759331226349,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142557948827744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713314414024353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133534550666809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150287926197052,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149350643157959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713297501206398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144145667552948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147658616304398,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157495617866516,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152256369590759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130850851535797,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 2.916822910308838,
|
||
|
"val_loss": 1.0988086462020874,
|
||
|
"acc": 63.97,
|
||
|
"time": 261.4227011569892,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07148238271474838,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137181609869003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714869424700737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132451981306076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127425074577332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133998721837997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149811089038849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138542830944061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147390395402908,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137010246515274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071548692882061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157852500677109,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151294499635696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135241478681564,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 2.7728476524353027,
|
||
|
"val_loss": 0.9673938155174255,
|
||
|
"acc": 64.68,
|
||
|
"time": 261.7744647009822,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07161220908164978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125167548656464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151816785335541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141877710819244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124503701925278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134949415922165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149466127157211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147159427404404,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713702142238617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155807316303253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160153239965439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141038775444031,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139696925878525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130122929811478,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 2.7653119564056396,
|
||
|
"val_loss": 1.0185219049453735,
|
||
|
"acc": 64.24,
|
||
|
"time": 261.51266276999377,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0716089978814125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132430374622345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715004950761795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143942266702652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128487527370453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134436070919037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153237611055374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143007218837738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135012745857239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143837213516235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141845673322678,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158103585243225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153424620628357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121288776397705,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 2.493736505508423,
|
||
|
"val_loss": 1.032896876335144,
|
||
|
"acc": 67.1,
|
||
|
"time": 260.9706515779835,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07148656249046326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139439880847931,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151355594396591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146287709474564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112810015678406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131456583738327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144133001565933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715102106332779,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147500663995743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148008048534393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140481472015381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157775014638901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714804083108902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133031636476517,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 2.8791182041168213,
|
||
|
"val_loss": 1.0829683542251587,
|
||
|
"acc": 64.89,
|
||
|
"time": 262.44941830300377,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07142583280801773,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131514698266983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163412868976593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124853134155273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130325585603714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071397565305233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139146327972412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148369401693344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144206762313843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714668408036232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153045386075974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151121646165848,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155641913414001,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071293406188488,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 2.9122304916381836,
|
||
|
"val_loss": 0.9700416922569275,
|
||
|
"acc": 64.88,
|
||
|
"time": 263.08194234297844,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07161519676446915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071355901658535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145463675260544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139070332050323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125381380319595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124180346727371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157304883003235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147078961133957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128830254077911,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713810846209526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155828177928925,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157915830612183,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715186670422554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131867110729218,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 2.7536046504974365,
|
||
|
"val_loss": 0.9966410398483276,
|
||
|
"acc": 65.13,
|
||
|
"time": 262.72280582998064,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150734961032867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134854793548584,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160517573356628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143128663301468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136964052915573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121432572603226,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147375494241714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138514518737793,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154914736747742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136759907007217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149319350719452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154405862092972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715145617723465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119626551866531,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 2.6825942993164062,
|
||
|
"val_loss": 1.0093679428100586,
|
||
|
"acc": 65.97,
|
||
|
"time": 261.0241062810237,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714135691523552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131073623895645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142084836959839,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714648887515068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137345522642136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134967297315598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149030268192291,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149303704500198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165031135082245,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135044038295746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152045518159866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145188003778458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143639028072357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127398252487183,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 2.672823905944824,
|
||
|
"val_loss": 1.0895875692367554,
|
||
|
"acc": 64.56,
|
||
|
"time": 261.60356354000396,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07149279117584229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128895819187164,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146910578012466,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128925621509552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128632068634033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127277553081512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155810296535492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148190587759018,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142524421215057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148874551057816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159556448459625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155744731426239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144228368997574,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135151326656342,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 2.6635117530822754,
|
||
|
"val_loss": 1.0665500164031982,
|
||
|
"acc": 66.93,
|
||
|
"time": 262.118404132023,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07152269035577774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128436118364334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132913917303085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151859253644943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126106321811676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130590826272964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147905230522156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155124098062515,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148037105798721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153324782848358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142113149166107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150199264287949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153958082199097,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127164304256439,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 2.2646608352661133,
|
||
|
"val_loss": 1.0963020324707031,
|
||
|
"acc": 64.34,
|
||
|
"time": 261.6210719959927,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145010679960251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713733658194542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159838825464249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713602602481842,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111851125955582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111020386219025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07176738977432251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138361036777496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714728981256485,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155977189540863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140010595321655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148545235395432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142173498868942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149823009967804,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 2.689281463623047,
|
||
|
"val_loss": 0.8993897438049316,
|
||
|
"acc": 67.83,
|
||
|
"time": 260.67158960399684,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07159868627786636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135520875453949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149992138147354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144106179475784,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07116147130727768,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138091325759888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139479368925095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132686674594879,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145975530147552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713137537240982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715644583106041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715334489941597,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716315507888794,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133813947439194,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 2.353604555130005,
|
||
|
"val_loss": 0.938262403011322,
|
||
|
"acc": 67.31,
|
||
|
"time": 262.19482414101367,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145855575799942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117088884115219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142332196235657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148802280426025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113547623157501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125250995159149,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153954356908798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148934155702591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151475548744202,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154310494661331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163255661725998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152540981769562,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148456573486328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134189456701279,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 2.431852340698242,
|
||
|
"val_loss": 1.0121933221817017,
|
||
|
"acc": 66.79,
|
||
|
"time": 263.21230479699443,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.071475088596344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138747721910477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152575999498367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715741440653801,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117505371570587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126469165086746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144711166620255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140881568193436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713978037238121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151210308074951,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149744778871536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154496759176254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151764631271362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712718814611435,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 2.4909443855285645,
|
||
|
"val_loss": 0.9045605659484863,
|
||
|
"acc": 68.14,
|
||
|
"time": 262.5473170809855,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0715402290225029,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137774676084518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714799165725708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158124446868896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712457075715065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128861546516418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148674875497818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147032022476196,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144966721534729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137081772089005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715339407324791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129551470279694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151433825492859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136523723602295,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 2.6730151176452637,
|
||
|
"val_loss": 1.0164273977279663,
|
||
|
"acc": 66.82,
|
||
|
"time": 261.4556195939949,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07140049338340759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135219126939774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150561362504959,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146374881267548,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103607058525085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134918123483658,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146458327770233,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715630054473877,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168819010257721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148753851652145,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146110385656357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148314267396927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715334564447403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121174037456512,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 2.501654863357544,
|
||
|
"val_loss": 0.9643875360488892,
|
||
|
"acc": 66.88,
|
||
|
"time": 262.01818878101767,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714869275689125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140682637691498,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148140668869019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714675635099411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07096300274133682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117246836423874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715196505188942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153809815645218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160541415214539,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140481472015381,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714595690369606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146820425987244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159565389156342,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143040001392365,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 2.6007535457611084,
|
||
|
"val_loss": 0.9523966312408447,
|
||
|
"acc": 68.15,
|
||
|
"time": 262.281230513996,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153674215078354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139940559864044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131598144769669,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071476511657238,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119500637054443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129259407520294,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138080149888992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712478756904602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159686833620071,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147037237882614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07169432938098907,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715828388929367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147141546010971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133932411670685,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 2.5182955265045166,
|
||
|
"val_loss": 1.0017690658569336,
|
||
|
"acc": 67.51,
|
||
|
"time": 261.9879335860023,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153477519750595,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132875174283981,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139997184276581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139599323272705,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07116606086492538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141604274511337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715334340929985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140162587165833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150934636592865,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713842585682869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071446992456913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155229896306992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155472785234451,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137566804885864,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 2.702519655227661,
|
||
|
"val_loss": 0.95761638879776,
|
||
|
"acc": 65.47,
|
||
|
"time": 263.13177148098475,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07152313739061356,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147416472434998,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714811161160469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168840616941452,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150565087795258,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712408721446991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133395224809647,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07169787585735321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131634652614594,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712471529841423,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157163321971893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129223644733429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716358944773674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07099161297082901,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 2.666689872741699,
|
||
|
"val_loss": 0.9254724979400635,
|
||
|
"acc": 67.22,
|
||
|
"time": 262.3990488270065,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07159552723169327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129618525505066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713978186249733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133264094591141,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133317738771439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135991007089615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144338637590408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154115289449692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152608036994934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146153599023819,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161647081375122,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135506719350815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150497287511826,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123606652021408,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 2.6205484867095947,
|
||
|
"val_loss": 0.8818259835243225,
|
||
|
"acc": 68.32,
|
||
|
"time": 261.6718835019856,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07148963958024979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126473635435104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162414491176605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716148242354393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125633955001831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117903977632523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151037454605103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140908390283585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140976190567017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131122052669525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714433565735817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155932486057281,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164285331964493,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128535211086273,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 1.9616209268569946,
|
||
|
"val_loss": 0.9105393290519714,
|
||
|
"acc": 68.67,
|
||
|
"time": 261.2407930510235,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153656333684921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140584290027618,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142769545316696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141042500734329,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133714109659195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129208743572235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146400213241577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133375108242035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150114327669144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149235159158707,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147063314914703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716082900762558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150569558143616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121437042951584,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 2.597827672958374,
|
||
|
"val_loss": 0.9227616190910339,
|
||
|
"acc": 69.46,
|
||
|
"time": 262.1965380340116,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0716184452176094,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134685665369034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161570340394974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150880992412567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110702991485596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138580828905106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713973194360733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163058966398239,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143186032772064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136233896017075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143005728721619,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146402448415756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147485762834549,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122626155614853,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 2.0794811248779297,
|
||
|
"val_loss": 0.8836579322814941,
|
||
|
"acc": 68.71,
|
||
|
"time": 262.22112279897556,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147251814603806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712747871875763,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136175036430359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715794488787651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711420476436615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711805671453476,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134334743022919,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144395262002945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145571708679199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152865827083588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165973633527756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142937928438187,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157278805971146,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715552568435669,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 2.459808826446533,
|
||
|
"val_loss": 0.8949106931686401,
|
||
|
"acc": 68.71,
|
||
|
"time": 262.079634526046,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714510902762413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111556082963943,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147268950939178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714249387383461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138187438249588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136992365121841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123563438653946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713411420583725,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163442671298981,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156912237405777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153914868831635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715680941939354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147283107042313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714234784245491,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 2.5965542793273926,
|
||
|
"val_loss": 1.0054088830947876,
|
||
|
"acc": 69.04,
|
||
|
"time": 263.02726978698047,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150107622146606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128755003213882,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139308750629425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143857330083847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126987725496292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134537398815155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138831913471222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150495797395706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130631804466248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153591513633728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152484357357025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715608075261116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157522439956665,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136812061071396,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 2.512842893600464,
|
||
|
"val_loss": 0.9020179510116577,
|
||
|
"acc": 68.36,
|
||
|
"time": 261.05528840998886,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07135028392076492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137499004602432,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148564606904984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150018215179443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128556817770004,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136400043964386,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132253795862198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714024156332016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147568464279175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159006595611572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147441059350967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715719684958458,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713953822851181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140682637691498,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 2.1595849990844727,
|
||
|
"val_loss": 0.9641984105110168,
|
||
|
"acc": 68.66,
|
||
|
"time": 261.60681338299764,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07165839523077011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134921103715897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124989479780197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140477001667023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119486480951309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126208394765854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138392329216003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147219032049179,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142878323793411,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156314700841904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160454988479614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162807136774063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146520167589188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133486866950989,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 2.2467503547668457,
|
||
|
"val_loss": 1.0584317445755005,
|
||
|
"acc": 68.86,
|
||
|
"time": 261.7480177539983,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07140694558620453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127831876277924,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158488780260086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138179987668991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135358452796936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122780382633209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153096050024033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140343636274338,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143384218215942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716249868273735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142545282840729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134225964546204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166025787591934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134544104337692,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 2.4850144386291504,
|
||
|
"val_loss": 0.9147776365280151,
|
||
|
"acc": 68.58,
|
||
|
"time": 263.2577476790175,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07151186466217041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148455083370209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160849124193192,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145442813634872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07116508483886719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122646272182465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141704112291336,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149866968393326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135895639657974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151627540588379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148941606283188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157174497842789,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154860347509384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711483508348465,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 2.202235221862793,
|
||
|
"val_loss": 0.8810145258903503,
|
||
|
"acc": 68.23,
|
||
|
"time": 261.3657746280078,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07152421027421951,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153400778770447,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144659757614136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139068096876144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123231142759323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125861197710037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148151844739914,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143095880746841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113389670848846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07171636074781418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149690389633179,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151865214109421,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150927186012268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132600992918015,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 2.3717987537384033,
|
||
|
"val_loss": 0.8987225294113159,
|
||
|
"acc": 69.7,
|
||
|
"time": 261.70443756500026,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150495797395706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110275328159332,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127024233341217,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136382162570953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163849472999573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130707055330276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139143347740173,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163742929697037,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07169224321842194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148460298776627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153225690126419,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140523940324783,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146359980106354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120584696531296,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 2.597040891647339,
|
||
|
"val_loss": 0.8520495295524597,
|
||
|
"acc": 69.04,
|
||
|
"time": 261.4501251929905,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153849303722382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07108869403600693,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07172895222902298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139456272125244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103589177131653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131721824407578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146433740854263,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160134613513947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159844785928726,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147738337516785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07174883782863617,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712035745382309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159320265054703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120908051729202,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 2.4999680519104004,
|
||
|
"val_loss": 0.8335875868797302,
|
||
|
"acc": 69.58,
|
||
|
"time": 262.8748112130561,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07141552865505219,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140455394983292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156532257795334,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137507945299149,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07108170539140701,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141632586717606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07167108356952667,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115073502063751,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141443341970444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149844616651535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153703272342682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149679958820343,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158036530017853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139255106449127,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 2.3986475467681885,
|
||
|
"val_loss": 1.0309597253799438,
|
||
|
"acc": 69.54,
|
||
|
"time": 262.0959451509989,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07143767178058624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113295048475266,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141846418380737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162227481603622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135944068431854,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133517414331436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146859914064407,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146410644054413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154875248670578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136999815702438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161778956651688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148906588554382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714767724275589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125891745090485,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 2.150017023086548,
|
||
|
"val_loss": 0.9014304876327515,
|
||
|
"acc": 68.08,
|
||
|
"time": 261.514347624965,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07167623937129974,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716535896062851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131671160459518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07170585542917252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714038535952568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07084258645772934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147198915481567,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135605812072754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155788689851761,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124935835599899,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154352217912674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128731161355972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161737978458405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131768763065338,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 2.3494486808776855,
|
||
|
"val_loss": 0.7749049663543701,
|
||
|
"acc": 70.47,
|
||
|
"time": 263.56315652199555,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153800129890442,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713692307472229,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140505313873291,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140820473432541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712912306189537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134012132883072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150100916624069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123991847038269,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162600010633469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144632190465927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157255709171295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715295597910881,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715176910161972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121511548757553,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 2.3138577938079834,
|
||
|
"val_loss": 0.8025833964347839,
|
||
|
"acc": 70.81,
|
||
|
"time": 261.542275128013,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150180637836456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142072916030884,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135406136512756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137394696474075,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118737697601318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136093825101852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123322039842606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139325141906738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07174734026193619,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148032635450363,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149815559387207,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166140526533127,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715087279677391,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127871364355087,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 2.2768073081970215,
|
||
|
"val_loss": 0.9042489528656006,
|
||
|
"acc": 69.2,
|
||
|
"time": 262.13690401799977,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07154412567615509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07100725919008255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165457308292389,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142874598503113,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134347409009933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156747579574585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142170518636703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143428176641464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130662351846695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158975303173065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131881266832352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149643450975418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157586514949799,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131089270114899,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 1.9281764030456543,
|
||
|
"val_loss": 0.8138362765312195,
|
||
|
"acc": 69.59,
|
||
|
"time": 261.2664788860129,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07153236120939255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129526883363724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137200981378555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152484357357025,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138460129499435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134462147951126,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147667557001114,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143788039684296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071439728140831,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146751135587692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713680312037468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163845747709274,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714649185538292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125305384397507,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 1.9521918296813965,
|
||
|
"val_loss": 0.9278364181518555,
|
||
|
"acc": 68.45,
|
||
|
"time": 262.61098907800624,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07141552120447159,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124108076095581,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163899391889572,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142887264490128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119736075401306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127579301595688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139308750629425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714351236820221,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145813852548599,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168088853359222,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714971050620079,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143162935972214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158013433218002,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132631540298462,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 2.284883975982666,
|
||
|
"val_loss": 0.9169135689735413,
|
||
|
"acc": 69.05,
|
||
|
"time": 261.9905796609819,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07175961136817932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127690315246582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161946594715118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712020993232727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117518782615662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110811024904251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128331810235977,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136803865432739,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148529589176178,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166014611721039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144828885793686,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0718272477388382,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125010341405869,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715361163020134,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 2.0378570556640625,
|
||
|
"val_loss": 0.8533605933189392,
|
||
|
"acc": 71.32,
|
||
|
"time": 264.5692092680256,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07133033126592636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07108552753925323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07174796611070633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131367921829224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134830206632614,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125875353813171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130305469036102,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159236818552017,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07177206873893738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150367647409439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139504700899124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07174773514270782,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136378437280655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123769819736481,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 2.292186737060547,
|
||
|
"val_loss": 0.8907982110977173,
|
||
|
"acc": 70.97,
|
||
|
"time": 262.960522702022,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07161959260702133,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112021744251251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146482169628143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131067663431168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712968111038208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107073068618774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153567671775818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714341551065445,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160606980323792,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149887830018997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161010056734085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145006209611893,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157882302999496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140332460403442,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 2.2608094215393066,
|
||
|
"val_loss": 0.9553951025009155,
|
||
|
"acc": 70.59,
|
||
|
"time": 262.11697462399025,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07166015356779099,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133848965167999,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07170479744672775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127563655376434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137393951416016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126419246196747,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144168019294739,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148067653179169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144822925329208,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138580828905106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146034389734268,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118917256593704,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168413698673248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129273563623428,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 2.143615245819092,
|
||
|
"val_loss": 0.8722226023674011,
|
||
|
"acc": 70.39,
|
||
|
"time": 261.19817505101673,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07164028286933899,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135891914367676,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141297310590744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160235196352005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134203612804413,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07105796784162521,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136509567499161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154994457960129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137536257505417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154855132102966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162679731845856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714019387960434,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154258340597153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117519527673721,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 2.1489319801330566,
|
||
|
"val_loss": 0.9000897407531738,
|
||
|
"acc": 70.97,
|
||
|
"time": 263.90065936598694,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145287096500397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07108969241380692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135824859142303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135702669620514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124993205070496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713399276137352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161936163902283,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152970135211945,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144493609666824,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152562588453293,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132390886545181,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152163237333298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07182703912258148,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136012613773346,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 2.2061305046081543,
|
||
|
"val_loss": 0.839465320110321,
|
||
|
"acc": 70.62,
|
||
|
"time": 262.275570798025,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145887613296509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713411197066307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154430449008942,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716019868850708,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712113007903099,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118738442659378,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136635482311249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152780145406723,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141654193401337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716322511434555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164550572633743,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164236158132553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138217985630035,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07104204595088959,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 2.5694456100463867,
|
||
|
"val_loss": 0.9005869626998901,
|
||
|
"acc": 69.86,
|
||
|
"time": 264.78140842198627,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07137814164161682,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138143479824066,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142143696546555,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122873514890671,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124575972557068,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152463495731354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147666066884995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145044952630997,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144452631473541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147708535194397,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713610053062439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07175257802009583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162032276391983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123716920614243,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 2.32879900932312,
|
||
|
"val_loss": 0.8752174973487854,
|
||
|
"acc": 70.14,
|
||
|
"time": 262.32183734700084,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07186296582221985,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120022922754288,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161390036344528,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147723436355591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111117988824844,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118913531303406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126346975564957,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139365375041962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145753502845764,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159754633903503,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168691605329514,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132720202207565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160242646932602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121662050485611,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 2.287780284881592,
|
||
|
"val_loss": 0.8624968528747559,
|
||
|
"acc": 69.69,
|
||
|
"time": 263.0792702190229,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07161830365657806,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133549451828003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141850143671036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137089222669601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07098856568336487,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118144631385803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158129662275314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137375324964523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160969078540802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151444256305695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149358093738556,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07167793065309525,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157613337039948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125993818044662,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 2.382946491241455,
|
||
|
"val_loss": 0.8594192266464233,
|
||
|
"acc": 70.7,
|
||
|
"time": 260.9393719889922,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07139597833156586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113039493560791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135828584432602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143310457468033,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154985517263412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07114019989967346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142648845911026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07182320207357407,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140764594078064,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713522806763649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129038125276566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149751484394073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07173999398946762,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145471125841141,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 2.195272207260132,
|
||
|
"val_loss": 0.9073788523674011,
|
||
|
"acc": 70.27,
|
||
|
"time": 261.29465279495344,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07147183269262314,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711195170879364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163883745670319,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134417444467545,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715237632393837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142679393291473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147059589624405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150933146476746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713782012462616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138927280902863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147720456123352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142413407564163,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161353528499603,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121279090642929,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 2.067412853240967,
|
||
|
"val_loss": 0.7772558331489563,
|
||
|
"acc": 71.49,
|
||
|
"time": 262.872127182025,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07140012085437775,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138408720493317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153575867414474,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714665949344635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118742167949677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07116201519966125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146703451871872,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133104652166367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715818852186203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147134095430374,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145728170871735,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150936871767044,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07173305749893188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131299376487732,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 2.2064292430877686,
|
||
|
"val_loss": 0.8084270358085632,
|
||
|
"acc": 71.44,
|
||
|
"time": 262.652393397002,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146945595741272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139621675014496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138591259717941,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714714452624321,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137713581323624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127860933542252,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144546508789062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156883925199509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129954546689987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134664058685303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156066596508026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07172923535108566,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714457556605339,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122507691383362,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 2.111072063446045,
|
||
|
"val_loss": 0.8996587991714478,
|
||
|
"acc": 71.53,
|
||
|
"time": 262.0134364819969,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07151102274656296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711972713470459,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154443860054016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144279032945633,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131876051425934,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138212025165558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135523110628128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142434269189835,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159361243247986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715520977973938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130935788154602,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141926139593124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716894194483757,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126028835773468,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 2.193770408630371,
|
||
|
"val_loss": 0.8818700313568115,
|
||
|
"acc": 71.31,
|
||
|
"time": 262.70823507598834,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07162407040596008,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134492695331573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07163449376821518,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142076641321182,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121911644935608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139673084020615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139256596565247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147227227687836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156135886907578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152432203292847,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131725549697876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151184976100922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165611535310745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07092418521642685,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 1.9171439409255981,
|
||
|
"val_loss": 0.7843748331069946,
|
||
|
"acc": 71.18,
|
||
|
"time": 262.52470424503554,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07159457355737686,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713871642947197,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153686136007309,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711878314614296,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07109528034925461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119609415531158,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157067209482193,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0717252641916275,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714673176407814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148674130439758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120437920093536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159194350242615,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150103896856308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145481556653976,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 2.119004726409912,
|
||
|
"val_loss": 0.8808665871620178,
|
||
|
"acc": 71.5,
|
||
|
"time": 261.09620426403126,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07160019129514694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153739780187607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140010595321655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141026854515076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07114893943071365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127895951271057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145587354898453,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154925912618637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145734876394272,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146252691745758,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146693021059036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146119326353073,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157223671674728,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119878381490707,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 2.1903905868530273,
|
||
|
"val_loss": 0.8032270669937134,
|
||
|
"acc": 71.03,
|
||
|
"time": 265.8894923609914,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07175445556640625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113282382488251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137268781661987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137032598257065,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153229415416718,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0709330290555954,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155603170394897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133287191390991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165972888469696,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714304968714714,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160502672195435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158365100622177,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157992571592331,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115664333105087,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 2.437382459640503,
|
||
|
"val_loss": 0.9596373438835144,
|
||
|
"acc": 70.52,
|
||
|
"time": 261.51143685000716,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07138647884130478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0710374042391777,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150013744831085,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125023007392883,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07095811516046524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139281183481216,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164480537176132,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152997702360153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07176107168197632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142225652933121,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155515998601913,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142525166273117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07183856517076492,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129771262407303,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 2.0866119861602783,
|
||
|
"val_loss": 0.8400940895080566,
|
||
|
"acc": 70.95,
|
||
|
"time": 262.54775654600235,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07158578187227249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129205018281937,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07177083939313889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135821133852005,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132850587368011,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129854708909988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146032154560089,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127746939659119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159417122602463,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143158465623856,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126838713884354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716441199183464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157281041145325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111720740795135,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 1.9152746200561523,
|
||
|
"val_loss": 0.8335486650466919,
|
||
|
"acc": 71.84,
|
||
|
"time": 263.98022685799515,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07145550101995468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07109245657920837,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713830441236496,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156828045845032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115423679351807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122021168470383,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143884152173996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154715806245804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159236073493958,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157853245735168,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156915217638016,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162397354841232,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714527815580368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132340222597122,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 2.1283345222473145,
|
||
|
"val_loss": 0.8998817205429077,
|
||
|
"acc": 71.99,
|
||
|
"time": 261.71728040499147,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07156205177307129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107947766780853,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162255793809891,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134737074375153,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712534487247467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112810760736465,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07172727584838867,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071476049721241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134529948234558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155182957649231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714704617857933,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141972333192825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155655324459076,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714598298072815,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 2.07600998878479,
|
||
|
"val_loss": 0.758721649646759,
|
||
|
"acc": 71.96,
|
||
|
"time": 263.8418547720066,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146508991718292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125750929117203,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715210884809494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07098644971847534,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124441117048264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134640216827393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07158232480287552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148689776659012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155083864927292,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165540754795074,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156960666179657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140176743268967,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07170481234788895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122740894556046,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 2.419095754623413,
|
||
|
"val_loss": 0.900130033493042,
|
||
|
"acc": 70.6,
|
||
|
"time": 263.26707137795165,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07166195660829544,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121536880731583,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142692059278488,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137049734592438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129255682229996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118634879589081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07167845219373703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150768488645554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07171183079481125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713987722992897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144876569509506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134813070297241,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148546725511551,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126720249652863,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 1.9478676319122314,
|
||
|
"val_loss": 0.7768299579620361,
|
||
|
"acc": 71.51,
|
||
|
"time": 262.27537519694306,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07168897241353989,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140766829252243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148571312427521,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130417972803116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135936617851257,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117890566587448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148031145334244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136402279138565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138469815254211,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156883925199509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136544585227966,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157547771930695,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144049555063248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139591127634048,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 2.3201920986175537,
|
||
|
"val_loss": 0.8538743257522583,
|
||
|
"acc": 71.15,
|
||
|
"time": 261.95044473500457,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07150936126708984,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153494656085968,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147501409053802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133148610591888,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125557959079742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136382907629013,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133075594902039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152564078569412,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152670621871948,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149136811494827,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139189541339874,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716228038072586,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714043378829956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123631238937378,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 2.2998576164245605,
|
||
|
"val_loss": 0.8445492386817932,
|
||
|
"acc": 71.66,
|
||
|
"time": 261.876239928999,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07131846994161606,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119321823120117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159210741519928,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145906984806061,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119354605674744,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712074413895607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152999192476273,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166972756385803,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713900476694107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157774269580841,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142894715070724,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148448377847672,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168984413146973,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126539945602417,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 2.21484637260437,
|
||
|
"val_loss": 0.8198637962341309,
|
||
|
"acc": 71.59,
|
||
|
"time": 261.0298626719741,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07141818851232529,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121582329273224,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136707752943039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132526487112045,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115808129310608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714399516582489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129176706075668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145956158638,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714915320277214,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155387848615646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164809107780457,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160480320453644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148421555757523,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154178619384766,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 2.5137507915496826,
|
||
|
"val_loss": 0.8606309294700623,
|
||
|
"acc": 71.19,
|
||
|
"time": 263.17676302202744,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07154963910579681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071329265832901,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153413444757462,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141710072755814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133815437555313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147753983736038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152974605560303,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07122081518173218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131214439868927,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150294631719589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150480896234512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07180052250623703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144751399755478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103561609983444,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 1.9783482551574707,
|
||
|
"val_loss": 0.8620330691337585,
|
||
|
"acc": 70.62,
|
||
|
"time": 261.4262465490028,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146889716386795,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147520780563354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141236215829849,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127000391483307,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712217316031456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164857536554337,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125096023082733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141104340553284,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134842872619629,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07165271788835526,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117132097482681,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07162824273109436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154450565576553,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149595767259598,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 2.3178658485412598,
|
||
|
"val_loss": 0.8942751288414001,
|
||
|
"acc": 71.06,
|
||
|
"time": 261.5306610490079,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07188620418310165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118877023458481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151643931865692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142242789268494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716739371418953,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128183543682098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07157859951257706,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142916321754456,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07141837477684021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139172405004501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123071700334549,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151321321725845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136856019496918,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110007852315903,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 2.159116744995117,
|
||
|
"val_loss": 0.8546051979064941,
|
||
|
"acc": 71.94,
|
||
|
"time": 260.6263537449995,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07164305448532104,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129159569740295,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149206846952438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07121042162179947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129649817943573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120075076818466,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129669189453125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07184303551912308,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143007963895798,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164842635393143,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131697237491608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147315889596939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151860743761063,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133863121271133,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 1.9596750736236572,
|
||
|
"val_loss": 0.8541622757911682,
|
||
|
"acc": 70.35,
|
||
|
"time": 261.1071308859973,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07168614864349365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139390707015991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07168655842542648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112783938646317,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127311080694199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159780710935593,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134357839822769,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123081386089325,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127941399812698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714513435959816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152584195137024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07173197716474533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142257690429688,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124905288219452,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 2.289379596710205,
|
||
|
"val_loss": 0.7995782494544983,
|
||
|
"acc": 71.3,
|
||
|
"time": 262.0796329099685,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07160092890262604,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124295830726624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164255529642105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130387425422668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148643583059311,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130767405033112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145927846431732,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127270102500916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142593711614609,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146438211202621,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149844616651535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07170109450817108,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071517713367939,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107600569725037,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 2.260786771774292,
|
||
|
"val_loss": 0.8080344796180725,
|
||
|
"acc": 72.2,
|
||
|
"time": 261.49806536803953,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0714297741651535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112517952919006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154643535614014,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07136325538158417,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07144264131784439,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129324972629547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155892997980118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07124965637922287,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07139098644256592,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161357998847961,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161840796470642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160399109125137,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160167396068573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07116220891475677,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 2.0217814445495605,
|
||
|
"val_loss": 0.8683990240097046,
|
||
|
"acc": 71.64,
|
||
|
"time": 262.61402848002035,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146737724542618,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110045850276947,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149939239025116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127438485622406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143963128328323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07147395610809326,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148563861846924,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146396487951279,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149035483598709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152269780635834,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153767347335815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07151146233081818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716608315706253,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107213139533997,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 2.1227035522460938,
|
||
|
"val_loss": 0.8014257550239563,
|
||
|
"acc": 71.67,
|
||
|
"time": 262.51798091299133,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07181694358587265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137753069400787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07155412435531616,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07105514407157898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138067483901978,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07114826887845993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134322077035904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07130224257707596,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164470106363297,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07160919904708862,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714074969291687,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145041227340698,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07156698405742645,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134301960468292,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 1.9919896125793457,
|
||
|
"val_loss": 0.9080625176429749,
|
||
|
"acc": 71.4,
|
||
|
"time": 260.7855214260053,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07146470248699188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127765566110611,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07128077745437622,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07140114903450012,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0713769868016243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07131252437829971,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714162215590477,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715562105178833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07169719785451889,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07159438729286194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143127918243408,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07148884981870651,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.071515753865242,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07118629664182663,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 1.8652002811431885,
|
||
|
"val_loss": 0.7780259847640991,
|
||
|
"acc": 71.88,
|
||
|
"time": 263.5018088759971,
|
||
|
"mix_dist": 0.5,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07178766280412674,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154995948076248,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07170446962118149,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127454876899719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07137968391180038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07102636992931366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07138808816671371,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07126809656620026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142969220876694,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135594636201859,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143767178058624,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714789554476738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166515290737152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07125373929738998,
|
||
|
"m": 1.0
|
||
|
}
|
||
|
]
|
||
|
}
|
||
|
]
|
||
|
}
|